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Exemplos SEINFO.ipynb
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"name": "Exemplos SEINFO.ipynb", | |
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"source": [ | |
"<a href=\"https://colab.research.google.com/gist/jayralencar/defd14c0f3b34938f0b9acfac8c13869/exemplos-seinfo.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
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}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "QAX6IVIgp2Uy" | |
}, | |
"source": [ | |
"# Processamento de Linguagem Natural - Análise automática e inteligente de textos\n", | |
"\n", | |
"Este notebook apresenta os exemplos utilizados no minicurso **Processamento de Linguagem Natural - Análise automática e inteligente de textos** ministrado por [Jayr Alencar Pereira](http://lattes.cnpq.br/4254297187921984) na [Semana de Informática 2021](https://www.even3.com.br/seinfo2021crato/) do Instituto Federal do Ceará (IFCE) Campus Crato.\n", | |
"\n", | |
"Os exemplos aqui apresentados têm o objetivo de demonstrar a análise de sentimento em textos publicados na rede social Twitter. Para tal, utilizamos diferentes abordagens de Processamento de Linguagem Natural (PLN)." | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "qxTk59marBbi" | |
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"source": [ | |
"## Dataset\n", | |
"\n", | |
"Utilizaremos o [Hate Speech Detection Dataset](https://github.com/LaCAfe/Dataset-Hatespeech), que é um dataset para análise de linguagem ofensiva na língua portuguesa com dados coletados do \n", | |
"Twitter.\n", | |
"\n", | |
"> NASCIMENTO, Gabriel et al. Hate speech detection using Brazilian imageboards. In: Proceedings of the 25th Brazillian Symposium on Multimedia and the Web. 2019. p. 325-328.\n", | |
"\n", | |
"\n", | |
"\n", | |
"\n", | |
"Para iniciar vamos clonar o repositório do dataset:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "cJsNiXRhpy5X", | |
"outputId": "0ac182e1-e600-4795-9c51-45b4962e2604" | |
}, | |
"source": [ | |
"!git clone https://github.com/LaCAfe/Dataset-Hatespeech" | |
], | |
"execution_count": 1, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Cloning into 'Dataset-Hatespeech'...\n", | |
"remote: Enumerating objects: 12, done.\u001b[K\n", | |
"remote: Counting objects: 100% (6/6), done.\u001b[K\n", | |
"remote: Compressing objects: 100% (5/5), done.\u001b[K\n", | |
"remote: Total 12 (delta 1), reused 6 (delta 1), pack-reused 6\u001b[K\n", | |
"Unpacking objects: 100% (12/12), done.\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "QNtEjzi9sgjo" | |
}, | |
"source": [ | |
"Vamos ver como o dataset é organizado:" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 206 | |
}, | |
"id": "KPIjQlmjzNxX", | |
"outputId": "509d5fdd-71c6-47de-8282-6ea1a75f4b7b" | |
}, | |
"source": [ | |
"import pandas as pd\n", | |
"df = pd.read_excel(\"Dataset-Hatespeech/data/df_dataset.xlsx\")\n", | |
"df.head()" | |
], | |
"execution_count": 3, | |
"outputs": [ | |
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"output_type": "execute_result", | |
"data": { | |
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"\n", | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Unnamed: 0</th>\n", | |
" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
" <th>origin</th>\n", | |
" <th>txt</th>\n", | |
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" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>23310</td>\n", | |
" <td>S</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
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" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>NaN</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" </tr>\n", | |
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" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>NaN</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
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" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
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" <td>NaN</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
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"text/plain": [ | |
" Unnamed: 0 ... txt\n", | |
"0 0 ... >>22994apóio o >>22995. um passo de cada vez. ...\n", | |
"1 1 ... eu ainda vou surtar com essa fic\n", | |
"2 10 ... @flopdani kkkkkkkkkkkk amei e fiquei com vonta...\n", | |
"3 100 ... >debater com luquistajá cansei de bater palma ...\n", | |
"4 1000 ... hoje eu só tô minha irmã ali kkkkkkkkkkkkkk \n", | |
"\n", | |
"[5 rows x 5 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 3 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "oFXxCejF_4fn" | |
}, | |
"source": [ | |
"Verificaro balanceamento dos dados entre as classes." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 283 | |
}, | |
"id": "Idtj1nsFzjuL", | |
"outputId": "9da15add-5705-4a24-f01c-737034b56405" | |
}, | |
"source": [ | |
"import seaborn as sns\n", | |
"\n", | |
"df['has_anger'] = df['has_anger'].fillna(0)\n", | |
"df['has_anger'] = df['has_anger'].replace(\"S\",1)\n", | |
"\n", | |
"ax = sns.countplot(x=\"has_anger\",data=df)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 206 | |
}, | |
"id": "K7I7Sdvn1HGg", | |
"outputId": "0262363b-f1b7-4f43-aa81-1983d60c1244" | |
}, | |
"source": [ | |
"df.head()" | |
], | |
"execution_count": null, | |
"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>Unnamed: 0</th>\n", | |
" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
" <th>origin</th>\n", | |
" <th>txt</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>23310</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>100</td>\n", | |
" <td>60492</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1000</td>\n", | |
" <td>1137392542050393984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Unnamed: 0 ... txt\n", | |
"0 0 ... >>22994apóio o >>22995. um passo de cada vez. ...\n", | |
"1 1 ... eu ainda vou surtar com essa fic\n", | |
"2 10 ... @flopdani kkkkkkkkkkkk amei e fiquei com vonta...\n", | |
"3 100 ... >debater com luquistajá cansei de bater palma ...\n", | |
"4 1000 ... hoje eu só tô minha irmã ali kkkkkkkkkkkkkk \n", | |
"\n", | |
"[5 rows x 5 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 117 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "sLpYx5syADFN" | |
}, | |
"source": [ | |
"Quantas palavras temos no dataset" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "dVN4UhlP-a59", | |
"outputId": "c658d247-22cf-4d1f-e182-f85ad3db7bff" | |
}, | |
"source": [ | |
"#Descriptive statistics\n", | |
"count = df['txt'].str.split().str.len()\n", | |
"count.index = count.index.astype(str) + ' words:'\n", | |
"print(\"Total number of words:\", count.sum(), \"words\")\n", | |
"print(\"Mean number of words per tweet:\", round(count.mean(), 2),'words')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Total number of words: 586587.0 words\n", | |
"Mean number of words per tweet: 76.48 words\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "vSRd5tgK6f9-" | |
}, | |
"source": [ | |
"## Pre-processamento" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "CxEw2SFM6h1y", | |
"outputId": "760660b7-6387-430e-c627-7f871e20721f" | |
}, | |
"source": [ | |
"df.info()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 7672 entries, 0 to 7671\n", | |
"Data columns (total 5 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 Unnamed: 0 7672 non-null int64 \n", | |
" 1 docno 7672 non-null int64 \n", | |
" 2 has_anger 7672 non-null int64 \n", | |
" 3 origin 7672 non-null object\n", | |
" 4 txt 7671 non-null object\n", | |
"dtypes: int64(3), object(2)\n", | |
"memory usage: 299.8+ KB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "r8Nvt9aC99QZ" | |
}, | |
"source": [ | |
"### Remoção de duplicados" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "9kbH3gQr-CJz", | |
"outputId": "e87ea430-cc99-4e82-8d7f-b3b82b72d4b4" | |
}, | |
"source": [ | |
"df.drop_duplicates(subset=['txt'], keep='first',inplace=True)\n", | |
"df.info()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"Int64Index: 7636 entries, 0 to 7671\n", | |
"Data columns (total 5 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 Unnamed: 0 7636 non-null int64 \n", | |
" 1 docno 7636 non-null int64 \n", | |
" 2 has_anger 7636 non-null int64 \n", | |
" 3 origin 7636 non-null object\n", | |
" 4 txt 7635 non-null object\n", | |
"dtypes: int64(3), object(2)\n", | |
"memory usage: 357.9+ KB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "a1FNt43H-lXq" | |
}, | |
"source": [ | |
"### Remoção de nomes de usuários" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 293 | |
}, | |
"id": "m6i-P3aM_aAO", | |
"outputId": "daea05fd-7cdd-45b7-b990-d980e354bc79" | |
}, | |
"source": [ | |
"import numpy as np\n", | |
"import re\n", | |
"\n", | |
"df['txt']=df['txt'].apply(str)\n", | |
"df['txt'] = df['txt'].str.lower()\n", | |
"\n", | |
"def remove_users(tweet, pattern1, pattern2):\n", | |
" r = re.findall(pattern1, tweet)\n", | |
" for i in r:\n", | |
" tweet = re.sub(i, '', tweet)\n", | |
" \n", | |
" r = re.findall(pattern2, tweet)\n", | |
" for i in r:\n", | |
" tweet = re.sub(i, '', tweet)\n", | |
" return tweet\n", | |
"df['tidy_tweet'] = np.vectorize(remove_users)(df['txt'], \"@ [\\w]*\", \"@[\\w]*\")\n", | |
"df.head()" | |
], | |
"execution_count": null, | |
"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", | |
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"</style>\n", | |
"<table border=\"1\" class=\"dataframe\">\n", | |
" <thead>\n", | |
" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Unnamed: 0</th>\n", | |
" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
" <th>origin</th>\n", | |
" <th>txt</th>\n", | |
" <th>tidy_tweet</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>23310</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
" <td>kkkkkkkkkkkk amei e fiquei com vontade desse ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>100</td>\n", | |
" <td>60492</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1000</td>\n", | |
" <td>1137392542050393984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Unnamed: 0 ... tidy_tweet\n", | |
"0 0 ... >>22994apóio o >>22995. um passo de cada vez. ...\n", | |
"1 1 ... eu ainda vou surtar com essa fic\n", | |
"2 10 ... kkkkkkkkkkkk amei e fiquei com vontade desse ...\n", | |
"3 100 ... >debater com luquistajá cansei de bater palma ...\n", | |
"4 1000 ... hoje eu só tô minha irmã ali kkkkkkkkkkkkkk \n", | |
"\n", | |
"[5 rows x 6 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 121 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "ywlGXEtk_8EG" | |
}, | |
"source": [ | |
"### Remoção de hashtags" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 484 | |
}, | |
"id": "64RLb1XKABQH", | |
"outputId": "5e5f4913-4742-4354-9c97-9a2fabaac903" | |
}, | |
"source": [ | |
"df['tidy_tweet'] = np.vectorize(remove_users)(df['tidy_tweet'], \"# [\\w]*\", \"#[\\w]*\")\n", | |
"df.head(10)" | |
], | |
"execution_count": null, | |
"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>Unnamed: 0</th>\n", | |
" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
" <th>origin</th>\n", | |
" <th>txt</th>\n", | |
" <th>tidy_tweet</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>23310</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
" <td>kkkkkkkkkkkk amei e fiquei com vontade desse ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>100</td>\n", | |
" <td>60492</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1000</td>\n", | |
" <td>1137392542050393984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>1001</td>\n", | |
" <td>58451</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>58447>ela me chamou pra dormir na casa dela ...</td>\n", | |
" <td>>>58447>ela me chamou pra dormir na casa dela ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>1002</td>\n", | |
" <td>1141760017302983040</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>,,a co delas ve volnem case?’’\\nja:</td>\n", | |
" <td>,,a co delas ve volnem case?’’\\nja:</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>1003</td>\n", | |
" <td>1141757895014539008</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@ju_reis_21 obrigado ❤😎</td>\n", | |
" <td>obrigado ❤😎</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>1004</td>\n", | |
" <td>58049</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>58025seu psiquiatra parece ter errado. muito...</td>\n", | |
" <td>>>58025seu psiquiatra parece ter errado. muito...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>1005</td>\n", | |
" <td>1141779411802439936</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>bora assistir!</td>\n", | |
" <td>bora assistir!</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Unnamed: 0 ... tidy_tweet\n", | |
"0 0 ... >>22994apóio o >>22995. um passo de cada vez. ...\n", | |
"1 1 ... eu ainda vou surtar com essa fic\n", | |
"2 10 ... kkkkkkkkkkkk amei e fiquei com vontade desse ...\n", | |
"3 100 ... >debater com luquistajá cansei de bater palma ...\n", | |
"4 1000 ... hoje eu só tô minha irmã ali kkkkkkkkkkkkkk \n", | |
"5 1001 ... >>58447>ela me chamou pra dormir na casa dela ...\n", | |
"6 1002 ... ,,a co delas ve volnem case?’’\\nja: \n", | |
"7 1003 ... obrigado ❤😎\n", | |
"8 1004 ... >>58025seu psiquiatra parece ter errado. muito...\n", | |
"9 1005 ... bora assistir!\n", | |
"\n", | |
"[10 rows x 6 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 122 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "fGkM3Y-_AHAX" | |
}, | |
"source": [ | |
"### Remoção de urls" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 293 | |
}, | |
"id": "t-EKi800AJ7o", | |
"outputId": "e4c1b8f2-e82d-44a8-8f77-1f1e537acf68" | |
}, | |
"source": [ | |
"def remove_links(tweet):\n", | |
" tweet_no_link = re.sub(r\"http\\S+\", \"\", tweet)\n", | |
" return tweet_no_link\n", | |
"df['tidy_tweet'] = np.vectorize(remove_links)(df['tidy_tweet'])\n", | |
"df.head()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
" .dataframe tbody tr th:only-of-type {\n", | |
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"\n", | |
" .dataframe tbody tr th {\n", | |
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" <tr style=\"text-align: right;\">\n", | |
" <th></th>\n", | |
" <th>Unnamed: 0</th>\n", | |
" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
" <th>origin</th>\n", | |
" <th>txt</th>\n", | |
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" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
" <td>kkkkkkkkkkkk amei e fiquei com vontade desse ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>100</td>\n", | |
" <td>60492</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1000</td>\n", | |
" <td>1137392542050393984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Unnamed: 0 ... tidy_tweet\n", | |
"0 0 ... >>22994apóio o >>22995. um passo de cada vez. ...\n", | |
"1 1 ... eu ainda vou surtar com essa fic\n", | |
"2 10 ... kkkkkkkkkkkk amei e fiquei com vontade desse ...\n", | |
"3 100 ... >debater com luquistajá cansei de bater palma ...\n", | |
"4 1000 ... hoje eu só tô minha irmã ali kkkkkkkkkkkkkk \n", | |
"\n", | |
"[5 rows x 6 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 123 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "teZRVtboY4da" | |
}, | |
"source": [ | |
"### Remoção de pontuanção e numeração" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 293 | |
}, | |
"id": "cCh_P5yZY5cH", | |
"outputId": "0c816ca9-e2d4-4547-8b5b-596b69138776" | |
}, | |
"source": [ | |
"df['tidy_tweet'] = df['tidy_tweet'].str.replace(\"[^\\w\\s]\", \" \")\n", | |
"df['tidy_tweet'] = df['tidy_tweet'].str.replace(\"[0-9]\", \" \")\n", | |
"df.head()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/html": [ | |
"<div>\n", | |
"<style scoped>\n", | |
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" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
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" <td>23310</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" <td>apóio o um passo de cada vez ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
" <td>kkkkkkkkkkkk amei e fiquei com vontade desse ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>100</td>\n", | |
" <td>60492</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>debater com luquistajá cansei de bater palma ...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1000</td>\n", | |
" <td>1137392542050393984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Unnamed: 0 ... tidy_tweet\n", | |
"0 0 ... apóio o um passo de cada vez ...\n", | |
"1 1 ... eu ainda vou surtar com essa fic\n", | |
"2 10 ... kkkkkkkkkkkk amei e fiquei com vontade desse ...\n", | |
"3 100 ... debater com luquistajá cansei de bater palma ...\n", | |
"4 1000 ... hoje eu só tô minha irmã ali kkkkkkkkkkkkkk \n", | |
"\n", | |
"[5 rows x 6 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 124 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "rT3GzUzGA4dr" | |
}, | |
"source": [ | |
"### Lematização\n", | |
"\n", | |
"O processo de lematização consiste em normalizar as palavras para a sua forma mais básica (lema). Por exemplo: correndo para correr, palavras para palavra, etc." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "Y4UPaYokBtM9", | |
"outputId": "f1e16fee-01be-4c85-b70d-b4920cb6e906" | |
}, | |
"source": [ | |
"!python -m spacy download pt_core_news_sm" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"Collecting pt_core_news_sm==2.2.5\n", | |
" Downloading https://github.com/explosion/spacy-models/releases/download/pt_core_news_sm-2.2.5/pt_core_news_sm-2.2.5.tar.gz (21.2 MB)\n", | |
"\u001b[K |████████████████████████████████| 21.2 MB 4.3 MB/s \n", | |
"\u001b[?25hRequirement already satisfied: spacy>=2.2.2 in /usr/local/lib/python3.7/dist-packages (from pt_core_news_sm==2.2.5) (2.2.4)\n", | |
"Requirement already satisfied: plac<1.2.0,>=0.9.6 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (1.1.3)\n", | |
"Requirement already satisfied: numpy>=1.15.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (1.19.5)\n", | |
"Requirement already satisfied: murmurhash<1.1.0,>=0.28.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (1.0.6)\n", | |
"Requirement already satisfied: requests<3.0.0,>=2.13.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (2.23.0)\n", | |
"Requirement already satisfied: thinc==7.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (7.4.0)\n", | |
"Requirement already satisfied: setuptools in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (57.4.0)\n", | |
"Requirement already satisfied: preshed<3.1.0,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (3.0.6)\n", | |
"Requirement already satisfied: catalogue<1.1.0,>=0.0.7 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (1.0.0)\n", | |
"Requirement already satisfied: tqdm<5.0.0,>=4.38.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (4.62.3)\n", | |
"Requirement already satisfied: wasabi<1.1.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (0.8.2)\n", | |
"Requirement already satisfied: blis<0.5.0,>=0.4.0 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (0.4.1)\n", | |
"Requirement already satisfied: srsly<1.1.0,>=1.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (1.0.5)\n", | |
"Requirement already satisfied: cymem<2.1.0,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from spacy>=2.2.2->pt_core_news_sm==2.2.5) (2.0.6)\n", | |
"Requirement already satisfied: importlib-metadata>=0.20 in /usr/local/lib/python3.7/dist-packages (from catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->pt_core_news_sm==2.2.5) (4.8.2)\n", | |
"Requirement already satisfied: typing-extensions>=3.6.4 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->pt_core_news_sm==2.2.5) (3.10.0.2)\n", | |
"Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=0.20->catalogue<1.1.0,>=0.0.7->spacy>=2.2.2->pt_core_news_sm==2.2.5) (3.6.0)\n", | |
"Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->pt_core_news_sm==2.2.5) (2.10)\n", | |
"Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->pt_core_news_sm==2.2.5) (2021.10.8)\n", | |
"Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->pt_core_news_sm==2.2.5) (1.24.3)\n", | |
"Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests<3.0.0,>=2.13.0->spacy>=2.2.2->pt_core_news_sm==2.2.5) (3.0.4)\n", | |
"\u001b[38;5;2m✔ Download and installation successful\u001b[0m\n", | |
"You can now load the model via spacy.load('pt_core_news_sm')\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 397 | |
}, | |
"id": "RNHLeTguBYtx", | |
"outputId": "8090063c-90db-4185-e0b3-e2de750f4cf5" | |
}, | |
"source": [ | |
"import spacy\n", | |
"import pt_core_news_sm\n", | |
"from tqdm import tqdm\n", | |
"\n", | |
"nlp = pt_core_news_sm.load()\n", | |
"\n", | |
"def tokenize_spacy(tweets):\n", | |
" for text in tqdm(tweets):\n", | |
" doc = nlp(text)\n", | |
" filtered_sentence = [t.lemma_ for t in doc if t.pos_ not in [\"PUNCT\",'PROPN']] # remove proper nouns and pronouns\n", | |
" yield(filtered_sentence) \n", | |
"\n", | |
"df['tidy_tweet_tokens'] = list(tokenize_spacy(df['tidy_tweet']))\n", | |
"df.head()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stderr", | |
"text": [ | |
"100%|██████████| 7636/7636 [03:04<00:00, 41.45it/s]\n" | |
] | |
}, | |
{ | |
"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>Unnamed: 0</th>\n", | |
" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
" <th>origin</th>\n", | |
" <th>txt</th>\n", | |
" <th>tidy_tweet</th>\n", | |
" <th>tidy_tweet_tokens</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>23310</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" <td>apóio o um passo de cada vez ...</td>\n", | |
" <td>[ , apóio, o, , um, passar, de,...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>[eu, ainda, ir, surtar, com, esse, fic]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
" <td>kkkkkkkkkkkk amei e fiquei com vontade desse ...</td>\n", | |
" <td>[ , e, ficar, com, vontade, d, esse, de, queijar]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>100</td>\n", | |
" <td>60492</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>[ , debater, com, cansar, de, bater, palmar, p...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1000</td>\n", | |
" <td>1137392542050393984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>[hoje, eu, só, tô, meu, irmão, ali]</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Unnamed: 0 ... tidy_tweet_tokens\n", | |
"0 0 ... [ , apóio, o, , um, passar, de,...\n", | |
"1 1 ... [eu, ainda, ir, surtar, com, esse, fic]\n", | |
"2 10 ... [ , e, ficar, com, vontade, d, esse, de, queijar]\n", | |
"3 100 ... [ , debater, com, cansar, de, bater, palmar, p...\n", | |
"4 1000 ... [hoje, eu, só, tô, meu, irmão, ali]\n", | |
"\n", | |
"[5 rows x 7 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 126 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "-inT9CJKzIvu" | |
}, | |
"source": [ | |
"### Remoção de stopwords\n", | |
"\n", | |
"Stopwords são palavras muito frequentes em um idioma, mas que tem pouco poder discriminante." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "mdFJJaZBz_Cp", | |
"outputId": "c3cb5917-4f64-410f-9006-9e50fe9349d9" | |
}, | |
"source": [ | |
"import nltk\n", | |
"nltk.download('stopwords')" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"[nltk_data] Downloading package stopwords to /root/nltk_data...\n", | |
"[nltk_data] Package stopwords is already up-to-date!\n" | |
] | |
}, | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"True" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 127 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 782 | |
}, | |
"id": "8j_U7uA5zOjj", | |
"outputId": "80017dc6-3ddf-484f-9146-ac435b215a6a" | |
}, | |
"source": [ | |
"from nltk.corpus import stopwords\n", | |
"from gensim.utils import simple_preprocess\n", | |
"\n", | |
"stop_words = stopwords.words('portuguese')\n", | |
"\n", | |
"def remove_stopwords(tweets):\n", | |
" return [[word for word in simple_preprocess(str(tweet)) if word not in stop_words] for tweet in tweets]\n", | |
"\n", | |
"df['tokens_no_stop'] = remove_stopwords(df['tidy_tweet_tokens'])\n", | |
"df.head(10)" | |
], | |
"execution_count": null, | |
"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>Unnamed: 0</th>\n", | |
" <th>docno</th>\n", | |
" <th>has_anger</th>\n", | |
" <th>origin</th>\n", | |
" <th>txt</th>\n", | |
" <th>tidy_tweet</th>\n", | |
" <th>tidy_tweet_tokens</th>\n", | |
" <th>tokens_no_stop</th>\n", | |
" </tr>\n", | |
" </thead>\n", | |
" <tbody>\n", | |
" <tr>\n", | |
" <th>0</th>\n", | |
" <td>0</td>\n", | |
" <td>23310</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>22994apóio o >>22995. um passo de cada vez. ...</td>\n", | |
" <td>apóio o um passo de cada vez ...</td>\n", | |
" <td>[ , apóio, o, , um, passar, de,...</td>\n", | |
" <td>[apóio, passar, vez, ter, pressa, sempre, move...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>1</th>\n", | |
" <td>1</td>\n", | |
" <td>1141756984838054016</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>eu ainda vou surtar com essa fic</td>\n", | |
" <td>[eu, ainda, ir, surtar, com, esse, fic]</td>\n", | |
" <td>[ainda, ir, surtar, fic]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>2</th>\n", | |
" <td>10</td>\n", | |
" <td>1141783320881241984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@flopdani kkkkkkkkkkkk amei e fiquei com vonta...</td>\n", | |
" <td>kkkkkkkkkkkk amei e fiquei com vontade desse ...</td>\n", | |
" <td>[ , e, ficar, com, vontade, d, esse, de, queijar]</td>\n", | |
" <td>[ficar, vontade, queijar]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>3</th>\n", | |
" <td>100</td>\n", | |
" <td>60492</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>debater com luquistajá cansei de bater palma ...</td>\n", | |
" <td>[ , debater, com, cansar, de, bater, palmar, p...</td>\n", | |
" <td>[debater, cansar, bater, palmar, pra, dançar]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>4</th>\n", | |
" <td>1000</td>\n", | |
" <td>1137392542050393984</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>hoje eu só tô minha irmã ali kkkkkkkkkkkkkk</td>\n", | |
" <td>[hoje, eu, só, tô, meu, irmão, ali]</td>\n", | |
" <td>[hoje, tô, irmão, ali]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>5</th>\n", | |
" <td>1001</td>\n", | |
" <td>58451</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>58447>ela me chamou pra dormir na casa dela ...</td>\n", | |
" <td>ela me chamou pra dormir na casa dela ...</td>\n", | |
" <td>[ , ele, me, chamar, pra, dormir, casar...</td>\n", | |
" <td>[chamar, pra, dormir, casar, pois, estar, medo...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>6</th>\n", | |
" <td>1002</td>\n", | |
" <td>1141760017302983040</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>,,a co delas ve volnem case?’’\\nja:</td>\n", | |
" <td>a co delas ve volnem case \\nja</td>\n", | |
" <td>[ , o, co, d, ele, ve, volnem, casar, \\n, ]</td>\n", | |
" <td>[co, ve, volnem, casar]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>7</th>\n", | |
" <td>1003</td>\n", | |
" <td>1141757895014539008</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>@ju_reis_21 obrigado ❤😎</td>\n", | |
" <td>obrigado</td>\n", | |
" <td>[ , obrigar, ]</td>\n", | |
" <td>[obrigar]</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>8</th>\n", | |
" <td>1004</td>\n", | |
" <td>58049</td>\n", | |
" <td>1</td>\n", | |
" <td>55chan/pol</td>\n", | |
" <td>>>58025seu psiquiatra parece ter errado. muito...</td>\n", | |
" <td>seu psiquiatra parece ter errado muito...</td>\n", | |
" <td>[ , seu, psiquiatro, parecer, ter, errar...</td>\n", | |
" <td>[psiquiatro, parecer, ter, errar, provavelment...</td>\n", | |
" </tr>\n", | |
" <tr>\n", | |
" <th>9</th>\n", | |
" <td>1005</td>\n", | |
" <td>1141779411802439936</td>\n", | |
" <td>0</td>\n", | |
" <td>twitter</td>\n", | |
" <td>bora assistir!</td>\n", | |
" <td>bora assistir</td>\n", | |
" <td>[]</td>\n", | |
" <td>[]</td>\n", | |
" </tr>\n", | |
" </tbody>\n", | |
"</table>\n", | |
"</div>" | |
], | |
"text/plain": [ | |
" Unnamed: 0 ... tokens_no_stop\n", | |
"0 0 ... [apóio, passar, vez, ter, pressa, sempre, move...\n", | |
"1 1 ... [ainda, ir, surtar, fic]\n", | |
"2 10 ... [ficar, vontade, queijar]\n", | |
"3 100 ... [debater, cansar, bater, palmar, pra, dançar]\n", | |
"4 1000 ... [hoje, tô, irmão, ali]\n", | |
"5 1001 ... [chamar, pra, dormir, casar, pois, estar, medo...\n", | |
"6 1002 ... [co, ve, volnem, casar]\n", | |
"7 1003 ... [obrigar]\n", | |
"8 1004 ... [psiquiatro, parecer, ter, errar, provavelment...\n", | |
"9 1005 ... []\n", | |
"\n", | |
"[10 rows x 8 columns]" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 128 | |
} | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "0uwVlbvL1q-x", | |
"outputId": "22111123-7846-45cc-d84c-ce41cc782d97" | |
}, | |
"source": [ | |
"len(stop_words)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "execute_result", | |
"data": { | |
"text/plain": [ | |
"204" | |
] | |
}, | |
"metadata": {}, | |
"execution_count": 129 | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "BwRtq42Y0bz8" | |
}, | |
"source": [ | |
"### Remoção de tweets com menos de 3 tokens\n", | |
"\n", | |
"Geralmente, documentos com menos de 3 tokens carrengam pouca informação, da qual não se pode extrair informações analíticas o suficiente." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/" | |
}, | |
"id": "-YUfLzkz0opK", | |
"outputId": "1450c551-8b0f-4326-fa3b-edba27485446" | |
}, | |
"source": [ | |
"df['length'] = df['tokens_no_stop'].apply(len)\n", | |
"df = df.drop(df[df['length']<3].index)\n", | |
"df = df.drop(['length'], axis=1)\n", | |
"df.shape\n", | |
"df.reset_index(drop=True, inplace=True)\n", | |
"df.info()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 6633 entries, 0 to 6632\n", | |
"Data columns (total 8 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 Unnamed: 0 6633 non-null int64 \n", | |
" 1 docno 6633 non-null int64 \n", | |
" 2 has_anger 6633 non-null int64 \n", | |
" 3 origin 6633 non-null object\n", | |
" 4 txt 6633 non-null object\n", | |
" 5 tidy_tweet 6633 non-null object\n", | |
" 6 tidy_tweet_tokens 6633 non-null object\n", | |
" 7 tokens_no_stop 6633 non-null object\n", | |
"dtypes: int64(3), object(5)\n", | |
"memory usage: 414.7+ KB\n" | |
] | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "rJaw7mvG1DDd" | |
}, | |
"source": [ | |
"## Análise do dataset" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "bTRPfTBm1Fs0" | |
}, | |
"source": [ | |
"### Distribuição dos dados nas classes" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 280 | |
}, | |
"id": "dFHra4jv0xWc", | |
"outputId": "7413ee9b-017e-42de-a0cf-2bbf2124e6a4" | |
}, | |
"source": [ | |
"ax = sns.countplot(x=\"has_anger\",data=df)" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAYsAAAEHCAYAAABfkmooAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAATpElEQVR4nO3df6xf9X3f8ecrhgSakALjjhHbzDTzFkG3GOICayaNEgUM02rS/ChoDQ5DcapB1UxVVdJpISVDSpWkqHQElQgHqDIYzY/FQ6zUI8mybA1gp+aHIYg7SIYtB7uYkLAsTGbv/fH93PUb+977uU7u936vfZ8P6eie8z6fc77vi2y/OD++56SqkCRpNq8adwOSpMXPsJAkdRkWkqQuw0KS1GVYSJK6jhp3A6Nw0kkn1apVq8bdhiQdVrZt2/ZXVTUx3bojMixWrVrF1q1bx92GJB1WknxnpnWehpIkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUdkd/glo50//O6vz/uFrQInfrhR0e2b48sJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdY0sLJIck+TBJA8n2ZHk91r9tiTPJNnepjWtniQ3JplM8kiSs4b2tSHJU23aMKqeJUnTG+WDBF8Gzq+ql5IcDXw9yX9q6367qj53wPiLgNVtOge4GTgnyYnAtcBaoIBtSTZX1Qsj7F2SNGRkRxY18FJbPLpNNcsm64E72nbfAI5PcgpwIbClqva1gNgCrBtV35Kkg430mkWSZUm2A3sY/IP/QFt1fTvVdEOS17TacuDZoc13ttpM9QM/a2OSrUm27t27d95/F0laykYaFlX1SlWtAVYAZyf5eeBDwJuAXwBOBH5nnj7rlqpaW1VrJyYm5mOXkqRmQe6GqqrvAV8B1lXV7naq6WXgM8DZbdguYOXQZitabaa6JGmBjPJuqIkkx7f5Y4G3A99q1yFIEuAS4LG2yWbg8nZX1LnAi1W1G7gPuCDJCUlOAC5oNUnSAhnl3VCnALcnWcYglO6uqnuSfDnJBBBgO/Drbfy9wMXAJPBD4AqAqtqX5KPAQ23cdVW1b4R9S5IOMLKwqKpHgDOnqZ8/w/gCrpph3SZg07w2KEmaM7/BLUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKlrZGGR5JgkDyZ5OMmOJL/X6qcleSDJZJJ/n+TVrf6atjzZ1q8a2teHWv3JJBeOqmdJ0vRGeWTxMnB+Vb0ZWAOsS3Iu8PvADVX1d4AXgCvb+CuBF1r9hjaOJKcDlwJnAOuATyVZNsK+JUkHGFlY1MBLbfHoNhVwPvC5Vr8duKTNr2/LtPVvS5JWv6uqXq6qZ4BJ4OxR9S1JOthIr1kkWZZkO7AH2AL8D+B7VbW/DdkJLG/zy4FnAdr6F4G/MVyfZpvhz9qYZGuSrXv37h3FryNJS9ZIw6KqXqmqNcAKBkcDbxrhZ91SVWurau3ExMSoPkaSlqQFuRuqqr4HfAX4h8DxSY5qq1YAu9r8LmAlQFv/s8Dzw/VptpEkLYBR3g01keT4Nn8s8HbgCQah8a42bAPwpTa/uS3T1n+5qqrVL213S50GrAYeHFXfkqSDHdUf8hM7Bbi93bn0KuDuqronyePAXUn+DfCXwK1t/K3AnySZBPYxuAOKqtqR5G7gcWA/cFVVvTLCviVJBxhZWFTVI8CZ09SfZpq7marqR8C7Z9jX9cD1892jJGlu/Aa3JKnLsJAkdY3ymsVh7S2/fce4W9AitO3jl4+7BWksPLKQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXSMLiyQrk3wlyeNJdiT5zVb/SJJdSba36eKhbT6UZDLJk0kuHKqva7XJJNeMqmdJ0vRG+fKj/cBvVdU3kxwHbEuypa27oao+MTw4yenApcAZwBuA/5zk77bVNwFvB3YCDyXZXFWPj7B3SdKQkYVFVe0Gdrf5HyR5Alg+yybrgbuq6mXgmSSTwNlt3WRVPQ2Q5K421rCQpAWyINcskqwCzgQeaKWrkzySZFOSE1ptOfDs0GY7W22m+oGfsTHJ1iRb9+7dO8+/gSQtbSMPiySvAz4PfLCqvg/cDLwRWMPgyOOT8/E5VXVLVa2tqrUTExPzsUtJUjPKaxYkOZpBUHy2qr4AUFXPDa3/NHBPW9wFrBzafEWrMUtdkrQARnk3VIBbgSeq6g+G6qcMDXsH8Fib3wxcmuQ1SU4DVgMPAg8Bq5OcluTVDC6Cbx5V35Kkg43yyOKtwHuBR5Nsb7XfBS5LsgYo4NvABwCqakeSuxlcuN4PXFVVrwAkuRq4D1gGbKqqHSPsW5J0gFHeDfV1INOsuneWba4Hrp+mfu9s20mSRstvcEuSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeqaU1gkuX8uNUnSkWnWBwkmOQb4GeCk9ka7qQcDvp7ZX5EqSTqC9J46+wHgg8AbgG38dVh8H/i3I+xLkrSIzBoWVfWHwB8m+Y2q+qMF6kmStMjM6X0WVfVHSX4RWDW8TVXdMaK+JEmLyJzCIsmfAG8EtgOvtHIBhoUkLQFzfVPeWuD0qqpRNiNJWpzm+j2Lx4C/dSg7TrIyyVeSPJ5kR5LfbPUTk2xJ8lT7eUKrJ8mNSSaTPJLkrKF9bWjjn0qy4VD6kCT99OZ6ZHES8HiSB4GXp4pV9cuzbLMf+K2q+maS44BtSbYA7wPur6qPJbkGuAb4HeAiYHWbzgFuBs5JciJwLYOjm2r72VxVLxzC7ylJ+inMNSw+cqg7rqrdwO42/4MkTzD4bsZ64Lw27HbgqwzCYj1wRzvV9Y0kxyc5pY3dUlX7AFrgrAPuPNSeJEk/mbneDfVffpoPSbIKOBN4ADi5BQnAd4GT2/xy4NmhzXa22kz1Az9jI7AR4NRTT/1p2pUkHWCuj/v4QZLvt+lHSV5J8v05bvs64PPAB6vqx7ZpRxHzctG8qm6pqrVVtXZiYmI+dilJauYUFlV1XFW9vqpeDxwLvBP4VG+7JEczCIrPVtUXWvm5dnqJ9nNPq+8CVg5tvqLVZqpLkhbIIT91tgb+A3DhbOOSBLgVeKKq/mBo1WZg6o6mDcCXhuqXt7uizgVebKer7gMuSHJCu3PqglaTJC2QuX4p71eGFl/F4M6kH3U2eyvwXuDRJNtb7XeBjwF3J7kS+A7wnrbuXuBiYBL4IXAFQFXtS/JR4KE27rqpi92SpIUx17uh/unQ/H7g2wzuXppRVX2dv37w4IHeNs34Aq6aYV+bgE1zaVSSNP/mejfUFaNuRJK0eM31bqgVSb6YZE+bPp9kxaibkyQtDnO9wP0ZBheg39Cm/9hqkqQlYK5hMVFVn6mq/W26DfDLDJK0RMw1LJ5P8mtJlrXp14DnR9mYJGnxmGtY/HMGt7h+l8Hznt7F4IGAkqQlYK63zl4HbJh60mt7EuwnGISIJOkIN9cji38w/Ejw9qW4M0fTkiRpsZlrWLxq6iVF8P+PLOZ6VCJJOszN9R/8TwJ/keRP2/K7getH05IkabGZ6ze470iyFTi/lX6lqh4fXVuSpMVkzqeSWjgYEJK0BB3yI8olSUuPYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUNbKwSLKpvVXvsaHaR5LsSrK9TRcPrftQkskkTya5cKi+rtUmk1wzqn4lSTMb5ZHFbcC6aeo3VNWaNt0LkOR04FLgjLbNp6benQHcBFwEnA5c1sZKkhbQyB4GWFVfS7JqjsPXA3dV1cvAM0kmgbPbusmqehogyV1trN8kl6QFNI5rFlcneaSdppp6ku1y4NmhMTtbbab6QZJsTLI1yda9e/eOom9JWrIWOixuBt4IrGHwxr1PzteOq+qWqlpbVWsnJnw9uCTNpwV9J0VVPTc1n+TTwD1tcRewcmjoilZjlrokaYEs6JFFklOGFt8BTN0ptRm4NMlrkpwGrAYeBB4CVic5LcmrGVwE37yQPUuSRnhkkeRO4DzgpCQ7gWuB85KsAQr4NvABgKrakeRuBheu9wNXVdUrbT9XA/cBy4BNVbVjVD1LkqY3yruhLpumfOss469nmrfvtdtr753H1iRJh8hvcEuSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUtfIwiLJpiR7kjw2VDsxyZYkT7WfJ7R6ktyYZDLJI0nOGtpmQxv/VJINo+pXkjSzUR5Z3AasO6B2DXB/Va0G7m/LABcBq9u0EbgZBuECXAucA5wNXDsVMJKkhTOysKiqrwH7DiivB25v87cDlwzV76iBbwDHJzkFuBDYUlX7quoFYAsHB5AkacQW+prFyVW1u81/Fzi5zS8Hnh0at7PVZqofJMnGJFuTbN27d+/8di1JS9zYLnBXVQE1j/u7parWVtXaiYmJ+dqtJImFD4vn2ukl2s89rb4LWDk0bkWrzVSXJC2ghQ6LzcDUHU0bgC8N1S9vd0WdC7zYTlfdB1yQ5IR2YfuCVpMkLaCjRrXjJHcC5wEnJdnJ4K6mjwF3J7kS+A7wnjb8XuBiYBL4IXAFQFXtS/JR4KE27rqqOvCiuSRpxEYWFlV12Qyr3jbN2AKummE/m4BN89iaJOkQ+Q1uSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lSl2EhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSJK6DAtJUpdhIUnqGktYJPl2kkeTbE+ytdVOTLIlyVPt5wmtniQ3JplM8kiSs8bRsyQtZeM8svilqlpTVWvb8jXA/VW1Gri/LQNcBKxu00bg5gXvVJKWuMV0Gmo9cHubvx24ZKh+Rw18Azg+ySnjaFCSlqpxhUUBf55kW5KNrXZyVe1u898FTm7zy4Fnh7bd2WqSpAVy1Jg+9x9V1a4kfxPYkuRbwyurqpLUoeywhc5GgFNPPXX+OpUkjefIoqp2tZ97gC8CZwPPTZ1eaj/3tOG7gJVDm69otQP3eUtVra2qtRMTE6NsX5KWnAUPiySvTXLc1DxwAfAYsBnY0IZtAL7U5jcDl7e7os4FXhw6XSVJWgDjOA11MvDFJFOf/++q6s+SPATcneRK4DvAe9r4e4GLgUngh8AVC9+yJC1tCx4WVfU08OZp6s8Db5umXsBVC9CaJGkGi+nWWUnSImVYSJK6DAtJUpdhIUnqMiwkSV2GhSSpy7CQJHUZFpKkLsNCktRlWEiSugwLSVKXYSFJ6jIsJEldhoUkqcuwkCR1GRaSpC7DQpLUZVhIkroMC0lS12ETFknWJXkyyWSSa8bdjyQtJYdFWCRZBtwEXAScDlyW5PTxdiVJS8dhERbA2cBkVT1dVf8HuAtYP+aeJGnJOGrcDczRcuDZoeWdwDnDA5JsBDa2xZeSPLlAvS0FJwF/Ne4mFoN8YsO4W9DB/PM55dr8tHv42zOtOFzCoquqbgFuGXcfR6IkW6tq7bj7kKbjn8+FcbichtoFrBxaXtFqkqQFcLiExUPA6iSnJXk1cCmwecw9SdKScVichqqq/UmuBu4DlgGbqmrHmNtaSjy9p8XMP58LIFU17h4kSYvc4XIaSpI0RoaFJKnLsNCsfMyKFqMkm5LsSfLYuHtZKgwLzcjHrGgRuw1YN+4mlhLDQrPxMStalKrqa8C+cfexlBgWms10j1lZPqZeJI2RYSFJ6jIsNBsfsyIJMCw0Ox+zIgkwLDSLqtoPTD1m5Qngbh+zosUgyZ3AXwB/L8nOJFeOu6cjnY/7kCR1eWQhSeoyLCRJXYaFJKnLsJAkdRkWkqQuw0KS1GVYSEOSrPKx19LBDAvpCJTkqHH3oCOLYSEdbFmSTyfZkeTPkxyb5P1JHkrycJLPJ/kZgCTvTvJYq39tph22I5b/muSbbfrFVj8vyVeTfC7Jt5J8NknauotbbVuSG5Pc0+qvbS//eTDJXyZZ3+rvS7I5yZeB+0f+X0lLimEhHWw1cFNVnQF8D3gn8IWq+oWqejODR59MPV7iw8CFrf7Ls+xzD/D2qjoL+FXgxqF1ZwIfZPCCqZ8D3prkGOCPgYuq6i3AxND4fwV8uarOBn4J+HiS17Z1ZwHvqqp//BP+7tK0DAvpYM9U1fY2vw1YBfx8OzJ4FPhnwBlt/X8DbkvyfmDZLPs8Gvh02/5PGQTDlAeramdV/V9ge/u8NwFPV9UzbcydQ+MvAK5Jsh34KnAMcGpbt6WqfCmQ5p3nNaWDvTw0/wpwLIPXeF5SVQ8neR9wHkBV/XqSc4B/AmxL8paqen6aff5L4DngzQz+J+1Hs3xe7+9lgHdW1ZM/Vhz08b8620o/EY8spLk5Dtid5GgGRxYAJHljVT1QVR8G9vLj7/8Y9rPA7nb08F5mPwoBeBL4uSSr2vKvDq27D/iNoWsbZx7i7yIdMsNCmpt/DTzA4LTTt4bqH0/yaLvd9r8DD8+w/aeADUkeZnCKadYjgKr638C/AP4syTbgB8CLbfVHGZzWeiTJjrYsjZSPKJcWqSSvq6qX2hHETcBTVXXDuPvS0uSRhbR4vb9dxN7B4DTWH4+5Hy1hHllI8yjJhcDvH1B+pqreMY5+pPliWEiSujwNJUnqMiwkSV2GhSSpy7CQJHX9PyflZyXpdd+WAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "fdA41E2n1KEM" | |
}, | |
"source": [ | |
"### Word-cloud" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 755 | |
}, | |
"id": "1LYIAQ2-1QAO", | |
"outputId": "74f67a78-185f-4eaf-fa6a-a9dd7c4b6a18" | |
}, | |
"source": [ | |
"from wordcloud import WordCloud\n", | |
"from collections import Counter\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"flat_list = [item for sublist in df['tokens_no_stop'].values for item in sublist]\n", | |
"\n", | |
"wordcloud = WordCloud(width=800, height=400).generate_from_frequencies(Counter(flat_list))\n", | |
"\n", | |
"plt.figure( figsize=(20,10), facecolor='k')\n", | |
"plt.imshow(wordcloud, interpolation='bilinear')\n", | |
"plt.axis(\"off\")\n", | |
"df.info()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"RangeIndex: 6633 entries, 0 to 6632\n", | |
"Data columns (total 8 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 Unnamed: 0 6633 non-null int64 \n", | |
" 1 docno 6633 non-null int64 \n", | |
" 2 has_anger 6633 non-null int64 \n", | |
" 3 origin 6633 non-null object\n", | |
" 4 txt 6633 non-null object\n", | |
" 5 tidy_tweet 6633 non-null object\n", | |
" 6 tidy_tweet_tokens 6633 non-null object\n", | |
" 7 tokens_no_stop 6633 non-null object\n", | |
"dtypes: int64(3), object(5)\n", | |
"memory usage: 414.7+ KB\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { | |
"image/png": 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dN3r8w3/U3tbT5KmnTL70RZsDBwz+0T9uc/FSQn+/xq/9is3f/TseQhNcuZrQain6+nS+8hWHv/ZVhz/9sx7f/0HA9espliU4eNDg/IWYIADXFXz2RYtXXrZJE/hf/tcWyyuSo0dMvvplm//uvy2yuChZXpHI9RfYgq+xb59BEMCf/lmPS+viy8iIzpWrCeGN56mmYQ0MEs7N0Pj5T7NlN1Jmbj2vlbp92a2fA9HyItHy0pYsEhVFdM6dRi+V0P1tRpmFoHv+LKBu9/DYrh33gbN7iMrLT2Ht6s9mO9myCpWl+V9fpvnz83TPTRPOrpK2eghDQ/cczP4S7r5hCs/vw903gtlXzEwvR2oYBRfv4Ch60buvtvyioTkWzuQgA3/rs5j9xa2d+nUz3XipQfPtC/TOzRBOr5DU26RBtJG5Y1QLOHuGKDyzG//ZPRiVAhjalvupd2AXQtMIri3SPTvz8L4rd0Csd+zNskfhk/spvXBwYx9UkiK7Id0LswSX5wlnVkjWusheAAqEbWYz2QxXsScHcXYPYg/XUElKUm8Tzq4+lAauOSb2eD/9v/kZrKHK9rFdbtF6+wLds9OE08skq+uxXffvMddj6z89SeG5fVnWzLoAdYMbQlcW22nSRveR43kzQhPoJRfXsyl+Yi/lFw9t7INKUmQvondhlt7leaKZFeK1TmaerBTCMjCKHuZwBWdiAGfPMPZwFSVlFtuZldx97QGp7C4z8YVxJl4ewx/2MWwDzdA2nOwaU00uf+cK7/7+exu/sQoWA0f72fe1vQw+1Y9Tc0iDlKVTy1z94TWufn+KuBvfdiz8QZ+RF0bY95U9FEZ8TM9ExopevcfsW3Nc+/F15t6e3/h+dX+Vp//+Mar7K7hVF93RQcH458e2rPc7/833mHljduMRYDgG/YdrTH5pkoGjffiDPpqhEXVi6pfXuPztK8z8bGaL0HKDZ/7DpwC4+JeXcasOE6+MM3CsH8u3CNYCTv2rM1z61hWC+v1nPeq+R/nVV9CrlXuK6TIIiKZnab99nGTx3v5XjwNdt/DcAYYHnmFx5TTtzhxJ+ovb2f5FRkfnoPcCgewwE56nHs896SY9NpKgQ2vmPK2Z80+6KTkfIoalc/RXhznw0gDdtZjv/ePzXH+/Tq/x5AZQctHkDmi6hVseZnDik5QG9mJ5ZXTduvcP70Ea9wjayyRx70MQTIysnMiroJvutp8XqmPU3TOPtR1RBAsLKc2WQqaKXqBQCo6fiJkYN3j1VRtzPbQjwxpf/YpNq6X40Y9Dvv2dgLU1iVLQ7igMHZIEdC3LUnnhUyZ/9a2AN9/MSmGUVPz5N3oMDmgcPGjw2c+anDiRXWDNpuLkqYg334q4dDkhTRXf+nbA5z5jUSwKxkYNLnTjjTKh++GFT1mUShrf+GaPs+di6nVJY00ShYovveIwtkvnwH6Dd09kZTMD/Rrvnoj51/+my+KiJAwVQkCzJTfKeFxH8OqXbJpNxc/eCLk6lRLHihMnInxf8Bu/7rJ/v8HFSwnXrmcj24YBs7Mp3/5OwOnTMY1mJmDU65JeT6E5LmbfAO7uvVjDI+i+D5pGvLJMOHsdo1zF338IdA3NsohWlulduYw7uSebNlbT0H0fGYYgBGmrSevEO7i79+JM7kF3PRrHf05Sr6Piu89woReKuHv24U7sJlyYo3PuDGmrCYC9a/y2dnTPnSFpt7ibE69RK+IdHN3IVriV4PI8rXcu0XzjbJYN0Q2zGUVSiZKKNO0hg4h4pUn37DTugVFKLxyg8Nw+xProt2VWtl33LwPu/hFqX34eveTCLZ2D3sU52scv0nrrAkmzm8U2TFDrmQRKZp4fMoxJGh16l+ZovHGWyitP4x0Zx+rfKixbwxUGvv455v/wB/Quzmbr2SE0y8CZ6MfZO4y7b2RjeXB5nvb7V+m8fyXLcumGqDBGJdk9BaVA0xC6hnZ+Bs22shl3+kqYtQLRwtpDd+rdvcP0ffWTmdBxi+dHcHme1vFLtH5+Pss06YbIMN6Mrcg8P25kovQuzdH4WRZb/+gE1mB5y/rMwTIDX/8cC//PD+menX5kD5abEaaBPdaPPd6Pt390cx+uLtJ5/0rmV7OeQXS32LYcE21dxDSrBeLlZi6YPACaqeFUHA7++n68QY+pH19n5dwqdslm9FPDjH1+jJk3Zrj22jQLJzbL4Lx+l5FPDvPU7xyjs9hl6kfX6Sx00B2DgWP97Hl1kuJogdN/dGZTlBBgeiaTX5xg12dHaV5rMvWja6RhiuEYOFWH3nKPNNp6DTemmnzwL09jeiZ7fm03fYdqtGfbXP/pDMHqpmixcr6+RTOXicymODc1rr8+vZ69InBqDmMvjrLnV3dj2Abn/mz7zlVprMjkK+MYjkH98hpz78wjhMAf9KhfWiNq3//sTMJxMAYHsCbG0culew6mpZ0usttDM8373sZOY1tFKqVJBqqHaXfm6faWIBdNcnJyPoIIDcrDLpZnsHy1w+yZBlH3yfoX5aLJNmi6hVscYHD3p6gMHcT2ajuWkp9EXTqNedLk8U+dqGk6plNAN2y0bUoghBBYTgndeHDfhwdBiOzkn5zQGR/X6atqGKagVtM4eMCg4AsMPSvZKZUyL5PlZcnlKykLi5sd5RsZIwCeLxgY0OiraRt+JL1e9vn0dMr8fMrBAwaHDpqcO59dZL2e4uy5hLn5TZ+RuTlJu60o+BqlskDT739CKU2D8TGDp46Z6DoMDenEUfZbxxEMDWnML2gMDugIEbNnj4FpCC5cTLh+Pd3wLgEIw/VUe8C24cD+7MXKtmDf3s3LdGxMx3MFI8M6lYrGteubMV6tS06fyYSbG32hjfWmKbLXJV5dRgYBabtNvLJM2m6ikgTZ6xEtL2a+INUauu1gj+zCGhgiaWeChjUwRG/qCkahiGZZmXjS7YCU6IUCmpWVrtwreipJSJoNhG2juz7CMLkx/LldO6yhEdIgQEV3frnzDu/CPbgLo7w1E0QlKfFKk9Y7F2n87CzB5fnbD+/6SPiN0fCk3l4vg4gRjoW7dxhjvZzklxFrtIZ/dBzv8Bja+tS7ADJOCKaWaL5xjtbbF+7slaHWy3dSuSGcxMvNrDxEKbRn9mz6iYhsilpn7wje4TGSRododufMSzXfpvD8PqyhCkbZRwYRnTPXaR+/TOf0NYJri1mJzV1O4o3unyYIp5fRC+5DCzvWSBXvyDje0fFsGuz12Kok3Yht860LBFe2OW8hW5ZK5E2xzabJVusZHHsxK+uZXgI0NzufvUO7SOotwumVh2r3duiuReETezfEDhnGdM9O03r3Ep0PpgimFlFRetfMsY0ois3YPpCKnYNhG1T3VqjsKdNZ7nHttes0rjYxXQMhoLy7TBqmdBc7tOc2vQHKe8oMf3IYu2Rx5TtXmT+xQG8lQLd1ombIyAsj7HpxlLl35lk5t0rUihBCYJdtShMl7JLNxb+4xPLZFeJOjG5lJTsylvRWtmaMhY2Q5TMrCCHoP9JHcbRAe77DwrsLtOc2S4Xj3tYRRZlImtMtrv1kms5Ch6gVgQKn5uD3u5Qny/Qd2joz2c3YFQd/0Of6T6dZvVCnt9xDKYVbc2nPdx6oNEf3PazhIfSCj+7dOwNRpRJhWbeJzh8mtlWk6A1jWyV0zQR+CUtNc3LuSq7Qf1QQQuAUDZRUdOoR3XqETJ/s8clFk22w3BKlgX30jT2LYbkIcfuDZcPsVSbINFnPGrlxMLNacoSG0LR1o9gs1HHYoVOfQaYfQnqREAjNuMsIiABNv79yo0fA8wRHDht84SWbPbszTxPdyMpQdo3qaJrgRogtK/M/OXc+odW68wuM5wl8L/MEWVlN6QWbF9KNrJReoBjoz3xGgMygdUluCAk3SNPsyFmWuGs1ys0IAboOxUK2D4aeiRs3J0MsLUnm5tKN7ZVLGmkKS0vpHfsNQgPTEJRLgnJFw/cFhw9v/fKZswkrK1n2yc30uoqlZbmtDYSKI+LVZeL6Cv7BI4RzM3TPn9ncGSEI52ayVPo4xqz1YQ0MZGaxjUZ2fu8aJ5ybgeERjFI2gh0tLmCUq2ief99lNDLoEVy7iju5lzS46WVaCNJeZ5t2DBLMXN9eNBGZp0rhqUmcPUNbSntulDa0T07RfPsCwaX523+/HSqbmrd94jKaZ6O7djZl8UPOYvJxxzs0hndkHLO2WWalUkna7tF88xzNN88RXnuAdHMFshfRPn4Jo+xhlH0KlT0bHwtNQ7NN/GMTRLOr2YwvO/Sc1F0b/+gEkLUhnF1h7fvv0/5gimSldY9f34JUyE6I7Dz8SK17YBf+0fEtU1irVJJ2Q5pvnaf55rkHNsVVQUz7xGX0kotRKWA+t3nchKYhbA3/2ATh3OqOlr1ojoV/ZBwAGURE83XqPzyZZe8sNR9sZUpl3ifdfBT8QdEdnfJkCd0x6Mx3WD6VCWNxJ6Z5vUl7ro1TcTC9rRkPlT0VageqrF5cY+bNWVbObYqVwVqAVbQYenaQgaN9dJe6mWAB6OvmrTKWxEGKShVROybudlFT2x93mcgN35E0SpGpQsaSqBPfNdtDpYrmtSbNa1vX21nqsvDeIv6wj9d/e1btDYTIhJir35uid1NGS2vmwY0lNd/HHB5+ZE+wDxPbLOK5/Y/9ne8XBVPYOFqBUHbRhYEhLDShI1VKpAJiGSBvMmoTaJjCxtRsdGEAAqkSIhmQqGjju9n3LGzNJ5BtNHRMzUEXBgpJJANC2UGt35x1TGzNxRDZYJVUCalKtz2OOgam5mAKO+u7KEVKTCh7pCreWKeGjqW5aOgEso2t+RjCRBMaCkUvbRGriDs9IEyvhOEW0TSdOGiTBB1kfI/7tdAw3QKG7SN0A5mEhK1VVLo1e0C3PUy3mFkc3LKPKk2JgzZx58Fn2dMtB91y0S1no0+mlEQlcebrKLQ77u/tu2KgmRa65aDpFpquZ/0p1ktSZZpNBhIFpGEPdY8ZnnTTwSpUEYZJ3GkQ95qgFLrtZW027Y3JRlAq63tGAUnYQSa/wH5fQhCHKWE7eeKCCeSiybZ45VFqY8+gm3d35k6TkKCzSthZJQraqDTaECp0w0I3bEzbx3RK2F4FoRkkUYdu48MRTZSUJFH3zmVASpFEXdLH3JbREZ3/+r8qIjT4yeshf/bnAfU1ycS4zm993eW3f2vrKM39DMQodZNEtc0hWtcBtiAVRKG6W5XHA3FjG++eiPinv9/m9OmE4BZBJknYyD4RAhD3cUvWsu99+zsBf/wnXc6eu/1mG8eKaH32nBtIBUmi7le72NwPw8Cd2I1/5ClkGKK53rppY3vdZC9BJTEqTZFhiEoez8jvndoRrSzdUcwSuo5edLHHBzIPkptRkLR71L/3HuHUg9eQp+2Axmun8PaPYo/3P9RMPL8I+EfGcfcMb1kmg4hoZpXGT04/UiZI+/2rGJUChWf3bP1AgH90gt75WVrHL+5oic4NwrlV1l47Revdy6TNnfX3uF/8Q7u2lAkByDAmmlul8foZwusP733Q+eAaRtmn+Nze2z7zDo/RuzhH6+fnH0tso/k11n58ivbxSyRr+UwHHyZCCHR7fSa/W0xbs7Eelb3U3/wbXeD1Odglm+s/mb5NuAhWAzqLXZJeQnl3GXu9rEdJRXu+Q2u2zcgnh/n0P3ieqR9dZ/pnMyyfXt5i/vo4UVIRrIXIWK6b3m6x2NqgtxqwenGNJHr0c14v+Jgjw5mj/ccAgYZtFfHcPvIZZ+6PmjnKfv9TTPVOUdAr1MwRHK1AIDvMhZdYCC/TlY2N75vCYsjezaC1m4JeRaDRTRvMRhdZjqYJZCbMW5pNnznGbvdZLnbfwtWKjNj78fQyqYqZDS9ytfc+sQoQCIpGjTHnCDVzGA2dTrrGUnwdHQt1yxulr1cYsvcwaE1iCodExbTSZa4HZ2kly+uGsQJH9xmzj2BrHpd7x5l0nqZqjmBpLokKOd/5OcvxNKnavn9Q3fsJ+g++iOmVWb34DquX36WzePWu8dRNm+qeZ6nufQ7LL9NdmWH6zT8nbG7NeCwM72Xg8GcpDO6+Lcs/6jRYvXScuXe/fZ9H8QYCr3+c0q5DFIf3YRXKIARJ0CVYW6Q+9T691XnkfXYQTExJ9ooAACAASURBVK+E1z9GcXgvTnUYy6+g2x5C6Mg0JOm1CdYWac9fpjF9lqhTv+vAotc/xugnv4pTHmThgx+xePonyCSiMLSH8q5DeIOTmF5WBijjkLC9RmfxCvXL79Gr/2L62SilCFoxftV8kgl6W/h43O0/REyniFcawisNIYR2m5KrZEqvtUR9/iyd1evEYYs0iZBpsvmUFlr2W01DaDqabmKYNqZdJOo1Cdqrj93PBEDKhLBTJ+w2SKIehuXe9nlr5SpR98EV2/tF06BUEhw5YvLNv+jxzvGYpeWsNMVxBL5/Sw1/oJhfkAz0a1Qrd75Kmq3MO0SmN8xON0tuNA3KZQ3f05ie2ZpZct96gtq00BAiW+fN91KlII6hviaxHZ2+mk4viDemOL75e+sl+6yspPT3a+wa1e8oAkiZCTvLKxLDgEJBo9W6vdU31rsTg1xm3wC6XySu1+leOo81OIRZqW0dQVM3x+7xqL13asfdXvA038Y/NpHNGHJLUJN6m97ZaeKlxsPNvKEUMojoXZrDnujfGEX/ZUFzTOyxfqzhCrq/VTCKFhs03zqfGbU+qEp3E2mzSzS3Sji7gtlf3mLgq7kWRn8Jc7CSCTOPsJ3bttsNCS7P0/zZuWyWng8ZYZs4Y31YI1V039nyWbzcpPnmuUzI2Wamkvsli22dcGYFs7+UzUazjuZYmH0lrKEq4ezKI23ntu12Q3pX5mn89Mz6+bFjq/7IUqjojO1zePalIj/5Zp2ZS08uQybpJaycrzPxhXFKEyWGPjHEyrkVLN+ksqdCebLMzJuzW0pmdEtHM3VQiqgVbTs7QRqlxL0E0zPRzc1SxTROmfrBFL2VLsPPDVE7UKV2sEpvJWD57DIzP5uleb1JGu3AaIWAwrBP/5E+qnurODUHyzcxXAOv36O4q7AlQ2bbfWhHj36+awKt4GMNDnxkyzZNw6NUGKXgj2CbBSyrQMEb2vDm2zX0Av21w8hbRsBTGbPWnGK1cYlub3ljuRAaBW+YPWNfRAjBauMSC8sfEMUdtrvINc3EtSuMjXwGxyrR6sxxdebHyC1Z2Zvouk2pMErRH8Vz+jANF6UkUdKl21tirXmdJA0eaLYfx65Q8IYpFUawrRKGbgOCVMYEUYN2e45WZ45eWN/290JoWMJmxN7LWrzIVO8DQFE2higZfehoXOq9i0LiaAWq5jD95jiNZIn58DIKtSG2WMJhKviAVCWAQBc6ruYzZO2hnda5HpwhVQmW5tBJ10hUJjiWjAEGrHF8vcRMcI5AdjGESdHow9ZcOnLz/CsZ/fSbY3h6ievBGRIVYQgbXy8z6RxjJjzHcjSNQiIQmMKiZPQxah+indZZixdAgCVc2mkdqe6cHRE2VwgaSzjlQQpDu+ksXbunaKIZFoXhvdjFGknQobM4RbqNB17SbdFZuoZSEt2w0W0X0ylgOAU0w9zMuLhPDLdIbe9zlEYP4FSG1sUNgUxjdMvFH5zAKtZoz126TYS6FaHpmH6ZgUOfpbjrAIbtr2euZFk9Mo2zNhctTLeIWx3GrY1Qv3qS1uxdjGyFQOgmwjDRLRevf4zC0F6KI/uwS/1Z/03L+pa66SB0g7izhmY8OY+kx41MFQsXWpQGbQoDNk7RIOqmTzTjJBdNbsH2a9iF2m0Cww26zQXW5s+xcv09eq1FZHp/IynZie4CCpl8SC9USpLGAc3Fi+imTaE6jmG5qPUMk15rkfrsaYLOztW139YEBSCwLYGUWdaFUlCrZVP1Hti/9RSs1yXvHI/42lcdjh0zOX8hyQxelcJzNWwbVlYVcayYmUu5dDnlk89ZLC9LgiBGSti/z2BiXCcMFe+fjGl3HvwCixNoNiVxrKhWM6Fjdi7FMARpoojibN/OnIspFAQvftri/IWEa9eymWosG/r7dBpNSb0ukRJOnUmYmDA4csTgE8+aXLma0m4rdB0qFY1WU26UFR1/N2LXqM5znzA5fz7ZWIfnCfr7NWbn0tsEmkc6SIaB7vsYfgFNN7hnT0cIhGFg9g1gD49gVqo4u8bRTJO4vooMQ6yBQaz+QTTXxRmfJF5eImmuAQJrYBCz1oceFTIfE9vKfFIesB265+AdGss6ntuIJt3zs6Sd8OFfkqUinF4mnF755RNNPBvvyDhGrbilY6CUIllp0fngGjJ4tJFkFackax3C6RWMsg/rookQAnSBWS1gj1SJ5u4+SvOgRLOr9C7NE83vXOnPg6A7Ft7hcYy+EsK8Jbb1Np2TU49cmqKSlKTRIbi+jF7ytogmQtcwqj7WaI1ovr6jIn40Xye4PL/jx+yjjGVr1IZMDj3nceK1ByxF2mGSMGHt8hpLp5ep7C5z8Df3s3a5PytjHPZozbSYf3eBzuJN2VU3pW4KXWyrUwshNjI41M3HVUHjWpOoHdFd7lHbX6U8UcIb9Jh4aRzd1Jl5Y5blM4/+nlHdU2HouUGGnhkkDhJkLAkaIVo7QjO0u5bmQJaRIhP5yJe85vsYpRKa7999hrknhsAwHHxviEppEsvwMU0X0/DRRHa/se0SpultPZZAKiOCsIGu3TrxgcAyfQZqhxBCI066LNfPQ9xhOzShYRoetfIefHcATcvKVbbDsatUihPUKvsoeEOZ54puItOERIaE/jC+O0C9OYVp3Ns/RtNMSv4oldIEpcIYvtuPaXhbSu2jpEPRG8ZvD1JvXqHdXSRJ7jxbWzddYzmaRpISyYAR+wBlcwgnLBDKDr5epmqOEKuItXiBRrIEKHp6k0n3KcrGAJ5WopPeGKTU0IW5vu4ma/EiiQoxNRup0g1xqGT04+sVummTpfg6QdrG0jwEOjVzFHGTL03FGMLVS3TTFsvxNJHsYQqb2Bhin/88xbSPVrJKINvrx0hHQ0chaSRL9NImEoklHELZvauAEDQW6a7MUJ44ilXsyzr2tp+VuWx3TAwLq1DFKQ+imza91Tlac5e2LemJ2qs0Z87Rq8+h6RZ2sYrfP0FxdP8d23MnDMfHH5iguudZnMogMonoLF4lbCyTxgEIgWG52JVB3L7R9VlP74JSqDRFMy2E0AhbK8TdJmnUQ8bZALpuru9rZRCnOoxmOcS9Fr3VWZJge5HxZpzKEEIICsN7SeOQzuIUSdBBpTFCNzKRRugEjUXSe5VEfYxJY8mVt1aojbsU+h32f3aAK2+v0Fn9cDIYt+NDEE3E+o1Krd+cP9ovUW6hD8st37b8hodJc+kyK9Pv0VmbfqD1KiVJou1vJo8XRX3+DGkSksYhjl/NUp7ayzSXLrE2f5Ykenyp6UpBpyO5dDlhYEDnqWMmSQIDAxpPHTMZHta4+bRYWpb8+LWQV162OHrEoNWyOXEiJpVQLgtMQ/DGmxGNpuLKlZTXfhLyxS/arDUUpimIY8VLn7ep1TQuXkp4/2T0UD6CUaRYXpbML6QMDOh8/nM2H5yKMQ1YWJJMT2crffvtiMEBnZdfsjdmx2m1FZ4n2DNp8MGpmGYza8O7JyKOHjE4dMjha19xOP5uzNKSxDCzEqYPTsVcuZISBIrvfT/kt77u8olnLGZnJFPXE9IkE1d2Txp89/sBvd7DuUgnrSZpb/OYJ801ZLeD7k7gTO5GJUlmDhsEyChChgEqSUibjQ3T2LTTQRgm9vAIRrWKMHSsgUFAZWVhrSb2rnF0z0OYFvbwKEII1PrBcCb3oNlWNuPG0DAIiBbmt29Ht4O6Q8qk5lo4e4bQ3dtntkoaHYLL8488Q0i0UCdaXNt4ufxlqQfP/D/G0YtbOyIqTonX2oTXl3aktCPtRYQzq7gHRtH9W9pQ8bCGq3dMt39YelfmCaYWn9jjSHMtvMNj2xoXJ2sdgqklZPToLvGyFxHOrOAdGAG2Hke95GGNVEHb2fM5uLpA78rCjggmpiVwPA3Hzzp6hpl16KOepLmaEEcK3RAUKjppotB1geUINE0QBZJeRxJ0sxPH8TRcX8Nysk6GUhAFkmY9QaZZObtlaxSrenauCdANgQA6zZReJ+VG6b1hCVxPwytl3y2UdRxP29KBFiL7nlfUsRxto9a925L0OimPK9lUxpLuUpelU8sUhn12vTjKwOE+wlbE2tVGZvJ6fGHDkwQgjSRxL0HKzBRVN7dmeQpdYLgGpmMStcLbZsNRqaK71KO7NMPMz2YpjRcZ/fQIh37zAJNfnCAJkjuKJupG2uT2Ws0Whj85xOQrE9glm9N/fJblcyt0F7vIRDLx0hiG8+GMAxrVSjbN8EfY50ogkColjrvEcRcRaBS8IUwjK7Xs9pYJwgapvMVsVyZ0eosk6YeTgadrFpXiOGPDn6ZYGEXKmDjuEoR10jRC0ywss8Bg3zEMw8Vz+u66Pk0zcZ0aI4PPUSvvxTJ94qRLGLdIkhCFxNAdTMOlWtpNqbALz6kxs/A2zc4c8tZ4KEkzWaKVrhKq7L1pJZ6hYg7h6WMU9SqpinC1EiW9n8VoKhMetCyDMFIBqUpxdZeiXtsQLLJqbUEjWaKRLBGqrH+Q3pL54+sVdGGyGE3RTZskKiJJYxZUwoi9b8s1UzYG0YVJI11Cx8DWvPU2ZGKQoxVwteJGGwBiFbIcXaeT1knWS3FuZLncjahVJ6jPk4Y9dNvFKfXhlAdoL27fzzHcIl7fGIbjo2RK1F6ltzKTZenfQtxrEfc2PcacyhAo8If23Pbde2GX+imNHcbrG0VJSWfpOstn36C9cGV9AFugmzalscPU9n+SwuDkXdenlCTuNmjNXybqNAhbK/SWp4m7zU3bBSHw+sao7n4Gq9CH5Zdxq8PYpX7SsHubUHkr/sAYVqGCSmMaUydpzV0maC5noolmYHolTL+EjCPi7pMV6R8naayYemeVvgmPQy8P8sxfGyXsxCxcbBN1E9Lkhth/93jKNBNgdoLH/oQxDBvLKpCmMUnSI73PzIwnheVVsezC7R8oRRL16KzN0G18vOrH4qBNfe40jcULG0q7UhKZJh+Kt8r8Qso//f02X/+bLv/Ff+6j64L5+ZRvfzeg9z3F3/jrzsYpHwSKq1MJ/+wPOrz6JYff+HWX/+w/9UlTWFuTnHgv5sT7Mc0WXLma8Off6GHbWabHb33dxdDh+nTKt74T8L3vhyQP2e9Ikqz05t/82x5f/lWHf/Bf+limYGlZ8q/+uMv//c+zh+fpMwkQkMTwlV9z+N3f0TAMQaetuHI1ZX5h0/R1aUnyV/9fQLut+PKXbb7yZQfHFvQCmJ9PabU6XJ1KCbvw1tsRpin4lS/Z/Mf/kUeloiEl1FclV6dS3ngzfLg+iVKsvf6jLSPLMgjonDtN99KF9WFEyERO1oWOJEvbXphDRhHJ2ipoGiqKaJ86Sefc6azHISVKppkwohTN42/Reu941ntYX35DNEnWVjMnXcWW38X1lW3akZnCbodmGVmn2r49RTFpdgmuLT2yB0uy2iZZaUIqb5sS9hcZYWflObcKUmmzS1JvI4OduXeoMCZebaG2cTA2Ci5mf2nHR3OjuUwIe1IIy8Ae60Nzt45qpc0ecb31yBk8N5BRTLzS2lbc0gsOVn/pvma8ehCi+bVsCuYdYHjS5tinCzz7+SJCh/4RE00XXDrZ4xt/sMj0xYDqgMGrv93H2lJMqWaw56iL62tcPRPw3k9avPd69vK9/xmP514psf9pDykVUSCZOhvwjT9YpNuWWI5g8rDL1/5+P0FXohuC6qCZeXF9o867P25SX8weKINjFs98tsDn/3qVoCepL8VEgdxSd21YgpFJm89+rcKeYy6GIQh7kje+1eC9n7Rorj7eqRP7DtZQqeLU/3uaqz+8RtyNMwPWKCUJbxE9pKK33CVcCxk41s/V709t+dytufiDHoZr0JhqEjbuPLqppKI53UImEsM12ftru/H675wdoBKFShW6pd1TwCtPlNAtndm355j5+SzBaoBMJYZj4A36WEWLoP74O/tGXx9GtfrYt/PwKHphnbmF48xr7yEATTOYGPkcRT8TTRZXz7C8epYwvt1zSMlkvYzm8VMujtFX2U+pMApCsFw/z+LKaZrt60gl0YSO5/QxUDtMf/UQjn37oObNeE4fw/1P0189gK47NDuzzC68Q6M9TZIEgEIInUpxgqH+p+mr7Geg7xhR3M0EkvbWAVGF3DBRvYEkJZERUqXYmpeZxGomRaOGr5eRyC1lRIaw6KVNLM3dkhmigCDtEMs7XU8CQ1gIBIHsbqxTkhKrHlIlKKWy44uGpTlUzRFq5ggKuZEpcsOgtiPWMG/JIEpVQjdtkqoHO95KJsTdBp2FK1nJTXkAb2Cc9h1KdCy/TGFkL5ph0VtboLs696H0P5zSAKXRAwjNoL14kca1U7TmL95kPqtI44DGtVMYjofpFvAHJu653sa109mzc/39dcuojlL0VmfRdIPiroM4pX4Mx8cu1eiuTLPtbA03oVs+QWOZ2bf/KssmibobA4dKJkSdNeJuY/3/HRxN+ggSBSkffHueTj3ipd/dy8u/t5+5s02mT67RXAxIY3lPn8qgGbMytTNJC49dNHHcGkNDz2I7Zdbql1ldvUDQ275+8KOAYbpo20zBq1RK0FkhDtsfih/JzpLV2X0oM/ZsQ7uteOvtiNVVSX+fhq5Dp6u4ejXFsuDnb0XMzW2KC1EE75+MWVmV/OT1kIKfZaOEoWJ5OaVel6Rp5v+xsJjyzb/s8c67EeVSlj7cbCimriXMzm1eSd/7Qcj5iwmXLiWsrW29wv7lH3XxvGwq4Jv9T+IY3ngzYmZGMjSYiSFBoLh4OdnynctXEv7dN3scPxHh+wJdgyiGZiObNvlGpouUcO16yne+G3D+QkKxmGXOJImi01GcO7+5/SiCkx/ErK5KXv9ZhOMACoIAGk3JtevZepWC2bmU//2ftOn1MnPYe4kpMrzlpXJdlNhOmLh5VTcEj5tv0iqOuINPGCoK79gZk+H2LwlKyjsKJLciTB3NdzBKLsLYKmbIICLtBKTdRyjNudGmVGZTEbd6GCU3E3t+wRGmgVHIZl8R5tbHRNruZV4VO4RKU2QQst2TT1jGurCwM6KJUgqVSOLVFknjyZi/ClNHX4/tzR4usB7b5k7GVqKC8DZDUADNNNA8e8c8ITdiW2+TrO3MC8qRT/kMT1r86M9XiULJ86+UGBq3ufB+h04zRSrQdIFb0KgNeSxOR3z/TzJPi/Zawsr85r1kaTbixI+bnHm7jZIwts+mWDE48imfc8e7xInCK+jsf8bjre81uPBelzRV7Dvm0T9qsv9pj7e+10Q3BEc+5bPnmMcP/+0qzdWEvhGLPUfdjVgKAaWawcu/WWN5NuJ7f7QCQjAyaTE8YSE/V+D1bz4+0U7oAn/YR3cMWnNtustd0uDu7y2rF+osnlxi39f2svvVSZyKQ3uhg2Hr7HpxlMGnB2jNNFn8YGnDD0XogvJECX/IRzc1Ogtd4iBB0wWl8RIDR/tIw5Rg7c5CRlAPSMOE/kN99B/uQzc10liiWxrtuQ7JTRmVSS9B6ILiaAF/0EPTBea6V8vwc4N4/e6HIpqYfTWM2kdZNMkGxlIVcaPvrmnGliwGmUbESXDXkpQPg3JxPMswUSnN1gzL9fM0WlPrXikAgjSNSGWEZRXRdQvbKm67Lk0Y+N4A/bVDmIZHvTnF4sopVhuXieIO6iZhoN68CkKgUAxUD1Or7COIGrQ6c1u+B2QvQrfcQpVQINSGw79AI1ER8+FlumljI2vjBrEKNzJFTLHZx5CkyLv4tIj1m4raGEha3766IYsoNvNWBO2kzkp8nZ5s35bREMg23XRrZoJCkarknl4e2xF3WzRnL+DWRrEKNby+MTTDRCYJNzdWaDpWoYrfP47QDYLVeXorsw+8vQdFMx1Mv4zpZaavvdU5evW522brAZBpTLC2SK8+f1+iiUpj7qYzKZmSRgFxZw3LzyYCyfqW937gJr3meltnM8+XW9NslfylqHw1HZ0X/84k/XsLVEZcqhMeAigPO4w9UyHu3Z+/ybUTdX7wf1zYkTY9dtHEtopU+/bjun0EwdrGDeCjim7YaPrto9ZKSqJu495TauXcRhzD4qJkcXH70dNTp7fewJSC1VXF6mrCyZN3H42LIjh3PuHc+bt/78LFhAsXt//O8Xe376QrBXNzkrm5u4/6tlqKc617twGg01Fc6aRcuXpv4W1lRbKyInn/5J1FhDSFZlPx2k8+2hlcjwPNsTCKLsIybnNYT7shshPcU9G/X2QYk6x10H0b8UsgmmiuhVH10RzzthR0zclKoiqvPrMj29ILLs7EAJp9e4mVZhpojrlzkz1IheyFpJ0Q9TDmwDuA5liYd4vt5MDOxdZ3cMb70bYpXxOmjuZYO5fFIzPjZNkJdiy2Q+MWXlHngzfadNsptUEToQlmLgX0OumWToSmwep8xInXWqSJum23klgRBhJNF8g0y6TzS5mB69WzAXEzRWhguxrz1yI+eKNN2JMkkeLICz5DEzZCZL8ZGrOxHY23vtug00rZ97RHbchgcDyLs+lkHifHXvQ59aZibTmLh2EKhiasx1sVJrIMQRmlWIM+Q88MYhUtZCwzT48oJWiENK836S71NgS15vUWc+/MU9lTpjxZwi7bBGsBuqlRGi+T9BJm356jMdUg7mbPOiHAKlj0HaxRHC0QtiJkLOH/Z+/NnutK8vy+T2ae/e642AHuZO3d1T0zPaOWp2eTYmSFFKHwmxx+dPhdf4H9D/jBb3bIDodfLCv8YFlhR1jyyJbkmZ5pdfdMd1dVF6uKxR37cvd79pPph3MBAiRAAgTIIrvwrUIRReCekyfPlvnN7+/7leDWHNy6w/bnO3S+Ot6ctf+wT+dOl0u/X2Xp9xZo3WiSxzlGG+7/m4eMoidKiN07XYLZCrWlKlf/6DLpKENIgV21ibvxa0nrEUphTbVQjfor39dvNgRKWlT8WTy3SVGkdPv3GI7XDhAmAIa8iBmON+gPH+G7zWNJE8euEHjT+yU8g9FjOv17JOmzJQxpNqI3eISlPNrNmwRee+KnUiNJBvuqDoGYRPE+ee+XFImaECUZGl3GEOuYYb7LbrZ6qATmyZE8+e/z/u4gSn8TsIRd3nATn0ApVOkzNPn8HvmRm4xetslu/iz5s7evp+dhL0OYAOTJmPHmA7Ib38cPlnDrbdz6DMlgB50/uRftoIFbn8YO6pg8I+5vEg9ePhnupLDcoDRqtcvncjrqkI6OJ6uzcEA6PGkaoEA5LpZfw3IDlO0hlVWODydhIHalieVVEHJyrk5oYJuFA5LBNkX6+k3qS5Nii7o7R5wPifL+iz/yiqBswY0fTrP4YQPbfRLMUptR1Ga8F3z6CeLh+Y31XjlpoiwH121gjCaJe8TxNyeJPgmEshBHRMgZoymy6Bmn8Qtc4ALfDKRnP5M8sodiFJcGsOcEneYU/RAz/2avLp4XVMXDalWPnFA78y2c+RatPz6fif3zsD+xPyeYQpeT+pet2zsHqMDFatWOLEVw5po4c02af/idV94OYZ1z3+pJ355jhHGeleRGtaFQlkBZgjwz+39/EBsPE7ZW0rLOmcOKOylh4YrLh79XZfmGRxJrai0LpWDYK9gby+rCMBoUbK+m9HdzbEfQ3c7AlGSKkKWCREgY9nIG3fJYezs56w9Sbn63NOXxA0l7zqY+ZfHx79e4/uETP5lorInHr06tKqTAqdqMt0NaN1vc+PvX9ztD54ZsnDJYHXH3/7rHyk9WSSdEQzJI2PzVFskg4fqfXmPmw2m8lkeRFOx+1WHlL1dZ+cs1isJCKI0p8okvDKAsqot1Zmc8LM+iyAqinYjdrzrc/7P7dO9Oxn1KlZMKrffvwd07XZACr+XRutFi9ruzFGlBuBOx9tN1RgeqoTd+tYuwHa7/HZdLP7qEkIJop/Rv+fJf3iEdpfhTR5vBJoMUoSRZnHOKAJbDkBJZCVCNBip4sSHpBY6HFArHruLYFSzlkmZj+sOVpwiTAzCG0XiTuD7guAIdz2vhe82JUW3MONolio+fBCfpgOF4gyKPse0qrlOj4s+QpqNS2UEZ4uCpKrZwJ6U1Blt4ONIry2aKMYXJyExMpiMC1WCQbxMjJsSLQE5Kcgynve8NqYlxTYCv6qh8G02OFBaerGIJGyHkRAijSfQYR5a/K/NNCooDOhQFB0p2zgM6T4n6WySDXdzaNJZXpTZ/gyIJSQ+QJn5rHr85B5TERTLYIT/gWfKqYLn+xNi1POY8DinS45VVRRaTJy9WoAqpUG5QJgfNXsWfmi8JEjco032UhZRWmZ5q2WX5+imQJ+EhT5fXCYHAUh7z1XfZjR5+o6SJMSXhMdg4mxpusHV+5NMrJ02EUEipSJMReR7vP4jeVEhpIY+5wLXO3/j2X+AC3xYIpRDO0Y8wk2TnYqS5v71Co5MT1D79hkDYqkxb+aaFgVKeb6SnMWX89DkpkF4GJRFk8013rlCTvj2vZphSkXWUN83L4vZfj/n492v85//lMt3tDKNh7UHMg9sRaXL4XswzwxGqa6SE5ozFd35YpdG2+ef/zTpJrLn1cYUb33nKiFdDFmv0EeVMe920zyMelMprQ1Ec1vAXBQw6Of/mf93l0x8/WXXWxpCEr+76qy5U+M5/9iFey2PjF5vs/rPP9z1MlKPw2z7X//Qqyz9cpEgKHv77R/ufzcKMzp0uo42yLEeoMkazSAryFIxfp/Fbv0t4+3Pih/dBWpj2DR7/OuLhX3yCiceT1XCDLsrPpaOUIi0Qto2zuIg91aYYDom+LuXSRVqSMn/zT3+FclRp+mzKZ260e3iwq+au0u24/Oyf3sbEIWiNLjRFnJOFGcPVEVKJI02jf/U/flKSJuOMPHm5d4NwHJzFReQFYXJmCKlwnNokVadcmEzSwbG+hwZDmo0pnpM+6VgVbCs4sK2E55tEGvQkflgpF0t5uE699P6bfEyiaNkLhMWAxMTkJmHOuUZFNon1mGG+Q0HGKO/SVVvMOlfITIxO3jip7AAAIABJREFUDbEeoYRNRZULx/18G31K4mRY7OKrKnPuFcZFl3HRx5MV5t0bONJnVDxZiN7J1phzrjLnXiMqhoyKDrnJsaVDVU0xLnqT8pxzHMcYzXjrIW69jdeYpb78LsPNezB+0i5/ahGvOY/OU4brX5OOXo9Fg5AWB42mjC6ea69gdPFCGwOhLLz6DO13fpfa4k1sr4ZQiiIJyeIRyaiDyTN0UaBsB39qAds/nSrNaL1fDv+6YdCk+Zh73Z+Q629GjbuHNMz5V//17dLv6kzbOb++fOWkidEFRZGVpkRv9YTjzU/+ucAFvk0QljoU13oQOi/ObAB7eIManRXfHtLEUkea6772dpw3r2AMJiuO9Ph4XRBWSUi9ESFMYv8/Z4cx5T13jgsLUkISalbuxtz9NGTYK+jtZCTRs+evTM09guyQ4FcUXkWhC8PGo0ligiVoti06m9kz2znuVW80DLs5GKg2FdWGIhoV1FoWM0vOvnw4iTTDbo4QAqUESazp75YTddsRr+zcW55FbbHG4g8WePTnK6z+ZJXO1719IktYkqDts/A7czhVB//piF4DRVIQJc+u7AnbxvIUVq2GcEqFkikKooeP0UlMMRpi0ueUxwiBsB2UH2CSA79noIgLwvjFK7zJxiaJEOT9Xrmvp57HefycyNids3t3SMfGXlpABv4bGjX89kAgUMrZT9fEaAqdPusncgCFztDP+blSNlLaZanKxKj1RTBGkxcpxmikVFiWe+jcajTjoouvalz2PkAKC0f4RHpEN98gp7yWIz1kJ32MLVwqqkXgN8pnIgaDZpDvTmKIT4dBvo0tXGadKyy571GYlJwcbXLiYkx+wES2n29hCZspFplzrzPL1clCr0EbTaYTQs43bcUYzXj7IZXZKwTtZfz2Em61RdLfRhc5lhvgNWbKtJc0YbhxnzR8PeqF0gfmwDNCyH1S92jspb0eB4Ht15h+53epLb2L5VfJxn0Gq1+QDHbJkzE6T0svMVPgVKdQtodynh+FfkTLXzhfVsKm4S1gSxdbeVjSY5hu40gfW/kUOmM7vEtahNjSo+EtENhNLOmUfjgmZzd6RJh19+8T36pTcdpU7DaWdNiNHtKLVw/tVwoL36rT9BZwVAWDIdMxvWiVMOvtl7XVnFk8q0amYyr2FLYqo7THaZdBskGmX6z+MBr6G99EidLxeOWkSV4kJHEP2w5QaiIlexPVGkIipZrcMBcvwzcNQlooy8VyPKTlli9bZT05ZxMzLozBGF1+6aJUBxU5RZGi85QiiymK7FwH9se3WaEst/TJsZyJX46FkBZiUvNYYq/NZp/pLvIUXZTtzdOIt4WwE9LCsj0sJ0DZLlI5SGVNajzLetzyWIsyvSlPKfKUIo/L8rejloqP25clkbbFUferKfS5qgmMNmV08beGNJETk9IjnoXmPAW+z8e5d7fhGyVM4KBC6g3o2xPE9Z0K+nwN6rxA4niCONTEkUYXBi+QzC47dLczsuTFOzMG0kQTDgpaczbv/XYFEMxfdnC8073rjYFRv2BnI6U1a/O9H9UYdHKm5mzqLbU/10piTWcr4+GXEa0Zm+/8sEpvJwdRkkC9nYzt1fNfxduLBvanfXSuSUelqsIUBqkElqOwfBtpKbJxSvECxYWwbez29H5ZjapW2atlEo6DVW8gPReTPSEwpO+jKlWk54ExCGWVpEocl3X9joPVauEuXUJYFsV4RD4cYNIUq9lCet6+L0De66LDEIMp9+X7T8iSPSVAEGC3p9FJsu9tpeOSxJGeh6rVSy8BISiikGLQP7HZ+FH94SwtIP3TToK+jRATEvH4e0zw5OcGXjBRNM9nNJ/6VfairE+EJzkzT7fXmIJBvovB4Nl1gmAaYyuSIiGOwbFaZPEQYzsUVY+hldJyFnELGx2FGCnIZIZIR5CYMjK22sQ4PlvJQ2QlIJBlchBCkIUD8mRc7q82g1A2qe2Q2Ao79BCZRMuUuGIY6pjUKKy8hRPHpNGQbraONgVNe64sIRKCXGdkJpwkAJU0Tm4yBvkOthzuddgJ++rprjPE/W2SwQ5FlmD7NdzGLHZ3gywa4rXmcKothJCk4y5xb4PiBCUw5wGdpxPlSHlOleUglTOJGn4WUlllOc0xkJaDU52iful9nGqLZLBD7+GndO7+Demoh3nKvsFvRRRXv/tKEm7kxHfEUQGWdFDCxrPqaJNjSQfPqtFP1kmLCCEkjvJxVQUlHQQS1wpIi4hcJ8R5WQokhMKWHoHdYMq/TFqMnyJNBK4KmK1cx1FVpJAYDIFoYEyBQRNmpcKo4rRoeovkOikL1ISiMDmJCl9ATL3ZeOWkSZaOGQ5WmZn9EMepYVkeWfYaUwv2na33voe9G2hvVUgIiVT2/kTv6BUEUZYaKRupXq4O3JxjeU9pLHR22foeufBmTspL1ldIiePV8WuzBM1F/PoMjt/E9iYGTMpFTgZyWhdlXF6ekqcRaTwkS4YkYZd4tEM03CIZdymyeHLsJQt/fk0uyQEhFLZbwavN4Ndm8aptvGob26tjO8ETw2EhSwIhL9ON8iwijQbE4w7JaIdwsMG4u1KmHz0da/aKsEfqHIZ5wf5LkyvXbxA0F6hOXSGoz+JUprDdKspySqnkRHlW5OULPgm7xMNtosEm4/4aaTRAFycsg5HyGSPNfRTFuZYJoMtV9G8JZ4JQCulYRz4KTaHLcqX81V+LJk7PLX73TcE+IXVU32qNyV9T3yaTvn1Dr2kpQSlBe95h+YbL935UQylBfzfnl38+4K/+VZ/OZoYxhjw1FLnhKOW1LmB7NWPtQczSDZd//E8WSCLN9lrKyt2Y/cVIU5bUJJE+tB2j2fdRgfL7z386xvEk/+i/mCMcFqzei+l3cpK4jD80GrpbGf/n/7TNH/yjFn/3H7dxnNIT5fOfjfmbf9c/njSZLODs3Xz77+gTPHzyOCfpJSSDlOn326SjFKEEeVxg+xb15RpzH8/SvtXi4b9/TPf+81d8VbVG7Qe/h3S9Mt1Ka+REZWLV6lQ++Ijg/Q8Jv7zN6Jd/Q97rYs/M4t+4iTO/iElTVKVKur1JdPdrkAKrXsdqtHAXllC1OtH9u4RffUG2tUnw7vs4s3NI30daNsNf/YL40QNMkRPceofg/Q/Jux36P/4Lsm4HdIEzO0/zD/6IdHMDlAVGk21uEH59B3dxicp7H4BtIyxFsrLC+PPPyLudI9O6XgThODgLE6XJBZ4LISRS2seGP5RqkGzf90MgJqU6kqNNZ8oxxsHI3qdR6Lz0HRQCqewTjZGFEChpI4TAmGKyqPbkXjMYUh2xkz0mF4p67R2q7Ssoe5la3ETtPqa/dge/Nc/UlY8RUhK5AbudNboPP8V2qrj1abIIdM9gOR7B0g0KN+CXv/y/mfvgR8w05xDSRkpF9/FnjLYeYHTB9I3fKX0ybJcIePTlXxGOVnHrMyy8+3fp9dYRoo5HHdOv0F/7kigcEKVDNtK7zz3uRIc8jD97Yf+cBDpPiQfbxL1NqvPXCdpLRJ01dJ5SnbteKjKiAePtR+Tx+LXF5JYeJvE+GWd5FSwvIB0dTZoox8NyK8duz/JK1YzlBkipiHub7HzxV2Tx+MixsVBq3wj2VUHrnEHWJc6H3Gj9kJXBJ8T5gFvtH2FJFykUeZGwGz5iU3+NocBVVZbqH+HbDdIi3CdNwqxLnA8YJBtUneln9qWERWC3WKp/hzu7P2YnvI8UitnKTWrODFKofdIEmBAwTe7s/phRurN/r7+xg44T4JWTJlG0y9bWJ1RrC9TryyTJgI31v+FVd5qQCmX7eJXWhAzxUJaPsj0sZ/KnXf6pbHeiglG4lalyZfwpKMultfQRtelrz62pfB7Wvvr39Na/KCeFZ8Tc9b9Fa/FD1BHxyCeFLjJ6m3forX9O2F9/8QdeKwRedZpa+wr12et4lWlst4K0nPJlOCGN9lyp92YgUgmQCqkclBPgBM19VYPRObrIyNKQeLTLuLvKcPceyajz0uf0YHuV7VJpLlJpLRM0FvCq01iOX6otpDVRmUzaPVlV2PNhF9JCmfKB7QYtKs1FtM4p8oQ8GTHqrNDf+orR7mOK/NXI1YSQWG6VhVs/oj5z/dDPosEmWw9+Rthbe6avpOXgV6eZWvoO1anLuEELuXdPSevwOVICSyqU5WA5FfzaDHr6WqmuSSMGO/fYXf2UcXflhdHeZlLPfiSkPFTL+q3Dvvrq5WB0OXE35tm5ffjlKoOf32H8yYMzNfFkDTEUYXKu5qLfNMp65aOv2/CrNYZ//TWjX9x7DQ0xFNGbSUrZruDqez7tBYf7n0f8b//dJkaX6TNX3vP5e/9pm9s/H9PZzOhu5/zrf7ZDnhni8fGD8V/++ZCvP4mwbIHWJdGyR4QMOjlFYbj76Zh/+l+tsLtR9kmeGVbvJfzZP989FG24+TjhL/6PnE/+YojWkMaaPC9VMLvrJRmSp4bNRwn/+n/e4f/7F2rfCzAaF4z6x1/PjaV3ad/6AXbQQAjBaPshna//mqi78cxK5tMwhWHweMBf/7e/YOG351n63UWu/MElpKMwhSaPy/jfL/7FV6z9bJ3eveON+WWlgj3VBiEYf/YJxXiEMztH8M575fH1e4w++wRVb6DDpxfCBMWgz+CnP0FVazhz8/jXb5CsPMbkBcnKY0affoLVbOEsLuLfuFXu0/eJH94n3VhHVWt4V65hdEH4xeeMP/8MWak+Qx4J20YFFZLVFbLtLXSSYLIMq9VCVWukO9uEX95Geh7O/ALV736PwV/+BTo53XtUuC5Ws4Gq1xDWKx86v4EwHNTBCSGRwjp2CqSk/cQf5KitmYI0G+6HKwghcZ1a6VtSHD0esy0f9ZxFyzQbkeVjpJB4dr0stXnuJE0gpY3rNFDSLpXx6ZPknIOQysattagvvMPOnf9AMuqWyuA8oUhjxtsPSYY7AAStRWy/RmX6Eln8bIrO3r4RAq82TTru03v863KxLwkpsvLa3PziLxBSYvsN/OY8XmOGLB4ilYXtVeh01ol66xRZsj+G+qYQ97cZbz+kOn+NoL3IaHOaZLhLde4atlcl7KwxXL+Lzl+fT0aRjsmiIUUyRrkV/KkFvN3VYz1VnNoUXmvu2O2VC+zW/thKFzl5Gh9JmEjbw6m08Bqz++k9rwKZiUmLkEzHJMV4UsKmyXWGRJYqD6loeAvU3dkJkSKpOFOM0y5DefKSsT21Spj1yn2ZHG003XiFhjePbzUPt01HjLMOmY4O3FNvL2ECr6M8J08YjTZZX/trGs0rTE3dRCmbMNwmTUel38kJVs/zLDzWIOooWE5ApbVMe+k7WE6wrxCRykZa9uT/976sfaXCcVLCUu1Qw/GOjjo7CRyvVspHz2H87wRNqq1lLOflDcmKLCEe7SKtV3dDnxZS2dhejVr7GtWpknzwazNYTuVIMutZiL1/j4UuMrzqNI5fJ416ZPHopUkTZXu4wRRBYx6/PodfncatTOH4jX02+sXlXkfVuJcrWeUq4zSO38CrTBHU5+lv3iEOO4ci3c4HAikVfq0kqw79RCrcoEU03IIDfeUGLartKzTn3tknTEq38uP3Uf6rnon2NrogiU6RrpXryWR6zx/+wF6UOl6F8jKQovT5eFsq9yz5TAzzqZBrTFpKeZ+GTjKy7QHRnbWX3/63GCbXpRntEcqBi74tIZWg0bZwPElnM+PhF+UkotpUzF9x8auqJMgpyYmdtRcPxIfdgmH3+S/fcKgJh08m08aUypMkOjxGSWNDGud0t44nMcpkmb22nXyiYHkV/KlF3FobISV5GqEc78QkaDJIWf/ZOnE3pjJXwanaSEtiCkMW5cS9mMGjAaONMXl0fPul66EqFXQUkfe65P0+wrb3DQpNnlOMhugkfsa00GQpxTAn6+yi4xi7NYWqlolRRRRR9HtkuzuYLMNZWMBqNrGn2thTbYRllyk1rov0vfI5pjXFaISOomcJC1FO5/Net9zmJJXHvXQZoRT5ZF/CsrCnZ3CmZ+El3g2qUsGankbY9tmerd8QynH2k+tYyIPj3pN93piy5FlKC6VcHKdCGO8c+SyzbZ96dfFYkkPrgjQdkWUhRZGhlE2tskiSDomOIE2EEFT8aRynemwb46RHnPTQRmNZHr47hec2iJOjxxWOXaXiz2Bb5XgrTUeE0c6RcxJpuUi7LDlLRl2SA5G5QirsSgO/PovWBU6liXJ8TJGTJ0+nAR24j41h3FnFcgKCqSWKLGa885giT1CWS9BaACFQjo/tVyftcNhTz6fjLvFwB3OKsuZXhXTUJdxdo0hjLK+G35wjCwd4jRkQgnTYIdxdPVUJ9llhtCYd7jLeXqG2eJOgvUw67pOOeySD3X0SWkhVJuHMXyeYWjx2e7rIynL5PeWKG+C35ktC+4CBrB00qMxeoXn5w0n1wqt7XmhTTMiLAm1y9CQhyRgNQmDJsmxnrnqLYbLNOOuihIUUNtrkxyrBjkK54KtKRZcpx94GTVbEgETJw2N6bQrSIjyRt9BpIASII9IHj0NpfXA++37lpIltBwTBNGk6QgD1xjK1+hKDwWPiqEt2wkSdbudrwvHWifdr2R5BfZ6ppY/ORCxc4PVB2R5edYb69FWmlj8mqM9hndpA6cWQysbxak9IhzPUXNhulfrMNdrLH1NpLiGtJ2aA5wEhyhIUvzaLG0zh1+dRtk9n7TPi4fYLnb7PC1Ja2G51X+4qhMJyAhqzN5la/i6N2ZuTsp6zHXuRJWTR8ESm0SYvSp+RIyAshbDO70Ul5F5JxdvBmsgzHr/O83Jif9S2XRvpfhtXWs8HJi/KlJkjLnHp2GVq0bccRhuisabIDbWm4vqHPgZotC1aszZ3PwuJXmFs79sMnWvCnejMxqeirI/C5HmpjtJ68rx98bNZH/AdMUVZWrRHNJgkRidlqokp8tJFQlkI20a6HlZDsFcflXd2yfsvINInBsQ6PhwlLlT5rtr7u/12WCdZyHgWsl7Fnpt9axWMxpQltoXOyshap45jV4mTPidd/dVFTpKNcJ0arl2jFiwwDrfI8uhJRC8C265QCeZo1C6h5HGLcoa8SAjjDkk2xLECWo1rRHGHLBuTHyBOpLRw7Rr16jKe0zxme5CkQ8bRLnHSxXdb1KuLRHGH3SIlLw7PNSzlUa8u0mpcQ0qbNB0SxrvESW//91Id0cu3SPQYowxCyFIp8dTD23IDgtYC1ZmrJMMOTtBAKEUWjyZjmYnBqKCMpJWKPR+RwfodqtOXCaYWkZaDzlPk0EI5HrX5m+RphABsvz7xt5ukU+miLDN/AwgTgCIJSQY7xP1tvOYcfmseg8H2qxOSYods/OJFMWV7SNst+2mimPUaM1hBDSHLEi3Lr+K3Fva9AJmU2ufxEJ0ffkbF/R0Gq1/hT7xV6ou30FnCeOcRRZqUAmjbK6ODm/Mg93w3n31GFGlCOuqSRYPS36Q2Revax1husB9VLJWF15yjtnCDoL1MMiqvh1eGA75k5ghvGiUdfLtBy1tkbfBrOtFjXKuCbzdORZgAaJNTmAxL2iihyqI6IXFUwJ6R86GmGdDnwFZYrsSv21SnXWxPYTmyXDQ5YfPHuynrX5yPAfIrH/k2Wle59c4/wLaDA/WK4AfTnEam8+Xtf3Eq0uQCbx8qjUWmr/wWM1d/51z8Wp4HXeRk8ZBxd4UsOU4++WLYXo1Kc4na9LVzbN3REFLh12dZev9P0Dqnk2fEo9O7sb8MpLKw3cr+wNdyAhpzt5i/+fsEzQVeZhD6NIo8JY0HJGGXkzwbTFEcGyssHQthn9/jTSiJdJ23hjQRlnqp1dQ9mKxAx9mRp6EkTd4cddrbBpMVmPhoFY907Ukc8bcbaWL46pdjLt3y+P4f1PjtP65jJp4jK3di/uX/sM3O+jcbh/ibDp2l6CTBqtWRto10bFS1cvJV0+d6eh7+ocnSUs3S2SV6eJ/wi8+P/L3ToBgNUdUaqlYvV+t9HyElxXj8Utu1ajXs+bm3UmVSwpDlEWk2wnOaNOtXiJIu43CT4qloUYE8cgKW64TheB2lHKrBLKb9AaNwg8F4nTwvJ/RKOUw1bzA3/RHVYI4XjQ0Gw8dU/Glmpt5nuvkOaTokzyN6w0eTtgg8p8H01Du0mzfxveNJE2MKxuEmW7u3WZ77HaYaN5DSIi9iesNHkzaWi1G16gJz7Q+ZbX+IEJLu4D794WO0eTKm6GRrdLJ1wKC0S023cCrN0p/tALzGLJYTEPU22L3711TnrhO0FhDSwuh84s1nlYSSVz2kxk1HHTqjDsPNuzSXP8BrzOJUW5g8I09CeiufY4qc+uKt5/ptvAnIkzGD1S+xvSr+1AJOrY1QFmFnjah7MgsArzVPZXoZtz6NtB2k5WB7VZxqa1Kab1FbuIntVdF5RpEnZaBAGtO998tDChKAZLDD4PHnVGYuUVu4gd9ewp9aoMhSdBYDAuX5SGnRe/gpvQefMvPeDxFHKNt1npAMdhmu30NaDl5jFu+jaaauf2+fNLH8Gpbrk0dDws46o40HTL/7u+fSvy8DKRRSSHKdUZisNNWWHg13gSg/XYpRWkSkxRjfauBYFaS0kUha/hLa5ETZ+SYz7aE+53H9d6f53j9cpH21il+395WmJ8Htf7vB//JP/uZc2vLKSROBRAgLrfPSSPIlJ1fnLe9525GMu4w6Kzh+rSw7spwybm1PuveWTO6gVH405t6hvfxd6jM3DqgZnn8MusjLhJmJQ7bRRWmip2ws20NZ7rEDnDTsMtx9QHHGEpdosMm4t8ZUGqIc/zn1u4Yij8niEVkypsjiUiUykdBJ5eB4NWy/ju2W6Q5PH39pVGYQQjFz+fvoPGXrfu+1qE2EVFhupTS49WrUZ26w8M4f4lXbJVt9qK2lNLDIkgPnJi99W2wPZXmoIxzKo+E2ybjDiVe94gw9ProuXdU8VNV7iSM9GsJWqKp7KkngNwlZcc80+dZRSj4Ij5xcWM0KVvNCvfey0HFK1h/DESk+ViPAah4vP//WwJRlNz//f/p8+YsxliX2zVqjsGB3PSOL38AUvt8g6PGYfHcHbr5D5aPvouMYoWRZ+mhZOHML+Ldu4S1fpmhPIysVss31lyKWdZKQbW2RLyzhLl3CmV8AINvZJtvaRCcJ/s1b+NdvgFJI1yXdWCNeeXzsNtOtTVS1hnvlKs0/+GOkbVOMR4w+/VWZ9nMaCIGs1bBnp99apQnAONqi07vLwsz3Cbw2S3M/YKpxgzyPSxWEsADDbu8u3cF9orhz6PNpOmJ9+5d4Tp1aZZ5KMMvNK39Kmo1KZYgxWFaA61TJi4SVjZ8y0/4A1z6+rL0/WsF16/jeFBV/munWu1SDedJsSFGkSGnj2AG2HdAbPiDNRtSrS8curEVxl63dX+PYFVqNa9Qqi1y/9CdlG/O4nDQqB8eu4rkNCp3THTxkc/dzhuOjJvblc7ooUpJRh9HWfdrXvldGFacR6XB34lsiqM3dQNk+0nYQUlEkEfFwB68xS23uGk5QxwC2VyVPQpTtMXX1e9hBrVyxD5r0N+6QDHZQtkt94R2U7VJkMcrxXpuB6ssij0MGK1/SWHoXp9pETEqwo901ou7mCbYg8Jqz1BZvEbSXngQrKOtACqPBCeoo2ysVJhO1ic4SRhv3ScdPp9gY0rDPxqf/L+HuCtW56/hTCxODXY8ii4l21xlu3GW49jXKdmhceh+ncjQ5lydjtr/4Mclge7+cR9oudqVRJnUmIePN+wzX7xJ118vrIP3u2Tv3JZEWIeO0S5T1Wa5/h/nqexgMYdZ9RhkyHVyl6S3iWlUCu8ls5RaO8onzEdvhfdIiJMx6PBz8gqa3SNsvy/glgk68+kw88VkhJDTmfT7+B0t89KcL1Oc8HF8hrRfPcXVhGO0mDDZjNr4cnlubXjlpEobbrK785MzbGY9OcsM9QZ4lRMMtOqufncqzo9a+gu3Vn6n11DonGXdJwi55+nLpP9FoZ0IcnR2j3YfkaYRle/sPFCnt/UhbKa0yAUNa1NpXcYLmqepXXxeU7RPU52gvf0x95jpucPwqQpElZMmQeNwhi4Zk6Yg8jTBFVkYLT2SQUlkoy0HZPpbtYbtVbK+2/yWEJAm7DLbvY/TZCIc8DYmGW4y6K9Smr6EsZz86OIsHpPGANBqQxkPydEyehORZhM6z/TQlIUQZ1esEZVxbMEWlMY9baU8IlCfYe1B4tRlq7cuMOo9K09RXnKojpIXlVso628Y87eXvUNlTmAiB1gV5MiIe7e77xORZRJGn5XHqorwulbNvxuxMzofj13G8OvFwa6IyORl0nFIMI0yag2MdIshUxUNVPFACipdfrdyDdG1Us3om9QYwkZIe3Z7SHJhz8cmyaj7Kf3mT6CJMyDsjdJKVpU4HjltVPaxGBeFYkxjms7f324SDfSs956m+9bGawUXfUt4mO+vZhaLkG4LJc/J+n+jrr/a9TEyek3VLRYhOU/Jul/DL2+VkYTSiGIfoLH2i5jAak6WkmxuYIifb3qLo99FxXJYYpCnxyqNyYhGOiR89wGo0EE757CpGI3Salv4pwyHR3TswUYsUo1HZxk6H0Se/oIgOj8t0FJFubQClWSxSkne7pBtrz3iwvAgy8FH1Whm5/BYtSD2NMNplu/MFSrlU/FlcpyQOynFpOfnM8ojBaA15BCmRFwn94WM2dz4jzcZU/BkCr03gT5cLJTpDFzlR0qE3eEhv8IBadRFbHb+AkWYjuoMHSGHRalwj8Kep+NNUK7MURY7WGVkeMhxtsN35glb9GoHfxraOVl0UOmUcbbOx88k+weJ7LTy3LEcwmDKGN0+I4i6jcJNO/z6D0SpZ/pyxvSkn3/3VLyZ+QwqdJWTJmDTsgxAYXVCkZanSXvlMFg4Y7zwmT8JJsmNGMtqdpLroMjFQ52A0yahD1ClTBJXlMti4MzFlT/e3mUV9hFDs3v8J8itYAAAgAElEQVRFmdryBkHnaZkoc+dnuBuT9B4Dw7U7ZNFJVAiGpL/DYO0Ocf90Kmqjc7JwcGSAgM5Tos46Js+I+9u49WmUU8Yx6ywli4aEE4NY5Xhs3/5LLLfCePvhMx4spsiJu5uYoiAZ7DKqT6McFyHU5PzHJMMdot4mWTjEcn127/wUhCDcWYVjBADpqEvnzs+x/Apxf4dksPPc49Umpx+vo40m0xGFztge35uQIRkboy+J8wG5TojyPhujL7CkO4mgzsmKMtY6yp8QClkRE2Y90iIkyUfkOiXNQ1IdYiYeJmkRshPep+HO46gKYMh1Sj9e30/hARinHXKdkBbRM0q2k0JZkuXvNrnyWy1ayz6j3ZQHP99ltJvi1Sze/zvzdFdCdh6MGWxEWK6iNuMydalCfc5j++6Iez/b5f5Pd19q/0fhlZMm49EG49HGq97NM8jTkFHnEWnUO1UmtPXh38dyKvAUwWCKnLC3RnfjNtHgdATOHuJx94Xu9yfFuLfKuHc0q7dneqssF2U7XPrwP8Z2q88c0zcOIfEqU7SWPqI5/07ZxqewV6+YJSOi0c4k8eYh0WCDNOw/N0lmT73h1Wbw67P4tTmC+jzKcRn31hn3VtCnHDwdhWTcobfxJX5tFp0n5FlMlowI++uTrw3CwWbpiP4CckMqG8dv0Fp4n+b8e1Ray88QJ1DW+Pq1OeozNwj76+cbr3tUu6SF7dbwazPUZ67TmHuXvRl+nkYkYY9xb43hzj3G3VXi0e7EXPfZWZ+QpR+KX5slaMwTNBapNBcYdVdIxicnTUxWUIxj8kGE1awgnCf3uXQdVLUkTopRfOSq/skPXiB9p9zHWc1ltTn2XAlVmre+KDXouRAC4VioaoD0Xr6ExiQZeX9M3hsjHfvQcUvPQTUC7Kka2c4Ak1+oAE8Dk+Zl33bHqMBFHDBKlJ6NVa9gtyd9+xuUGnSBtw86jhh/fnwsad7tHPuzPZgsI1lbIVlbefZnaUJ8/0lSVLLymOQY9Uj45e2j2zgek+0ePcHItrfJts9ewmq1WiWZ85an5uwRFHke02pepxrM4dhVpFCloWQREycDxtE22RFjK2MKsmzM+s6vCONdWo1rVLyZ/ZSaQqdEcYdu/z790QpZFtIfPELrfKJaOfo9PA63SJIBUdKhUbs8MWcNyrjfdMhwvM5u72vCaBshFJ7XxHOapULmKLNyndHt3yOKuwxH6zTrV/C9KWyrJG8KnRHFXQajVfqjFcbh1rFtO4gijRjvPGK88+iZn2Vhn/H2wyM/N9q6z2jr/pE/6698fvS+kpCdr392bFu2v/zLF7b3tcNoijRi54u/eulNjDbvMdp8BelxxhD3t19IxhRpxNav//yFm0sGLyY2ALIwY/v2i89VMthh6/MX73cPhcnoxoefqRujL/a/Xx1+uv99WoSsH/jZcegnG/ST58/XtSmIsj5R9vzSnmG6zTA927NX2oIr32/RWgoIeylf/3iLX//ZJtv3Rkxfq3DzP5ph86shn/6rNe7/bBe3ajF3s86NH05z44fTjDopG18MWP/y/MqG3u43wHNgdL5fCnGadYE8O1qSbowpJ+6DLcbdl5MgGfNsjeirgC6ySRRWCEKQZ9ErVyK8DCzbo9q+wtzVH6Dsow1fjSmZ2837/4He+heEg43SkM7oFxIQukiJww5J1GOwfbeMobZc/NoseRpOJJVnPx9J2KO3+RX1meuk8YDB9j2GOw8o8hiji/LrhP2vi4x4vMvmvZ8Qj3aZvvx9pi9//8jfdatT1GausXnvr+AVl+hIZeFWWsxc/QFu0NyPutZ5GVu9/eBnjDqPSmXJC85NqcIZkSclsbmnsinymCI7XYqRTnOyzS4qcMA5/DhTtQD30gzRnbVSjfKSUBUPqx6ci0GnyfJDZoUHIVwbYaszkRDStXDmWsjAgTOWEpkkI3m0jar5z5T62M0qwfvLDH96h+KCNDk1TJqTrGxjNSvPkFtWM6DywWUGP/2KIvvmIiQvcIELlLBnplHNV2jm+BpRFAn90WMG47XSa6O04uWJmWSpaHjemCXLQnZ7X9Pt339mUdKgyyheowHDvcf/FiHkRClx/Hs4L2J2unfo9O5NFLVisj2zn9xjjGa78wWd3tcgJEWRTlbAj0ac9EjSAbu9O8e0czKW/DZL+i5wgTcUUgpaywFezWLt9oB/99/fJeql5ImmPudRpBqjDUWmCfsZ0SBjsJnQWw8J+ym//Z9cIh6mjDoJq5+dzr/lOPzGkiYlSin8qR6HxxIb5d8bo99IAuJZTI7hOeUA3zRq09dpzN4qCZMjJK9FlhD219maTMiT8UvE7BpTvmwpoMgO+5+c04vS6Jwk7LD25b+lyDOyZEiWjF9I6jyvzbrIGHUeoWwPvz6PV22jniozU8rBccsSF13k56ZiOgpCKmwnoNpaRiq7HADlCVsPfk5v/Tbj3topy9Ym56Uoz4su0n1V0Wmgo5To3ib2XAtVPUC8idJ7w78+T/xg60ykiTPfwplvnYtPkMlyTHJ0W6xmBVXx0NHL++zIwCN4fxlV8c6eZBQljG8/xr08g906rAKzp2tUv3uN8WcPKY7xlbnA8SiilPEXq7iXZ7Hbh+v9rVaN6veuMf71Q4rhBWlygQt807Bm2li/IaQJcA7j2PL9XZzAa/Bp34Tnt+vF2zSmID+xQvjk7bzABS7wZkEIgVezKXLDaDtmtJOgi0kq24QskbZA2nJvuk+hNZ2VkK9/vM37fzTHzPUayx81z400eXsdrS7wFkOgbJ9a+wrV1jJCykMTPGNKcirsr7O7+gmdtc+IBpuTco8zwmjyNDyfbR2AzlOGuw8J+2tk8fDlCZMDyJIR494q/a07R644C6lQtotXeZZQOW+IicGu7VVRlkOejulufEF39VOGnYfk6dlqa40uXqrPijAmvP24LMF5igOzp6oE7y6XhrBnUF24l2dwL8289OcPohgnR5MMoiRnrOYZ3PGFwGoEVL57DVU/e1S3DhPGnz8i2xk8k1KkagH+zQX8a/Oo+oUp7Gmh45Tw9mOy7T46PawSUzVvv2+txkXffjvxZi50fCshBVa7jaofb2Z6gQtc4AIXOGcIsGyJ0ZAlGp2bJ3oAbUijAttV2N5h64l0XNBdiRhsxlSmHKavnZ+5/huuNBFIaSGVjS7S50r7LvD2QCoLrzpN0FzAPc6hOo3obX7FzqNfkCdvltnV60QWD+lt3KY59w62V39GPSClhVeZIhpsvrRB8WmhdU483GHz678kHGycXv1znm0ZJ4RfrJD3x5iiKKN2J7AaFYJbi7iLUxTjGD06pSJCCKTn4F+dw700fS7tzQchef+o61ngXZ4hnG0Q3dt4KQ8WGTg48y2qH15GVc6BNIkz4nsbJI+3cS9N48w8WWmVro0926D2g3cowoTwy5UL/41TwCQZ8f2yb72rczizB/rWsbGnG9R+cIs8TCg+f/T2960QSGWj3AAhFUaXKQO6yMvlISGQllNGSio1kdKXJQNGT+T+eTr5/TMS0kJO9mUhpJoYSE+eq5MVeF0UpcF4fnQ09Ol2p0qzdqtM1HhSejA5tiIvS2onz1Ez+eesEMpGWnZpCi/lgahgs29WbvLsgPLy9MclbbeMTxUSk2eTBQNz+HcsG6HsZ499rw1FXiolX0MK3KkhJdJzsVotZOXNjnu9wAUucIHfKJgyBUdKgeUc1njowhCPMpzAwqseEQ9daEbdlOnrVYLm+S0qv9Gkie1UqFbnqTeW6ezeYTg43zijC3wzkJZLY+4Wrn+03NWYgu765wx37pVlLt9i5FlM2N84YHj2lGJCSKTtIV6jyW882qW/fZdxb/UZZ/HXDZMXZL0xyeou7nL70MQeKVB1n+affIyOM8Lbx8dTHgXpO1S/dw3v+hzWOakp8s6QbOeI+DMB/q1F/K9WGX/yoFTOnBLBzUUaf+s9VM0/c8rPPgyMP39clijNHL5fpWtT/+G7FGFEMY6J77+cQfZxELbCaAOv2OT4G4OB8e0VnIWpQ6QJgLAtar9XElLFKCK+e75m6q+7by0nIJi5xNxHf4hbaxP3t9j89N8RdlYpkhjLrVBbuEFl9ipeYwbbqyEtuyx3jAYk/S2G63cJd1fJwpeX2QplYfu1MiqyvYxXn8Hyq0jLwWhNkcXk0ZCou85o6wHh9iOK9GhD65PCqbaozFymMnsNrz6N5VXK5I08JYsGhJ01RpsPGG3cxeyRSPps/mdCKiozl6jMXMFvLeBUmyjHnyQ85ORJSNLfZrzzmNHmXdJxv9z3KY+reeUjWlc/xvIqjLce8vgn//t+eohQFk6lSW3hJsH0Ml5tGuUFpb9FkZMnEem4R9TdINx5zGjz/pmO+VVAui724iLS997q1JwLXOACF3jbYIwhGqRMXQ7w6zZCPOHki0wz3EyYuV6lPuMhlShLdw5AKlCWQKrze3a/2aSJ7VOtLTI9/T7heOeCNPkNgVLOJNq5xtMkgDEanaUMtr4mHGyeS5nLWw2jKfKEPB5T5CmWfTi6TwiJZbmnSog6K6LBJsPte+g3ZWVQa8a/uo8zU8eZnkw+RVkPKV2bygeXyDvlCmj45eqJPH6sZgX/3SVaf+d7eJemz56aM0HWGZFudClGEdJ3D8fNVlyCj67S6I7p/flnpbfJixQnopxgVz68TONvv0/w4SVQ8lz8V/YQ3lnFmW2UapPZ5hM1jxCoqk/tt28hPYfhz+4Q3lmnGIanV8pIgVUPcOZaOMtt3OU2488eEt/fKs/dbyiiu+s4s3W8K7PYc03kft+CqvhUv38D6doMfvoV0dfrpUrptH07KduyZ5u4S228yzOMP39EfH/jaALvVUCW6g4naOLW2piiwK23ycIBQXuZ+vJ7VNrL2JUmlhuU6oRJhKNbbeHVZ/Cnlgh3HjNcv8tg7ctTe3V5zXmqc9eozV/DqU5h+TUsx58oQOQkITdH5yleY5bKzBXi3iaD1S8JO2vk0en6SrkB9cV3qS1cx28tYAcNlONPjq2MJ3VqU7j1aYL2MtW5a/QffYaQ1kur95Qb4DfnaSy/h9eax6k0sbwqynYRyir3aww6z3Brbfz2IvXFdxhu3mW0cY+4d3LiU0iFcgKcShM7qJOO+yg3oMhT3MoU1bnr1Bffwa1NYQVlXwu1d+waXeR4jRm8xjRSqVeTmHFGCNfBXV5Cemf3iLrABS5wgQucHEYbemsRM9eq+A2HmRtVuqsRWVSQxZqteyNmrleZf6/Ord+f4d5/2CWLC5xAMXUpoH25glSCZHx+i7tvNGmilIPnNfGDGSzr7HLzC3zzENLCciv4tVnUUwQAQJGnRKNtwv7GJN3mAhhDnkXlQPrpPpvI2kuJ+atuRmlQW56f9Ve+v9MgvLOGe3ka/+YiVquyTyIJS+HMNKj91g2EJZG+Q7Y9IB+E6Cgpk2qEKON+HatMymlW8a7OUvnOVSofXkb6DjorMFmG9M7W1zpMSLd6xA+28G7Mo/wyhUgIAUrhXZ0tzYuznPjxDnlnSDGKS9+LSRmDUArpWsjAxWpWceaa1H7nJsH7l3Bmy3I3HaVlVPI5JP7kO0PGtx9jzzZp/ugDVC0o+0sIEOAuT6MCF1X1sWebpOtd8v6YYhxP0oI0aP2kn5VEWBbCs5CujfRdVNXDaddxFqdwL83gXZ6mGEZkmz3yF6eavrXId4eMb69gz7Zo/sGHiEYwKU+Z9O1SG1WZ9M9ck2StQ94fo0dxeU3mxaG+RUmkpRCujfTsMh666mO3a7h7fXt1liJKSDd7wDdDSAnLxq1Ng5AEU0s0Ln+A5VbQWYLOEookQkiJtF2k7eJ5FbzGDG6tjeVV0XlC1FkvY9xftC+p8BqzNC59QGP5fSqzl8tSFaPReUaejCflKQKpLJTjY032F7SXsP0a6tFnjDYfnFjlYvt1KrNXmLr5W1SmL2H7tUk5Sk6RxhNSxCCkhRM0capTBK1FpJQg1CRp73Sw3AqV2Ss0Ln1A8/KHk1IoiSkKiixGJ2G5TyGRjocdNHCrLcz0JZxqa/I+FsS9l1M1CamwvArSsqnOXqV59bvU5q6DEGidT0qB4rJkR1kox0M5HsZolPPsWOBNgPQ8nEtLCO/NbN8F3jIIgXRdhGMjbGfyp4Ww7fKdqFSpaJKyHMNIwf7yujGgdfls0BpTaEyeY7Ks/MpzTJqikxSTJG9sAMQFXjNkOd6SnotwnPLLtpG2Baq85oSSIGV5re2Rw3vXmZ6M3/ReSWfx5JrLMkyaoSffc2KD5pNBF4atuyMW3m/g1S2WPmwSdjOyqCAJc1Y+7XHj99rMXK/y8T9cwm84xIMMt2Yxd6vK1KUKYS+lt35+1gVvNGkihEJNViYu8JsBy/bwKq1yhU8+e/nlyZjhzv2JP8fFQ38PusiOjNYTCIS0DtSrv0oYsnhAEnbJkjeL0Mo7Q6I7a4S3H1P7nZvgHn5ueFdmsafrBO9dYvjzr4nurO0rPoSSSM/BalZwL89Q/egK/q1FnPkWAKbQFKOIvDPEXZ5GuGfr62xnwODnd7BnG0jXQRwwqbVqPpUPLuFdmWHw868Jf/2I+OEWeW+MyfNyIhm4WK0q3qVp/HeXqX58rYwFtsqSC1MUpJs9pO/gzB3tGXRaxPc36eYF3tVZvKtzZTrPpN1CCuzpOo3f/4Dab98kWdklurdB8miLfBihwwSd5ghLIR2r7Ouaj9WuYbdrOPMt3MU20nf2lTdG60P+NL/JSB5u0/2zX+BdmcG/sYCq+of7dqpG/W+/T/X7N0jWOsR3N4gfbZXE38G+tS2k76CqHna7ht2u48w3cZemD/UtcG7KqZeFshy85jy1xVvYQR1luWThkLi/RTbuUeQJ0rLxatM4tTa2X0MohVubQlrvoxyP9V/+GVF3/fmTAyFQbkD71g9oXPoAt156E5kiI09C0nGPuL+FzpJStedV8ZqzWH4NZXtYXpXW9e///+y9R3MkW57l97vXtYeOgBap9dOiVGu2cbrbesPhimbccMOvwW/AD8AFjWvSbMy6ZzE95ExP93TVVFdVd1W9V0/mS/EykQIydISHa79ceAApgMxEIIFMZBbOs3hAAuHu12843O899/zPQbMchNTo3Pndi/0/hMSdWmL6yk8ozp5D6kaurEgiYj8/x8jrobIE3S5glaZyNYZTpHHxhyTBAZLXhMRtLFI//wm1M+/lHiNZShoF+TG7GyTBEJWmSMPEKk9jFWvodhGh6RRmTuckhmGx/rv/Mi67nOz5KzUdwy3hVGYpL16mMHOaLE3I4pA4GBL7A1SSoJk2ul3ICRZNJ+htEfS2Jjvfo8Z4AiFdF3NpEWlbr7tFJ3jTMJ6Abk9IhaYhDBO9UUerVtDKZfRyCW38koVCPh7QxwSKroMx9iNSakyQJI++RhHpcEg6GJAOhvmr1yNptUk6HVQY7Ux4VZa+vWWuJ3gSQuRqY6nliyiWhVYqoU810Os19EoFWS6hl4oIx0Hadk7kGTpo2s6ioErT/DrbIUjG19xoRNYfkPT7+bXX65P2B6T9Ppnv54mYWR4FzDbhckCkiWL1mx7LH9SYv1ymcarAXbsFQDhMWPlNm/ZfzTN9rsi7fzHP5T+ZIRgmSE1QqJmoTHHvszbr3/UPpWvh2JMmEikNdvk4nOCNhWY6WIXGM8tJknjEsHP/0NNt3mRspwkdZPXxkBtC4LWPrTGvf3ud7n/9Mi8jma0i7CfNn6RtYi9PYTRKZH/6bv4QyDJAIOS22sRAOibSfqTQiDa6+DceEj5sUf/r0kurN+LmgP6vbuBeWc4JhKf9UjSJVrAp/+AixXdP5yqTdPvzH7dV1xCmjrSNXK0yngSnXoB/a5XBb27hnJ8/NNJEJSnRepfN/+dnNP7605yoKexefZW2gX1qCnO2QvbJ+bzd2XiVTJAPImW+giZ0bTzZ1/IH9kskHL3JUElKvNVn69/9nPpffULpo3NPxmePIW0De+zbU/z43DP6drxKecz7VjNtinNnEVIjGrTp3v2Kzt3fkfiDMUGs8vI6zcCuzlI99S6V5av5ZNtyKc2dZzB3mzQOiAbPliKZhSrlxcuUFy9jFvO/BZXGtL//nP7D6/idNbJkfDy2zU1NinPnqSxfo7xwERAUZ86QJQnhoI3fXn1u+YxTmaE4d47C9GmElg+xwkGL/oPrdFa+JB7l/iGKfIyjmTZObYHGhU9w6vNYpQag9k2EC6mj20XqF39Aaf78znaj5n1697+lv3qDNPRR2fYxBULTc4XP8lVqZz9ESA2r1KC0cAm/s8Zg/TaJPxkxrtsFyotXKM6cRrcL+N11une+wGveJxqfc36tSqRuoJsuTn2BJBjidw7Xs+fAEAJhGGjVMnq1in3+HHqjnk9gT3CCCSBdB73RwJiZwZiZQp+ewphqICxrR1WSqwO1nQmu2F7pf/w1hpASYRg7qhOlFHqjvkOI5KbKKcQJWRCSdLskzRbx5ibx+gbR2gYqik4UKG8zhECv1zDmZjEW5jHnZtHruYl1TsRpuZppmxyRcmwSvsf1NlY1Y1k71xsqwxgvzOXkSIpKM0hTsigmGwyIWy2SrSZxs0XSbJG02qgkOdB1lyWKjZtDfvu3DyjUTFZ+28Zr58/eLFUEXsIXf7eKEIKrfz6LYUt00wSR/755Z8jNn29x7/POoXXxoTwJpDRw3Sksq0ymUgK/QxB0UCrDNIu4hdkD7bdYmseyK6/Ur+EERwvdsLHc6jM/0zQO8fubx8cv49jg9T/oFIpo1COJdscfHwekXsDo9hqtv/s11T++hn1uHs19tEKYl4aYSHt/TtpZnJK0+vR+8S3hylYeB3wIAw4VJ8RbPXo//QpQFN49jf7YJFkIAbqWkykTGNAmXY/RjYd0/v5zwtUWesnJSSEhXl6tp/KYXP/WGt1/+IKk51H88BzGVDmXeW63WwiEvf8+PkGOLIxz0u8fvyDtjyh+dA5jqoI0386+FVJDNx2iUY/h+ve0b/+GUXt1bEb65N9YEnikcYhmORSmT+XlMpZLaf4C4aD1bNJESKzKDLUzH2AWa0jNIPK6DNZu0bn7O0atB88kBrI4QiX5M6g4exbNdHAbC9TPfcjGqEc0fDZpUpg5Q2Hq1E7JSTTsMFi7Rev2bwm6e6SNCUkSeGRxwPS1P6IwtTxRuYruFKmeege3sZCXOCUx0aBF587v6D+8Qdhv7qlSTKMAlaVopkNx9iy65WKVGtTOfkjYb05MmmhmTmbploO3dY/uylcMN1eIvA5Z/PQiSF4KFXmd3ID3VT5ThEBYFlrBRRZcNLeAHH8vXTf/ueMgHQetWslLJw5B7SxME3NhnvKf/TFp/830aUo6XbzPPicb+YcuxX8pSIl0LLIwguT1tEsYBlqxgD4zjTE9na/s16rIYhGtWEArFpCuOy69OcD19NQ2z9yDylO59KkG2fwc6fA0aX9A0umQtNqPJrOdLiQniaTPgzE7g3n6FObc7IGMoDPPI7i7Qvxwjcw/mntcTvJWMObnMGamMRp1tFoVrVzOFUyOgzQOsNC33+ttDJVlqKiBPjtDNvRIPY9s6JENhyTdHkm7nV9/rXZO3u1TgRKNEtav99AMyWDryeeIShUPv+6RJYrm3SHVBQfD0kjiDK8dsXGjz73fdfF7hzefPBTSxDBcpmbeoVCYIUsjev37bKx9RppGOE6DufmPDrRf0yph27UT0uQtgqZbuQHsHp+pynLT08jvkR0gAvH4QuSmebqB1MxxBGTO9AqhgcjrV3cmRjxifYUQSGlgufmg/7VCQRJ5x1cFlCmSzpDez75GaJIsTLDPzKBXChOZo6pMkXoB8UYX75t79H9xHRUllH9y5dBW7FWcMPjs+1wFADgX5tHLbl7fPMHDWSkFSUbcHjC6mStM+r++mX9WfZ/Mj5DuIUnLM0U2Chl8/v3YEybCvbyIMVNFL7svpcDZVlFlQUzqBaRdj7jZJwt/T8hTlfft8Iu7JL0R6bhvzdkaetl5KaJkp2/DmGwYkPRHed8Gry8qfBt+Z53B2i28rZVnvicJPYYbd7DLDXSrgOGUAChMLeNt3GWwenPP5BfdLuDU5ijOnkFoOlmaEPS2aN38NaPm/ef6oYSDFkplICR2ZQbp6hhumfLiFborX+Ukxy61yVjBMbWEXZ3Z+emovUp/9Qaj5r29D6Yy4lGP7v0+TmMBwynhmHPP7rQnDikxC1VqZ97HcCoIKUn9Eb0H39J/+B1Bb/OZmyb+AG9zBaEZWOWp3MvFcijNXaD9/WcE/eYeZMezoRkmsjzFqPWA3v1vaN/5/Dnb5/5Y4aC17/1PhLFiRJgGcts7YuwjIS0rJ0vKpbxEolJGK5WQ5RJaqYjmujv7OExI00DOTGPMTB/qfl8lwrv3CG7czEs/jgtpIgTSsTCW5ojXtsj6r7B0WEqkbaNVyvkK//Q05vIC5uJivsL/OrxwxgqBbaLGmJ3J1cpJQrLVJFpbJ3q4Rry6StLukA6GZN7rUw9rhsSumDgVE8PVkJokSzKCXkTngfcEh64ZEiFFPkZLsiNfS9Qbddz338F951quupgQcbMFUpJ2uodLmkiJME30agW9UcdcmMc6ewZzaQGtWHwtyjghJcK282u+Uc9/OCbwknaHeGOTeG2daG09L+kZDkiHObHyosXIUffZ48BhM+T7XpPVb3s0ThUwHI0kTBk2Q7prPml8uBfJofSsaZVYWPwhhuECCrcwQ3Pz65w0cRvMzX98GIc5wVsAqZnoZmHPiWGWxqSRP/YzeRuQEx9S0zFMF7s4hVWoYzpVDMtF0200w0YaNppmIjUdIXWk1BCanpMrmpZ/Fdox8PZRpEk0cTTlK0WmSIcB7f/vtwR3N6n++fuUPr2IXrRRUjx/IKzy/2VRQnBnnd7PvqH3s69IRxH2mdncBPawPgMFmRfQ+9nXBPc2qf/Fx5Q+OofeKI1LbcTzqf1xW1WSkct88bcAACAASURBVA19ev/8Lb2ff4t/41HCWNofEW/1MBfqeY0+uT/Ly6plVJQwuv4A//Y67tUlKn9wheIHZzHnxg9K8YK273EeqLxt0UaH0fWHDD+7zej6gzwt5qDIVG6U+vjhxvW2x1WirKIE/+YqwZ113KvLlH98heJH57DmX75v440uo+8eMvjtuG+7B51c5DLdXX2bpKhU7bNv8/cMN+7gd19sKq2yhN7967hTyxRmTiOEwCxUsUp1DLtI5HV3beNU53JzVT0nnJJwSNBZZ7B2cx/tyxUi/Yff0Tj/MbrloBk2hlvGnTpFNMpjkB+HkBqGU8IqT+0YvwJ4myt4m88mhR6dpGK4/j12ZRqntj/SROoGZqFKcWy4qpQi8Ye0bv2aaPhiSXIcDBisfsf0lR+jSg2kpqPbLk5llqCz/lzSZXfz88++t/IVg/XvJyJcXhrb9+XtxQZDx6jX0Rt19EYDfeqx76tVhHWI9/LfRzwu5Rc8OXndLhd8/Bmmtn/+WJ8/sV1+n3pin/AoKezp+972/gBhGuhTddwPr+KFEdHgsUnYs9pxGBAC6TiYS4sUPv0I+8I5jEbjcPZ9yBBjEtFcmMdcmEd99AFpp4t//Qajr74muHHr0bPxVbZLE7h1i+VPplj+ZJrGuRJWUcfvRTz4TYtf/J/XSeO8TVIT2BUDw9FJooxRKyRLjrdPS05eFQ9EuDx7p+Mo9NlpCj/4BOfKZYzGozHescKYwDOmpzCmp+CdqwDEm5sEt+8w+uZb/G+uv7Q6LI0VXjvaKd05ShwKaRLHI5qbX1MsLZBlMb3uCln2+MRKkcQBYdgjjvc/IdYNB9uq7opZPcGbC6HpuUv/s0iTA0YtHidoho1VqFOoLuJW5nGKU+hWAakZTxAjjxQm8rESikdfH//ZcUGWxmR7SL2PG1SS4t9ZJ/kbj/4vv8M5P4d9egZrvo5WLaC5Vm40qhRpEO8QDOHDFqObq4T3m8RbPdIgZ7iFNk6iOeSBtkpToodtmv/+l/R/eR371DTW6Rms+Rp6rZgbrlq507nKFCrKlRhJe0i41ia4u4l/ey1PBHpqEjz8/A7hwxbCMh6NQZP8eKn/8hMalaT4t9eJm316P7+OuVDHXp7CnKthNMroFRfpmkjTyBU6qSJLElSUkPkRSW9E0vOIW32i9S7RWoe4OyTtj/LEoFE4ebzuNtKU9n/+jOFnt59sc6bIwpho4/BqXI8CKs3wv8/7tv+Lx/u2jjFVGvet9VTfprmTvR+R9Lf7dkC83iVcb5O0hyQDn3Rsznvwvs3o/MMXeF8+SQQopciCmHhzN4HxLESDFvFoHyZtShH7AyKvRxqO0O0CkKtJzGKNaNTbNRkySzXMUm3n32G/iT9BpC5AlkR4W/dyY9iKjRASpzaLt7WyizSReu6/ohnWTpuTyCfyuiT7TIIL+00ib38JPQCmW8nNbcf3pTTyCYdt4lF/bOb6Aozjh6NhJ1fUjFU8ZqmO4ZYnIk1QiiwOGbVX90XYvBSEQNg2ermMVnn00iuVXEFSLI6VJdsv/dH3J/4kLw3342sI1wal0MpFVBjlvEeSMPznz7DOLmKeWkCYJmiS8PY90t4A+9JZVBTnZYaWSTYKEKZBtLJK+P09nPevoNXKufFukjD64jvIFPp0DfPUAmQZwjJRfoj/5XdkYYS5MIt97TzG8jzoeq44ebhB9GAd+9KZXe2Ibt8jG77EwpwQ6NNT2OfPYl84j7kwjywVkc4blPApBFq5hPPuVcxTSyQ/+gH+198SfH+HZKv5Sprg1EzmrtV47384zdS5Mk7VRLd1pCbQLR+7Yjwx9DULOuf+cI4zP5klHMR8/R/usXG9SxLsfzxqnV3Ix1z3JnsOHBRC05DFAhyWqb2U2BfO41y9hH3+PFq1gnSdQx+XHjW0Wg1j1kNf30AIieL4zym2cTikSeSxufEFvd491NjTJH3Mk0KpDN9v0W7dxPP2b/jlFmZpNC5R0PYpVT3Bscd2mcpeRECWJWTZGyrHFxLDKlKozONW53FKM1iFOpZbw7BLaPqb70MAoFSay9aPOxRkXkg4ioibfaL1Dv7N1UdEhKnnJmwKsjghG4WkfZ+43c8jcwf+k27z2y74h/1wGnuFRKtt4taAaK2D8f06erWIVrSRtrFj4LUdRZyFMekwIOkMibZ6RJvdvK1PzYGTnvdySo0Xtl2ReQGRF+wQTsGdDfRqAb3kIAv5pF7oWj6x3zYQS1KyMCHzQ1IvJB34JF2PpDvMy3EOOpl/om0Qb3SJN/Y/gT9WGF+/kRcSb/Uf9W2tmPetayEtA6GPowIf61sVJaSjMH/t9K2Xl+McVt9u9og39z+537WLTJGl0Y5fyf62SUgCjzgY7pAmmulgFCrsXu7OCQXTrez8O/L7E0/m1bikpxCOJ1lSYpWnd47/OISmY5UaO8oWlaXEoz5JOHpx4s4YcTAkDUZkaZKXcL7gfqM7Jaxifed9aeQTj3pjT7D9fdZKZSThKFeGjEkT3S6imZNNArM0JvS6xP7guUa5B4EwDIzZmR2PCOm6SNdBG3/d9W/L2mVseILDg1argBRkIx9jfppoZRWha+jzUxjz0+hTNdA04rVNpGujN6qYCzNoUzXiBxtINy9pSZp3MGenMKKYtNfHmJsi7Q9J+kOkY2NdPE029JGujTE/TfBtToLLgoN19TzhN7fJRj7pcIQ28klaHZJWFxVE6FO1PdshAP931w9w0hp6tYJ1ahnzzCnM5SWM2ZmcoHvDrjMhBBhGTjIWixhTU8iCizEzTXj3HuHKCqk3OjLfGtPVmb1S5f3/8QynPp1GSPC7Eb3VEVPny+iWhjSeVE5kmSIcxJRmHRpnS7TvDmjfHUxEmhhzdVScvDLShHGZ1LYh+EEhDAOtVsO5cA7rwjms5SX06anD8at7lRi3VZomZFleFvbc9DtwynnZdxJmxBN81keFQyFN0jSk273zzN/npEmbTvvWc9/3NCrVAa47jVuYefGbT/BGQIg8InevP3OVpWTHpU52AkjdwnIqFOvL1OavUWycwXpssP5i5DcNteNQrYBH3ytUrlA5BiU6eZteaxOeCc0xMMs2eskibHrEgxCVZmR+RHhvi/DeS8RaCnHkCSQqjInWO0Trx1sFsRdUnJK0ByTtN9Pg8DhDJSlJZ0jSOV4x3y8DpVLS0CdL4onk8mkckISPVomlYaFbebnn07vRrQKa9YjcSEN/34qPR+3MiEZdsrGPU14WVNmTUJAyj9zdHiArlRL7/fwc93u8NCGNQ7Ik2hdpoVsu+pjoyHeQl8AWpk7tm6gRmoZuuk/4jGmmvUP+7BdZGhN57SMxcZeOjXP5Ita5sxizs2jlUq4kOY6S9N8HCEgHHslWC+viGeLVTYRtYizNYi7OIgyDeHUD/7NvkUWXwk8+xLpwmqQ7IN5o5kJa0yS8uYIxP41WKqDPNNDKReL7a8RbbbRaFeeDyySbLVQYkYUhwTe3yXwf8+wyxT/8hODrW8RrW7l3jW0Rfns7J3AsE/vq+b3bcf7UZKSJEEjbRq/Xsc6dofDR+5iLi0jn7VDAC01DOBrOxQuYc7OYiwtI1ya6/5Ck0yHzn+39dFCU512WP5nmwp/OE/Qitm722LzRp78+4pP/+QK6ufvvOglS1r/tMGoHlOfrzFyu8N3fT6bgkAU7LyvVtVdiGLytNHmZ8hxp2+gz09gXz1P68Q/RatWcdHiDoZQi6fWJ1zbGCZZ7Q2qC2QslnLKB349Zvzkg8hKy9PVNQl6JTlEpRZqGE8v6lcrGyoNjOks7wcQQiLGx7+4JqMpSVHaM/TKeAbc8x8yZH1BffBfddPY0ud0PsjTJy1/SmCxLUOPvVZZiFRropvvSjPXbjOLpGnN/cp6pH5zi7r/7nM1frhD3Dv+Bf4ITnODloDJFGocTq9ZUEj/hlSGkhtT2HkAK3Xxi4p8l0cQm1krlyS6PfJwE0rCQe92HpUAzrJ2JvMoUWeRP/ExTWUIWR+MEnecTtVI30MxHRs9mqU6j+Cn185OZ74txuejj+93zHJ/b7ow0Co7EF0GYZp5icWoZrVQ8UZAcByRJbgibJHnJjZar3mS1RNYbkg1GuRpx4OUr4gUHun1UHKOiGJKULMgXNqRjoU/VMBZn0GplslGQl84OR6ggzNVzrW5+rCRFJUmuFn3WQoaUaJVSrszcqx0TQOg65pnTlH70Kfali29kOcR+IYtF7MsXsc+fxfvt7xj+9jOC7/bnATUJ5t6psfRhA5UqbvzDKt/+x/usfdVBSMGVf7NEZXF3amCWKPrrPn4vRjcl5YUCUp9srJ15fq4YqhTyRYgj9nAR+tjT5CXKc8xTSxR/+Cnue+8iLPPtuPbSjLTXJ97YfO5noFuSd/5ijgt/MI3fi/nH/+MmD7483DScSXHkM7A0CccRxD3SdDLJplJZvmpxTE37TnBQKPYiwoSQ+eDtDUJt4R3qC+9Smb2IbjrPbL9SKjci9DqEXos4GBCHQ5LIJ01CsjQiy9Ix65o9UpmoDCE0Fi7/KcX6qYkHsr9P8B70aP7rfQrLNdIwfe2qnBMcDjTNolRcYHr6GrZTJ0sjBsN1ms1vGI1eQj10gteI/RrGPrWVyp5QUIixafZuCKSUTygRclJ+wtVFlas/Hid3pGbsmegnEAjNQCB3Ns7SdOLz3DlHxQvtrITMjcJ3/i0ECO2ln6OCA3hpqXGJ2FEscgmBkNuvE3XJsYF69FKQS+57A9B1ZNHNTStdN782RsGjbWDHKBlAhRFpp0/S7BJ8e5v4/np+HcUJsujmZTa7TKbFzn6UUmDojyaUWUbaG6A1qrvbsV/lhJQYc7O477+LffE8xswM0rHf6utPCJGXe5om9pVLyGIBY2Ya7/Mv81KKQyIZyvMOpTmHYBDz/X/boHm7TxpnCE08cV3sgoLIS0jjDLtsILXJ7lFapYh1YQn3vXNk/qNy1SyM6P2nfyHtHLJSVso8jesA43atXMK+dJHCRx9gLi/tECZvw7g2abVIujkJ+jxIKagtuLgVk96az8bNAdHo9VYjHPkMbDRqsrb6a4aDVaJoMmlsmkaEYQ8/6JCmxzTm9AQTQY0jqPZCPgB8M0gTqRlYhQa1uStUZi9gudU93xeHHuGog9/fIBx1CL0Okd8jiTyScESSBGRJ/NwadKkZxOFw8gH/7xmSYchorU88CFBPuaq7C2Xs6SKaZSA0gb8xwF/vk4xiqu/OoZk6aZigOwZRPyBseoTttyXF6c2GlDqWVaZaPUuptECSBAip0evdfd1NO8GBIQ6syHtipU3t/G8X8l89lthxEFPt7fSNx7d77qD+qQWBg4xvn3NOL0Iah6SRTxr6L0VehIPmAVPsTha4fp+hkpR4rYkxP40xNwXvXUYWHEhTopWHyHJxz+2yUUCy2SJt9xBS5uayWUbaH/Jk9M0ex4xilB8ibRPz3DJoGll/SLzZRquUdrfj7sM99/M4hGFgnlrGuXoZ991r6NNTSMM4YK+8YRjfL/VaNS97cl2EYRLcuEm8sYmKX36V3ymbmAUdbyug99Aj6O9/n0mYkqUKw9YmFl1ED7fG5VbmE0mCKkqe9LA7JAghcgLRMkHX4QUkwTb0qQb2hXMUPvowV9cVditv3mTEm1ukne4LFxSEENhlA4XC60QMm+FrLc2BV0CaeN4Gnncw050k9hkO19F0myB4Qw39TvAE8pKrZM9FNCHzZJk3AbrpUl+4Rmn6LJZb2/V7pRRJNMLr3Ke7cYPO6tdEfm9/iQYnOFRIU6NyaYbK5RmEJtEcg8HtJm0hGNxpMffH59FsHX+tj162GT3s0cvUCWlyghMcEYQQSH1vxcZzt3tKWZH7YO11T1W5QiRLENJ8tO3EteW725mXT+4msJVSqDR+tFIqRN7WSUf2Uuw7PlJl6RNJhWk4wm+v4jUfwEsYdsf+gHDQOvD2J3i7kQ19slGAimPSbp8sipACklaHeHUT6Vho9Qr2tQsIXRJ8d4doZQ3r2vk84WsU5OUyaUY28Eh7A5LNNslGE326jrE4i0oS4gfrpIMR2SggNYx8opupXJnS7qLivEQo7Q3IRgHmwgxC0/KUnPvrpNO1Xe0Ib9x99okJgbQt9Olpij/4BOfaZfTq3gtivw/QCgXkmVM5aWSZeFmWl1S8pPegZkiEEIReQjYxWbEta5qckfa/vktw80GepvXYfVmNTe0PHWMzamnbSNMkexFpIgSy4GJfvkjx44+wL54//DYdA8QbmyTtfXj3idzXJAkygkH82gkTeEWeJgdFFA3ptG/R6959Io3nBG8uto3u9mIYpaYhtePP5gupY7k1pk9/ilXYTZhAPrBu3v+c9oMv8DoP8uv3TUidecsgDUlhqYpZd/Ee9lj/6W3sRoHGJ0tM/WCZwZ0WZsXB3xyw/t/uEHX9PN0lOfmsTnCCo4KQEs2YXOoudQNpPPLwUFmCekZSS+5hEu/4mkjdfGLbfbVTCLTHvaSUIo2CxzxOHoNSpEm0U8qTb2tPTNQIqedt3gfZkqW5/8k2ksBjuLVC8/ov9yR29o2nyqBOcILHMfrtV7nXSJbR/48/HasPBOGdB6ggJPjmFsGNu+NLWOReJFlG9HAdFSUka1ugSVQYMfzZr3eS4bx//QJkriBQinxyvj1WlDL3QlGKaGWV7lqTLMzHkkmrS+9v/h4Yl+ElKSTp3u2Inz1xlY6DubxE9S/+HGN+Li/p+X2HlGjFAsWf/AhZLNL/x5+SdDovRZykcYbKFFbhOb40e0GAXTLRLclg3SebMA1OK7uYSzOYp2YR+qNghSyKGf78S9L+0aQNCsfOy2tGz1+IE7pO4dOPKXz4Ptby0pG05Tgg3tjMr6EXQGWKYJDgVrPJrpMjxLEmTUCNY2hPVuffFmRZTBqN2EtqKXUT3XSQmjFePXz9rOJeMO0SbnUBwy7uqYyJgyHDzn06D7/C665ObD64F/L4ybe3lvaoIDSJNVWksFhBL5hIQ0OzdYyyTbCZlwsqpYgHIcHWkCw8udec4ARHDiGRRk5iCKnv2yxVM10M+5HEP40DYn+wZx187A9I/AHGOB5YtwsYTnnCZmqYxerYlHWcpuN1SSN/13uzLCHyeqjxAo8QGoZbniiFRkgNzTDR9knuJMGQaPQo+lkaFprp5ia7J+OmExwRVBjvkA+Pe4RsexSoOIE42TWCU+PEEpWmEG/v6xHpp8IYiF888ktSsuSxv8EsIxvt/pt8Vjv2giwUcC5fpPCDTzAWF5CW9Vb7l+wXYqyW0EpFnMsXEVIy/OW/EG1soIKDjW29dkjQj3BqFpWFAsPNgHD4/IVx3daYulCmPO+SxhmtuwPSaLLFLefdc+hTFTIvwJxvkA59VJyilS3Qju6z3laaPI9m0qrV/Pp7/z2MuTyB6m2DimPSoUfS65Ht49rJUsXm7QGlGYtiw8Iq6ER+ipqQLDtMnNwRTvBKkSZR7s+xh+pCSh3NsDHs0rE2hDXdKsXa4tgQcDf7Gfpd2tuESbz7QX4QSGkc6z459pD5g19limQUM7zbpn+7CYBKFVmUnBAmJzjBK4IQAqnpGG4Fzdrfaq40LAyniG4/ihFOwhGR12Uvgj0adoi8R6tZplvFKjUma6emY1fn0Leji5Ui7Df3jC5WaUI0aO0oP4TUMJwymlVE7FNBqdsFdKswjph/8fvj0YBo0N4xw9RtF6tUyxN1Tkj2E5zgxRACYVnYF8/jfvAe9sXzSMd5qZjYtxFC09Abddz3ruF+9AHm/PyBJ/adlSGdlSF20eDMj2eYvVrFLu+9LyEFTtVk9kqVK/9mkdqpIqNOxMPftYmDydQuxlQe1xuvNvMS+nafpNXLk5iO0GBVOg7iOTHBslTK46w/+QhzcSE3j30LkUUR0do62dDbl1IpjRUrv2nReTDCrRqc+bSOU369Wo9jrjQ5wduGNA6Jgv4zoyY13cIuTpFEI9JjulJm2iWc8tyeg1KlMqJRh87aN4dGmCAkmm4+Uct/gqcgQBoaesFA6rmaRHMMsjglbHn4awOyJGXtH24AoNKMLN6+BtVxFTWd4ARvNezKDFaxRuL3n/9GIbGKdcxCrvrI08UyEn+YkyZ7KE3CQYuw3xw/awRmqY5dnUPqJlnybOPtR4fU0C2XQmMR3S7mde9Zgt9ZJ/Z3pyxkSUzQ2yKJfFSWIaREtwtYpRqGWyIatF/cH+VpzEKV/dbrx6M+Qb9JlkRIzUAzXazSFFZ5GtVdzyOAT3CCEzwT0rIw5mYo/ugH2BfOIZ8zuT00KLWTNqSyLE+lUSr3a9k2k37CEFrsmFLnCTf5IhDbCWFjRcxRJ6sITUMWS5R+8iNIEjLPI96cPMFu80aX1a+KLH86zdW/XMo9TqSgvTLY+V63NAp1C6Rg6lyZs38wy7W/XkYzJbf/aY2Vf9kkHk02R8iiGDUYEd7bwLl2lnithcoyrAuLeZ8eEaRtI6xnqAc1DevUMu577+JcuXRkbXgcTygzH/9+fP0c1XWUBSHRyj2yYH/PpTTOuP2rFvVTBa782Swf/9slwmHCxq0BSZjl5Vn7SKdTGYfmh/LaZmF5qcH+P5h84HMys3nTkcY+odd+ZoKOZtgUqov4/XXS+HgO+KRuoVuFcSzjk8jTcrokofdMYmgSCCHRdCuv/z9Z+XgmdMekcmWG6R+fpniujjAk9myJ/s0tet9u4G8MqFyZ4eL/8kMARms9ut9t0v3mYCbVJzjBCV4epblzBN0NvK17PO/5LjWd8vJV7OrMzs+iYZtw0CIJ9q5DD7objFqrpKGPZjropoNTm6O8dIXB2i3S8Pn15WaxRnnpKmaxhtR1VJaSBB7e1spY3fIkVJYQj3rjNg0x3LwUqDhzhrDfpL0P0qQwew6nNv/C920jSyKiYZvB2m2KM6fRLBejUGHm2h+x8dU/MWo+4GTcdIIT7A1hWbmHyV/99xgvoZw4CFQckw4GJK0OWX9A6nlkoxGZnxvsqjTNy5jEuDxb1xC6jrQdpOsiCy5apYxer6KVy6+u7QKEZeJ+8B4K6P3nf0BF0UTR6v01n3u/blI/XebsH8xw9a+WOPsHswSDmPqZIlITLH88xV/+bx/j1EyciolVNLBKBnf+eYPbP12nvzoijSccY49JKiFA2AbO1dMIQ8eol490fC0dJ0/QeRq6jjE7g/vh+zhXXw1hsoMsy6+xJIUszYk3KRG6jtCPhhpQQUBwd4XM3/+CcuynfPWf1hl1Y374P53mT/7X86x912f16x6DZkgaZS+89PxBTOf+4QQ7vBLSRAiJZZUplhYoFGYwzAJCaBOxWRtrn9PrrRxhK0/wKpBEI4JhiyyNUSrb5dNhWAXKU+forH0DL1p9fE2Qmo5uOHsa9aVxkK80HpLpq9QtnNIUmm6+FfnsR4UsThmt9dn61Qr9G1sko5io7xO1RySjmN53m4RtD93JBxbxICRoeaAUq39/g6h3SKqgE7wanMwD3wqYpTrlxUskwTAnMuJg1+DbcMsUZ85SWbyMWayPf6oYrN8h6Kw/02A7SyKC7jrde19RPf0euuVilRpMXfoRQmoMN+4Q70F+gMCuzlBeukLt7AdopoMQktBr0135ksjr7m0ES25C6W3dwy5P75AmTm2e8tIV4tEAr3mPLH6qlltIDKdEcfYspfnzmMVJ0joUkdelffs3GG4Jx8gJ9uLsOdJwRL9QwWveJx71nzGpEXkZkVvCLNQwnBJC0xis3txTTfO6oOKYaH0TpEQ6r0i6LgXScTBmZw7l2avSlMwPSLtdsnBv8+Ljjnh9I58gP2PR642CFFinlyl8+jHm4iLCPjoPE5UkpN6IpNkiabVJOh3S/oDM98lGPioMyeI4J0uSBNKxb8NYJYcQuRGmlAjdQJgGwjCQloV0bGShgFYqojcaGNMN9HoNWSgcyfnseJzUqjiXLpANBniff0Ha2/94PY0z2ncGfPnv7+J3Q5Y+alA7XaQ85yB1iVJQnLKxSwa6raEyGLUD7vzzBrd+usbDz9uTEyaA/83dXGUcxIw+v4leLyNMg+jBFql3dGNA6di7y3M0Db1WpfTjH2CfO410nEM5lsoyVBSReh7pYEg2GJJ6I1QYkAVhfq1F8W6V0/hzFZpEaHoeN23bCNtGc8dEXTG/zrRiEbTJ5vAqTUk9j3htY9/3P92SfPxvl2mcKVBfcqkvubDsUlt0WXqvSjTK46dfxJo8+LLHz/6v2/tu63PbdCh7eQ6E0DDNIo2pK9TqFyiVFzHNEkLIF3Z4lqWkaUSahnQ7d6D33Lef4A1AmkREfo9o1EM3nF2Gd5ph41YXsAsNIr93LNUmQmjPLJXJ0pgsPbwBkW46FGrLSN3iIBFrvy/I4hR/rY+/tveD21/v46/v/bv25w+PsmmvGQJdtzEMF0N30DQLKTUQEgEo1E4MeH6vjYhjnzQNJjLgFkKiaRaG4aJrFppmjj1/tPFxtuPG451jxPFwnIo2GQOixv/lD0qBphmYZgnDcB+d3/h4aRqRxD5hNCBNw5cgMwWaZmKaxXE/5uVyQkjU2LA8TSOSxCeKhiRJONF5CaHhOA0sq4SUBlka0R88IH3sXqLrTn58w0VK44nzzI8fjvvVO1C/vkqoLCWNAoSm4zaW8uvHtMcmqwEqS/OfGXZOYCxexqkvolsOWRIT+wMG67cJ+s+XhoeDFt27X2CVGvn2doHS3AWyNMZwividvIRFqQxB7mGiGQ6FmdOU5i9QmFoCBLE/ZNS8R3flyxcqVEZb97DLUzj1eXSrsEP6qCzDcIpEXpcsGS8aSA3NcrDLM1SWr2KVp1BZRhwMczXjPgalaThisHaLwtQyUjd3CJvKqXcw3DJmsU7Yb5ElYZ4sohRC5GSJ0Aw0w8Is1rBKUxhOkSyJ8Ntrx4o0yYKQ4NZt4s1NpPEKyicAdA1zbhZjdubF790HVJKQdrqMrl8nbe9F1h1/pINBroQYx4y8jwAAIABJREFUkybCNDAWpvPkqL5H2jmeC117wZiexrlyCefq5Tzd5JAXpVSakoUhabdH0u2RbDWJ1zeINzeJt1qkg8FLR/duQ+g6WrGIPjuDMTeLOTeDMTONVq2iFYtIxz6U4zwOaZoYs7MUPv2YuNUmTO6Seftfzfe7EQ9+2yTyYvrrI+au1SjOOBi2No4khixTJEHKqBPRuTfk7i822Pyux6hzMAPaeLOzk9QU3HyIfQGEZRDd2yALjo7IFI69S2miVyrYFy/gvHMNvVY98PX3iCQZ5UqlMVmS9Hqk3T5pr5eTJ75P5gdkQYAK904w3YGUY0LOQRacnJQrFtHKZfRqGa1SzkkUx8lfrou0zOcqVDLfJ+32SPv9fZOuuim5+t/NsvhuBd3WtqvQsAoOtaX9k0yHGVx65KSJrtuUSossn/ojbKc2NixLUSodq00kSmUotX3zyGv2hJCkaYg/auF5G4TBCWPydkCRxgFe5wGGXdxFmkipY1gupcZpIr+L1119Te08INR2TerhwLCKlKfPoxuH/9A7wdsNISS6blMszlGtnKVUWsBxpjDNQm4sLMSYmA6JoiF+0GE02qLff4jnrRMEnX2QDPm92jBcCoVpyuVTFAqzuE4D266gadbOPT5NI8Kwz2jUZDBcpd2+SRB0JiYYcr4kA5ETQo5TY6pxlXL5FK6bnx8okiTA9zv0+w9otr7F8zaIY3+yY43PMT9OnXr9EuXyEq7TwDQLaJpFlsVEkYcfdOj379Pp3GY4XJvovHTdYm7uI6anr2FbVXy/xddf/994o01AIKVBqbRIrXaOSuUUtlXDMPJBQ05CeXjeFr3+Cp3ObXy/faxT59IkIuhtoBk2ulOisnyN8uIlgu4mkdcZEyoGdmUKs1hHH5vFKpUR+wP6D6/jbd7NFRTPQRJ4DDbuYBYbCKnhTp9CaBrVU+9SXrhEPOrjdzfI4hAhBLpdxK7OotvuTjKaylJGzXv07n2Dt/litWvQ22Sw8T1OfYHS/HmksLBKuR9LZekqYX9rR62ijdUveQmQQdhvMuo3AUVx9tyjqOPnIC8bGtK8+a8gBMaFIprpYLgVqqerVJbfyVOGRn3SyCfLUuSYHNLtx9KIhMgjizdXdjwSjgtUEBBcv/FKjyksE+fKZYo/+dG+4p9fBBUnxK0Wo8+/JLr/4BBa+PqhVYqU//IPUEmK//VtRr/84nU3aX/QNdwP3sO5chm9Ujm03e6M/bKM1PNI1jcZffEV/o2bxFvNQyNJdh03SUi6XZJul+C7GwjTxJyfxXn3HezLl7AW50HTciXBIZJD0rExFxdw33uHLAgIb30/0fZZqlj/psv6t11MV6eyUKCy4GKXDaQuScKU/oZP76HHYMN/6XUAvVGBNCPebCMMDelYSNtE2rmS+6iWGTTHRpiPzXU0DfPUEqU//DF6ZfLSoNzTS+WpUVFE0mwR3l0hvHuP8N59klb75a61LBuTLD7sVVUqJcbMNMb8HObSItapZYyZaWTBfeSx89S1lnZ7xOsbE5VxAaRpRjCIYfD8dKXnYdQ7xIXsQ9vTM2A7NRrTV9ANhyDo0e/do9W8ThyPmJ37kFr9PO32Lbrt2ySJj2EWKZUWqNcvkGYJ7fYttja+xPdfXA98gjcDaRLR3bqJW53HLu5OMxBSo774HpHfxx/mK2THCSpLyNIIqRs8rf6QuoWm7y8u8kXQTRenPEt56vSh7fMEvx8QQqNaPc3M9LuUK6cfU0cYY5VfPinSNImUGrpuY9tVyuUlpqffyYmG5rc0m988kzjJyy4rTE1dpV6/gGPXxkoPAyn1sRJDsE2sCKGhaSaWVaFcXmZ6+h22Nr+i1fpuTA7sFwqVJTh2nVJpidmZ97GsEppmoWnGzrkZhoamWThOnWr1DK32DbY2v8LzNlHsf+mhXF6i0bhCvXZhfJwn+1HTJJalY5gFCu4M9dpFur27rK//dkxeTPawl1LLSdJxnxUKM8zPf0q5tIRll9E1a0flkr9fR9dtTKuMlDr+qEUQHPOVbKVIk5j297/DLk9RPfs+hl3EqkxjlurjunOB0HTkY8RB0Nui/+Bbtq7/gsjb30JKlkR0Vr4gjX2q/oDy0hWkpiN1A7NQRbcLO9e4kFqukJIaKEUSevTuf0t35Qu8zXv7Pr3R1n020n9CZSnFmTN5qY4Q6JaDrM1jVWZAKYSUSE1HKUXYb7H57T+TxQGFmTMUZ85O1KXhoEXr5q+Jhh0aFz7FKk/lUclCoBkWctyvoMYDWglPJbKpLCUNvdxL4QQn2C8y9caU7MhiEfvcGZxrV9Cnpw9350qhogj/+g386zeI7tzNvUr84MgIkz2bEcdEaxsk/QHBzVtYZ89Q+OgD9Eb92YakB4Wm4Vy7QtLpkmw1JyrTedTg3Luic3/IYGOE0PIJt8oUaZzl0cKHwGg4V06RhTHpwKP8Jx+CFAhdwzozR/c//IKkfTRKKWk/qTSxz5/DuXYFY2YaDuAfoqKYtNvFv/094e07xBubZEOPLAxRUXj011qWkbTapIMB4d0VPMvKy8OmpzGXFrBOLaNPNZ5IAUo63bzEcgLSJByl/L//+7cY9sv5zQSDw1tAOnLSxDBciqV5hJD0unfZXP8dg8FDkjSiUj1NmkZEYZ/B4CFB0EXXbEbDTZIkpFico1CYoa3bu7wvTvDmIksjvPYD/MEWbmUO3Xy6RllgFWpUZi8Rh0M6a9+QpQnHRW6eJjFJNEI3C7sqZgzLxRxHJqvs4DcuITRKU2eozl3eo39OcILno1o9w/T0O9Trl7DtPI0jSQOCsEuahGMVgkIIHd2wx2U1+VeA0aj5wjKzfLFD4TgNKuVTO9umaUSc+MTBiDSNUCpDComuO1hWXkZjGC6WVR4HAgiiNY8k2Z8XkBAS3XBpNC5j2RWKxbmxWmawsw85LqUxjcK4bKiAlBpSaKyu/Zow7L1QiaFrNoXCDLOzH1CtnsN1p8YKyIAw7BHHIzKVIoWOYeTnplslTLOArttomsn6+md43gZpOgnxK5DCQNNMKuVTNBqXmWpcxjRLKJWRJAFpmg/upNTRdAtdczD0XD0URs9OJzs+EEipE3Q38FsPiP0B7tQyVrmB4ZTQDAshNbI0JQ48Er9P0NvC27qPt3mXsN/c/6GUIvEHDNa/Jwl9gu4Gdm0Oq1jHcEpIw0bTtFwFm8YkwZDI6xEOmgSddYabKwTddZJwb8PZvZBGPn7rIc0bvyLobuDUF7HKDXS7iKabaJo+LlHyCXpbYzPcFQZrt/NymUJt4s9QpTFBf4ssCUnCEU59Pk/jKVbR7RLSsPIoYylBKbI0IQs8wiggCQb5Ofe2GDXvkxyj0pwTHF9kno/3L19BmpE0Oy/e4DVDGAbGbJ6UY8zM7G3OeUBkI594q4n/3Q3COytEq2ukndfUJ2PyJo0ispFPOhiQ9gc4Vy9jnT6FXpvEN+nF0Eol7AvnSDtdhv/6mwMRaGpcipNMGCM8CaRjIQwd6doYc3WC71chSTEXpkA7ujmmsHNPE6FpiIKLfeUS9rmzyAkILKUUpCnR2jrRvQeE9x8Qr2+QNJukQ++Vk5Zq7MGDNyIFklaLeKtJvLZO+P2d3F9nagp9ZhpjqkHSahNvTrI4BipVNO/s/7n7KnDkpImmWVhWBaXSsXT5+52VtyxLdsxAsywlTULSJNwZ0GrSYHr2XWr18yTxiCQ5MWt8G6BUlpfedO7jlmcpNU7nv3gs7kpoBsXGaUCRRCP8wSZxOHwpImIHQuYr0ppOEo0ml4vFPuGoh1VoIHjyRqsZNqZbxS40CLw2amKJvEBqBk5pmtrcVcrT5znxMnn9SEch4YMWo2/uIZ0nH3ThwxZZcHDp4OFCIKVGo36JRv0itp1Pvny/iTfaYjRqjj0vckJESh3TLGJbFSyrjK67aLqJ523gjTZfMHHLSBKfNAmIY58kCYgTnygcEIY9grBHkgQ7pZimWaRYyIlw264hhKRUWiRJI/r9hwwGD/ZFLgip4Th1TKMAQjDym3jeBr7fJo6GZFmCbjg4ToNiYQ7XnUbTTAqFWaQ08IMO7faN56oxhNCwnRozM+8xNXUNyyqTZTF+0GbkbTLyW4RBjzSL0TQT2yrjujMUCtOYZgnXncKyyiSxT5YlDIdr7Jf0FSL/DAuFaQruLI3GJXTdYuRvEQY9grBPHI8QgNRMDMPFtipomonnbY7VLcdbKSCEGEf/hnjN+wS9LQqdNZz6AlapgW65SE0nS2PiwCMatPA27+F310mC4YGOGXtdEn/AqHmPwvRpnNo8VqmObhcQmgEqI00iksDLyYP2Q/zWKmk8YfnYGGkc0H9wnaC3iVNfpNBYwizWcmNZKciSnKAJuht4zQd5gpDKMJwyfmeN4fptpG7it1dJQn9/0YppnEctD1pYmw3s6uwOQaRZDlI3c2VLlpElEUnokwTDfJveJmG/uW8vkyyJiAYthpt30S2XJPAIupuo5LjcC09w1MhGAf5n1193M/YNrVbNVSZXL+flKoeEdOgRPVzFv/4d3m8+Ix0MX6my5HlQYUi8tkGy1SLzPFQUYV++iFYsHkpizLYxrLm4QDbyCW7eJu33c0PbZ8CpmZiFl0v7UWnGcCsgS/Z/b1ZJiiw4WGfmycKI+GHuiaWycy/VlhdBGgbSMpHFIta5M9jnz6JPT+17exXHpEOPeGsL//oNghu3iB48PFbqLhUnuWdJt0d45y7ScdCnp7HOnMJaXiS8d4+0c8wVsPvAkZMmUuaS7DDsE0ejJ6TKKstQSu3UvT+OwWAVtzhDY/oqtfp5Br37eN5JPOjbhO7GTQy78og0eQqGVaAycxGr0GD1xn+lt3mL2H95bxtNM3HKM1hule76d6QTlv/E4ZBgsElp6swevxVYbo364jts3v01cTDZip2QGqZTYf7Sn1CePo9hFSfa/gRHg+hhi+bf/oLm3/5yN4el1HERQSGlhmmWKJWXsO36WJng8+DBL9hqfkMUDdnd2FwKaxgFCoVZSqUFBoPVfZV4pGlIr5/HxWZZSrtzC99vjb1DeOpYAssqMzvzAadO/dFYmSJw7BpTU1fw/ea+SBMpdAruDKDo9lZ48OAXdDq3SZLgieNpmkmptMzZM39OsTiHrttYVpmlxR8RBB2CoLdHX+QwzQKVyikWF3+EEBqgCIIu9x/8nFbrJmH45La5r0uBpcUfMz19DdedQdNM5uc/Jo49RqPNiTxGpNSZnf0Q26qg6za93n0ePPwlg8GDx/r28WO7uO7UjpnvscfYpR8hHiuD+Ybe/W/Hv3/svWrXNwfGdmzwM4+1c5jD+4OOBm2iQZveyle7j7fHsWK/T3flS7r3vnqp9myTJ888zyd2O/n+o2GH5o1f0bz5L0/t75jcDE9wgqdgnzuL+/67h0qYAIQr9xj+6l8Z/e7LiRfhXhVUkjD64iuSTheVprjvvZOnoBwSpOtiLszjvHOV0Zdfk3afPX5Y+miK+XdqL3W80Iv54m/u4nf2/7zLwhjn2lmcd87S/btfEG90MBYaSNM4FN+i50FYFub8HOU/+2OMudmJtk37A/zrN+j9l38k7fVzhccxR+b7RPfuEd2///+z92ZBdmT5ed8vT+53rVu3VtSCvdHd6H16ehYOZzgckqJISSGFJIq2GWE/yG+2I+wIv/vBT3q0XxT2i8KWrbBlSaRFU6Q4w1nY09P7jh0oFGrf7n5zz5PHD3mrCgUUgCqggEY3+4voQAP3ZubJ5Z485zvf//voa9quD8uXHE8ocni7pn3vQ5kNDGFNs4jQ7uzE1GAFs49tV9GNr40wH4xc8pzXgQ98BXQDYxCZePfXNQyrgF2okYR9VJbkkl2ZogYqoMeJJOzSa9yksfI51bGzd5mdalquunCKw0yd+w2Gxp+h31zC76wQ9rZI4vsrTzRNIAwbyykP1B/D2MVhnNIIllshjXx6jXlkGnOYgV4ctOm3lxm5LYng9jbbhRojM6+SxiHt9atEXuMAe9UoVMapjJ6iOnGO4tAU5gHTE/6mwhgdwZ6dwZqdRlgWwZVr+B8/RiO67QnBAR4VzTQxx0bzembPf2IvOSFMXHcYfWD0KgcqDt/fJEl89m98bl6cJD693jJB0BgQEAdDt7uI72/u7CMnxvc/ThJ7dDrzrG9UmBh/FdN0d8xqhTjYytP2b6LTWWRr6xLt9vyAbNl7TCkTPG+N+Vt/xcmTv0WlPI0QBo4zTKk4ge9tEkb7D+wq5Rnqw+cGhElO4m9uXqDZuEaS3E08KZWRJD5rax+hG/agBKm0U55aLk/R6TzYRHT3HHXKpUniuMfW1iWWV94hDNt3EUP5sSVJ4tPvrx6pCfXjx31m8U/kNJ7ksR7ieEd2Lx/feVom/Nq3bcZHDYIg49LVBNvS2GxI1jaejpX2rzrs0zMUXnuOeGUTMoleq2KfPIZmmqTtHvHcEv6HF8mCCOTeMZ0oF7Gmx3FePIMxUkOzTFQYES+uE164Qby4tq9iovK3v4d9Zgbh5KrLeHmD8PPrBJ/e26xXc2yM8TruC6cxJ0cRBRc0jcwPSNcbRHNLRFfmUcljMLAWAmvqGPbJE5hjRxMhDSB7fcLrN+i/9wHRrYUvxaQw2dik9+ZboMA5dwazfrev4MNA0zT0coni668SL6/cNyVl8oUaz/2tmUc6ntcIufKXy4ciTfxPrhHdXEXTBelmG+mHsLxF+8/fRnYfYxmIpuE+dw5ragpjtI6wrAc/g4NQifDqNfzPLxFevYbsdFDpl6xfPeJwjC8aj5002U5N2I5ovB1SxmRZiuvW0PW7awvzKEWJYezGSP5NhSZ07MIwheokQog8LlDoeQKRyFOItv9N7Pxp5FL28nhubLfPPt3KGPXplyjXZ1GZJMvknj+VkrkiaOfv+f+naUhv8+YjxetmMsHvrNFY+BjDLFAcmrzLv0MTAl3YFKoTmE4ZpzRK2J8hDjqkUX/gz5C3DaVyY6dBJLBuWHk6g1XAtEuYThnLrWA6ZYRuEfQ28uuynYl6QCSRT9DdwO+uU6iOY5h7o690w8Ipj1GfeRmrUMXvrBL7HdIkHJBRKid0dGPQviKWU6ZQGadQm6JYnUQYVl62JlPSJCDormO5VdzyERuXfYmh4oTMyyPWrOkpjK2DkFNPBppjY589TbywRBInT3RlIE8ly1/IObkvkVl6W0LZ/lBKkqbBocsgk8QfEDIPRqZS/KBBqzXH2OgLgDMob6keuo/v9VbotOcHJMZ+yEmcTmeBXm8Zx67gODUMw6ZYHMctrOxLmui6Tak0Qbl8LN+LkvT7qzSaVwmje6tTlJL4wRa97jKl4gS1WhlNMygWRqmUpw9FmkCePNdq3WBz6yK93v1TxPJ79+UaTH1NBz95jAwLzp21ODlrcOlqwuVrMZ7/8ANaITSmjxkUHI2Cq/O7PzJ4/+OY1Y2nN7npqwZRKWE/cxxzajw3g0xTsihGU2CODaNXSmAYBB9eRLZ3la+iXMR59gSFl8+hlQqQpKgwBiFwzp3Ik0UKDuHFG3cdM212ECsuxsgQzrMnQddJVu7jV6DrmON1Sr/xOqLoQqbIvAB0gWYYiFIBUS48ntV+TUPYNu7zz2LPTh9Z/O62CWb/nfeJbi2QeU+X98K9oKKIeGUN76OPc38Px0EvFo9k35ptYx2bxJ6dQXa6pI39x2Qyyoj9+/cRmgZC1zALBnbJxCrm88fOsk9n1ad1q0caHe6dp6KEdKOVE4i6wKxX0WyTdLP1eMi622AMDWEMHdBLRilk3yO6tYD/yWeEN+ZIn8D4Vrfz+ZB8CF8ZYQqKEyUqMxXWP14n9Y9+zCt0jcq4Q3nExq2aWAUDYWigQCYZcSDxWjH9zYj+VkSWHT1Z89hJEyljktjDdoYwDBehWzsT7TQJSJOQSnUGxx3C8zdIB9LjPGnBxtDtLwV7+7ghdJPS8Azjp7+Drpu5w//gzx1VidAP9dIRQs8n6pW7pWI5M6jI5Lb6JLntv5TIb+J3VsmCR5OCJ2GX9toVrEIVNCgOTd0jXlfLiQ+7lBM8KiOTCTKJkGmcP1NKDdIPDHTDyRMD9Eerm9wPKkuJ/Bbttcvopo1etvaSUpqG0A2qY2coVCcJvQZ+e4U46CCTKDeqFAa6aWM6FZzSMG55HMMq7EmKyDKZq3GaC7TXLjM0fg6nNDI4xFM25dB19FIRJTM0XeSmV0KQxXGeCx+EO98Tto0oDgZIClSa7NYAK5VnxBcKCMfeqblVWUa27UI/6A9kp0Po+yRbW5iTk3c1STPNfIAkBJqRexZkUYSwHdDIjdK6g0GkLhCWjSgVd39DaYrs9XdqczXDQK+Ud/evG6DlBnDS9/P2C5HH8E2M4547m08MlUL2emRhhArD3f2ZBsItoDk2Glr+TAchWeDftSJ4UGyX42QDFZQQOo4zhOMM4fub+yoVnjSSJMiNZrMEpfK+3jDuLtG8F/LY+gzP38APHmQIqsiyhF5vhWJhHMfJJcGFwiiuW6fV2jsh2E4Ect1hbLuyo57x/U08b42DXDvP36TfX6NWy+ukHWeIYml8J3r5oEjTiG53iXb75oG3+Rr7Q9N19EIZ3XFBE6AyUq+H9PcSbpphYFbrZFGADIOvnD9HtSJ45QWLv/97Rf74zzyWV1M8/+HJNqUUnU7G4lKGYcDv/XaRn/wioNN5emrt/yZAMw3s09NEc0vEF64T3lhEM03cl57BefYk5d98g2RpDdnzd5Qj5tQY7kvPYD93Cu/dz4iuLZB1PfRqicK3XsR57hSi4BDfWsknmbepBvx3PsP/4CLW9Dh6rYKK7/87EbaFOTVG6fvfwHvrE4LPr5GsbqHpAmO4imboZF3vsaxIa6aJMVwbpOUc3EfiXlBKQZoSL6/if3qB4OKlI2jlE4aUhFevo5fL6NUqztnTwKOPKzUh0Gwb5+xp0mbznqTJ2qXW7rRu3/LIvJvWTUGhZlOecKkeK1AademseMy/s8HCOxuE3cP1z+ZEHZVK4qVNzNEa9skJhG2RrDWRfoT6oktbt8e2nk90a4HeW28T3Zwn8w62KPUo0HSNwmg+Lu8tHj5FSLd1aqdrzPxgltb11pGSJropcCsm1QmHqReqjJ0uU5tyKQxZGHaedBeHEr8V01jwWb/WY/Vyl85aQOSlh/K9eRAeO2mSpiG+v4XtVHHcIVx3GK+/BkAc9wjDFsP1M9RHnydNQxpbVwCwnSqF4hiOO0wc95HyqzV4OSy2vS5Kw7ODPka7rbN5XBNoDaFbCN1ityxBoQDDctGFyVHcFZmGrM+9QxqHcFxRHTtziLaZmHfVUW9fm8dHLKSRx8bNd3GK9TwG1N6fqTesAkXToVidzCdMe5qp7Zho5RPGve2VsU93c46lSz9GJiFueRxUlr9NnjLopSLl734b2ffQCwWs2Rk01yZeXiG8dHVnYKGXS9inTlL65ms5kSElycYm3TffQrbaqCRBuA7FV17COXMKvVrNFU5RjPfeB/gXL6Oig3nQGGMjFJ5/DuHYmGNjZHFMOHcT58wpNMMgurVI98c/zdtVLGGfmKX4xjdyUmUQqdZ9862c4dfAHB2l8v3v5Rn0KIyhGgjwP7uA//GnpK02eqmIc+4sxVdezl3qh4YonD+P9D3Ca9cJrlwj3dwCITDqdQovnsc+fQphGGRxTHDxMt6nn5F1Hy69IssSfL8xSJGRCGFSLI4zPvYSmqbRaFwmPWQ52tEjI8sSpEx2jMBzdYzOQWRfeSmMRxz3D1xGFPhbAx+SHLZdxrb2q+cWFItjWLd95vmbhFHnwAP6JOnvOVZu1DqEpuk7ZPSDsE0KBWHry+FR8jRDExjFCsPf+B7lZ15EMy2yKKT53s9pffyrPV81q3WO/f4f0r9xid61C0Qby19Qox8P5hdS/u2fepw6YdI+AmIjiuEvfuqz/Wp7+/2IIFRPiwfm3ygopfA/uYL31ic7ysbMz6Nuq7//fczpcdKtFnIQq+o+fxpzvE50Y5Hej99Gdvr5wpNhkG61qf6d72MdP4Z9Zpbo+i0y746+NpVkUQypfODCpubaiHIBTdeJ5xaJri3sqF7ixbXtE3joxYL7Qa9WcsJkaAjNPIJFNKVI2x2Czy/iffTJo+/vi4JShFeuoZkmzsnjuc/LES3G2adPES+v4F+8lD8fd2D+VxssvLd5oH1pQsMumYyerfLGf36W0qhDecyls+KTJYd7XpxnZ3O1SbNL+fsvo5IUTRc4zx4n2WqThk/Huza8eo3+O+8TXL32RAyFNaFhlSxGXxhDKfVQpMnjRGXM5sx3R/nOf3aCUt3GdHU0oeWP6/YjO0hzPC0h9lIaCx6/+j9ucuvDFr3Nw/lW3g+PnTSJ4z7dziKV6iyOU6NQqO+QJkHQpNdbJstepVqdxbJKjIy+gJQRtl2hWMzN/nrdJeL46wg8BqkKT+ZQd3aeuySNBkceAZ2lEZ31q3lSTneDoYlnsNyhPcqL/dunPU5u5J5QSpJGHlsLH6EyyfD0iximm8c53tHOfDJ48PuWZZLIa9Jc/pzW6kUivw0qIw66REEHu/BoBlqPBZqGZplY08dIm026f/0mAFkQIjuDDlgInJMnMCcn6b35K5SU6OUyRm2I0je/gff+hyTrG6g4IVpYyOPJhI5mGjinT6JXK1iT40TzCwdrksilv4rcqE1zXdznnsX76BPs6SmMajWv4c4yrNkZ7BPH6b/zPipJ0YtFjOEaxVdfxv/4U5KtRr4KfWyCeHGZ8Mo1sijEmp1BuC72qZOkH3xEFgREc/OQKYzhGsGlK0S3FpH9PPJPdnug5StvxVdeIgtCer94EyUzzLFRRKlI4YXz9N9576Felnk5ZEirfRPTKlEpT6FpOpXKDJZVYrh2hl5/hV5vZSdJ54uBGqgudj2BDvozViojjvuHKg3MCZbdsiPTLGAYBe4kaTQtN6Y1zMJt2/buMl+9H6SMSfcY2gqEMDAMlyQqk24mAAAgAElEQVTxHlgmBfk5hmHrwGVPX+M+UBlp4NG5+CFRYx1nfJrCzKlcKXYHNCHQbQdhmHf15U8THFvjD/5+EV2HIFQMVQQLyymXriR0exk/+DWH+rBOwdXwfcXPfhmyvJriB4owUiSp4k7l8huv2XzjZRtdh2JBcPlazFvvhmw1M545Y3L+nMmp4yapVCwup1y6mjA3n/J3f7fA2IiOZWq4jsaf/5XPtbkE19H4nR8WKJUElgl9T/HTvw5Y3ZCE4dfq4SOFzJDNDlmnjwp3+x651SJZ2wJdYNQqiGIhJ02EhjFWAyFIFtdzcmUwuVVZTLK+RdrqYowNYx2fJF5chTtJEziw8W/mBchGB9ntU3j9PKJaIrp6i3hhLVePPgayBMgXJ4aHcV84jyi4j6ykUJlCxQneBx8R3phDxU/HJPthIX2feHkF75PPcM+dRS+XH7zRASBsG3N0FHt6imhh6S5vE5lkHGYdPA0lMs344P+8zmt/eJrRs1VOfW+Caz9dOZTaREMDQ0cUHPRKgeDiPCqRGKNHG8H8sFBSEly9hv/5BaLFxX3HgPXnR7AqNlE7pH29hcoUw+fqTLw+yfU/vUZ5ukLtTA3DMtAMjda1Jt2FDnbVoXZmGLOU+91ZZYvNzzfoL/fQDMHk68cYOT+KUgrDNekudOje6iBMwfSvz6IJDd3WSfoJy28tETYDyjMVxl4eR5gCFLj1XauC4Wfr1E7XsEo2whS0brRoXN4iah3cL0/ToDhi8/xvT/LS705Smy6QSUVnNaC1GhB0EuSAODNtncKQSW26QKFmMX62zHf+6CSWa3D55xv4h/C+uR8eO2mybfxXbI4RBK1BesPuZ/3eKs3GVSrVWarVWcrlKbIsQdftfOAYNGg2rh0oyeFrfLkRB21kGpFEPeKwS7E2hVsaxS7WEOLoBrFpHBCHXbzmIplMH3rRXSlJv5VP4DMlKdeP4xSH0c2HezlnWUoS9gl6G/S2btJeu4LXXtmJLY7DDmG/8XSSJttQCtnuEl67ng+Etq+DpiEKLuaxSezZaZKNDVSaIlwHvVzCGKkTfH5xeyeowbaayA2kNdNCH6qiV6uHbI5C+QHJ6hr60BDO6ZPES8vopRLmxBiabSM0DWtyHPv4LMnGZl7C49ropSLGSD0/l61G3h7DIG23CW/MIT0PlWU4p09hjI2CpqGSlLTRRDMMsiAgWV8nmruJ7O2SvpqZl/nYJ4+TNJrIfh8lJcJxMIZreUnRIwzulMpotW7kPlKawHVHsawSllWkWByjUByjVJrE9zYH0bltwqhzH6PYg0IbGKAWMA0X3bDzssHbfZcYxBMOTFIfhvHcKUE6APmwjVSGe4gMIUx03RqoP3ZrmTVNw7KKGLd5bDn2EPXhs7juwX53Qpg7fijb+9wuQdpWAD0Y26a6X+5B+dMClcSE68ukg3IcZ2L6C27Ro8Ey4de+5bDVkHx+OfcliSKF7WhMVwxeedFmY0uSJFAuCX7t2w6/eCtgbv7edftxovCDDCE0xkY0js8YbDVNgs9jXnvJ5sSMQbsjSdOcqEnTXHcahArPz9DLgnpd59wZEyFA1zWeP2eytrHdDo3vfdvhzbdDbi587XlylFBZRuaHZHeUyWRBRNb3Icty3xDHyt9jppEbsSpF2uqyh0FToMKYzA9RmUKvV9GMR5sqqCgmWdnA++VHmJOj2CenMYarWCenSNYapKubpBvNIze51KsVrGOTWJMTR6IyycKAeHmV4Mo1ks0HlYZ+CSAlabOJ99EnmONjiELhaGKIdYExWsc+eZJ4eRX1iNG4mVQErYiF97c4/YNJpl8d4fgbY8y/fbgSHZWkGCNVCi+eIm31SFYbaKbx2JNzDoIsiki3GviffEY0N0/W339BSxMapfEilekK3YUupmtQnipTnqlQOlaiOluhMFLE3/AwiyblmQr2kEPqJwyfG0bGGf2VHpquMXSqhiYEveUumsiT7LIkIw1TsiTLSUKpSIMUTWiYBRN31KV2pkZ3Qac8XWHo5BCd+TaaLhBGnohnD9lUjlcpTpYINgMs06IyUwEUK786uHpTmIKZF4c49Uad+okSnbWAxU/bbNzo01kNCHsJMlGggWEJ3KpJ7ViB8WfKHHu+yuRzVU59K6CzFnDj7aPxhHkC5TkBve4yy+ptoqhLFO7KlpWSBP4Wy4u/QgHl8rEdQ9g0DYjCDp32PM3mNeLoyShNkqhP6DXRjb3GtDKJSCIPJb+gl71SyDgg7D8dHXXkdx5Luo5MAvqNW/jtFYq1aarjZ6mOncVyyojBJCyfSAvYSWS6O58yj7fKdvwP1I7BbUrY26LfWqS7OZeXBD3CRFEmId3N6wS9dUZmX6U6dha3PIYwrDvaekc7t9s1aFuWpaSxh9daorl8gc7GNWSyl5GN/Tb91iJ2obbTxyexTxr1j+i5zNsUh719n7NMpsgkvO+kL200SZvN3ZWjbdmuEOilUk6QjI1QfPXl3aNmMicO0jQf0DkO9olZrIkJhOOgsgxjZBjZbOUvuMMgy8h8n8wP0Cw7fxFJCTIFKRGmiXBdRLmEPjJM4ZUXdweQg213TFxVRhaGyHY7J0E0jazXR8lsJ0XgINBME71SRRSL2OXyHnMwFcd5OdAj1nbnCr7ci2hs7EUsq4xh2Oi6TaU8TbUyQ5qGBGGLdmuOdvsmvf4aSeINvEYO/tsWwsj9pwyXUmmcYmEU1x3BtquYpoOu2ztG4JomcqPqQSnOw638qZ3SnoNCymRP0tZ2opsQBlJKdvsADV23d0zLNU1jaOgEQ0MnHqKdu9A0DV1Yh1LoZTIhu0862FcKmparO3Qj9yASOpoQyDiETCHs3PMmi6PBv+X3XtONPInAHFxbleVGmHGIkg8uG7gnhEDYNka5mvtVKZV7e8VR7nNy236F5SBMczCx1PL+PI7J4igvpxycn6Yb6I5LlsSoLEO33Tx2GcjSFOl7u99/0OUSGtWK4MLlmB//LGSzkT8nM1MGz521qFUFf/mzgJW1lDMnTf7h3y1yfS65J2miaXB9LmF5JSVT8PrLNiePG5w/Z7G4LDl/zqTRyvjn/6K355LqOrz1TogQUB/Wef0Vi4lxg3JJ4PkZ3b7iP/zYZ2Vd8txZk//6v6yyuJJ+TZocNRT5+/POyanKFyCUzNAMfacEQzMMEBoqU5Ck+/9OUglZlpMNjzqpVIpkbYv2n/wU9+VzuOfPYJ2awX35HMnaFsEnV/E/uEi62bpn4srDwJo6hn1i9lDv53tBZRmy1cb/5DPSzc0vvcpkG5nnE165RvLaKxjDtSMzhTWGh7FPHqf/3vv5s/mIYxqVQdRL8BsRmtAYOV3J/SwOAdn1sGbGcZ8/SfenH5BstjHHa6gg4i7p3ROEyjJku0Nw8TLBxSvITuee3+3OdyhPVRh/bgTd0inPVDCLJq2rTcpTFcyCRedmi/mf3MQZcjj+o5NMvD7J0i8WUFLRutbg1k9vUZooceK3T1IYLbD67jLrH+YVIIkXc/PPd73ehKWz/MtFlFI5SXK6Ru3MMMIQ2FWbsBUy9+c3cIZdJr95jMJ4kdKxMoWRAomXsPTmws5nI+fHWHl7+cBTLsPUOP2dEUZPFvHbMZd/usH7/3aBxoLHvaYhQteYemGI1/7BNM//aIJjz1Vo3Kp9eUgTyFfQ+73VfQe5aRrR6SwSRl0KhRHcQh0hDOKoR+A38P2tgaz6yTzQS5d+jLj6i3xF9DYoMrI0RqZHVxt1GKRxwNbiR7TXrnwhx78TSkmS8PERWZlM6LcWCbrrbMy9i1sexa2M41bGcIrDmE4Zwyqim87OZCw3fUzJMkmWRqSxTxp5xGGPyGsS9rcIuhsksYdMQjKZoLJHd2XZJhrW596htXIRtzJOaXgWt5yrZEy7nK+6D+TgWZYi04Q07hMHXcJ+g6CzitdeIfSbedv2MSD02iuE/QYbN37FNgFzlM/l9nksXfiPrFz+2X7fII39+/sLDQZo90IWRUQ35mn9+//v9t0OTFADNNvCHBuj+NqreO99QHjlKgidwisvorvuPfd7X2S7fjx39yOD6xjFxAtLtP74T/eaP2aKLAjyweZgYHrnqsldvN1BoBTS8wkuXca/vS5aqXy17QjqWH1/i5X4fRrNawwPn2V4+AyV8vQOMa3rFsXCaK6kGHkWr7/O5tYFms3rhyqHLBbHqdfPMVJ/Dssq5sbU2kBZMvDq0fZ4DD36qo4aEKKH+/6d922bNNn72xG6uRM1fKQ45MRDfcGGvU8SwnIozJzEHh7DrNQwShWMUoXu5U+QoU/lmRfRCyV6Vz+ne+UTkk4TAHtknNKp5yiePIduO8g4JNpYpXPhA6LGOll0cCnw7dAdl9Kp57Be/wHW0DAqTQjWluhd+ZRg5VZOiJB7jZXPnqd44hns0UmEYRK3NunPXaJ39fNc2aIUwrKxRyYYfv3X8eavkfa7DL30BubQMCgIVhfYfPMvkIEPByDKlII4gVY7o9na/X6lLDgxY/D8OYv/4j8RdPsZmgattsTz790vu47GD7/n8p1v2niBYnxUJ00VtxZTJsZ0+l5Goyn3zHsMA4aHBH/0B2WGKgKhw/iozuaWxDTyz5dXUoJQ4fuKdidjuCZwnS9+VfcrB01DWCbod5CyIidINMMgC+PcsDXLUFEMaYbmCLSB+uQuWAaaoecm7kdBZGQKFSUEn1whujyPXqvgnJ3F/cbzFL95Hr1aovMnP81LhY4CmoY9O4N98viR7E4lCcnGJv4nnyKfgDHnE4NSqCQhujGHURtCP3XySHYrCi7m6Ajm2BjJyipZeDT3VWW5ik2UjUPb+3kfXyO4NA9CkHkhKklJUkn7z95Gdu+Vwvf4oeKEaGmZ3lvvIPv3b0fsxaRhkvuQlC2GnxlGWDpr761Sf66OTCVhKwQFUScCDeyyBRoEzYC4G0OmdvYhjHtfRGEKhk4McepvnyYNUoyigeGYhK0Au2qDphE0A1SmiHsxUTcntAojBSqzVYpjRcrHynkohMzozB+uYkTTNeqzReyyyfJnbd76lzfxW/E9CRPIVUlrV7u8+3/fYvrFISpjDkNThXtvcEg8EdIE8oni/sjTDcKgRZr4+N4mmqbldeFpdNeA9nEjjTxgVxZVePk0Rr2K7Hj4n8/tWa18slDIJLxLffBVhpIpqUwBH5mGhF6TXuMWhunkSg7dHCQGiR2Sa0e9oeRu6k8akyYhMglIYz8vyTnqCYnKkElAKGOS2Cfsb2FYhZzUGaQbba8y77YvQaYxMg5IYo8k6pOl9169UFlKGueKlMcGlZFEj/LyuMd1VSpXk8QJVA0008oz55MkX1k2TchUvnLs2DvlLWmniygWMIaqAwPWR8QdzVODaDcVx2iGjmaZyF4vX0XSNDTLQmXZrmT1YD6eucIplaAbd6ljVJLslOtoRi4Z3vF9MYwjK0NTSpIkPlJGZFmC11/FdYcpFscpFscpFOpYVnmgFLEwdBvTKlJwR2g0rtDpLt73ZIUwqNVOM1J/lmr1BK47jBA6UsbEcS8vx0w8ZBoiZUKm0p3Yct2wmZz4BpZVfCh/JE27k9Z+8PfvnBgosn1VUyrbJWSUUgRBgyjuPhIx6QcN0jQ8pDrvgA/bVwCapiFMG3dyBpUpgpVbFGZOUzx+hqTXwV+exxmfxqwM4U7OkHSa2KOTFE6cxaqP0Z+7jEoThO1glirUXvsu7c/eJ1i6+VAqPGd8irixQbgyj3/rGka5ilkeovbKt0m9HlFjA90tUJg5RfH4WVSa0r38MUpKrGoNZ3wa3SnS/OiXZGEAmkCYFvbwGJomCNYW8RduwML1vC/0vb3KlAdCoTJFKtUeO4ggzNhqSTYbkjffDrh5K1eO+EHGrcX9r4MQcOaUyfioTqud8ddvh3zjFZuRYZ0sg24vw7E1SsW9v5+hiuD8sxauo3FtLqHVzvjGK/agHQrPVwzXBJapYVsahYKg7ym+Igv0TxU0XSDqQ/nCgqbtrOrrlRJGPU8mlJ3+DiGhZEba6mAVHczJUTRd7PY0moZeLmJUcjPsZHXrgek4B4ZSqDBGhnGeFOcHaK6N89wprNkJMI6IrNZ1zJE6xugIemk/w+/DI1lbJ5q/lSf9HaEa5qmAUkQ3b2HNzOCcPJH/2xEk6QjXHcQPdx6dNNHAsHXcIQuzYBB24kO/HrVB9LV1fBzZ84luLKPiBL1WIm33IPli5nfR/C2CS1dI2+0HL5gpCLYCess9hs/VKR0r42/5eOsexYki7kgBs5iPK42CCQrSMO/7VZqRZVk+sth+hAe3OZM5wa7dRrwWRguUp8ooBVuXtrBKJpXZvEQ+DVMM18AqWjt+J4ZjoJQi7kWE7ZA0SFl6c2BhEEvCTnSoe6ahYRcMZJzR24zobUa5Ou4BSEJJfzOitxFSHrExnaNbBHtipMmDsD3Af9qM76zZcewTE8SrTYIrC6job3aKz72gaTpDleOkMsoNDNOjuo8aum5RcsfzCRYamczothfuWg23rQql0uRgktN74oQb5KUmadQnfSTi4SsIpcj8gGRjE1Es4D73DLLdzRU1Mi+DSbYaKCnJwois38eoD+M8cwZhWQjX3S2TGUCvDWGOjqBXKujlMuZIHfvUCbIgJG0dnNHOgoBkcys/3tkzyLEOWZyz8ZnvkzYa91XP7Hu6SUK8uoZRreCcPZOXLbU7yF4XFeekSbK8gnAc3GfPkXa67MYg90m3th5ZzjpoCVmW4vub+P5Wri4ZeJqUiuMUCiM4Tg3LKmNZJUyziGUWc9VR4hEETfZ7ywlh4Dg1xkZfoFY7jeNUUUrh+Zt43jqet0HgbxEnHmkSDEiTZBCFnGHbFUZHnsc0Cw8xNtNyj6NDkC3b3io7V2VQHpeT+XvPLy9P2h24eP4Gnc4CQfDw8s40DQ9sAvtVhEoTYq9NZ+kSfnOZTKakQY803EsAC9slbjfo37yCZpiUTp4jS2JaH15CpSn2yDjWcO4fVJjOlSnS79O78ilp4GEUyxRnT1N/4zeINlaJmxukvXtLne8FYZikfp/e9QskvQ7W0AiVZ19i6MVvYlZqJL02ZqlC9blXUZnEX56nP3eJLIlxJ2cpn32B4slz9G9dJd5a392vaSFshyyO6M9dRgY+wrLRhEAlh2MT9usdWu2Mm7dSFpdTur3c5ySV0GxlZBmMjeo8ezYnSE7OGqyeNXFdjUpZ4LoalpWP2YNAESf5to1WRrOdUSkLvvdtBykV3V6GLnLjV9fRECL3RPH8DNfR2GpKNrcyTp80eem8xYnZjNERnU8uxGxu3eM3oGm400M4YxWEpRNt9giWO8jga5blgRAaeqmANTtBst5AtjogBPbpaawTx8i6HulGM/c3AVCK+NYK+lAZ68Qk1qlp0vUGKk7QHBv7zAx6vYrsesTzy3lKzl3HFHnJjxCDBY9B+U+W3fXu0lwbvVRAc23UtveKUqgkzRUwafrIvil7jmcaWLMzGLWhR/djUSq/XsurRPO3njrCxKi6WFUXzdBJOgHZIM0o7YWHmqAmm1ukW1tI38+9TY6gbZptYR2fJZy7CY3mHR8ecB+ahmELnKrF6JkqtdkSmtDwmhGZPNwYyZoewzo+jjFUwjo2gmx2kV6Ic2qKZGUL+YTTc1SWl3yHN+aI5m4eWGHsb3h0braZ+OYxdEsnakfE/ZjuQhdnyKE0VWb0pTHsSk5it663uC0AdZ92KBIvBqFRHC8y8sIoQSPAKtvojj4og1LIRCKjFN02CJohbs2hMlNl5PlRhKXj1l1UmuGteRiOgV11kHF+TomXkPQPf33TJCONJGksD0SYMDjHTCrSOCOJ5I5Z7FHgqSFNnlaoOCXzozyn/jFkyD8ObJvoZkdQenLwY1qcPP5DfH+L1Y2P6XRvHcl+hdCxrRJTk28wVD2OrluoTHL52h+z1dxbqlQuT/HMqd9jaeUdtpqX8YMvppTqsUIIhGvvuwqgpEQl6b4Rb48dSqGimCxJ7t3xZxnh1WuoJKH0rddzdYkQZL0+/oVLyF4f2emQbm6RrG3gnDqJ+8xZsjAk2dxCJUleGzuAPTNN4eWX0IsFjEoZYVuUDJN0YwPvk8/yWu44GZTUSFQqc7l+lqGSJB8IKoXKMqIbN1FpSunb38wjh3VB5gcEFy6ReT7S6++84G5vg8oysjhGiL33I/MDgs8vUHz9NZxnziB7fYKLlwmvXSdtNMnCkP7b71J46UUKr72cK040iBeXCS5dJm08uq/JPjcJKSO63UW63UV03aZQqDM29iLDtTMUi+MIYVAojFCrnSaOe6yE7X0n+qZRoFyeGhAmQ4PUnoiN9U/Z3LqA523ctyX6jtHq4YdmmqZhGHbuNXFAbPuqbCPvH+U+CkhFKsPb/l0RhR3a7Xm63YOlNn1RMA0Y2G+QJI/++GhaPgdybI04eTSFgExC/M0F/M37X0MZBqS9Dkm7QbS1hj0yTtrvErc2MctDWLURdMsFNArTp0BleMvzyDjMFap+n3B9GaUyzKE6VrX+UKRJuLWGv3STaDOv8w7XFjGHhhl6+dsYpQq6U8AoVSidOsfmm3+Bv3hj5zje/NVcETN1AnfyONL3kGGQX1AhiLbW8RdukLRzEi6LDp7MtA2loN/PiKK9N7nVzrhxM2FhKeW7b9iUCi6en/HRZzEffRZTGxL8nd8pMD1pUCwIbFvj0wsRFy4nJKnihedshms6cbxr8NrrZbz/ccQPvuvyX/3TCkGouHQ15uPPYq7Pp/ze7wi+/x2HRisjSRR9X7G4LFlYSvi1N2x++D0X19VodzL+5b/uM3dr/3GJZgjq3z7F2A/PYdWKbP78Kit/+inB0tekyUGglMJ5/jSaZRJenkezTdyXnsGanSC6uUyysrFLmgDhpZsYI0MUv/sK5R98g/DqArLTQ6+WKH7rJdAF4efXieaWdv0eNC1XZNoWwrYwahU0y8wTSUoFjHo1HzNHUa5OGSw2GMNVrFPTWDMTJKubecqPlIhiAefZkwjbIrq1cmQpOsK0sE+dRB86nHH8vlCD8t3VVeLllUff36PgNhXRNgozNSrnp9Btk/7cJmk3QPoxnhehDkEqqDgmbbRIN7awjs8ciTmqZllYM1Popb0+KVbROPDqv24K3JrNyJkKL/zd44w9UyXuJzRudEnjw411nXMzIATe+5ep/OY30CwDHQdrdjx/jp8wVCpJ1jeIF5dyL7sDImgGdBe7PPsHz7N1YZPOfAeVZnRutqnMVBg/OcTQyRrCFKx9sMr6h2u4Iy4ykmRpNhj3KtIwRUYSJRXBVoCMUsrP1jn9+2dZ+2CV7q0OYSukNFli+nszpH6CjDPSIMVb66PSjNGXxjj+WyeJB6U5UTemt9xDWILCeImzf+8ZAHpLPTY/3yBoHPx9l2WK/mauFrEKBkLXDkaUaflz45QMkkDiNY/uHfI1afIA9H91Ac0yckb8SzEJ1zg+/et4wSbrG5/yZZd3Z1lKGLaZu/VjSsUJatWTjNaf+6Kb9YXBnB6n9k9+D1Fw7nI5j+eX8N7+hOj6wtHJaQ8I2e/Te+udnJy4z7Flv0945dpg8DGIi5YZWRiQDaISpden+4s3d13Ns2zHSEwlu5Pc8NqNfD9C5NdiUJur0pTMzycp/V4v91lJEtKtLZKVFdJOF//zi2jGtbx+VEqk5xHdmCNZW8+POThuFoS5rDTLSNbWaf3Jn5J5u6t16VYD770P8tW22wYzKo6JFpZIBkk6+b52z5FMkTZb9N99D++TT3cGKCqOd473uCFljOdtsrT0Kzxvg9HR84yOPA+A69apVGZZXftw38m3ZZcZqp7YISLixKPTuUWjeW2gTrkfNISmD0rWHoY00bGsMrqwHvzl7fZaJQzD2fl7kvik+6QF5Ylt7dsUjxqWXcE0H9JP5wnilZctZmZ0PC/jl7+K6fcfre8vlzROnzL4O7/n8uZbET/9+eN//ymZksl0IB/OyJJkYLya3xs0QBd5OkOhhD0+hTt1YsdjBHJzWLNSQ3cLOQH6EJBeHxncUQaZZSAlmmGgOwV0t4gmDNJ+L/ci2TkJhQxDpNfHLFUQlp2TJtv7DjxSr/tQ7dqG5yv+2f/cptu7+x5vNST/17/zsCzQhYbMFH6gCAKFrsPNWwkFV5BKRRjmn4Wh4t/8vx7/8a8C4kShVH66cayIYsUnF2LSNC/VCULFR59F3LiZEMXwz/6nNkLTSGW+ncxyQieOFf/L/9bDMEAIDSkVjWZGFH+5xyRPI1SSEs8tITt9RMml+vd+gGaZZGFMePUW3psfkTb2qi/TRhv/3Qtk/QDn/GlK338t9zCJE9JGh+DTq4QX5/YYZIpyEff8aYrfehFjdDifdA6VQYE5MULxWy+CUvgfXcb/8BLx3FLevigGlWEeG8U+O4tm5bGnWZQg2z38j64QfHpl9/34KBACUSxgz04fSYSukinR4iJpo7ln/PHEITTMqosMErLwtjGWEMgwoX9ljaHXjhMst2m8df3gq/K3IW23iFdWsGamjqQcWjOM3CelWkVzHNSgROf1PzrDuR9NHXAnGkLXMBwdt2phWIKNK22u/NUyUf+Q92OgZJbtp6PESkUR/sefHjqJSUlFf7nHO//sLZIg3aPgWPtwjcblBprIveQSPyENU7z1Ps2rTWScoqQi6oTc+LPrOyrqLM249ZN5lt9aGihPEmQs6a/06C31yNKB0kPlypSoGxE0fPoreShCnngJaFpemnMhoXMzjyyGvDwnDQ53v7I0Y+GTFtVjLkOTLqOnijSXApLg/mRZoWoy8UyZyrhDY8Fn5dLhF07uhcdOmghhYtklXHeEOOoShu19yyZcd5hSaZJCaRxdt5FpgOdt0usuEce9x5LUchDI7mP0jzhiaJpA123K5WP38ZD58iFTkjBsIYRB0R05lAHkVw6pRLZ7uau9YyNcG2Oklg+QgjCPEfwi4tNkhuweYCIgB+RBcHSCVzkAACAASURBVB+2WWb3dQ/fxgP3A3tKelSSkAX5Szu708htmyAJ7l13mxMvDTShY9fGKE2epnPzc9LePqapSqGiCBndexCo0hTZ7QFPJhlsnxaQZQlRlNBu38Q0XOrDz6JpGqbpYtuVe5Iaum7jOEM7hqlpGtLvrxLHvQf2PYZhYztVNE1/SNJE5LHGVjF/VxygDM91alhWZefvcdwjju8uoVMqw/c3SZLdfr9YyJOA8hHB09v3rK1Loiif5CZHMDHVdY1SSTAzrVOtHI3PzoOgbpf235aAtgtt15/G0Em6LYLleZJ+564V2Li5Sdy8v+LpXsjShCy9+zlWSuV+OoOEHzRtkMx2Z2pJnoqm6XcTg0qm++77UO3LYGFp/4FjksLGvUpggL4ngbs/DyPFZmP/cZbnKXr9DCnBcTSiSO0QNvdqB8Dq+t/McrQnDqVyM8m5RWS7h1EfGqglQ9LNFvHi2t2LGakkWW+QxQlpo41eLoKho5IU2eqSLG+QNve+h1Uck6xu4n94CVG8N5GcLG8gO7vvNdn3iW8uoxKJcB00a5A0laTITo90vUm63jwSpYleKmIdm0Qvl46m5CdNiW4t5iW/X9DYU9MFRtmm8sIU/q0GwcLuwkS42kF6EXHDQ2najtLkYV5Vstsj2dg8svPUNA3NNDHqwxhDVZK1fHxVGS8wdm7oAVvvQg2icL1mxK2LbeZ+ucbG5Q5pdLj+JQsi9GoJ98VT6MMVnGdPIHs+suMdugT7UZHFMWmrRXTz1sHGzndAxpLuwt3bJf143zIYGUngtvGwVIR3qD7CVgitu7dLvP0XQrMkI/X3f5claUbiP9rirUwUc+82qE64zLw0xLf/0xNcf2uLjRs9elsRsSdz5YkGuqnhFE0qEw5T56uceqNO2E+59UGTpc8OZ0B7Pzx20sQ0XcqVaer1c/S6yzSb1wn8zZ3PNU1gGA614bOMjDxLpTqLbjikiUe3u4RpumxtXSZN/AMTJ5plYIxUMWpl4pUGWd9H3WHwIwoO5sQwmi5IGx3S5m4Hb9Qr+WeDlW4VJaQdj2S9ed/SB/vUscFLoA+GjjFURhQG9cqpJFlvkra9I0nGuBOOU8N1hrGtEq5TI01D6rWzOwkMYdTGH1x3IQwss4RtlfGDBobhYlkldN1EZRlh1CaM2iiV5aSXWcKyiui6lXuKDKT4YdgildGe+6INymmqlVmEMEEpkjQgDFvILB58N/cpsa0yplnI/QnIVSVJGhBG7UFCy8N13EIYuG4d0ywOzkkSJz5x3CVJ805C03QMw8G2KrnUfzD5y2RCFHeJk/7O5E/TdEyzQMGp44cNhKZj2xV0YaHIiOIeQdB8In4FstvHf/dTRMFFcyyM+hCF119AHz4CGerXOBg0Dd20scq1PCL1K4Ao6uIHDfLf3HYcbx4LvB9ygtbcmRCqLPekOshvwLJKVCrTO7G+h4Wm5f2H6w7jOEN43voDvq9TLE7guruDtDBsEUZ3v0iVUvhBgzBsk6bhgByqUSyO4To1grDF00SclEoaI3VBuSxwnHw13/N3WygEuG6uGGk0MpZX8vtTLObbOY7G9RvpYDIMtZpgajJPJbAtGB0V3DnvKBY0RkcF9brIlQwDBcHqmiSKwDRz74yJccHFS3l6imHkypXJSZ1mM2Nt/T7v8tsur1LcNYBXgw9UmhD3OvSufo6/PLcPcaEefvCfZfddiVSZJEuT3CTaGMQN38bdabqOZpg78cJ3t+uLX+U8LPxAsb6Z4roa8ddqkacMGgiNdKOZq0MOCBXFyK0mmYrQhwpkUUqw0iFL0v29D8KYeH6FeP4eZSpCwyzZ6K6Jnskdak6FMcnyJsny5v7bHSH0SgVrdgbNsh4y0n4XSimyOCFeXLprYmvWCphDBTShkSVyx8A96fgIyyCLEpJ2gGbq2CO5GW243sUeKaMXzLzMSYNos0faj9CEwB6voBm5kk7JjLiRl0AYFYfiiRGGXp3FKFi5UrUfkfa2o9XBqheRXoz0453trdESRslBEznRnLQ8km5413xoG5nn5YqaVOam9Ee0AGcM1zBqQ7mSF2jO91h472DPgkKhpCIJJJ0Vn4X3Nlm72MJvHl6VlKzlyl9zbBiVSvRKARXFhHPLuRrqCSLre8TLKySNxhM/9tOGiXMVyiN7Y8G3ux+NXNliOjov/u4xCkMWa1e6tFcDgk5KJjPQNAxLo1C1qB8vMvVClclzVdaudPFbMWn4JfI0saxynrAw+hy6bhEEzT2kiW44lCvTHJt6nVL5GJB3VKZVZLj+DIXCKEHQpNdbPnB6gV4tUvmNVyn/+kts/aufEHw+h2zuXc21pkcZ/sc/QFgmnb/6iN7PP975rPDyGYb/4Q/Qh8touiDZaON9cJXWv/n5vZUnQqP+hz8kbfXx3rmEXi1S+vZ57JMTaI5F1vVp/ru/xnv3ErJ3tGa3mqYzWn+eqYlv4DhDCGHiOnVG68/vfGd59V2uzf0HQGGZRUZHnmdi9GVuzP8l1eoso/XncZ1hUhmwtPIOK6vvkaQBjl2lPnyO0fpzFAp1hGaQpgE9b53l1Xfo9Vf2mPcausNQ9QTVygyOM4yUCd3eEovLv8Lz1khliBA6rjPM+OiLDNdO4zg1NDSiuE+7c5OVtffw/S3kw3iyaBqmWWB89EVKxYn8nNKAZus665uf0erMoVSGYbhUylMcG3+VYnEC0yyAUgRhm/XNT9hqXCYIczbfNF2Gh05xcvZHzN36CaZZYGL8FQpunUwmrG9+xvzizwfX4fEOJrO+T/DJ5Z2/GxMjWMePIUpHF6n11cSd6Sn7TKg0bZszYJcsuPt7KpP4m8v4m8v3nvzclUO83wROu+2P2483+POhcdu+DrrFIH53e5CUZRKZpfdWdSk1MHVVg+11DN15oDmrpmkUCiPU68/u8Rh5GFTKU/jexn1Jk23Cs1KZxnXrO+3te+v4/n6SWEUc93Ij26BBqXQMIUwq5Wnq9WdZWX33kCq+w9+Lw2B2xuC3ftPmlZdMpqcMglDxwYcx//x/7bOxmeE4GjPTOv/9f1vmJz+N+Bf/e/7+mpnW+e0fORyfMfgf/scOfU8xNqrz/e/Z/OE/LmBaGhubkpUVSbEo7jimzu/+jsMPf+Bg2xphqPjZX0f863/rs7oqqVYFP/pNh3/0D1z+m/+uxfwtSbmk8cJ5k3/yjwr87BcR/8+/O7yPxw6UQklJ6vURuoFRrrJTT7KDx6sKyuIIGXioJM49Ttwi0hskYgmBbrsYhSJpv7OndOjLjFuL6T0TeL7GlxdGwWLkO6eof/sU4XqXW//qPaKtfLJ+WAhTp/zMGIWZYaKGx+Yvrj2GFj+gDaUS1vTU0ahMpCQLfJK1dbL+3rF/5fwx6t85g2bqJC0f4ZhoQtB8dw57pES42qb57k3MssPID84BsPLHH1H/7mnc43XMko1m6mz8xQW6l1cRtsnE77+EWXYQtoH0YjZ+dpm0F1I4Xmfke8/gTFaxx6s4x2r0Lq3QvbBM5fkp6t89g2YIjJJD97MlNn92hWizS+2bJ6k8N4mwTYSp0/jlddofLRA39g8qyIKQtJ0n3ejbueFHAKNa3VMq9emfzHP5L5cOtK3K8jSUxE8f2dAzuDhPvLKFOTmCsbpF1g9I1pskqw9v8v4wUEqRttuE1+aeeCn904jv/9PTvPC3Jvf8mxqUAWVSIeMMTYBTMjn/25Oc/+3JPd+DuwX2MslwqyYnvlknTTI+/vfLR9LWx06aGKZLsTiGEAZB0MS/wyDQtiocm3oD2xn6/9l7sy7Jsvu673fufGPOiMg5s+au6uoRDTQINAiIEiWKlEQtL9tcXl5eevFX8Ksf/eBP4WHZWpJtWqJsk5QIUhAJggAbDaAbPVfXnPMUc9z5nnP8cCOzKisza+qsbjRY+6GHzIhzh7z3DPvs/96EwR793i0Gg7tUa0s0GudwvQat9hXyLGI83nysY8r+mGynhwwi/BeWyNZ2D5Emwrawpqo4Z2cJ3rlGtnNYjxT84jPS9T2Mkkft779eRLY9JpzFNrx5BeE6xDfWCd67XkjrWnXStV1kePoTKK0lO7sfMB5vUCpNc2bxNxmMVtnY+jn7E8ckGXL/JNIwLFy3zuzM64yDTe6s/CVKZThOhXGwTT6RvEuVEUV77O59RJwO0Uri+03q1WXmZ7+O1pJe//ZBu+XyDBrF6vrfIlVGyW9TLc9zbvl73Fn5Swaj1SLmVaaMgy3ipH9QflWrLlHy2ywtvMWdlb88IC2eBIawaE69QH9wh9X1H5NlAdXKIpXKHPNzbzAOtsjycJLWFNAb3GW382lB5giL5tRF6tUlBIKV9b85aHd/8TXdfonReJ3VtR8hZYptl4iTAXke8awJk+d4CgiB6XhUl69QmjmD5ZYKM8beNuOtOwQbNwEozZzBn14kC4b4rTnscpEGE+2tM16/QTrsIkwLf3qJ8swZ3KlZDNth+50/IxkcXnx7zTkqi5fwWwuTWs+cLBzR+/QdsnB4INtvXHjtwD+l1F5E2A7ZuE+4vcJo7fpT7UY7doWp5iXQhWIsCPbIH5FkJYTJ1NRFpqdfZn+Rn6ajiTLt+Gc6lzFR3KU6Ibodp8zU1CW6veuk6fhYVaBhWLRaLzIz/QqV8uxEyfL0qFTmabdjknTMYHD3SJmOEBbl8gyLC9+kXJ5BCBOtJXE8IBhvkRyjNNnHYLiC69Yol2cnSpUZ5uZexzAtut3PCMPOiUbb++VD+yWncdxnNFo/thzo8+LO3Zx/80eKP/vzmG983eGFi083pNs2vPaqzT/9PZ//7V+F3F3JabcM/t537+3+CAGOI/jnv+8zHmv+h/9xSJpqLr9gcfaMxR/85z7/0//6BZWz6sJwtXL+CtXLr5ANe6TdHXSeY3g+ztQ0aXeHbNR/NrXrWpOPBgyvvY8/fwadpYyyFJXElJYv4C+cRcYR4fod8mB0EC3+HM/xq4Y8SNn90Q2sqneKpb1f0lxICMxKGXtu5ojn29NAhRHZ1g46Te9bnYE3V8eulYi3Buz98DPc6SrVq/O4cyevFcySQ2m5iVlxGfxylWithzNVpnplDiUVyc6QyoVpdv7TpwQ3d5BhStoP0VIVHiYCai8vMvxog+GH68gwQYYpgw/WCO92QEDl0gxWxaP2yiLJdgXTtRl+tMHo2hZ2zad8aYbG18+y8+cfnXieOs/Jez0Mzz21RCOzVsW4jzRJx/kjfSnundBk8fwUHi0Pwj2/UBju390i29g9CAv4wqE1ea9PcvvOkVTIv4sQD+5psr/vWPjZmJZ44sgAwxQ0l0tUWi55Ir86pIlpOrhutSiRSA7XkVuWR6nUplZfBmA4XGV76z3CcJco6iGEwVypRbW2RK97Ex6TNNGZJN8dkG12cc/PY713g+Q+12mrWcWeb2J4LumdLfLdw5Nn2R8jBwFYJv5LZ55oF9+sVzDrAcG710lXtpGDsKi3qlfItjpPXJpjWA7lxgJutU0Wjxjt3ELJoy9Zkg6RMkVpiVQpcTKgP7jDSYPXvvw+zyOCYJtxsEUuU2zbR8r0YNGT5zHjYJso7pGkwyJpJB1imi6z06/g2IeNtqRMieIevcFtpEwKU0itWF78DqXSNGHcIcsisjxgOF4HrUmzALRCqhzL8mlNXTpk2vhkKNIvgnCbXv8WaRYQJ0Nct0q1soDr1pAqRcmMOO6jVEaWRRMFjI1hWMxMv0y5PPPA/RKYpo2UCWG4y2C0Sp4nWJaH1vJL89x5jofDsBxqZ67i1tuoPCUcdkAY5OEQeV9qhemV8JpzeFOzpKMeUWcTrRTZqF8kAlH4Xcg4IB33ceotSjOXMGz3yDFVnpEFw3v9jV/BLlXx2guoHUkeDouFdbWBXaqjspi4tw3CQCbhJIb16SYIpuVQqczje1OFiXLSJ01GZHmEzBPkJE5XIDAMC9Nycd069doy1erS5Do1QbBDv3/7xOc6TccMh2s0my9gWT6m6RbEwuwbDEtrJPEAqVL2S/Fsu4zvN2nUz+L7bfI8IcsibLuEZR29hw/Dvjm0bZeoVhdYWHiTSnmOOOmTZxFKS0zTxnXrVCsLtFovYNtlChVJUKT7hLuTEsDjEcc9ev3blMszNBrnsO0KpfIMM8Kg5LcIow5ZOkbKDI1CIBCGiWm6WJaHbZdwnSqe36TT+YwgeDay9DDUhGExprSaBu2WQaP+5P4j1arB9LRJuSz45Qcpt2/nLC6YnFk2WZgrFh+OAzMzBq+8ZJMkkCZFLO3SosniglmU4Xz+dcpjQhOu3cFwPEqL56hdfnVSCiOBwnNEJRHZaFCQnYvncBpN7HoLtz2DXalTPncZYZoHkcFp9/HN+DQgx0OGn7xL9fKruDMLWJU6KIVZKqPyjNFnH5ANeug8e6akiTAFpu/Q/u4lDMciXO3Sf38Nb6aGv9jAm61hld2DMoJ8nBBtDojWuqTdkwlVq+LiTldxZ6o4UyWssovhFCV7KpPFoq4XEK50STsBMn7I5F+A6TuUz7Xw5us4Db8oYcgkWT+anE/vsQVChmPiLzSKtloVrLJTXF8qyUYxye6I4E6HfBg9UYLI30VoqUj2ArJhhOkfVv/ZdZ/KhTambyNsExmkjG7sUFpsYHjFM22VHNSk3ENYRd9jVT3sRgktFaZnEa71CVd7yChl6mvLGK6FSnJM3yYbRMQ7I/Igof7yAqZrIywDrWH06RZpL8Cu+dRfWSAbRkUZjIC0FxFt9Av/jgmMUgmrXsMslU7FyFSGE5XJ/QtbIbCbZYRlkHYCwpUOKs3xFqfwTiJNJs+/N18/9Bmr7GJWC8WJDFOGH29gujb+0hRZLyTthagkJxvFpHtj8lFMsjMk2Roc3G9nqow3X0dnErtewqq4xftuFyU6yfaQ8E4H07epvbyINfdwhafOcvJuD6vVwvBPxwDdqFYKzxzDKPzjpIYv4b2055roLCe59eWmIKlxQN7rkQ8GvxKGtAcQBobjYJTLmOUKhusibHtSbmodpDdpKYtUyrxIoVRhgAzGqCR5quu58Td7BL1nV6K0de30fAO/ACNYC9P0yGVKnkeHdudct06lOleoG8ZbDAcrDAZFVG0+XKVcnkbNvo7vN594EZ13BiS3NvD/ybew2nWMkosKChMie66FPd9GjaNC/dE/ZgdQa8jyQqL4JHXRQiDHMaMfvY++bxKRbT25akIIA8er0Vx+FbfSZLy3wnjvLsicz8vkCwRaKwajVcbBdkFcAElyeOIjZYoQBkIYeG6jqB2zfJTKJp4hhzvgOO4zGm+QJJP4RbmNZbmcEQaeN4VjV8mycNJu4Svie1MH5QEajeNUDjxGnhRaK8bjTUbjzQPPgnGwSRz3qVWXcZwqcdInkwVRInIT03Kx7TKGYR74uFhWEWt5f2WdEAaj8SbD8cYB+Zc+DkttGkXn47sYrlN45ezvgux3QGmGCqIioelzmgQ+EYTAqJQKjxTXKSY9R0pLDkMNR+T9UeE4+GBzvodR8gqzN9sEYUz8B3J0nCKDEP0Fxnebjkf94mvE3S2Gdz8h3J5EYQvjSL2uYVqYbon+9fcIdlYKpYcw7ik+lCLp75IFQ4RhUF1+8dhjyiQi7m6R9HbQWk2UJxfxmnOkoy55eK822nQ98jige+1nRW0yTB67p7s/hSLKp15fxnXrKFUoqpJkRJaNyfMiTrfwJCnIjFKpjWX5CCHQWhJFXfqDOwwGd08kTbIsYDhcIQh2MA0H2y7hOBXm5r5OtbpEGO6Q5dHEs8rHcxtUKvMYhkEUdRkOVzBNh2p16YlJEylTev1bhddIaZp260XqtTNEUZckHaFUhmX5lPwWnjc18U4pyNnRaI2dnQ+I44cbg0mZEoy32Nh4ByEMqrUlHLtMtbJAtTJPnsckyZA8jyapLsbEK6qMbZcm/WLxfI1HG6dWG/7EOOExMgoLhAPUqgLXEQyHikFfkaYwHmtu3c75xhtFH+84gum2Sa1WeKFk2b2+P441d1ckeQ6mdfS4QogilvuE+6CVQkYBWb9TJMtojYwjsn4HGQdoNDKJSAedgzSPrL9HcOcaOs8on72E05oBIVBJTNrvFH8XrRGWhdOcpjR/BqvWQFg22aiP4XqUz19B5Rn5aEg+GqKylHh7g2zYQ2WHlUsyCom31sjHQ3SeIeOQYOUmwnEpL1/Em1lAmDbZsEO4fofxrWuodGIsrSQqjoi318nGw1Pt/4RpYNU8Fn7/Ney6T/fnd0k7AY2vLdN4bYnyhXYh+XcsVC5JeyGjT7fovn2bwccbpJ2j6iDTd6hcmKbxxjKVSzMFOVEviA4NhUfbMCbe7NN/d5X+L9cIVjqo+JixS4DTKFG+0Kb11kVqV+fwZmoI20TFGfHumNFn2/R/fher7D5s6AFRLMhLS1NMff0Mtavz+EtTWBUXYRqoJCfthQR39uj+9Dajz7aJt0cnejj8OkAFIdn6NjKIUOHJRuZPCmGbeLNVmm+eRUmFMfl7CVNQuzpX3O9UUjnfJt4egiGwKi69d1exKy52owQKnFYJu+YXiR+3dml9+zyGbRKu97FKDtHWkDxMUZmkfLZ1sOg3PBudZgyvSbzZGgu/9zL9DzdQWZH+YdgDkr0R8j7ez5pqYDYap6aQKJQm20V6330wnKJ9leYH/9b7foeqMKYs0ksEhmMVxtGmwPAd7KqPMASGZaLRJNtD0r0x2SBi9z9do/HGGapX5pBRVhCc672iP9UTY9X9PlSAXfOpXJ6lcmmGZGeIO1sDBPkwxnRtVJqjUlmU06Y5GMXf9WHQMkf2BqeqgDA8D6NcxnAdVJzg1Wyc0rP3gwu7MXlybw5jlL2JX4v5UH/KZ42810N2e1/sXP8kmCaG62KWShh+GataxWo2saZamJUyhuth2E7hEWQYaKXQWYpKU1SSoMKCAMq6HeRoiAxDVBSi4vjIe3MSPv7BFtd//Oz8jp7UMPhheOZPrRAGhumQxt0jcmZ/oiIBwbB/l2B8rzZda0WeJ+RZiONWC1PRJ0C2NyC+sV6wwott7Lkmyc2CXbQXWtjtGsnNDfJBcK+zOwXI3oh0beep6kEfhGl7eLVpqtPn2bn1U/obnyCz0xsUNZokGZDLk9u0TId69Qzt1otUK/OYpothmBjCxLZKkw783iwnl/EhjxOtFVKmZFmIZTqTBZLAMl3azStMNS5SKc8UZrCThdxxC9rHviZdKGEevCalFVorTMNBUKhsPLfB7PRr1KpLuF4dQ1gFUWWX6PWPN1NLs9Gh63scGCUf5/wy3pWzOMsLWDNNjGoZBOg0Qw4Dss1d4l9+SvLZHfK93qMbPQ0IgXBt/Neu4L18CefsAmatWpA6xsn3f/xX7zD6i5+Qbz+wM2sInHOL+C9fwr187iDVR+eFG39yY4XovU9Jbtz9woyvhGXhTs0yWvmUaHf13i+0OrJukWlM3Nshi0b3iJKnUBBZpSrV5ctUFy+htcawHEzbJZB3EQ+Yn6bDLnF3Ey3vG1w+z3pK62JQO6jzNHCcKo5Tmfz6cOP3v79K5aTpmLW1H9PpXn9oOYlSOVHUY339b2HhWzSbLxyYetfry9RqSxwmHIvjBOE2O7sfsrPzPq3WlcLA2p96okvM85jd3Y8BTbP5Agvz38RxKjhO5d71iYIYvndtGb3eTTbWf8p4vPVYhrVZHtLr3yLLY+ZmX2dm5lUcpwoUxPHxRP4DSSlaFt4v6suboB0bGe0ILPvBd1wfeva0Lvj5+78vBPT6irffTvhf/vfg0FeVhiwD1z3adxhmkbpy0uavSmOCu9cJV24W5uVKEW3cIdpcmTSuiLfWiLcP7xCm3T3SfofBRz+/j5DRB+9BsVhI6L//NoMP3jmBtJl8drJDtvEn/7ogXB6Qg4drt4g27x76LFoxvvExwa1PCoJ1cuOK79/rO1SaEG2tsv7//cvD3z9lmGWXyqUZFv+zrzH15lmcZmEOmXYDzLKLXfMon21RWp7CX5rCniqx8f/+8kg7pbNNZv7Ri8z945cRhkArTR6mxc53LnHqPv5coWRpvL7M5p9+wOa//5Dg1lG1jjAN6q8vs/wHX6d8ro3hmEVbnSKxwputUjrbpP3WRcY3dw4WpMeRJ8Iyaby6yNJ/+XUql2YwXZs8yki7Y1QmsWsepeUpyudbNN5YZvvPPmbzTz4g3hn+2lbPJtdXSCbRvqeRPrMPt1nGm6sjTMHWn36MjFKql2eY/92XycO0IKS2hpTPNhl+soXhWbS+eQ4hQCY58bUd1v/4fUpLUzS+tszUG0uMb+1i1/yirOVvbpJ0AlB6EmWqWft3hbegN1OldmUOf6nwRjEcE7vhM7q5y/CTTfJxcu9798Fqt7CaTzaePAwqioo0mQcWf/kwRhgCu1EoMayKh+k7k5SXfLIzbyJMA6dVxvRtVJyT7gyJNvoM3luh9/M7B+1pVXSg4UqHaL1L6Vyb2suL1F5dQiYZWS9EK12YxO7PzQxB6VwLs+QwvrnL7g8+Yeqb5yktNxGGINkd4c3WsOs+whSF8ifX5I/yWMol+WB4umUjQmB4HmajgdrZZfkbbeZfaZ5e+yfgg393h97KvXmMCiIwTax6mbz35cUOZ3sd8s4XNM9/BMxyBe/MWcovvYK7fAarXp+ouSbzp0Oee/fjvvnCZLyV4xHp5gbBJx8R375F1u081gZBNMiIhs+wTOkU+/5nTproSdKKEAaCezMmwzAplVqUK7NoLRmNNibpDYe/q7WcKB2ebBGt04y8OyRd3Sn8S5amSW5tYvgu9uwUwrUJf/rJqTLz+8dVp7STLvOEoLvK3Xf/mCToksWnXC/+gJnjcZiZeY1aZRHQrG78uEiUMBzK5VmWF779uAe675/g2GUWF34D350iTYfc7nyElBmOXaZRP8fszGuf67LUcRGQD6BWWWRm+lUcu0xvcItwaw+tFK5bZ27mdU7a7ioWpI/f0ZrNBt5LF6n+9rcLRYfvPrxpoQAAIABJREFUgiHQSTpJXjCxWg3MWgVnrk20NMf4Rz8n3+k+WxbaNLBn21R++9u45xcxKmV0lpPeLer+jEoJe7qJ8AvndTkYkdxeQ41DkpsrqPA+I0dDYLYalL/zBt6ls1izLQzfQycZKowQponVniqiAJdmia/dZvzDnyGH42fM9hedfqGqOjrBOgKtUTL7XKVWpleiPHeO0vQyex//LTKJcGstyrNn7ylJ7j+kkocJk8+JJB2yvvE2QbhDpTKH503hOtVJCY2DYZgIYRSTO5UjZTJJf+oQBNsMh+uE4c5j+W8olTMcrqGUZDhao147g1+apFZNSG6pMrIsII76BME2/cFdxuMN0jQgDPfI8yfrf7WWB8ldWRaSpmOCYIdG/Szl8iye18A0XdAgVUqSjAjDPfqDO4yGawTh7hOlXO1HEG9s/mzitbVIqTQziTCuFIli+8lbKifPY9JsTJIMJ/d0p/Azyb6c6Pos14zHCt8X1KoCzxXEieaFFyyWFk32H71uTxHHmnbbYLpt0O8r6nWDq1dtfK/oC+NYs7ZWfKE9bTI7a7K6KtG6KN1xXUGea6JYI6WmXheUywaWJZmqG3z9azbl8kPGca0P/220hof9f/HDYvHEI95ZpR79mf0WT3ofJ4q5oz9Xk9N6xHN10vdPEVbJobQ0hdMoMb6+zeafvM/41h4qlQjLwF+oM/X6Ms3fOEf5XIv6Kwt0fnKr8E64T40RrfcZfriBVXIJ13tEa32yfojKivmCVXKovjBL+3sv4C/UqV2dJ94aHkua1F9dpPnmGfylKVQu2fnLa/TfWyXZHaF1UQZUvtCm/dZFyufb2HW/WBQfg+Y3ztD+3guUzrbIxwnb//FTBh+sFykjWmO4Nv5ig+abZ6lenqX57fNorVn9v36OjNIjRNivBbR+JuOoVXXx5+tULkwz/7svIZMM07NJeyGYApXmBwqRPEqLxcRknp4HKdkoQqU5yd4YgcauFQSDlopsnJB2g4NnTphFmUnr2+cRRlFu5rbKyCgrdre1RuWKtBeQj5IT42ELpckpJQlqjU4S8l7/8NitNPFmn9LZJrWXFlj8r76JEAJ3uopKJdFaj8rFGeqvLxdpOEJgVf2iTGalQ/niDJXLs5TOtQFNtNYjXO2C0rS++wJQ+J8YjkX/53fJRzEyLohB03dovnURd7ZGcGuPbBhTtkwqr81ilWysqo9hmaS9gPH1beyGT+XFOfwzTUzPJtkZMb758Bh2rRQqCo+drzwt9qOHjXIZYXSYf3mKF//x4qm1fxJu/WjzEGli1iu4l5YovXoBdV9/oJKUwfd/iuydXhnHw5B3OuS9L5E0MU2sWp3yiy/hnT2H1Z7GqtUwfL9Ig3uKTWuhNaJWw3AcrGaL8tVXSNZWCD75iKyz92gS7ivSNT9z0kSpjDyPsEwX0/IwDAulJKXSNKXSDKbpEga7RFGH/IEd/P2SjUIT8YR3VGlUEBPfWMe7uICz0Ea4NvZCC2uqhk4yomurBcFxitBKH+1shIHl+PjVaZxSA9N2CxlxnpKGA8L+JjKLJzJvgWHa1GYu4vj1yYChSKMB+pGpDRMN3/5hhXgoIXLcdx44cRq1M9h2iW73Or3eLbI8xHGqmKaLOmbxYRo21qGSnYl3gumgVI5SEsvyaE29QBR3GY036fZuImVKuTRNyW8/4nwfA/ph1wQIge+3aNTP0uvfYjBcYTTeBK2p1ZYeqrx50udQS4mWEmGb5Dsd5GCEHI6L505KhOtiteq4l85gzbbxNcjugGD4Hmr87CbYZqOGe+kspTeugmmSrW0Rf3KTvFvUWBrlEvb8NP4bV7EaNeQ4JLl2m3Rjh3xzFxXdu0dmawr/lUuU33wVo1ZG9kfEn9xCdgfoLEfYJma1gn12AWu2Tanso9OM8J0PyPf6z7BUR4OS5NEY0/WxK3Wy8aQsY59Fv48g0VAMop/jdAzbxS7VMB2fcGcVGYdFKs2CBeK4vkY/xjv6+JAyZTzeIs8TxuMtXLeGY5cwLRfTsBGGCRQlU0rnSJlNyncGRbJZ1HkC0kgflOkkyYAw3MN169iTfh7uxYgXxrIdoqggSoQwCINddnY/IAh3kDIlOYGoUSojjPbY3v4lvX6VNBmSpiPyPCbPI5JkSBz3KJdmqZcXmSov0wnuEGdDsjQgjnuMx1sk6eipYsGlTAiCbeK4Rxh18P0mjlPcV8MsFHLF2j1H5ilZXpA5xT3tIWX8yHuqVH5gZus4FZSSDAYrpOnnS1qTEkZjzc1bOXNzJn/wX/gMR5rlJQvHFkR58eyFoWZlVXLrjuTv/5bHS1dVERNcNdj3683zQmXyzs9TWk2Df/K7Pp09iQaGI8X6uuT6jZwk0WzvSNbWJL/9Wy4vX7XwPIHvn6w0eY7TgWGbaKmQUUbvFyt0f3aHePNeOWB4p0Q+KNI4/KXCg6F0Zoo8TJH3kSb5KGbw8SbpICLeHpLsjA55RwjLINkdY7gWs//4JbyFOuXzraMnJIqUkeqL8whDMHh/nc6Pb9J/f+2AGBGWQbTRB6WZ/2evYvr2UdLEEJieTf21JeqvLCBMg87bt9n9q88YfbZ979wMQXB7l6wbYJVdSstNGl9bpv/uKuObO+SjX48koy8CxVxWFSTHKCEbRuhcIcOU6ouz936vNDpXhzYlhCEOPEX2lRH73jJaa3Qmi7KRCayKi7/YwF+oE2+PkFGK1iUwOKiS1lKhkvxEwgSKuOH7U1o+D1SaIsMIFUdHyDYZpoR3OoVa1zJAacySg+k75MOI8WfbuBOSUUYpSScg7YzJ+hGjTzZw2lXMiSdMHiToTKKVJusX/X3WD1FpTnh3DxkkRTlcL2Tw/iqm5xRESpIVx7qxUxBY45i0GxafHUSknTHBzV1kkCIcC2EIgpu7RGuPsApQEhVFT+y/+CgI28Ysl8AQDLcieitjKm2PqbMVLNckTyTxMCOLclRWqGWFIbBcE7di41aLaxjvxESDFCV18Yg9jId/wDclXd+dqF6c4jmazL10mp+qSuvE89GFokr2B8jhF0PQPAizUsGZnce7cJHSpRewZ+YwT8O7RgiEZWNWbMxKFbvVxmo2McsVots3SNbXyfufgygSYFqCqcUS9VmPcsvFrViYlgFoZKZJxhmjTspgM2KwFSGz019bPHPSJM8TkriPW1umVGpTKs+Q5zHN1mXKlVlkntDr3iBJRkcmlqZpY9keSuVPtfurkpTo07t4lxaxZ5tYzSre5SWMkku2NyRd3T31juE4CGHg+DXqcy9QaZ/FcssIBEpmhIMthGEy7qwgs2IxYVou9bnLVKfPY7klLNvnZvx/kowfHoul0Qf3yjQsTNOd7OTue3M82QNUlKqUkSpjFGyR5REgcOwyJb+JcYzviG2XcN06hmGjdUGQuE4N03TI84g8jwpzYKfGYLhCGO1OlEgmrlPDdU9pl+Bh14WBZRWGjUWCT0FIWZaP77WwrdITl+CcBDUYkd5cIXj7l2SrW6TrO8jOfUSBaWJNN6n+znfwX7uC2W7gv36F6L1PUOPTjaa+H9ZMC/fF85iNGunKBuHPP2L8V+/ckysaArNRw5yqYVxx0Lkk741Ib64djt4zDJyzC5R+43XshWnStW3Cdz5g/KNfoIYT+aMQCN+l/OarlN96HefcEtV/+BbZ5i5qHB0iYE4bKs+IdlexJgqQcKco0dFaobIU+STqLSGwvDKWV8LyKwjDwC7VyEqjwuMgjQpVi8zRMsP2q1i2i1NrYlfqyPTZXedhaOK4S/wU6VNPAylTwnB3krbzeNCTdJ+NjXceq/3RaJ3R6Kj7udaqSMHq3WQ83ECWB9SbFdY2f8QoefiO2pOiIKQ2HzvF7Unb7nQ+pdP59NEffgTu7+WVKgiRH/xlzPd+0+Wf/p7HaKT58OOM23dzxOQzeQ6ffJrxZ9+P+Wf/1MN6TbC+Kbl1O6dRE4zGxSQ2TeGP/yTit/6ex2++5eC5DsKAGzdyfpjE3LwFSQI3b+X84C8TfvMtB8Nw2NiUXPssx7QEw9FXZEvpK4p8FNN95w79X64dIkwA0m5I//01ptd6OM0yZsnBX2oS3O4gg8OEQrTWK8xZj4HOFdFmn85PbtL+zkX8xQb2VPnwhwyB4VpULkzjLzTIBiG7P7zO6Pr2IVJE54porcf2n39C881zuM3KkeMZlok3U6VyYRp3ukq0OWD7Lz5hfHO3SBbZh9KkewG7P7pB9cocTrOMN1tj6s2zJJ3xV5c0EWCYBqVpH8uzkIlkvBU8Wj35GO0Ky8QqO5glF9O3ses+Ms6RUUa8NSTaGDD4cJ1kd1ykmCQ5/mLjoc2avo3T8HGnq/gLdbSGZG9CiuujGxNW2cFtl9FSEa52kUmO4VhY5fs24B61uWAYmJUKRul0zEtVGKGC4MTFdHBrl+BWMeZZVZemEFRemEFLdaj05kEMPzrZhHT7P3x44u9kmLL7g6Pjw6C3wuC9lWO/M/pkk9EnTzZeaaVQYfRQcuppYNgWRqkEwuDOT7ZJxxnn3prFqxd/49FOQaSE3YQszA/KkfyaQ3W+xNRSmcqMT389YPfGgNFWVCgiHkKajDsP9Gkf3yG5uYHwnCJOOkzQSmE4Nir+AkrGtUZnGXIcFMTUFwzD93GXz1B55XXKr7xW+JQ8I781w3Fw5+Zxpmewp6cZ//JdwmufIoMnTxEUpsCrWDTmfS6+1Wb5tQazl2rU5jwspyBN0kgy2onZ+mzEyrs9bv+sQ389IonkqZqBP3PSJE2G9Hu3KVfmmZ55hUp1niQZUK+fw3GrBOMttrc/IE0Os277yQ6m6ZAkw2MTYx4FnWTEn62R98dYjQr+5TP4L55FJSnpyvYXQphMzqQotelvEg62iUd7aK2oz71AtX2eucvfZeW9PybKYrSSZPGYtQ++j1+bpjZ7ibnL332soyglSZLCCNF169QqCwxGaxN1T34kkvORZ63lQUJM2Z9mPNrEcko06mdpt64eMYEFKJWmmZIJw9EaSToq0iuaV8jymCDcJU4G+N4UeR7hOFU8d4og3MVzGzSnLtKon3uic3waFCVjGUpJyqUZxuMtlMwol2eZab9EyW8xOCXSBCDf6zP6i7+Fierk0OAvJbI3IPjJu9izLbyXLmLNNHnWMRRmvYI92wJDkN7dIFvfPlzfqTQqSkhvrWLPNDF8F2dpluT6HbivzzMqJZzlObxLZ8AwCN/5gODt91GD0b3r1BodJQRv/xKj7GNO1bGmm3hXLyAHI9L9euxnAJlE7H30ExoXX2Pq8tdpvfRtEIJ4b5PR2mcM73782G0ZtkvrpW/jTc3h1FtYfoX2a3+PuLdNuLNC//ovSMd9ksEepdmzLHznn6NlNjGG3T7VMpzneI4T8cD8IM/hr/464W/fTrEsMfEe0Qf2HlFcfGF7R/Hn/zHmr3+cIAApNbkE27r3GYD1Dcm/+aOQP/7T6KCNPNckiSaZDDErq5L/4w9D/uj/iUBM2srAsiGJn5MmzxJ5kNJ/b4W0f/wYppUm3RshwwTDMiYmqk8+cVapJO1HKKkKgsQ0itQTqUAXqhd/ro5d9zFsExlnDK9tkfaPLhZ0rshGMdFG/96C/L7HxPQsqldmD0p3otUeyc4IlZwwL9Sa0bUtyufb1F9ZoP5yUYYU8avhI/CkMG0Dv+Xz1n/3TaZfbtO93uMH//0PScefzwfAsE28mRrT37tE441lDNvEKruMr+8w+HiDcL1H9fIMc7/zEsIyyEcJoxs72HWfbPiQRZ8QlM+1OPtfv4nT8Om9v07v3dUTP54NYpLdMTO/dRm3VTkg1eRJf98jF2JglksYJQ9hn05SlYqiL2Vh+6VDaVSanrrfx77SRBiCeJhiWILFN1oMtyOu/dkqN3+0RdTPDvxtNJMCa0NgeSZTyxXe/BcvMLVcxjQNPv3+GvFEcXISsvjwGs+slfFfPIv/6gXy7pDgZ5+iRhHuxQWiD2+ful3Dg9BSkvf7qPiLC0O4H+WXX6Xy2tfwzp1H2A9PUTo1mCbehUsIx0V4PsOf/OiJr92v2Zz/Zovv/rcXaMz7eBULw9o3lwcQuCUL+0yZ+nyJc19v8tI/nOWH//Mt1j/sE/ZPzy/lmZMmSTKi37tFY+oi5coslep8kdZglwjDPTp714jC3aMmsZPkA601UdR94tp3oHj5w4RsYw+z5OG/dBb33BzRR3dI7m49/LumgbAshF2YORm2ifBsRGgeknU9DrRSZPGYcadgg2UaodGYHRfHr9Fcfg3jEAGhkVlElgSo/PFfLq0luYzZ61yjUplnaeFbzMk3yGVCr3eT3c7jLxD3sde9xlT9PO32Ver1s5Nyq5i97qcszH7jSGnBaLxBGO0xP/v1Sfymi1KS9c23CSd+AlkesbnzHtXKAvNzX6fdulpE/+Yh/cFtplsvHbTnOFXaU5fx/Ra+P4XvNXGcMksLbxVkTBaw1/30iB/OI+4U42CLvc6nlEuznD3zW0iZIGXGYLSCabmPXf/+WFAKHZ9MWOk8R+71io7UMA4ivvbjvZ4FhGHAxGFeJxn6mCQctEYlGTpXGKaJ8Jx7JmQT2LNtrHYTBOR7PbLNXWT/mHQIrdFJSraxQ7q6iTXXxj6zgHVj9ZmSJlpJ0nGPwe0PCbZXMMzimvMkvFeqA0R7G+ThCJUlJ6pPdJ4xvPsJwdYdDNvFsB1kEiHTmDza30VThDsr5EmAYTnFPcxTVJYCmnRUHFPJnOGd4n3M42enKPqyYQqbmjdL3VvANj2EMEjygFG8TT/eQOkcy3Ap21NMlZaxTQ+lJamM2AtuE2fFTrlterTLF3AsH6VyHLOEEAZB2mMvuE0mi8mtAAxhMlN5gVb5HLZRlELujG8QJB1yVbyHjlmi6s1S9+YxRFECGaRdOsFdchWj0YUizXBolc9TchoTE2nBONljEG8SpJ17bbnT1P3Fg7bCrE8nuE0mEzQKxyzTLp8nlQG26ePbdUxhEWR9RvEWo+TzO8dPTRmUfEF/oI5sjsZx4UnyMLWhUgU5Ej2C1JByP+r45M9JCUGgCYLnBMkXDZXlxFtDVHKyN4tMJEoqhGFgWMdr3IVlFMax59q4s7UidrjiYrhWMR7Y5kQhULm343vfrqVhm4WaZRItnI+SohThJP8NpUj7IXmYHpQuHJyLbeLO1DA9GxmmBWGS5Sc/zhqS3THZMMJwLPyFBqb37NM6nhmEQJgCt+5SavuEu+GRsfhpsO8T0nnnDqPrO2AI8iAhH8Yk3QA07PzV9eLvYQp0VpR+hKtd8iBFhgkbf/Ih8dYAYZmkg5Bkb8z4dhFxu0+eJXvjQmmiNJv//iOy0eH5vIwzgrtdVv/tu8W8fVKuoqUi2R0hDIM7//KnJLvH71ILy8KcmioWZqe0c66i+LFVsDLKGH6wRnhn71DZ0VcSWhcd+CnPPYVtYZQLpcnMiw0W32jj+Ca/+Ndr3P7JDoP1EJUff0wxzshjyXt/eIs3/8UlmuernHlzms/+4zpp8PibUf6LZzGbNeLPVnEvLBQegwjci4vEN9bgGZMm5Dl5t49+lBnvKcMolfDOnKP88qu4C0sYzvGJhTIIyIcD8l4XGQRFCk6SFOmX+8+EIRCGhbAsDNfFKJUwy2WsxhRWrY5Zvk9xKCZ2/LaNMztHWeaoMCC6eR05erzyJMs1uPzdaV7//UVmLlQIBykrvxzRuRsQ9lLyVCGEwPZMSlMO0xfKTC2WmLtS49v/zTl+9n+vcOPHe0cItKfFMx9FinrwHXZ3PiBNhrh+A0OYZKNNhoMVet0bxxIitlPGECZhuMdwsPpYxoTHQinStV3suRbeC0uY1RJ5Z0i6cfwi22rXsedb2NMNhG3hnp3DalaLiNHvvIoch8jemHRth7wzfMzkncJZ2LQcbL+GZfuFtN+tYHtVLKc08Rr4/FAqp9O7TpZHVMqzGIaNktkh/xEpU0bBJtt7H5Jl4UM9FfqDOygtqVWXsCyv8EoItgmjXYQwCaM9mJQFdXrXSZIhSTqmUTuD42iyLCSKO3S6n5GkxQIoz2P2Op8iZVL42hg2eR4xHK4W0ZIye+DvXUz2syxGym2CYGdyPfrQR5K4z87eR4zDbfL8cKcUBNvsmTZx0pskf3TY7XyCVCmOXTlI3en2bpJlRVTqwT2VOWG0x+b2uyRJn4ctPI6FEAjLxGzUJvG+XhHvaxoFSWKaCMfGataLAd8weNbF/yotTFrRYFTLx0taTQOzXkG4RXmOCuMjkk2z1cCsV9CZJN/pokbBsVHE+8i7A/Lt4t2zZ1qY9aNS7NOGzjPi7hZ0TyZK83B4KAr42HaUJNo7WiLyILJgQBYMHnFSqjinX3PUvDnq3jy+XSNX6T1PoMnEVmBQshvMVC8hRBHBaAqbilkim3gLJfkI03Bolc9hGS6DeBOEwLHKGIZFphK64d1JswXR4Zg+qQRDWPh2jbq3gFL5pGRHUPfmqbjtA3Nyy/SouNNoreiEd8lVgm36NEvLVN0ZDMNEqfy+896fmAtq3ixVd+ZQW2XROmgrkxGW4VD35pE6Q+m8SPM6uEtPN8mvVQVLSybLyxZoeOWlYqH58SfZczXH32HsqzbUQ2J2iwQfJp4RRyXudt2ndLZJ9cpcURLTrhSL4Ps+W8SpmvfSbh5sZBJBKywDnRfeDjpXJw6fWhclCCrNj5ImpoFd9RC2gUok2Sh+ZGlKHiSoJC++W/cw7K8wafKsoDR5kDK+cTJpO775cEI3G9wr/0h2Hr0QGn5ydNzTUpENIvrvnbyB0v3Z3RN/JywTqzmF4Z7e7rlKEnTyeItbnSvizQFsPmLc/6pAPjwg4qlgWgi32MSYfqHOzOU6aZCz8X6H/ur4RMIECuu5eJSx9u4eV35nkeU3pzn7rRlu/2Sb+AlSV6x2HbQmvrGGd3Gx2BB3LKxGtdiofMbQUiIHpxvn/CgI28ZuT1N94xu4S8uYlfvm3FqjkoR8OCDrdsi7XbJeYVIrwwAVTkgTOQks0HpC4FoI08LwXAy/hFkuYTWmsKeaWFPNws+kVsNwvYM5k1kq4S4swhvfIB8OikjiR9wHwxTMXKxw4TdazF+pMtiMuPn2HhsfD+jcDQvSJFNF/LZnUm44TF+osPRag7NvTLH8eoPd22O6qyHb10/HQ+YLGUXyPGZj/R36/dv4fgvTdAiDPeK4R54fL3/TWhUKExnT2btGEj99Z5Su7eIsz+C/fI58t0+6sYvsHr9AcpZnqHznFcqvXTz0c2POpfFPvgVAcneL4Q9+gRxHh0gTOYpACPQDkkJhmLilOo35F6m0zuCU6oWBoGFiOf5TpQM9DONgi3Fw8oIsyyP2Op+y9xj183HSJ97ts7P7wZHfDe/zGFAq4+7qDw/+v9e/cWKbWkvCaG9CuBxFp/vZwX+n6YiN7V888jwBRsEmo9vH1292ep/R6X126GeD4V0Gw6MD8Wh8eGGcy5j+4A79wZ3HOo9DMAwM38WcquO9eB7nzDzWdBOjWkG4dqFm2o+ncx+Qle5b0TwDqMGYfGsPfeks9uIM9vIs6d31AxNjYRqYU3Wcs4sF0bjXI1vbRqeHn22zWiQCaSmRveGR3x85bhghR4WSw6yVMUrHxbY+x68LpiuXMA2LTnCb3eB2kYaGQAgDpSWW4VJx20yXL/Hxzp8zjLdxTJ/pykWmSktordjNi8HOtcpkMmJn9BlB2mWqtMSUv0S7dI5hvInSEkOYWKbHMN5mL7gNAqbLF6m6M6ROwCjZxRQWrfI5NIrV3rvkKqPqTtPwF5mrXWWY7JCrBN+usdx4g05wm+3RbYbJNsAkLacQD5vColk6iyks7vZ+Rq4yKm6LKX+JudpVRsnOgQoGoOQ06AR3WB98MCF+n77fb7cMvvsdl9/9Ha8wYx0q/ubHKW//NCWMnpMmf1ehNYXK5Gn9LgRULk0z+zsvMf3dSwAHhrDxxoBsGBcEiJSYnsPc772M6R4lv8W+SaYQB2ahjxrQdH406nnSWKH6FQZa58W861FhaBMT033fDrEv5X7+avzaQZgWVnMK4ZxiyYFSYFmY9drptfkVgLAKRchpkwiFqs0uzKHnfMotl8FGSDLKHkqYHEBDFkmifophCNoXa1jOk52jzvKJiZeceC45KCEOSgqfNbRUqCA4Xtn9jGBWq0Wk8CuvHmzO7xNiOklId7aIrl9n/OEvybqdxyYKj4NwHOxmi/Irr1N64TLO7CzCLeb4QghMv0Tp8otEN2+QD/rknYdXCJi2wcVvt5m9UiMJJR9+f5Nf/Ls1+hvH8wa7wJ2fd1n7oE8yynj99xdZfLnO3u3xV4s0KaCJwm5BfggDPUlSOQmj4TpBsIMQBjJPil2+p0S21WXwZ+8w+psPQSnk8GTzx+iTuyR3t+n90V+ffCVZXhhY3m8cpDSdf/UXxX9GySHzKNutMP/i38f2yoSDbTav/TUyi3H8Ko2Fq8xe+s5TX9tz/GrDajfwXnmByj/4FmalhDAMVJKS7/VQQVyU5OQSBHhXL2LPnUJ60GMg29wh/vAG3quXsaabVL73Js7yPNnGDkiF2ahin5nHObuAjjPSOxvEH984UvMpLAtMk/04zUdFPR+4TkJRHvSMy5Ce48uEoOQ0iNIe3XD1ILlGcy9a1rUqWIZLkHVJ8xClc1IZ0QlWaJXP4dn3khBylRBlQ8Ksh0aR5gG5TCg7rQPlh9KSNA+L9mSIadiEWZ+aN4tl2BjCxLdr+FaVstum7DTRWmMaFiAO1C0AlulSddvc7r7NOL03uO+fuyFMPLuKb9WoebP4Tr2IPTUsDIyDUqD7MU46BGnvPuXf0z/3q+uSP/y3Ef/h+8U5F2UzijDUv5bJqs/x7CFMgVlymP1HL9F88xwqlfTeW2X3P11jfHMXOUmZ0LowaXTbVdrfu4TbOkqaaK2LUgWlEUahtnwUSVioL4/5jNLIuBhfhCEKdcsj+EZhF5sRaFC5RKkvZmH0HF8CTBMPB8amAAAgAElEQVSzWj01PxMA79IFnKUF9O/89qm1+ZWBaWLWTieF6ABCgGkiEFiOie1ZGObDjVyPg1YaYYDtm4gnFGSrIMZenKb2D76BvdCmbFvk3RH53uAxqwY+J5RCBuEXc6wJ3KUzlK++Ag9WM0jJ6L1fEHz8IenGWqH8+Jw+nzrLyPZ2Gf7tj4jv3qb80svU3vzWgRXAPkovvUw+GjF+BGliWIK5KzUqTYedm2N+/m9XGXcfbdi7dzfgvT9Z5+K329TnfNrnTk/R/oXqFbWWyMf8oyiVHfE5eerj5hI5DB5Klhx8Nk6RccrTPDp553j1imm7VNpnCHrrBJ1VosEWSuYYpnX6Erjn+JWBcGy8qxcpf/trOAszZOvbJDdWSG+vIUchOs3QeSF5E7aNNd38wkgTFcYkd9cZ/ukPKX/njcKE9upFnKW5ycS0KBFK76yT3Fgh/vgmKoiOkBtaynsJOeZjKKYmA2dxEhNvoOfvwK8tjEnJTa6OH+iEKEgzpfIDHyGtFblKEJiHy+S0RKp7pYZFiYueECaTWEs0UmdIlR20p1R+6DNCmCgU42SXrdE99ZlGIVVKJkOKAhwDw7AnxzyOtBcYwkIhGad7bA4/faCtjCQ/PObkKkGe0riWZdDrKXpfTW/L5/gVhOHZRRzxYgOr4hKu9dj+/scMP90iG4SHSAfDs3GmHlJukyuyYYTKZSGBr7gYtnGi2kOIInrWdI9OS1UuSbtjZJJjlRycqVJBsDwETt3HKhWlpWknONnj5auGiTXR81HzHoRhFOoI6/SWNIbnYXjPlbCnBWEYBYkpIE+K8p9K26cy4zPajsiih6+6hCnw6w6VtoftWYx2Ip40VDW+Xsy9rXYdDIEchWQ7PfLt7jM3gYVJMlEQfmGhAGa5UiTYzM0VP5jMz1UYEHzyEcHHH5CsraLCU/LVm2yeyvGYZG21WNuYJqWrr2BVqwfHd2ZmcWbnMErlybFP8LIxBNXp4h0c7caMdhLUY+wIZbFktJMw3EuYvehQbp6eAu15keczRyFFt2wPladkyRilcgzLwatO41W/mEXyc3zBEAKzXsW9sIx7YRk0RB/dIHznA9I764clyIaBWS0/0+jdI1AKNQ5J727gv34FFZaRwzFqFBSy5jRFjQLStW2SmyuFD8kx5IaK4qIcbTJpeZBRfhDCdTC8woRKx8mRUrbn+PWCVCkCA9cqTwiE4hkSiILgUGlRpmO6GKJQexiGhWdXURPyYx9a63ueKCdAa/2IeHqNVEW7mYzYC25NCJ2i3KaQ/++TMoWxtmP6WIZHrvbfT3FwLKlSpMrJZFwYv6rk2LbuP7/ny53n+FWF4Vh4c3VM30bLwiR08OH6oYjgfZi+jT9fx7CPl8jrXJLujpFRWviblF2cdpGMIqMH+v1JCY3TLGOW3Ukpzz2oVBKudJFBgtuu4M3Vscou+fCoz9Z+e/5iA6dZRiY54Urn6DG/otBaF7vtgN/yKLV83LqL5ZqFL0wqSccp462QdJyisoevLA3LwG96+E0Pp+JgukUpk8oVWZiTDBKCnZA8zo/4yNhlm5mX2+RJTrgXkwwT6mdqONXCBD0ZpgxWhshU4lQc6meq2KXCIDYZJgxWR2Rh9vkjQc0iPUc849TB5/gcMESRCikE472YqJdSWyhx9jem0VKzd2tEPEiPehUJcHyLyozPwqtTNM///+y9V4wkWX7u9wsfkd5VVpbtqmpvpnt6/Oys5ezS7F7xUqSkC0GE7osECAL0rkc9CtCzIEAvAgUIlKh7Sd17ycvl7pLrl7s7O759dXd5n96Fj6OHyKru6q62U11tpj+gkFmZURFRmXFOnPOd7/99aaJI0FjsEt7Ht2kvhJ1enGBTa+GvVolsj7BvI2zvwJQmkeMcTHKrJKGVSmjFEkryltIi8jz8rS26n3yEu7JCZD+ZIILI7uOuLCHCAK00hKzryEY89lcSSbRCAa1YxHXse5aSSlJsBCuiuDTrYQgTIFYXhgKvH6v441ji/cELSZpIknybi/v246CGKwpBkm+tYErE6SaDgXZc87W9FBI/ChGviO+8N9iliLYdpqW4/u/2SeXO4F0QhQG+20MzUpjpEk63hpEskB6aIVUYv/v85XiFNfY9UUGKJxJxwo6Iy5oelWJ9DEiDxVlJYscdf5DutPO47Y7M9u93Pt398d/5dOcXAQPVwfbz2x4HT3ZECc/DnEORUSsl5FwaZImo72B/dHnvpBhFRkpZSAdsVCcnLazzJ9EqQ/hrW7R/8Avc2YX7GrneiajVJez10VUFpZhDNu/P6CqpBEouln2GzU5sRvscQpK224d02/Ptbkfa1f3s0t7c1h52LuPd3Qbb1/r2tS+228VzJ8oR9L0GqmKSt8ap9uaIRBh7OCERRB5u0MMPbUw1jamm8MI+umJRSEziBj3cYH/qULcRiRDHbxOKAE2NU286bpVIBMiSEhvLBjaCWO3ScTdJGSXcsEfbiT1NZEmJVZMiwPE7RMJHVxKkjCG63hZhtL0vDT/o728S10vsiV3t8bbbv3T7PWr7tV1/OHgUux5uu/8Mxg0vRHt8MCRJQlZjxWDkhzHRsJd4UJYwikkyp0djg9g9EHkhzkYbv2kj3ADF0sicHCFo2dj2bo86WVPQshbWWA4tY+HVdyu0IsenO7uJV++TPl7BGs9hjWbx2zZB+47FBikmf9LHK1ijWcKeS/vi2t3bPa8YCDQVQ2H47BATXxlj+FyZRNFCCLDrNrVrDW58/yZbl2v0q/Y9x0yyKmEVTMbfGWX0zRGKx/IkhixkVcbv+rSXO2x8XuXmj+ZpLbbx+/6ufaVHkrz3P75Nb7PP0i9W2Ph8k3P/+gzFYwVEJKhervHJX1zArtoUjxV45c9PkZvOIoKIrUs1Pv/Ly9RnG3idB0vu7wdJlpET+6s0eYl9hiTv+KTU5jpsXm9RmEpx/j+fIV22uPqPq6x9Xidww10xwoomk59MMfnmEOf+0ynSwxa1+Q4rn9QeqE65E/rYECIIcW+u3tp/IROn51xdIOo/4VQbIWKF+T7HOe8JWUavjKFkc7teDtstnMUFnMUFhPfF2t2DENk27tIizsI8SiqNXh7eeU/JZDAqo3hrq/f+PASEgQApvg4exZNKkiU0I57nP5RnzkPihexhshOnMZJ5EBGqlSYKvPhijSKqN36HlR8hVZpEVnUkWaZXXaCzOUfg9CgefhPNTBK4NpqZxO016NdX8XpNSodfRzWScdySJFOf/wSnvYlmZSgdfQevV48nBLKM067R25rHdzr4Xo+N2V+RrRxj+Oh7lA+/Q+DZ9BrL1JcuUJp5Y6dMR09kKUycI1kYx0zmd9J1xk6/z9DhN/GdLrX5j+k2lgmcx0wUegAkCTRDJplTyRRU0nmNZE7FTCoYCQUjIWMmbj3XTRlNl5GV2O1YUSRkRdrJ0ZakuBIjCiOiMGYAo1AQhoIoEAS+wLUjPDvEtaPdz/shdiek1wrotgJ6g5/QF8/8gFXSYpNXEUZEffue9YKyrmEenkTJPPkkmVsHlVByaRJvnEZSZPzldby5lVt+Iw8Jb3UTY6uBpCholVJscpu04lKePaBWSuhTYyDAW94gqDX33O5ZhpVSSOdVMiWNVF4jmVVJZhWSWRVr0EY0U8awFDRDQtXkuD3IcUe+fSMI/IjAF4SDx8AXBF6E50T02yHdpk+3Gdz6afj0WgF2NzwIznRfsN65SiExQTl1lHLqCCDhBh2a9irV3hyhCOg4myy3Pmc4c5JR6RVi0kiw2blKy9n/hKGIkPX2ZfLWOBP513Zmvk7QodFfohEtx/4pXpP5+geUkjNM5s7DoMin5W7Q6C/RctYG+7pCPjHBRP4827NtN+jSsJdo9JfxoxdksvYMQpJBNxWyQxqZgkY6r5IaPFqpuC2aybgt6qaMqsso6uD+pIAsS7H3RhgPrMJQEAYC1w7xtu9FToTdCei1w537T68Z0Kn7tGo+vhs9N+3xQYi8AGe9RejFJIdZTpOYLNCbrxH2bg2wUzNDlN47zNDXj6Gm7l3CIMKI9pV1rLEcyZkSw985RdB1CfoefjO+R8i6QurwEJU/PINZySApd7M0IoxLfVoXVjDKaZKHCoz/6Wus/f0FGh8tEmxH2MoS1kiW4lcOkzk9imxpdK9vUf31TdzGg8uznwdEkcDIGrzyX51m6FSRVDlBFEb0NvvoKQ0rbzL2ZoX8dJbr/zDH3D8u0F66m3yWNZnR14c58kczDJ0qYWYNhACn4RKFEVpCIzuVJT2WonymxM0fzjP340Xs2t33djNvMvpmheKxPKnhJLIqo5oqw2fLHP3uDFEQkR5Nkx5LI0KBYqiUz5R49V+f4cP//VO2Lu4dCvDQkGVkK3Gr9Pclnj1IMbkFEusX6iRyOuVjWTLDFjNfqzD6SgG3F+C0PHwnRIQCWZMxMxpmWsNI6yQKBnbTZeXTOrM/XsPtPpp6TBspIrxgF2mi5lJYZ6ZxF9bhIEiT8AuYdD8CJElCLRZ3p+UAfr2Oszi/t0LvCUBEEc7SIvrI6C7SRE2l0crl+yaFRpGgs+FQGEuQHbHIlE16dY/wAeo5zVLIDJtkKhaBF9Gp7t/3+kKSJpqZRlZ1AqeLkSpgN+JEFStXwcoOY6TyAPTryyiaiWZlSJdnaCx+jpWNv1S7uY7fbxG4PUI3rkGzm+vIqoFqJDCSBczsEKFno+gmqaFJ6r06brdGFAYETpcojBt05Hu0Nq4TeDZGMo+kqISeQ7+1HksY+028fjx5DAMPu7VG6Lv0dXOn5l+ICBGFhL6D228igi8mNZUVMCyFdEElXYgnf6mcipVWsJIKVkrBTA5+BuSIpsuohoyqS/HzwaOiSSiqFK9SKYPVqsEEcXvVT0RxAxAiNnKKoluPUSgIvMEk8vZHL8L3BL4bkycxoRLi9iPcfoTTD3F6If12QH97QNsO6LcCXDuKGcqnBREnxQjPj1dBTAMll0ayDIR9qwHLmRTGzDjWa6dQi7n77HCfIUmxj0oug/ADJE1F1jVCz9tlYvwgRO0u/soG/soG2tgw5ukjRD0b++J1hO3sTEglTUWfHsc8Po1ayiNsB/f6AsHGFxwsPSGomoSZVMiUBpOxYjwRS2ZVEulBO0nFbUNPyBiWjG4p6IP2oWoy6qBdyIq0qy0g4rawTSCGgYh/DwRhCIEfT9TcfrhzncfXfHy9292QTsOnXfNpV3069YBWzcfthU/3mt8DfS823PACe5fZat9vDhQYAjfoUuvP4w2ieYWIvUVa7gZeaAMCP7RZ71zZlUTjhzZNexUn6BBEDpGI6LgbLDQ+xA1iQjkSAU7QZqM7u/MaQMfdipUiYRc5zl3FD21sv7XjmRJE3oC0kTDU5KB8CGy/hRfckrR2vRqRCHGDHrI02Ffk0PdahAMvFD+02exeJ4gcnH1Wz3xZoJsymaJGrqyRKcb3rHReJZnTSGTi+5aZVDCSCmZCRjMGP/p2m4wJ/e22uE3oC+L7U3w/itvlrXtRfD/ynQjXifC270P9aNAWA/qd+B7UGxCdnXpMcHab8X3ouVBGDhC6Af2lBvZKE7OSxShnGPvjV+nOVfGbdiyXTpskJgsYpRTOahOEQMvuEVk/QOvzZYyhFEY5TWIsx/D7J0keKuJWO7GEPGVgjmRJzQzhrLcHg/k9iJMgovnJEmrKQE3qA6LlNOljw7i1LiKIUBI65nCG9PFh9HyC3o0ttn4+i7PWInJeDE8TWZEwcwajb1RoLbZZ/2ST3kaP0A/RExrZyQyV88OkR1NMvjdO0A+4vHp11+o9QPlMicmvTTDy2jCyKrP+ySa1aw36tT4iFGgJjfRYiqHTJXJTGaa+NUEURsz+3c24LOK23Vl5ExFE2A2H2b+7gZbQKJ0qMfGVUcbeGsXvefS2bC791RWiMKJyrszIaxWGTpdIjSRp3GgSfIHvR1IUZMs8kNjYl3g8SDtyQLBbHiuf1vno/77B1NtlysezZMeTKKqM74REfhSn2yoSmhn7oHi9gM2rTZY+rDL3zxt0Nvp3XdN7HldTUTJJ9PEhzKMTiCAgGqQ8SrKMNlxAzWcOrrQrDDmQFV9JQs1kUMzdfXPQaeOtr8F9glj2FULgbawTtnerCyXDQEnd8jnZC1EoWLvapjSdJD+e4LU/GefyjzeoL/bwnb3nKXpCoXI8w6n3K6SKOpvXu2ze2L8x1wtJmkhA4Paw25ukylM47S2QZBKFccxseaAE2aKx+DmqnqAwfZ5k6RCNxQsoqobXb9PdXCBwb6vBV1TcbiNm78wUsqyiJ3I4RhVJllE0A6ddpbs5RxTsZrWECPFuI0buRLd2K/Y29Gxa67P7+nnIMmimfIsISShYaYVUXqM4qlMcMSiM6OSHDdIFlVROxUgot8py9gHSQIXyRbHd17j9kH4noNsIaNd8Wls+zapHazN+7DUDnG4YTz7vULAcSF8RRYS1FmGzjfAD5FQC8/g0RIKg3gQBkq6iVYYwj02hDhVAlu8bRSYZOrJlxBJUWQJZRi0XkIxYMSXpGkohi1Ypxak8UayuEo5L5HpxSs82BBAEhM02ciaFNjaM9eoJgvrARXz7gw5DRBASOS5RpxebZd0mpROej7+0hv3ZVeRUAuPw5OBkJcJGvC9JlpFTCazzJ3fed68v4F5fJKg/fpT4fkIzYpJku42kcvHkrDRuUho1KI7F7SQ3pKNb8he+lmVFgscw+o+imERsrHtUV9xbP8su7ZpPrx0rUfrtALcf4rtPd8YWCp+Ou0nH3bzvNn2vsUOw7IUgctnq7o4x9yMH312n7d5So3TdKl33FhEXiRAn6NxFVASRS9tZp30fJct2iU6tP3/PbXb25W7sRBLvBT9yqPXn7ruf2yErUJmySGRVVG3/4ui34fZDGhsezc1n1OdBAk2XSKTVmBBJq2SKKkMTJsOTJkMTBvmKQb6sk8yqA0Ly8T4nCUDeeTbAww2ghRD0OyHduk+r6tPY8KitudRXPRobLu16gNMLB4RnTIAGbsRBqLMfB8KPTVObny6jWBqpw0MU35khfaJC2HMRgJrUEZGgv1Cn+ssbFN6ZJn20fM999uZqND5cxCilSB8bjn+Olgl6bnwfVGRCx8NeadKbq5E5PYI1lt9zX925KrKuoCQNcmfGSM0MkT46HEcgBxGyqSFrCpEX0J+vUf3ldWq/uhH7qjxH5NX9IKsyqhFPJJd+tcLyr1exqzGZLCkS+eksbsfj6HcPUziSw22NMP/TRey6E/ubSKBoCmNvjTL6ZgUtqbP2u3Wu/YcbrH+ygTsolZFkicx4iom1cY7/8RGKRwtEfsT6x5t013u7SA49qdFdi9i6WOX6399EVmWmv+0y9maF7GSa5lyL+mydC395GYDADshP58geypAoWuhp7fFJE1lGUlUkXRsoGV7i2cXADyyC5lKXi1WHXtWhtVqidDiDmdVRBspcthdb/Qiv79PZtFn5tM7CbzZpLHQfijABBiokA22kiJJNgRAYUyM770mqgr9eP5AYYCFE7Bl4IDJ5CcWydsVwCyGI7D5Bq3lwtaVCELaahP3+wLJisMCuacimhSRJ9+yaQz9i6dMGlWNpDr9b4vwfjyEErFxs0a06BG4Ue+BI8eKkqstkKyZTbxQ5/Z0KCFi73GLt8t4hLY+DF5I0gdhvJPJdRBgSBl7sRyLJaFYa327vlLYEXrxiqBqJnb8LfZvAvbUqKckKeiJD+fhXkBUtZvA0E7ffjDtpESG21SXBE5Z3PQZ0U6Z8yGTqlRSHz6YYP5ZgaNwklb8V23d7zffzACMhYyR08sODDuEOjwi3H9Kq+mwsOKxc77N63Wb1us3aTRv3IIgTIQi26niL6xhHamiTI6S//RWs86cIqg0IQ9RiDiWXRoQRvV9/ilYZQpuo3HOX6nARY2YCJZdGNnUkXUfOptDKBSRdQy3mSbx+Bn1ylKjvxGautoM3v4K/skHYvG3iGEUEzTb9Dy+ReOsVzDNHMU8f2X3ASBD1bcJmG29uhf5HF3FnF+4qvfGW1hF+gDqUxzg+TeKNMyRePUFQayFcD0nTUPJZJEND+D7O7AKtv/kR/trWbiLnKUGSIVfWOXQyycyrKabPpKhMW2RL2m7/nmcAkhS35+Epk+Epc5f3T7cZsLHgcPOzDlc/6LBwqUtt5cnWrL7Ek4FhKfyL/26Mk+9k4+twn7F4pceP/3KDn/7VvcmspwlFkcgP6xx9Lc2xNzLMnE0xNGmim/GkaJ+4/H1BIq2QSCuUD5m77kOhL+g0AlZm+yxe7rF0JX6sr7s4vWeUNRlg/R8u0l+sU3rvMLlXJ2KlSDFJ6PjYay3qH8zT+N0CvbkqWj6BOZy5575EGNH8dAl7pUH5WyfIn58kMVVAL6UI+z69+SqND+bZ/Kcr6MUUxnDmnqQJkaB9ZZ3+YoP265MU3poifWIEcziDpMgEPZf+SoP2pTW2fnqN/sKLYwB7O5yWy9yPFtj8bGuHMAEQoaBxs8Wl//cqw2fLO0qOyrkyKx+s4zQcFE0mUbIonymRnczQWeny+f91idr1Bn7vNuPtSNBa7ND761ny0znG3x0lM5lh8mvj3PzRPN213ZPM7nqP1Q/WCZyQKPDprnXpV22S5QSNuSYbn20RDQx++1Wb9kqHzEQaI2OgJ3X6W4/pbybLoKnPVqfwEg+EEOD1A6790yrXf7KGkdbJjSdIlUz0pIakQOhFdGsunbU+nU17R4HySMdxPby1KkGnh2wZIMvYn92I34siop4Tj1UfsTT9sSBEXKZ/IEoTkHR9t89PFCH8AOEfbJ8ogsExwxCU+HwkVRsYw95HaRIIFj9uMHw0vfPz/n9/lNamQ3W+R3PVxndCJEnCSKnkRxOUphIkCzqhL1j6tMHcB3XWr74kTR4PIsK3O0iygmrGdV6KHpMlgRuTJ4K7r2fVTGHlRgh9h87GDaLAJ1maRBp8+be8SZ+NpYxERmH4kMXE8QSjhy2GJgwyJW2nrMBMxvXd+6H8OGjcui/ece53GG4aCYV8RSKZVRk9Yu2UN9i9kOamR33NY2vJYX3eYXPRodvweRIpYPbnV4n6Nta54+gTo8jpBNpYGQY+J/alG3Gk78VZrHMnkVMJlPzeA1BttEzizTOoQ8U4blGWkBQVOWGCIiMnTbSJCupwMVaICBGTFrpG1O3vIk2UXAZjegJ9ooKka4i+TdSzEX64k1AiyRKSqqJk05hnj6GNV+j+8iOci7ME67eV1UQRQa1J629/gnl9EePoIfSJEaSEhZxKxKqbTpdgtoozO497bR5/feuJm1DdD5miRmXa5NDpJOPHkhRHdTIFjUQ6XtXeDzXJk8Bdq+m3XfeJjMLYEYv8sM6Jt7O0t3yqKy5L1/osX+mxseDQqr54E4gXFbK87b2x/9dhMht7VD0zkOKSuInjSaZfSXLodJLyhEm6EJfeJNIquiEjy89Wm7xfe5Q0SBdUps4kqUybnP16DrsX0q76bC05rN6wWb1hs7Xk0qn7jz2OjvwIr9Zj9n/9cZwo03WJ7pNKFto+Gz+4RP2380iShFvv4Td3JyiIIKR3cwuv0WPrp9eQ9YG6MYoInQC/beO3bEI3YONHl2h8uEDkh3HqzR7/hwgivHqPzR9fofHhArKlISsyIhKEtoffsvEaffyex9L/8wFr//FzvEYPd2sPWbWA0PZofrZCb7GOmjSQdTX2TgsjIjcg6Lp49R7hixIzfAcCJ6B6pYbTunuRTkSCwAmo32iSqiTRkhqFo3k2L1RxGqBaGkOnihhZA6/r01xs093oEdh7f1ZRECtIsocy5KeyMQHzm1W6a3fEqTsBTsPZST8J/RC342EVLbyOj9O45e0U+dGOskTR5TiK+jEhyfJtIQ3PVv/wEg+BQdKJ2/WozYW0VvpIyqB0Mhp4vrlh7GPxuFOsMCZH7As3EQL81cH4dVv5EYTPyvRtf3GHW7mIfRGe2rkIIW7N0wYKsQctSEah4NrPt/DskHPfG2P0ZIZUwcBIqJQPpxAhsfm3IqEZCqop01p3WPiwzmd/v8rqpda+clRfKtJERCFOexMjXcTMlMiNn0bRLUDQqy5yz1Yj4nQd1UiiJ7IEnn33YOkpNjhJhnReoziiUxrIl8uHTMoTBsVRg0xRQ7fkfSu1eR4gKxKGpQx8W+KV2jiOFPrtgE49oLnl0VjzqK+7sVR9y6e15dHa8uk0/H1ZDQzrLRzvBlG3h1teRMkkkTQ1lsl1+wRbdfzVTYKtBpKqEvX6KKkEUad7F3sXbDVwLlxHTq89wgmE+ItrhN1bg2Ilm8I8fRjr3AnkdBLn4nXCaiPeJgy3A6GQJClWsJSL6IdG0adGSfRswnprN2lCzOb7S+sIxyNYr+IOFwcRxEp8w7IdwloTf2WDoNo4ECnk7ZDleKI4NGFSHrSPykCtMTRuksgoqF9g4PYsIPZRkUlkVEpjBv5MRK8VMH48wdarKTYWHDbmHdZu2lRXXHqtF3NC8RIPhpVSMaynT5qoeqwoGZmxqEyZjB1NMHrEojxpksprKM8gcfmwkGQJbeD7lc7fUgs5vZB23WdqxaW26lJb2y7piZ+3tjz67UdQ4AlB5AZ0Lj+cabIII+yVJvbKvU241bSFOVFEzVi0fncTcZ9oT2e1hbP64DLLyAtx1ts46/dZ9fNDenMukqagZhNkXpvGr3XpXdt9zxORwG/27yJ7viyIvIjOapfgHiqaKIjornVxOx7JcoLUaArFiNu7aihkJjJoCTWOJl7rxrG/9zCnFELQWmpj1x2GThbJz2Tj2OA7jzkoo9jejwhFTFqJmMTx+7fuN2Lg4QW3vO8eG5IULyK9xHONKBB4QYDXe0LjkiAk7PRRC1msU1PxoHA7CTUIcS7PP/n0nIOEAOH7iDDc8fqRBmX9MSN1gJNWSYpTQm8vn3uE+Lnmqs2Nf67iOyGjJzLkJxIxcZJSUVQJISDwIo9HSVIAACAASURBVNxuQHvToTrXZeVii+XPmzjd/b2eDpQ0UdRtY0R2IvvCQXrKfsJ3u3F5TuDj9hqEvoskyTidGnZrE0lW0BIZUuUpJEmmW12gs3kTAK/XvCuVJvAc3E4dEYUYqQKq5xCFAZFnE/ouCIHT3iT6guasj4LthJtEJvYmGTtiMXM2xZHzaUZmLKy0+pJ0vwPSIB42ldNI5TRGZmKDpDCI6DYC1ucdVmb7rMz22Zh3qK17cT16L3x8Y1khiDo9nEs34NKN+27qzS3jze0RSbz9/o1FvBuLj34OdyD2LzmJdeoI7s0ler/4EPf6IsLb+/pVR4ZIvn0WfXocY2Yc+0LhnvsOtuoEW3X4/Auf5heGJIGixb4I6YLG6IzFsTfTHHs9w9CEQSLzYnPGmiGTK+vkynGZg90J2FxyufCLJrMfdVi/adNtBdidZ89A9iWeLIyEHBPp8lNYeNr2K8moFEcNZs6mOP2VLEdfS2OlFRT1xZ4AbRuslyfi1BnfjWhueSxc6jH3eZfla33W5xyqy+5Ta5daIUX29RnMiSKdzxZj488vCElT0MtZgmaPsHf/yYmsqxiVHMXfO0P3yupdpMmXGiJW1Lide6dICAFuyyWwA2RVxswZyIN2JasyVsFE0RX8nr9LHXKvnTlNF7/vo+gKiaEEin434RqFIvZMue08RRTrVqMgIrrtGrr9aNIXrX+VZVCUl+Pd5wiyGhty306eHQSUXBp9qoJWzoNyG2ni+Lhza08+PedAIQhdNy47GviaSIqKrMel/cI9uP9V0nVkTd+pzgAQYUjkPZzXlIgE7Q2HC99f4+ZvahQnE5SmkqRLBqqhxP1dL6Cz5bJ5vUNz1cZ9QuTbgc0aZAUyBZVsScVMxB2ua0d0mwH1DZ8wFA/14T0MmkuXiGMrIzYu/RQRxfqdfn2ZKPDpbNyguzW/s72IosE2sHnlF3eZ9IjQx2lvsfLJ9297UQxc9+O/W/jtX8fRxgcEVZeoTJuc+1aeV79VoDRmYCbjOMXneXXuaUBWJNLFOFZ5+pUkYQB2N6C67DL7UYfZD9ssXOrT2HgB/CEkCePIIbSRIcJen94HF/DXq/ckTCAmQvy1rfjPkxaSvv8eC08CiiaRK+u8+nt5zn49x+SJJIm0EhuNvdjzsj1hJhXGjyWoTJu89d0iCxd7fPLjBhd/2aRV9Q/MTP0lnj5UTUI347h4t3+wrImqSpTGDF77doHz3y5QmbIwEvIgge1AT+WZgKpLOybTZ76aw+4E3Piky//5P83RafhPUU0dS9f3a0VSK6SY/G/fZ/M/fkzrgxsPtV8RCZ5Z19ynCcE9S6G23w/92CRRkiVUXd1RGkuyhGqqO5PW0Lu/T4QQsUpIBAMTWUOJY6Gl3ds86Pt8UlNjSZZepuY8Z7DyBnpCxe8H9BvugREn1qkpJF2j89NPBhP2wXEjQdR+MSLJb4dw3bv8S2QrgZbL421tHkzfKkmo+TxyMrnr5chzCXvdRzbF7Tc9nI7P2uV2rJzZ7ofEIJU1jFPwnhSeKGmSKaiMHzE5+mqSypRBJq/uDI6269g8V2B3QzYWXeYu2dy82Ke25n2hgYKIbjFM27G/EEuw4vfDHbLjTty+/R07vS8pEvlPnrWTFYlkVmHmbJoj51NMnkzGKQLDBsYz6sHwPGBbgSLLtxJNdFPGTCpkSxrH3kjT3PSpLjusXLdZvtZnY8HB7j6fdZBy0kIy9LgUx3Z22sU9tzd0ZCteFRV3pvA8Y9hWl0yfSXHktbidDE2Y5Id1EulYyvdlhSRLKDIoqkK+HE+ai6MGZ7+R4/rHHa79rsPCxd6BqjYPHIPI5y87JCn+/hNpFc/5Yvfbhz6mDGNHLE68neXEWxlGZiwKFR0jqTxzXiUHCUmSdtLlNMB3IqJIEAbRUyNMvM029Z9dRrF0on3wBZE0BS2bxBwvoCaNB24fOT7OYpWNv/ktQcd54PZfOmyXpNynP5M1+RYx4oc7kxMhBKEX7hAqsibfl6yUpMG+VDketweDxIpdx33K9elyHPX+Es8Hxs4VmXq3jJXRufDvF1i72KBff/JzKOEHRLaLt16DMGLnuhWx8uGFghAEzQah3UfNZndeVjNZ9NFx/Fo19jh50pBkjJEx1Oxuc+/ItgmazUeXuoq4lCt6Sn3OEyFNNF2iMmVw/HyKY68lmTmdYGhc33NiLyJBGAqqqz6Tx21GZ0yufthladam23zBLuIvgFw5Lic5dCrJzLk0U6eSFEZ0VP1LuGR+AFDUQdxlWmV4ysJ3IzoNn/W52BNi7abN1qJDddWlueXH/hDPyWRM+AEEIZKuoY0O4S+vE3V7cCc7K0nIlol+eAJ9ZmInESjsdPfe8VNGMqsyNG4wcSLBzLk0M2dTjB6xUDXpS+Xn8zBQdZlsSSdT1Bg7moijlcdMSuMGy1f6NDa9A1cg7CtkCS2fRCtl0PIplISONFhtFWFE5HgEbRu/0cPbaMYTw4Nii2QJNW1hHR3FvrlOUH867Uk34/LOVvXJdl2KKpEtaUycSHDsjQzH38owcTyBbn65fLYeFr1WQHXFvX/ZsixhjOQxhrNouSSSKhP2XNz1Ju56My5/kcAYLWBNlghaPZzlOkHbjtUClk7iSAXZ0unPrhO0Y28QrZgmfWocSYtX7oNW/57mmkrawhwvoJfSKKYGSER+gFft4K418GtdkCVSx0cxxwuYkyW0XJLM+SlkU9+ZxPcuL2MvxB5Zkq6SmBrCnCgiqQpEgv78HglPkoSSMLCmSkiyjL2wRWKmjJpLImsqkRfQvbSMX+/GapkXCVIcLWykNLyut7skZnsTGYyUjmIocSlP2yMafA5REGE34vhhxVAwM8YDDFQljIyBZqpEQYTTdPY85lODxMuo4ecMxek0U2+XMdMaV3+0cmDHFUGInLIwD48ROd6O0kKEEf5aFeG9OD5vIorwq5uEnTZURnZeVwsFrKlp7BuzhN3Ok1WbyDJKMoF5aBqtUNz1Vtjt4B+U2mUfse+kSSw11XnnD/O884c5xo9YIAkCT+A5EWEodoilmCCWUDSJ8oTO8KTB8ddTjB82+PG/rXH9s/7zPXD/gpBk0PR4YHvirQzn3y9w9ht5jMSzlyLwokMzZAoVg0LF4OTbGexuyNKVPlc+aHPjkw4r123cXojTDwm8Z5s9CTZrhM0O+qFRrLMnCDbrcYma6w0GsnG9qaSpqOUiybfOYp4+gnA93OuLBJv1p/0v3IIUx5MmMgqTJ5Oc/XqOt75bJJ3XXhKKD4FYcSAx80qK0cMWp97N8ou/2eLqb9tsLNg4vQOI595PSCCpClohRfLkOOmzkySOjKAPZVCScdygCAL8eg9nqUb/2irtj27irjYIus5g9ekJn6Iio+ZT5L52krBrP2XSZFu2/2T6rG2j1+NvZPjqn5aZPJUgkX6xvYS+KBqbHstX+/eWrCsyasok+9o06TMTGCN5ZF3Fb/XoXlym9eFNeldXEQIS02WG/uAcXr1D9Yef07u8ArKEOVGk9J2zKGmTtdavCO1YRWuO5Sl/7zXUbAIlaeAs1+hcXCbs7u4EJF3FmihSfP8M1ngRNW2BLBHaHt3LyzT+eRa/3kWSZTKvTpF5fRq9nEU2NTJvHCZ5anxnX2t/GWAvxsydYmqkzkxQ/OZptIyFbOls/u2H9Gd3m9xKioxWSFF6/xVkS2fr+59Q+PoprKkhlIQRJ/I0ewRt+8UjTQBFk0kOJ3GaLq5/twJakmWS5QRGSiN0Q3qbPSIv/hxCN6Sz3MHv+yTLSZLDCVRDweuyZzcgyRLJShIjaxC4Ae2lzk7yzbOAlyPh5w9WVsdMa7hdn8ZiF7t5MKXvIgjRSjnU9zIE9XasmhYQeT5hs0P4ApEmCIG3sUHQasaKEilePFSzOcypaYzRMdzlJcLe3aET+wJJQkkkMUbHMQ9NoeZyt04tighaTdz11QeqXWQ1TsWRJPCckGgPKw9ZldBMBSOpomhxJcu2MazvRvf3bHpE7PvoZWTK4K3fz/HNPyuQG9JAgsATrM27bK14NKu3UkkMSyadVxgaM6gcMrBSCsmswhvfyRGGAlWV+PQXe0TOfUmQSCtMnEjy9T8rM3UmSb5iYCTuL6V8iQOABGZKYfpskrFjFm9/r0h12eXyb1p8+uMmK7P9Z7fEQQjsi9dRykW08WG0yQq5P/sDgnqToN5COC4oCnLCRMmlUbMZ5KSFCAK8hVX6v/0Mb+nZMeXTBpOyr/1nZU69m6UyZWEmldhs+iUeCbopMzxl8t3/ZpTT72b57GcNfvN3VXqt58coVjY09EqO4T99m+SJMbR8nFa1HdENIGkqeimNmkuQOFoh+/Yxqj/4hNZvZvG37pPssU8Qfoi7XGPt//gnwqdoPKftkCZPZv+KJjF2xOK9Pylz9ps5CsM6qvGSyHwQmpseS9f6sc/bHtALSTLnpsi+MUPv+gabf/cRYc8ldWac9OkJzNE8i2sNgrZN7+oqsqkx8q/exVms4W21iRyP0h+cQ9IUOh/P07+5sZOO0724zI3/+f8jcbRC4asn0Icye56DNVEkfe4QiZkyG//ud7irDZAktFwSgSBodAe+GyEbf/shzd9eJ3V6grE//yob//Y3NH55dUdpEnTsnUFw0HWo/uAz2h/PkzxaYeiPzt/3s5ItjcThMoVvnKTz2SLVH8UO5Fopjb1YJbqPV9fzDNVSKZ8u0d3o4XZ2TzglGVRToXAkh1W06K73qF1r4A+Sdvx+EMcPt1zyh3NkJzMkK0m8nr9n7LAkS5RPl0iPpfC6Phufb911zKcJEQkIQ54bqe9LoGgyQkC36hI44b5Oau8Hb3GDqO/El0oU3hqnB+GBJzo+cQiBX6sSNBpEjoNsxcEXSBJqLkf+W+/T/NlPsK/PErn7XwIpmybmoSly3/g9tHxhl5ot7Pfxq1X8zY37Kk0kGXIjFmNnsmiWws1f1+Jrxtv9N9mKxfSbBc78/gjZiknoC6rzPT75D8usXGzRq+9ff7WvpEkiLXPkXJK3/yBHvqzRbYbMXexw4dddNpddes0A57YUEkWV0A0ZK61QHtM5+mqSE2+kKAxrnH47TasaMH/FptMInq/Vzn3AoVNJTr6T4eS7WSaPJ0jlNbSXA85nAtseKLqpoJsKVkolmVGJIsH8hR7L1572Gd4fYauL/dElhO1gHD2EWsqjFrKohRyxgTLE9Lsg7PVx51fwl9dwby7jDWKFnwWUJw2OnE/zytdyTJ5KUhwxMJMv2ZLHhSxLSJpEuiAz/UqSZFZhZMbi43+sM3+xR6f+bA8qJFXBmipT+qPzpF6ZRNZU3LUm9lKVsNUncuM4TElVUNMWejmLMVbAGM1R+PopZEWm+g+fErk+iHg7JW2RPj+NbBmIMELNJhB+gH1zg/7l5Xhb4kmadWwMc6yApCpxCZDt0f5gFr/ajk0UAWO8iHloCGO0gJI0afzkAs5e5QcHgO3ynCdBmhQqOkdfT3Pum3lmzqUojRovlV8PAacf0tz0qK249xxL6qUMmTdmcFYbdC8v07+xQeQFhI6HPpQlfWqMxPQwvdk1/GaP/uwa3QtLWIdKlIwzuOstjJE8nc8WaX08j/BuDa4iN8BzO2jF9I76ZC/IpoaaMpA1Fb/Rw1ltxGSg2URS5F1/G3YcfFUhaPURkSBo93E3WnuvbkaCsOvgSxL+UPqBfluSohA5Pv3r6/H/W+8iAGWjSdhxXth5tJHWmfz6ON3NHn7fx67Fkx5JlsiMp5h8b5zMeBokid5mn83Pt/C6cV8V+iH9ap+tizVSw0kSJYvjf3yEmz+YZ+tyDb/n7+wrWU4w8vow5TMl9KRG42aLpV+u4DSfIZ8ZET0RPwr76iz+2nqcPvISXxjC9wmaTSI3nvRukyWPagT6ReCtVglqu+PRlXQSdTj/gBK15xPC93FXV7DnbpA8dQaI5y9oOvpwhcybb6PmC9g3r+NvbuzPta6oGJUK5sxhrCPH0MvDSLq+qxTXmbuBu7J0l0ntnZBVmZETGY59rYyRULGbPgsf1XeRJtkRk6NfHeLVfzFGaSqJkVQRkSBVMjAzKh/9zTKzv9zC3afo4X0lTUamTA6fTTBx1ML3Iq582OW3P2jy6c879Nr3Jz6SGYW1eRe7F/L2H+QpVHSmTyeYOpHgyoddXPvFk1jeCUmGRFplZMbk1W8VOP3VLIdOJZEkXtZ+P8NQVAnNjJnzp2Xc90gIArzFVcJWm2CzhjpcQsllkC0DSVHiUh3fR9guQbNDsFHFX90i2Kg+7TOPS9YMmbEjFsffzHDmvSwn3s7GyRsvS9a+MLa7mVRew0qrVKYtjIRCMqdx45MOtVX3mSWwtVKa5Klxsm8fJey7dC8tx34J85sEzT6h48E2aZJJYIzksGaGSZ89hDGWJ31+mt61Ney5DSLHB0VGSZlk3jqGCCOchc14sjicQ1IVwp6DM7eJCMKYYEkYyKaGpCrIuoYyaeFttojcIF55J5bNy4aOXs6ROj9N79LSUyVNkhl1oMDZn4GrJEH5kMnxNzO89u0Cx9/IYKZexoE+LJqbHvV1j3773o1MzSZInRilc2EJa6KEmrhlrKrlkygJA3O8gL1cI2jbuJttGr+8SuFbp8m8NoNf7+JVO/SuruIs1x7rPMOug9/oEXkBqROjKKaGu9nC2+ocWJkbxBP7oG3TvbyCu9Xe8SSI7kP4PO8InADfDjDzJmNvjWBkDNorHSI/QjVVCodzTH51HLNg0lnpsPHZFp2VTixrh1i67oSs/m4NM28w+d4YE++OgoDUSAq7ZhNFAtVUyE5kGHtrhPRoit5Gj7XfrVO7Vidwnp2bgIieDGniLi5hf36BqG/v+76/jBBCxONKz6Nfd7BbHkZaQzWVHcPiJwJFjse1no9wfaI7iFglk0Ir5XDUF7Ns1Ftfw75+DfPQFIplISkqkiwjmRbmzBGUVBo1m8VZWiRstwh7PSLbJvI8RODf33NElpE0DVnTkS0LJZlEyWQxJyaxpg+jDQ8ja/rO5iLwCXs97OuzeGsPVqwrikTlWIbRU9l7xquPn8lx9L0hRk5maa3bbMx2QILssMnUawUay30ay31WLrb2/PtHxb5eJUfOJTh03CIKBfV1n1/+bYMP/7F1f0OzAXrtkM9+2aZZ9Zk8bjFx1KI0qnP6nRQ3L/ZwX/B+S5LASikcOpXg2//1CEdeTZMpPh/Rrl92CCHw7Igrv25RW3tOct6DkLDWol/bn47kICDJcWxucdTg/T+vcPLtLMXRBycxvMTjQVElEhmVd/+4xPCUSTqv8sH3a3QaAeFD9OkHjcTMcKwwsTRav52l9qPP6H62uOe27kqd3uVllN9ex290KXzzNMZYnuzbR2KiwxmsgEixOWZ/dpXGP32GX+uQfe8UicMVMq8fwV2pI4IQv9Gj8/FN2r/2EVGEMVYi97VTmBMlgmZ3hzRxFrdwN5p4Wy2SpycP6qPZEzFpsn+EhqxKWCmF175d4K0/KjL9Smp/dvwlwtpNh9rqfSb8soRsauhDGfJfOU7urSN3KTa8WhfZ0HZI5Mj2aH80R+rEGKmTYxgjORb/tx/Sv7lxt/n3Q8JZqaOkrbiE5vfP4Td6dC/Hfir9hWpsOHtAxEnk+nhbnQeqUl4UuC2X5nyLfs2mfGaIya+O43Y8gn6AkTUwMjqyIuPbPsu/WWX+Jwt7+uOsfbSBoitYBZPhs2WOfe8wM+8fwq47hH6IkTXQUzqSLOE0HBZ+vszs39/E7z9jyotIIMJw30uiRd8mqDcI219ei4AnhfpCl+ZKj4nzRdJDFq2VHm7nyVxXcsJETpoEmw3UYgY5mdi1uqmPDaEfqiD95uITOf7TRtCo48zP4a4sY4yNoyRTO4vwsq5jjE+gj4yS6nVxV5ZxV5bx1tfi5J1ul8hzB2sqtzcwKQ6KMAyUVAo1m0OvjGCMT8THSCTvigEXUbRDmDjzNwmajQeeu6RIFA8lSeR0Nm90WPqsidsLdk5BUSQOv1Ni/EwWp+1x+R/XufaLTRRF5sTvDfPKH44yciLD+Cu5Z5M0GZ4wKFZ07F7EJz9vs7nkEjxCLXwUQrsW8PFP2iQzCpmCxvgRC1WTgRf4hihBuqDxxh8WePt7JcaPJTATL8sMnhdEIfTaAbMfdmhuvLgrXE8b2SGdk29n+Oa/KlOZskhmX8yVgWcNkgTjxxIk/sthRg9b/OrfV5n7vPvMGR7rlRzmaJ6o79H852vYNzYe+Deh7dH42WUSU2XS56dJHh2hZu4mq8NObNYaNHsgwF2uYozkMMdLsVcKoGYSJE9NkDg6gqTIyJaOPpzDvrGO9IyuYOn76GmiaBKlsW0yM0N50vziO/0SYu2mTW313sS7NDDzi9yAjX//Ib0rK/iN3UbCwo/w2/04+Qbi8a2moiR0FEOLa9ozFrLx+IsyIojo31hn+S9+hjVZJHG4QmKmzMQb36Hx88s0f3ud/vUHt7/9gBBx+sWLWopzJ+yGw9rHG8z90yIjrw0z+nqF4vE8yeEEkixhN2JSZfFnS6x/ukl7eW+jaREKNj7dpF+1GXuzwvCrw+SmspgFE0mO1SithTa12QbLv1qmdrVOd7N/wP/tgyGi6Ml4mqgKkvJs9t3PO1Y/q5MsGJSPZjn+7TECN2Txg60n4gWoVQro40N0a21S75xBnygT1G9NoNVcGrWUQ9Je3O/ar9do/PAfyH/r25jTMyiJxO4NZBklmcKcmsEYG48VQWEYPwYBke8jwiAm2WUJSVWRVS32i1M1JEVB0jQkTUfW9UEE+G5E/R7OwhzNn/0Yv/FwYRKSBGY6vk/ZLZ9+09tRzOmmQmk6SfFQElmVWb/a5tO/XaGx0kdSJNx+yMxbRdIlk/x44n6HeSTs61WSzqskMwr9bsjKDSeODH7ERuDaEUuzNv1OhqFxg9yQumPqqFoqVimBWTBRTRVZefga6f5mj8b1BzNbBw1Vk0gXNN7+XpFXv5Vn8mQSM/EyivF5Qqfhs3ipR33Dw3Oeh/qc5wuKKlGZMnnl6zle+UaeqdMpNOPu+PKXeDKQJAkzoVCeMNEMGc2QyQ3pXPhFE6cfPjMlaWraQkmY+I0e/lb74UxWwwi/1sGrxSvV2lAmjjq9DSKKiPxwx5ckcn1EKJB0dRDLrWNODZE+P03/6gpBx0bNJECO4415RsvGdqfnPD5UXWLqdJLXvlPgla/lKFR0DOsl6f8oEEIQhYL1OZvG+r2JdxEJItcnaNtEjo+70cJe2NprhztjLyVhkDk/jZpLYi/V8Ksd0mcm8Gsd/EZ3l6fJoyCyfVynQdix8bY6eJtt0mcPkTwxhrfV3kWaCMFtihgpjjzZrwmSOFhfhKeBKIhwmy6X/s1VJFmiOdekvdQm9ELayx2Sw0k0Kx7O+/0Au27TuNmMVSPuvb9fr+vTnGsSOAH1G02sooWe1JAkidAPcdseva0+rYUWbttD3GFO3K/afPoXF9ASGo0bzV3vtVc6XPo317AKJrVrDbzbzGPbi22uf/8mW5erVK/U6W99ATImimIvhu1rbJ/GzpKqgPqyH3sSsBsuyx/X0FNzjJ0rcuzbY2THktTmOjgdj/AhEk+iUNCrOfdOGRsgrLfxwij2Ges7eKtbuNdvxRxrlQKmJL3QSjXheXjra3Q++RAR+FhHjyFbiZ17vyRJoCgolgXbhrHE9yUG5W8iinbalyTHJU/bz+97bBERNJvYs9foXfocv7r10OV0kiRhJJU46rzj7/qujZTK1OsF0kMG3arLwkd1mmtxiikStNZtujWPoekkybx+n6M8GvaVNNFNGU2XiEJBtxnge48+mg5DQacR4ntxeo6RiCdHyUqK3EyO/NECyUoSLaEjqw9Pmmx8vPbMkSaqLlEaNTj+VoZ3/5MSI4ctdPNlJ/28ob7mcfWDNnZ3/yWiX3aYSZmhCZNXv5Xn9e8UmDyVfBm3/ZSg6jJD4yaJtEoireJ7ETc+6dJr+c+Ez4mkKaDIhH03rlt+2LY4mIiKIEI29btIBElTkS0NyVARboCSNGNPk74HQiAndIxKDmO8yOZf/zPuSh1zcghjovTAOL2nCc1UYtLkcf1ZB/LYieMJzr9f4O3vlsiVdRT1Zft8VIR+PGaqrbp0m/cxxxMCv21jL2xhjOQwRnJxIo7tgSLHZTmKTNDpw4DYMyo58l89jvBCWh/cwFlrUPmTN0keG4lJl/k9SJcHQLZ0ZE1BRILQ8bEXtgh7LpKhMvSds2j53aVZIghj0+RIoKQM1LRF0LGRFDkmFg8oPeN5hQgFXtfn5g/md73eWenSWflikeWhF9FaaNNaePTkMKfpcvXfXd/zvd5Gn5s/nN/zve56j+56j6Vfruz5/iMhiuIJbxAghNi3BUdJVZ9ZleDzjtx4knTFwm66JPI6Q0czVE7lWb/UoN+IE3Wie6SHbcPvB1z54QpO6/7q7qDWJqjF17ZzYwURhnhzt/w0tEoR4YdE9nNSWv84EAIR+NizV+P2AphjEyiZDLKm3ZNo3CZT7iy1ebhDCoTr4DcaOPM36V38HGdu7tH8h6S4LD8Kxe7EHAmsrMb0W0WsrM7K503mf1cncAfbCAj9mGiRpDiOeL+w7z3Cftz6bv/+JCl20J386iFmvnuEwrHCrQPd+T3f4zUhBIH97EXPpfMap76S5U/+hwkSGWVQhvQSzxOEENTWXK78pv1SZbLPkCQYPmTx7r8s8d6/HCJdeOnx8ywgmVU5/V6W4qjOX/0vi8xd6N7XuPKgEE++ImRNeeSBs6QqoMSrTeKOu5iaMtGLGbRiBn+ziTlRQrF0vNU6IoxQVAMkicjxEX6IpMio+SSJIxX619fvOJB0K/5YYnCDk26tkh4gdEMmkX58TxNFkUjmVL7xXwxz7lt58uX9W835ssHphyxe6dFtPjgp0Nts0fj1LOXvvYbwAsKOg71YRbF0jNE8ckKn/dEckeOjF1OkTo2RUN8CkAAAIABJREFUOjHG+l//hvpPLiGEIH12Euv/Z+/NnuTK7ju/z7n7zT0rs/YqVBX2vfcF3Ww2N5EUR6Q4sqTQyOEIPzr84Ag/+Q+YcIQd4Se/2S+2I0YaacKSzKFGFMkmm2vvjQbQaOxLbag1K/fMu9/jh5tVALqBRqFRKBTY+EYkCpGVde/Jm3nuOed7vr/vd3KAgh8lSpX1uVPiOo9QxS3/V0BVku9nj9wwhwsYvYQdf6WRqLRKGezxErEbfEblFXsBQb1L7IdYoyVSkwN0ri2hmjphx7tp3Cp6/UJTkh1MQdI/1lXFsdz2fvIEOx8yDIlcB5Gy77nzvVkI3UAYX445h6IkXU/e0r2U9S7/EKa1x344yfEfTmBmjUQxLBIiZfhocdPHaK+4zH1YuSdpciu8K/OfeS6o1Ine+YTY2UGJUA8JsevSOXcWb/EGuRdOkD58FL1cvq2c5kFIxw3Fn0x8hvyVFVofvEfn3Fmi9v17A0kp8ToRmZK8bX2s6gqZksmup/vQLYXaQpf5j+uEt5rFyl4cuQCxhVqELSVNuu0IrxujaoLSkIGVuv+bl6YLyiMGlq3gezGOKxh4ZpjSs0PkxnPIWNJZ7uBWHVRdpbi/D6/m4lQdgm6AnjJID6bQ0zp+y2f+9/PUr9WonH00CQV3ghCQyqm89G9KnPh+P6mcivqk1OCxRH3FZ/m6Q+WGtxGl/QRbgyOv5nnu2yWeer2AnX2iwNpJ0E2F/l0W3//vR/ntP6xy5te1Rx5JHLUcIieJXdXLObyl+r1TNBSBlk9hlHMouoY7v4YMbl+1BvUOWilL6TtPo2ZsFMvAvb5M871LyWIwjPAWqkRdj8G/fJXYC0HKJIXHu/38ha8exp4axBgqohXS9H3rONbkAP5ijeb7l7c19UMzBFY6IeuFuD+VnKoJhqYsvv3fDnPwxRyZwpMd2QeB0464dqaNswkzxKDWofnhNVTbIDU1wPBfvYKiqcRBRNRx6V5boXVyGsXUSR8ao/DyfupvX6JzaZGo44EQrL1xlv7vPU16/zC5p6foXFrAGi+Rf3Y3qT2D6MUURn8OxdTZ8z/9gKgX61t/9wrObAXF0BLj5cNjKEZyb07UJCHV356n9SkDZhlG+KtNVn9yivS+IYb/+lVkGBK2XCo/O0Pz5HWEqlB4ZT+ZQ2NY4yWMYgpjsIBezJDaPUgchNTfuUL77Bx+5Yk55xPcgjgmbneQuRzoW0N0KJaJYj7e3kzrRMjnYXxC5fs/tJmY1JibDTnzUUB1LebgYY2FGxFv/W7rxyShCqQEvxN+dqN7k/DaAfFWKNSinsrky6J2k5Ko2aT53tu4s9NY47uwJqcwR8YQhvFg5W1xROQ4uDMzuNPX8G7MEayuEjlfrPxOxtCp+pSn0mQHTFJFHbcV0j+ZZuqFEoatsnylxcrVNoF3u7pYKIkfiqKKLQ0u2NKZTm05oFkNyZc19j2d5sqZDsuz/qYnY0JAKqty4Nk0uT6NbjNibTmidHiA3K48oRuyfGqJ5ZNLOJUuuV15CnuKSazaR0vUrlTRTI3MSIbSoX5yu/JJ/ee1GrWrO6Q0R4CVUXnmm30c/2qBkT32E4XJY4yFKw43rjhPVCZbCCutsOepDM9/t8Thl/P0DT9JyNlpUFSBnVaZOprB68ZomuDkL2t0G+EjIw+95QbeYg3jqUnyL+xFBiGdiwt3JSKErqL3Zci/uBdrokzk+HQu3LiZnAPJboUfEja7OFeWULM2Mghx59fwlurQq5V2ZyvUf/MJatoCKYkdn7DlgJT4Kzdr/YPVJgiBv9LAnV4mbDqEjS5hrZ0oZbYRiiLQdIGdVem2wk0b+woFxg6kePabRY6+WiBX0tGNJ2PYg8BpR1w7vTnFlgwi/EqLxgfX8FeamIN5FEtHBhFh28VbrBMHIQiBt1ij/s5luteW8RZqG98xd65C/e3L6MU0Qb2DDGPCloszVyEOQhRNvanuiGLiMMJbqhO1XYglwVqbzuVFYj9IDGWFQHoBQaNL5+LCZ0kNCWHLof7uZfzVBnopi1AVoq5PUE3KS6SU+JUWzvUVwkYnUX8popeOkpRg+CsNIjdJqAqbXaq/vQDIpDzjiQLlS4skmaOLHm4dcS9MC8V6vOcer7xmEATw/jt3XocZBvT3Kxw5prG0EGOnBK+8ZmAYgqWliOnph6MgnXlnBaf2YOUwfifEqW8BoSNhxxizbRNkGBLWqsSOQ1iv4S8vofcPouXzqNksajqDmk4jDAOh6SiqmpTpCJGoSaIIGUXEgU/sesSdNlGnTdhsJsdbWSZYWSZsNJLY4i+IOJIsX27RvydD3640L/z5LprLLuWpDLtfKqFogvkzdZYutm77CIUCmqli5XTiWOJvYeLXlpImC9ddVuZ9BsYN9j+T5uLJFGuLPtXlgOgebVa1xEh28pDNoRcyZPs0blxxmb7kkjlQwCqYtOZbXP3nyyy+t4Df8hl+cYTDf32U7mqX5VPL3Pj9HABm3mTsK7vY8729FPYUsPu2TrL3oLAzKmP7U5z4QZmJIxl0a2e06wnuD1JKZAwz5zrMX9p5jvKPK+yMyug+m1d+2M+hl54QJjsZQhGYKZVDL+UwUwrdVsSlD5u01oKHIum9F7y5NbqXF0kfGiX3wh5AInQVf6WJDMKbpIQQKLqKlkthTfTT981jGOUc3avLtE5P39FA1p2rUP/tubueO1hp0Fi5d6Rd59wcnJv7om9xy6FogkxBo7EaEG7SELQ0YnLstQIvfq9Mcch44jH0gIiCmE49ZO5CF7e7yUVKLHFnK7izlc99Wef8DTrnP+sbEXshjfev3vacd6OKd2NzqQb+ahN/tUnz5PXNtZeE7HGmV+/uoRLLu7b3TggbXaq/vnuffIIvEaKYuNPZUjNPxTYR1uOpNOlZUfCt71i025IP3vORd7g0miaIY7gxH/HT/+JSKqu8+LLB6LjKe+/6TF9/OOrR628tc/2t7UnXeoK7I3Yd/EUHf2kRRTfQin1opRJ6XwmtWEyigw0TRdeTdBxFIGOJDHxkEBC5LnG7TVBbI1xbI6iuEdRrvTSrB0cUxMydqTF8MMe+V8u89O8maa64pAsGmbJJc9ll9lSNyvTtvk66pZLtNzHTGoET4XyeT9h9YktJk6sfd5k6kuKpr2QpDup89d+WMGyFN//TGq171OqmshpPv57n639eYmjSRFEFy/M+H7/d5vCzFqqp0V5sM/+7OaL1yZ1MXMWFenuShtfwWDq5iKorPP3fPcfwi6M4FYcbb3+2nm27MbrX5ht/PcjE4Qyp3JOSg8cVMgbPjZm90GXpuvOom/MHg12H0rz+FwM8/c0idvpJ/3gcoFsKU8cy/Nn/aPC3//M0l0+2cNvb73HizlVonZkhe3wCa7Kf0neeovDKAdy5NfyVBmHHhShGmBpGOYc5XMQcKiB0FXe6QvvsbFJWsM2Kj0cJVU1IE90QuJ17v15R4cQPyrzwnRKDk9ZWBVV8qdFtRawt+jQq/o4wVH6CJ3jcIOOIqN1JUnS2CIr1+CpNVBUKRYWBQRVVvftNpduVnDkdcOFcQBAABPzqF24SOR08HD+TJ9iBkJLY9/BXlvBXl3slOuKW8V3c9Jva8F+TvT+VN81wJLBlsWgQh5K5M3WGD+YY3JdhYE+WTCnpk80lh49+NM+NTxo4jdtJkXSfyeiRAoat0lh0aCxvnV/NlpIm1aWAy6c6fPJum/3PphmaMHn9h33seyrNwjWX6lJAqx5ulDLopkI6q1IY0BmZshieMukfNdA0wfkP2nz8+ybV5QChJ5FDQcdPCJN1r5lYEnkRqqGgfKrExV1zqF6p4jc9cuNZ8lP5R06aDE5YHHgxz8GX8tiZP4xYYRlLokgS+snPOJJJLGIMyGQ3WlUFiiZQtaQWXlFFz2Pu8X3/bifiykctqovepmXtOw1aOkd+/1MY+TJht0V3aZbI7WAU+olch87sxW1tz8GXcrzw3RKHTuQxUyriMd7BTiJEIQolcSiJQknY6xuKkvSDm4/HOz5ZCIFuKvQNGnz9rwbRDcGZX9cJt7COdDOQUYw7vcri3/2evq8dIXNkDKOcw949gDna19uFlKAoKIaGYurIKKZ9bp76WxdpnZr+UhEmkChN0gUNbRPlNYUBnSOvFDj2WoH+ceuJwmSLUF3yWbza/bIpxJ/gESN1cBRjpA8kNN+6kKQbbeXxD4zS9+1naL57ie6VBcLqg6X8fB5kFBG3Wshg696Dkk6jptNbdrw7QQh49gWdZ5412LNPw7IEldWYM6cD3n/XY3U5JoqS13z/hza/+oXH0IjC/gM65X6FVkty9nTAh+/7XL4Yoqrw4gmDP/quxeCQyrGndIJA43//P4ob66aTH/j8X/9nBymh2CfYt1/n5VcNBgZVbFsQBJLV1Zjf/srj0oWAek1utHViUuWlV0wOHdbI5hVcVzI3E/GrN1xmZyK63cdzLvwEPdzqBMxW0h9fHFEQc+FXy9QXHUYP5zFSGm4rYG2mw41PGjRXPkuIKCogYP7jOksXm9z4pP7ZA39BbClp4jkx1z9xePsnNXRTMLbHYmS3xcC4ya79No1qSLcZbUQR67rAyqjkihrFQR3TVvDd5Bjv/7zBhQ87eF3tZvS6ELd9inEUE3QDNFtHs25/K5Ef4dVd3LqL3Z/C7n+4N797QVUFe5/Jcujl3I5PGYgjSeDFdNsRbifC60S43RjfjQjcGN9Lfh8FkjCIiXqLwiiSyCghTGSPdRRKQpIkj+Q6qJpANwSaqaAbCrqpoBkC01YxUwpmSsVKJf83LAVVEzuOYHHaEefeblBf3rxnz3bCHp5AKCrdG9fu+HuhqGipLKnhSeLAR7XTZHbtQygKkevgLG8fwWhYCuUxk2e+UeTQiTzFwZ3dP2QsCXyJ247oNEO6rRC3E+E7Mb6bPAIvJvB7hEl08+f6vWydPFTVxAlc0wWGnXzfDUvFsJJkk1ROI5VTsTMairpziUZFERiWwr7nsrSqAd1mxMUPmtu+EAybDu2zcwjAW6hhT5TRihlU20D0UnVkFBBUWoSNLv5Kg86lBTrnb+Avf6q8JoqJ2g7ND6/gL27doLuTsK400YzP/15lChqTRzOc+EGZ0b0p7MzOVIHF0e3jUHzLT+htlqlig7jUNAVFe7T9qrrksXDV2RET1Cf48kArZrDG+yGWNDUFtjhxVStmyDwzhTu7gjv/+WVkD4wwIqzWkN7WmZaq6RRKJp0kizwEyUUqJRgdV3n1NZNyv4rjSLodSSotePpZnUJB8M8/cmnUYwYHVb76dYt0WtBsJve06lpMsU/luRcN0hnB/GxEGCbHqFRiUilBGEo6HcnC/E2j7+razfei6QI7JcjlFTxX4rkSwxDs3ach4+R++e5byTWdmFJ54WWDl18x6HQk7ZZEVWH3Xg1FMXnrtz6nPwp25Hz4CR5jSKjNO3RrAWszXXRbxe+EtNe8zyhM1uG2QpYuNGlXPOqLDtXZTchoN4ktt7xfnvN472cRpqXgfy3P+D4LO6PQP2owMG58ZnKyvrj2PUmzGrIy6/POv9b44BcNlmc90kMZQi9CKAqapSWuy70JUBzG+E0PI2tgZM2NequNY8eSoBuQ0VV0+9FFh6maIN+vc/ClHLuPZx5ZOz6N9WsfBhLfiwncmMCP8box7XpIddGjXglorPg0KwHtepgsEpsJ+eU5EYEX37ekWFHBtFXsrEoqk/y0MhrZokaupJMvG+TKOvmSTqaoJQkPhkDrLS5VPSFZ1B4Zs92IQkmrFnDx/SbNtZ0XZY1QyO05iqKbdBeu39EgTygqQlEIXYfW1bMouk5m8iBmsZ/6hZN41aU7HHjroaiCwoDOs9/q4/jrRYZ329ty3vtBFCYZ8euEiOcmHgS1JY/KDY+1BY/aik+7FtFpBHQaEd1WiO9sbqIlFNANhUxBI13QyPQefcMm5dHk0TdsYqVVDFvBtBJyRdHEjtrtF4ogW9Q58kqeKJIsz7q0qsH2KrGkRHoBzQ+v0Tl/A2Mghz01kBAnKROhKsR+QFBt492o4sxWNswtP3OoMCKsdai9cWb72r/NUFRBpqB/rtJE1QVj+1Mc/2qBI68WtrF1NyFlQjiu98UwSIj6eIOQTIiR0I/xNwh9uUHsr6ueFCUhKVUtIflMW8GwFZRbyH1VE6i66JEqAs1I+tlWK9/W31N10WfxmrMztvW+CBQFNZNBsW1AEtYbSG9zK3Ch6yipFELXkhr5dmfL6uGf4PMROz5hvXNblPTjChmGhGtVYs/j5i7rg0ExTdRUCsUykzjaLWYD+koKX/umyf6DOqdO+vzsX1zq9ZhnnjP4zvcsfvBnNh+dDPDcXsy3Ac+9YPCjf3T42U9clhZjnn/R4Id/bvPVr5v85McOlYrk9EcBly4E7N6nMTikMj8X8b/8++Yd5+meK3sJOR7XLoc0G5L+AYUf/JnNU8/qtNvxBmny7PMGL79iohmCH/+HLrMzEaWywmtfM3n9GxaeC1cuh7Rb93mdROJBodsauqWi6D3lrUjWc3EQE/oRoRvhd8INAvwJvlzwOiErVzaXmtap+nSqm/Pnul9sfU6ghGY15I2/r3DlTJejJzI8/dUc4/tszJTymXuZlBD6ktmLDh+/1eL0b5vMXnRwOkkPl1GMu+aQGUqjpzSsgoVbd5GRJPIjOisd+o8OYJdT6BkDv3lzsBaKQM8YKJrySJ3VU1mVF75bYtehNNYO82kIA8nyjMvcxQ6z5zssXXNZnXdpVpMUjI0duzgpLZAxG0qSW8ra7gtxlJS3eN2IxmqvVEfpqVKUZBdwfTdQNxXSeY3+8USxNLDLon/cpH/cIl82HsmOZ7sWsHjVYWXWw93kwnjbIASqZaOn80lh610Qhz7u6gIrb/0LceCDEHTmr4JQkKFP/ACO1/eDbJ/G3meyfOOvh8j17czY0k4zZPm6y/Qnba6fbbNwxaG+4hP6cmNnO465pX/I+7rdyBh8L6a+4tOoBAiF3iKOjUWcYSkMTFjsOphm9/EMU8cy5Pt1THtn3U8AikMmh0/k6dRDfvuPq6zMbF096f0gcjzcuTW8xXqSwiFEL4JR3pLIEX+pUzdULSG69LsoTYQCxQGDZ77Vxwt/XN7m1t2OwI2pLfuszLosz7o0VgNa1YBWLaBdC2nVQrxOtEGQyPXPVd4+TIneP0IkY4xmKNhZlUxBI9enkx8wKA4mj75hg4Fxi3ReQze3nqD0nZjqkk9lfou3+bcLQqBmMuS//jrpZ58FGVP5j3+Pe+36vUslVBV9eIjsSy9ijIzgzc/T/NWvCdcezmT3CW5H55NZuhcT093Y3b6o84cBGYYE66TJFkJYJmqxiPRXttQvBaB/QOE737N48w2Pd9/2uTEfEcfwzu89xnepHH9a5/BRjVpPGeL58OEHAR+863PlcuIR+fvfuBx/RufEqyZj4yrttsT3Nj+etZqSbidkdiYkDHrrsVDymzc9jj1lUCwqG6ayx57SyWQF/+9/dLhwPqDVkqxVIlZWIp593mByt8ahwzrvv3t/3yXNVBg6XGTX8/0MHy2SG05hZnSEKoj8mNaKQ+Vqk4UzVa6/tYxT94gfUULfEzzBQ1mlyBjcTszsRYdWLeTyRx1yZZ1cn0Y6q6Kbya5W6CclII1KSGMtYG0poLoU0G3f9C2Jw5jmXIPcrhxm3qLvYJmV00sE7YCgE1C7XKXvQIn+o/1M/tEUs29OE7QDrJLN4DPDpAdSREGE33k0g4KqC/IDBk99rUh51NwRO8O1ZY+l6y7zl7osXHGorfi0qsnEc73UILiPG+8XwUbp3G07HHdSRECrGtJYDZi/1MXOqNhpFSuTTHIL/Tp9wyalkeRRHDSwMirqQ1SgrM57XD7ZSrx5dsq9WwjswXFye4+hpfPYI5MIRWH023+18RK3ssjah78GJIppYxT6SY9OoWfyKLqR+NM4bTrzV3ErC0TueiqQQM/mSY3uxioNoVppZBwRtGq0Zy7i1ysJ8XKfMGyFgy/meOVP+8n1aaj6o+8bkOxm15Y95i91mTnXZWXWpd7rI61qorTytvqzX9/s2+gPtx9cKElJ2NoNn6un2mT7EiJxbH+KyaNpBnZZmLa6I4w5VU1QHDR4/jslVuc9Ij9mbfER3H9lQrpvd5Tv4wRF7Xma3CH2XogkzeqVP+3n4Is50rnt+X7FUaJ8rMx7rMwmJH5tyae5FtBtRTjtCKcV3iyD82KC9ZLR8P4IS+jFE1YUdDPx5jHtnqLLVrBSvbGmqJEv6RQGDEojifqrMGCQzn/xKZSMYXnGobbsbbv/z1ZCKAqKZaPlc8goQmibuyZCVTGGhtAHBzGGh1Ask/Y77z7k1v5hQSuksSYGsPePoBczCF1F+iHBWovWR9fwl2obket6OUf6yDipA6MITUVoKjKI8BarVH/60cbrlJRJ+fsvEKw26V6cvy1RyRjto/8HL9E6eZXulUXCtRYogszRCewDIxiDBWQY415fRi9mkMHNubwwNPRSlvSRXZjDfahZCxSFqNHBubZE5/x8onyJJYqlo/fnyb98AOfaElHbIfPMHvRiotT25ivU3vyYyPETHyopkb5P3G4TOw5KKvXgF1cIFNtGH+xPiLytjDMWkEor7JrQ+Oa3BUeP6zQbN8epiSmNdEZhYEDFspObbhQmZTa1Wsz6npbjgOsk97x0RunNezd/L9F1GBpWefo5ndExjWxWYFpJuc6uCZWLFwSaDvm8Qr6gEAZw/VqI00082/wIWo2Y1dUIXYfBIaW3MXHvc2umSmbA4tB3xxk5WqQwniHVZ2KkNFRdAZFsRNkFg9yQzcD+POPPlbn0ywUWzqzh1B5vou8JHk881K3dbiui24q4cdVF1QTpnEoqq27s2IS+xGlHNGt3T9aJ/IjqpTVKh/sxsgbFPUXWLlQI2gF+y2f14xXGvjJObleOyW9NodsafjvALtmUD/dj5i1qV6p0Fh+eCdXnIdunsetQitF9KVLZR7cr7HYiGhWflVmPG5e7zF/qcuNSl6VpF7cb7VgTOhmzMTH+dCmMbipkihqlYSMhToZNikMG+bJOtk8nW9TI9Omkcyq6oWyJvDoKY1bnXK6dbhOFO/CiSVA0LYnYXpcCbazDb45kQtXQrBRGvg9FM0AkZspGrohQ1UR5MncZAD1bIDUySXbq8M3jCYFmpxGKQnvuCs7izH01Uyiw+3iGY68V2PN0FlV/tL41cSRxOxGr8x6VeY+Fq13mLnSZOdehtuJvutTmYUHG0G1GdJsRK7OJciNf1pnZbbNwpcvY/hRDUzblUZN8v/7IvU9MW2V4t81Trxfo1EMaa7XtLdMRAjVjouVTaBkbxdQQWvK9llGM9EMixyNsuoSNTjK5/xJC1birp0mmqLHn6QzHXy8wOGk9tFJIKRMj8VY1oL4a0Kj41Fd8Vmc9lmddKvMetWWfTiNRP275+TfGGIAI+KxCwkwlY01hwKA0bFIeMekbNsj3G2SLGtmSTraok85v3nsojmWiWlv+Mk/+b6qCZBTtnE2IxwTC0NAKKYyBfEKECBApE30gD4qg9eFV3Ou3RLuuTwmkRC9m0App9IEctTc/hnXSxNTIPrMbd2YFf6l2G2mi5dPkXztMUG3hLdaIWg7mSB+ZZ3djjZWIg4jYDbDGy2ilLEJXe9IuEKqCmjLRyznUQgqhJGEI2q5+1LSFUBUa715GegFCU9H7MuRe2o9eyuLOraJmbYSR3MfV7B3KeOOYqNkiane2hjQBlFQKY3gI9/JV5BYKJhUlISzSGUEcJ+WFt94zZqcjzp0NuH4tpNtJ5h6xhGYzxvtUO9aV4Jom7pvU3r1H49kXDI4c13G6kjBc39CUG4EpigKWLTAMQRRK2q34NouXOIZuR5LNClLpzTVAqIL8aIp9Xx/h0HfGSJUsQjekNtsm6IZEQYyUCamv2xp20aC4K0NpKouqJ8TM9beWiYIdtHH5BF8KbJsePgoTz5Jm9f7Y2siPqHxSYejZBvndRbS0vrH4Ddo+q2dXaM42yAxlGHx6iMFnhm7rRFEQUb24Ru3yo5F8DoxbHD6RT0qTtlllImVSLuA5EcvTLpc+aPLev1ZZuNKl23zYiwSBJgwkEZF8OFnvgRdTW/KpLfnwUUKKCSVZTI7uTbHrcJqJwylG96bI9umJ4azeq1FXv9gi3WlFLM8kKp0dFQ8pJc7SLO7qAmbfIAMnvoOMQm787O/vSPvLMCRoN+jMX8WrrhA5bVQrReHwC9iDu5Cx3CBN7KFxMlOH0NM5Kid/jbu2iGra5HYfJTN5CBQVr7K4abWJqglSWZWX/6TMoRP5R2YquS7fDzxJtxmyNO1y8o0qZ39XZ3XOI/B2ICl2CxqVgEYl4NL7TfL9OodP5Hn6G30cfDGHlVbQ9EefynPk1QK1FZ+Z823WFvyHT84KgdAUtKyNPdlPau8w5kQZvZBGtQ1QFaQfEja6eMsNnOkVuhduEFTbRG7w5UvP2TCCvV1pomqCkb0pXvuvBhjeY2OltraPrpd3hl7iE9RcC7h6us3lky2uf9xm8ZqTqC92yITY68Z4XT9RevXGGs1Irt3E4TSTRzNMHE4ztt/GSqs9c3MFTRMbpUC3Yj1da/5yl9qXlDSRUYS/tEywnCzqvekZYsd5xK16vCC9AG+hRuQEuDMrxK6PNd5P4fUj5F7cT1htbZAmQaVJ/TefUP/NJwBkn91D7uUD6P3ZL3x+NWORe2k/9p4hvLkKaz85SdT1yL24j8LkAGo6UZNAovqL2i7OpQVaH10jWK4jo5jC60fJHJ8k/5XDtE5NE62n+AiBmjax9w4Tthxqb5wmrLVR0haKriZeVJ9C2GgQtVroA/1f+D3d9v7SKYzhYRRdZ8tHBpmIV372Ly6/fMNjdvr2ebKUCSERxfD0+usDiLbQf+aFEwbf/q7FynLMP/ydw4VzSXnwgYM6Y2M3l4d2+s/EAAAgAElEQVRRlLRFCD5Dzqw/t/66zcDM6Iw8VeL5/3ofmqlQn++w+HGVuZNrtJa6eJ2AOJJopkpu0GbgQJ7Rp0sMHiyw57UhZCxZuVSnveI+KdV5gm3FzjQRuAVxENOab3LxHy6gWhqN6zW8RlK3KGNJ5EZc+c+XiSPJrtcn0NP6BrMdOiGrH69w4+0bVB8BaaJqgsFJm4Mv5dE3Eem41Ygj6LZC3v3nCmd+U2fmXAendTO96GFBoGIoFruyT9H2Kyw6lx7q+W6FjKG5FuK0W8yc7/DuPyf16v1jSSnD+MEUk0fSFIdMDOv+F5TT5zosXHUIH/MbdRy4+PVVglYNGYXIOCYOQ9ozF7HKw2ipDCBAEVgDY+jpHLVz7+GszBN224SdFtXO25jlYYxcCWtwnO7CNJthkvqGDF76kzL7n8+RLz86g2ZIyNxLHzQ59WaNC+82qa/6uLf4IjwOkBKaawGnfllj+pMOE4fTnPiTMpPH0uRKjzaJyLAV9j+Xo7Ea8NP/e/GhK3bUtIk90U/5j5/B3j2IlrcRuoZQb5LWSVlgTCaIiLyAsNKi+ptzND+4irdQe6jt22lQe+U5n/Y0Gd5tc/hEnsMvJ/HfW404Ssj8S++3OP9ug6unWlSX/F5paLyjCJO7IQwkzbXEEPzamTZmKjE2Hz+QYupYhqnjGcYOpDBMZWNOciuiMO75I+1AM/HtQBQRLC5R/+nPEyNYPyDqdu/9d0+wgbDlEDk+Yr6CDEJkLPEWq7RPXyd1cAwlbT3U86spk8zTU3gLVdofz+Av1ZCxpHXyGmraxt43svFaGYQEa03CRhcZ9/ykkHQvzGOO9JE6OIrQbpknC0BVcWdWaH10DW9+DRnFiLZ7x/4EEFZrhLWtSzpTbBttcABhWVuaohNF0O1KVpcjCkWFbFbwaQsgufHP/UOS3GPXPXEVwWdIH02DwUEVwxT87CcuszMhjiPJFwQDQwpm76sThrC2FtFuxZTKCqNjKmtrMUGQqFFUTdA/oNBqxlRWN3d9ho8UmXi+HyOlMvPeKud+MsfcB6sEbkQcxMTxetqZoDrdYv7UGld+vcjRP51k6pVBSrtz7H19hPM/mcOpfzlJ5yd4NNjxpAkkxEnjeh0EBJ3b7ywyllQvV5H/fJn6lRqZkUzCQnshTsWhdrVK9WKV0Lm72kEvD6Dl8oTNBmGjjgx8FNPEHBnHGh1HsW2iVpPO5QuEzcams+D7x02GpyzyZT3Jjd5GdFshi1cdPvhplcsnWyxdd2jXt0bxYaoZcno/Gb1E3V+k6a8SyZs3Ll0xKZqjeFEHJ7q9LEpBRREaofysYVdWL6MpJu1gjTD2kV+Q248jideVeN3k75VVaKwGLM+4XPmoRXHQoDSamMoOTiQGs9m+z0+QWMf1M+3HO+mgByEUNDuNNbgLI1dAMWwUTUe1UxiFMmG3A4pANW00OyFQ3NVFIs+BOELGEWEYEHZbqKaNkevDWZy552XJ9ulMHc/w4h+X6Bsy7uilsB1wOxFL0y5nf1vj2pk285e6rC36RNtFlqgq5v5J4k6XcLWGdB5M+5sQpBG+69JthrTrIQdfzHH4RJ5dh1Ko2qO5zooiKI8lxrBXT7WYOdel03g4yjMlbZI6MEL5u0+TPjCCmraIHR9vfo2o7RL7Pe2xqqClLbS+DHpfBi1r06cIVNug8vPThA3nS6M4UVRBOtdTmiSiCExb5dCJPMdeK2Bnt26KIKUkDmF51mX6bJurp1osz7isziXlN777mF1zuW5qHuN2YlrVEFUTtKoBC9cczr/bpDRiMjhpMbzbZni33fNuUvCdmMoNj8ZqgOfsJMni9kIGAdEm51NP8FkIVcUYKGDtHsQo51BMDcUy0IqZxONE65XHPIxhTfR8SvrzOJcWCCrNjTLHsNoiWGv2/EbWXy8Quoa9bwRzpA8tn9ootbF3D6EYny0rFQKCajshY4Jk3Pg8tWJYWSOs1m6qax+0TFVVE1+ToUGiVpu4tbn0js2gUon41S88JqeSEpnqWszKcoxuQLGokM4Irl+LcN37//CiEOo1iedJ8gWFAwc1pqeT2GEZg+Mk5vVhlIzRxb5EFZfJCvbs1Xj96yblsgokEcKBBxfOBTz9nME3vm3RbMYsLkTkcgrHn9EpFBUuXwy5cinclJ9J32SG0u4sgRtx+c0F5j+q0F69yxzIA78TEnRDzv9kjsJoivKePCPHS1x+c+G+r83jhtTho2i53KNuxpbDW1jAm51+1M24b2wpaSIEGzforQ4kCLp3H1j9psfKqWVql6ukhzKohkroBrhVF7fh3TNOzRwYwhzbRffyBaJOC2INrdBH9thT6MUSQteJHIc4COleu0xYW9tUm4f32AxO2tuqMpFSJia85zqcerPGWz+qbHktuIKCoaYoWbsIYpdOULuNNAFAQM1bwI1atzylYKppTDVNw19BcvtkUREamtARbO31iiNo15OF5OI1ByGSxfvghMXoPpuRvSn6x0zy/Qa5viTm2LRvL6cKgxi3EzF3scvajcc06eAW6LkiqeFJUiNTGxMLoSgohoVQk8mLEAqKbqCoGsg4MYb9lJIk9j1U00I1rXtOUIQCY/tsjryaZ9eh9EN7b5+HOJY0K4mp8Ll3Grz/kzXqK/5DNz7+DAQolpEQsFtYthcGkvpKQGO1Tn0l8YEIvJjh3TbpgvZIjKhTWY3RvTbPfbuE04qYbUdEDyE20BwqkH1qgvyLe4laLs6VJZyZVdz5NcKmQ+wm8QDr5TvGQB5zrIQ9NYA1XkZGMc5shfaZGaLO49/HNwOhJGogw0omzYoqmDya5tBLOcYPbI0vAIDvxrSqAcvTLldOtbjwbpPLJ5uE/v0bt+5kRKGkthJQWwmYPtvBsBSGpmzGD6aYOJxmcNKiOGgQRzB3sUOncXc/t8cHf0Af4GMGa1eZ1MEx7N1DG+Wmiq6iZiyElniGbNqZcxMQ4mb0tkAkPiW2seFlsg4ZREgv6JlwJ+dWszapA6OkD42j5mxYV0HYJoqlg0LyxKeGqNjxN30/jhpNomqN2HERlvnA3l5CCBRdx9w1Trhawd9C0mRtNeaNn7r82V/a7NmrEX3LYq0So6qQyQqiCJYW3ftKw1lHFEG9HnPtasjklMY3/shiejrE92FpIeL0RwFxDHMzIcv7NI4/rRNFEseR9PeraJpI7G/WA8gknDoZkM4oPPWszldeN6muxWSygn37dW7MJx4sS4ubu5llBmzSJZNuzWPpXI32yr3L8gI3YvFslfqNLgMHCvRNZBLD2D9kCEH64GHM0bFH3ZItR+vkB09IEzOV1NHHcWLw+kXr11UtkQ0jkjXaZqTyMpb4LR+/df9lOHpfH+bQMJ3zHyfO3ak05vAY6UPHaZ16n6BewygPkDlyjLDV2DxpstumPGbed3u+KNbrxFdmXd75L2v8/p9WP9eXQSA+Q1DE3BzkBOrG+JX4hyU3RCdqsupcI6uXCeNPS+MEQeyy4lxDygh5y4RKV0xyRj8ZvUw3rBPEXu/3EoGg5a/22hB96oi3t1MieyqU5HnxmefvdZ2ScobmWsDlk60kVnPQYPJohsMv59n7TIbBCQvNTDwhFAGeEzN30WF1zqXb2umz3Hv3l9ToboqHXyDyHKqnf093cQYZR1jlIQZOfPfmcSQbn2EyWfr0TlDvuU1MygxL4cBLOZ7+evE+38/WII4lXjfi4gdNfv+Pq5x7p5GYk65n6omE8RVCIOPeNrIEVKU38eTmrp2MEzJ2/XdCJL+K4psSXkUBJfHOkRt/0/udBPfs5eQ8txYCKz3nNXrxuLFcz/jeON6GJODWc30KUsLchS6VGx7zl7v80X8zzL7nsph20o+22yg2U9R59U/7mT3fZWXOeyhqk9S+YbLHJhIT40sLrP3sDM0PrvRk4HeAItCLGfp/8DyFl/djDBUofuUQzrWVLw9p0othttIqZlrFMBVe/bN+Jo6kN1LuvijWF3HraVTn3m7wu39c5cblLm7nMVOVfAFImYwbM+c6zJzr8PZ/rjAwYXLopTzFIYOVWRenfR9jiaaSTIru3u8fChQlMRZfX4BDklZyWxs2ubDTtJsL+U9DyiTW9X4X+L22iZ53xm3H7sX0ye2+ZtuE3ImDpA+N4S/VWPvxe3hLNRRTx94/gjla2voTKiIxd10n33sra8GdxxQpb5bZmUNFBv7iVaK2S/OdizTevkDUdDDHy/R95xmyz+6+4ymTMXBz3wkZBITNJsFqBWNkaMNP5UEgNA1zagLv6nX8ufkHPt46Gg3Ju2/7GKbgG98y+Yt/Z1PqV3G7koWFiI8+8Fn38w/DRB0SBvIz66ogkLguRNFNAjqOwelKfvWGx7e+I/iTH9qk04J6Pebn/+py+qOE4PrgXR/TFPzlX6d47Wsm7bbk7JmA//Q3XXIFcZvK5ePTAWEgSWcE3/u+Tams0O1ILl4I+Lv/0OXc2WDzniYpDUVT6Ky6BO7m14pxKHHrHqEbYeeNR+7Z9tAhBHq5/w+SNHGuXH7UTfhC2FLS5C/+h2EOvZChsuDzt//bApUF/74TE1I5lUMvZHju63k0Q3DxwzZv/0uNbuvhDXhC0xGKSlCvE4cB9sgY1tgu3Llputeu4K8sEwysUfrW91CtO7h23wGKAkMTFqXh7fMUiAJJuxHyi79Z4uzv6oSf411iKClyepmcMYgiVIRQUIXGUvcy7WANTTEYSu1HFTqKUAljj2XnCm7UIf4cY9esXqbPHKNoDjHXPksjWCGOQ0w1Q789QcEYxlTTKKi0ggqtYBUnalEyxyiao8QyZL5zHj/qEBOhKyZ5Y4icMYCumISxTzuoUvcWMVSbsjWx0cZu2GDVuY4fO/dV2iNjaFYCLr7XZPZ8h+yPdAZ3mUwdy7D7qQxDkzbdVsTpX9Xu28h4+yFvyXMm2UqWnxrJFAUtnUU1LernPsCrrRAHHopuoKVzKJpBRAekJHTaxJ6DyBbRcyVCp4uMetdACLRUFiEEQafxuZNd3RA8/fUie57KPlBM54Ngdc7l1C9rvPcvayxedzZKcfTxQcyJUbT+PuIoQk3Z+DeWcT++RNRokXrhGPpgiajRRs2miRot/Pkl/JkF7GcOoQ+WUWwLoal0T50nmFtCxjHm7jGMiVGUbAbp+QQLy3hX5wCwDu/B2jeBe3ka58wl4kZSxmZMjWEd3I0wDYSmEi5WcC9dJ6zUsY7uxdg1jDAMhKrgXpzGvzpL3L67D4DXjbhysoWMob7q8/K/Kd8xKeVhY13RcOhEjtqKx5lfbV3d+Tr0Uha9nCVqu9Te/ITO+fm7EyYAsSRsdln711MYpSy55/dgTZRRzMeianVLYWdURnbbDE5Y7HsmS660BV5DPdLg9K9qfPSLGldPt2iuBY9fGc4WIQollXmPDxpVNF0Q+DHdxuZWGUrKJvPKSwhVxb+xgHP2/ENu7fp5U1hTk5iTk+gD/ajpFLKXUuLdWMC9eo24094gyD73WJkM2ZdfwpzYhZq73XxU+j5htUb9578grFQ23T41l0MfHMAcG0Mvl1HyORTLQqgqMvCJO12Cag1/fh73+nWiRnPzpMytW+1bASF6yXRbdDxNwRjIE/shzfevEFRaSD9CyabQ+7II9QsSBpKklBGRlPf0oNgGWtZO3gMi+czDiLDZRbGNJEK4B2HqKCkTxdASokVVUDIW1liZyo/fo3tlcYOYVrN2Yhi7RYhaLfz5efSBMkLfgvuYqmAMDaKV+lAsi9jduhgdKeHUhz7Xrob83d900XVBHIPvSzptSb2WJNW8947H7EzIWiWm2bz9/vnjf3L49S89VpYjup3bv6/nPglYuBHx//1DF1UVhKGkUb/590uLET/7icuH7/toeq/MtyNZq8T8r/++ievIDSWclHD9WsTf/j9dfvxPDpqWJP84jqSyGuN0N99X4jgheBRDue8KKkVLNjPD8ElyzhNsP7Z0djg8YbL3eJpUVk3KG77A4KAoYKcUxvdb5Es6YSD54I0Gt9oYKZqCWTCx+2yMnImiKxBD6IX4TR+n0sXv+MhNSsAThUaMUASKbqCX+jH6+2mf/wS/skrUaRG1Uyi63hswPh+aISj0GxQGjG1NBqmvBpx8o8qVj1rUV/zPHe8VoaCrFraWpRPW8cIOlpohZ/SjKQaxjDGVFO2wSiwjNKFTtiapuDN0w7sveILYJYgdNMVCVXQUFCIkofTxoi5elCzwWkGFbthI1CYyxonaFGSMppioQksmGFLpkS2TtIMq3aBOJEO8qIOuWNhaHk0xaAVrKCioQqffnmLZuUIQ39/AFgaSsBHSaYTUlnwq8y7LMx5XT7cZGLeQUnL+7QadLfKFeViQUhJ5DnEYoFoprNIQfmOttysokWFwk1QRCkLTgeR7b+TLZMb3oWXyBM1aMimKQrzqClo6T3b3ESLfJWisITQdu38ENZXBq63iVpaQd9GZa4agOGTy1NeKjO6zt9XHZH2na+Z8h7O/a3Dy51XmL3dvMyRVLBO1kEWkLIJzV4kLWRTbxDwwiXPyPPpgCbUvjz+3SNRoEXccpOejlQro/X1IP8BfraFkbIzxYRCCqNrAOrqfcK1OeH0OGYRE9SbS9QFJWKnB4T0olonQb96Gtf4i+sgA7vlrSb1/tYEMQvSBPrRSAaIYf+YGSspCKxcQgHP6wl3ffxwlUcXXz7RRNYGiCI6/XiCd07Z1l0YIgVBh97EMy9MOV062HkiNeCeopp4QTbUO3mKNsHlvU0kZRHjLdfzVJrEfomWsbU852wk4fCLPyB6bwoBBcch44JJStxOxtuBx9vd1zr3VYPqTDo3VJ94VQaQSdrVE/eDch4GhqqKVSqAqKPXGw2vgLdAHB7H278Pev69HmCQeGdIPiMtltP5+jOEhnMtXUDOZex9Q9lR1UiIUFaHrKLaNYlsQxwjTRBibXOQqCmomTer4Mex9e9GKRdRsJjmGoiSGoYqCjEL0roM5NopWLuNeuoQ3M7u5c8Txp9Q0DwYhBELXbypiHhRxMo4LVUEYGhKJmjYxd5XJHJ9CSX0xlbOMY8JqCzVrYe7qx7m6CAisqUHSR3bd3gTHp3tpAa0vg71nGG+hSuyF2FOD2HuHb1MmEfdibHUtiRtWFNR8ivShMczx8gNejJuImi282XlSx46Ade+y4XtBCIGwLIyRYfSRYbxr17eopQmaTUnzHmmWjbqkcZe558py4oVyJ3Takk474sZdBDKeB97qnQ1c21c+2ybHkTg3Irjxuc29J7xWQOhHpEsWdsFEM7uE90grFIrAyGik+kwUTaG73CV+CGW+T/AEn4cdt6UWx+B0ks6aKaj0jxiovTgr1VSxChaZ4Qy5iTyZ0SypUgrVVJGxJOgGOBWH5myD1o0WnaU2bs1N5H2fd07HQQYB1vgEMgwxB4dAUXFnrxN12ok8VdeTic4myxDWPQS2y4DRdyOWrju89aNVqove5uqkJUQypOmv0PCXSWl5RtOHMZQUTtjEj12q7jx+3CWjl9mdfa5HdtydNHGjFs1glb5wnLincJDEBLFDO6igCZ1QZqi404S3+KC0gwptvYyt3jQ8UoWGqaRJa0UWOhdo+MsbvysYwxiKjRu2qTjTAPRZY4ykDrLmzhHwxXcDolDSqoa0qm2uf9wmlVXRLYV2Pdz58WZxTOh28ZtVbMsmu/sQ7toyMgyInA7O8lyiIGk3CFp17IERYt8l8hy0TB41lUUo6s2yKilxludR7TTpsb2kx/cSFEqouok9OE7su7irN/Dra3fdlcv26ex/LsveZ7IUBrY3zSUKJWsLHqffrPHhz6vMnr/zQlqGEVG9iXPmImoug3VkL+buXbgfX0boehLteHWOuNWFOEbJpjGmRlELOYKFFYLlCmonjXV0L3oYQhihD5VxTl/Au/DZSZZ/bZ7w0B5i91MLp0giXY9orU7U7hI328gwRJsaRagqwcIKzumLKBmbzFeeQ50a/VzSZB3tesjlD1t43ZhMUWPqWIZc3/YnF5XHTCYOZxjfn+Lax50tjXWWUiLDiHi9ln6zXTWWxF5A7PoIVfmD8tjYLPY/n0NK2YupfrBjdRohC1cdzr/T4O3/vErlhrf9nkE7EYqCVsij5LJIPyCYv4+VRxQRrKwmhGzj4ZMmSjqNtWc32ZdewBgeJmq1CdfWCFstpO+jGAZKJoM1OYnQdfTyvRe9MgjwZmaIOm3UTDYx2BwcxBwbRUltTsG7AQHCMDDHRjEndhH7AVGzRexVkL5P7PsoloWayaDmsuj796EWCyBj/KVlpHfv8jsZx5vPUN0MFIEwjS0pGQEglniLNZSUSWr/CNJL/LHM0VLiaSK+mAOsDCK6VxZJHxontW+YsNaGWGKOlTCGikQdt+dVAlHXo33yGrmXD2DvGybquEQdL3ltf46om3gKylgmccNXl9BLWdKHxtByNkrGwhgooJj6lqkG4k6HYGGRqN1Bse0HV5v0SBd9bARz9yTezMyXxij8YaG14tBd8yhNZRk+WsRt+NTnO0TBna+rUAVWzmD4SIHieIY4jKlcbRH6O71U/tFhY63ay66WcYyMo4Sw1nob09tQpi177sOx5xN7HjLwE2VhY+vVxtuBnUeaRJJuJyYKJIalkCmqG5O4VH+K8a9OsOdP9pIdzaIad25+6CVRw9M/u8b0L64Tdj9fHRBUK8TOOKVvfS9pg9PFnZvBr6wifQ81m0XL5og9N6m5vQd0U2FgwsS0t09lUlv2mTnXYfpsZ9N/I5H4sUMkQ+KegkMVOqqq48cObtQikiGRDAljD121UcT2vSdVMVAVDSdsEsnbdyl1xUKg4EZtJJJIBsQyxFBTKGJriapuK4Id72NyEzLwaU+fR9F0isdOoBomkefQun4+IU2A7sIMim7S99Sr5PYeJw58nNUFqh+/har//+y92XNcV57n9znnrrlnAkjsG3eJpCipSqqqqe6u6qXc7pmJ8BYd4Qhv4XCE/xq/+MGvfrAd4fAW7p5eZrrbPVPdGqlLqpKohaK4gwQBYkskcs+73+OHkwBJkQABEIRIFb8KhUJA5r0Xdzn3nO/v+/t+7cf6v731JVQcIe0MlTfewyqUSOOYYGuNrS8+or9yd09L+4kTLn/wX4xRGrGe28z+oPC6CR/9WY1P/26Lldu7m42lQTio3KHbXZIEI58BIVBJivL8nRYaAGFbmENlrMkq1vQYzpuntN1Aq4OKE2TG1SqR4GBxeMGd+yCg8Ic/RsUx/rU7eNcWMCpFHcnZ7YNSmryR8kCLjV4rZuGrDn//vwn+5L+b4MJPywc6tqOAEDB5KsN7fzLMyoJ3pKRJ0vVJvRCzmDmwNF062vw4anRRR7lQekVgOU/6FR0Wi9/0+Kd/tcmv/qKmDX9f8yWA9kawT8xhjY+SNJoHIk3SvkfnHz7Q/3MM59OZmyNz7iz21BQoRf/qVXqXv8C/d0+/GwwDe3yc3Ltvk3/vvSfabZ4GFYb4C3dh4a6esNsW2TfeQLoOzuzMwQ4wSYk36/h375GGIdFGjWBhgXirQTogRISUOPNz5N59h8JPfoxVreLMTGONVglXVp9NiCi1Qw4cCaREug5HGaXY/vVNhCEp//5Fhv74HeJmn95X96j/1W+wq8VnFgyfhjSIaH14DWlblH7nDaZ/fJY0iOl9vYh/bx0j7w4Uk5B0PVq/uo5RzFD66ZtM/vf/IWkY0fn0NsGDOtKxB60+EK43qf3Zxwz/y/eo/ulPEaZBtNFi628vk4Yx+UvzR3JOVBgRNxqEK6vIXBazVDqS7drjYyTzc3QzGdK+9730yDku1Bc61G61GD9f5t0/PYlAcO1vl3ZN0LGzJtUzRX70356lerZEfaHN4q9rRP3fvnf1gaAUaRShgoDU90i8PkY2i1UZ0uahx4Q0DAnXVwmWl4lqG4S1daLN2rHt/yjx0pEmKO3NkSqd/63bfASjb48x83uzTP9slmw1i5CSsBvib3kkUYqQYGYs3IqLNCXD50awshZuJcP9f1ykvbh7dcZfWSaNIqJmQw/kW3X8B/d1KwPoyrtSdG9eI9p6tgmsZUuGJxzszPG1ISzd6HPzs4M5ewsEtswOPEFMbCNHkkbEKiRJIzJGAUOYOtVG2kSJt6MeOQwUA3km+5s0JGlEomIyRgH5rVs1Sn0cI4dr5BAIDGEjhUmY9EmPUvP/isLfXCPud2nf+RohJCpNSLyHhFrUa9Fe+AZ/cwVhWCiVkoY+UafJerelF447JXdF2K7TuPIrOre/0i09KiWJAqJ2kzTYnYyYPJ3hzA+LTJzMYDnyWA1IN+77XPn3TT7/d41nJh7pyayOXZW5DEhDExSpNir+NlQYEW+1iGoNogfrBDfv6Z/HCcQJRqWIUS4i7IMpa5JOD//6XaK1TZz5KYRl4ZyaJe32MQo5jHwWhNDHmKZ68nYAhH7K3a+6fPnLJm7W4NQ7z17sHCWEEJSqFmd+WGTyVJb7Ye9gZph7wL+/iXevRvGdedy5EcJ6h7ixN4ksTANnooI9XiYNYzpfLJL2D0Z0fR9wFM9lvxNz/ddtPvmrTW78pnOkiW3fBwjDwJ4YR+ZzJI1DqEWO8XS6J09gT06iPB//7gLeN9cIV1YeEg1xTFSr0fvsc8xyGffUKczyARang3aN5/2TvOvXCQbESdrvP2Ykq5KEcGVVK1JOnMAaGUZmc1gjw0Tr688mRx+p0B5FVVYIiRy0Dx0VwtUGjX/3Fd0vFhCmiYoT4o5H3Oyy/D/9NVG9s7uJqtRKFBV9S5U3UIU0P/yG3tX7SNfSSpGOpwmVT24SN3oknb62UIsT2h/fpH/jAUbWQaWKuKULDzLzDXGzR9zxIE7o31whbvyDbh0SQiuuNjtIZ5HWR9eIWz29BvBCvNtrLP2Pf0FYa+v36gGQhhH+zVuYw8NHRppgGJgjw+Te+wH9y1+StNtHs93fQtRut7j/aY3JS0PkR1ze/tN5ZoreKxEAACAASURBVH80QuN+j17dJ+onKKWQliQ35FCazFKZzVOeydOvByxfrrN8eZPIe7nb5Z8baUr9X/8FMnPYJLvBODswwnbn58meexNruPr4p9KUpN8j3twk2qoTt1uk/T6J10cFISqN9TOYpigUQujuC2FZSMfByOUx8gXMSgWrWsUqlRGG+TCZ0zBJ+32CB0v4C3dIw4A0fDXnWS8daSIkOBmJYeg0CmlIMiMZKu9PMvXTaXKjWeo36rQXW/TWewTtgDROEUJgOAZO0aEwXaR8qkz5RBlpSPqbfYJWQNB8OouZ9nsEqw9IwwBhGCS9rpYODZjkNAiINmvEzQZRs/HMv8G0BcOTDrb74kkTpRRJrFi/57N8Y/8qE0A7M0uHkj2KbWRwZI5+0qQft0hVSt4aYsiZIlEJprTZCh4QpT4Zo0jRHiVjFEhsrfDoxU2CpItj5CjbE7hmjqI1ikDQixr0kxZRGpKqFNfIMeLO04+b+EmXVMXkrWEK1jCOkaWcTmBFDn7SIUz69OM2RXsU1ywMFDF9YhUSpR5Fa5QRdw4hJKawqftLT8YfHxUMg+yli5hDFdJeH+/adZJu72glvEeENPAIA4+w8XQ2V8URcbdJ3H1SIvcoubKzvSgkbNYImwdghwXMX8hx9r0C2cLxDjXNWsjNz9r8+t/UWbvnEz3DfFLYFkalSObSWYxiAWGZBHeWHlGWPT7xVEFIvL5JUm8ipMQc0YlASatD0uyQtLvEm1tY02PIfBaiWP+s0dKLp9kJzGoFaVvaJHagTDEqJcyxYd0CVMxDHKM8n3irhTw9izVRHShMXD3hXNu/aSJoQVC3GfPNxy2yRYORaYf8MbYRAtiuwfCkzfl/VqLbjHhw62DEz27wFmt0vryHM1mh8PY8SEn/+gOirR5pED40hZUC6VqYxayOKX5nHqucxbu3QfuzO1pS/hoHwtZawMKXXT7+601uX+7Q3Dge/xJrYhxrtErcaoEQGPk8ZqUMhtQmoBs1opU1He39SN+VME2MoQrmyDBGqYgckJsqiki6XaIHq3qb316smSbZd94ibXeItxoI28IaH8fI50BKVBgS3LlLXN/aGTvsmWmssVGMShn39EmwTGQ2q4naAeJGk/7lL59ocXTPncEaG93x+kjaHaLVNcKl3VUqslgg+/ZbhEvLpL0+MpvBGh9DutpsM+338W/dIel0n3x3SYmwbe1hUiqS9np4N28Rrq2Reo8/pyoIiGo1gnuLmCPDByNNjghJq03C7ovX1POIt7aIt7Ywi0U9yc/m9ERzH1BpivIDRMbVCWvPA0Pq677donMESoXUCwm9kHD1yXlpv/2IkYUUGDkHUk1yCNPAmRxCZuxB+83jx6LihGijRbTxFHLv2/tSEG22iTafTSIk7T7ePrymSFKSjkfv6tKzP/sUqCgiuLuIe/YsanrySAxhhRAY5RLZty4QLq/oVoN9tHm9xpPwWxGrXzf4+i8WOfV7E4ycKlD80SjVMwF+OyL2B6SJKXGLFpmSg+FImktd7n60zsJHa/Q2j86Q92VGsHy4Z+BRSNfFHhvHLFcw8oUdAjjxPOKtOuHaKlF9k6jZIGm3SPp9Ut/XCpUogjR5PIFMCIRhIkzzEW+qDGahgFmuYA0NY49PYFVH9f4MA7MyhDM5RVSrkdY2Xsp1037w0pEmtisZm3Vwc5IkUSSpoHJmmNF3xsiO5Wjda7Lwb+6w9tkq3QedJ+SHwhAMnxth5vdnmf+jE1TODDF6aZTOUpvaLqQJgAoDwrVVpK1TK6SbIfUGUnjfIwwG391Hw7tpS4Ym7GMiTXQLwtZqQGPt4GSBADJmEUu6GMJktX9zkJ7jEKZVsmYZKQyi1Gfdu0OU+mTNMnlraJBu45K1yqQkxGmAaxbJmEUSFeMYWRJVIkkjvKRNnPqESZ9EJZTsUd3OQEKU+OStYUxpI5BkjRJKJUSpj5902fQXKdhVclaFOA3oxQ0awSr9uEXOrFC0qwgM+nGTmneXKH0BL7KB833hd35C5twZwrV1ovUNVBCSvqIP/4uEkJAtaO+MufO5Y9uvUtrtffFqjyv/2OTGr/dfDZKug3NyBuE4RMtrBDfuoWJt4PrEfsKIeLNBvFrDnBzFOTMPQPRgDeWHxI023je3seemsEaHUX5AtFZDhRFYJvb0OEKAzDiYo8Pai8MLMEeHcM/No6IYYZqES2uEi6sk7S7mUBljfhLn9KxOz7l+l+D2Pk0Nv4Xlm30yeYO5CznOvlckWzie/lbQxQc3a3Dp52UWr/VYXfCPxNAt6fmEtTbBapP8pTmdplPJ49+vEbc91EAmLkyJUcjgjJfJnh6n+N4poq0e/VtrpGGMMzW0536C1Sbpa2JlB/12zMJXXT768xpXP2odazqOPTtN7ofv6rE4jjFKRazRKsKxUZ5PcHeRnlIPiZMBhGViT02SOf8G5siQNhAVQj/vnkf/8y/h5h3i+tZj+5O2ReF3f0pcq+HfXsDI5XBOzmFUygjTQkUhSbdL3GrrnFDAGh/V+xmtYlVH9AK2WMAafVjtC+8v0f/iK/jWc2DPTJE5/wayUMAsFwnX1ul/9sWepIlZLlP6k1/Q++RT4tomRrmEc2IeWcghhCBptYk2aqR97wm1hTAMjEIBI59D2jbxVoPg/hJJbxcvqDQlXFvDbR9M5XqkME2t4LAsPYk3jJ2od4TArGxH3CttQGruf9qrkoS010PY+wsB2AtCSoTrInM5pOscWCV4+B3rMc89MYZ0LFQYIywT98QYAN7dtb1Txl5FDDyA4o0Nkk4Xc6jy7O/sA0Ymgzs3i3vqhPZOWVs/2oSl3yI0l3p89eeLRF7C3I9HGTlVwMqY5Kvujkm9UpBEKV4roFvzWfxkg1u/XGFz4Tscb44ahoHMaTJVpalO+EpShGkgbJvU85+LYBWmiTU0QuEH75F94zxmqazJ4DAgXFmmf/MG/RvXCA9CZCgdKqHiCHyPpKPnyAHo4kWhQObMOXJvnCdz8hTSzeBMTGJktFK6c/lToo31fdldvGx4qUgTwxRURize/6MSw+M2QT+l14Px96fITuRp329x/f/6hpVfrxDsYvCqEkX9xiZxEBN7MRf+y4tUzg4zdGuL2pWN3XcuJdJxcSenMStDqDimd/Ur0ijU1RfDGPS4Js8cJE1LUBlzsJxjIE1SxeaDgE4jPvBzpVRKN27SCB7QDvW5SVWCIiVOIha7XyEGfe4KNWjNUURhQCeqIZCo7X+Ulm2F/hLNYAWBeOJ3AFvBA5rh2s7+Ffp3K/1rrPZvPPyeSknRiS81/x714D6a4tFmvCkpYdIbmNJuH2M6aM15/RL7rmE7ktPvFpg8nSFbPMbeyQT6rZjP/q7O1x/t32gqbXcJ2j16H38xMABMtRxRKXofXn76l5KU/lc3EF/feujQn6Z6jEgV/tU7BNfu7vzuobGgoL1aA0PqW3VbAp6keM02/tXbjxzYw+Pwrt7Cv3bn4faS5PBsvYLVBY9f/h/rjM9nyOaPMApzHzBtwcwbWcbmXLJFg27j+V+exR+cpPw753Amy5iFDNbFWXJvTA1MYbe9NZQ+f0IgpECYUk9ODIPKz85T/vl5pCk167fL+bj3P/wFncsLz3283xfcutzhN/+mzpUPmsTR8Y+9Mp8lO/kW0doGwd1F+l9eQdo22Xfewj13BqNUpPGv/pqk8XA8SAfVdhVH9D/7grjdQZgG1sQ4+R+/h3z/hwgh6f7TJ0/dpzUxrmPGDQPv+i3iRhNhSKyxUeKN2mMVaP/GLcKlB8hCnvK/+GMAgoV79D7/cuczyg+eai7Z+eCf6H7yKebIkP7uAU6vMz+LNVZFhRG9zz4n7feRmQxGPke81UQ9RR4tTBOzVBqkqoFKYuLm0z+rP6BIOp0dH5Fjh2FgViq4J+axJycxh4cw8vlBBLxO09qWkCMlNJsHG+eShKTbwygU4Ig8zM2hMkaxeIykiUDaFkO/eIfsmzNI2yQNI4LlTdq/vkXrn66TBt/DZCulCJYfYN2/f2SkCQCmSe69d0m7PeLa5iu58HsZoFKF3w658q8WWfhwjcpcnvE3KxTGMjgFCyEFsR/TXvPYvNNm42aL3qZP5Cf7TkZ96SElRjFP9r23ceZnSIOQ1l//PWm3h1kpYc1M4V+/TdrpPntbu8AslcmcOk3+3R8+HNfDAP/+fVoffYB37y4qCo/Oo2fwTuh9+TnRxgap75N98zxmvoBRLFJ8/yckrRa9ICCqH0wp/TLgwKuZXNFgbNbh1FtP9lhVp7XcNFsw+MmflGltxvvua7ZsSWnEZPKkw4kLWbJ5ycZyyNKdiNxkETNn0bjdYO3yGmEr2NPgSiWK7mqX2pUNwl5EdjhDdvTxard0HMxShahRRxgmzuQUxXffx8jlkZkscatJ/+Y1iCPMfAFnchqrMkx/4Rbh+uqef4uUAierW4xeNNJEm8B6hzQq1URD/ITRKihS9fSXgSIl2cU3RJuy7v7w7fZdTcg8/W/Y7TsKnf7zGi8f3LzBu39YZmzORR5jhGtnK+LDP6tx98rBvDLUIA4zDcInFi8q2uMeixPULvft7r9TqHCXZyROdu/f3mtfh4DXSVi+3ufaJy1MS1CdcY9s28+GwDAF02ezzL6R45tfPX8iiDszTP78NNKxkLapzWCtR6rDj5Ld31LVyKyNdC39HSH2XFhJ6/jMsF9m+P2E9Xs+v/mbOjc/bX8nhAmwowL0v7mBd/0GSaer42bTlOzF8zvtMakfoLZbTOIY/85dorV10l5fS5CFIG409WR1YnzPhZbMZYlqm3T/8SOSRlOTBkIQrqySNFuP3WtJr0/q+chQpwYoBUmnQ7zxyIRxlwmrCkPdMjRI8MLc/70niwXCByv0Ln9F0mwO1GsGwjK1ina3c2lb+hnY9h0Jo90n1Grw++NWW0qJWamQvXAe99RJzKEKMpMZjOEBSaeLSnUP/na6j8zpOeBB3kbbSpOjNIc2KhWMYkGrFI4DSpH6IfV//Rmtj65psj5JSboe4WabpOd/b9US4fID/JFhMmfPItwj8JMZvDfMcpnM+TdIPY/e5S+O4Eh/S6EgDhI6NZ+gF9N60Md0DQxLIoQOBom8mKAT4Xcikt3mTa8opOuQ+9G7CNMgaXewxkcRhqHHatcl+85FouXVw5MmQuDMzJE7fxFh2QghSKOIcLNG+1cfEjxYRgUvoM1JKVQcE9XWaX/6CWa5gpwxkY6LsG2y5y8S97raI/QVG3sOTJpk8gazZ11+7z95UsI8NK5ZrGze4Ad/UCL0032fD8sS5MsmpWETJysJfcXqvYDrn3mM/amDkIKgFdDf6O/rJMf9iH6tT9QNyVZz2IWHZQIjm8OujuFMz9D56nPMUoXM/CnMYomosYVl21hDI/rlApqpdxyyp88SNep7kiZCaMWMacv9ts0+F5SCXjMm8A72Uk/SiH7cIlYhYXJMFY/X+K1AJm8wfsLlxKUCxeHji7Xtt2OWb/b5/O+32Hywz9htIGl29IObqlduAH8eJLGivRXx1QdNhicchiedHVnsi8Y2ZzFzLsvchRzXPmntFcC0LwRrTTpXDteudBCE9e+RNPiQCP2U2n2fj/9ykxu/adNY/w4r1UlK0usTPlghWn0olw8W7mGNDOOeP4dZHSGubRJvkyZKkWw1SLYe92eIlSJcXsGanEDskUylopik0SS4vfDYmJE+rU0lSVBJggojrSgbmGfuqt54Ymea0FVKHWzBH0ZEtTrh3XsH+NZh8B2oizIZshcvkHvnEtboGCoICJaXiet1rXzxdNKhShKMQp7s25ewD2jKDaDimLjZwj5CNYFVrWIO7d0CeKRQoOKU/vXlZ3/2e4ak3SZaXiG4t4hzYl570zwnhBAIx8GendbRqfUtwvUNlP/b4bHxIpBGKX4rxG+9muagh4WwLOzZaYJbCySdHvb05GAumiIMA2t0GGEdXqltFks4k1PYE5M7P0vaLfzFRbzFu0/4VB01Ut8nXHmAv3gXo1DAGZ8AwJ6YwJmcxr9zm7jdeqXm3Qe+GoYBbs5gZMLGtAWWLTAtiWWLHZLAdiUnzh/c7TdNFWmi8HspG8sBNz/vcu03HsP/mUAkiiSMD3RyVaqIgwQkWnI9gD06RvbUGazhKr3r3+BMTOJMTNG7doXutavk33qHwqUf7nw+8TyixhZmsYR09h50pSEwLaGDOI4pAzvw0gNX+SIVEEUb8D1UZb7Gd4vKuM0bPyoNfH2OpyqvlKK2HHDtkzZLN/uE3v5X4PHGFvHG1rM/+D1EHClufNLm9DsFTv+gQO4YW6kAxuZdZs5lyeRN/O7BWwwfRevjW3S/Wjy6g9sFUXMfRobfU6jB+7dVC7n5aYcP/p8NvM53q/ZTcUy65Wm1x6MKj1abuN1GCIFZLiIeMV4FtBeGrRMABi9sjFwWhNQmd9vu/0+ZcyTttvY7eYkne0l9i7R5QAWXSnVrkdKJMdvGsHi7RKwKob1EjjAR5pkwTYxyifyP3scarZJ2u3i3btH+4EOijY3HvGsAzNEqzvw8amTkwLtSUaxNfY8w6cEaq2Ju++4cMJL+NQ6IVBFt1ul98RVmdQTh2Ed2r5qlEpw6Sd7z6Hzymyd8k15j/zAsieFIDEsijW0/InT4S6JI45Q4TEmC5GUecg8OAcIyiJvtx+8dKcGQh4oMf3Qb9sQkVrW6YwIOENU38RZuP/G+fFFQSYJ/dwF7fGKHNDHcDHa1ij05SdztvFKmsAeeIW+uhnz8Nw3u3/SYPZth5ozLzNkMU6dcMnmJaR2eKIgCRWMj4u7XfT752wY3Pu8RCIeoH+OUXcyMtfMg7QfSENg5C1Iek3VlTp3DHh1j6x//nrjTwsjmEKZF7+Z1kt6TySEqTUijSMubnmEGZpgC8xi8TB5FEqkjMVJ8jdc4CozNubz7R0O42eNrY0gTuH+9x+W/3yL+nkk4XygU+L2EpRs97n3d5cJPy8e6e8uRDE86nH43z63POs8VP5z0AhLvGBYhR9X7+4pCpXDzsw4f/lkNr5t896cjHSz0v30gaapb2tIUYTuaBNmGEFgTY7inT2LPz2IWCshMBuE4SNdBZlyCe7urllQUvfTJGWkY6rajA0DFCXG7s+PTIAwDs1wi9bynV9KFQGZzB45Wfx4Y2Sz22BhGLocwTaL1Ddr/8AFRvf7URauQUl/bQxi5qigi2tw88HncCzKTwR6t4szM4N9b3DEMfo0Xg6TTwbtxi+w7b2HksojsYeNbn4RRyJP74bva++zyl/h3XntdHRTSlAydyDN6rszwiQK5IQcrayKlIA5T+o2A1nKPzTttVq82iLz4uVWpLw2U0q04huTR5bhRKmIOVfR75pDEhhASe3wCs/T4nC5ut4nWVo5vHpOmRLX1HbPYbRgDFYx3+/aRtj++aByYNEliaG/FBF6fzZWQ21/2KAyZlIYt/uS/qTL/ZoZOI+aX/3edVj0mjvZ3YdIUolDhdxNa9Zi1xYD2VoRdtuitdcmMZMgMZaicHqJ9v0US7H2S3YpL+WQFK28TtHz8rYcyJBUGKMAeGSVuNgYmgWpQbXpyW9JxMIsl0jB8pumTNDRxcpyQBsfqG/Ear7EbKmM2k6cyjM06GM9BoB4U96/3uPtVl/rK/ttyXkNDKVi+3ufWZx3e/Elp4JN6PNdOSkFlTMcPL93oPxdpotsY9ATDyLsYeRfp2gNj1719SnY2kaT4y3VU8Hoh81QouP1Fhxu/brN613s5yHohwDSf8KnRvbLa1FdFj/huSIl77jTuG+cwh4eI1jeIFpdJoxBhWtiT47hnT++9T8WhJ7PHBqU4aOuMimOSdpuk2yMNQ6Rj48zNkbQ7xE8hTYSU2BPjGMXCER30syEMQ6flGBIBpEFAvLX1dMLEtjCKRayRkUMROyoKiWu1I1WaCCkxR6u4584SrqyQviZNXiyShLTb1QbRjoN78sSTY8UhIQwDkcngvnkODAPhOvi3bmufn98mWCbm0BD2xDjW+Bi9Ty8Tb9b3/IqdNSlN5zj1e+OMni1RGM+SKdlYroF8xNMk9hOCbkSvHtBc6nLv43VWrzbobb7cpPV+kAYh3tfXMUdHsCfGMIfKFP/gpzvDdu83X5C2D+9nYlWGMB4lCZUi9X3iTudYVZI7EcapVjAKITCyOczKMLxia9dDabHTBLxuitcN2VgKQYBhCC79boGpkw79TsInf9tk9V5AFOyPNEkShUqfvI5plLB1o05hpkh+Ms/s78+x9MF9Osttot7TByan4jJyocrUP5vGylps3azTXnooU/VXlhGmiT02gXf/Lkm3Q+p7ZE+dxV9axHCzCENiZPNI28GujuHOnSDa2iTpP6lEeRR6nnJ8N6MQYGfksS5QXygMA+m6GIU8MptFus4jxnQMesN1rGPa7pAcwCBJmCaykNfbzmSQtq37zVD6YY61iVza90g6XdLuM7atFMJ1MAt5zHIJ4bqPpSyl/T5Js6VN6faqVAmBdF1kPqejHl1XS8YfSVdJw5C01yfpdHQk2TPuMWtsFHNkGGEa+HfukfZ7CNPEKJUwisVBuoCuvKkoJvV8bU5Y33ouBnripMvU6SyZwvG0eSilx42bn3a4+3XvQG05r/EQmysB97/p0aqF5CsWln1840mhYnL63QIf/r81mhvhoatIwjaxhvK4syPYIwXMYlYbvJrGvifJaRBR+8vPiILXviXfRhIrvG7ClQ+a3Pmyg/88BNcRQhgGRjGvx8xHILMZ5GDCmHa7pNsLXylxz57GmZ0m6Xbxr90g3mqQ9vpI14H0Evbs9Is52DTdaQV6KaEUKgiI1texx8d0dOS5s8RbW6S+T/qIElc4jvaMOTGPWT4+hZpK08cqsMLSxIhqNB4raslMBmtinMyZ0xjFwoGihnf2NfA0SXs90jBC2kfj0WWWSrinTuDfvEX44MHxJen8lkLFMf7N21jVEcyhyiMx1EcDa2QEIQ0dXW6ahMsPSFrt73WyjnBdjHxOR5RXytgTY9hTk1gT4/i3bu9JmpiuwfDJAmf/cJIzfzRFoZpBpQqvFRL0ItJBgIiQAtM1KIxnGD5ZZPLSENkhB9M1Wfhw7ZVXnagwIri5gHPuFGmlRLi8inAdrfir1fGu3iDpH7IdWICRLyDdh95cKkn02HmEJPB+oOJ4x2NqexyWroNZKCCEeKXyTo9mZaMGpoL1mF5L95zFsSIKU6Lw+U5H7MesXV5j+PwIE+9PcvY/fQOlYOXjB3SWWqRJusPKbUdIVi+OMvdH88z+fA4hBfVrm2zdfOhZ4C3cIul1KVx6F4BwYw1raJjiD36EkctjjVSRlo07PYt0XZypGezRcTqffULU2Js9VYnad2LQUUAIQbZgYh9zS9ALwaCn3J6ewjl1Ant6EmtkRFexDEPLsP2AuNkiuLeIf+MW/u0FUv/Z7u/CsjDLJZzTJ/W2JyYwK2WE4+g+7igi6Xsk9S2CpWX8m7fxb9za+3ilxBodxZmbIfOmNhvUvYOKpO8RrazhfXMN/8Ytotrm049x21RsagLn5AnsWZ30YBQLehEwSCeImy3CpWWCW3fof3Od1PeeGlG5jeyli+R/8iNkPkvtf/5fCZdXMEpFshfP4549jTVaReYGC4pej3BlFe/6Tboff/pcsvOZczkmT+9uoHjUSBMI/YSbn7ZZuf3b6zXxvAj6KfXVkHtf9zj9gwKWfXzjiZs3GZ/PUBy2qC1JgkMSX/ZwnuL7p6n+x+9jVfIIUx7Y3DfueDT+4Rui12avTyDoJ6ze6XPl3zdZuf3yLPKEZe4kkgjXGRDUArM6gjk0pBe+W01STyslhBSYo1VUmhLeu09wd1HfI0IgnAJmdVi/F44cijSKNEHuDAj7R+/NPcnqR0iWYyBc/Lv3MEeq5N4a0qRJq4WKIoL7S/o4DYk1PELmzTdw5uYw8vm9lTfb/iiG1H+LEEjbRm77yTBoo7Gdh+d+sL1vR6unQTCIQdbEiVkukbnwJv2vv3lI6giBPTVJ7tIlMhfe1Md8mGJAqvScY6tJ2ush7aMhh2TGxZoYJ/fDdx8/r68wBAKBHPxXL4QU6eBnkJKSPpL+JpAYPGyZUjonEfXIEkpi7GxvGykJKekj29H7BbWzfwb7U6R6e0oR17fwb93GKJfJ/aC0U/E+KphDFbL5PPbkBJ1//xHe9ZsPiZOXXZW2H0gB0tDqGssczH1ncU+dwJmfQ+YHCaVp+kyCMj/iMvfjUd77r84A4LdDmst91q416NY8wp4mQ0xbkq+6DJ0oUD1dJDfscvYPJ7Fcg8ZSl/qdNvE+C/MvJdKUuN4g/vgy3lfXMMpFEIK03SXp9p7P60MIXch9pJigkoTvTIr9rTFYmJZeL72sBYRdcKTl4EYtot2Isd2jm3AnYcLWjU3WL6+SrWapnB7i7H9yjtmfz+JteXi1PkmYIKTAytlkq1nciotbcUnjlLXLq2x8sU539RHVgFJEmzWaH39I0uuS9HqkcUwaBDjTszgTk5iFIkM//wWp7+l4pt/8it6Nb0g6e0+mk5RjjV4UEsqjNpnCqx+DaRTyZC68SekXf6B7y21rZ2Kp/ACkQGRcLNfBHCpjT09hT0/R/scPSfdgY4XjkL3wJrkfvoM1OaGVHLaFkINJ6/aLwNHMJ4YkaTT3JE2kbePMzeCePY09NYl0bNIwQsWRJmiKBYyMizVWxZ6Zovm3/1YrRL5VeZDZDM7cDOV//scY5bI+LtMcVPxCQCFsW1dIyiWcmSns+Vk6H3xEtL7xzHMqhEBms2Tfvoh77gzuqRPazHgQraqrtEWMvoeRzx9aKieE9qeYOpNldPb4omv7nZjblzvUVwJC/xV+eb4E6DYjrn3SZvJ0lkLl+FKPAAxLMH0uy+aDgI37h0shKLw9z9DvX8AezpN0A8KNNmG9jQqifc9ZEy8k7r1OQXga6qsBv/w/12mshS/ZGkAgDEnuvXcxzGdH0QAAIABJREFU8nmC+0sIyyL77iWc2Rmi1TUdLbz9jlCQdnuYxSLW1BTW+BjEEUapiH1iDvfMKYztBcBRIklJNuuYZ07jnJjDWVzSCgMxMBx92nguBMI0ERlHxwWbhjZedR0dhZ4+RZ57BPDv3sMolbBGhrEnJ8hdvIA7P0/S66GCAGHbGNkMwrLwrl3HnpzEmZ/bdQJsFItauj86OlBSmkjHwapWdZXesjDLZYo/+90dgoYo0oTCA51+sq3WVEFAVK/j37lDxjiDOTJC6Wc/I3vhPGmvD0pHQhuFAqCIN+v0V6+SvXD+0OcjXF/H3prCrBydoka6Dtm3LhA3GqT9PtFG7ci2/V0gK4oMGWMYWGREnpSEdrpJSY4ghEEn3WI51nMqC4eiHGLUnMXABBR+2mc1uYunuqQkSAyqxjRlOYIjckBKohJq6QPqyQoJei5VlMOUZRVP9SiICq7Uz247rVNPVumrh14KweISwnFx52cxSiWwjvY9J0wTc3iY4h/+Pu7pU3jfXKf/zbXBfflSDZoHg5SYw0PYExPYM1M4M9MYpaJWgzsOwrF3Nc1+GiYvDTH7fhUErF5pcOP/W2bxNzWCbkQapbrrAKXbOEyJlTUoTeW4+B/NMf3OMJW5Am/8YopP1z3il9xbal9IU9K+t2MMrdJkz6LofiG+pWoU1mB9cYBrdSTYfo+Zj/uKHUvE7BHjSEmT5kZEqx4zPG4f3fVQEHsxK5+soFKY+VlE5cwQpRNlClMFwl6ESnSflGEbWDkLIQS9tS4bX21w/5f3aNxukIaPs2sqjkjaumVHJQlRfZNe+g3h1ibewi3duoEgDXziVpOwtkHcbj+TpUtjRRxqtYlKFeIF92tJKRietMlXLKTx3ZGIR4HtFpTU80g26ySNJkmzRep7qCgBQ2LkctjTk9hzs9hTEyDAu36TcGX16QoJIchePE/2nUs6cs51CJcfEK2uEzeaO98RloXMZjArZaJanegZ/ZgymyX7zlsIKQnvLxEsPdipcslMBnNkiMwb5zDKJZy5WXJvXaD3xVck30ozUFFE0tP9funaOkmrpaXinr9TMRWujT01hTM3gzk2SsZ18W8v6BaiZ0n3DJPM+TeQ2SxGIYd/e0Fvv6/TELS0uUDqB4Qra4dmtu2MZPpMluFJGzd3fARetxHz+S8btGrRSyPTlI6JM1ai8pNTmFkHUIRbfWr/9ipJ7+V9wfdaCbc+bfPjfzlMdfp444cNUzB9Nsu9r7uHJk2sahF7rETSC9n8uy/x7m6QdH1UvP97WsUpSeflUVG8LOg2I1Zue9z4dZte++WSnKdRRLi6jgojrKlJ7NlpvajPZYk2NvGvXdeE9aDKpZIE75sbgMCqDlP8g5+hkhgGEuL+V1fJvvPWCzlO7/ptZCaLNTFG4Xd+QjqQSker63QfIU2EY2NPTuCcmMeolHeUCUJKhGVjlIqQpITLDwgW7xOvH+2CW3kewe07dFC4Z89q49ViQZvCRhEqCImbTcIHt+lf+RqVplhjozvtUN+GUSjgnjyJe/qUboGSmgCSjqOrjVIiXRf35AktHx+oS1SSgmnq9/t2i6tSpN0e3U8/I+l0cOfnMEdGsMfGdNpEos1/42aTcGmJ4MEDVBjhzs8duigQra4Rb23BqROHPaVPQEiJkc+RvXgeYRj0r1wlWlt/ZRNYJAa2yCCRhPgYmIwYUzTTGjlK5EQJiYFCUZBDlIwqrXQTpRSWsLFwqBpT1JIH9FQLUASqTzPdxKABCAqyQkbkyIkSbaXnaAYmGVEgIwr0VZt+0kah8FWfWD3ehpD2PcLlFTof/4b8j9/DHB4+0uQnIYUufA1VkLaFUchjTUwQrqxo8najpq/vy0ygSInMuBilEma5hFGpYFZKmMUiRrmEUS5jlkpPTSLar89TeSZPZSZP2Iu58ffLLHy0TnO5u/scTkCvHoCCTNFm9FyJ8QsVzGNKZ3xhkBKZz6GCEDXwzDSKeWSxoNe+GzVNjh/mflHak0klMUJqPycxUJ8Y+TxJt3ts96GRyyPdzGP3y3ar0CvVm8MRkyYrd32++aTL8IR15K76zTsN4n5E1I8Yr/XJT+Sx8zaGYyAMgUoVUTfE2+zjN3y2btRZ/fUKG1+uk4R7T5qFYWqSRAjiZoOk3dYv10FeNkph5HIYuRzRVp2kt7vXhVIQRylBP8F2JeYLJk2EhOKwRXnUIlcy6Wy9XBPag0D5AeHKKr3PviButYg3Nonr9R1ZNegKknvyBAXHwTkxjzUygjUxTtxskXybNDENjHye7KULuKdPIAyDYPE+3ldX8e/c1S+wQeyWsG2MfA5ztErqecSN5p7HKmwLe2Kc/pdX6H35Nf7thYfbch1dUXMcnFMnMUolMm+dx7t1+0nSJIyIa3V6X1xBhSHxZp1ovabz07d7tk0T5+Q8KEX20gXN+I+PEa2uPZM0EaZB5twZ3d6z/ID+l18RrW7olCiltNJkqIKwTJR3sAXmo3BzBud+VKQ8ah/bYjsMUrbWAq5/0qbbeonueykxsjaZqQruZAWrnCPp+mz96taepEn2ZJWkFxKsHzAm9IgQeAkrCx6N9ZCJkwnZY/KlAW1mPXM2S3n0OVI4hH4PpH5I65Nb9G+t6vac13hubNz3ufNlh/rKyxeRqqKIpNUmXH6AtG1NLhiScHWNYOEe3rUbWqm4jTQluK1TLtSZk5iVCipNSVototV1/Dt3tUT6KZ5WKkm16iEINBFzEMQx4f0lrUoMAsyRYaTr6kaDb88TpERms5gjQ5jDw/rrjxAj1iA+N+l1kWuPtxKlvo9/8zbhyippd28Ptr0Q1Wok3S5xs4kzPaOPN5uBVJF0OoSra/gLC8Sbm9ojzHUxCoWnT8bThDQMtBfZ01J49oAKwie2p6II//Yd0l6PeHMTe2oKmcshTAMVJ6S9PuHKCsHiItFmHSOfx7t9G2FZRFsH9+2KNzaJN+ukfqAXi0chKR9sw56Z1l4YlkX/6jfEGzWSXv+ViuHchlKKmIhu2sAROcpmlYXka6RhkJNFTEwUUJAVyrLK/XiLRIWkZLCEQ1mO0k636KkWCkWofBKV6BYcIchSwBYuWVmgnTwsbAkhMLFoJ1u00tqgxefpUZtJq0Xv8heYI8NkTN22PdjIkZ0HIaX2jsvnsaenCB+sENy7rwnObY8cz9Nz2++qLcswtM+fbSFsW6u7HZ0cZhSLmCNDWFUdj20NDw/U2UdDMGVKNnbepF8PWPpsc2/CBEBB0IlY/PUGp342zugbJQpjGQzz1VMqPAphWbhnThCtrBFt1BGWiXP6BEalhIpiZC5DeP8ByjtMIUmbvqooAmswrxICM1/Aqo5pr5TjGGOkxKpWtc3CI8+YiiNtM/CKsSZHOiu+9UWfW1+8OF+B7mqX2395k8V/e5fyyTLlkxVyE3kMx0DFirAT0l3pUL++SX+j/0yyZBtGLo87PUvuzQuaEbPtnT7bb6Pxwb+jd/3qnttLYkVnKyZTMDFfsMpdCIFpCapTDuPzGTpbr3YvfrxZp/3LD3b9fdrr079yFXtudmfSaVWHCRYzJI3GY581slnc0yd1S04uR7SySvNf/x3R8oomJR6BCkPirZB46/Ft7AYVxUSbdbqffv5EG4/yA6KVVfpffo3M53Ws5dQUcpc++bTfp/vRx7vva2BiZlar2DPTWGNVjEoZo5AnWlvf+0CFwCgW6H32BZ0P/+mJv0/FMfERyIIzeYM3f1KiOHJ8bR2drYjVBZ/aff+lKtykXkj3+ird66sULk4z8rM3yJ8Z2/tLUjD1p+/Tvb3O6p9f/k4W+yqF0E9ZXfCYOp09VtLEMAUTpzMD0u1wirmo3iGqtTEreZ2sIYWufL1E98arhu3K4d0rPb75p++GzHsWxKDNMLi1QLi0vK/vpL0e3pdX8L688tTft/7qb576cxUENP/8rw59rCoM8a5ew7t6be/Pef6+Pvc0xBs16v/L/37YQ3wMqefhXbuBd+3Gnp/rX/ma/pWvd/19uLJKuLJ6JMe0A6X2vd14a4vGX/71oXeVdDpEtRrxVh1rbGxgIH80EFJij49hDlWwxkfpffo5/s3bx1oJ3v3gnkIk7HFMCkWIT0iIxCRU/sDJRPuQGMLEwMYVOYpyiNPm2zseJgpFpB6SmxKDgqwwJMdxB+0+rsjiqS49HicsExXTUy1C5T3iifL041RRRLxZp/vxrxGGQe4H7+rW74OdmX1BSKnTdU6fwjl5AhVEBIuL+PfuEdxdJLy/pFUGafLwcI/6mj8tVUwIjGwWo1LCGh7WBMn4ONbEOObwkG6he4FeE9IQqFjRq/tEfrJvlXAaK7xmSNiNMCxjX4l4LzNkxiX/uz+i+6tPiZttjFKR/O/8SIddtNpkLp6j+Wd/Q+StHXzjChLP00lOjwgAzaFhMvMnCJbvH0vUr5ASd24ea2jk8cMLI3183/UYd0Ac36z4qDBo12kuNOmudjHsh8kIKk5JwoSoH5FE+78ZsqfPkD9/iajdJLp/b+Cy//QLGW3t3bYBkESKdj1iaMKG7PHIx6bOZjnzwwK3Lr/apMl+kfb7pH1Pp8BYT2fAZTaDc3Ie6bokrRbB/WWi1XXSI+iBTH0f/8YtrUp6ClSa7vQqI6Vm85+zl1DtpBdUEZapYzafeaCpnliurpG0X8y94WQlQxMOk6cyZPLHJ5fcXApYutZ75dfEwpSYBVcnvqzsrXB64VCwcT+gVQuZOHl8hr4AtiMZmrAZmXbZWDx4ZaXz+V2EEFT+8CLVf/kD+mcn6C9sELd6pMG2/8Pe21BKETd7qPgl6fX6jpGmUFsKWLrRp7b08raWveqT59d4+RHV6vi3FzBHRnRK3hFDmCbO/Bzm0BDZdy5pZcLCXaJa7Xg8MQxDm/NmXJ08lckgMhmMbBaZzWqyoVbDu35zz80ovh11/fhxCyAhopXWuRtdIVXJzqcUKb7qIzHIiDxjxiyttM6D5A5KpYwY05jiaYUZNTB+3f85ClfW6H95BWGaZC9dPFIi7KkQunXHnp3GrI6QfeuibkVvtkgaTeJGY6BC6e/Mb1PP0wvb/Vx7KRG2jbRtrYayLQw3o69lTl9Dmc3uJN7ITEYrTCxTt6dvf+8QKVMHhd8JibyYTPngbcDWoCWnV/dfjsj758R2cqeRz+GePUW4uEx4fxmlFMU//rn2HzzMdlVKVFsnnpx6LN3MGhomc+Ys3r0FwtUnC8hHCem6WGPjZM+c21FHbiPpdolqG6+cAfarR5qAbsXpRbtGDh8U0nERpkWwtkK4vk7q7a6WidvPrrbFkWJrLTzWFJGRKZf5i3lGZxwaGyFR8AoPJqapY+FKWt6o43FNPVExJEJK3eudz2mn9F0iHIXtYI+NIW2baLNOtL6hB4gjeEhVFBGurpH2d1/caV+SWEdqSamPUwp42kAvJUa5hFkuYxQLOmp527RJ6r/ZmprQvewMKhj7qQSkKfFm/YXG3xWHLCZPZciVTEzrxcslt+cPtQc+Szd6h1ISmAUXd3qI4lvT1D+4QbD+eIyzM14id7IKCLq31ghrHaRtkjs1ijtVwSpnEVISNXv07m3iLdVJvQOOR1KQPzdB4dw41nAed7ICQjA9iFEG6N1cpfnZPX3MeQdnvEx2bgSz6O5I0aOWR/fmGuFmh9TXx2DkHXLzVexqgdaX98nNV3GnKhhZmzSMaV9Zpr+4qb2CHj236FaM1ubx9tVrtQBUxmyq086hSJNoq4u/XCdudMmensCZqJB7Y4qkH5BGyb7UOzpy+FOi+pOtGcLQZuPjP5wgN1lASkESJax8vEz73t7vBbfiMvaDCaRt0F5sUr+2+UooYJJYcffrLuv3vEOnGr3Ga3wfkGxtEdy5S+bCeUSpeOSLSyG1Z5vMZrWfxFAFe2qCuNEk6XRIO90dI14V6fhOFQ+8XwYvDDFQEWzPGTAMnVhkGAjDHJgxGjtzC2GZCNPSrReWhbS2WzUeXXw7SMcmabXxpXgmafI41BP/FxGSqBilUkIV4KveTqqO9jxJMbCwhIMtMkQqpJM2kOg5j+Tp5MZBCBPQRahgcQlhmtp7ZHICYxdPnqOAEAKMgcIjmx2oIJUmR3o9HUjR65P6ASoISMOBz0WSPCROts1BBTuKEYTQ80HDANPcMdwUpjG4hvr67fzXdTVhYppH6udyEDSXejRX+gyfKFCazNHd8Am6e885pCnIDbvkqy5xkLL2TYPYf/Va2B6HetjSP1bFOT2H9+U1gsVlzEpJP4+HVfwoRbi6SjzfhJnZnR9L28YeHaP4/o/pXf0a//7ijr/nUcIoFHFmZsidfwtrdBxpP660j9tNgtUVTRq9QnglSZOjRtzpENZrekDaHoyeg9WPgpTN5YDwGCeZ+bLJ1JkMF363zJe/bNBYf9kSDvYB08TI5TCrwzhzs9gT45hDFUTGRRqGrgQYhn5BuA7Stgdu008fVIRpapLBNEi9PkmrdXTVmiQhaXd2N21TahDv9UjElngYxbcDw0C6LubIMM7sNPbUpG47ymT0hMYwNNliSF0F2mnx2d9AqpTShrEv0GG8PGozcy57bF4moAg9/Yyt3Tucaah0LHKnx5j+z3+Cv9wgbnsk/Yd+DdkTVar/wUWizS7hZoe46+NOlBn6Z6fJzA5j5l0wBEk3wB4pIA1J5/rqge4vIQTueIniWzM4YyXMvIs7WUGYBtuTzTSIaF6+BwqMnEN2foTKj05iFjM6UldBGsQYOZv2F/fxlnS0ullwKf1gjtI7c6RBTP7sONkTVcyCi0pSwq0e/oPGk4o8BZvLAa1aRJoohOSFynS/jfKITXXqcHGvRiEzaM0xMEpZ7IkymROj2kxyn9cl7vhs/cPVp5MmUmBmTIbODTP69jjuUAbDNemv9/YkTQzHoDBb4uS/OE3YDUnjlK0bddRLXiVTShEFKbcvd9h88BKrTF7jNY4BSadL+GBFe+cMDNRfBIQQGNkMRnYaZ2YalSTaZ62+RVxvkPT0+1yFkf43jrU3wfYCeockMb5FjNha8erYg8QT5zEfi90Uu9sIV9eQyw+eb36sICLAV33yxJRllb5yiVXEtlokUNrnQJESqxBTWOREEYmJK3JHKipLWi3823eQ2Qw5QExNIjPHU+zcJriMfA4jn2O3xmaVpnphuU2SoXaIEgb/bqekHOe7+nmwcatF5estKjN5pt4eIuzH1BfahP2YNE4ftusIMEyJ6Rrkhh2m3h4mV83QXvdY/GSDsP8SedkdAipNSZptjGJhp1garW+QdnowXHk+QiFNCTfWiOqbpL6HcNyde05mc+Qvvatjfx0Xf2mR1BsQdvEhjYoHCTnSdpDZLM70DNlzb5K/eEmv3R65N1PfJ9qqE66vPrOILeSAplDpDjn8XeI1aQIED5Yw8nmGf/HPSXxPp7WE0VOZ6+ZH/0j/5t59xmGQsnbPw+8fLws6Munwi/96nNUFj/ZWRBy+3JPyb8MoFshePE/pj36uTd0MQxulbv3/7L3Zk11Hfuf3yTz73WtfUIWVIAkuTTbJ7la3NK2lNWppPGNZEX6wwxG2J/zgCD/7b/C73/zih3lwOMaa8ChmwrLkGS2t1ojqbrK5g9iB2te7L2fNTD+cWwUUUACqUIVCcfkyKkCg7j0nz8mzZH7z+/t+m/lqSxgOHaYV7uwMzuQ4wnrCJTyUKwohMZnKa/uOCcaYfHtHZElzY9vzVH/6k9xsy3Hy0p5GE9Xu5IZhcb7akEe+TeVReQduaO5b8jxjlaoTudJEnlBljtGwtRJTX40ZdJ7tuJJ6j2i5gYpSgvlRwpUG4cKw9E5K3LESwewIjf90k6TRJ5gdYfx3r1B+fY7mL27T+uAuOk4Z/dFlKq+fwZ+t0bu1kQ9qDnjbGaWp/9112h8vUDg3zvn/8fdofXiXpf/j/QeSPu6XlOgkI1pv0fzFbQZ3t8gGCcHcCOM/eZ2xf/IKOs52SRMA6dr4szUmfvoGzfdvsf1311GDGH+mRrjcQIX7m3o2NxLa9ZQ00ccaH38QlMdsRqafjTSpvHORsT94i+LLMyAFqhuRNXtkvWjPeXwS1CDGxPsPxHSqGWz2+fR//4jK+RqzvzHHpf/s8lO3WZotM/bqOE7R5fq/+ZKtTzdOPWEC+SMj7Cnuft6jsX76DGC/xbc4aahuj94vP9id5JwIpEQWi7iFAu7cmeFz7IHnxyMTHLH/msqDE+rH/f8JwGBo6HUMmln7EjY2AklKwpZaYlut5r4lusPA9Bi3Zpm05lEmIzQ9Mo5XBak6Xbrv/wKjFEVtCF5+6Vi3f2QMPZuwLMQRfNJPEzavtbBdychckSs/naMyU+Dmz9bYuNpk0IhJhwoSy5EUR33GL5WZe3ecK384R3874s7P17j98w30V7yM1kQJ4UefE3znNYTn0v/gE1SznSvqbRvV7j5zOAPkXkzJ6jLx6gr+hUt7fyklxdfewD97nnhjjcHVz4kWFkjr25jk8IskwraxR0bw589ReO0NvNkz2JXqvv6gycY6yepKvpD95K3i+fl8J8sisuTZjc2PC6eWNHn7xxXOvRqgNfztv20QDkyuTosewywKcEsutUsjeFUPlSgGmwPaC+2n1qf7585TvPwqycYaydYmatDfa8z0AA5SnpNGmvU7IVH/ZEkTx5OMzXj81p9MYFmCq++3vzpqE0tSeP0Kpe+9iyyXUa024bUbRDdvo7pd2JGjDtOMSj94D1ksYFcqj9+m0ZgswwxTYo69VvOoJ1dKvPPnKP/4N3HGx9GDkPjqdQafX0V1u7lBmMryY9aG4LVXsYqFw5EmeUOP1s4nQFqCyrjD5Dn/xJQmWhvW7oS0No8weDKGtB3S/WIZb6qKN1XdJU38mSrueBmVZPTvbJL1IkqvTFN96yytXy/Q+WyJcKUB2lD/+xs4lYDCxUkqb8zRv7VB1j24+sUojU4UOlU5EZdpdJzuW0qS9WLChTrxWpusH+8SAe1fLzDzx+9gl/09nxeWRCeKzkeL9K6tEW3kz0LVj1Hx48+dVoZ+O6O9lTI+553omLo84lCbejYzYXeijDddRUcJ23/xMYMba6St/n2lyQFuA6M0aePx6WiYnDzRsTqw70l/o8/y3y9S/3KbzmKLLPxqrI51Gim3ft2l18xQ2el8kUTXb+WxjEqRbm+/6OZ8i685dBwT31sgvreIVangjI0+933uqgdOmYpAOLkfxk6CX2i6bKh7aBSZyYjoE+oesQnZVit0CyHey69Smp0l3VinfesuUfhpXmKNwAxVJonJ358ZCSvZLWzhIJAYdF7Wk+9htx1d3SQ2IYps97uHhtJ5ylaaYaIQ/9VX8kCIU4CvinrkMDj3g0ku/tY05ekCwajHue9PMn6pQtRNUYnKvUpMXhJruxK36BDUXErjAdKSvPyTOWbfHEPYYqjg3h9//79dZfP66TQwh7zMP15YJmvlia26M0wXM5AsrdL+8786cDjF4xAtLmIVS7jTs7nCzLLuX1OWhVUs4p+Zx65UKX3nbVS/T9bNF2xVOMjLAbNsr7fOsNxPei4yKGAVijmRXCzn5WeVSm4m/JBPkNEak6b0v/iMaOHuU9suLZux2Tco1c6QJSEbi78i7G2hshenfD21pMmF1wu8+3tVMgWffaoQtQrStWhcr9NZbKPi+4SEkILqxRqTb00x/to4btlDp5r+Rp/NTzbYvrpFuPV4nxIrKCBsh/71qySb66hwwOPsnA9EmiSa+lpMt5GRhAo3OJkleGkJvILk1R9UifqKNNbc/qR3age8u5ASq1rBnZvFmZ1BCEF07QaDjz8lvruwbwmMHjzdGM1kCtXrY5VKSN9DlkunauBhlYq4s9N4Z88iXIf4y+v0P/qY8NpNTPJozKI3f+bFu+k/hPKozcikS6nmnNipNRo27ka0t4+2+p11QtqfLDLy/Uv4U9U8bUUbgvlR7JJHtNIkbfQRQuCMFHHHywzubhGttXb9S6LVJvFWl8KlSQoXJohWmociTQ4FY5C+M4wxDpCujRV4eBNlnFoBy3X2piyKXJ3Su7VBvNXdbXN2AJPsQSejtZUw9oylMs8Kv2RRGXXwCpIk0gd21d+BUZqsF9H96B69q8vo6MUoJKQj8ao+1fM1/LEAJ8hNoIvTRborXTqLbdJecqp9TTr1lBsfdAi72altp2q1UK0XbJ78Lb450Brd7RFduzE01CzlZS2naFxxIrBsnJERrFKZcOEuKEVGOiyzyZHBsNQGItMnyQx+VCCoVVFhn8RKCfXjx9MGQ9+0n/rsSYn3pO48K1QrL9UxSmEA7+xZrGrlm9e3J4CZN0a58MMp/KqLE9j4ZZfy1P2yqAcTVR4+/0HNw6+4TL9eQ1ryiePOX/9ft4+97ccKY9C9/r7R8LrXJzlCZPwOsk6b8O4dnE8/ovDSK9i12p4FZGHbWENrBIxBZ1leqhOG6DjKg1EeWLAGchW/ZSEcN4+a931koZATqY/pEKNU3pY7twjv3CI9wHtbCItSbY7q+EXC3jZaqxeetnNqSZPRKYeZCx6pkky+Pk7texdwig63/v1Nwu3BHtLEq3mc+eEcl/+LVyhNl9CZRgiBzhSjr4zx5f/5OWudeM93HoSKIrJWk7RZzxm2OCava3j0syZ7+uq2VtBvK+qrMd1mxtgJkSaQP2DGz3i89Tsj2K6k38lorCVEfXXa5tv3ISX26Gju6O3Y6CRh8MWXxAuL+3uGWFbuBO4/eUJn0oRsaxtnbBRZLuXlPK6DiQ7ucfA8YVWr2NUq0s1X1qPbd4lu3MLs5z8iZe7tUjjZRJOnYXLeZ2Taw7JPZmBhjEErw8ZiSKd+NJlu1ovofLHC+O9cwZ0oYxU9sl5E4fw40rHoXV9DxxnSd7ALHghB2h7sNXw1eUmHClPc0SLCeX73ujtWonxllurb53BGCgjXQToWlufkKhMpHqk3N5kiqfdy9cohEPZUbgZrDCcZTeK4kkLXDr/eAAAgAElEQVTFpjrh0Fw/nKF1stEmWtjGrhXQSiEsgbBlXgpzwve75dkUZ0rM/ZOzVC/UcMseQgrSMGXrs01Wfr7I9tWtU5vSY7Shu51y66Mu8eB0tvFbfIsXhej2HWQhGJYJT2Bs+5sxuR76FtjlKt7cOZzRMbJWM1+RTlOM0ljFAkJa7JQJqcEAk6XowYDB7Rv48+dQ0f3EDuF6CEtilN4tCxCuhxUEZN1O7rvguvkYSAh0kqCTGJRGFoK8RFsIhLTy/SRxvuj0DFCtNuHVa5g4N/H3X7qIVSrt7vtbHA9sz8JyJOkgI32OviRfCaPYYarSbrrmQ9BheN8A+FmgFOn2Fq2f/wwhJcGly9jVWq4W2SeOWjoO0qlC5bCK9v1hjMlJ1V6X6N4d2j//WZ5Ce4BgCiEErldGSJs06RP2NvMqkBeIU0ua2K7AdgTashh7dQxvokDSTUi7yd6YKQGz3z/DzHuzFCeLZHFGd6mD5dqUZktMvDlB4/oMg60Bjev7xwXrKET6PhN/9Mdk3XYe8zUs63gY7V+9T3jn5oGOYe1OyPZyzNjsya7WAozOeHz3JyOMTrn8f/9qjVsf9U7cY+WgECKXYe3WvhmDifKX1iOwLOxKGXt8DKtceeLLUQ9C4rv38M6fxR4dxT07jzM5Qbq+uT8xccLYqVPdgYljdLz/8VilEvbYGNbIyEk170CYOu8zOn1yMlZjciXX1lJMr3m0l62OUqKVJkm9hz00We1eWyM4Ow7a0P1yFZ0qpG/v9Td6+L0mHlNDfswY+82Xqbx9FtWPWf23HxKvtRC2ReHCBGf/5T/Z/0smj2I/rFJg0M1obyWHVnocB7xAMn0uoN9SpI/xF9kPnQ/vYDLF2E/fpvbDV7CrBQY318hag8eWPD0vGKVJujHbX2yy9ssV+pt9TGY4//sXqL00gvdHl2jeapCdUtIkSw3dZsr6nYg0OZ1t/Bbf4kXBJAnRnXuIv/05tT/8A6xaFU7MCP3FQdoOzsgYpdfexJ8/h/QDrCAgXlkmWlki63aofv9H2MUywnFASjof/CPx+ho62j/aNDh/EatYJuu2ie7dxmhNcO485e+8S/0//jnO+CTB+UtYxRLStgkX7jC4fZOs16X85ndxxiZyIqdaJV5bI7x9g/DurWc+RhPHRDduk7W7pBublH/4g9y/5nlHEn+D8Nmf3eP2z9ee+37qd7rPfR9HghAI38M7P48zNYHwHhpLG0P/Vx/nPidHgElTsmaD1s9/RtZqUvruezhj4yejvDeGrNuh9/FH9D75NcnWZm5cfUAIy0GrhDTuvXDCBE4xaeK4AscVZJmkNFuGoktvtUvjVgO1M5AWYHs2U+9MU71YI6wPuPXvbtK608Qtu0y9Pc3Z3zvPyOVRmjfrjyVN1KBPvLZC1usM2fIMtNnXCPZxD/79sHxjwMZCyCvff4LvxnOCZQtKVZsL3ynxB/9yhvlXO3zxfpuVmwNU+uJVFg/CaLPr4QHkRpzzc2TtDtn2/T6TxQLO7AzFt97EnZ15an65HgyIbt4meP0KslTCGR+j+vu/S/j5VeJ7i2SN5n0li21j+R5WrYb0fXQYkqysPq9DBsgj5h7ISHemp3Cmp0hX779MhOdhj49RfOtN/EsXX1hE3ONw0qRJPFBsLcUMOhnZMZSdmUzTv7OJN1mhfGWWLEyQnk283iZcbmCUQg0SVC/GaI07WsQK3PtJOyJPtbEDl7jeRe9H9D21ESaf0A9FHUKIR549wpL4syNI16bxDzcJF+uk7QFOtYB09lkx2LuDQzcp7OZKkxchyHIDi6nzPkvXB/QPMVbw58cpXJ5BBi7lt89ReGmarDNAxxkoPYx4fPI2VJSw8afvk251jnQMKlGEWwM2wwydKNJBfi43P92gMFmkNFdBnOJJVnMzYXslJk30aRDlfYtvceqgu12i23fo/sP7FN5+C/fMzKl7Px83jMrIuh2iteV8zBQU6H3xKVmnncchpwn9a1cRjoNdLOGMTeCMjaP6fZLHjJ2zZh27VMafO0u8tIBdKWIViqh+F6tcwa7W0HHE4PZ1rEIJu1KhcOESnU8+JLx7i2RzHbs6QunNt0nrW6SNo3sbmSwj29pm8MlnqFabwltv4s2fwXqSh963ODC6myGDxvNfuEwfU11wWiADn+IP30UGAbIYYI+Nkq5vIgsB0nVIt5v7Gqk+E7QmazboffYpaaOBf/4i/vkLOKNjz8W/R6cpWatJtHCP6O4d4pUl0nr9UIQJgFYx+hSQJTs4laSJtMB2JNISCCPwR31SV5L0Unqr3d2YTNu3Kc9VqF6oYbkW2180uPdXd+mv93CKDtkgY/aHc5RmSpRmHu90nrVbDA7ITB/E02QHm4sR6wsR/U5GULKQ8mQHyZYjKY9KrvygSmXMoTLucOODDqu3Q1qbyemRXWudEySNBqrbQxYLBK+9inBd0vUNTJYhHAerVsGZnsY/fxYTRahG84nxcCZJSbfrhF9eRzgO7vwcwZVXkJ6LMzVJWm/kShUhcgmo72GP1DDGkCyvPHfSRPf6eYxgq41VreBdOI9RimRiDJMphGUhS0WcqUm8c2cRUpBtbWNPTjzXdh0EQuTE3MQZn8r4sxl3PgvigWZjIcrjvI9lMmfo39zAHSlSujJL2ovQUUq80Ub18pe6TjKSepdopUnh0hTxdg8V5VJkf6aGP1XBaM3g9tae2OIDt0AbskGMUQqr6OGOl0jqvfxlqfVuCYdwc/lm1ovRSYZ0bPypKuUrs1jB8b704oGi18peDGniS8bPeDje4Z6X/rlxilfmsEs+drWAmH50ZfBpx6O6Idt//tGRSROjQWcGp+jgz1dwCg7SkgQTRfzRALfkIk74fXAY1FdjNpei59r/AomLjys8HOFi4SCxEOxEs5th8KhCkZGahNREpCR7jCC/SpBYOLi4wsfGxRI2FhYCyY6d4YNHrc3QK4KUzMRkpGhO5r1tYWPjYAsHCwdb2FjDpJOd9u5tsxmGxub9lZmMjITUxCiyfRehvsowWUbWbNH/9LOhR4DBnZneX/b+NYHRGh2FpPU6VrGMLkZES0PfOSEQjpsPDrRGZ7mJvV2uIn3/sdtMWy3c6QS/WkO4Lu7ENNILiFaWsIpFnNpIHp1MXnpq+QHGdUEbks0NnNEMq1giXlrIFz87R3t27x5rkpCub6Da+WKqanfwzs1jj4/nMc5fc4LsmXGAl4ZKNOpbBSPCcfAunSdd20B1eriz02Sb2wjbwhqpYZWKj5ipHgUmy0i3Nsk6bbJmk7RRx52ewanWcnuEQgHp+cgdz5NDPMdMlqHjGB0OyLodsnabdHOdcGGBZHV5zwLxgbdpNNGgieOVsRwfIe2h2uTFvUsORJpIC1xPYrsCrSCNNek+cbZeII/sbSBlrjJxfYGUuTOyW3JJU8jCdE/ygFf1mHpnGn8kINwesP3FFr3VLjrVqETRutskC1O8iotXe3yJTNZqkrWO5lC8H7qNjI17ERsLIfOvFJHui3mROp7k/OslZi8GvPr9Cr/6izpX32+zuRCRRBqVmRe7mmgMut8nXljCmZzAv3wJ/6WLuGfn0IMQHUbIYgHpuZhMka6sES8v44yPEVx59cnbVor+hx+B1gjXxZkcx7t0Ef/ly/kDIVP5RSdyB02jNOnaOqp9PC/eJ0GHIenqGtHN2/ivXMadO4M7M5XXAIcxwnNz3xbLIl3JP4eUlE8BaSItQTD0niiUT457jUPF1vIxlgwYGNzdovqdeQrnJ1D9hGSrS7jc3POZaK1N68N71N45n8fSao2OM0a+dxFvqkq80aZ3LS/nEY6F5TsI28KpBEjfQTgWTq2IyXRuUBwmu2SISRVps0/WDnFHipTfmKN/Yx2kJOtFpPVebnDa6uNNlilemiRaayMsQfHlaUrPgTRJIk3YfTEvJ8cV1KY8bPdwg1Lpu0jPQccZyeaz3b+qH+UR3UeE7duUZsvM/fZZRl4aJRgNsFwL4VgEIz5hPcwnVg8a954i1FditpaevBIoENi4SB7tp3zavD+BKLGwcXCER1WOURajFEWVQBRwhIcl7D1pGamJiQjp6zZd3aBrmoSmjyJDczIrUAKJhYW1z5BJodBkTyQz5PC7nggoixHKcpSiqOAPj9nGwcLGCI02+XEnxCQmJDJ9BnTp6TYD0yUx4XCfx3vsYniUO8fqiQJFUSaQJXxRIqCAJwIsnCHZYyOFzKkSo4eZJhmpiYhNSGQGDEyHrmkRmT6pSZ56nr5yUIpsY4veB79GxzHyt36YqxHsb8CkWuw16RSWhV2tUv7OO+zIJq1ikazbBfH4c2HSJPcRNHqY8jEN2tC/eW03ttSujSC9fIFMRyHpxhpg8sWw6Vn8M/N0PvqAtNV4bIjDM8EY9GBA/8OPSFbXCK68QvHd72LXasjA3y3Z+bqSZAfBro1BlqHTNC+tP0JM7jcKAoTrkCyvobs9nJlJomu3yBotvAvzVP/FHyDc41+UNHFMtHCXaPEeVrmMNz2Lf/4C7tQM9sgIVrGEsGR+3+6Wnz94jQ9Vuyb3izNaowd9slaTZGuD8N5dkpUVsnbrSH5yxmj6rWWC0jiuV8YLRkiiFlodb+z4YXCg2c7YtMubv1nm8ltFtlYSvvxVjy9/9Wgs43s/qTJ78fGM8kEgRO5nMnPe3/0Hy7XQoSZ7qL7dq3jMvDuLW3bZvN1g67NNzE7d+jAaMukleDUf238xopqt5Ygv/7HD9PkA55CTgOOG7UnOXC4wMu3ynR/XuParDh//VZONhYiw9+IfctH1m6hOh2RtHf+lS9ijI8hiAatQQA0GxPcWie/eY/DZVYRtU3znOwfarg5D+h9/SrKyiv/SJdxz8zhTk1iVYd2tyjBpih6EpNt14tt3ie88PQ7rOBAvLaMHg91jdqYnkUGACAJUGJGsbZAsLjL47ComTvAuXTgVJrauL5k86+MGJ3tNx6Fmezk+lEHo05B2wjxdJs6ofvcsK//6F0TLjT2fidZa1H92DWFLSq/MMPqjywhLkjb7dD5epPnBXXSax5SXXplh/MevULg4iTtSxK4ESM/mpf/5j1CDmP6NDTb/w+eES3V0nGGURvUTtv/2GrX3znPmv/xerihph2z/7Bobf/4JAI1f3gEhGP3+JcZ+dJmsFzFY2Gb9zz7kzH/1G7m7+TEhifULM4+2HUllxD40AV//y49p/f2XR9q30YZ0++h10NXzVV77b95E2JLNT9bZ/PU6SS+hPFfhwh++RO3i6fImehj1tYTt5SeTJoEo85L9FoEoYT80lNjSq9zOPkWxd3BjYVGTk4zLM4zKKWzh5pPv4X878aMAAguJxBYOHgXK1giT1jyJCemaJutqga5ukPD8Zd5FUWFCzjFrXdjz7wbY1itsqiVaZmvf7zq4VOQYE3KemhzPiSGsXYLiQcVGTlhIpLCwcQlEkQqjaDTaUqQmpqMbbOhFWnr7kfP7rBAICqJMWYxSkaOU5QgeBewhgSV31SVy2EMP9tNOT+VkmCd8iqKKRmNQKBSR6dPRdbb1Kl3dIj2BPjtJZI0m/Y8+Jas3qPz2b+GemUU8QQX7lYfR+VVr2excB1apjDc1i4pCooU76CQhOH8R6T59TpC1W8Qb6/hnz+HURknrW6hel6zdIm02SJt1Or/+1XDfZjeQIbh4GbtYIlpaIG019w8OOCakW9uoXo/wxk0Kb7xO4bUruHNnnlom/k2AiROSlVWiW7eJbtwiXVt/0U36ikAgdkyGpUS6Tk6SCAEGpPv4NJpjgTH5NX3vLvHqMsJ2EI6D9Dzsag0ZFPKYYic3qhVSYnR+/+Wmywk6DMnaLXQUYZIEozJ0kuT34hEHkFplNNa/xCuMUh2/xOzFH7F29x8Ie/u/a08CB2ISJuZcfvzHo0zMuXRbCscT+5ImL79T5PXfeHwZzEEwvHYYnRqya8agEoUQNtK+L1OyPItgssjoq6MIKeiudGndad0nTRiSYDvS9hckha6vJtz4VYd3fn8Ux5MvlDiRMlfwOJ6L60tKow5zlwssXhtw74s+C1f79JrpC/M8yZUX6+goJr63mDujD13pdZKgun1Uq0m6VUc4Nv2PP4dui8kZzZkfldHfOcugEbPySZ2k/wDBpvNYryTJiZF4YRFZKiK9XMXB0N3ZpClqEKJabdTDEk9jMFlG52d/z+DTz9H9AVm9jn7cS3oYJdb71YfES8tgDMn6xiMTWxMnpJvbaPUFyfIqVrm4G2Goh0SOarVIt+p5G5Si8W/+jHSrTrqx+dhzGV67QdZq5SVOq2tkzeON5XR8yeS8h+uf7PWchJrtlZjsOKWd2tD5bImsH2MXXTpfrJC290aUm1QRb3dp/MMtBne2sKtBXi7ViQiXG0RrrV3FQLzZofmrO/RubeR+I8MVRzMstUnqPZJGb09yilGazmdLJI0e3mQFYUt0lDJYuO/pEy5sU08yBgvbSM/Oy4a2e4TLDXSmiVabu2anWTuk/vMbdL9cI+tFhyZUstjkpInOV5JOciXNcgXlUQf7kKRJ1h6QtR8fLX9iEOCPBIy/PsnC39yl8eU27bstVKIIRoM976jTBmMMKjN0GyndxpMnIBJJIIoURQVb7F0N65suvigQmi4ajcTCFwUm5Tw1OUFJ1ggo5pL+J7koi/y3kvvvfgcPV/i4BLTEJg29QdvUeZ6SnVx5EVCUexMFjDGEoosjvEd2L7EoiSqjcoYROUFR1PBFgBDyKcfMA7/fK832CMhkiqXtI3tPy+ExlUSNsqhREBV8WcQjyMuHhoTJgbCnzXthMLj4eLJAUdRoi22aeoO22f76qE6UQnU6RHfugjb4ly/hXbqAe2Y2v4a/ZkoENRhglMIZGaPy3XdJNjdQcYyKQgqVKsydQ4cDLM8Hhok7I6P4Z+bz1ezqCGhNsrVOsrlJ1m2TbG9Sffc3UFFI2mxispS0UScba+CMjVN8OVcVq16PtN0i67YpXLyMVSiQbG9S8ry8JKBZJ2s2nnwAz4IsQ3d76EHIIFNkm1u483O4Z+dwpqewCoVjLaU4tRhOhFW3S1pvkG1skaxvkG1t5X+vN54refV1gsky0tVNdJxg0ox0Y5viD97BpBnSdXKfoKMk5xwEOk+tUsPkqjyJSpI2G0jbAdtCyOE4dpjOaLTOx5RKobOhukip57Cga0iiLo31q2idUhm7wNS579PvrBH16mTpAGOeXqqvVEIaH48p8IFIk0LZYu5yQLFiUappVs/uX+oyMety9uXjZdeNNkStCOOVcEt5mU3STShOFRm5NEJhvEB7sUN3qUtYD/ecPCFBDiNAX9RAtd/OWLkZcvezHn7BYmTq5EwzHwchoFC2CUo2Zy4VmL9S5MzlApPzHmt3QuprMZ3tlEHn5NUnOorQq2t7zFD3g1GKZGERq73O1H97GRD0pUMWq8caLJokId3YfCLZ8OTGacLPvjj4x6OI6MYtohtP9ssxWUa2sUl2gHal6xuk6xtP/VyytEyytHzgth4WrieZmPdx/ZMbJBiTl+fUhwaVx4lwqUG49OSBlkkVgzubDO48uZ+Szc4zlYfEmx3iJ3wv60b0uuv0bjy6ilP/2bU9f1eDhO4XK4duw+73M0MSadJE4/oScYJjQdsWlEZsLOfZCTnhWNjlALtaQAYuwrbysqhuSLTS2JOkIxwrj2vWJpcVH/FVIYRAOhKn5JJ0YuJOjNYGp+RSvThCcap4tB08R2gNg46i386Iw2e/x2zhEIgSkeljISmKCmPWLNPyPAVRxjrCBWUJC0kBzyrgi2JOWChD33TIjkl5cRjYuI+U7di4FEWFSWuOcXmGoqzuW8Z0WAghMRpiEx3ZI6QoKozIKUbkJBUxhid85HO40QUCW+TeKEUqFEQZV/igoGMaX1l/mkegFLrbY/DFVbJ2m6zdQfUHOKMjuV+APxw3fw0IFB2FuwoQ6fkI18P0emSNOmmzkb+shSBttzBphg4HCMtG+gFZMzdYR8rcA0VKdDggrW+TddokWxskW+vD0pg+ydYmwrKwiiUgHy/JvoOQFirsY7RCJwnSD5BR9PyJC6VI1zfIGg2SlVW8zc3dZEa7VttVMH9dyrN2ym9MnKsKdL+P6vZIt+uk6xskK6uk6+voMDoVKuivEkySEl6/hWq2MXFCfPMO/ptXsEeq6EFEdO0WenB4L5CjNSpfnDX9/guntIWQlGpncLz83veCEfxghFLtDIPuJlncR5unz1PD3hb11c+OpU0HIk3igWZrOUae9eh3FO3tJ7/ktDaksdk3svcgyEt0JJYl0Jmmu9LFPuMTjAeMvTpB48Y2469PMPO9GRCC7atbdJbae29YkRMmbjknKVTygspPTE6cfPiXdcamPaoTzokbwj4OYqiwnTrrM3XW53s/HWXhyz6f/32Lz3/e4u7nfXRmUMq8kOjRJ0Lk6iG3aDNxucrn/36BW3+zhtYGowzCyj1xdha/jDZ5VLUBaQuEFDvv9VxupvNjFFIgrb3fMyofnj48idNpniwhpEDaw+3x0P6+psiVJv7JKk2MIQ419fWYbB9PpW9xvNAqV5v4RSu/J04IliMoVm1sVyDk4UvUhS1xRksUX5un/OZZ/PkxrIJH1ovoXV1m41//J3Q0nFxbIi+fKri5t0yjh0kfQ5wIkLZESIHl2zkhLwTStbB8Ox/kZxqjDFmYEbUiSrNlSjNl0l5CcbrE9HszVM7XiOqnQBGzD3RmaKzFRy7XtHEoiBJttvFEwIR1lgv2a3tKUfbDDhHwRCXGA78vyxqe8PFFgYXsGh1TP3HDUUfkhq4Ptq4kqsxYF5ixLjyiwjkKjDGkRPRM88hkw7icZc6+TCBKz9aWhxO+Dqh9KcpcmeSJAreyjxmYztfLJFZrksUl0vUNws+/oPjudwlefQVndjqfSA9XbL8K6pPdMbwxeQLZjmLRGKKFO0QLdx75TvPv/uqx20u3H7/gkLWabP/Fv3vk3+PVZeLV/ReAmn/7H5/Q+ucLk6S7i3Diw49x52YJXnuV4LXXsGtVpJcTQjvpJ1+F/oYH+lwbMHo4NlZkW9skS8vEd+8R3b67a5D7LZ4dJkmIPrtfUpw1miQrG8jAzxdTN4+eBPVVhrQ9zr7yTymPnsWyvV1vpLxc56UDb6ex9sXJkib3rg74V//LMtPnffqtjNW7T65HbWyk/On/ukprK0MdcuKYl5BI/sX/MMkr75bI4oytTzaoOgVGLo3y3f/pXaL6gGC8QHG6RBalbHy4RuvO3vIDp+hSmCxgeRZJLyHpHj7V4rgQh4rrH3R5+Xs9Js/5p0Jtsh+EhJmLAdVxhzd+s8bmYsSND7rc+qjL6q3Bvua/LwpBzWXicpVz359kZK7Iy793huKoT/1el7XPG0xfGWH2O6M4gY20BOtXmyx9uM2gGfP6Pz9HacInbMUURjy6GyGb19ts3+kw88YI06+NUJ4MUKlm+3aHtS+a6Ezz+j8/h2ULbN8i6Wd8+ZdLdNdCJl6ucvl3Z2mvDXADC5UZmgtdlj+uk/S+JqtoDyFXmpxsec6Oz0YWv2Dj4m8IjIYsMS9EpSetXOHo+vJQKV9WJaBweYbxP3iL4PwkVslHenktrmj2sMvBnpVe6bmU37lI9b1L6Dil/h8+ZXBrHR0++r4Ixgtc+MNLjFweozRTwh8tEIwFvPHfvcXFf3aZuBVy589v0bhep7PU5vqfXmXm+7O88d+/jUoUSSdm67MNjDaU56uPbP80QGWG7dWY6FhIkzKBKDFpzTNtnTvQpNpgdp0yDr4vl1E5Q2LFSCVpmmdUEj4jdnxZdlAT40xb55m05rE43lXvmAGh6R2LOqNrmrT1NoH1bKQJGDTmqUTYfnDITYDnrJdYU3fpmOdQTvGCYdKUrNGk+w+/ILx2HXd6Gu/iBbxz81gjeVLMqUemUIMBWaNBfG+RZHnlWzXBPjBpSrKSl0H3P/oUZ2Icd3YGd24W98wsVqkEzsmlDB4JSqH6A7LtOunmZq4mWd9A93roMMq9K6I87e9bHDOMQXW76F6fU+kQf8IQkPuoGEWWRc9ckqrU8XloHYg06XUUdz4fsLmUkMSasPf4Qawx+erk9V/3qa+nhx5wCyGwXcGP/2QUABUrNj/bJPVLBGMBI5dGUPMVhBREzYj1D1dp3GgQd/aeFH/Ep3ZhBOlY9Nf7eenOEWBZMDEhufSSTRwbPvjVwRlWraDXzPjy/TYjUy7v/XQsNyQ+ZcyzEAK/YOEXLCpjDuNnPMZmPS68WWTtTsTanZC1OwOaGwlR/8VKT1Ss6W1F1O92iHuTtJf7bN/pMGjGlKcCKjMFhMzJEq/sUBjxmH93nJt/vcrYhRK2Z7N9q01vKyJsJUS9FL/icva9CZJBxtrnOVHS24qIeylGGTavtRBSUJrw8asuky/XSAeKwqjHxMtV6nc79DZD0lDRr0fo9LTJc44PO7GwJ0maxIM80eXbMdvJwBhDluoTV5ntpMoEFRs3ODhpIgOXwqVpxv/obUqvzSOkJGsPiFcG+OfGkY6NsB+6XrUmaw/yUp6z40SL20TL9X1JExVltG41SToJjaKTq06EQOtcYZINUgabfVSiyKKM1feXiFsh/miAEIKkl9C4tk3rdpNgvJAnwZ2ya1llhsbqMShNhENZjDBjQVWOE4jinnhaZTJC0yMyfWITkhKjjMIMBcESC0vYeKJAIEoURClP6tknhUMKiYvHmJwhNTGh6hETnph6YSf5RmLhETBhzTMqp/HE3lJlYwwZCbGJSIhITYw2eQqO2UkbERYWDo5wcfFwRYAtnN1zF5o+A3M8tdk93aYt6kzIudyU9qHxiEGTmYzYhMP2RqQmISMZxiHrYX8JpMhtYF08PFGgIMr4opAbx+4zzpFC4hqfMTlLz7QZqO4LKa16rjAm90lrtdD9HlmjRbq1TXT7NvbYGPboCHatilWtYJVK92N5T3BcaIzJ44HjOJ8QDw7h47AAACAASURBVMK8BKPXQ/V6qF4/L8fo9VHtNlnjeL3RvjYwBhPHua9Ls4VqtUk3t4gXFrFHankiSa2KVS7nfV0uIoMA+YKIMzO8NvM+H6AHg7yvuz1Ut5v3d6+H6nRR7Taq0z0WY8+vGtLNLfof/Jrk3lJewntEqF4f1WrtJvQJzyN44xWE95jrwED4xXV053ie+V81KJWysfgBjne0kuaoX3/6hw6IA5EmRkMSGRrR019qWuWfHXTVoVYIH9gbSZzHGmtt0Kmms9QhNCtIRzL++gTSlmRRRut2k7t/eYfe2l5TRQCn6OCP+ITbAxq3GnRXjhYh63mCK6/ZXL5ss7GhD0Wa7OD2Jz1qky4X3iwxMuViO6eLNHkQtiMpj0rKow7n3yjSa2Xc+6zPrY+7LN8YUF+J6bUy+p2MNNIn/ixNBhmNu12SfsqrfzDH2hdNFn+5heVIzv5gAiewaC72uPnXq/hVl1f/6Rnm3h7n1s/WsD2buJey8kmDsBVjNNi+RW2uxMjZEjf+epWbf7N6f0IjwA1smos9tDYkg5SxCxVGzpbYutnGciSWLdm62aFxt0sanQ4G3gsE5apFu65Ij9Hc13YFQdmiMmaf6DUcD9SpSHn6psAYUOmLUfUIIChZQ8+cg62quxMVSq/PU/3+ZbJWn8HdNcI7mySbbSb+8/ewio+mOOhUEd7ZIG328eZGCS5OIX9+bZ+tQ9JNWH3/4D5B3aUO3aXnH11+nFDK0NxMiAZHV5oUZZWAMjZOHiFsDIp8Ej4wHVp6m77JY3RjMyAj3SU6dqbgRVmhLEaoyDEqYifRxdlX2VCUFUbMJH3TYUsvn4xXhgALe5jwEzBuzTIuZyjKyu5HlMlIiYlMSGh6hKY7JIwGKJOHMxvyNBJL2Dh4eCLAF0UKoowngqH5rUtft+kfE2kSMaCrmwxMh4KoILHQRpORkJqElDjvK90hJG9vbEISE5GR7ok8FkhsXHxRoCgqVOUYFTFKUVaxjbOvV4oQgqKoUNGjdEXja6k22YFJM1SrhWq14JbAKpWwJ8dxJidxJsaxx0bve2Hs/Nh2HvtpDU0YrSGx9eDP7g7M/R/ukyFojVE6VwXo4Z9K5Z4FWYbJMnSc7PpU5JPmDlmzRdZoorpdTPziVNpfVeh+TjbtePNZlQr22Mh9smykhlWtIouFB/raQthWnkhkWXnfP1jK9dh+hzwCNjfoZMekc1hWg9IYleV+XQ/2+yBEdbu5906ng2q2yOpNsnYbE0Uv5LydNmTbdbLt45twPwzh2LhnzyBL90kBIQTCcxGOjUkyknuL31jSxOiMreWPXnQz9uDYc3izVBMNjrYabDSkiSHbmegZWH1/he0vtiifKeNVPMJGSH+9/9iyG50o+ht9Fv9mgc1PN2jcONqF7/nw3nsuH32UPhNhAtBtZNz+pMcHf9ngt/5kgvLoV8MoyrIF1XGHt36nxnd+p0Z7K2Xxyz6f/qzJl7/osLEQvbDEnYchJBRHPbQyDBr5gz9qJxgDQdVBCNCZJu6lDBr31UmObxHUXPr1XFny4CKl5UhGz5d457++RBoqLNfCdiTdjUHujaIMWaTob0enhjABmJx1eO/HRf7u/+nS2MqObfJbKNtUxx0sWx5GRX9kRANF+DUtdzqVMLny4EWZaHu+xHEPfoEVXpqm9Po8GEP7Fzdp/u0X9K6uAIbaj17ZlzRBadLtLqobImwLd6qWG8N+Q6GVodvISKKjyYsEEodHDeND02NN3WVdLRLxaALfbjtQJIQkOqTJBrZymLEuMmOdpyrGH/u9shxhhgs09MaJGozuxAqfs67gicKe34WmR12vsabu0TftJ7frkQQeSSBK1OQEY3KGttlmoI9rAG2IGLClV5i1PFwCUiIaep2GyhOJdtKPnr4lTTpUo3RNgy29REnWOM9r1OQkHo8PCKjIMfqmQ0d9fUmTPRhK8FW3S3z7bj4ptixEEOCMjeQEyuhobipaKiILBWQhwCoWwHGGk2v7PokyNG4kG5IhKp8Um+QhJcFgkCtJhgRJ1m6jWm10r7+31OIbpiY4CahOTkzEdxd2SQ/hOFjlUt7f1Qp2uYyslHM1SrmELBYRbj55FraTp4faTk6mCHGfFNN6lxDRcZyHKcQxJorRYYga9vfONafaXXS7gwrDfBvwbZ+/IOgoZvDRZ/n9DPmzwHFwz0xj1aqoThcdfUtaniYcP2mSGKLB0SXdWWIeMXtM+ymdhQ7SlqhUPdHctbfWI/35ItKRJN2EtH806Weva/jTPw3pdAy9J5QnPQ1bSxG//H+3mTrv89LbZSpjp7/OcVdeO/RHLY3YXPxOiYl5j/d+OsbGvYh7V/vc+6zH5lL0QlJ3dmA09LdjavNFCqP5JMmv5GRJ2EnvvxseeklksSLqJBRGfdzC3tuiPBVQmy/R3465948bOIHN5MvVXWNYw6OmeKcBtTGL198L+MVf9471nRiULMqjTn49nKCUOOrn5Tnf4mRgDGSp4UUl5FqOOJQBrTNexp2soAYx3V/fJVzYPvBgUIUJJlXYJf+x6VvfBBhl6Lcz0viIpMlDz4XMpAxMl8XsGk29RcLhymUzMrbUEhpFZhLGrTP7fs4aeqlMWGeo6zUi03/mYzgIdhQvI3KSgqjgiWA3JScxMdt6hW21Qsc0iU14aCJHowlNn0yltHWd1MSkHF99dmJCNtUS2hgUKT3TIjaDYRlO+syRwApFX3e4Yz7nrH2FMTmN/xCZtHPudmKrXwwElrTxnRq+U8Z3ynh2Ccf2saWHJV2kzKOXBQKDQRuFMQptMpROSbOQVEWkKiTJ+oRphzjrkh20jt6YnOQYDEjSlKzeRDiLCGdHcZD/YEkQ8iHVAcMByI7KZBjAMFSaGKVBK4zSSC1wZYHAqhDIGg5TOGUXu+xgCRshrPvHqDMyHQ+Pa0CYtBkkLcKkRapOp4n1DqSwcK0CteI8JX8C36ngWPlYMNPpsI9atAerDOIGqTrYs0gg8Z0K1cJsvl27jG35CCFQOiFVEXHaoxdt0Y02iLPe/skeO2qgNEV1OugwRKxvDIkwO1ebDJUnSJGvBD6iNrm/nQdVRnuUJkPjXmkkDi4FWSGQY7hyDqfmYo84SGEjh9HiBoU2Kr+mVUSS9YnSDmHSph/XyXSUx7t+7SCwpEPRG6PgjuC7VTy7iGP5WMIZ3v/WnvOTqYhEhSRpjyjtEqYtorSH0od8NitFur51Xz007Od0Ywt3bpbSD98h/OxLVPP4j/pbPBuOlTT55X9oc+/LkM3lmPiIK1Vpoh8xHjXKkA4ORn5kYZbXjB8A1ZpgZsZift5C69yvSWVw/XrG1paiWpW8/LKN4wosCxp1zY0bGb2e2SVqD4qor1m9FfLLP6/jOIKX36vgFb5aK5uOK3GGpTtTZw0zFwNmXgq48GaRzYWIzcWIreWY+mrMoKNQ2cnNurQyNBa6FMc9RuaLvPQ7M3hlByEFq5/UMSofWDwMlWjCZkxntU9trsjLP5lFpTpXowwfaIVRj/J0ITcnenhedfo4E2xHUChZWI7YiVc/FnhFi2L12PnWp6I64XDlN6pfufvlq4rqhMPIlIvjvhhFnG3nCWoHhVX0kYFL1g6JN9uo3sElxjrN5cvSc74WkaDPCq3ztLfsiKTJgzCYXYVJQ28QMeDwD8xcFdHQ60jksGyl8FBqzY6/ic+4PENfd4h4vqTJDnxRwhOFXW+QgenS1BusqwW6ukFyBKJDo4gJic3xR09mZPRNB6OXSEmJzWDXV+bo207pmiZbahkHB8/K1SYPl1bZuHgiwMUjJXnuCxACieeUCNwagVPNiRKngmsXcK0Cjh1gSRdb5pNKIaxdLx2DwRiNMTr3ozEZmUpQOiFTManOJ5tJNsh/1IA47RClXZJsgDZPGJMOy2bUMZZGWNLFd8oU3DECt0rgVvFFGdfKiSFH+liWixQWQtwnhozR+eRQJ/kEMesTpT2itE2YtBgkTQZJiyR7vFrsqBDCohJMU/TGcK29hFuS9an37pKoEPMAMeHaRcr+FKPFecrBDAWnhmsXsGTuGaFNlpMbWY+KP00nXKc9WKUTrj3huhe4dpFqMEOtMEclmMJ3qrh2EVvm74ucZEpIswFhYZZetE0nXKMdrhKnvf23bQwmzTDp8SvipLDxnQoFbyQnApwqvrVDCBZwpPdQv8vc1tkolFa7JFCSDYizHlHaIRr2ez9ukGT9Y3tOHBa29Cj5E9QKc/v+vh/X6UYbROmTS2Mt6VBwRyh64xTcUQK3iueUh4RJgC1dpLSGZGJ+frRR6OH52SEV83s9J0/itEuUdujF26RZ+PRzZAwm2vtuMABhhB4bwRobva9COQkIgXRdZKGIVSwiXC/3ghuWjO1OJIbPKp2lmCRB9fu5oi2JOfSk+CuGY+2Nn/3f9fyccviYyIexvZqweCMkS/RzL/0YG5O8/bbDb/+2y9q6xrbyUsJiSfDZpzAza/F7P/GIY4PjCLa3NAi4+kXGYHD4tiWh5uO/alAZsymPOcy/XMhjcL+Cg3XLEdQmXWqTLq+8V6HXTFm/F3Hroy63P+mxtRTRbaREfU08UPdLro4JOjW0lvvEvVzCZrShvTKgOhtSnipw5q0xpC1Z/7zB4gdbaG3oboQMmnslb1oZwnbC0ofbzL87ztSrsySDjI2rLTZvtumuh2AMo+dKpGFGFinSKCGLFXE3pbXcR2Wn62ERh4bWdsbEtEMSPaoAU8rQ7x6+zZ4vCUonT1xMzvtMzvt87w/HTnzf3+LkYdkCeYjLTNj5hFUPkiE5+iwwJ1lxdqpgTB6TPugerwdSZhK6psmaujtUSTz7tkPTo6E3KIkaE9bQwPShHrOwqckJNsUiHSOfWS1xGFjCgmFSTmYS2nqbFXWbjq6fyP6fHbnPTNc8v6XMpt6gIEqMyuk8ZeihG0wKiS1cfFlC6aeULx0BUjg4lofnlKkEU9QK81SCaQru6HDy+PQ7XwA87M+yj1hYG0WqIsKkSTfcoBNt0A036cWbKJ3xvFdZpLBw7SIFd5RqYZbR0nkq/iSOFSD2MVN+EDvHaEkHl71khdIpYdKm2V+kOVikHa6TpD2UTo99Em0Jm7HieaarVygHU3t+1wnXidIuKlonU4odtUCtcIapyhWmKi8jpfNIn0osbMsjcKvUCmeoBmcouDWUTgjTFkrvXZQVSBw7YLR4lpnaG4wWz2Jbj5YdSivfru+UKQdTjBbP0x4sY7ddtrt3SVT/RFQaUtg4lk/g1qgVzjBaPEc5mMJ3nq7kEljDfgcICMgT3nYiiMOkSStcodFbGJ7/DpmKT5w8sS2fsdIFXpr68b6/32hfY6nx0WNJEyksHKtAwRtlrHSesdJ5KsHMY02rdyCwcm+m4fl5GJlOiJIO7XCNpfoHKJWgntbnloU9VstVRQ/uy3VxJsYhy55/6ZS0cqIkCJBBgF2uYI+O4oyO7xpUS8fN076kzJVMSYJOE3Qcofp9skaDtFFHdTt5GWAUYeIYo473WS6khW37SDsntBAyj8NOQv5/9t6ruZJlv/L7ZZav7Tc80Gh72hxv71zey3vJGXLIoRmJMUONHiQ9jPSiCIX0JfQRFKG3iVAoYuTGSJxhyJBDBq93x7v2Ft3w2Ni+fFXqoTbQBr57A919DlZHR6OBjbJZWZkr13+tJH5UAfdQmZUr74bXRodKmjziQ/XM+MlfrPPx37ZRCtqNozF0Q8Bf/vuAleWUi5d0/uAPbAoFSRwrFhdT/t1fBGgavPOuyT/7Zw7/w0If7ykM85SCwMv48P9bJ4kUf/bfnqBQOVpTzcOCW9E5/UaB2UsuP/jzcVbmfO580efqrzvc/qJLayUeqvLEa4X89H+8vKVU68Gnayx+uc6GLCRLMtI4AwWf/us72/o0pFHG/U/WSFNF7aRP3Iu5/2kDvxmCgNWb7fz3HvHeSuOMzqLH4tdN4n0qm44KrUbCja8C/uCflllbSpi/Gz2m3mqvp3zy8z7ZAZuw6eSkycvfWo/xIuOg5TkqTlBKoRWsA5fYaAUbaRkkzd4zEC4vN3IvsTzWe5gLFd2sRTNdIWI4K+ih8lhIb1GWI1sSaiBXMphYuLKEpVx8dXir4duhrdZZyxZoZ2svZNnmUSMmxFNdeqpFWdTzydkT0NBxKOIznDjl7VCw64yXLjBevoBjVHLZvdhKug0DApmrVhybkj3BlMroBitcW/wbeuEaaXZ4PgW5yqDEbP096sXTj5BCz64YlEKnYOWr8qOlc3SDZe43PqbtL+67zGUY2FAJ9MMGCQGaNKi4U5yov0e9cBIp9je1KVg1dO1VTL3AndVf0g2WH/u5qbvUCrOcHfs+rlXf93Y1aVArnMIxayilWO/fJYgP38zTMSuMly8yWXkNx6wMyq6GoxR1zCqWUWa0eI6Ov8Ri6ysavduEydGo+fYLTebk6E6wzQpjpfOcqL2NZZTRBuV3z7xfYeBadUzNZaH5xb76fq1UoPbnf4pWeZzUErZF1vfxvrxC2j/ccjitWMA+cRL31dexTsyiVyo5ifNoWRhsNSCGh6WAKjcdTrs9oqUFvKuXCe7eIW6uD40UEFLHsIrUxy9SqM5guTV0wyb0WjQWv2Jt/vPNz0qpoRkOUuokSUCaBEM7jqPX2O8TvVaC103ziekRDGKjULG0mNFpZ7lvSVdRLAomJiSrKynLSxndriKKFb6nmJrWMJ4xLazbiLn8yzYI+OGfjzN91nnpSw+kFEgp0HSFacPUWZdyLU/gaa2MsHIv5MENjwfXPFYfDMH/REHsbR1kZYkiS7bfdrKLWWuW5CvNlqtjOvm9yAbtL0q2H8ypDLIdfvY8YdqS6ohGHClsVzB1yuDRElvLSZCCA68TmLbEKb3c7fQYLzjEhtJk/xOapO2RtD2MagFrokq0vHeJjjA0nDPjWBMVVJLi32+QHYJc+mVAEmX4vXSzvxsW+qpNd4jJKCkJfdWlq5pYytnqlTEY3BVFhaKoHhlpolBkpDTSBVrp6jFh8ggiAvqqQ1FUkduQJhK5YyrSs0Agsc0K46XzVAsnNj0uNLFVhTDU/W6YfQ5W75MsL+EJ4g5Zdnj9i2NWqbmzTJQvUrDHsPQiuja8WNv8vASayEucpNQxNIdG7w6N3m1a3vzQ9rUbpNBxrSpa39gkck7WP6BsTwxKqvZ3b4XIya1a4STdYJlMpfTDNSAvA6m6J5gdeR/HrB5wuwIhNCyjyIn6u2QqZbV76+CeF/uEqbnUi6cYLb1C2ZkaECbDaeMPt5HfdykkZWcSXcvLZJbbVw+dCDwINGmga9uYvgMjxbOMlV6hXjx14Hu6F4QQpGmEH7dJ0mB7P5snkPkBvV9/irQfeUYVeQy45xOvNMi6h0BKaRp6qYx74RL2qdMYo2NolQqaW8jTnPbbzh/9j1JI3UDaNkZ9BPfSa4QP7uNdu0K83sgjq58SllOlXD/N6MzbWG4V3Syg6WZOegsN3Xx8DGA6FWrjFymPnKGzfo/WyjX83upT7/9RvLCkSZqwqUgQUiD0vO4n26UEQrM03DEX3dbJUkXUjQjW/X2lPyQJdDoZSZKXZKUpaFou7VFqM/krj+oeGFc/65goiRVrD0I++Q9NDEvy1u/UOPVagUJlf1LRFxkbx+8UNJyCxugJmyTOaK/FnLpbYOGWz/Jdn9UHIetLEc2lEL87/PKdp0G/EdC400XqYlez4Rcd/W7KnWshd65t/6LurKdPZfJpORKnuFVmfYxjDBMHVZqEC02C+w2sqTqld8+QhTH964uk3W1WQKVAL9pYJ0aofv8i9uwISden9/V9Mv/FGPwdNdJEEfnDi4/fiBj2VQ9viMSFQpEQ0cuaFEVlC2myAVeUcUVpaPvdC6lK8FSHjlo/Mi+VlwWJ2vBL2b5xCcQgmnp4LxVNmpTscUaKZxgvnce16tuWVhwFwrhHN1glTvfhc/AUEELDNWuMFs8yWjpHvXByMKE4vJe0FBqWXsDSC+iaha7ZSKHT9hcPfQKtSR3HrA1MfMvUC6eoFWYH5UcHO2cpNWxZYqR4liDu4YXrKLLNtlNxZvZdvrVl20Kn7ExRK8ziR23a/vBJJdesUSucZKJ8ibI7ham7h6Ke2oAQElN30TUbQ8v9f1baV+kGK0QvgEmwJg10+fhzrkuTsjPFZOUS9cJpXKt2KPtO0pBusESc7a8MVUUx4bWb+QRz85vkxtBxkk9EhwxZKGCOT+KcOYtz/iLm5CSas/079EAYJP/ohoFeLmOMT+RkTLGIf/sW0eICSbt14M1quk155AxjM+9QnbhAGocksU8SediFkYE3z1YqQ0qdyuhZpKYT+a1vPmmyASEFRtHEHiSh+KseiZ9sIULMoklxpsT4OxM4Iw5JkNJ90GH1y2WC9YA03LvxbTdYXF3N8APF5JTG2JhE06BYFNy7mxJFzz66TGJFayXix/9qhX4rX4E4/UYB29XQ9G/WrFQ3JCNTFiNTFq99r4LXSVi8E3Dj4w7XP8qji7vrCaGfEofZgctGhoX1uz3W7x6tpPswsLqQ8KOF4UtCTUfDPVaaHOOQcVBPE//eKv2r85TeOU31t84jdYnQJP7cKsLSEVIgbQNztITKFPaJEUrvnqb2O68hDY3Ox7fpfnaX1Duc1cAXHVmWp9YNSyChUITKJ1AeCcOfRPVUm0DtPEi3hYstCkPf705IiFnPlnYlB76tyEiI1M4TCYFEw2BYTLwUOkVrjKnqG0xWXsMYpJw8LdQ2g8P9bG/j97xonZb3YNvtPCuE0LD0IuPli0xt4/+x+7ENjG0Hf1AbKvzc30Eg9lXeUbLHMTUX2yiTrv6CXtg49BIk16yhSwvXrDNWujBIspH5QifZ5nltnMNenhUVd5pesMpa9xaZihkpnmGkeBpNPpwm5YuoWb79wbal0Nj0UHgCQgg0oVN1T+BHLdr+AsP0szE0l5HiWWZqb+W+HPtsk/n1eSRtaXDjH71WG8e/E6SQeamWUck9ndqCZv/+7mbHR4C8PMdmI1oqVyWNMDvyPjV3Fsso7rmNnZ7Tva5vnPoHIw0FIDWEfPwZE5oG1vYEb9r38lX+p4C0bOyZWQpvvUPxzbcQpnVoxKo0TaypaczxCYzxcXqffYp3/SqZt39iTQiJXRihNnGJ6vh50jik13qA11tBCI3J09uTX3HYo9u6T5pEWE4duzg2rNN68UkTaWrUL47wyj8+j1kyufe3d3nwsznC9sOBrTQkM789yyv/8QWqZypIXUMpRdQJWf50iet/cY3G5bWn2v/dOylpCm+9ZfBf/lcupimYn0/5t//Gp9kcXucX9lM++Zt1VuYCfvBPxnjzh1Vqk89nVeSoYBc0Zi+6TJ62+e6fjrJ6P+Du132u/qbD7c+6dNbj50acPG/kxsD7D/JIEzVMr6NdcVyec4yjgKbnpX77RbzaoffVHK1fjFJ5/yzVH1yi9O4Zkn6ANVFFaJLiqyeY/W/+EVrJQS85SMdEc0w6n9ym9esbRMst1Atm6HxUyDKV9yNDmtgpMnzVIz4EwgSgn7UJ5c4DMB0TQ5ho6Ifmk/EoEhWxnq0MyIFjPIpsoDraqWWJAW0yjBVyTZq4Zo0zY79F1T2xq7/BfpFHDOf9Qh5BepDjVHhhk7a3cCgqE9eoMla+wIna29jG/pVVCkWS+oRJnyQNSbIw94SSOrq0MHQHQ3M243r3gqG7ucIFuN/4mPX+vUMjD6U0cMwqtlnGNUcou5ObE/08IcfHj9qkWYQmTRyzOlBg7Dxu0YRBYWAOGiceZWcS26w89plMxQRxjzDukqoEXTMpmCPomrXrtl2rTtGeQJPGwGz22a+LFDoztbcYL1+kaI/v+/c2rs/Gfc+ymIx0kBhlYmgOtlEZkEF7QwjJeOXS5rab/ftPdT7DgibNxxRlJXuCqerr1Aun9t2Wgc2ELNj/Mx+nAZ0DkCayUKDyJ7+HVtqbyNlA569/TDT3dIqlwutvUHjzHZwzZxDP6i+xX2gaztlXEIaJtB06v/7Fvv1FhNSojV/ALU0QBR1W5z+nsfAlodekUJ1h4uQH2/5emkSEXpM0CdENB9ManuL0hSdNNFMycmmE6tkqWZJtnUQKGH9rnKnvTFE/X0ezNPyGj9QlzqjL1HdmaN9tE7YCegvbqwdWVzI+/yzm9q2ERiMjDBX37qX8L//S4/r1BKUgThSmka98tlsZd+6khOHwXghKgddJuX/N48f/aoXluZDXv1/h3NtFTGd3hvxlhdQEpiYwbUmhkpMolTGT2UsujX9YY/G2z/x1n/vX+nQaMfEQr/eLBN0Q1KctzrxZZOqsQ6lu5KvkByBN/u5/W+Lul4+3b00Dx5WcPG9RLMstRsPddsrXH/kHTgiznOeTnnOMbxeEOFiimEozwoUmjb/+nKTZp/jmSeyTI9i1wsCdXqFXXDTXRJg6ZIqk7dH5zU3aH96kd/nBt5YwgdybKRni+SsUgfJI1eGQJjEhkQpJVbIZ9fsohMhLPmyRm8EeZoqNGqTQ9FWblKev3f6mYiPGdjcM7DKeaT4phU7JHme2/h4VdzqfKO/TCDNKPMK4hx+3CeIOUeKRZCFZlpCpZHNFXgiJFAa6lk8wTd3B0otYRgnbKKNL87F95vG864dSumAbZerF00xVX8c2Ski5+5A+Sjy8qEUvWMGL1gnjPkkWDOKTU1Ab56cP/EpsHKOCa9Yo2uO4VhWxzbMGufLA0Gyq7gnCpIdCsd6/N/Rzhpxk06TJZPlVDN1Fk3mEUav/gJb3gE6wnJdCqRQhtE3Pj6o7S8Gqb79NIbCNCiPFM2QqHRi/5guwaRbR8h7Q7N/PzWezCEWGFDqm5jJWPk9l4CWyHTRhYBtFivYovWB1S0rPQWHqReqFWUZL5yjao4+pYZ5EliUDBcQS/bAxaNt90iwmUylKpSjUoARJQxv41DhGhaI9StHO03fkDs+REAJDs6kVTpGqBD/qEiW919xwzgAAIABJREFU56Y40YSxSY64Vp2R0hlGS+cGarPHzyHNYqLEw4+a+HGHMO4Rp94j12bjmdc2FSym7mLpRWyzgj2IKgdI05gw6eFFzf37FmUZmR8iLYssikjWW5AptHIRWSwghCBeXkWFD9+hmXdww2XpuNizJym8/ib27CzS3mqgDpB6HkmnTdpq5ik4vkcWRqg0QaV5/4AQCE1DaDrCstBcF+m6GJUqWrmC5j5S6iNyqkmYFtbUNKQpqdcjuH2btLe3Cl4IDbc8iWG6+P0Ga/Of4/fWyNKINN7Nr07lMeCxj2EV0Y39k2V74cUnTQyN6ukqVsWmN9+ht9jLU1AGkLpk8v1pRl8fAxSLHy7QvtPCcA3qF0eoXxxh9PUx2vfaO5Im3a6i231c0rC2lrG2Fj32/6OA30259XmPznpCtxHTbyecvORSHTdfepPYveAUNZyixvhJK/d7mQ95cM3j7tcOy3cD1uZDWisRnUYydLPC5wXdFNSnLN7/wxEufbfCzAWX8oiB1PaeMMZRHuPs91I++qvGlp9XR3UuvW0zPmMwNm1g2YL2ekq5ppEmirkbEVc+ORhpIgQYtvzGt8VjvJxIewH9q/NkfkS02sF9ZRJjtITmmAhdy02psowsiEk6PuFik+5n9/DvLpO0nn899vNElinSWA3P0wRFiEdySCqPLC/6IFbRtik6ALowcERhUMZzeO/wVOXlJ5EKXvCI4ecF9cS/T0AMpzCnaI8yVjrHePk82hPkxXZIs5g49fDCFv1oHS9s4sct/KhFNFiJ3y5OVwptoMZwMXUXWy9hm2Uco4KpF7H0AqZewNBdOv5i7pOxD2PIg0AKjZo7y1jpFcq7lOQopchUihet0/GX6fgLdP0l+lGTONndY0UKHcsoUrBGqThTVNxpivYYplbYdqIuBgaxI8UzpFmMFzVzAmXIMtiN0qFa4SRCSLIsoR+us9y5RqN3m17wuBGzFNpmBK2uWVj69mV7ll6g6s4iBFh6cZMwWe/fY7l9lfX+vS1RtgJJMvCwMHV3W3PRDWKhZI3jhc1nIlZzr5689KxkT+yqngjiLl7YoOMv0/Ie0AvXCOLOnkoIITQco0zRHqfqNig70xSt0V1JSMesUC+cphc2WO3cIIjbT32OzwI5MILVpMFI4TQjxTOPEWVKZaRZTBB38KJ1+mGDfriOH7U2ydJUxVvabE6aOJh6AUsv4ZpVHLOKY1aw9OLARLhBkh5QaagU8eIy8fIayVqeNqNVShiT45iz00R35nIyZdCk0s7BSu6FrmOMjlJ8932s2VNoxUdUF0qRRSFpt0vcXCdeXydZb5A010n7fVKvTzaIDlbJgDSRAiF1hK4j7Zw00QoF9Godoz6CXquh1+ropTLSsjZXfjW3gDUzSylNSbtdsjDY0xxWCIHlVBBSIwo69NuL7JtVV5Am+b0Q2ja58E+JoZMmmi7QdEGaZLmHzS7nJzUwTIluik0fnDSBJM5IIkWWgdAE7ngBw9UJOyHrNxqkQT4Ik7rELJmMvTVOcapI606LL/+nz2nfbWGVLWa+f4LyyTKV01WqpyvM//z5ysYOgtX7Aa3lkFufdfnhn4/z+g8qjJ+0MUw5SIL65ilPNiCEwDAFU2ccps44fOePRli+l3uffPXzNtc/7uJ3EuIwG8jJn/cRPz2KNYNz75T4w38+TaGqkyaKwMtQmcJycl+bOMpyg1ylEDJ/vgxT4ncSlu76PLjm0VrZ+hI8ccbkP/rPa9y4HDA2peO4ksW5mNmzJnGs0HQOPFLd2LduDCfG7hjHGDoyhX9nBf/OCtI2McfLmOMVtJKN0CQqTojXeoTLbeK1zt7b+5ZADcpzhulpEqngUEtjEhUTEWCxPWmioWOLApIGh1npmRATKv8b7WUyWDPclKk/lKs/KVwXW74yhJXHnx6iQaWUBiPFM0xWX98xPQMe+hVkKiGI27S8Byw0v6Y7UCfsB5lKiVKPKPXoPzZHEthGiYozTbVwgoozw3rvHv1oeOlRsOFjUmKicpF68dSOn8sn/TFh0mWh+QWr3Vub6TD7QaYS/CgnkZr9OUr2ODP1txkpnMYySjuWcBSsEUaKp+kPJtCHZRBq6A5KKfy4zULzC1Y61/HjrWaTmUpZ79/D0HKVgFU6t+P2DP1hX5JPrtvcW/vNjl4ViozVzg1MzaXiTGEbZbYbWOnSpmCNoslbxM/QGTlmhVrhFOPlCzt+JicGEpr9OZbal1nt3DxQaZhS6UAh1aTRu0PVmWF2JI+w3jBZ3UoMSRyzwqmRD/DCxkBtcvT19ZrM1T+uVWeifJGKM7X5M6UykjTEi5ost6+y1rtFL1zbF6mXZvEm2QKLQE4qmnqBeuEkumbhRc0DHavQdczpCXq/+gT/y8ub7954cRkVxbgfvE3q+SSrWxdF9wutWMKePUXxzbcHituHfaCKY+LVVbwb1+l9+RlxYw0VPn15qTAtjJERim+9g/vKBYyJic0yICEEmutSuPQa/u2bJK0WSXOvflEgNSO/b0nAwQYneQzyxr6HhaGSJoYpOPuGy5nXXa5+3GN5LsTv7dwYZ887vPn9Em/+doliRSdNFY3FiKsf9vj8p12W74cIKTBLuUFY7CXEvXjTBNYsm0y8O4ldd/DXfda+XqUz1ybxE7I4Y/3aOomfYFct7Pr2g6oXGUmsWLkf8Ff/8yLXPuzwxg+rvPN7NapjZj7h/RahPmny9j+o8cp7JdqrMTc/6XL1ww63Puvi99Ij8/MYNsZP2rz+gxqmq7H2IOTGRx2+/FmL3nrMP/jPJjn9RpGvf97i8i9ahH5Gbdzk1OtF3vidKr31mK9/2uLD/3eN5vLWl7mm539/+Tc9LrxpMzqh87f/V5tf/W2PD35YYOKEOehM9t8RacbBfCaOcYzniSyMCZdaRGtdhDbQ/yuFStJ85eQYm8iygTfS0LaYl6xkh9g5JyREKkAJte2EXKKhY3LYUV8ZKQnD8Sp4EWHhYAkHUziYwsbAQBMmOjoSDQ0tl/cjkAxMN9GQA2NJDX3gLzO8Fb9HIYXGaPEMVXcWW9+7fl2RsdK5zkrnOi1vnjj1yZ6xZGJjy2HSp9G7S9tfQJNGvnI9ZFNUU3OZqb9DwRrbNjliA5lK6QbL3F37FV1/mTB5+lSnNIvpBsvcWv4ZUb3PWPk8pV28NByzxkztHbrBKkkQHVq5RpIF9IJVVrs3CJPdV+E7/gKNXpnRHUiTJ+FHLRZbl+mH67uW1CiyTbPf8fIltG3UGLpm4g5ibp8WAslI4TTjpfO7fi5K+sw3v2S1e5NesPJMXjppFtPy58kaKWHS40T93U3/mCchhY5tVKgXThElHt1g+an3+yxwrRoXJ3+fkv348xEmfda6N1lofoEXtQclXE9/bTKVECY9Vrs3EYiDk0RCICwTregiHWez9EbYFrJYQDr2FpPYg8KaPYn72ut5vf6jSFN6n31C/8rXhPMPyHwP9ZQGsxtQcUS8tkr7lz8nuHcX99XXKL//97bsu/DqG6TdLr09SRNFliYgJNpBo9OlxLByr5g02a2U52AY6tR77ITFa98t8cHvV7j4XoG/+zcNrn7cJwqekDZKOPO6y/u/X+Hd3y0zdcbGsiVZppg6ZTE2Y1Ko6Hz+0w7LawLd1lFZRho+nppjlW0m35/CKpu077ZZ+2qV2M9JlTRKCbshUT+mMOaiu4fzsj5MKAVxqGguRcRhRrcZs3jb5/x7JU6/XmBk2kI3vx0r/oYlMSxJoaJTnzQp1Q2mz7u89r0KD6573L/msXY/wOu+XBOh8ojBzHkXIeDyL1t8/FcNHlzzCL2Ud/9hndBPaa9GzF3p023EOCWN+ZsegZcyc97lxEWXy7/U6azH8ES/IKVA6oJuMyX0c+VXt53Raab47zu4Rblvz5QN6MbBEk2OcYznCqVQUYKKnq+j/0sBlatNhjnvT1V6KOaXG8hId1WyCOShKxwAMpUXC738EGhoOKKEIwrYwsUSDgbWJumhCx05IEskEinkQH+y8e9DRcrmn03DksM5Zl3ajJZeoWSP7+rroVRGlHisdm+y2r1B25t/JiJh+32kJColyYY3UH8UmjQpWHVGi2exjdK2q6gbK8ltb56l9mWa/fskafiMz6IarLa3WW5fzY9F6DhmdduSDX1wnCPF06RZdCCFy0EQxF3a/gJhvLeyIUz6m74epubu2laygdpirXdroEDavWMMkx7dYIWx0vYKECkMbKO8b4+dJyGERskep+xM45jVHT8XxB3We/dY6Vwb+K88qzF1XqLU9ZcxNBvXrFF1T2wb372RFlQvnMKLmnSDFZ4HkaxJi7IzhSYNhBBkWUKY9FlqX2G1e4OOv0yqhuM9pVS6b4Xalt+NY8IbdzCmJyiN1sm6eV8kXQfp2PhXbjyVh8kGZKGAOTmFOTmdf2PQV2Seh3ftCv2vvyS4P0fmDakPVAoVx6RxmyCJUVmK1HTcS6/mZUGD/ZsTk5gTU0i3sOu+lVKEQRvLrWFYRUynQhz2NhUkO0E3XQrlaQyrSBL7RP7wFMVDJU2mz1qce9Pl3JsuJ16x+epXPa5/9vgFERLsosa7v1vmg9+vcOqiQ5pBv5MiRO5rcf6dApYjSRJF50cBQgpUph4jTIQmsOs2Y29OoFk63QcdGlcbqEe8LlSq8lIeKdBe8nKCXjPhZqvHg+seS3d8GgsVzrxVZOyETXnUwDAPZpr4skJKgWlrTJ9zmDxjc+m7Ze5f7XPjky53v+qzfNentRLjdZM8PvMFh1PUqI4ZRH7G7c+63Pi4s3nccZTHLktdkEQKv5f7l6wvRqSJwilO8Nr3q7z2/Sr9doL/BGEUhTlBIiREYV6O8+73XcIgY3RCP7gvjABNl0jtm9/OjvGSYqNpvviP/guJYV62PNgyOVTS5NGEg+2wkcpy2FDkx/GyNjuJxMDejGkuyRpFUcEVZRxR2FSRvIjQpUXRHqXqzmDtkR4TJd6gHOfzXAHxzBPKo4dtlKi4MxSsEfQdV183FC93WO3eeOpJ3U7oBEto0sDUC0zqxc3J6aMQQqJrFqOlc5tmuMP2NoGcJOj4i/vyEsqVATlxojkGcpcp0EYZRzdY3ZcfTW6y29yxv9Okvul58jTQRF5+VrTHdrzvWZbQ9ZdZ6VyjGywPtTwmyUI6/hJL7Su4Zh0pjR3NYYv2OCV7DFN3iYZMSu4HUkjkgNRRKiNKfdZ6t1luX6HjLx3qO+kgyMII/6urOG+9ijE1gaoNjIQ1jbTVwf/sK9Lu9l6ce0IIjJFRjJFR9OLDdJ4siogbq3Q//Zhw/v6BIoAPgszzCO/PoZIEfWQEyzSRZn5PtEIBoz6CUa8TBj47GSsqleG1F3GL41hOhdr4RTqNO4Rei+1JeIFhuhSqM4xMvoZhFug25/C6w1M8DZU0mTxpMTJlkMSKpXsh60sRQf/xi2FaktFJg/d+r8LJCw5pCl435dYXfaQmmDxlMTptcvKiw6X3Y+7dVag4QWgOmq1vuqsbBZPCZJHquSpRN6I736M9135i1PdIBvkGHuvYB18/+ZnHPvvIKHxb84yHESebhQ5btvdkDMp223rk5+LRffJwWwqCfsZXP2tz/aMuJ191+e6fjuYlO+Mm+iMeFd8WAsUpaFx4v8z598q0ViJuftrl1//PGrc/79Fcjl74sh3dlJi2ZH0ppN9+nOjZ8GuxHG2LuuPuVz1Ov1Hkte9XefOHNW5+0mX57uMrW61GyuVPfISA1YWYE2dM/rv/fgLfy2ispHz9kXcgPxjBIAb2mDQ5xgsIYWi5Z0mWoeL0YAyAeMSJMntZp74vHlJSskOkEhQZ2S5uJWKgnDjsCX9+HC/4y2YHCAQmDqPaNBPyJDU5sWm0+TLANsqMly5gaoUdJ3GQr1p2giUeND+j7S89t3SPZ0XBGmW0eA65g+QzN37NaPbnaHnzBPHBjCP3i06whGzrjBbPIqW2beSuQFJzT9DszdGU94bubaKU2iRB9kvIpFlEL1yjYI1gaDuX7ftxKydB9kk8JGlIGPfy1XaltiWRpDSR0kAgDzhxF+iayWjxHK5Z2/FTcRbQ9B6w3LnOYawcBHGHte4tJquvY+juJjHxJPJSpDplZ4JG797QTZAPgg3F0L21X+NH7ReGMAEgSYjuLxAtLiNdF61aBiHIOr2cLHmWchkpsaZm0KuPt5e00yG4d4/g3h1UdDjJdhvIfJ9w7h7BvbtoxRLm2MNyPq1cxpycJlpaRO1EmmQJrbVbFKoz1Cde5cSF32P+5o9prdx4RLGVz6+F0JCaTql+itGZtxidfguBpN9eoNucG9o5DZU0qY7plGo6UZgxd82n29p6w2sTBt/5wyqVER2lYP6mz7//F8ss3glJU8XseYc/+68nGD9hMjJpcPFdl27Tw6i4OHWH2it1OnNtRi6NMPWdaYQQrF1epXO/vWWwmxvFWoCATMcpTTA681Z+sQWYdok0jmit3KC9dosszRuQbrq45Unqk68idQtQxEGPtfnPCb0mWRojhMQtT1IaOY1bGgchsN06ceTRbdxlZe5jsjTCKY1TGTtHoTKNEBoqS4jDPitzHxF6rUEkmmRk5k3EwFSrUJ1B000iv0O3eZ/26o0tcqQ4ypi/4fM3/3KJL3/S4sJ3Slz6boUzbxZ5xhK4lxbFms7Fv1dm6pzDwi2fW592+fpnLVYfhIT+C9RRPgFFruAQT3iF5GbIilLNQNPFll/yuwn9Vkx92sJyt9705fmYH/1lh04rZW0podlIuX01RDegtZayMBflBrMHgKYLnlJdeoxjHCpG/+Q9Sm+exLu1ROM/fEG8tv/Jwugfv0vh4jTBfIPGf/iCpHn0q2PHODjUgK7YaYKwEZ962J4mLyssXEa0ScbkCQqigiXsl4Ys2YBlFKmXTu+iusjRC1dp9uZoe/PPxaByGNCkhWvWKNljO/pKKBRJGrDSuU4vXD20Y0mz3CR2uXuNsdJ53B1LRgRFe5SKO8Nq98ZQjyE3iPQJkx77JQk2jnuvWNgg6hAegHBS5OaraRahaeb2JJIAQ5pIqR/I58bUXSrONJZR3DVeeL13j66/zGFKLdMsptWfw9ILGNrOnja2UaZsT9Hs3Sc9VBvu3dHxl1hsfbWv8q3nhjQl63sDE1aRx/umz3asQgj0+ghaofjY9+PmOsHcXUiPZk6ksozw/hzm1PTjpEmxiDk+zm4TVqUy/O4yreVrGGaBUv0UM+d+yNjMuwghkFLHtIuMzbxNsXoC0ypiWAUMq4TKUhrLX9Nu3CYKhkccD5U0KVZ13JJGEuVKkyf9JYSE+rjB2z8oU6joNFdirn/W54ufd+m1U7JU4fczbnzWxylolOs602dMPry+jlYtUj5Z4cKfX6I336V6tsrYG2NkccrKZ8u07z7umK3ZGlbVRnd0kjAh8VN006Eydg6/u0KvPU8c9nCKY7jlCdIkoNO4A0LgliYoj54l9JoopdAMC92wqY5foLVyHb+7gpA6tYlLCKnjdVdQKsMtTaBpBlkasyFxyNI4v2FqIZdLmQVMu4xbniJLE6KgDUJgOlUst0oah/n2hSSJfeKwt63CRWVslmu0liPaaxFLdwJuf97jxEWXydMO1XEjX0D9FqhOhMiTmIy6pFw3qIwajE5bTJ11mLvSZ+5Kn6U7Ab1tiLzniSRWxGGGXdQwzMfvU9BPyRLF2KyNactHpEw5slSRpWAXtK2kChD6ilU/P98QRehHtBspugmBp/B2MWneCZp+bAR7jBcT1lSNwsVpsjBGmgd7tZnjZdxL0+j1Iq2fXT0mTb4hEIB4DsIhYWiYVZfyxQmEqREstulcWUKaOmbdBSBYer7JTUVRZUROMqqdoCxq6MLckzBRSm2a3iYqIiEmIx14uqRkZCiyTTJLkeVjKKFjU6AiR9F2SFx5Gph6gYJVwzGrOya5bFgbN/tzNL37xOnheI0cBVyzhmvVd00HStKQbrhKL1wjToZblvM4FFHisda9Rdme3JY02Rh7FqxRys7U0EmTJIuI03BPAuRRbJh37sf/5KB+N0qlJFmIoVzYtj0KNGkghXYgGsHSi9QKsxiava0nyoaivu3N0zsk75gNZCql7S1QdU/sagRsGUWK9lhuZPqcuIo0i+mFq6z37pFkES9s3a4C0jQnS4YFIdDLZTTncTVV2m0P1B1HdFOUIlpeIm0/HkEtbRut9NDnZCekSUh7PZ+bp0lIoTJFsTqNkBoIgdQtnNIEdnEUXbfIspTQb9FcuUZj4Uu8ziLqAP3DXhgqaWK7EsuWBF7C+lK8ZXXfKWiMzpicfs3BtCQ3P+9z5cM+7Uay2Za9TsqNz/ucec1l4qRFfURj/fIK2kiZ6e/O8MqfnifuR2iWjsoUrbstVr9aob/4eN2XVbIozZTQTI1gPSBoBwgEulUgXGnRmP+KNPYZmXmTQnWG0sgpOo27aJqBW5miXD/Fws2fEkd9DKtIsTJDeewsfm91QJpolMfO0lq+zurcJ6RJiFMYIU1C+p1FskGDTOMAv7uC310FFE5pHMMq4JYnCL1mTpoMoOk2aRSwOvfx5u/nE+U9DKj8jHuXPeZv+Hz5sxZv/HaVi98pc+q1AuURHbesY1jyWzXZLdUMSjWDM28WWLjpc/U3Ha78qs2D6x7ttZjQSzmqPmM3hF5Kr5kwOmPhVnQsVxJ6+XPTa8YE/ZSZCy5jszbrixH9dv7wG5bELupYhdxAebsmkkd6C+Iwj+/OFMSxQmoCIXKCdwdV3PYQg0jx4/KcY3zDoOIUISXmWBmhHzsdDwtHUeSx2x6UUoNJ89EOls2aS/nSJPX3TmKOFml/NU/n6hLCkBTPjiJ07TmSJgILhzE5w4R2irKs7/jJrSRJQqxCIuUT4hMOIqVTleT/kpCpdFCslBMpihQLl5qcoCRraEP0mHGMCq45gi53VpkopUiykKZ3f2BM+fKiZI/jGtVdF8Li1KPVf0CceIdeipBmEW1vgSDukGbJjioI2yhTtEfRhEGqEob1PCapT3pAXxqlMuIk2LOcJ0594uRg5US5yifaddtS6gc2g7X0IhVnBk1uH2ihyEjSgF7YOJA65mmgVEovXCNM+tuWIW1A12wcs4ouLdI0fi5lMUHcoRes4Q058vvlQB7xK8yHfaNSitTzSFrNPeeVQ4NSJK0mqdffNKgWQiANA2k7CCH27A2C3hpJ5BMFHWoTl3BLExhWMS8LFHLgYpERBW2ioEevdZ/1pSv02/O5iGGIGCppohsSzRBkqaLfTbcYcY7Pmpy8YGM5eYcxfyvg+ie9x/rPJM5oLOSEi2lLHBfWLq+SWC7OqMv42xNYVZsszmjeWOfK//E17Tst0vDxGbAz6lI7P4JmSPorfbwVL+/Qoj6R3yaJ+oCg31nCLU9guXndl2GVsNwqhdoMJ1//o4FiJF/iT+KHnbOAzY5vo4NUKttsFBswrBKVsfNUx86BAKkZ6IZDtzG3pSY19Fp47cXHWfMDtOskVrRXY375l2t8/ndNJs86vP8HNd76nRrjJ22k9e2c7E6dc5g4ZfPO79W49usOP/93q9z5sofXef6sSb+VsDIXMDpjMXbCZmTaZuFm/qJuLUc0l0IufFDmgz8aJfBSLv8i9+2pT1tMv+IyMm3RWsnTlZ6EW5CMTxss3o8JvAzHlcyeMzn5isXKfMyNLwP6B1SbHJfnHOObiCxOQSn0goXQjhv4sHDYlIkc/Nmp/Eahnos0vPTKGOO/c571j+9Rc2bRHAMUpF6Ee7KOWXNZ/clwV933Cw2dSe0U49osJbGzPwLk6UQ+PdazZVrZCp1snVD5AzXJBnb/CvKxUp5yNNyBumNWca2dSR9gkPyxRBC1hx79e9QoWHVss7zrZ6KkT9t7sGtE7rCgUMSpjx81CZPujn4bmjSw9CKuVceLdo/vPQjiNCQ54LaUygmGvSbxSRI8hSpJkandzK/FwFR5/+8YgcDUXYr2+I4msmka0fGXidPDJ8oUijDpDuJ6U8QOxySQ6NLCNiokafhcTJdb3gN6weGVqL3QECAME/Fo3G+WoeIEFR9+3/AoVDLYZ5qAlrcXoRtIy2a/pbNJ1Ke5cp3W2k1Mq4Tt1rHdGlLPSaEkDgm9JoHXIA77AyXN8ImhoZImG+UCQmw/uZo+Y3HyooNSsL4UszwX0lqNn9gGBF5Gmqh8pdwQkCnmfzVPb6lH9UwVwzUJOyHdBx2aN9eJultfhFmcEjQ87v9kjpUvVli/3gK2uUFKgXpkPUwIsjTB7ywzf/3HpOnGthUqSwn6OWOZZQnNpSvYhRFOvf7HxGEP3XTxOssEvXVAoRsuxfpJyiOnWJn7iDjsY7k1yiOnybbp6JVKDyQz3BYKskThdRPmb3j02wmXf9HhxEWXc28XOft2iVItV558GyBErqoQhqA8YvDq9yqMzlrc/rzHlV91uP5Rh8BLn5thbGsl4t7XPS58UGZs1mZs9iFpsnTXZ+5Knw/+eJQLH5SpTZh8/8/GCb2U+pTF5FmHKFTc/KRLd31rezpx1uQP/5MK//ZfNFlfTThzyeKf/PMaK/MJ0ycNZk6b/NW/bh3Ia+rYCPYY30RIUxuU9By37eEhT645yAThwHsQYtdV25w0STZLNI4K0tQRmqRzZYnC6ZFHD2hwzM+nnekYFEWVMXkCV5R3PI6MlE62zlq2QCtbJVI+kQo3y3EOisO6/rZRwTF2jl8FSNKARu/O0KOFjxoCiWNWsfTijp/JVEqUeHSDlSMhTTbQCxt4YXNH0kQIga7ZlJ1JwqQ3tGNLs2jbsfRuUKg86WqPJplk4YFJtg0T3p22vREZcZCn3zJK2EYZbQfjX8jLlLrBMkl6NKSgUjlZFqU+ttw+sUqInCByzQp+1HoupEk/XCeIn28Z5PPF4w1RZRnPbbKzYZC88X8pEbp+sCGXylBpRhR08yqO3upj4oU0jcmS6FCNh4dKmoRBRhxmSClwSxJ9I+ZUVeJBAAAgAElEQVRXgGVLps/azJyzURnMXfNZnguJwm38Oh7pccTAx8Fb7hO2Atp3Wui2TuzFRJ2INNr+4gTNgJUvVmjebNJd6BI1UwzDQdNNNMNF6hZZGmPauVtxHOUT1TQOydKINI0J+o3c+DVLAIGQ2iOqEkUceZhOFSElcdgj9NbptxdJB3Wkmm5i2iV006XXmicOugMHbZ2UbTo3tVNCz8GRpeB3U/yuz8pcwNJdn6U7PnNXPKbO2kycdhidsShU9G39ML5p2PA8qU2YVEYNquMmtUmLsVmL21/0WL4bbJa+HCVaqxHXP+owcdrh/tU+7dWH7aLbiLl3uc/XP2vxynslzrxd4uRrRaIgxSnqJFHGg+seX/6kSWtla3sqljVOX7AwTMHopM6JMyZSCh7ciZiYMTj7qpUTIMn+2pwAhBR7lSAe4xgvDYQuMSeqmGMVpKmTdIMdndyPcTAIOHzSBIm2yzBmr3Sdw4TKMuJuQLYxRpECo2wjDI3siEz4noQlXEa0KQqyjCG2lrRslDI1sxVW03ka2SKe6jwz6XEYZVoCiWUUsYydSQTIJ5Qtb544eXm9TITQMDUHUy+g7VKKlKYRUdInSvpHShQGUXvPshBdmhTtcdb7c8BwCKw0iwblPgeBGkyqtr8+Sql8AqaSpzIO3ascUGxJ09wdllHCMkq7ksOZSvCi5pESZWkak6Qh7BLzLYWGpZd2Na89DORlmRlB1H4ukccvBBS5qiRNN9UmQg7q8oU4uvIcYMMPQDxq+rqv+a5AN12yNN4MaoE8VSfJEogP07Npewy1JfdaKV4vRTcEYzMmTjG/QJoumDhpcuKczcikSRzlZq/L97dO9ITMY4mllhNij6Z7pGGKt7K/GkO/4eM3Hl5QTbcxq3l5jOVWcUsTpLFPoToDKPxe7jmSRB5x0EVlGYXaLFI3SWIfQV53lYQ90iREDExd0zgg6DfoNO4ihCBLYzTdIk3CvOvMErI0GtRf6diFOqZbJU2OjnVNY8Xq/ZDV+yGf/6jJiQsuF94vc+m7edJMsapjuRrWwGz0m24cKzXB+KzNyJTFxQ9KfPhXDb74UZN7V3JlTnrARJlnQb+VcOeLLkmYsfogoL328KWXxIrFWx4/+t+XEAKmX3ExHYkQgk4jYu1ByNVft7n8izZ+d+vAQSk2lV8nXzEZnzH45d/2+PDHPb73+0Ve/8A9+AHndWnPcMbHOMYzQgikY6AVbKTxcPVNK1igSaRjYk7svvq8sR3NNSm+eQrnzBgIQbjUzOOKjzEECHRhDMpnDgcSDY3t6/wBMhSpOnqlSeJFxN0AZ6qCUbZRSYZ7ooo7W0ezdOLW0Q/2ABxRZFTOoO9wzZTKiAhYTO+wli4QMTyiYbi0iUCTJqbmYOwQewobpRgR/XD9pS7N0YSObVbRpLGHn4lPlHhH3t6j1NszTliTBgWzjrZDOcfTIFPJgVeVN9UgO14jRarifUcYb93+btvmwOMnSy9i76Iuglz5HsTdI43RzlS65/6EkHk08RDv+X6Qe7yEhGn/uShcXgwosjBEJQkMfE2EpuclO4aJio7uugjDQJomQnvYDlSakkXRrhU0QkpKtVnSJCT0WqRpSJZEA8/P52PqO9SW3FiKaK8lTJ+1eP23Slz9qM/8zQDblXzvT2rMDkpz/F7Gjc/7rD7Y+hLTdEFlJC8fSWJF4GVk2XAujlKKOOjiFEeZOvd9TDuPJVpfvExr+cbgMynttdsolTE68yZSew8hJFka0ly6RmvlxibhIaSkWDtBbfIS46c+yJN02gs0l67SXLlOFHTwe2uURk5z6vU/IksT0jjAay8N1c33IMhSmL/hs3wv4MO/ajB1xuHSd8u8+lsVzr5VRDfEt0ahLjUojxj88J+Oc+7tIl/8pMXP/89V1pci0n2qL4aB0M+4+1WPNFVb+oF+O+H6hx1W7gVMnXUYnbUxTMH6Usjy3YDVuYCgv4PUVCmEgPFpnYtvOdRGNf7v/7VFt5UhpEA7oB9fTgIq1JCex2Mc42kgHYPSm6eo/uASzumxze+boyVkwab4+izWdG1P8kPoGtIy0AoW0jYJ5xv0Pr9H6r28k6sXCQIwMPO0lEPqMnQMzF1ichUpsYqOfBLZv9tAL1qc/E/fp3h2FBAUz46iFSxWf36Txm/uHunxAGgYOKJASVR3VP+E+Cymd2lna0QMb1AtkEiGV/4mhMQ2S7uqLiBXIkRJnzQNn4sR5bAgpY47IE12Q5T6e5IXh4Eo8fZM6tGkgWvV9jyHgyBV6dBjZBWKLEuemjQZNkzdxTQKu34mUylh3DnSSN1sH3YCQkhMzdkx2eqwkGUJXth8xF7h24ksDFDJ4+ojzXHQqzXi1ZWjKdURAr1WR7qPt2EVRaRef1e1iaaZnDj/9zGsIl5nhXbjFp212wTe+pEKDx7FUEmTuas+C28EnHrVYfqszT/6L8Z453fL6Ibg0gdFRqdMWmsxX/2iS2MhJgq23jDDlIzPWtiuRhRmdFvJwRI+doNSZFlKd32OTuMOmm5u+pTkxrA5oqBLey3PdpZSByFQgxijOOyhGw5OeQLdcGiv3iToN/JaLalTrM1QnbhAa/UmKkvoteZJkwCpmfn+03jzZod+npyjsozm0pU8Zjg6/BdemijSRBH5GXGQ0W7E3Pysx9iMxclLLrOvFpg8Y1Oo6N9o1YkQAqHlkb1TZ10sR2N02uKzHzW58XGX9uoRSR3V44qqx36UQRxmrC+F+L2EhVseUhOEXh43Hfk7PxxrSwmf/rzPO98rgIDLnwa011NMS6AyRa9z8AcrS49W1XeMYzwJlWbErT5xo4s1UcEcq6CVbKSlg5RorpV/vafyU2yavgb3G7Q/vEX7w5uk/ZdXxv8iQSAwhb1r+cyzQhMGJjsrDRKVEHD45ohPIm55tL9aIOmFOFMVNFsnCxPiXkj/boNgqb33RoYMWzjYwt01mjdUAavpfULlM0ymSyLRhD609ZjcHLOwDxIhIIg7LzVhAhtlDoU9J58bSpOjRpKGxFlAmsVIsf24MT+H4pYAhGfBduELz77RnBA4aqJ1Jxiagy53jpiG3BD5lYm/T5rtntwzTGzEX+8OsTmHOkpkKiPOArIXhPh6LlCKpN0i9Tz0cmXz23qlijU9Q7K+hkqOgjSRWFPT6NXH1b+pn6f47NVepdSxnCq64WIX6tTGLxL0G3i9FbzOEl53hST2jmxiMtTRzINbAXcv+1x6v0ht3OD13ypx4d0CQoBT0kgixeKdkN/8dYt2I972HE1bcOK8jVvS8HspjcWY7IlVf6EJDNdAd3SkIVGpIupFxL39TXKD/jqdtds7/lxlCZHfJvK3H9iYTiV37dV0vM4yrZXrAOhmAbc0hlMc24xRioMOcbCXEZHC7x59FJ5S4HVTvK7P8h0f09G4f83h5DWPmfMOYydtahMm1TEzJ1DkN7d0xylqTJ1zqE6YOCWdYkXn2kdd1uZD4m3IvaNGGit6zYRec/8KpcZKwkc/7XPpHYdWI+H2lZAkVhgGPLgT4fWyXN1yAGTPUWkShxlJnD0vVd4xjhCZgjjIyLZpnyrOiJbbdD+7S7zewxyvYNSLuBemMEdKJL2AcKFJFu7xPlAKlWZkXoR/d4XelQcEDxrH7WtokFjCQRPGoVxTiYaBib6NN8cGUmIC1Sc74klzFqWEK12iRp9uyUazdcgUUdvPPU6eA/NsChtT7Dz5SlVCqDx6qj1IuhkeNHQMLIapNDE1Z0+vhCQN82jUoez1+UEIibkP0iRJo9xn4oihyEizmCSLMDWN7e5z7udnoAkTKbShqCLyUphhP9sbZq4vRqvRpYW+Swka5GqU8fL5Izqi/SOv5taOIHj+cSgykuyA6jIpsM9OodeKhPdXSda7qGh4/aA+WsYcr6LilHBxnax3uCWaKlPEa6ukvS4w9fA4ajXsU6fxb98g7fUYniphG0iJ5jrYp05j1Ece+1Ha6xGvru66/yxLWV++ShR2Me0Kpl3GLY2T1E4Q9NcHpMkyQb9BFHSIgjZx5B9qJcdQSZP1pZjrn/aYOWfx9g/LFP5/9t6sya7rzvL77X3mO9+bcyZywDyQICmRosgSNbBK3XYP5Q5HdXc53B3uF0fY/gR+9yewn9p+cIRf7AiHq8qtLtsllVQqDSWJpEQSFEkQIGYg5+HO99wz7u2Hk0hMOQKZCYDCQgAgkffM5+5h7fVfq2jg5rIM5aivWJ6LuPxhlwu/aG+6si4k5AoGU6c98iWD+esxCzeCjc9KU2J6Jk7JIT9WID+cxypYJP2E+uU16l/ey+KWpsSwDYQhSMP0QL6yWmukaWHamezIKw4hpEkctJ+ZBne3UAqCXsrVj7tc/biLWzAYP+Zx9q0SJ18vceR0Di9vYDkCw5IYX8EEFSkF+ZLJ1/6kyuhRl9Kgze9+uMbKbEC8iWHxfkCIdXMmrVHb+4ftGd224tKFgEsXHlw57/ua37//eA22SvVTU5o0lyOay9G+leu9wLMLrWFtPiTobTKwVoqk2aNzoUfnwk2QArOcY+zffofymyfo31hm7UcXiFZ2IKtTjQpj4kYXFcTop2TO+VWFQOCI/Jb+GU8KGxdLOFn5zybQWpPomFAfjtJEmBIr76LFQ8fSirSfycQN18xUJ7E69DIwExuTrQmmSIf0dW/fCRMAU1i4Ir9vkyeBwDLcHUmEVMUkacDzzoRKDCzpbmsGCllZwmH6WjxwbJ2SphHacLd8ygIwDQcprP0jTQ5kQKJ4Vt4Zw7B2LEN7ZiEE8mmkhWmVlebsQWkiTIPyd18hd36Gtf/wG3oXrpLuI2niHhuj/O2XSds+zZ98THDApAlaES0tkrSambn9+nMwK1Xco8ewvxgjnJtF9XwO5F0XAsPzsEfHcWeOYVbuJWtppUhaTaLF+W2N91UaMXvlp3iFYYrVKUoDxyhUxrGcIrniCIXKBFopAn+V9totWmvX8VsLRGEHlSboAyiz23fd7I3P+3Rby8xeCzj5Sp7qsEUSa+ZvBHz66w5XPu4Rx496NwCUaiYTJ1yqQxaWI2gsx1y50CMKFcIQlGbKTL87w9gb43iDHtIyEBL6q30u/9WlB0iT0nSZ0TfG8AY8Fj6Yp3Vt/xyU47BHe+0W+coEg0deY3DiVTSZCsNvzbNy+9J6RvTzi9BPmf3SZ+VOwO9+VKc2ZnP81SInXy8yeSZHbXR75vt5hhAwPOny7n8xwtARh/f+epUv3m9xEI/UKxoUqhZRoOi1kmdC1bIlNCSRPlS/l/vx2x+u8esfrBD6z/A9eoF9Q+Cnm5MmD0NpkrZPvNYhrndJewHhXJ1gvrHztlpnEtXnjOR+HiCR5EVx2/KZJ0FelnHF1mbWMRER4YGQAJvBGylx4l99m91wRJ0vl7nzVx8f/EndB2P911ZQJKT6YIgcC4e8KO6fKbAQGNJB7ECaaJ2S6vhZmf8+PoTAMOwdk6gU++/xsVtorbJja7YVFBnSykp09qUb3+eVpvt3+4zAEPa++sAcPg5/gVWjs1KlZ+lBQpZoow5JxaQ18doqSb2BCkOku64yFAKrUqX6ve/T+oef0792FRXuf0mydBzc6RnK334Xs1p7oEQr7fvEa6tEy0s7Kl20UvS7q0T9Fo2ly1hOnnxpjGJtilJ1Gidfw8sPYbsVaiNnCYMWfnuRdv0G7bVbREELle6f1cK+kyZhX7F0K+TDv2tx/VMfL2+glKbTSFiZi2ivJVs2SGFfcetSn//zf1zAtGDxVsj8jZA0gZGvj3LknSnGvjFOcbyA4WZ1k1prdKox3QcvxXRNCmMFRl8fQyWKuDdH+3qdhWu/pt99slIYrRLioM3a/GdYdg4hjOyStCLsNwm6azxTre5jQCuIAkUUKLqthNZqRHM55ubnXQYnXIanHMaPe4we86gO2zi5wzV6OkgIIbAcQXnI4uxbZaQhyJUMPv5pgzTeX6XFyIzHa39cozxk8/mvmlz9sE1j6eBXICeOWlQHTS5+2N+TOi+O1FMjTYJeSnM5ott8vgnJFwCkgV2ukZs8hlWuocKAztXPidv1zO19r0g1ScsnaXRBaVSU7Ku09gUeDyYWrsjh4BGyvytrBVHGFVsbJAa6R6APL24yDWL86ytggF3N4Q5liRfBSpekGyIkOMMlhGBfVzD3C2r9137DxsUT+fXSoP1Tmkhh7Ky82IVZ5fOA7Hp39obQB2CMultovbukqqxcY3/Is2duUrzPyJ67PPTylucdWmfvxrOk+A9vLtGMElQYk6ztZNmwP9BRRLgwR3DjOrmz54B1iwXbxhkbp/jGm5iVKv0b14hWluFxxl4PwzCwR0bxjh7DO34Se2w8S865r+0Kbt4gnLuDjnY317k/YjiOusRhl353hebKVdxcDTc/SK44hJsfxCsMYbslvOIw1aHT9HurdBq3aSxdevJr4wBIE4A40sxfD5m/vrfayqCnmL0arG+n0Qq0EHgDHuPfPMLkO5O4Ax6d+S5RK8D0LGpnBjbdVxIkJH5CYbzIwNlBmtebrH2xTGPx4j5cYSaD7Kzd3Jd9PevQKns2C9f7LFzvY3sdKkM20+dyTJ7JM3rUozZmU6pZFKombs5AfgXKd6QUDE44WHYZx5P47ZTbX/ToNpN9I04Gxh1efbfGyIxLfSHk5qfd/dnxDhiftpk55XDpQrDrchfN0yVNDFNgWhJ4QZo875CmhTcxTfns13GHJ0j6XZJeBxWHJJ3HM8mMlpr415YQghexwc8AhBAIDHKyRF6XCNX+kCbZXi0KsrKt0sTXbXx9OINTgLgbUv9gFiU0pTMjmHmb7vVV/DsN4lYfpCA3UcGbqDyVUrDM/WHrtjubmO1/v12UVfKysq9Rs5AZi+40mczUD88/aZKVOew8ec7KVZ4SaYJaJ6i2Hx9I5FfWG2+/kZGCT6G85QX2HfFyk3i5eejHjRbn8a9exp2eRroewjAQUiI8D+/EKYxiCaNUIrx9i6TTJvV9VNBHx3G2gLXdqqqUCDOLMTZcF5nLYRRLuNMzeMdOYI+MIu17pWU6SUj9Hv2rXxItLDzW9WiVrvuXtKHBukHsAPnyGLniCE6uhu0WsZ0C+dIoxTjAsNxnmzR5EmgF6X2TODNnMvzaKEPnh3AHPHoLXa784DIrv1+iNFnmnf/hu5vuJ6j3aVyro2JFcbxIcaJ4WJfwlUfUVyzfDli+HfDbH9UpDZhMn81z9u0yp14vMXbMw3Yl0hBIue7Z8RyjPGRz7u0ypUGL//t/usPVj7vE4f4Mer2iSWXYJk00K7MBawtPaOImwLLFBrFh2Zvf+9qQyfBYZu67a2hIwqw85y5pdJh9uWFJzC2u5wWeLwjLIj91Ars6hOHlEKaJNzZFVF95bNKkf2OZpOkjLJOk+yIB51lBXlQoiUHqLO3L/gxM8rJEUVRxhPfIz++uLnZ1i64+vJQaFSb4c000iuLxQYyCw/IvrhA375FF3asrTP7Lr+FNVLbZ0wGdH8m2pUoSA1PsbxmAQFCVw5TETikbj7Hv9QnldtCsl4zsUpEgBJgmSJFtodTuFl8NI9s2PSCP38xQc+fO+qmurmu9O8JGiBfKiV1C7IJguvu8n8WEqLueM8+Q4CP7MkmZJefdvbdaIwyxfXMiBBgCIR/cDqXRabp5EyMEwjLZ4KM12eeTHRqKzc7x/uMplbnl7wJJvZ4pOxbmccYmkLncxjslbRt3cgpnfIK02yWcu0Nw5zbRwgJJs0Ha7aCicP3a7j+eyIhcx8EoFjDLVZyxcZzJKZwjkxi5PMJ4sPpAa03q+wTXrxHcuE7SqLMfSGKfbtOn27wDCJxchXxpnNLAUWqjZ3C8Cm6uuuN+dotnjjR5GKZrMPLaCLnhPK2bLS7/xRcsfbxIUO/j1rZeZUr6CUEjQCuNVbCxCs+pkdKzDg29Zsq1C13mr/V5//9ZY/CIw9HzBU58rcjYcY/ywPNcj5nByRtMns7z3X81jO1IPvn5/jDGhikwLEF7LSbopo8kRe0V5YrBn/3XNT74WRc0/Ov/ZnMl1uCoSWM1Ya98Vhwq0rueRIc87jGtu0qTF/hKQj9ZfXrS8kl7IQixc3LOCxwacqJAWQ6SVyX6uod6QqWYI3JMGMdxtkiC0WgiAnzVIdIHbLa3BYRpYOUc7GqetB+jwiSrJS+5WCUPwz38PjEhId1GdWELZ1vlzl5hYlORQ1TE0L7u9y52Qw4IBJK7aS47f/7IEYN333UYGZb0+5rLXyb85CfhjpO+t9+yKZUlH34Ysbam9kXlfj+yudbO5E82yX46faQQ6/Gyu1HDfMXLavYLepeeLVHq0/LnDv6E9ohERfSC1XUz5mcDZqWAe2KC4punMQdKmffHaovO+5cw8t6Wt9sereKdmyL/8lHMgSIoTbzWJrg6T+f9SyStHjykILQnBxn68+9hlPNIy0D1I/rXFmj//PeEt7e2iTBrJbzj4+RfP4FVKyIcC50q0o5P/8o8/Yu3CK7tXqmR1Ndo/PiHVL73J7gzRzG8h9pjKTHyedyZY9jjE+goQidJ9juO0UmMSpJsjCYk0jQQloUwLYRlIgwTYdtI20E6NshH2yDV6xLcukHj539PXN8fwuSBSzAsvPwgheokpdoMheokjldBGvvb1z7zpIk0DUpTZey8ReNKncXfLdBf9VGJ2lbimsYpcTdCJQqrYGF5z//E/VlFmuj16OKUxmLE6lzIyp2Qm5/3GJlyGJnxGJ1xGZ52KVTM53LiaxgCr2Bw8o0SvXZKr51w49PeE5eqqEQTB4o00pvGq+4Vcay5+WVIu5EyNGZRGzL45D2fbvvB78rxc85GLPZekKaaOFTEkcJyDkbOvRUMS2Daz9+78wKPQicJ/cU57Oow0nFI/C7B6gKJ33mCfarM1PUFnikYwqQoKkwYJ5hPr+PrzmMTJ54oUJMj1OTolkkwKQkttfJUoobvIlzp4M81GP1HZ4lbPmk/RkiJXcshXYvujdVDP6dI94m28ZUxsHBEjoIoP3GKjolNSdYYN46Rl+V9L80B0KS78s+Qcvd+a7Wa5M03bd57L2J+PmVxMd3VKvnikqLV1vT7+mASPLVG6XTH/loIuWOi0EFBIJHC3HFEoHl24nyfdew2HSiMu8w2Ptn3pJC9QkiJtB1UFK4bnqbESZ8w6WEWKzjVIcK1JdLAR6eHXzYn8w7e6UlK3z2P4TkkbR/VC9BKUfj6SZzJoUevyTIwq0VK77yMMz0MUhIt1jNC1rXJv3Yc6dl0P7xCeOtBIkR1A3qf3sAserjHx7GPDGL3QqS79SK+sC3yL8+Qf+04WAbxahutFMI0kJaJdEyEvbf2VIUh4fwc3QsfoZME7/hJpOdtKE7EusTOME2M3D1CJVO0qOxZqnsmz0Ia6yoYmSlvtoHWmqTVpH/1Cv7Fz4iXl/bl2QshMSwPLz+AWxjEzddwcwM4XgXHq2DZeeKwR+DXae+jlcahkiamLTAtgWFkkzWdapJEE0ebp+kACEPgVj2EIYnaIb3F3Xk+6FSTRilaaQzTwHgx2ToUKAW9VkKvlXD7ix65osHQpMuxVwscPV9gZMalMmRRqFo4nnzuCJSBMYezb5UJ+4rGUkRrJd40Pnu36PdSmisRXsHAciTS4IlSevo9xW9+0iGONPmi5PqlkJ/8hzarCw+uvL/zn5Y4etrZu2xSQxQqQj/Fcg6XczUtuU7UHBCEQFoOdq6MSiKi7i7SV17gsaCTGH/2GqaXI+40SHod+nM3SXqPT5q8wLMJgcAVOUaNGULdRyiBrzt7nJQLHFxqcpQheYSc2LzcVmlFpANW0/lDNYF9GP5ck8aFOwx/9xTuaBGdqmyQ7Zg0LszS+mz+0M8p1H0C7ZPqBInxiOxfComrcwwaR1hOb9PX3cdSBNi4FGWVQTnBoBw/EMIE1kmEHSaJGYmw8/EdByoVyYnjJsePGfzHH6R8+WVCt5vtf3hYUshn41cpYXVV0W4pUgUDAxLThH5fEd9nFO95grExiWEIpIAo0iwuKcJw78SKRqN2EZ8phfH0SJMNwmb7Pjojf154Tu0G+q4TkdZblukIIUhUQL17g3QXnjIHBiEw3BxOcYSwvUAaPkjQOnYZq1gh7jRJo+CpWNNZI5laJHfqCK1ffIp/8RZJq4dZKVD61ksYRY/Uf7BEXuZccuemyb92HBXGdN7/guD6IkIKnJkRCq+fpPj2OdJuQLzaQvXubZ/UOzR/+DuEbVL+9nnKxdwOZTkCI+/inZnEPT5G8+8/oX/5DqoXIF0bc6CEjhLSzh4VlFqj4xj/8qX1+GGJMz6BUSggLWvLOnshZVYmtLejrR9So6OQpNUiuHGd7me/J7h+7YkIEyENTMvDtHJYTgE3X6NQnqBQmcArDiOlRZoExJFPtzWH31mi25yl25x97GM+jEOb9UgjixSuDFp4BYnWWVpOp5GwthCTppsTJ0JkXgYqTkmCx7vZWmv0Luu/XmB/4XdSbl3scfuLHr/8y2XGj3uce7vMa39S5cjJHIXK80WaAIwdczHMGne+6PHF+y2ay49fCtBaiZi/4vPaH9co1ixszyDoPn5vojX0e9m7Xl9O+N0ve6wsxHRbDw62Wo2ETst8rP41DhRBL6VQPVzSxHYltndwA0Jp2njVMYbOfYt+fYGlT/7uwI71hw6dJoTL86wsL9wbY79YffzKQiBx8Jg2z+KkORbTG7T17iW6BgbDxiRjxlHKYnDLzyXE9HSLVTW/72k9e0G01mP1NzdofHQHe7CAmbchVQTLHRI/QseHvyKckhDpPiE+LnnEJvHDrsgxJU/TV20iHZCwt75NIKjJUcaMowzIsQPzrtAa0l2TCNv3U4YBIyMG3/m2w7vvOoyNGfz5n+f49NOYjz6O+MUvIr77XYdXX7UYqEkcR/CDH/R57/0I39f88R87/KPvOzSbmn//77vcmU0JQ5g8YvDv/l2OQkHgOILFxZT//f/oM01CFKEAACAASURBVDub0u/vra3TWpGk4S5IImPHGOaDghAiI8h2eORpGqGeZGXoDwxqPcp5O/JRIDGli9L+UzMClqaFXa5ROnGeut99hDQJ15YI1/bH1+px4Z08gnNkiGipSf1vfkuy0gSdqUl0nCJzDtZQ+YFtzFKO8vdeAaD70RWaf/vhxrg5nFslWqwz9t/+Kd7JccJbS/QvPzpB11GCiuJ1U9UdSJNyDplzSLt9eh9dIVpqoIP9KTdWQZ/e558Szc9RfPNtCi+9jBzYuj99soMp4tVV2r99n97nn5J2nsyUXUgDy85RHjxBZegExdoMbn5goxwxM4ht0Vy9RnP5Cq3V6yRRb9+/Dwc66ykPmkyf9jjzRoHx4y7Fqonj3lOaKAVJqOj3FAs3A6793ufKJz1W5iLu9g1aaaJuhFtzsfM2QopdESBmzsIbymPYkrgXEXUPPsb1BbaG1pDEmqVbAb1WwuXfthmZ9pg6m+P4a0Umz+Rw8wbyOTCNFUJQHrR4978cwe8k+O02UfB4g+CF630+/Ns1Js/kOfl6idZqzMc/XtuX+WNjNeXT9336vUfP7eKHfW5cCh9LJROtkyaHDTcnyRX2NiA03TzD579He/YS3YVru9zqybw1XmAv2Fpl+ALPL9T6CincTcuQaK2xcRgxJimKMm29Rke16Ok2ge6REN+3jYGJRU4WKYoKJTlISdRwRX5bY8SubrCQ3tjzZP9AoDRpkBAud4gMmZVYRGm20veU0Nc9VtJ5xowZ7E1IE4HEFg5TxlkKosqaWqCjG9uqgiwcPFGgKKpUjWHyoox333MSCGIdkegQS7gZkfGEkbMaRZIGO8brSmliGk62+rZFO6MULC+n/N1PA8JQMz5u8H/9RZ8vvohJEs3Jkya1quTzz2IuXkwYGJScOW3yxus2P/xRwM9+FjJQk+TzYmPB9sgRg2PHDXo9zQ9/FBAEmrExg3/5Zx5/8Zd9rlzZ2wKg1ilR6u9ImpjSwpBPpxRdiuxeb0eUaTKfi1Q/A9/P5wRpGpKqEENuQ5oIiWnYxGmwo4rHrgxSmDmDTiKk7SIMExWFSMvCX7hNWF+mMHMaM1dAWjYqjujeuISQEqsygDswilYKaTuk/R7dO1fRcYQ7NE5+8jju8ARVlRIszxOuLRKsLuKNHCE3PoNVrNC8+CFRcxUVhwjTovrSN0BKdBxjuB5Ru06wMk/U2P8SRrOSBykI51bQUbzRJuhUES/WSdv+g6SJEEjPwZ4YpH/5DvFK64F2RPUj4qUmSauHUcphjVQ3JU12Da2IV1rEK03cY6MM/Zs/pvfJdfqXZ4nmVlH9fZjHKkXSbtH57XuEd25lRrBTMzhj4wjb3rHcZtvTT1PSvk945w7BrZuEc3eIlpdI/cdTfQohyZfHyZcn1tNxhrHsPKadxzAdtErotRfptubptebpd1eIwy5x5JNEB0MgHghpYruCieMuZ79R5NTX8kyf9hgYszYSVe6HVpo01UyecjlywuPIKY8vPuhw82Kfdj1BJYruQofcSB636lI5VqF9p00abn8z8iN5hs4PY9gGnbkO/op/EJf6AnuBhtBXhH7E2nzE8u2Qhet9Zr/0mTiZY+yYx+hRl6EjLoYlnmkCxfYk02fznPujMp1GwvVPHi8quNeMuflZl9/8YIWpc3le/nYF25Ws3M7IpShQuyIJu83kkUSfKNREW3xPmmspzbXHa1CiIPOvOWy4eQOvuAfSREpMt0DpyGmC5tL6wHnre6lVStxr0bp9kdg/vKjSF3iBrxqUTgl1n55ukZdl8qK0EUHsUcCWLq4uUBRdAt0jIiDV6QZpIpCYwsQROTxRIC9KmNjIbUwue6pFI12iqVZIn7L8X9oGVtkjN1XD9GyE+eB5h6vdp1KiE2ifNTVPVQ5jYD6yen33GZVkDVNYeKKAr9tEhCQ63vCiyexVDQxhYgsXlxyeKFKUFQysB55TomNaao22XqUmx8hTRArnCa9EE6fBjnHCpnRwzPy2NrBaQxDAwoLaUIHcvJFw61ZKtSo4c8ZgctKg2RI0m4piUVKpSpZXFGkKi4uK1VX1gAHrwIBkYMBgaSnlypWERiP77J//a48f/2Tv4xqlU6Kkt/P1Gg6WsblB8kFCCgND2uuEzebXp7QiVSGpip+698bzhESFJGmIbea3/IwUBraZJ4x7qB0IKem4OLVhgtUFzHwJw3HxF27hDo+ThgEqiXAHRok7TZIoRFo2+ckTJP0eVqGIUxumN3sdncRIyyF/5Bi9O1dRcYSKQlQUkfQ6JH4HFYeARkUBCIFdqmI47sbEXEgDb3QqK89dnkXFIYnfRcUHQ6oZeRdhSNKHTVu1Jun46IcN5A2JcCyMvEvqh6juQ+rFVKH6EaoXICwTo/homtueoEH1Q/xPbyJMA2dqmNzLR9fVMQ2i2VWCm4skje4jprN7OkwcE6+ukPa6xPU1wsVF7OERzHI5K9nJ5THyeaRlZ5HChgFGVtKptYY0RacpKo7RUUja62W/O23iZoNoaZF4aZGk1UQ/wbMU0mRg/Dyl2gxurobtloijLmG/SdCrE/h1+t1Vgu4KfX+NOOhy0Ktw+06a2K5gZNLh7X9a5RvfrzB+1AU0UajxuylpfK+eU8gsPcSyBQNjNkMTDsfP5xibtvnZX65x5YJPHKXUL69Rmi6TG8lz5J1Jbv/8Nr2lbhYRtQ4hAAmGZWAXbQZfGmL8zXGkZdC+3aZz+8Uk6FnD/d4nXtHk2Ct5znyzzKnXi1SGbQoVEydnIA2euZx6KQVOzuClb1VorcbMfukTB2rPChGvaFKoWNz8rMvEqRyn3yhz7JUiVz5qszYX0u8kuzKbvfR+i9XZB2sxLVuQK0h6nZTkvnZLCHC9LLXn4bKd3SDwFX4rOfQEHSdv4BV312RZuTJWrohbHcXKlXDLQ+QGJjZM1eJeiyRYJ7qExHTzmF4BIQRBY+nez+6HkDilAVQSo1WKYXtIw0BrjYojkqCDSpMHiBnDyWWfs2wEAqUSVBSQBL3MWGs3ECJzJbdshGkjDSNzJ7+7eno31i9N0WmcdWRxtG7ctbsXUlpOdgzbRkhzff9ktbBpmrmnx1Emud3jSrl0PMx8EWlaW74vWmmSbgsVBVl835NASgzbRdpO1uHLLENUIDKPBq3RKr3vuu67X7uCQJgm0rKRloUwrGxQIe7GA+p75mlpsj6QDJ+K8d3TgkYR6T6L6iYDjGFJG/u+tBtDmORFiTylB7ZTqPV0xt2vdimtSIhZUwusqaWnWpZzF3YtT+nsKOWzoxh5J/vO3vfud75ceiqkSUxIS63RVCuY0sKjsGnfmpn3VinICqAJVZ+IcENxclcJZAl7SzJLa41C0dVNVtQsa2oBAxNbOlhPSJporYmSHqnafkBuGS6OVQIkj2OiYBiCYlFSq0kGBiTWevfTaCjm57fen+MITBO6XU2aQhxDHGk8T2A8RvWM0ilB3N5RWWMZHpa5/0lFO8E0XCzDXU/P2RxaJ4Rxd0fi5wUeRJwGxDukz0hh4lkV/LDObrzQtVaE9SWkZaO1onfnGu7QOGaugF0exPDy9GavEnfb2JUBisdeIliZyxa5wz6d6xdBa3LjM5ROnqd74xLh6gLSMJC2Q/fGF4T1e6aoYX0ZM1fELlUfVNqJjMRJVubp3blK2j9YHypxd+KfPPQ90kD66AKlEOJeFPEmP9/YPEkRtvlIzO5jQWl6n98iWm5SePUY3rlp3BPjeGcmiZebtH/1Of7F2ySrrSc/VL9P1J8jWphH2jZmtYY1MIQ5MIBVrWHk84i740LLWidNFDrKxk0q6JN2uyT1VeK1NeK1VeJGPcte3wdIaVIZOoGbHySNA/z2Ir3OIt3GHTrNO/Rac9mY+xCxa9JEyt2NlceOurz9Typ8788GKFay+sYk0izcDFi6HdFYyaJVEeB4klLNZGTSYeyoS65okC8bvPH9CkplE9MLv+oy9+tZBs8NMfFHk5z6s7MYjsn8B3PY+QcdiE3HpDBWYPK700y8fYSBs4PoVLN6cYW1y4fvVv8Cu4PW4HcSvni/zbULXX5aMnjlO1W+9m6VE18vkis9nRrd3WDsqMfxV4p8caLNncs9kmhvrMnL71T4Z//dJIWKiZs3snQYDSMzLtmcd3f7+1//+yuPkCZDYyavvpXjtz/vUV9JNgxmLVtw9KzLwJDJr3/SYa9tTtBN6TYPf+Dj5g1yu1CaCGkweOYtytMvYeUrmE6OoZe/zcDZtzdI6MWPfsTKxV8DGtPxGDj1DQZOfxPDzAYRq5c/YPGjHz2wX9PNceTt/5x+fZ7Yb1GefhmnUEMlEb3lW6xc/AfC9tr66gogJMWJU5SnzpEfnkaaNmFnjc7sJepXfkfsd3Y1UTdsF+/IDN7oFM7gKFa5huF4CNNal/wHpGFA0m0RNVYJlucIluYyEiLeWc4pDBNnZIL8kWO4Y5NYxSqGl0NIA53EJL024doS/blbdG98Qdr390AwQH7qBLXX38EZGEVskWShopDV935M98Zl4vYTGPBKA8P1KMycwh2bwhkYwSpWkJaTXY9WGfnjd4nbDcLGCsHS7Mb92g3JJAwTuzyAOzaJOzKBXR3CKpQxXA8ME1RKGgWkfpeosUp/7ib+3E2i+tYRg181CDJDyo5qEOkQNEyYJ3ax3d5Z2ISINbXAQnqTtl57nNPddxRPjTD2j8/R+GSW/mcLWRT2fYiaT4/YSYi4k17OCAzDw9xxGChwRA4b76F/vffnZlCkBPS4k37JWrqARtFRDSpyCNjcyHe30FoRxB1StX37ZhkurlVACmN9sr63/jkMNXNzKbduJ1y9mvA3fxOuH19vGyvcail6Pc3UlIHjCPJ5QaEoWVtTROHW220FpRL8qLkLksjDfgqkiW14WMb2q+ypSuhHTZR6QZrsBWHcI0q2JxMMaZF3Bmj6uywNWTcGvRsrq6IQlEI6Hna5hjs4iuF4qDjz0UlDPxtLaE3caWaLDuuJKsIwtzQS3fk8Mn+zNPBJ+wdfDaDCCJ2qLBb3/nMWAuHaCOvB8YlOUlQYZ0bejoXcLLVGgPTs7LPRPilkkpR4qUHzpxdo/8Nn2JPDFF47Tuk756nkHaRj0fzxR/tzLMjGkWFItLxEtLKCkCJLxhHrhBEC7lf+q6yEXetsW7TaSNrZT286jSIKugR+k9bqVVor14mjLirNFrmehmJtV6TJ0XMe3/rTGu//qMHctXBLaX6+bHDytRxv/icVCmWT1lrM1U98Pvllm5W5iF47JQrUxsq5NAW2LXDzBoPjNmfeyPPyW0UGx23OvlGgsRRz81Kf3lKX2V/dwcxZjHxtlOk/mWH4tREMO3vB7bLDsX96guHXRrFyFrmRPN6AR9yLuPXTm6x+tkzUfvJaMIlJiSolKrjkMTERyMzZnISQgDrLtDi4gZuFzRQncck9Uhcc0GeFebq0no2a7r1AQxpr+nH2jnz6iwbzV33Gjnscf7XAya+XGBh3sN1nyzjWMAUTJz3e/Cc1VucCOvW9DQgsR1Iom5imJI01abx/svKBYZOvv5Pnk/d97m9bklgzMmFy4iWX937aZecgwwcR9FK6zfiwhSa4ud2RJlopmjd/T9BaxhuYYPDMWzSvf0J7/suNMXO/Ps/d/0njkNatz4m6DdzKCOXplzJVxCMQGLZLcewE/fo8zRufoFWKUxrEKQ4w8sq7LP3+7+mvzWM4HsXxU5QmTqFVyspnv0SpBKdYwy4OMHz+XZY//TlRd2szTLNQJnfkKIWZ09i1IQyvgOG6GQFwV9mARqd5TJViV2o4w+Pkpk7Q+vQDereuEDW3Joul7WJXBymdfhV3ZGKDLJGWfW8gpBVGLo9VquIOT5A/eprutYv4c9eJW7skN4RAGCaG62WkyWYDLCnXj/n432+zWCE3MUPx1HnsUg0jV0A6bnY995E1WinMfAGrUsMdOUJh5jT+7DW6Ny7h397a90baDu7QOIXjZ3GGxjHzRQw3d08FdPeZaIXh5dH5UkauDE+Qnz5J7+aXdG9eJul+9VWPEomJhUbTUQ3QmUnrkDyCK/JbltnsljS5m+rSVS3W1DxL6W16uvVYaS8HAWFKdKpofHyHcLX7SBS22sd2fq/QaPq6x4K6QUrCiDGFhbPpM9l4HmJvhFagfVpqjUV1k5ZaJSZEIOnoZkaiPfE1KOK0T5wGpCrexsdDYEibvFOlG67tSLI8jH5fc/VqzNkzJtNTJv/232TtyO07KTduJNTrirfesvnmN23K5Swp54tLMbdvp9y6lfDSSxb/4l94CDRKw3/864D5hb0/e6UTwrid+bioZEtFh2V42EYOIYxDNQS1zcKOZE2qInphnfSF0mRPiJIu4a5Ik8E9+dnoB7zbsr9VHJL02sSdJu1rn2fjB61RaYzp5rBK1Ucnquv9uV7f4577cX13cfDg2+6k7YPW2OMDCPO+saQUWEMVjMJDxJ/WqH5ENLeGWc5jDj6ojBSOhTVYwijlCW8vEa809+9klc6ScqKE8NZSRmrlXbwzRzAHSjtv/1jHVIDibtPxtHtTlUTMXvl7tFbEQYcovLvQ+PTObFekycC4zR/9sypuXvLZbzpc+9RnZfbRzmfimMvx83lGp13iQPH5e10++Nsmn7/fwW+n2ypVckWD1fmIflfxzp9WKQ9azJzNMXM2x+fvdVj6eAkhBSpVVGYqDJ4bwnRNtNaYrknt1AC10wMAxL2Y3kKX1Ysr3PzJDdq32qjdaNa2gYHJACPUGKEkqjh499XJZs1Fnx593TtQ0kSsRy965DGFhURi42Jg0NMdurTweb5jO9NEszYfUV+MmL/WZ+lGwPKtkOlzecZPeAxNuevRf89GyU51xOb0myU+/HGdOPQJNjFe3QqLN/r85gcrT3wOK3celW+6OcnQmIUhxQPkr1Lg5Q1qQ+ZjLRD0uymdxuEPfLyCQa5s7mRNAmj69YVMyZEmqBOv46/N0rzx+0031GlC0Fwi9tukYZ/C6NFtz0NISRr6tO9cIo0C3PIQpalzDJ5+a4N8MZ08lZnzAPSWbtC8+VlWK1wdoTx1jvLUS7RnL5HGAWn44AqLMAyMXJHi8XMUjp8lN3EM6ThZ1UcSkfR7qChj2oUAYVhI20Y6LrZXQBertA1z2zIX6Xi4IxOUTp2ncOwcZrGcEZdBLzNpiyK0VghpYHg5TK+AO1rGWV+Bko5L99pF4m57x4zsqLlG+8tPCZbmM4mnNJC2nSk0ihUM58lr8IVpkZuYoXT2axSOnkEYBioMSfqZ2iO7FxohJMKyMBwPw/Uwc0UQgrhdzwZ720FKpOOSO3Icb2wKhEDFIWnfJ+lkqh6tVfb8HA8jV8DMl7BKVezKAGa+RBL49GdvkAZfbY8tITLXC4kkJqSt10jSmETHlOUgeVnCJb/nyThAqlNiArqqRUMvU08Xaek1nv4Q7x5UmBB3AtJ+TNIJUNGzlRaiSGmrNbICmpSyHCRHEVs4ZE/kcXw3FCkJPd2mrVapq2XW1MJ6SU+2tNTX3XX/muSJo4iVTgiTLlHi49nlTT8jhMCUDuXcBGHS25E0WVpK+du/DWg0sz48SaDR0Hz6WczUpEGxmE0GwzBTmigFQaD54lKM4wjWVhV9X9NsKup1uHAhwnOzqOJ2S/HBBxGNxt7HohpNoiKCuE2c9nHk5kodQ5rYZh7PKu2qnGe/kLMruNb2E7lERXSC5T0TV3/oCJIOQdzeUB1vWk4nLQruIJbhrZtuP958Jw18ouYqcaeJAAzLQat0XXGit/XIV3FWwisdD290EmGaJN1sTGWXajiDY1iFMu7wOEixMc44TESzqyQzI7jHxsidmya4uYjqR8i8Q+6l6cwE9qHrS7sBvQvXyL00jXdigujOKnG9jRACa7hC7uUZhCGJFurE85ssggkyPxBzfcFIyuy/jfXyjfuPJwRmpZB5oxiStNtHx0nmAXNX9ZGqPZdIP6/QWtGp33zap/EAdtVrZZ4jFn/y54OMTjnkSw3e/1GTfjd9QNp//HyOqVMeKtGszEW8/6MGH/60vStPBr+TcvGDDp1Gwsw5j+kzHgPjFufeLHDlQo/ObJuoE9KebTPz/WMMnB7AG/QQhtxoRLTSqFTRneuw8Nt57vziNu1brScmTO4SFUc4TlFUEFoSERDik5Bm3wlMIsINo7SDQkrKCgs4NLG0hYVDjWE8sbVJ1PMKraDbSLj0QZurFzpMn83zyveqvPpuhdqIg1c0sOynrzxxcgaDEy7HXyvSqScEve3rT+/H1Y86XP3oYEiuNNXEkcLJZb5B8XrpkONl9dbbyYu3Q7+X0mnE6ysEj6/M3CvcvEGhbGLZkjjau3/MfiFsr9JbuU3UyTpIf3UWw3YZfvk7OKVBrEZWK1wcO8Hq5ffoLFwl9rP6097yLUw3T2XmFbyBCaJu8xHSRLo58lMnqLzyFu7IBJBJadPAJ241COtLxJ125j4vJYbjYRZKWOUBzHwRrVKClXni7larHgKnNkTxxMtUX/sjEDLzZOk0s1KVlQWSbhudJkjLxq4N445M4A6NY3g58kdPI103c9W/dnFdVrv1wwiX5wiX5wCBsG2k5WAVy5RfeoPC0TNPTppIiVkoUTh6hsKxswhpoMI+wcoC/cU7RPWVTH6sVaZ48fLY5Rp2bQirMoC0bILleaK17ctndJIQtxuZlDjooaKQqN0kqi8TN+skvQ5aJUjbwSrXcIfX71mugOHmyE+fzO5tr0O6cPvJrvkZRzbtlkgMBIKEmLZew0871PQwgxyhKocxtbVBroi7k/X7GxStuftLrU/wQ92noxsspjdpqzoxT65c2AkKRUSArzZvqwPtk3BvAqDCBBUmlM6MYrjmI+U4KkyIW0/XeyUhpqlW6KgmI8YUA3KMoqxiYa8/O4lA3ivDuc9N9e4q9f3PJdExfd1lSd2moZbw9cP3SpMQ0VNtuqKJpe/5mgT0iNg5UvdhBHGbftTckjSBzG9jID9Dy58jiLdXeV2/kfI//y+Prup//HHMxx9vrt798Y+3fv9+8IPdjwV2g15UJ4g7ONbmpIkQEtvMUfLGiNI+ap+8BbaDQJBzauTsypaf0VqTpOE6afKcqaCfMsI4I022U1RJYZKzK3h2mU7gEqdbk/I6TUj7vezvMIB1kiUJesTtJlFrjai5ijM4ijc2jY4j+ivzpIGflR7LTE3Jeqlr1u+lmVeb30XHEbmxaQzbxV+8jW6muMPjuAMjCMvGHRxDSIlWKeHKYmYY+zg1a4+B4PoCzpFBvDOTlL7zMtZwmbjewSjm8M5MYpTyj5i9ph2f9nsXsY8M4syMUP7eK/SvziOkyIxaX5omWm4QXJ0nWrynvhWWgfQcjIKLcGyswRLStTFShTVaxen1UWFM2umjgigjQ6TAHqvhnhjHKLhESw1UP0KYBtZIBe/EOHG9Q7T0BCXMzzGEkEjDRhpmZrwtBFopVBqRJg+9Q0Ku2/Ltr4ppT1S/lHD69TyFskG+bPKrv66ztnCvARyZcqiNWvR7KRd+2WbpdrQrwuQuVArtesLHP2tRqppUhiyOnHAx7azbjjoRq5+t0LrexK26eEM58iP5THGS6kxhstTDX/UJWyFJP35iwgSySL0iFXIUkBg0WeEmlwnw7yNJsnM86LKYlIQ6S+tGeQITCxsXiyd1o3+2kUSa25d6rMyFfPTjOm/98wHOf6fKkVOHX7+7GZyc5JXvVJj90mfp1v4OlB4XUajpNFPOv5EjjeDW1RAEnPu6x+CYRbedPhbx4LcT2qsxWj1RNcWeIY2MOKmO2tQXQ+Lw6bAmadQnuU8poFVKGoekQS8jBHJFhGFmKy1BjyS4bxCuNSoOiXstLDePYT9IGAjLwhkYYeCb72KXagCoOCKYu0Xz0sf0525mKgWlNkoRhJCZ+anlYHg5jFyBcG1pCzmOQFoWhRMvUzp1fqPEx791hdalj/FvX82MtTZWMgTCMLBKVfJTx6m98T3MXAF3cIza175F1FghWJ5H78I7BTQ6ikjjGLQm7Xf3xRxVGCa5sWmsci0rw1Ep7cu/p/Plp/QXb98zxL1bTyYkwjCQpoXh5XGHxugvzRJ3tzdW00lM1FihffkCnesXiVaXiNuNzBg4TblXA5fdM2m7VM6/SfHES9nqGuCNTWWeM19x0gSyyZQUBkLLjRjMzH9kkZaqYwuXshygKKrkRQlH5rBwMDCR66a9KQmRDgnx6ak2bV2nq5r0dZeEGMXhrLh1dYsg6bEgrm/687sqi7vpP4ZnUTg+xMBbx0i6IUkvfKAkp/XZPDf+t98cyrlvB71OZCylt6irBVxRoCwGsthgWcAVOUys9WciN0iShJhYh+tEUpeebtHVTXqqRUqybXrRbHqFxfTGAyvmSuv17fY2fupHLfyoQY3pLT9jGjaV/CROs4gIlg+1bGW/0QtW6edalBnf8jO2kaOcO0LTnyXZwUD0SSGQWKZHzq5iW4UtP6d0QpT69KK1F54me4TSKWHSpReuUnCHMMTWpWhlbxw/rNPwtyZNosYK9U9+nY1D2o1s0SQKafz+vUyZmyQ0L320XtKaMaU6TdBKrXtcyIw80eAv3CJYXcwWfrQmaiyz9Mv/N6NT143WtUrpXL9I9/aVjf5Z3f1ZmrLy/k/QyeEQaUmzR/fjqyAFhW+cpvL9r6OTlHilSfs3X6Da/iMlODqKie6sUv//PqDw6jFy54+S/9oJUJqk1aV/eZbWLz8lvLPywJjLmRqm8OZpyt95BSEzzxTp2qA1zuQQKk5IOz7Nn3xM7+NrxEtZGWvaC5CeTe7cNMW3zyIsC52kpB2faKFO+1ef078ydyj361mCkCaWk6cyeJJ8eQwnV8EwHcJ+i8biF6wtfPbAZ03LRUiTNAkyQmWfVll3RZqszse89zdNTryaozxoMXbU5Vv/vIpWmgu/aHPny6xhLpQzzwG/k7J4M6D3GLGkYaCYvx7id1NGU8tykgAAIABJREFUphzKAybG+sQsc25OScOUqBPhr/i0b7ayOD+tSSNF4sckYYJO929CZWDi4CExiAnp0aZDg4Sn0/hnA5Ls3t6V1z4rtdwHiTjUJFFMv5Pym79eZeFGwKk3irz8ToVCxcK0nl65jmlLJs/kGZ1xuflZl17r6Q/MlmZj/uGHHU6e9/jP/qtqlrBClgiwPBfzya/7pI/xPUljTb+b0q7HFKrmoal9hMgSi4YmHTr1mHiH2PEDg974475/0xmjLQRCGuvxk+tO4w9JKbXW2YqqkI9Ibe3KEPmpE9ilGsKySfs+wdIsjQu/or84S9JrbynNTEUX0W0hLTtbQdoEwjTxxqdxh8cx8kVQimB5NvPzuHONpLf5SrpKsphIs1SleOwcVqWGVa6RnzmFCgPC1cXd3Dk25EkqXb+OJ2+3hBD3vFiEQGlNWF8maqxs68afIkj8ThZxGOwuFUinKb071zOVbOBvu0KWBn06Vz7FKlVwBkdBCKxyDTN/QPXIzyDuKkjuRzY5Toh1SJyGtEUdS9gYqYUhjA3FSeYxp0hJSYmJdUSkA+L7UlwOCxpFTESsdycn792us/Cji5hFF50qdJI+MCbpLzx58oFwLJwTk0jXxv/wEgDWxBDmYJno1iJptw/3pUTYR8exxwcRnoPq+IQ35kmWsxXLhJhUJ8Q6IhR9LJYxlY25TpYIce853k3FyZ5Mtk1MSKzDXS0apW72DujgyaX5flSnF66hVJqd4yayR4HENFwquUmCqE072G1b9eyhG6zih3WUShDC2PR6bTNHxRtnwcwTJr0DJYkMw6aam8Kxikixtd9YP27RDVZQL1Qmj4Uw7tDw7+DZlU3VJnffg3Jugk6wTNOf2yBwH4ZOU9J1Jcr9Jbz3l4yqLcYPD/fWOolJ7yM8dJqS+I+OIVQUspUD8kEn5jx4Iop4uUnn/cuEs6sYOSdrz/wImim9+jW0oQhml1D++vnqzBA2vLmE7sekSwG1l16nM3sFf+5WpvyYW83UIvchXm3T+/gayUprSzm2WvcrSTvr914r4tUW3d99SXhzKSNZDAlKo8KItNUjnK+Tdp5+QtxhwnbLFKuTDIy9jJsfwHIKGJaDEAam6dFtPGiA7LglykMnKFan6TRv01q5StDbH9uMXZEmy7MhP/urNZZuh0yd9hibcThywuWb/7hCczXZIE0sR2JZApVqeu2UJNr7KpBKNd1WShJrDFNgezJz8n34c4ki6kREnYOviZPIdclqNriICJ8aYfKHDq0hDhW3v/CpL0as3AkIfcXJrxcZnnJx808naccwBKUBi9GjHgPjDr3W0/csaKwmXHjPx81Jpk86lKoGaFhZSLj6ecClT4Kd7Cg2hdYQ9RVr8yFOTh5qiZSTkwxNuty55MMuSNmDoBKFaSHN+5K71o1OpWllktc4RBom6BRp2kjTfqAER0gTaTmoNH4kLs2uDpI7cgxhZvFucWuNzrWL9G5d2VnCqvUjg5iHIS2b3ORx7HINaZioKKR3+yr9+VvbGpTqOCJqrNK58ilObRirXEPaDoWpkwRLc3sgTQ4A6w7895NThptDOu6GMetWG+okIenszbwt2W26j1aEKwtEjVVUFCIdF9PL7YuHy/MDwVZ20XfTVQLde5bsSPYFwWKblfbWq/z6SY1gBQjbxJ4cxijmNkgTsWGo/Og9d2bGsI4Mk6y1EJaZ1cnff05oEjLfmfV/2H+YBtboAChFdHvpiXcXJT38qE4/buNaxU19UoTISLhqfoogbuNHTRL1bKhB94og6dAL6/SjJjmnxmbfLUNa5JwqZW+MOPHpx09O0G0GgcQxCwwVT+Ca26ch9cI1Wv2FAzmPPwSESZdG7zZDxROYhrulkXbOqVLOjdHy5+gEy1sSJ3/IyIxdV4nm7pnkC8OkPPMyyWKXfn2BNHiUyFG9gPDm/8/eezVHluRZfj+/WoQOaJU6s3RVd1eP6Jme6eGI5Q4flsblGI3GJz7wU/CL8I1PtN0laUa1Ro7onpnu2VZV3aVVZqUEEkAACB1xtXA+3AAysxIqMwFUVnWeNFRZBCL8+g3cuO5+/PzP2SLfCdA6FqO16wSdg2Pjs4FHMPAIvlg7fudkcZzw1ibhrRffFyiI2XJjhenFt2jMvUKexaRpRJ4lmHYJVTMfM8YWioJuODTmXkIzbJJwdLakyaCd8v4/D/nwX4ZcfsPl7b+o8oP/os7SFZvZ5QeLByl3FTBiQnQ8+c7/xDNnb8zfVVXv90Ihihik3aNIKYsc7Wcc7JXJv90Jn46Jhg4TybCYkChfRUZ6oFx4t8ZbPPRvF49WbZ+Ni/Rp9EtFm+wQyr2dwAe10YJdy79HW336m/q4l3L9nSHrX/r8yd/M8v3/vMniFRtVE/vuwJwF5i5YLFx2WP38mKTJJMlLcsja7imRJtDdzvh///1g138KOJkI9TjM2VkNmVo0cZ4tPfKJYNoqM8sWunk0UVOoPIqTFYqKUDRklvBIcf5TQDMddLu8V9qiaAaa6aAaVlG64w9QdJMs8tHtEoZbLTxNJCiahmbaaFaJxB+RxQ/vGIgipWZ6vqjVlDlRp8X45sfkycns0AlNw55fQXMrxf0yS/HX7hAPjh5QZBLjr98lGfSQaYrQday5JfRy7Qhy4nQhZU487JNFwZ55benCNdLxsDCii8OiDOhrME+TeTaJU/RQTKso23ooZecFvp3Io5Q8yVAMFUVV9m7yMsvJk+yxNJ1jQ3tgKCgMA6Eqj/wu2emRtPvIKHlwvauF8aA220QmKaOf/KYo78uyYv6kaZM4ySItSyZpESm5e6x817hKIrO8UK9oanFsMfGgSbPid0IUyt/J+CuEmKhscoSqoNZKWNfOIeOEZKtX9CHLi/ncQf04BFLmhPGQvrfGdOVyUQ52wNhfdeaJkhHDYJNh0JpEEH/TIPHjHj3/PpZRLWZWXzlfIRQ0xWCmcnXPD+M0lMiaauCaTabKlzC0/eOGC3Vrjhe2Gb4gTZ4acRow9DcJkgGG5qKo+xPvmmJQtReZrY4Jkj5JFvGtY6RPGEJRUU2H0uJlot42aVB4tMgsm5T2Tu6jioJQFNIooPP5r4oI5scbQ1G1Yh4yKZsWiMLzJX8wBxGKWswFJuSXpFDf5g9veAmBour7trX7862HUDCdBs25V2nMvYKUGf5oC3+0BQhmVr6379vicMywu8rsuRjLaWCXpk+sS0/kaZJncO96QG8n4aP/NOLtv6iycfvB7mcwzgj9HE2H5pyO5Tz5DrRmCJoLBqatEkc54362b6mN7uiYVROrbqPoCjKXpEFK2AuJBiF58nSTEg2dBjM0mUPHmHiGmBiYaGg4lFjkIjMsPvI+ieQeN+ixQ8yjuxgqGi4VKtRwKVIDdPRJXHFRHxzg0afDgA4hZ6NSUFBwqVKmRokKNu6eCVzRr5SAMUO69OkQcLDho4rGFd7AxmFIj1t8iopKhQZ1pilTQ9tT66SE+LTZZEiX+BmM/PIcxv2UX/xfO/S3Y/6z/3aWxSsOpvP1KE5mz9ssXNp/ArEf7JJKqaYTRzn+ICWJTmchJeXJkCW7iMOc1t2Ai2+dIWNCoTSZOWehm0eTYjJNSCe+GWZlGrsxT9BroWg6eRo/dR2tVZulNH8Jv32fNBxjTy1SWbpGGvqE/W1ib4Bmlejf/QSzOk1l+SXS0CNLQtzpc5QXriDTGL+9Suw9UDmotoM2ickFyAKfZDggHY9OZoEtROG5UqmjmGYhpQ19Um9wfCO2LCMZD0i9IXqtidB0NLeM5pZJj/AEOS3ILCXcXCVqb2HPr6BaDmZzlsb3foh77jL+2m2CjbtFuU549rJWmX1lMgTFovLFXPZbC6EpmE2X6R9eoXxlBr3uIJMM716Hzq/vMry+RR4++f3HeeMy5qUlhKYikxS1USHrFQox+5ULWK9cQLEMhv/wDmm7D4qCPlPHfvUi1pUlEILqX/+AZLNNdOs+CIHz3WuoFRdhGmT9Mf67n5F2h5hXl3HevEK600dxLPIoJtnYIfziHublJcyLSyhlB0VTCW+sEt/fRi07WFdXUBwLFIFScgg++JJks40wNJzvvYR5fh6ZZqjVEvFqi+juJkJTD+yHjA//nIJkyNbwc2rOIrp6+NhbdRZYbr7Nne2f48d9cvnNKxfxojbt0S2my1cwtF3fiUchhEptUqrhTUqYThoVa5756itoqrFvH6AoaxsGLUbRDvERsbkvcBgkaR6xPbiBppjUnMUDX2kbVabKlxiF2/S8VaJ0fIb9/GZBNW3sqSVqF16nPH8Jp7mIO3eePInwtu4xbt0h6hWKOKe5gDt3Hnt6Gd0qsf3hPzNa//KR9sxKg+qF10nGA/RSDas2jaKZ+O37jDe+xN8uVCfuwiXK8xexarPF5l6a4u2s0vvyt2RJ4b9hlOrULr1F4vXRnQpmfRZVM/A7G4w3buJv3Tvzz+usoSgqtZmr2OUZ4mhIZ/MTOhufEvk93Ooc00vf2fd9WRoRBX2yNELTbQzr5EqinzjzLfJzOmHMsJsS+o9Gj3ZaMYNOQmPW4KXvlbj1kc/WWnTs+b4Q4JZVXvl+iWpTwxtktO6FpBMzWbNmUrtQp3a5TmmuhFk10RwdRS0iVfMkI/FTgk7AaG1I71aXwZ3+ExEoAgUNHVPYqKh77v8Pv6Ig9r/C7h8wAdYxKFFlnnN7kX4aOnKi3RAU5IVDGVeWcanQ4h4hwakm8WjouFSY5xwlKhjC2uvXLgpSpYQrK7hUaXGPAH/fenKBwMGlJGpkMkNFY5Yl6szgivKekdzu5+lSYSz7HO5lfzzkGfS2Yr74ddHan/zNDEtXHJzKs0UaPg2qTb1QX1Q0wnF65Ob27DmbN/60TmVK57NfDrj9wYj+9smUnGk6VGoqr77t4JYV2q2U3/zMw7QEtSkN0xKs3Yqfyh8pCjI2bgVE/tmy3ZarMnehKMM6arM+z1MSf8hg7TM022Xq5T8kDX1kFjNcu463fRcAd/YCdn0Os9LEKDUwy1Moqs789/41Mk/xd9YIuht7kX9JUNTsNi5/F6FqaJaLEAqdG78mGuxMXOl9+nc+onruNYxyk5nX/hRJjqqZ5FlK58a7RMPOI8SNYloohjkxYIPMHxdmqSe0oyBUDdW0UDQdIRTyLCLzvULF8gQXQZEe42OIKUCgmhaqZX9tpAlSkkUB3p0vCpPbiy+juRWMWgPVctDLNZzF88SDLnGvTdzbJu7ukAbeU6tPdlN49Eq9ILosG9UwEaqOUNU9NYlQBNbMIpr7FXLx+UhLf4FTgr1Yo/bGEppr4t3rkN/cLpKubJ3KtVkUQ6X77hNMepVCpaFN1UBKwhurqGUXpfSAJEh3+uReiFp2EYZepGKkGdnQI7qzgXFhARBEN9fIhl6h/GjW0BpVonubIEF1LZy3X8b79SdotTL6XJPo1jrpTo88jMnGPmq1hD5dBwHR9XsoJadQkJQdss4AtVEl649I1rdRG1W02ToyTYnvb5Nu91DLLnkQEd26T9obFSqY6fqB/Uh3Di+fS/OQUbjDINhEVQ2sg5JlEBiaQ91ZImt+n63hFwyDDZJTNkvdPfauevBZkWYR46hN17tL3V3Z93yFEGiqRaN0njSPWe9+SJz5J+ZvUnOWma5coeosHajukVKS5Qnt0S3G4faJnPvvMrI8pevdpWzP4BoN9APUPaqi4xh1lhpvoakm3fE9/HifKNwTh0BTTRyjRp5nxKlHfEiKz/OAPEtJxj281h3sqUXiURevVZjtR6PuI2U6iT8m7G6haCbu1RVU8/HPX6g6RqmOUWoQj3uM1m8ihCD2hiT+A/IqC8b4O+tEgw4gMWsz6HYZe2oJf2etSEZUdYxSDaNUJ/H6jCdtJf5wX9+YbyOEUHGr8+hmicjv0r7/If5oiyyNMKzDNmwleZaQJcHE/+TkSqKfalWZ5wV5cvPDR78Q67dCttdi5s5ZXHrD4cp3XPo7Cdv344L4OGReruqC+rTOlbdcrn3PpVxXWb0ecvNDjySSuHMuU69MM/8Hi8y+OYsz66Lb+qNtTu7b0TCif7vP1vstNn51n8GdPtHgeDupkpwQn758UO9mYlGiSoU6qUgYyT59HmfuA8bkXyEUdkt5ytQQCCJZaDdSYnIyFFRMLBzKVEUTU9rEBOywScTp7YrukkMlKmjoRDLEY0hCTE6OgsCY9KsiGtjSJSZkhw2CQ/xcFBRMbOpMM8U8BiaRDIkJyJGoaBgY6JgkJIe67D8JZA7tjYjf/n2XUl1DUQTnXnGPVcZxkjAdlUpTp7lg0Lqbk4eHTxSmlky+85dN5i5YjLoJ9784ud2YakPj1e/avPSWzdyKzvqdmN/8zENRBMsXDabnNTbuxk8VPRwHOZu3A0I/Q0p5ZuVQhqlQnzWoThtYTkgwPuT6kZI09Ojd/pDy/GWs+gxmpUkWeSjaAzM1zXQwSg2MUgOh6QS9TZASqzaDzFLicQ+hansERzzsEPa30Z0yulNFZgl+d53+nY+IvYI4yNMYb2cNoRmUZi9gN+YQqkbiD/F31hiufUEWPboDpBgm4qF+ZVF4olF8RaKLWdRpCYHMU/IoeGIVi0ziR6SpQitihL9WSEmweW+SZJNiTS+gV+qoTglrbhl7fpksDEj6XYKt+5Mo4i2SYX8vXvk4EKqGXqmh15oYtWnM5gx6uVbECts2imYUfjSqWpBfopD0fl3lgi/wdDDrs+huZY/A3A9ZFBB2W+Rp/BjpaC/UqL62QPfXdxl+uUXc9VB1jdKlaRpvr1Ax556INBGagjZdR+gayXYP//0bGItTqPVSUUIDJJttko0dFNd60J8kJeuNyHoj7FcvIZEEH98CQF+YQp+pFzGbXoAMY4SuYV9dwf/oy0mdNMT3WqTtPjJJEYaGeWERrVktYmQ7A9Q4Qbu8hOLYZJ0BMkmI17cJ3r+B1qxS+pO3UMoOWW9IdHcTxbHIht7x+3EEpMyJU4/2+Bam5mCoDsoBfzdFqFh6mfnaK5MyFpNxtE2YjCZRuCcj/xJCRVN0NNVGVy0UoZLmMeNw55mPIcmJ0jGtwecYmouuWgdG0ZatGQSCOPXp+/cJ4j5Z/nSbMgKBqprYepW56ks0yxewjYN3cLM8xos6dL17BPHXRKh/iyDJ8aIufe8+rtGg7haJUfuNLZpq0ixdAEAVOl3vLmEyIs2fPNb7YAhUoaGqBrpqYagutlGlbM1MPGw2nnvSRKYJ0aBNEoypXnidoL3O4O4nJN7j12vi9ckijzyNqV9669B2VcMkHnYY3P2k2PT6irI0jXwKGwsVKXNUy8Uo1bAb84S9VpFOtNuWbuKNuvRvfzTZQHuyuYTiuqiO++Ccs4w8ish978QSZY6C0LSinFR/cJ+ScVIYDh+ycSWEwLJrKIpGFA4Z9dY49v1Tyr0YYkU9KHHqyXGiW/G3P/a5+KrDm39SoT6j88N/08CwBD/5Dx1G3ZQslY8GT0z+9kJAuabxnR9V+LP/usnsuYIVaq1GfPyLMXEsufSvVrj015dpvjI1CWCQD+KEv9Ke7urMvDlD/UqdxrUGn/0vn7D1XqvwOzkCKQldtumyvfdciSqzLFOiSkRIl21WOXowB4gJGdCZkA0+I3qMefCFFBPPlPO8xJScwxQ2c6wwlL1TJU0SIgZ0aLNJTMyIHiMe7OgIBCoa53mJabmAKWxmWWIk+wQcvLAXCFxR5qJ8hYiAde6wwyYp8d4rdHTK1PAYnWwKgixKxP7p321hWAqNeYP6bOE9c5aLFrusMn/RprsRkRyxiWWXNeqzBlkm2VkL6Wyc3CJ58YLBX/1NlV/+wwjLETilgkAK/JzZRZ1Xv2/zk/9zCE8QC76LojynIC3yDNQzEvUIRaDpCvMXLDZvB4eTJoDMErzWbbzW/lGhAIPVTxmsfnrksTW7YLbTOGC8eWtPqXLI0Rlv3mS8efPItoFCAaI+mOzLLH3E3f5ZIcTEJHL3RpnLIvrvCQfOop72wUC3p6z4mpHHEcH6HYKNu9jz5yhdfJnShWtYMwtIoaCYNubsIubsItVXv0u0vcHwxscMP3+f1BsdqegRqobqlKi+VsQIm1Nzk9/sbgjIvYe7kDIv/BkoiKoX1Mk3A1Nv/BG1K99Bs9wDX+Nt3GHtn/834mEXmT66ENVsHc3S6L53j6RfjOMZMd3f3qN8ZRqjfnC7+0JRUMsOMknJvaCYEA488jBGLR2/HPSRJl0bbbqOsTJL2TGRcYpM0oIgiYv6+zxMSPujwl9ktx/1MtpcE61ZRV8oasVzL9hThGSDMbkXFnO0KC58Uw65PxzZj2Mglynbw+s4Rp2SNYMhis933zQdoaCpJov116k7i+yMb7HZ/xQ/6pLuEQpPs5iY+LggMFSHktmk5i5Rd1cQCPr+fW5FHfITUHukWcj28AZVewHbqGHr1cm5PXq+ilApWdNcnf0Ra9332BpeZxi0ePLzE6iKQcWaZbnxXeruCuYhEcNSSoK4T6v/GV7UeWqi5gW+CklnfKfwLnEWUfYxPn4YzdIFXKNJ1VlkvfcRo7BFnPp7bT05xN5/VcXA1MuUrVlqzgJ1ZxnXmkYRKve7H+BFZ6Fuef4gpSTobhKPug/mFF+ZY5nVKcqLV3GmlsizGM0qkSVRoX596DsspSTotYiGD7X1hH83c2kZ58q1vceZ5xFvtfCvf36yNfuHQHFdjJk59Hpj77mkvUO0uU4eHLbOFSiaicxT0vhge4j9IffizcUBxslPgxNd6nS3E2584PHJL0a8/P0SM0sGf/pfNnn57TLrtwLaGwnDbkoU5gjAMAVuVaM+q7N4yWJ2xaQxo6Mq8PEvR3z88yHDQc7Md+aZ//48lXNVsihj+8Mt2p+1Gd7tE/ZCsiQrFlO2jt20aFxtMv3aNLWLdaZfnWbhDxaJxzHdL06+rvM4iInZ4O4kpO/RGtrCsT5mh3VMLKZZwKEoZzltZKS0WCV/yLj14X5lpLTZwMBijmVsyhND3ONhk3v06XzlnAuH/iG9E1OZfBVxmPPxz/rYrsq/+u8XOMHvy7Fgl1Tmzltcf1eBI85R1QSqJhi1E4Jx9lQRwAe2rYKuC25+FlFtaDRnH1xT8hn9hqUsooc7GzHDbkJ95nFj5NOCosD8JYfaRx5bd7+ZKQj7QWbZI6z7SZMRctdobHcAVwrTsiclFAtT3a+SO8+RqaKURO0WqTdkfPuzwlx3bhl7bhlzag7VdhCqhtGco/aGgz23TO/jd/DXbh3ocyNUDXN6nubv/RnWzCJ6qQJ5Thp4hNvrRO0t0lGfLPDIkwiZpnuJPuXLr1K+9iZ6pX7GH8QLPC1klj0TYVkQkQLNNUnHMTLNQIDqGghdfWKikjwnG/nosw1U1y78iSouivn09918HJDu9IjX24x/9j5pdwC5LEp6BiNg+fE3ZTlZd0i63SNpdfB+9UlxvlmO0DX06drBg4ss3l+QKA8G5aP7cTxkeUp7dAtNMVmZehvBUQO/wDKqzFVepuYs4UWdyU8XP+4Spx5ZFpPt43sihIKqGBiKha45GJqLqZew9Sq2UcfcVYCoJrpqEsZDTr4mT9IafI6iqCw1voMq9p+bCRRU1WC+9hple5ahv0nfv884ah8ZSawKHVMvUbZmqbtLVO1FbLOOrhwudw+TAV1vla3hFyTZ71Y86mkjzgJ6/n3utd9lof4aln64X4OhOTRK5yiZTcZRh3G0gxd18KMecTomyaJ9vX2EUFCEhqYYGJNr3NAcTK2ErdewjAqG5qIpJppqoCnmobHTvzuQxfixj6JHKCqq5VJZfhmAzd/8LXmaUJq/gFGZ2r+1fP+2jgtzdp7Sa2/uPU76PYSqEnx540Q35Q6EEKhuCefqSzgvvbz3dHDzS/I0Ibq/dojapCizQaio6hOqmRUF3SiI3V3FyUngRFfmSSS5+1nAz/9jF80QrFyzmV4yaMzqzK4YjHoZgZeRxBIBaLrAdBRKNY3alIZhKUR+zo33Pd75+z5f/NYjFwqz352jer5GGiRsf7jF2r+s0b/Vw9/2SLyEfOLarhoqRkmnf6fPeGPMwh/GzLw+w9Sr0wzuDr420mS35Ocg5OT4jIgJEQg09El6z2n3SxIeomaRSHw8YoKJIuZ4/UplyogBY4aPmeLutptyegZsMofWnZDr74546fc95i7Y2KWzu5lbjsr0inWsKN48kyRxThpL8uzZk58egSzajwJJkjxouNZUsV2FNHm2g0kJ26sh/e34TEkToQoWLtnUZk5Ocvc8IE8i8odqpRTTOtGyl0KWGRbGY1IiFBXFsnlSVlHoJorx4O+dJ8mJlhGdBPI4JI9DkmGfqLNN3GsTttYw6kVJjTW7hF6pY9SmUC2H1BuSxyHB+t1929OrDdzlS7grl1FNmzyJCNstxrc+I2q3SHYJkzhCpskD533AnJp9atPhF/h6MFr9gsQbopp2ESeuauilGs7MEqpdKiLFD0G0M8Zf7zHzZ9eIO2NSL0aoCuaUi9AUxrd3nqg/Ms1Jt3vIc3Nocw3ct19GWAZK2UFGMcLQMVbmMC4soM81sV46j1KySTbaZN39ncOy4Zhkq4u+OI3aqKA4JnmckHWHZKOJmvQrQ4TMcpLtHvpOD7VWxliaKdoa+Q8MWw/iTPKcbOQhFIG+NI3zvZdItrvIMD66H8f7lPCiDu3xLSyjQt1ZwdCcA0lhIQSq0FF0bY/wKFszRMmYKB2TZhGZTMjzbC9pRyAKxZ5QUBUNVTEmi0YTXbXQNRdTdVFV/ZEFZCROxwTVjzu0R7cwNIep0mV01donTafQDdtGFW1SXlOypgmSIVEyJskCcpmS5+leOqSiaKiKjqFamHoF26jiGg0svYI4JKFIypwkC+mM77Az+pIwOQnXuhd4GFJm+HGfreEXe4SIYxxMyCuKhqlomJqLqZcpWVOEyYg4GZNk4ePXuJgkagoFRagoivbQNW6iKVZRFqbZqIrOt0V/KdzHAAAgAElEQVQ/KbNskn7z7PNKyQFzeSFQTRvNLpF4A4L2OlJK3JkVVN0gC/dZJz6IpX0qKJaFVqs9aC5LUW37EUXLqSPLUWwbY3rmwVODAXq9Qbyx/ohy+WFIKYnDEaZTRzddDKtMEvtHqoJV3cYpz6KbJbI0JA5P7j504nKGnY2Y9/5piGGphF7O8lWLUlWjMWcwtfC4fFBKiZQQ+jmdzYTW3Yh3/qHHBz8dsn0/xplxaL48hVW36d3qcfP/+ZKdj7dJvK9MQqUkC1OCMCVoBwTbPomfUL9Up7JUobJycu65T4PdcpeCEFH3Ynh3o3hV1ElyzaP/TiMqbr9+7f58NR5YneQH7d4Yj9OvlJgB7VMlRo5CMM5Yv+nz/k96/PDfalju2fkKmI5Kc95E1Y8+XuhlDNoJlq2gG8qJJpEGfs72Rsrcss7UrEa5pnLxZZOlCwZuRWF7I33mksatuwG9VsyF106mz8eBImBmxaI+a6CbgiQ6m7pMmWeEE9lllpw8SZCFhYeJzAsSWLNdVNsBRS3cjp8RMs/I4qggTvIMoWmFialuPEEErkC1HVTLKXbLpSSPwq8lleZYkDl5FBBu3Sfcuo/QTazpOcpXXsc9fxVregHVdnGWL5OMhgeSJkZ9Cmf5MqplIxSVpNNnfPNTeh/8Yv+JzkPYjRd8gW8ORqvXGa1eL/xotIIkLM1fQLVsbMM+sh4x2OjT/3iduT9/mXypTh4lhTlnxaL33iqDT58wfjXPyXpDkp0eStnBODdLNvbJxz75yEfoKtpMHcUykXGCViuR+yHZwNsjTdLOgIdn8rkXFoqRjTZas4rQNfIgJBGCtDskG3okrc6ju4B5Xpi8bnYQlolxfqFou90j3emTeQGiNyIPigQImWak7QHZYFyoVIYeaXeEUXYxzs0jk5R4tXVoP2R4/NKONI8YBpvc70oUoVK1FzE0Bzi4RLd4XmDqpaLk5KFqp915TpYXCr2CUCgSa54Hn6IsTyZRvhJDdSjbcxiqfaAcXVctdNWiZE0jZU6aRcSZT5pFpHmMlDmKUItFsmbtvf44yGVGmoX0/XW2hjfoeWsneKYv8DCyPGIUbNEafAaAUtYwtWJX/bDrslCMOJStB4vX3QV+oaiaXONCK2LAvyWEyJGQOYnXR9F0rOY8QtMKw/s42Eu+05wKul3CKDcLbzO3hlmdIk9ikmB8/Il7npMlIUJRMWszCCEwyg1UwwYON73+RkJK8jBAJo+uBxXbRqvWDiVvpMzxRy2c8jSmXaU6dYlhd3VCguz3PoGqm7iVeRozL6GbLuPBOsF4e5/XPh1OfiYnYdhN+cl/aHPzA4/Xf1Dme39eYeWaM1m4fuXlEtJYsno94IOfDXn/p0PufxmQxsVgJVQFe8pB0RS81pjWbzYfeJkcAm/LY/vDLaJBQbyY1ZNzz31yFOqRKk0qNChRwcRGQ99L6NlNlnn4PWcBFY0qDSo09/qlY0z6pUzonIcH4KP7lZMR4p9q+s9x0N+O+eX/vcPrP6zSXDTPjFjVTUFlSkPVjj7gYDtm44bHGz9qUG7qmI5KeIRPx3GxuZrwL3874l//N1Uuv2ZhWgoL53RsV+Wdfxzzd/97fy+Z6mnRuhPS3TxjlYGAckNjasmkPmewfe9sjp9FPmu//D+KxcBTpq4c2r4/JvPH5EmEYlioTgmtUkNzXFJv9OymXVIik4ik30YrlVHtEqplo5WrKP1OYQp7FFQVvVTdS4ORWUrqjUj9b0asoUwigs1V4n6HLBhjNmYQmo5Rn8JsTB/4Ps0tYzSm9gb4qNNi+OXHZPHR5WGKbqJazomdwwucHWSeI+OAPA5IvGFhgHyMyXHc9en+ZpXxjR3sxRpaxUImGf5al7jnkz1F3DBA8OGXewaqSDkxGJSQ5Xi/+gTvnU8RQuwRmjzk4zb62XuPtZd2+ox++t6DiaukOL9cEnx8k+DT25A+Ph6FN1YJb6499L7J8SRE4v7e43zkM/qn3z7garKc8S8+gl9+XDzOi2MhOLAfT4okC+mOV5FSslh/i9nqyyjPWKOrCv25TbxKspC+t87t/Becm/o+U+VLqMc63yJhR1MtDtgWf6J+ZFnMMNzi1va/4EWdPeXCC5wOJDmd8V3SPCbNY1Ya33sm74aDyrt+FyCzjOHaDeqX36R6/i/J4oDh3c8Y3r9B2C0I7vrFN3DnL6GXquilGo2rb+NMLRJ0N+lef5c0PFpNJrOUaNAmHnQoL15h+Yf/ljyJib0+0ejb6wGTR+FjalvFslCr1UOVzjJP6e/cxK0uUJ+5ytK1v2Dj5s/ob+/vKaooGuX6ClOLbzC18CaqquMNNhl1V0/sXE5t+ytLJZt3Q7xhyhfvjSnXNapNDbeiYVjFzTiJJP4oo7+TMOql9Nsp/XZCEn9F2pRL0iglDZJjESYAMpdkcUYSJEXk8Bm5BH8VBiZl6hNPkBI6xeAbExPgkZORU3i8lKjicjaKmCLRp8osK7iU0TCKOCuix/rlUKZM7cg2dyEpSo6+bqSxZNBOWP3cpz5nMrV4Ngkfmq7gVnR082jlyOadgPd+3GX5pRKXvlOhvx3zwU+6J3K5eqOMLz8J8cc5c8s6pYpCEktG/YyNewlb95NnVrV0tyK6WzGhl2E6Z6Pm2T3G7HmbC6+V2F6NTras6RCcrneHJBn1iHZa2AvnEIrAbM5Suvwaw09/+4ij+tMiTxP8jbvo1SaaU0aoGu7yJdLxkLB1+M6g0A3shfPo1UaRJpSlhK37JOP+ycmjzgJSkoU+yWhIOh6iV+qFf4x28HAoVG2SbFRcezItSp0O/aIKgVGfRq82CjXPC3yj8cSGyUlGPPDJogRFV4s5SRBP5iNP2YlcHqw6y3M4rOlsn++oPOD5o44lJRzkv/XVz+mr7T9pP54CkpxRuMX93vsESZ/56iuYevnAlJmDsLfT/pwSJrvIZMoo3Gat+x5hMmK2+jKGZh/qMfHoWP1sJ+hFHdqj22wNP8ePemT5C8LkbCDxwjab8hOiZMhs9WVK5jSaevzxpojDPsUufgMg84ygs04Weag3P0DmGYk/Ig0ebAYNVj/H214tDOF1kzyNC+VuHO5tnsSjLp3Pf0WexJOEnH2PxuDuJ3hbdwsFap6TpzF5loLMySabV4nXp/P5L8mThDQ6nfK+s0IeJ8g0fTA2CIEwjCLV55Brr1CabNHfvoFuuJRqSyxc/COaC68X5WOKim6VaC68hl2ewTBddKuCaVcRCLqtzxi0bz/f5TkPI/ByAi9may1G1cApqdglFc0oPqU0kYR+zrifHjw2Z5KwF2KUjMI8THC8CYcARRUomkLiJ8Tjsy8VESiUqDLPCk3mSEWCJ4eM5ICIgJRkj5zYLYtxxemTJgKBS5k5zjHFHLnI8eSIkewREZKSkJHu9WuaBcri+KQJFJK/0y4tOrIPEpIoZ+0Lj6VrzpmRJkIR6KaC6aiomthTTe2HcS/hzkdjfv0fd1i65vLqH9fRdIWd+yH+MCUJ88MSufbgD1OS6NEXpgkMuhmjQcDarQjLKRjdUT8jjuSx2j0KkZfTa8Xs3A9ZuOScWYoOwMyyxfnXSvzm77pkz6iYeV4Q93bw79/Gml0EoWNUm5Qvv0I2HhK01iaKk0Mi2lQN1bKL6N2Jt8bDkEmCt3YHa+4cRmMaoai4y5dJhr1CMTLaXx4qdAOzPk3l6usYtWYRWZzEeKtfkvS/Hq+oPSgKRq2JTBKy0H8kDvnAt+jGJOK5kCHLNCFPDh4jZJZNdkoKg0/FMNDcMpk/3tdIUSgqquNSuvQK5szCc5Eu9AJnD5nmpOPny+/ndwVJFjIMNkmykDSLqTkLlKxpbL028SU5u5WilBlZnp7ijEiS5iEDf50sT8jymJqzhGs2MTT3VM41lxlJFjIOt+l5q3TH9+j768jnYMPsdwlpHjEOt0lSnyxPqDnLlO0ZHKOBcoj/zEmjKPeKCZMhftz9xhkAZ5FPcCDRAfGwQzw8fK6TJxFht3XkseJRl/gIZclx2/pGIM8mPm85KEphAKHpKKZZKCMPeWuWBAw6dxBCJc9TnPIMlttECBWEgqpZuNUFnPIsqm4h84w4HNLtfkFn/SO8wUZhJntCOLMlTpYWi7VR/8lKD/Iko3+njzPjYlZMzJpFPIyQR6SMaJaG1bAxKwb+jo/XOnv5uI5OlQbTYhEFQVdu0+IebVqPEQo6BjX2d08+aWjolKkzK5ZQUGjLFi1W2WZ9n37plKieSb9OAxJYvxmcaQmJEMWP5RQ+JWl88DVvOiqmrXD9nQEz5yxe+r0Kl94qcePdIe31CH+YHosQ+PI3w8fiijVdYLsCf5QzGhQ/p4FuK2b1c4/Z8/axSpJOCo05g6WrDk5Vwx8c73N63hH32vhrNylffg29WkdzSziLFyGTKKZF0FqbeJLk7LLHQijFQKRqqJaDWW8SdXdIBl2y7NFJgMzSib/HGubULGZzFnN2kZI/Io8jvHuFo7nMswk/IAoTzGodZ+kS5cuvobklZBIT97t4974kGfaOd3IT7wCEKHZYJt4Axe92vT+KZB65m8BxjN19RdNxV64g05R40CEZ9ffimmW+qzIsShl2Y5fNxgzW7GJRZiQUktGQ5ADCCIoJVToeYNSmQIBWruEsni/qnsOgmBQwMdHTdDSnhDk1R+Xam5iNGfI0KdQqz4EPwgu8wO8KsjxhHG4zDndouOeYLl+iUTqPoTmoilEYwSonT2hKmZPLbEJgJPhxrzBFPWXFc5rH9P11xtEOM5VrTJcvU7HmiiQfxXhmsqjwIMxI85g49RlHO7T6n9L314nSb0aJ5rcRucwIkgH3ex8yDFpMlS8xVb6EqZXQVHNi2HqyRGFhKJ+TTUyEkywkjAf0/fv0vNUXJsAv8AiKjacUMQkREKqK0A2OI3MKRluk0Zgo6NNceBWnPIduuMWccXJNSynJggFxNGLUW6Wz+Snj3hp5drJx58+9O10apKz/pzWq56q4sy6Lf7DE/Z+vEQ8PXwSXlyss/mAJ3TXo/HSV9mdP5lZ/ErBxsXBREGRkdGjRZXtfBcauCevZ9MvBwUVBJSOjxw5tNg/sl8o3eJdUwva9kMHO2SqNhChIi6PmY6/9sM5f/w+LuDUdt6qhGwXrOrNik6VyUpt+9PH+5//x5mOkyeyixpt/4PDLH4/pd7JTm6/1WhH3PvX43l824WzEPABohqA2rXP1e2Vu/GbEqPvNTyjJ44hwZ5POb35G47t/hDUzj2KYuOevYM0tkQy7RVrLeFgMQIqCYtpotoNeqaNX6iimTftXP2YchfublOYZo5ufIDSdqd/7M4Sm4axcxmjMULr0CuH2OuloQJ6lKJqO2ZzFml3CmllAMSwQgqizRe/DXxF1to6XnCMUhKYVCg+9UGmotrtXEiOEQHXL6JUaMkvJk0Ipk6fJkSa4QtVwVy5jzS6BopCOBkTdbZJBl9Qf75XRCF1HdVyM2hT2/MpEMVPcc4PW2oEmsABJv0uwuYa9eAGBgjU9j/qdP0Yr14l2Nki9ITJLUSwHszmLPbeMvXgBRdNJ/TEySzGn5o7+nF7gBV7gFCDp+2uMwi02+h9Td8/RcM9RseewjZPfFErzCD/uM/Q36HqrjMItwnh4RioMSZpFbA0+p+etUrFmmalcpeYsY+llhHj6aX8uU8J4SMe7S2d0h36wTpqF5IfEFr/A2UHKjGG4hR932ex/SsM9R6N0jpqziKmXESc4l8/ylCgdMQq3GQYthsEG46hNliVkMj00yvoFfgcx8QLcpUiEqqLox/eKSmKf/vYNht07GFYF06lj2TUUzSiMjNOIKBgQ+h3icESeJchTKBN87kmTLM7o3uiw9tN7zL29wJV/cxVnxqF3s4e3NSYZx4XqRBFopopRMamuVJl+Y4bGtSat326y8+kO8TjGatoHmoHmSU40OFk1wq7JqwRSkknZyz5SbsSeCetZoDCe1QBJRkJCvG+/ABwqWHyzTQy9YYo3TInDHN08O9d7TVdQ1MOPZdoK1WkDzVDIM0kcPmA2FAWOe0fZ75RqUxqv/77D+7/wke3TG8CG7YT1mwH+MEU3Bap2NuSfEILKlM7bf9Vg6174rSBNALLAx7v7BYqqULr8Ks7iBYRuoLkaimGil6oTNUheXMuqiqIWv1N0ExQFRdMPdSVPhn3Gtz5DAJVrb6JXG2jlKo5uFMqIpEhSEEJBtRxU20ExLWSW4a/dZnTzE7y718miw41Q62/+IdbsIkI3il0BRdnrn15toDmFoaxQNcqXXsGeWy7qg/O8UInkeeFOP+oz/OJ94l778YNMlCuqZaOYFqrloFVqj8T/gix2WTUdxbTQbBeh6+RxiH//DuNbnxLubBx4HvGgg7d6E3t+pSCPTBu9Uqd85TWc5YvIJC5inCf9UE0boSgMP3+PZDzCqDVekCYnAKEoqKaDUZvCrDTR3CqaXULVzUKhhERmSRE37Y+IB23C7hbJeHBkTOHXBUUz0Es17JkljHIdzS6h6OakpOvo+38W+gTtdUarX5D6o73nndlzuAsXsJpFws34/g28jTtHSswBVMOmvHKN8vlXAEhGXcYbtxmv3dh7jV6uU166jD2zQjzs4m3ewW/dxZldwZ5ZxqrNgKqRjvv4O2v4rXvF/UIIzGoTd+EiZn2m8AdIYuJRj9H9G8TD7qlEdOcyI88CsjwhzWOGQQtLL2HqZSy9iqWVMDQXQ7NRFbNQoihacd+g2MwodteLkuo8T8nyZFL+E5JkAXHmE8ZDotQjST3i1CdKi2jXszZGzfKEMBlO/j9ie/gltlErfvTq3rlqqokitELuzgM1SZbHpHlEkgWEyYgwGRLEfYJ4QJiMiJIRceZzWoZiWZ6wPbzBKNyamNU+Dj/q4sdPljgiZUaUjrm19S/o2j5zbin3ro8nRZSOudv+NYbm7OsnI2XOMGihlnLmz00z/9Y0N/72LuPW4QlsTwIpM5IsI80T2uPbjKNttgZfYOkVLKOCpVUwdRdNtdHV4jov/v7KxP1AksusUEvlKZlM967vJA2Js+KajpIxceoV133q76UwnbbBXJL5bA2v48cHK1yLa37wQv30PEGIYv730GOUJ1krSPI8KeLo05g4HOFrrYfuWxlZGpOl4amO9adKmuimoFTTqE/ruBUVyy3KFQoJvyTPIIlzoiDHG2QMOimDTrG43YWiK9Qu1TEqJkbZYOq1aXRXp3G1ibflkYwj8kwiFIFqapgVg8pKlcpKBaNkEPZDapfq2E0boR4coOW1PO78w+0T/b5n5MgJGaGgoE1ifTMeDJ4qGhYODWZxROnkDn4IcvJJsk0RH7xfvxRUTGwaTJ+Jz8ppIk0kUZATBRm6eUY8oQBVEyjK4ZPe7dWQd/+/fRaCT4jO+uOEn2EK6k0NTRd7IQungdDP6W7GbNwKMGyFUu1sSBMAp6xx9e0K7/24S3czwh8+nwujJ4HMUpJhj9Htz8mioDArrTXRnFJBYDglNEXdS87YLUXJ45hk2Cf1x8S9nUMVIDKJidqtgljIUqy5ZYxaE9Upo1VqKKoGQinSQ9KYLAwK9Ua/w/jOdfz1O8cqy3GWL1K69AqquTvpPSD2U1Exp+YeJxakJIsj4nYLb/Um7EOayDTFX78DgF5tFJ+RbhbEiKpO1CRy8lllBQkzHpJ6Q+J+G+/Odfz1u2SHJADlYUC4vc7gs/dIx0PMqTk0t4xerhaKFQozOZmmZKFPPOgQ7Wwy/OID8jTBXb70IO3kBZ4cQqC7Faz6HFZzDrM2g1FpoJeqqJaLqlsIRZmQJukD0mTYIWhv4G/eJey2HjH2ex6gu1Xs6UWcuXPYM8sFaWK5E9JEm1wuh0Qy5hnRsIvMM7yN24/8zqg0KC1doXLuZaCokY9628ciTRRNx55epPHS2wD42/dJ/PEjpIlmOjiz56heeoOotz0xMfSpXHyN8tKVIk5TVUkmZW2KbjK69zlGZYry8lUqF1/FrM3smSrGwy6qaTO89xnB9jqntfjKZTpZ/PcRk3hdS69g6QVpoqv2XkmDIrQieUcoxf1jQijkZOR5QSwkWfQoaZIMSbLwudhplzInTj3i1GMYbGJoLpZexTYqBWmiOg+RJgog9oihNE9I84IQ2iVNinM7G68KSc442mEcnaxKXCLJ8pj2+NaJtguQ5TE9796Rrys3HKqLJZZ/f457P984UdJkF1JmhMmAMBkAAkO1MfUKll7G1Fy0SZy0qugoilaU7yAmpEn6SIlZcX0XP3HmEydj4qzwUDlrPCi5O7kY2Rc4XRQqYx2hPUQkPkMKpcxT0jgljc/eIPdUVpBCActWmFowOP+yzbW3SyxetGjO65TrGoalgpQkcY43zOhuJWzcDrn5oc+XH3q012MCLydLJWbF5NX/7jUa15oYZRNVV2lcbdK42jxWX5Z+sMzSD5aPfF3rN5vc/fGdJ3bIPwwxITEF86pj4FLFZURAMXETCCxcGszSYAYLZyLfPGBhgdi7se0+1tAnJrLFMyoaGjo5+V65jZw82p2ExEREhEhyNAxcKpSo4jPaa7cgTGZoMIuNe2i/vglIJ+ScWz3DdcsxjnPj3SE33j2d2s8klgwHGaWqSrmmEof5o6FUeZFgdRLwRymfvzOkPmdQqp1ddJ1uKjQXTC6+UWJnLeLup99sl/GHkQy6DIY9xndv4CxdxJ5bwppZxGjMTFQgApnnZFGIjEKSUZ+os03QWiNqb5IFh38WMk2Iu9u03/knrNnF4hjzK+jlGqrlIFSVPEnIvBFRb4dwc5Xx3RtFvPAxmfw8jooY5fjp60rzpHCpP8i5OE8i+h/9irB1H2tuGbM5g1aqok3UMSiFqq4glkLScVG+E2yuEqzfJfXGx0r/ybwR/Y9+RbSzWXxWi+cwqo2iZAmKzyoYE3VahXrlznXyOCrKkUpV0vEAhFLstn9NaW7fVAihYDUXaL7yB5TPvVR44khZEFV5jszTB39CoaDaJTS3gjOzTOXcKwzvfU7ns1/h3b/5nChOCu8bd+Ei9Zfeprx0FRSFPI2RWVqorSYkmzJJbtqt35ayUGHlUVAQioM28ah7omZ3TwrVdLCbCwhVo3rhNfRSYRwvhIpRnUKzS+hujbDbonrxNaoXXy/8gSbfadW0sWeW0ct18jQh6m6Tpydbi74fil15nyTzGR2dHv6NhkQWCoF0zCBY/7q78/xCgG5pCEUUG62qIIsyFFUgVAWZS2IvKRTuAhRVQbNVFFXZ25xKgpQszvZ4P0UTqIaKZqlICUbJQDGUx46ragqapaFoE2VTJknDlCx+1rIuWZAdmc8o/JaYi77ANwaq46LYdjFuTyCzDJkkIEFR9T3FyGlAyuzExscTJ02EgEpd4w//us53f1Rl6YqF6SjohkDVBKoqJht/AlVTMSyFSkNj8ZLFG39cobMZ88HPhvzqb/us3wpRNIXSQhmzaiGOKHV43hASMGaAxwiXMvOsUKU5ISckOiYmNgYmfTpEhJSoYLC/FNHEpkIdA3PPa0SbGLWqFEzxFPM4lIiJ9hQlHkN8xkQUOwRFqPCQMUNcysywRJk6HiMgR8fAxMbEoU+bmJAS1TMrHzoN5Jksoh7PCpPknuwIw+LTRL+d8eXHIX/1X1XZaSVsriakyYP+DPsZH7/jH3f9eyiCccZnP+/z6h9WWbz87O09KV79QZWte+G3ijQBCqVF4OPdvUG4dR/3/DUq116n/cufkI6HwK7vTUEKyCydJOekx1+Y5znRTouk32X4xYeTMpqJaSvFbsCuz0ieHExe7IedX/w9nXd/+mxM5eTcHi49+OrvsyjE37xHuLNR7NBPyoCEUB6Ql7LYeSXPybMUmSTFwuwJ45LDnQ3ifpvh9fdBecjcVcpiQZumRYRgHIGU5EmEv/ol9/7X/wkQhc/MSURX/Q5BSknqDcmzZG/ilQQj4kGHeNAmmXjKCE1DdyrYUwsYlWZRJqVplJevkowHZIFHsHP/az4bUAwTsz5D45Xfx5ldAVGQf4PbH+O37hEPO2RJjGa7ONPLlJavYk8tIDSdPI6I+tts//Yfifo7ZElUkJPx17fq15xSoZaZXSYedBivF7v4pcVL6OU6im5iNWaZeuOHODMrCE1neOdT4mEXqz6LPb2IXq6jWQ5Wcw5rah6/dfSO/Qu8wEnDLBtc+NESTt3EnXZwpizuv7NFec7BnXGIRjEf/rvrjDY8dEujulTi0l+sUFsuIVRBEmbc/Lt7tD7pEA0L4q+6VGbp+7Oc++MFkiAj6IaPbarpjsbU5RoXfrREdalMnuX47YCbP15j+7NuQcK8wDNBTDzM9ozmX+D0oSiYS8to9cYjT8skIQ8DkJLa9BXs8sypdSEct+lsfnIibZ04abJ02eK7f1bl7T+vsnjJwq0Wu3zIQsY/DjLSKAch0HSBYQtsV8WwwK2olCoqlqNi2iq//ccBt76I+fzff4ZePt3da6/lnajKBAqFx4Aua/IWTWZwqWAJGxNrov7IiWXMkC5tWpRkBU1oB5ImFg7TLGDjogoVgYKCgoFV+KcIhTI1bNxCWyILtUmHFhnZHmkikYzosypv0mS28FMRFgbmXr8SmdBmkw4tLGkf2q9vAhRVnGmyi2RCmnyNiS6qBo6roBlQn1LRDfEIQbKzmfDpu5yINV0a5WzdC9m+F7J8zaHcODu1Cf8/e2/+ZEd2X/l98uaeb69X+4ZCYSsAvaB3kk2RlChqKJkSJU3MTDi8yZ5whGMi/E/4R//u+cUeh0PjGUuyQyFbI4oSxZ3sJnsH0I3GUgWgqlD7q7e/3DOvf8iHAqqBAgrdhaWbOBHo6Ebny3fzvZc37z3f8z0HGJqyOHQ6x8Qxm7Wr3oEQQU8MZEoa+qRxSG/xCnG3ib9xY38GrPt9izgieQg+Ahmx8wggJTIKSfYRN/yZ36r/We1bpS4laRgQ1h+9GfkXBjIl7DTorV5FpglRp0HYaRC7HbbUBn4AACAASURBVJK+4kLKJIt61k00p0Bh+gS58SNYleFMyTA0gV9ffyJIE90pUDx8GrM8hNBNom6L1tVzdBYvEjQ2SQKXNE0QmpG1erVqDD73VczyUOabYzpZS0u3SfoYyZKbEIZFmsQE9XWa82cJmpugCPzaKtVnX8ceHEO1HApTJ0j8Hp2lS7QWzpGEHnquRGF6jsHnXgdFoOdKmKXBe5MmQkEvOpRfO4pq6zTfvkqw2UJGuyf+3NERcicnEJpK41dXCNZu+V+oeQt7coDciXGMag5FFcS9gGCtSefDZaJ6D5ncejpqJQdnZojyq0dQ9LtXRVM/YuNv3yXc2oPgfYonHopQsIoGRsEgdCOCqyETLw2zvdCica3N1JdGsYoGvS2P3LDDie8cprXcpX61haoLCmM5huYGkBKW3lxDaIKJl4YZmC2x+Ms1/FZAfsShcvhW27vQBcWxPHN/OEtzucP2fAtFgdJUgaGT2WZz7YOnz4+7Ie+MUMiN49hVpEzxgxY9d5NOb73vIyQRQsM2K1Qrx0nTmO3mPH7QyIooT/HQoOg6WrmCM3cKY2R363Xqe8StJlKmFKszlIeOP7RxtGoLTyZpki+rHH8hx+vfqTB51EJKaGyGbK9FdBoxnWaM20mI+qSJritYOUG+rFGoaAwM65SHdKaOW2iGQhSmrC/VuP6DBdKHvPeUyd4pJTERPdrUWCOUAS7774v26BGxQohPgRKWdNDQkUhCQly6tNmmR4eQAEUqBPj99pndSEmJCBGoKPJ2AuDeG5OY6A7Xdh+XLVaICChQwpa5nXFFhHj0aPXHZZNDSLXf1OPe9WOSpDTZJjYkYQG06ijKkgfebeZnQqANFFBLOYLFDYgf3c5W1RQ0Uzy6BiOZtcekj5E0CQPJ1lrE1trdN8Ot+sEl6qQpuO2E5Usuk4+BNLELGodO5jn1lTL19RC/+/DSgoRhouUKaIUSN8tFaRQS1rduKTEUBWFY6MUyqmVzs1c8ajdIep2+OSlouSLCspFRiOrkEbqetdx4PaJOCxmF2X3j5NGcAsKySMPwrgSvaufQ8kVUJ5fNZTIlCQLC+mamPMl0kBiVamYiK0SWYCMEaRAQ9zpZC8lTPMU+EBPRSDdxlQ7qXZYSkQwJZXBgiSFJ4NJdWcCvbxC2a8Red+c+uvvxXuaVUx4EFIxSFWtg5EDG8lmhOQUKk8dRTRtkStRt0Lz0Ln5jM5tD+kjiiMTvEbtdnOFJVNPGLA2iOQWMwgB+ffPJIE1UDRlH9Fav0l1dIOo0QBEEzS3y08cxy4MIzcAsVWlsLtFZukhvNVOjBI1NhG4wcPIVhGagWQ56/ubcusckriigCgqnJzDHysRtj7jtEt9OmqgC59go1a+fJKp3aZ9f7r8WFEMjf2KM4nPTOLMjKJrIzpmmJEdHUXSVzvnlXSSLognUvIU1XkEYu3/vxkgJvWQTd3y2f3zhKWnyBUDkxnQ3evQ2PcZfGMq8RzY9Zr42gWZrGHmd4niOmdfH+ehvFmivhAhNwalaDBwpE7oRy79ex8jrVA6XEIbgyg8WCdoh4y8O41QtCqM5AAxHozCeY/B4mas/ucGNtzcQmsL4C8NMvTaKojwlTT4JBYFpFhkoH2VoYI68M4KUKZ5fp9VdwTRLeH6dKO6hCoNq5RhjQ2fwggbNzhKfZ7sBhMgUtap638u4mVC467WahmrbpOpB+w8qmeGrpmaG++UK5uQU1uxRtFJ515FJr0tUq0EqEaqBpt+9KC+lzNaqqoFmZPdLmkSkSZgphvvEl6IIFFVFVU2EqoNMCfw2cdgjPcAUnQMlTQ7N2Zx8Nc+hkzZI2F6PuPBWhzf+U4P5cy7dVnxHBVgRmWHlsTM5XvpmmZd+u8jQhMnYjMnJl/Ncu+By/hcdQvfxMYI+Lusssc7Sp3p9TEiNNWqs3fO4NnXa1D/1/39QJMRss8429+5x7NCkw70dyhMSrnIBrVDCPn2Y4jdeofN/bMPiLYMrxdCwTx7CeXaWrT//B9LuozEUA1B1kXnpPIJ5MjOL+3TtOYrIVDFCZOatigAhFNJUItPs3GmStRvdjxRYW4pYW3q0m+Cr57qMH7U58ny+P38+ugfT5AmHV6IBPvpFg60wPTC/lk/CKA+Smz1B4ehpbn5JUWOL7bd+umPAKjQdc3CE4tzzWENjKEIlTWLaF96ne+3SDjlhT0xjjR8iajVxJg6hFUrIKMK9cZX2xbNEzW2EpmONTpGfPYE9OgWKYOX/+/d3JMmYg6MUjj+DMzGT/QaThLC+Re1XPyTutJBJjGqaFE++kMXj9s8rDJNwe4PutUt0Lp17KJ/ZFw2qmv15UKsWXYdUQvJogzQeCnzZ43L83iN9z6CxQdDY2NexvbWrGIUK5WMvoKgampVHd54MU3PVsLAHRrN2mygk6rZwt27s2VKXxiG91WtYg+OYpUEURWTkiZ0j6t7fkPlRIAk8eqvXSIL+c12mJH6PqNMk9l2MXEak+9vr+Nu31kIyycyT4157p5VHNe+T2JekRNsd/PUm5miZwjNTtD9c5nZjEtU2MEfK6OUc9Z9+TNzO1iKKqmJU8wx+61lys8N0Lq7SfHOeJIjIzQ4z+DunGfn9MygSttZbO99J1HRpvXeN3qXVW+2GCiiayvC3n6fwzCRR0yXxH77a7SkePsJuiFcPCNoBbt0j8mLSOCVyY4QmsMsm+REHZ9Bm7juHiW4rEIadiDSWKKpCbtBCSonXCPAbGSHaXXdpLnYYPF4BwCqZ2BWL9koPr+6TBAlppLBxvsbhr01QHMs9ls/gSYYQGpXiYYYGTlIuTPVjrxUKuXEKuTHGhp5nq/4x7W7m3zM6dAbLLNHpreIHzc+1ykQYJmqxiJrL7bQc7QW1UNj134qqInJ5jNGxzFPkQAeWJRkKJ4cxMoo1fQjr0Ey/VfrWXkBKSdxuE26sI9OUbmN5jwJI1vKsGTZ2fojiwGHSJCTwmvi9bcKg0/cqURCqjm7msPNDGFYJkLS25mltX6XbWD6wSzxQ0mT2tMPkUZs0gW4z5p/+osY7P2yxvRbiu8ldJfMyzSriC+ddttcjrn3k8s//zSjVMYPqmMHpVwtceqeH/xhJk6c4GMggwv1gHv/KDVL3YOOd7wXTFth5FcN+dKkuaSofuD1H1RWGpiyOvlhgei7HwLhJrqSh6YI4lHSbEbWVgJXLPS6/3aa+FuzyKHkSsHbVY/mSS7sek69oqA/P2+kOaIbC4KTF1//VCD//f7a4cfngHekBrNFJtHyR7bd+QtRpZvG4SULUbpJGUdZ6WChROfNleotXaH34DigCa3gMo1Ilr8zRPPfrW+O2HIxSlfaF9whb9b5BVpgZrpKpWNwbV4ladeKjbQrHn73ruIL6Jsm5t2ieexuQmMNjWENj5KZm6S3O70q7MasjRM06Wz/9Xt+HIyLxH3/F+vOAXE7hpZd1Tp7S+Q//3qXbvf89qGmQzyv84XdtVlYSfvRPj27++02FTJIsfcpto+VKKKqa+aEo4oF9bA4USr9K2I8FT6KAOLj3XCVlmilrbrbQKVlLzO3Geo8baRwRdRvITzCCSejvUs/EXpf4EybVMk1IQh8tTTNPpX1el7e4jT09SG5uHC1vEdY63JQlO7NDmCNFkp5P58Nl4nZG5qg5g8qXj2NU83Qvr7H+f/+KqOkh05Rwq03c9Rn97ks4R0awPl7Bv9EvVCUpaRAR3aZmUW2d4guHsaeqRPUea3/9FlHjC+ar9RuKzCpM3hRt7hI9KWQFoSROcbc93v/zj9m6dOv5KlO542eSEWzKbtGUlMjb5POZxcaTtZZ70iGExkBpFsso0nU32Nj+CAWFQm6MYn4Cw8gzWDlOpTgDgKHncf1tuu4GSfzwo5EfJvTBQXLPPo995BhCv7eqW83tTmVVnRz27BGM4ZGH85vrRwkL3UCY5l1jhVPPI6ptEa6tQppQ37hIq3b1rufSdIuR6VfQzQKd5jKbS+/Qa60RR25mBN//HhUEihBouk1xYIbqxPPkyhN0W6tE4cHtBQ70iTs0aVAZ0fHdlIvvdLn0XpeVBf++G0eZgtdNCbzswfrhmx3OfL1IvqwyccRC0z/HMqoDgmJo6KMDmDNjCMcEVZB2faLVGsHSBjKIUEwdrVrEmh1H5G1kkpK6Af7lZeJ6G0VTMQ+PIWwTkbNQHYvwxhYib6PmbdIgwj23QNpxUXQVtZjDPDKOVsqDoiDjBH/+BtFGAxlkize1nMeYHMKcHkHGCVJKtMonmE1TRx8ZwBivopbzyDAmbn6I/ERFxpgaRq0UkK6PNlJBOBbECdFGg2BxnbT36TZ1hQEdp6iiPiIj4TiUuK2YOJT7WpsLFZyixtxrJY69XGRqLsfAqEm+rGE4KkJkYSWBm9BtRhw6lWNqLsfFt1rMv9uh24juOvcJFWxHcOSUxdCYhpMXSJkZxC5fDVhbjAjDg500/V7CxnWP+fc7nP5KCTX36FgTIbKI82e/VmHlikenEdHaOnifjiTIzKvssSyVK9jeJO40SaMQpEQYJnqxgjUyiYwjVNsBFPRiGS1fIvmEPEEmCXGvQ7C9SdjY6j/IbpOmS0nqe0SpJO7tLfsWmoaWL6IXSsgkxahU0QtlZBSh6MauY9PAJ2o38Gtrt5mSPp1n9wNVhUpFMDmpst89q6JkxMn4uMD3Pr+Ltc8b0iQmDjw0p5hVuoTSj+p+nKOSN3dJgIKiKPetFiooKEJl5x69aWr8BC38ZZoQ++4dMZI3jaklEhlnZtLyk0kG/ej0rIVQ9K/1/vCXtwlWG5TOHMKaHCDc7hK3XFAUckdGUB0Tf7VJsNUmDTIyR5g6+RPj2etXGngrjR2iRcYJXQXkd17EqOYxh4u3SBOAVO6kLwlLxxwpUfnyURIvpPPRMu7VzZ33+TyiMqRx+JTN9HGLtesh1y54bK48ucqZ42ccZuYsCmWNpcs+V867NLcO6PO/fVF1+23W50AiL8qIEUUhDhJ6W94OUaIaIrtHU4nfClCUzGDWyOtEboxVNskN3QpWCHsRfjvEqVqYBQNVFyiaoDJbJo1T3PrTgsZuKKiqjmNXSZKARusaW9sXAIV2d4VWZ5lCfpy8M4xpFFAQ+EGLWv0SzfbigbWMPi4ouoFWKmEMDyMM88Feq2mompa1cT9q9O8p/9oCwdJiZgQLxGGPmDvJZkWo5EpjmE6FNA7YuP5rmrUFQq+1Z6S7ogjiyEciGTv8FXKlcdz2Oq3gYFomD9jTRMMpqPRaMRff7VFbDR+o0p4m0GnEXHiry+HTDuUhndKghvicpeY8DOgjA1gnprGOTQIyi65sdUn9AGW1hoxitHKe3AvH0UcrKIbeT3PIFgKkKTKKsY9NIko51LyNcCz0scxkKiNOHMKlDcKeh8g72KcPY0wMIvJ2VqXTVFCzh0G4vAmKgnl4DPvUDPpQmdT1kXGCYu/eoCmqQC06GJNDWCemUXSV3ruX7pCxGpNDWMcmSXs+imMiLAMZRMgkJVzbhk9DmihQnTApPkKPjTBIaW5GxPtI61EUsPMax14u8uXvDjP7fAFVU+i1YrZXMyWJlBIhMuNk01GZOplj4rhDZdQACRfeaBJ66R3ESaGkMjtncvplh8FRDcvJNgudVkppQEXTPK5eCg686Lq1HHD+501mnslhWOKR3r+GJRiftTn15RLtesSFX7YIg/RA9xbB1jqqZZObPgoSVMshqG8SbK2RhiFCN1DtHMIw0IqVXUx73G3vUnxAlpoRtRqZN8HOl/iAbV2qhjEwjDN1BKEbyDhCy+URhomiGXe0ScW99o5K5haenA3Yp4VlQWVAEMfQ7Uo8V6IocGhGxfck29spwyMqpgmappAkks2NFNeVOI7C2Hh23M2vrOdKmo2UXF6hOiAQQsGyoVzJDlCA4RFBsaggFAVVg/p2SqOREkUwNi5w7OzetazsD2RtOnuN4x42HU8BWc+0qqEaFkIzUDQdoaqZgkNk3hRKv7faGhhFEU+OGgPISNA4IvZ7aKaTzReWg9DNTJFxVwZcoOfLO/HWEkniuxlR+wRAyixlKyOOdz9QZJJkREP/uu8W+Sz7MuwdwlhR7mlpchPBZgt/pYGME3KHh/FXGsRtF2Go2IeHQQH36gapfytNTNFUzJESSIlWsCg8M7VzPkVRUG0dYaioOQutnLv7OISCOVKieOYQ9mSV+s8v0nr/Oqn/+GKfDwKD4wav/0GZF79W4Pyvu8RR+kSTJkeesfnaH1UYO2Twxt+32FoND440uQ8iN6a35dJa6lCaKpCECe52loqTBCle08et+fjNALfuU5rIM/7CEF4joHyogF25tdkNOiHdDZegHVKazJNEKYqAkWcGcesB2wtPvcY+CSklrr9NFPXYbi7Q8zLPl563Sbtzg3x3hUrpMI41gKIIXK/OVv1juu7mYx75Z4dMYlLPz/Z/N9MCH2Er/KeBlBIZhsStJr0LHxHcuH/LjBAa5cGjWLkqfrdGbfU8SXLvxEMpU/xejfpGyvDUi+RLY/i9aVq1+QO5jgNdTWi6gqZCEsl+S86D78biUFJbDQm8FKEq6IZ40n8LjwS5V06gD1fwLyzSffvjrL1FZIY7MoxRTA1jepjy77/G5v/+d3gfLyFsg/xrJ7HnplA0gXe+L3+KYoKFVaJ6m4E//RrtH75HVGtR/c+/iXAsFF1HHypT/v3XqP1fP8S/tISi9/1Inj+CoqmEy5soukbuzFHUYo7af/wBSaOL88Ixcq+c2DX21A3wPrxGcH2doh+Se/nEXa4wg1p0MCaG2P7LHxIsbUKaoijijurVfqEA47M2lRHjvsceFEIvpbER7qt1JmvJMfnDfzPF6GGbwE1ZvNDlwhtN1hY8OtsRUZhiWILysMHEcYdTXy4zftThma9WyJV0VuZd6qsB8SdUI9NHDf7kvx1g5VrI2TddVhdDhICTL9iceN5i6ojBv/uft4gOWG2yvRZw4Y0mr//xILmihvUI1SY38cLvVkgSydqCR+1GcKApRmF9k6i1TXf+ArnDxykcOUXh+DPU3vwhQa3vD5SmJL0ujXd/Tvfapd0n+MSmKPOpST5Tepfq5HGmjmAODLH6/b8iDUPssSnyMyfuKo+Uafqp76knGSOjKt/6PZNmU3LubMSVyzG6Dv/Nnzlcu5bw/e/5/PGfWExOqhSLAteV/OVfuFy+HHP8uMa//u9zXLsaY1kKUsLFizE/+VHAM8/pfPvbFpaVESmmqeD2JCjwzW+avPKqgWEoFIsK3/97nx/9MKBeT/nuH9scOaIhBHS6KYODKhc+iqlUxJ7jaLc+/+TVw4Siahj5Ms7IIayBEfRiFT1XQDXsTBKsGRnJ32/z2K9q4VEiiXyCxhZicBxhWBj9xJigubWrleUmhKphj0yhO30VZ5oStLZI/CelFURmC9n7MPA3yZN7ISvk72/Rl/oR4VYbb3kb+/AQ5uU1vKUaWtHB7itPepfXds11isiIEXOsTO74GKPfffkuA1CIuz6ac/d1gzA18qcmGPrWc7Q+WKT1wSLB6r193z4PKA1oHDltkyuqjEwajE4/unXT5w1pImkudXjrfz3P6T85yuzXJzOFiaKw9MYq13++glvzScKUpTdXOfy1Sb78P54h7EbU55uE7i1yJ41SWssdzv3VZeb+s1lOfvcIMpG4dY8Lf3OVlXf35+P0mwNJEHb4eOH/zcjYT8w7UeLRaF+j0b5+x+u+CEh7PcL1NYzhYRR17PGoRh4UUhI16rR++XPc+Usk7X0QgYrALowghErot0ni/RXOpUxJIp/Q75ArjmLnBz/j4G/hQEkTr5vge/3kCFX5VCaQipKRL4rICJReOyF92NE5TzqEgj5UgVTinl8g9bI2AJJ+X6SUqKU8ouAQrtdJmj1kEJImKd6H1zH/aBx9qMxN29Wk5xO3eqRtl6TZJfWCTD7rh6AJ1FIOfaiMNlii/O1Xib90CkUoiJyN0DWilRqoYqcNJ2n1SBpdZBwTbzWJVmrog+U7r0PK+24Mk65HtN4gabs76TqSz1B6VTKD0Or4g0nYPgsCL6G+HpDsgzQZmbF57hsDVEYMVq+4fPiLJu//sE6vERF4KXGUItOsDX9z0WfxQo9zP2nw6h8McvLLZarjJi/+7gDv/WOdzaXdE4qmK5i2wls/6XL9SkDgZVX37c0YVVOYOmI8FEJS9pN03vunBqatMn3y0U/ouiE49kKBb/934/z9/7bK9tr+vo/9QNF0FCFIPJfe9SsoQsUansh8QloNEt8l6rVRdA29NICWK+4Yv970MZAHWSFWFISuZ+EPUUgahoBEK5Qwh0bvMIy9hS/evNqop7z7Tsjvfsuivp2ytpZw8qTG1laK50pmDqvk82KH1BgeEXztGyZxDJaVqUn+7j/FLF6PcXuSnispFBUGBwUbGwk/+AefoWGVZ5/TGBxUQcJPfhzw/nsRpqlw8pSGpimcOWOwtBRj2wpvvxVy5UrMxITKl19XqAwo9xzHB+9/vqvVDwvCsMhPHKUwdQxrcALVtFF1I1NSqSqKot5SmtxswVH2u/1+tIi6LVoLZ9HzJUzDwihVGXnlWzSvfIC7sUTUayGTBGGYWAMj5CePk584iuYUSAIPr7aGX18n9h+Ob9MDYz+eDH2PiIOedqJGj+6FlcynZLiIXs1TODmJ0DXC9Sbe9Rq74hdTSepHeIs13GtbdC+t3v289R7+Sv2u46186RiFZ6bwN5rUf/ZxdtwXAO1GzNULHsWqxtpiyMrV3zzvpbAbsfDDZWQqif2YJEp5788v4G77pHHKr/6Xs7RXupnxq4Tm9TZn/+MldEdDEdls4zcDvMat9VhzqcPFv7vG8q/WSBNJ5MakSYqR02mvZN5lkRezdbGBV7+AbutIKUmilO6GS+w/lR/eCbmPVJQv3hoHIG63cC9+RLCyjHByWavO4BBadRC9OohWrqDa9v1P9LDRVyCGG+v4i9fwri7gL14n6e2P7FcAVdNRhP7gSpp+C6siVIQ4uE6DAyVNttcimrUYOycoD2qY1oMvV1RdYWDUwLQEvXbCxtLBVok/n1AQlkHi+sSNzu4FQH+hInQNRdNIPR8ZRlnvbZIQN7somoZi3qoYyChBhlmfcRpm7S/Z8WlGjhgaiqEhk5Roq0m8eauCIsOIYGkz68M2sx9iGkbIKJu8Ui8g+ZTeI9n5Y+JGZ+d8nwWGJRgYMxidschXHp1EO/RS6uvBvtpzBsZMjr5YRDcF8++3ef+H2yx+ePcJxSOB7YitpSxC2SlqPP87A5x4pcT8e507SJM4ykjHdjOh296dJtPtJHi9O1t6Dgq+m/DRL1tMn8wxPG09crWJEAqVUYNTXylRu+Fz9icNVhe8u5pRPyjMoTHMwSwGUEqJXqyQxmEWEZxk91XcadG9ehEtX6I493wWf4pC3OsQNmqZd8l+r0U3sMcPoeWL2GPTqLZDfvYkQWOLqN0grG2Q+B5xr4teHKB06kWQKXqlShr/Zm3Aez3J0mKC4yiUywpDQ4JXXjVYXUnodiVT0yoTk4KNDRXdUKhUFMplgWFkghxFwI3lmMuXYoIge04//4KOYShsbaVcvBjTbErGxgVDQyq6rjBQFQwOZu7wubyC4yhouiCKVcJQsryccPHjGM+TnHlBp1AU9xzHU3wCioJq2JRmn6FwaA5n5BB6vpylzrgtovo6id8jjQLSOM7M4dIEUolRHCA3MYtm5VCUJ0dxkng9ujfmsQYnUBSBniuRGz+CIjSckUPEfhanLHQDozCAVR3DKFSQSYy3dYPmlQ8I23earh4Ybt4M+8aDPEgO9qETtVw6F1aofPUE5nAJ5/AwhdMTxB0Pf61J1Nmd0pfGCcFmCzVvE2y0aLx55a5DknFyhz+JMHXs6SrF56YRmkrjjcu417dIel8McmFrNeSNv2+xcjXgxoLPjYUvxnU9CNI4pbO2ew22PX+rKr718W6CLOzF1K/eu2oe9WKiXpf2je6ex8gkM4/dMZB9yNBUC9MoYBgFDC2HppkIoe8QzqmMSZKQMHIJwhZ+0CJO7r221zWHUmEKyyyRJCE9r0ant4qCgmEUcKwqplFAVQ1Efz5O0ogo9vCDFq5XI0nCfXqOKGiqiWkUMI0iuu6gqRZCaCiK0jfyjYmTgChy8YMWftgiSR7sN60oAl2zsc3KzvsIoQFKpmhIQsKoixc0CII2Sfrwvz8ZRcStFnGrBaqKatsExRJaqYRWLKEWS2iFIlqphD48gl4Z2HltGkWknkvcbOzeSx7EuJA7wQgyikh9j6TbJdquEa6vEW5tkroPRvSnSYxQVXQzh2bkSCLvvslHitDQzBy64WS/hYNY+PdxoDvJpcs+M6cCjr/gMH3C5srZHlsrIftVgQsBuaLK4dMOTlGjsRmycK730KJDP0/ISIRM7ZF2vVtVnWznhowSiBMUQ8+8RxQly7bO25Aku0kIKW+9Xu78IzsdmXQ/DSOkG9B75xLex4s7qg9Ev4Knir65G7e8TpIUNBVF/ww/Kymz9zqArzxXzsxVq+Mmpv3oFsy+m7C1fGe7zN1QGNAZPWwRhynXz3e5cXF/E8rVc11mnsnz3DcqTBxzcAp3fuZxJHF7KUdOWViOoNtKUBQYmdCpDmukKUzNGsR9UjIKJZsr0YF4KsSh5MalHtfPd5k8ZjM193jUJtVRg6/+6RBxJAm9lNpKsO/5aM/zFsoZiWE7/T7+gKC2jre62JfWS+Jum+bZtygcfxZrZCJrE1AU3NXFnVQcgMT3ibttEq/HXgNTdANrdBK9WEF1csSdFtbIBMKyURQlI03cLkFtHb1YJn/4eOaZ0OvgrS71vQSy+1+mKXGvnRGmwedrQawoat9eQO750EwS6HQkrXbWQjMzo3L6GZ333otwe5LJSZ3BqmDupMbwcEqSwLWrMY2GZGREIQwlrZbk9o/GMrN39dxsevL87P+rGgwMCF55xWBySqVephXMFQAAIABJREFUTxmfUAl8SRAm2I5CEEjCUJIkkm5XEidg6FAsiD3H8RS7IXQTc2CYgVOvYQ9OoKgqSejh19ZwN5fwtm4QtuvEXpck9LPFWhpDmlI4dBKzPIhq2E9Um04ah/iNTVrzZ1GESvHQHKqVo3BojsKhObIyGUBWqZNJTOz1CJqbtK9foHH5fdL44d2/QtVQHmX02WdA3PVxr28RNVz0gRyFUxPkj4/RnV/HX2/esTFIg5jupTWKZw6hlRwUXSXpBv3ISyXzYLN00lSS3rZuUlSBMVhg4LfmMIdLdK+s0/j1AmmUoGi3CCaZHKyH1qNEYzPmnc027/y4/biH8hQPCULomHqenDNE3hkj7wzj2FUMvYCuWShCzVQuSUAU9fD8Bu3eKs32Il13gzDam/gx9Byjg89SKc0SRj02ty/g+XVMo0ipOMVA8TB5ZxRDz2XVfwXi2Mveo7tKvbVAp7dOGHX3NPrcuQajQM4eopAbJeeM7BAymmqiKCqS2wiN/vmb7et0vU2iaH9KB1U1sYwi+dwI5cIMhdwolllG12xAIU0jotil59VodhZpdW7Q87aI4/tv7A8MSULS7ZJ0u4SrWbyyommo+QLG+ATFl15FK2fR1oqiIMOAaHOT3oUPkfEBk+4y7e8fQ1LPI2m3iBr17H0+RYVWSknotXAKw1jOAKXq4SwNZydq+E4I1cC0yxQGpjMD2SQiPCATWDhg0uTSu13GZ03mXsrx3FcLO+k5bmd/Px4rLxg7bPHibxcpVTXmz/Z498ctfPc3XJqWpkS1FtpAEefUDL2z81krjRAouoYMI+JWl6TdwxgdQC3nUdbrWVXk9AypGxDX9m8klXZ9kpaLYhkYY1Wi9TrxVqY2USwjU6UEIUm9g6IoiHIOrZQjbvXQq0WM0YH7vMMjgAKVEYOv/NEgxcFHZwIL4LYSli+5hP79f/emJbDzGo31AK+b7FtVlcYStx3TbcQMjBlo5p2qLsMUjE0ZvPh6nsBPcXspQskc8uNQ0mklzJ3JjAUVYP1GxL/9nzZpNw7mfktTuPCrFqVh/bGQJpAp14YP2Xz9X46QK2l8/9+t4veSz0ScdBcu0Lt+6bYUjv7G5jZVh0xiwmaN+rs/z1oG+k0CO1XwPtwb1/BWF7OHzR5sVeL2qL/7i1tmX4qSsflScrt0pre0gLdyvV8h7rfC9R9UNyvSaeDTOv9Ov1Xu8+VpYuh5hFBJkoAwctlrZ5KmcP5cxNiY4PkzBpYF3U5KbStlZUVwfTHhb/7a48Pz/c8klUQRjIwYd5xRSmi1UhRFpVpVUBQolQT5fGbq+syzOqoK770b8as3A77x2yaj4yphkBnCnjihkc8r6EamejEMqG9LVlaSPcfxFLthFCqUj57BKFZRNJ3E79HbWGTzvR/h19aQSXzLRPSOIoDygIqJRwiZ0r1xpd+yKqmceBluJuv0DVHTOCRyOwTNLXpr1+jduILf2PgMBrD7U/+Kvsnu5wKpJHFD3IUNzLEyhVOTWNODbP34I4K1O31Gkl5A/ZeX+4qUSYQqaL13lbDeQxECveyQOzZK9/IarfeuZ+3QgFZyyJ0YY/Cbp2n8eoHuxysIXUWUHHZ+cxKijocM488tcfIUX2w4dpXJkVeolo+h6zkURWTpXDejkemnxmpOprCwBqiUDjNQPsJG7Tw31t++J6FxE5pqYltlHHuQydFXGSjNomt2Pyns1jxk6Hl0LUc+N8rw4Gmu3/gp240reEFjz3PnnWHGh1+iWjmGrjl3vwYEQtPQNRvHqjJQmqVTPsJ67RwrG+/u4xoUivkJRoeeY6gyhyr0rHBz23sIoaFpFpZZplKcoetusr51ls36hXuSSw8bMo6JW03ibgdrcgrnxAluRv2lQUC4tUHn7HvIh1U4kzdVJ/K+Plf3PI1M6DSXsfNDOMVRDp36fTaW3qa5eRmvs3lHe5YiNHLFEQZGTzE4+QK6maddu4rbXv+sV7SDAyVNOo2Y8290sPMqX/p2md/6bpWRKZNL7/VYXwpo12P8XkKSiSbQNAXTERTKGqMzJkeedZh7OU9xQOP9n7Z46x+bNDYPpvL9sCFUOPWVMoGbsLrg0WseLIPnvn8F6/gU9vNHsE5MA5Kk7RIubeBdXCT1Q8KVGu2ffID9zGGc545kJvSmgX9xCf/KjX2/l0wSovVtmn/7BvroAOXvfDlL4FEUwqUNgoVVwuVN0jDC++ga1tw0lX/xDdKOh4ziXfnzkMUS5189iVrJYx2dQB+uUP7OV4g2GoRL6/iX9z+2/WJ81ubUl4pMHHMeqcqk24yobwR06hFpcv9Vk+zPKTd7YR8ESt87aCe98hNYWw753l80yRUEaQpJnHma6KYgieUdBrDddkLgHexGems54OrZLtc/7DJ2xH6k3wX00xBUqI4bnPntCpou+MVfb7K57O9LCXQ3yCTenyxeZhGb93yXT5Aoe5zo/ufpnyvdhwxRPo6Wnf58PzZrY+WyhLWNJf+BfGYGSrOUC4dQFIW1rQ/ouutEsXfHcUkCH38UcWTW4sQJjbMfRLRakno95dq1mNObOi+/YvDsszphBIvXYi5e3Pv7vLGccOSIxtFjGv/1nzmkCYyNq4QhrKwkTE0bTB/SqA5mbTpChc2NhIX5mFde1XnlVYPDsxpSQj4nWJiP7zmOzc3PF5n1sKFaDvbgOELPUqCiXovGpXcJm1tZ4tQ9oGgaqpW7b6TvY4GiYA1OUJw+gTNyiCTwaF55H29rhSTIFIdSpsg4Jgl9Yq9L7Hb2TZh80uxZ6AZC3x8RoueKaJbz4Nf0mCDjhO7FVczREuZ4mcQN8G/UiRp3blxkkhDVOtT+6Tz505M4M0MM/t7zKELJCKwoIXaD/rG3Pj9jqED++BhqzqR05hD2VJXE3b3pSP2I9b95G/d6bYdsOWiUBzXGD5tMHrUYGtcpVjRMR6AAoZ/SacZsrUZcet9lYzmk1977mXDyJYevfLt815TKhQ9dPvx1jytn91a/CjVTh3/rX1YZHNO59rHHL7/XZGBYZ/a0zcycRbGioekKcSRpNxIWL3rMf+ixei3Ys/isCLBzgrkXc8zM2QxN6Dh5ldBPqW/GLF7y+PDXPYRQ7lhvfhL5ksrYjMnUUZPhSYNSVcPOZ6rFKEzptRO21yMun3VZvRocWNHoSUWaxARhJ1PeyTRri/G3CcIOceyRygShqBh6jpwzRM4ZQRUGOXuYSnEW19um2V68bxuKptkU8xNoqkU+N0oqExrt67hejTgJAAVdtyk4o9hWFV2zEUJjdPB5kiTEr7XuoSjNFCRC0frX0KTnbxOGHeLYv3UNRp6cPUTOGc6uwRmmUprF8+s02ouk6d5rocHKcYarpxgoHUHXbKLYx/XX6fY2iGIXKSWqqmMaRYr5ib56Z5jxkRdRFMF2ax7X28tP7hFASohjkl6XuNtFK5Vv/X0/TfXAlSYHjDSNaW5exnIqGFYB06kwPPUS5aFjWUxx5PeJEwUhVDTdRjdzmHYZw8wT+h1atQXa29cPbEwHSpoMTxqUBjRCL5MnHj7tMDCiMzpjsrUS0mkmBDdJE5Etog1bkC+qDE9lD4GRaROZZhGrozMmrxcHdoqr98K1jzyufvj4TNGEUHjmqyXsvMbKvMvmok9tJaC5EdJrxZ/ZOyJY3uzH+kmEbaAIQeoFpEGYPTRSSVxv03v7ItbcNGoxB2lK6tbx51cypYimEiyuI+OUuN1DegHe+atEm02kH+K+d5monvmJJGFM9+2PsU/NoFWL/R7nLAlHhv2JJpX4C6vIOME8MpEpXurtzJek1iTtujvHpUGE0vXwF1YJV2ok7cysVsa3HlDRRh0ZJyStHmn46TZ2igJOUeX4SwWe+WqZXOnRxk02NkJqN/bXmgNZPLHXi7ELKk5RQzcFUXD/TZNhC5yShumo9JrxXRNwGrWE936x/3SFJMlaCQ4Sfi/hxmWXd39Q5+vlYfSxRxtBfBOmrTJ6ONuwx2HKhTdb3Ljs0j1gcvMpdsPKCUqDBtUJk6EJk/GjNqGXMv9Bh+3VBzPnzTujDJSPINOY9dq5PUkkKWFzM+XSpWzeff+9iGYjJQhgfS0zih0cFJimQhRBEErSFNbXEn70TwHt9u4zdzqS+fksUUfTsijjRiO7R69diymWFMZGVbrdlFYrJQwla6sJtVrK2bMxQ0MCmUKnk0UKz1+J7zmOp9gNoeroueJOe00SBnibKyT3qZKppoOeK6GadtZW+oRBqDrFQ3Pkp46jWTnc9UVaVz/E3Vi8Lxm0H6RxuIvc1awc6j6JELMyjF6ofOYxPCrIJKU3v45WsAi3uyQ9H395O4savuNgSMOY7sVV4o5P1OhhDhcRpo5MJakXEmy2Cdaau0iTxA1xr2+x9Y/nUdS7k3BpGGc+KA8pvKA8qHHq1Rwvfr3I+IxJZUjDzokdDweQBH5KYzNm4ojJ+z/rcPl9l07z7kSAaQsGRjSGp8y+6lVQqGgYpoJhKqwvhlw5u/d4hFAwbcGpV3LMnrYZGNFp1WKmT1jMvZhj7JCBYQkMSyAUCLyU5VMW1XGDs7/scPUj745CtCJgeMLg9Ks5nn+9wKE5i3JVy4p2Xkqvk3BozmJwzGBg5E6y53YUKipHn7V57Vslxg9bVEc0nIKaFZvS7POKI0lrO2byqMW5N7qcf7NLuxF/lgL5E40odml2ljCNIiDx/Dpu0CAMu8RJgEwTFKFiaA45Z4hycYbB8jE01SDvDGWKjd7afUkTVehYZgXTKOH6NdrdFVrtJVy/3vcVyUiTjr1GtXyEUmEaQ89TyI1RyI3TaF/HD+6eSBXedg1pGuMFDTy/QRh1iRMfmaY715DPjVAuHqJaPpYROM4wleIM7e7qXUkToWgYRo7BygkqxcMYeo4g7FJvLdDqLNFzt24jTQwMI0/P3aBSmu2PfYykGhInfkbiPKCHykEjcV2SdvsWafJ5gpR4vW0aG5dQFJVi9TCmU8HJDwEQx9nvNTN/V1H76sg48ui112lvX6W5NU/g7a1aelAc6I7y2dcLnHq1wMCojukIDEthfNZifNbaOWanKr4HEZImkjCQnHotzzNfLmDaAqFlsuh7LXv++t+uP1bSRFHg8DN5jr9cxO8lrMy7fPxmi/n3O6xc9vDdZFcayoNC+iHB/ArB/MrexwQR4Y0twht7mEzGCe65q7v+qv3j93f+vfm9X+0+vNai87N7PDH7x8S1Fr13L+95TNLu0fnpB/c8D0BwdY3g6tp9j9sLigK6JZg+meP0V8scfbHwqc/1abG1HLCxuP8Fr9uOaawFHHq2wOiMTXXcZHPJ31ulooCqKgxPWQxPW5iO4No5F79756IoCiSN4PFXTWorAW99b5tjLxawixq54qMlsm7CsARDkybf/C9HKQ8bvPX321w73+2r355qqQ8CigKaoaCb2UJ5aMpi9rk8c68VOfZiETuvcvVsh7Vr3gOrqww9hyYM3KiD69eI7xE/F8fw05+E/PQnuxd2nY7kZz+9+2KvVoP5eRdFgJHXEELBb2eLqosfx1z8+O4E2z9+f+9F0U9+FGQqG0Ng5nX8dkDSN4jeaxxP8Qko3Nlic0shffeXCBWrOopVHUPdp7rikUIRCN0kP3Uca2CEsNOgt7ZA2N6+a+Twp0ESeH3yJZvb9FwJo1BBUbU9lXKKUFEtG3toEqP4BLTZ7hepJFhrsrl2/3XGTSRuSO/KOr0r+5Nu+8vb+Mvbn3aEB4LKsMbpV3J86VtFokDieym1tYhuMyGOJcUBjcqQxuFTNkefs3FyKm4n4eN37r42Xl8KefMfWlSGdZyCyviMydyLOQZGHvwZbTuCyVmTb/xphdFpk3xRpVmLWFsMMExBqapRGdZ59ksFhsYN8kWV1asBvrvbkN7Jq8y9lOO7/3qYkSmDKMxIoK21EJlIChWNmRMWx5+zWb0e4BT2Vq+WBjSOP5/jt75TIQpSfD+lsRXTrscksSRXUKkMaUzMmhw6YVEZ1ui2Yj5664vrpRjFLs32EkHYJoq9Pf09ekC7u0LX3SDvDGNbAxh6nmJhAnUfaSRCqChSIUkjavXLbGx/iOt9Ym/iQbO9SBR7qMKgWjmGqurYVoW8PUwQtO9qChtFPZqt6wRBizDqEcV3/333gHZvhZ67RcEZwzJLGTGTn+ibud4JTbMoFaYpFw9hmeX+53WdG+u/pt1d5Q5Zdw8azQXCqIdQNErFKcqlGdygTtfdoNP79Huag0DqucSdFo8uP/SAIVOatQV8r0HgNSgPHcN0BlA1M1OQKvTbzSOiICSJfdzOJs2tK2yvfUgUdD+Vn8peONDdy9xLec58vYiqKqi6gthLEXvPxU62udHNTG6o3GdxtJ9zPmqYjmB6LsfojMUrv19lazng4q/bXH6nnbXutJ5Wtx8GDFswPG3xe382ztEzeVTt0f8oNpd81q/vnzSprwbMv99l8kSOF741QColP/urTdq18K4bed1QKA0Z/Na/GOH062X8bsKFN5q0tp7cDVgcSpqbIb/+u20MSzD3WunxDUYBO6/y8j8bYOyIzTv/sM07/1Cnvra3VPgp9g/TEYwfdThyJs/xF4uMH7UpVPWs2miKz2QvIRSVVCaEYY8kjXkopgEKGHmdo18fxyrpvPt/zn/mU2qmytCxEs/9yQzv/od5agtPTRYfBGkcE/U6aHZGgquGhTMyRTfwiO/SaqYIdccHpXho7lEPd19QhEAYJkLTQRH9azqEV1slCT2SwNvTGHq/iDp1ot4tLzOzMowzMoNZuULQ2LgrcaLny1TmXsIemkQ1noDIyqfYhRsLAWd/2QUUrn/ssXjJp1GLSROJlJmyb+5Fh3/2r6pMn7A49pzD5kq4J2mytRrS3I5R1Wy9PvdSjkJFpTjw4B5kpiMYmTaojGi8/7MOb/+wzYW3eySJRFEUhid0XvrtIl//owojUwanXskxOm2wthjiu7d+63MvOrz09QKjhwwCL+XHf93gze832VyJAInlqByes/j2f1FlYtaiUFH3bEFaXw45/6su1TGd6xeyz2trLSKJs8/LtBWmj1n8wX81yOFTNtNHLV773RLz5zyiJ6Dg9LAgZYznN+7ra5akIUHQptvbQNdsdD2HoRf3nUQWJyGtzhLNziKev3csd6e3RqN9nWrlGAC6ZmNZ5f6G+O6vSWWM69fvfw1JhB+26LjrqKqBrjuYRmHPlk1DzzMycBpDzwESP2ixtPYmPa+252BSmbDdnEdVLUrFKQAKzuiOKudxInFdktb+PS2fSMiUoNdgY/FtaivnMKwihl1CN/N98kv2DV+7BF6TKOiSRAFJEh4oYQIHTJo0t2PWFx+PFKm59WQ46GWtRAqGpWBYAjuvUqjolIZ0jr9SoLYSsLnos7bgsXbNo7ERfmpvhae4hWJV58iZPK/+wSCHn83hFLW+YdOjQRJLOvWI9ese9dX93wPbqwEf/6rJ8VcKVMdNXvpWlaFJm80lj3YtylQQicwihgsqpSGD4WmbQ6dzqLrC9Q+7XHizSWv7ySVNIGtDuvhWm5EZi+q4ydCUdf8XPQQoioKigl3QmDzmoJuCwQmTS2+1uXquS2MjfEqePAA0Q6E6ZjIyYzE2azM8bTEwZlAZMagMG+RKGppxMH4SiYxJ03iXwe3DgCIUzLyGVTgYhYIiFDRTkKtaqPoT6K3xhCPxu7gbi/0UHBM9X6J68jU0K4+/vUbsdZFpgtAMNKeAWRrEGZ7CHpoEBEGzhl4oI9QHW+4oQqAILUu+UlV0O98nOfpGg5qGnishk4gk8LKYxTTut3Tc+/cp04Qk8Ag7dYziAEI3sYenGNIMYq+bJQPcbmors9ekUUDkdgjb23hbN7Jr38P0LfZdglYNv76BWRpCqBrOyBTDL/0O7vp1ok6DJMik7Kpp7UQbO2MzICWx30OzczxRFanfcESBZP68y/Z6RLse027EBN6t35pQs2+rUFSpjg1l7fHTe9eYkxiS+Nam0+0kxKH8VGpoIRTiVLJ8JeCDX3Q5/6su9Y1bxJzbSfDdlNlTNrlSjkJZZeqYRXM73iFNFAFHnnE4+qyDTCXv/bTD2V92uH7R3zlGqHHmvabAP/8fhqkM7X1fx6Fked7nB39Zzz6veozXu83nR4XQl/z8b5uUBjRGpg0mj1io+hf/N78fM1eAJI0Joi5JGmEgUIV2m7n9vee5JAlothfxg9Y93y+KevjhrY29EDqqanK/uWd/1yBJ05gw7JKmcWYQK7Q9SBMFQ3coFibQVJMo9nC9Gp6/nW3A74Ew7OJ6W3heHdMsYpll8v8/e2/+I1l2X/l97tuX2CNyr8ysfe1mF9kLqSYpaiRSmtFYssYDwyPAMGwDhgH/4r/Ev/sn27A9NjAjQRhZEiWSTbZIiuq92Ut1bV177pmxR7z93ecfXmRmZVdWVVZXVdfSeRqB7Mp8cePdF2+599zvOceZyJN89nisHwfySpNePmb6CudEjxpZlpLEPknsE0dDAq+Foupb32MmU2QajyQ7j68w4ZGSJp+93ae5/GQmbzcu3GkI+DRA1RTcsoJb1pg76eIPEppLEQuXPBYve6zeCGivRvSaMYN2gj9I92Qguo8cmi6oTZkc/WaBb/ygytnfr+b62a9Yw55Ekpvnh6zdCPB3kcrcDcNuwq3zQ97/SZMXvl/lwHGXV/+VQ2ctpNeMtxJ1NF3glDTKdZ3yuEFnLeLqx30++kWb5SsecfB0nzOZzAmiC2/3qIwblBo6uvFk/E0gf3bYRZX50w6VMZ36tElt2uTGuSGrN3wG7YTkAfw2vg7YNBF2yxqFikahqlFu6EzM20wfzV9jB3LJ2OMgLDf1wZpm5nGFexi07RWlaQe3ZqFoAlVXsCvbE43yARerpKPquRa+uzjE64SQQXW+gG5qKFpuSNhb9vC7EZqpUp0roKgCRVcoT2+v3NpVg+K4jWaqCDWXAPWWPWJ/P3FjNyRen+HiZZyJORRNRzUd3KlDCFUnbMyQ+H2yNEHRTTS3hFmqY5bHRoTBNbIspWS7W+kBd4dAtRzcqYP5YExVR4SJhqJqmJXGDm8VzXIpHTw1MmcNkSOD6CxNSSOfeNAlbK/tbvScZcgowFu5gVGoYI8dyOUzhd1157mfWYKMQuJhj6i7wbDcYLh8jaC1sqs5bJYmBM0VetfPUzlmoTkF9EKF8qEXMMsN4kGHNMijMVXTxijV0AsVhKLQu3YO1XIpzBxB0Z/Zwu7nEq3VZAcZcTtkCq3VmPPvD/nRf1WnNq5TKKsI5aFCLPaMMJCce3vA5Y+9O/bRH0puXAxYuRExe9RCNxXGDxiYVj7pURRwiipT8waNaR1/IPno1zsJk80+ttdjPvxln+/+cYWp+Xufn/12Sr+9e6WNTPMAi3PvDPjdP60wdyKvXNGe0LhkEzlpYJCm0cjo8vE8GFTFQNdsNM1GVY2cEBHqVkqMQKDpDrZZGaXHiNHv90b+pzKmP1wm2cWwfed2EeltEeqKUO8qn/kyfdB1F8ssj8iSfP+3U3yy29rS0XV35PciRpHLLZI04n7fgcwSoniIFzTRdQdNtTCNMppqkaRfYQTxF/fL80l7o+rW52RFUKbxXSOHHzceKWny7k+f8RKgrwB2QePAcY0Dxx1kmtFrxtw4N+TSBz2ufTxk5bqP388nymmSbZVd7mMnFAU0U6Hc0PnWj2p8+4/rzJ92n8gkPMsyAi/l3D91aS49OGnYb8X8/N+vMGgnvPyHkqPfLFGo6pTq+g7fBynz82HYjbnwdod3f9zk0193kM+QH8flD/oomuDo2SL1aQPDfjwT7L1CCEFl3OBbP6xx4tUSVz8a8Jv/tM6Vj/p0N2KS6Ot7DQpBPunXBKqaV8+VGwazJx0Onikwf8Zh9oSD5d7bjO9RIddWT2KZZUyjRJL49zWj2wuEKph7ZYyZbzYggyRIsMoG3cUhqq4w/+1xGodLGK6GZml8/uYiSx81SeOM0388h1U2UFWFNJZcemOB9ctdCuM2L/3bwyAgjSSKSu7jpQoaR8oc/v4kZkFHs1Ra1/pc+eUyrWv9Lb+TfWwj8YcMFq9ijx3IyYvaBELRcCbmcCbntzccxWhnSUISDOhc/gB/fRGjMoY7fTg3hL0HhKJgVcc48IN/i+YUt8iRu8Eo1Rh76Xfv+H2WScL2Gr1r51h7/+ek0S4TBkVB0Q389UWsxgxmbRKhqPeuohIC1bBRLQerPkVh9gStz96idf4dgubuJeBBa4X2xfcwynWc8QNodgGhqNhjM6NKHNiMOc6kJA08/I1FWuffwapNYtUmMJ6V6OGvERQFVF1syWqEIrak7LouSNN8iqeoAlXLE+TSx1ugB+RVGxd/69Ne253Uycgr0of9lGJFxSmoWzJqTReMTesUqxq6LuiGkusXA7obd06OZAreQLK2ENFtJVjOvSfxQuTtq9qdx0sdJRBm5NUyqiZQNb4yomk3GEYR267jeWvE8fCOaNWHhRAKqmLgWHUK7gRFdwrLrOS+YZqFppoIoaKMyAdl8wH2gMhkih927lulkWUSmd3WxxHZce8+qKiKjmPXKTqTFNxJbKuKrrvoqoWqGtt9UNQ8aec+0DQbQ99OW4sTnzDqsVfSSsoYP+hQdKfQNRtVNbGMMl4Qk2ZPpqAg9X2SbhcZBAhVJYvjUWrO13BQ+wjwZBwZ9wHkN+VCVePYy0VmTzkEfybpNWNWrvncPD/k1kWP5at5fPHXcdJ2L9SnTU68VuKbf1Bj9qRDuaE/lF/CwyBNMgbthMsf9GivPfiNMcsgCSUf/bzFzXMDxudtZo47VCfNkbxBEIeSfjNmYyHg1sUhG4shvY34mSJMIK/IWbzk8Tf/6wJ//D/OMH3EfmoqBq2CypFvFhift1i+6nPlt33Ov9XLr8GvmQ/RphxsbM5i5qjDzDGbqcM2tSkDy1ExbAXTVtGth/MpeRC0e9ewjBKTY2eZHvsmS+v+SlyVAAAgAElEQVQf0Bss8jAPf0VXqB5wMYs6G1d6XHlziepcgdlXxtAdjfrhInbZYOmTFqvn27h1i9mXG2QSls+1aBwpc+VXyyx8sEHsJQS9CKtsUJp0SGPJZ393E7KM8ZMVCuM2pSkHzVAIejGf/NU1DEdn7HiZEz86wHv/92XS7tMts3tSkElE89zb+BvLuDNHcCcPohcrqIadkw1pTBp4W7KV/s2LBO21Ld+Ou0lYdkAIEApi5DPy5SEQSl6lstu4X6gadmOa2qnXsMdnMYpVZBITtG7lVStR8IXqlLw91TDRS3WMYhVtJBUqzp9EJjErdyFNsjQh7G6w8tbf4U4fxp06hFWfRi+UUPVcIimTiGTYw28u461cp3/rMvGgg2YXiIc9jMKzk6LzdYBuCCpjGifOuswcNmlMGZRqKpajoBsCzVCwLMH4gZzs2vIG/AqQphnt9YjAu/v1lsTZyK9N5HKi0b4pmqDc0DEthSjK6LdzGc69Lt1eJ8EbpPckTVRNUCirnPimw+xRi/EZg3JDw7IVdFOgG/lrYjavWNk8Xo+ujvHBYdtVqrUjxPFgZHj+6MYfmmrh2A2mx85SdKcwjGJeRaLkBEP+hWRImY68w2LUTEdR9D17mWwiQ+bVMo+YfdJUK4/3HTtLwZ3E0Auoqo4QGopQtvqQpgmpjEHGqMr9+6Ao6g6TW5mlJPeIJf4iZJaSyjAnvwFFCLRNw9InBZkSNzfo/OoXCE1H+j7x+trenon7uAP7pMkThBACTRdouoJT0siyjMaMwdgBkwPHHTprEe3ViNZySGsl///OWkx3PSIKv1wKz7MMt6zSOGAxd9Jh7pTL3CmX6SM2bvmrWem+G9orERff7dFaiYiDL/elZBkMOgn+MKW9GrFyzccpqeiWiqoK0kQSepJBJ6aznn/OblXfTzuyDPrtmAvv9Jg+lsdfHji2txjMxw1VFThFDbug4lY0alMGc6ddVq4FLF/1Wbnqs7EU4vWS58qHyHSULd+lcsMY/dQp1vJXuZH/rVTXsVz1K5e+bSKKBzS7VxFCpVycZbL+Iq7VwAs2iJOALEvJ9uAlEcYDNofDiipwxyzIYLgR0F3yQMDY8TKVGZfyjEtlRKqouoLhaJhFHSEg9hJuvreGbqnMfKOO1w5Z+qiJVdQxXB2vFdJf8UhjiVMzIQO3bmGVDapzBYYvNVA1gduwRl5YX8FBfFaRZSRej+HKdeJhF2/5Oqppb3mMZFKSJRFJ4BEPOoSddWQSIYRC0F5j7f2foRo2YW/jrsvHmUyJek1W3v6HB/Y/+SLSyCfqNpG7GNU6E3OUD79Ice4kquXir92iv3Apl9lE4cjPZOd5LISCUDVUy8EZn6V8+EX0QgWjUMWuT6EXKiN/kzsnV1kSj45HTNheR3dLKIaV91EIsjRBRgGx1yPqtYl6LSDD31hk4+Nf0XU/Jg2G+M2dKTPxsEvnysf4G8somkbY2z1ZZrh0hcQfoNkFZBLh70LwRL0WzU9+g+YUyNI0b2t/pegONKZ1Tn7L5YVvF5iaN3BL+QQwCiRJnCdPhkFKHArGnoDMO5PgD+Q9pa2ZzHZN0FQEWLaCqgnSJCP05X2l6lGQ3fNZXB3XOHLG4ez3i0zNG5SqGqomCHxJGmfEUX7MFAVqk3e2o2kWllWjUJhEVQ0U1cDQHYKgQ7d7k8FgGcjQdRfXncB1xxEjw3Lfb9LvLZAkAYqi4zgNSuU50sRHUQ1UNSe12q0rBEELKRNU1aRUmqVeP0GxdACBIIoGhGEXz1vH89aRMkFRdAyjSKk8i647gCCTCZ3OdYKgvWuULuRkQ7k4y9TYWcrFAxh6ASkTBv46QdgmjPokSYCUCTJLc+mealAvHxkRLIV7fh93INv0HXmE6SWqRaU0z9TYS5QKBzB0l1TGDP317djhJCCVST4myCSaZlEvH8kJFuXuJsfiC7FsX8Y/LZfhjN4zkjM96Yd7OugzPPcpQlHI0hQZBg9tNP51xVdKmowWchDk39f+M3EncgNZlfq0Sn06Z73jSNJdj1i7EbJ2M2BtIWRjIaDfinNjrUFKMEwJ/ZQoyJ4rPxRNF5iOiltWKdZ0xmYt5k45nHi1xOQh+4lF196OOJIsXfX57S/aeP30oc/pNM4YdBIGnee3siGJMlorER/+rIXlKhQquVfLg0bQPi4IISiUNQojH6JeK6/+uv7pkKUrPq3l3G/G66X4g4TQk8TR00tibnqRGNboZd/+/yqFikZt0qAxY1KfMWnMmFRGJq6bxtZPAxyrgaG7JGmAaRRx7AbFwgyD4TJRMtw2ib0HonjAWvPcVimwEKDqClnG6N6ZIWOZD+yV3N9EdzSEIggb+UC0fXNAd3FINEi48uYyM2frVOeLlA+4BL0IRcurb2Qst9rdTMJSNIFuqZhFneKEjYwlQT9msOaTRE/pCfQUIfUH+P4Af+3WnrbPspTE69H67O29bEw86NL85NcPuZd3h9B03KlDlA6eRi9WiHotejcv0L7wLonX31Mbcb+NXqhQtFw0y0FzihjFGmkU3DVKmCwj7reJ++0972vUbRJ17x6xm/gDBrcuMbh16Z7t+OsL+OsL99wmGfbofL63uGC1WkSfqBOvt5H9IVn0/D4rNyFEfu8486rL9/+kyulXXYa9lOXrISs3IzZW8udRGEikBLeoMjFrYLsPVhnw8MjvdV/qWTiaH2yWeOxljpDJu0tnVQ2Ovujw/f+swms/LDPspazeirh1OWBtKWLYTwk9SZrk25ZqGuXazjGlaZap10+g6TYCgWmVKZcP0mlfwQ9aiGEu7SkWZygUJjHMYm40quoYukuWSXrdm6iqTqEwyfT0q3Q715FZsiUFSdMoT7Px2yiKim64GGYRwyhgmKURgZsRRX0YeYkYRoFq9QiWXc3JHKGiqPqWb4bnre16TGyrRq1yhPH6GYRQCKMuvcESze7nDL01/KBDnHg7SBdDL2LqxTxymAcjTbLRf4+SNHHsOvXKUcZqp3NSPOrSGyzQ6lxh4K0RhJt92L4vWEYZyyhhWzXQ706aZCOJ5yaEUEamt3uDQIwqWcRWezJLn/hkN4tj4rXVJ7oPzwse76xTsLWCJgDNUND0vCQvGOZs9D5xcm/ohkJjxqIxY3H69XJ+EUpoLoYsXfG5dWHIwiWflWs+zeV8FRxG12i204D/qcfoPNk8b4o1nekjNke/VeTMdytMH7UplJ88UXI7Bu2EG58NOfdPHe42Xn1QbGptN4/FFm77Pp+H6+bKRwPsYk6IvfzDGqr+9EzQb0epplOq6Rx/uQRAezVk8XIu37l+zmPlqk97LSIK0juuucd+/YkdP+44b4SSV7NVR6TI2IxFY9ZibNZk7IBJY9rEKWlPJJ77QTE39TpjtZPomsXm4NE2q1SKc3tuoz9cZqNzCZnkF6tMM7x2ROOogl0xUDQFu2ai2xppmNJf8eksDFk93+HzXyzljWTZ1vfaWRjSWRhSO1hg7tVxJk/X6K0MSSOJO26hmWpuLFvOVxX9dkgSpCRhyvv//jKxn6/CZY92XLmPpxGKgl6oYNWnMCtjyDRhsHQVb+XGngkTyD1evJWbuFOHwHIQqormlhCd3SdKzxvsF45S+c9/QPfHv8H/+DLJ+t6JoGcViipwiyq/+6dVvvF6gWEv5f03e/z0P7S4ds7fsWisGYLxGYM/+C+rNKae3D4/KLIsTweSaYZQchnS/VQNqra7mbxQwC6ovPbDEt/5ozJk8OnbA37+ly0+eWuwo0pX1XID2u/8UZlDp3b6HjnOGI2x01y+9NcMBisUClMoBzWazYt4wzWyLENRVBpjpwmCNtevvUGaRpRKs1SqR5iYOMtwuApZhqpZ2HaNhYV/otX6HIGg3jhJoTBJEnt43gZRNGB15UOyTKIoOosL/8xwuEqabpukCqFgOw0mp17m6pUf0+8voWkWlcpBqrVjZNydNKkU56iVDm3JRZqdqyyuvktvcHdSM1/s3pS8PHlUSvNUSvPbfWhfZmnt/ZFU9y4QYk8SmVTGpDLeltco6qgiaG99F0JB0yyEULYImCQJvhoTWHHb4O9uFTKb3+HzMIF4QnhsM1ChwOxRi8MvOhx+waExbWC5KpomSOKMv/nf1rj82yH99vZMM68syGN6AYJByqD7DGoQHjMUBSrjBk5R5cBxJ68y8SXBMKXfSmithrSXI1orEa2V3Pui30kIhulTOTAXSk6Q1KfyiV3jgLXln1Cq67lcoqxh2l/1qsn9ce6fOlx4u3dP3e1eoaj59zp9zGV8zsr77qqouiCJJX4/pbMes3bDZ/Gyx6AdP5MSndtx7dMhirJOsaIxd9qlUNHv/6YnjEJV59CLCpMHLV7+Q0noS/x+Qnc9prUS0l6N6G7EDLsJXi/B66V4/fz6e9jvS9UFhqlgOLmniDmqHNm8RtxKXiHj3vayixq6mb9Pv+OVk9jPAvJBT0aSfvlY+zQNdwwY0ljSvt5n4mSFseNlvv3fnSCJJE7dIuhGbFztMXa8nP/9WBmA9o0+zat9wmHMqX81h6oLdEtDtzWu/HKJ5tU+hTGLudfGefHPDhJ7CZqtkmXQXfLQLZXStMur/81xsgy8VkjzSpflT9sk4TN+Qe/jrhBCQXfL22k0WUYy6JCGuyd73BVZtlNilGV5duz+QPi5he0qHD5jURpVQmwsx/z0P7RYuhreUWWv6QK39NUnCD4s0iSj20yIAolhKhSrGoap3NOQ1S0pu/qZ6IZg/rhFdUxHUaDbTPjV37S58ql/xzNYUQVuKZ+b3AEhRpGxckt2cfsEWFE0LKuCaZYpFqZxnLERQZInvMXRYMsbJRvF3nrDdeJoiKaZBEGbYmF6lAa3N2iag2VWsO0ac3O/S5x425N1lHtO7zejcCEjSjyG3ipDf/2enydQMDQHdQ9Gql8F8qqRMpARxUMGe+mDUNA1576JPEniE0V9sixFCBVdc7CM8p79bVTVwLFqo8/JSNOQIOw9ciPfOz63UsY8NItxaA6l4BAvrtB/47aKSU1FKbgUv/sq8doG3rsfPdb9eZ7xyK8CZWRuevq1Aie+VeDgKZvxWYNSTc8H6Iog9CWVRm5weTsMS2H6kMW3/6iCbgiunvN472ddvEH61Ja+f9XYXIk3LIFhKdzu0ZYmGaGXbsk7Bu2YQSefuPmDFH+4LecJhvm/Q08Sh198ZcThvXWp98Omu7umK2jGtizAtBRMW8EqaNhFFbug4hRVClWdYk3LV/XrOpUJA7ekoZtP0EDpHohDSXM55OJ7PRYueQ9FRqmaoNTQOXK2yPyZAhOHbMqNnBQzrHwlJU0yoiDF66Z0NyKWr/pc+7jPjXMDuuvxMzteHnYSrn065B//Yp3v/VnGoW8UnnriRDcUdEPBLef7mWX55Nvrpww6McNOTpQEfkrkSUI/JfTzn0m0nYolZV7pINMsl4OQr6wJZdvh//af+bWUG/1phkA38mtLN/J7gemoWG5uCGg62z91SxlFBT7Z4/aw2GhfYOg/3Gp6FA92DmAyiLyElc/aBN0IoQgiL6F9o0/Qiwn7MUuftCiMWehO/rgcrgWE/Yg4lLSu9VC0/B4l04yNKz2GzYAkTLn6q2UUVSGJUjKZ0bzSo7MwRBkNzs2iAQpE/RivEyHlM3oR72OPECiaPkqiyJHJ9IFXIRXdwCjVcqNZQKYpsT/YPdr4ucbX53rRdEGloWOY+aJjv52wciPEH9557rgllbljNob1dI6d7oY0yWiuxAx7KVJmWI7C1LxBez2m3955bm+m4dQndUpV9Y7xj6IIilUNy1FIUxj2UtYWol0XYU1bYf6EjVO8c/UgCvsMBsvUasdwC5NomkWahIRhlyQJ8hQa1QAygrBLv7ddsSGzlDjySNMIRcmlM2kakiThyGsjI03jPVdBbPdNQ1FUpIwZDFeJwt72MZQxw8HuptCQx/NueqmkSUiceDuqWL6ITTLGMquo6tMRPa6qJqpqkmX5Akqc+PdM5xFCQVMtbKu61fe74fbYYNusYugujlVH0yzi5N6xwYqiY+pFHKuOqmjEsUcQdXNjWB7vBDaLY5JeH6XdwZpooI03dvxdCIHQNbSpcbL4+ZczPk48ctKkWNM49pLLj/68wcFTDsVqbnC6l+e5UKDc0PjBv6lRrGq8/4suty4F3LrkEz9HxouPC6omcEoaTklj/AsV6zLNSCJJv5PQbyX0mzH9dsygm+wgUrZfkihIt3WlWbZV8bX5b2AUDcYOKdZmzN2mZ4JpK9hFDaek4hQ13JJKqa5Tahgjw8mcHHlWVkbSJKPXivnklx2ufzKkt0sk3l6hqIJiTefU71T4zp+McejFArqlEA5T4kgiRxNsRRW4ZZ3KuMmhlwqc+h3JpeMOpq3y6a/bBIP0mfV16rdj3v37Jm4plzIceamAYSlPjcfJ/SBELj0s1RVK9d0Jn01ZXRLLnDiJM5IkI43z7zhNt9MEFHUUJanm/1ZH15NuKqi68syTH18Wa63PHl/bFzqsXejc42+7v+/Sz3YvCR6GAZd/vnTXz+uv7BJDu4/nHBlZEm8PvIVAs4uoxr2jkG+HatgYlTHsiTkUzUCmCWnoEw87d/czeZQQIHQdpeigOBZCHyUEJRLpB6SdQT4ov20WKwwdxbVQCs5oewFSkoUxSbOTe5IIgTB01JKLYhmg5SkeWZwgBx6y7+0c7AsQmobWqOT7oalkSULa85CD27ZVVRTbQC26CEMHNZ+cZlFC2hsgvQCSdHtb10KtFEmbXYShoRRdFF3L45h7Q9J2/4kZKMp0u8goy3LTVH+40xDeLijMHDJ58XcKOO6zRppApxmzsRzT76RYtsLpV1066wlXBv7WIp4QuZxmat5gat6kUNbo7+IBJ+X2mFVKMMxtk9lNmLbC5KzB2e8Wtqp4bkccDxkOVihX5rGTgDDsMRgs43nNLYNXKWPSNGI4WGV5+f3b/EByE9BNqU0+BtjNFHUXo9CRXlMI5Q7JcpalpDImSXyazQv0e4sjs9VRWw8AcbuJzC7QNRfXmcC2Kqjq07KYtallFVv/3asPhl6g4EzkxM8eKnqixKPdu45Ws7dIkKI7TW+wSJzcvSrQNisU3AksM5dx+2GH/nDloaU5wjRQXAfFtvJ7YpIghz5yMNy6z8qhR3TtFmm7g1avIvTd+ykAxbHRxhv5vRiBDALSXh9G90yh6ygFF8U289Xv0QWUtLtkYbT1mUqxgNBUkBJhW3mccZIi/SDft/vdJxWBYmhoBQvF0lBG93wZJcTtIakX7dhWKGJkXC7hCS4wPXLS5Og3HP74vx3n2Flni+nOJHj9JF8NvYfEYthNWb0Z0lqLMR2F6rjO0ZdcVm6ExNHXbRXl0UIooFsKtQmD6rgxOu+3tfRbXhmbP0ckSRpnpIkc/cxX1JMkI003CZKc1d+c4G1KAFR9c2U7v4l/0adjc+V78/fPEkIvZfGSx0/+z2XaKw8XEWoXVebPuPzJ/3SA2qSJlNBrxtz4ZMDGYsCgk5DEGbopKNV0xudtDr5QwC6ovPD9KtUJg9ZKyOIlD3/wjF4jGcgk4zf/aYMokBQqGtNHbbRnhDTZKxQlvz6MzQWb7G6P+Z0eJfvYxz6efWRSEvVbW3IcIRTcmcP4G0v4awtk9y3hFnnyzqEXcCcPghAkwx5Rd4O4vzvh98ihqmiTddxXT2OfOYI2XgNVkHYGBBdv0H/jHZK1Flm4vZCgjVexXzqO+8pp9IkaKArSC4gW1uj85RvES+sIXUM/ME7hu2cxjxxArRRBVUjW23jvX2D41ick663twbKioFaKFI/Nos9OoFVKJM0Ow998zPCdcyRrrXx3iw7m0VkK330JfWYMxbXJUkmy3mbwyw/xP/mctNXNty052N84TvFH36bzF2+gzzRwv/Mi+kQd6QUMfvUhvX94Czl8uMrSL4MokKzeioiCDMtVaEzpHDhqEQb+dvWEgIMnbb7zh2Ve/5flOyq5nwXIFK6e85k/YfHS94p8719X6DYTNlZjmsv5OaUbgtmjFn/2P4wxc9jaVV6aJhnN5Rh/kGKagtqEzvQhk42VmM766DoTMH3I4LUflvndP63sapqrqga6btNqXabbvYE3zGUgmySFlLmBK+TSF8dpMByujogSDUXRRpHBD4Ysk0iZjuJqd+5XHHvEsYeqmjh2gzDoEob5Oaxp5qiiZfdxaTKqdNF1B9MoomsOqqKTyju3F0KhXJxhZvxbaJrN0zIYSZKQJA3RtbwPhu6gKloeLfwF5H2YZXr8LNoevUmiqM/q+ieUC7OYehHTLDE3/TrXFt6k27+1KwmiCG3LnHYTA2+FdvfaQ/UVQJ8cxzl7BuvEEVAUkk4X/5MLeO9/TBY8oFRZCIxDs5SrZbRGFaGqBJevMfjV2yTNNqQStVHFfeUlrKOHEJaxRYR0f/wLopuLEOfH2fnGKZRSkSwMsY4fRim4pL0+wcUreO99nN8n7wHV0rGmK1RfPYxzqIFRz0mYYLnD6t9+RO+T7aot1dRRXQOhacTdITKIn1ih4SMlTaYOmRw763LwlI1uKix+HnDh/QGfvTNg2E354Z83ePWHlXu2EfmShcsB5bpGoaIxc8RE0/d4sSoKquUgw3u4yH9NscVWi9tvG3c/rpsLRZmVkUl1i0TJVzmy2wtNRsRHzvcq6qac4Om4wT5qpInk8w/7/ON/XKO3Hj+UhAlg8pDN2d+vUazqrN0MuPB2l4/fbNNvxbmcI86lG4qaG3pa7sg49Q8bHH25SGXC5JV/2SAYrOYyoWcYoZ9y/q0uSZzx+38+wcwxB/cpM/79stjV4FY8LcOQfexjH48dmST2+vjNFez2GmZlDKNYo3bqVcxKA2/1FonXJ40DMikRioKim2iWg+6WsWqTWLUJjMpYvuImUwZLV+he+/Qr7ENGFsXEK02kFyB7HlkmMQ5MoI1XKf3R79D921+TLG+AqqAWHIq/9zLaWJXw81sMfvUBMkpQDB2hKaTdPlmSgqqQBRHRrRWihVUyLyCTGdaJOYyZMcR3v0H3b3+9RcYopoF1+jDhxev4n14BwDo2h3l4BqGpdP76H0FmZGlK2h8SXl3E/+RzZBjl7z0xj3X6EAgYvPn+qHN5tYveqOC+doZocY3+T98mixOUokO8sI70wycyWA99ycKVgOsXfepTGo1pg3/3P09w81JAr5WCgEpdY2LOQNME773ZY+6YRW3i7ivr04dMxmcMynUN3RDopuDAYYupgyaaIZicN3nl90tUx3XiKJdtD/spG0sxKzd3lwY9Clz4YEi5oTF9yKRc0/gX/0WNE990WV+KURRwyyrVMY3ahMG18z61cY1yfec4IYkzlm+E3LgYcPBkfhz+9L8f4+z3ijRXYqTMKNc1xg8YuEWVD381YOawydj0F4+XQNUsau44pdIsaRKCEPS6N+n1buH7TaRMWF35LcXiDDMz3x7JPwVh2KXXW6DX21vS1+3w/SaD/iLjEy9Rr5/E89bp9RYYDJaRMmY4WGXh1m8oFKYplQ6MJvKCfn+RXu8Wnre7x4cfNBn661T0eRRFo1E9DmS0uleIYm8UMWxiGaUtw1XXGSeKB+iag/YUSHS8YAPPb1IuOqM+nAQEre5V4iTvg6aamGaZajHvg2OPEcZ9DM29r0QnlREDf42N9sWc2LbHKLrTzE9/j27/Jr3hCnE82Ipjtowy5eIsleIctlVFZhnd3g06vev4QevLd1RRUCwT55WXyOKY7o9/jgwjjJkp1FIR55sv4L3/CVm094VbxXXI/AD/489I+0OM2WnUoot95gSDtz4g8wNkb4D/6UWCi/l9VS0XsY4fxpgeJ/N94qXVrf3T6lWyJKH/63fIopgsjpFDD3kfMseer1N95RDV1w5jjBXRHAPFyCv6slSi2Pqd2798kNKLB1j76Tl6nywQrvXu0vrjxSOdkcydsJk74WAXVPrthI9+3eOdn3S4+qlPFEjO/qB03zbiKGP1ZsiRFx0KFY2xGXNvyQ6KguYUsCdn8Zdvkgz37ka/jzuxxbEIMQqq+HpP7zZJohufDfnkVx0uv98nCuRDD6CqkwaHvlFEUQWX3uvx7o83+PyD/t2jo0Uu10jiDM0QvPi7VY6/UuKjXzzEzfkpQSahtRLx2W+6mLbCt35U4/CLBYq1p6UsdB/72MfDQtFNjEIVuz5Nf+lzEu/JDH6eBLIkxlu+hu4UUXQDzS5gN2bQnBJmdYI0GCKTeJs00XQUw0K3CxjlOqrp5BUmXg9v9Sa9a+fwN+6RGvGoITNk3yO6tgQC0nafTEpkb4hjn8I+e5zBm++RAIptYh6bQ58eJ+0O8D64QLy0npMmlo7iWMiBnxMxSUra6RNcukkWRMjBMPd5yjKcl09iHDmQl38zWk0ekTfRzRX8c1fI4hTZH25Vqmj1ci4VCmOS9TZ+nJB2+mR+iHAshCKwXzmFPjO+o3tCVRCmnpv0rjQJry4gvQC16CDDmEfi+P4lsOnL8f7Pe8gk4/hZh6l5k9q4ThTk8k5FFfTbCVfO+Xz27pDX/1UZ8x6+JvMnLV74doHpg/nCpKYLCmWV2oSOpgnqEzr6Ky4zh02SOCOJMzrrMRc+9Oh1ksdGmjRXY869PaBQVjn9isvEnMmpl12OvCBJU0giSaeZ8OE/9miuxJz8lnsHaZJl4PUln/zzAN0UnHm1QG1Co1QrEPqSNMlQFIE3SLn1ecA7P+vxyr8oYVjbcbS6UcAwiwAMBitImeQLg4pGpXKIJA3x/SaQ0evdQsoY150ceRYJoqhPMvLBkDLG89ZYX/uEOM6lmVImhGGXdvtzAn/n+C0IurTbV3M5jxDEsYeUEZsDzijq0WxeoFw+iGG4WzKbKBrkPil3QX+4jGPVcZ1xNM2i4EygKDqWWSVJ85QXVdExjCJFZwKhaAz9dYb+OrXSITRn/K5tf1XY6oPdQNMsiu4kqqpjWzWS1CfLMlTFwIZEBZMAACAASURBVDAKFN1JhFAYemsM/XXqlaM4duOe7eeJN/4WaSIQOE6DSmkeyyhTcKe2vtf8WOXyH113kTKhN1hgtfkp3f7CrhU8e4XQddR6FbVcIrp+k+DilZyYCELsM8exjh3C//j8A5EmAEm3R3jlxoiwTrCOH0afGs8ljpufLUCxTBACxTJRbButXiVe+QIZl+WyzOj6wqgCL8vffBeTRaEqqK5B7duHqX33OO6RMdJBSNIPUG0DveqgmNqdMc9Sorom5W/OE6x0CVd7zwdpMnvMYnLeIA7zapH3f9Hj/LvDB2ojiTPaazFhIKk7CuWGtlV+J1QNxbRGBzRfaZFhXvqm2i5WY4rioVPIKMwf5ElMFkcITUfRDRRNz1PDk2Trb/vYx16QxJJBJ+H9n7Q495suveaX9zG5HU5JozppEgWSy+/1uPLhPQgTgCwvPb3wVpepQzanX68wNmth7VJa+iwiG8mTfv1X66RphhBw9GwRy1V3jRbcxz728WxBM13ciYOMvfB9on77a0WaAHirN/MBt2ljj82iOQU026U4dyKf/NxelTaKrcxkmldNhB6JNyBordA6/w7+xiJp8BVWGGYZ0g8gy3KtfcHZ0plLP0CtlkZa+Vw7b3/jGFmcEH5+i+D8dql66ge5P8gmkpR04JPJDGHqKEU317f7QT5gLhVyfePmbsQJ0dUFolurW+34n3yOeeIg1vF59JkJpB/m2v9+BolEGBqilHubJJ0BQlNRC/bOQf5IPxx+fovw2uJW28lI/vCk8d6bPTZWYlYXIo6fdag0dHRDEIeS9eWYz94dcv69Ics3Qir1PH2m10p2ncMUyyr1SZ3G5G2LEhm0VnaObdzbDFI1TVC5FaGPqr+zLPfnWl+KuHU5YGMlr769qzF9Bv1OyuqtCG8o6WwkxF+o1pUp3LiUt7VyM+LktxxmDlsUSiqBL1m9GXLhA4+3ftKlVNMwbYVSTaW9HhOHO9s6986A5mrM+mLM8bMOjSk9N4dNMtaXYy7/1uPcOwOufOpjOXkSj11QSJIsT6ixqkiZsLT4NlHURwgFwyhw4uS/wba2UxjieEi7fYV2+8qu3U7TlF7v1o6qEyljAr91B2ECkCQevd5Ner2bu7YnZUIQtAmCB4vbHnprNLUruM4EBWccXbMpupOUCjOjLbIRyZOQpCHd/i022hcZ+utYRhnHHnugz3scGAxX0DUH1xnHtTf7ME2pcGC0xc4+dPo3t/rg2A1sq76nz+kNFkepSSnj4gy65mDbNVxnfFQ5LLY+K5UJcewx9NdZb11grXmeKH64hXthaGi1CpkfkPaHZFF+XSbrG8jwINpYbcujaa/IghDZ7ZN28meuHPpkUYywzNzDQVFQy0XME0fQatUtDyutWkYOhwh15zwj7Q+JV9Zz4mZLnnD3+Yti6zgHx6h/9zjOwTrRxoDBpRWCxTb2XJ3ad47s+r5gpYd3YyMn0efqGGPFB+r3o8QjJU3qk7mxZ+BJzr3Vp7364BNLmeYlgGmcoekC21W3pB5GuUbp+DdQR6s0ca9D9+KHgMCZnqdw8ARGdQyhmwSrC/grt/BXbmLVJ3EOHMYanyGTKWFrDX/pBt7i1UfZ/X08x2ivRPzjf1jl/Z+2WL/15SNPvwh1lIzSXo/wB8kOk7J7IU0yvF5CvxVTnzafOzlUGme89/ctOmu5LvnF71VwSs+HVGcfjxIPljzwxcjIfTwpbH4PXz+D90ym+GsLLHX/Bnd8FmfqIPbYAYxyHc10UXQjJwhkikw2jV67xL02/sYC/voCfnMFGYdkX3XlgxAoton94jGs04fRZ8Zyo1dNzQ1ZVSUffAvytIZ6maTTI+3eZwKhqqhFG+fVM5hHZ9HGqrmER1VRyy5Ju7/DGDxLJUl3mFd/bP4uSnJZT5ygVYpEmpbvw3gN99UXMOYnUSsFhK4jVCWvRmn27vSQzDKSdg85fPrMmtMEblwMWLoW8rP/2EJRxBbnI9OMOMqII0mawC/+qs0//V1nZEB+Z1u//OsOb/1Dd2+V3CNImScHBr7c2p9OM+Hf/y8r6IYgTbNdE2o2kWXwq7/p8PbPuiiKIAokYXDn/VimMOim/PPfd3nv5z1UTWxFD2/2MwzyYIP/73+P+Pv/p0kcSkJ/Z1tpCis3Q974y5hf/nUbRd1OkUvTjCTK25IS3v5plw9/2UcoMOikFIsqQlFH/iX5CaKqBpZVQ6bprh4aTztkltLr3+Jy+GPGaqeolOYpuBOYegEQpGlMlAzx/A1anc/p9G/i+U0Q5JUoT8H9WmYpnd51gqBNo36K6khCtKMP8QAv2KDZvkynfyuXyQhIkgfrw8BbI4x6NDtXqFeOUi7O4toNdM0B8rSiOB4y8NZod6/RHdzC85uP5tzYNJjczTj4yzaZpHc+M27znlQcG2P+APZLp+n+1Y+JltZQK2Xcl1/cZT/IPaaSvVth6BWHxu+dwGgU8K43WX/zPM1fXiINYsZ/dOaupEnSD4iaA2SUoNdc9JK158981HiksxDLzZNSen5CcyUm8B78gZ6RTwg3q3w2x8OqU0Av1VAMi8H1iwBobpHyibP0Ln9M2FxFNXOzosH1CwRrS6SBh1BVrKlZFN2gc+7dvAIl9Em8ffnOPvaGG58N+e0vWrz/0xat5WjPxMZeEAUSr5dg2OoDDV4AFC034B20Y+Lo+ZsIBsOU658OSGNJrxlz5vUyk4fs544g2sfeoWk2rlWnPCqV1VQL5YulnPeAH3S4vviPz+SA93lBEgzoL10h9nqE3d219887MpmS+gOGqzeJ+m36ty6h6hZCHZUmj2bCWSbJ0rwyVkYhSTAkDYak4ZOZ0CuOReH3XkafapCFEf1fvEcWJagFOzdc/f7Z29zeyVNwZJYnHtwD+mSNwvfOolZLuZzm48tkUYxWK2G/dDw3hh01u4XszglFtrnKOXpGmEdncb55ErVaJPj8JmmrBxlotRLu6y/ddX+yOLnvPj8pbEpluE8Rd+BJ7lWEdL+/7xWZ5J5EyRcR+pK9nL6ZvP+2qQRvIGHwhe9KCIRhYB09DIB/7jz3s2MN/YzQ3+6H77cwzBKuO8HMgdeRMkERCoqq0+leY9D/CmVxjxCpjPHDDmut83QHt9A1G0XRAbElJUrSPCkoiocjiYlgYeUdmu3LeZVL2GG3SXQY9VhYeYe11nkURcvjgJO9LTL2h6t8evkvgJzcCMLuXRc4Nvuw3vyMbn+zD9rOPiQBQdQljoej573g1vJbrLfOk8qYMOrv2ofbkWUpUeyRyoQk8Wl3r6Fp1uiz2KpoiROfMMqPl3xEY4ssiojXmjgvW6ilAsI0yMIIbXIcxbaI15r5BfAgbd4rfYCc6FYMHYEg7Q+RnodWq6BPjpG0dqtqerC5kOYYFI5PIgyN4bV12m9fJWoPc9lndA/yJcuQUZrLeCwdxXxykv1HSppsJqlkGXlc6pd45giRu2OLfKGFJMoJFM0pYJRraG4RoWpkaYJQNfRSjSyVxEGHsL2OXqoQrC0SbqzkPiduCc0uIOOQ4c3Lj7K7+3iOsRmTvXzV56M323zwszYr1x7cBf1+6DUjlq/6zL9QoNQwcEoqXu/+AxCnrFGq62i6YOGSh9d9Po2PB+2Eyx/0iaOMYJhy5vUKB447aMbzaza8j92hqiYldzpfISvOY5llNNXcU6VJmkYkaYCiLD5gZco+doOiGehuGbtxgOHqdeLBzkG0ZhUwK2OAIOptEPt9FM3EHZ9Ds9xtScQXvgvVsDFKdQy3Qn/pc2S8855rFGvobhkAv7WMjAKEqmMUaxiFSh7fK0BGIWFvg3jYRSa5DFdoOoZbwayM428sohoWZrGOYlhkMiHsbhC0V/eQYvPokI5IkGcFim3inD1O2vfwL9/E++ACWRCiT9RRS+7OjaUk84K8EsW6h/miALVWxnnlNOGlm4RXFgjOXyMLIoxDMxhzU9ukydZ7BIpl7CwXV5VcGqSKkRFhhn5gAvPEHOGlmwTnrxPfWgUhMI/MYL907O77tJlVu49nFkLXMCYngZw0eVBE0QBvuIZpFFFUAyFELvlIAjrtq/i7yGqeFWRZih808YPmXt9Bt3+Lbv/eprabcpgvgyjus7L+0Z63l1mCFzTxHqAPnf4NeOD18ow0Dbe8Xb4qZHFC2u6SrG2MpI6nyMIIfXKcLMtyj5NRko1SKmBMT6KUC3nksKZhnTyK9AOSVocs2NvcJYsTUs9H+j7GoVm0ehW1Wh5JIx9+vC10DWu8TJZIwrUewXJnz7xLlkrSYYRecxD6k7MjeKSkSRxlJLFEEWDaKuqX8CBQNUF5pMWMI4nXT/P0EMNEK5QwKmMUj5zJXXrTmKi1RpZsGySxldmdx02plk2WJqTho5/w7uP5RCbzks1eK+btv93gwzdaLFx6PCt7G4shl97rMnvSZeqwzfRRh5vnh6Rxhkx3aoOFkpvAqrpg9oTDxEGbNMk4/5sO3fXn158niTI+/6BPZzWitRTxB//1JLVJA9P9cveYfTybsM0KjeoJZsZfATJSGRPFXr6grduQ5b/bTC9QFAVFaCiKThj3GHhrdHrXkfvynIeGajoUpo4w/dq/5tav/5JeMEDepgGwqhM0Tn8XmUS0Lr9HEnpotkvtxGu4Y7Moo6qKaz/9Pxj426NYzSlSOfQNygdfJHrj/yLorO0gMdzJw5RmTyHjgLWP3yRMInS3TOXQC7iThzEKVYQQxF6P7o1z9BcuEbRXgQzNcChMHWXsxR+w8sFPMAoVyrMnMYo10iSi/fkHRIM2afh8EtAPDSFGkpsK0c0VohvLZF6QpzyUC6jVnUb/WZQQrzbRZ8ZRa2WEqZPF6bZZoCLylVIll/xo9TL9hVXipXWyMAJVQauVUIrOnbuiKqj1MkrB3tL1q0UHteAghCBpdslSiVqwUUyT4OIN0o32VhKONlbLdfwPPoPax1cBRSA0DaHl1QNkMpcWJAlCUxGaPhrqi/z3I08FYYyItFHyCKrC5uqtMM1cPjaqgsrCKJcq3MOAZThcZThc/Yo6vY993IYsIwtCvA8/xX7xJIXfeRmEQtofEJz/HP/jC1ukidao4b52FsW1Uat5Qq37+ivEq+sEn10iurUMUuYeT+FtlT9SIsMI6fm5qetgSLK6QbLewnnpdO6hOBgSXr05uga3n41ZFCGDEBnFeyaYhaqg2Dpxc4gMkgcrVMkyZJrypGMnHylpMuwm+IMUVc+dty3nwVf0TFvh8BmXQlnFH6RsLIakSUaaekTdFlpzhdZH/0wy6AIZmZSkoY9qu/lNU9O34j2zTJJ6A4RuoH3N01/2sXdEYca1Twe8+f+u8PlvB3TWHh8hsX4r4KOft5g8aHNwlBTz/k+bLF706KxHhMOULMvJRKekUZ82mT3l8vIf1nHLGhfe7vLBGy26j3Efnxa0VyM++FmL5as+v/fvJjj+SpHa5JOPwNvHV4NycY6SO02WpQy8NdbbF+gPlhBCcPzQvyaK+jQ7l2n1rqGpJq49RqU0T6NynMFwldXmOVrdK4+sfPbrjNjvE3RWSeMQs9zAKNZG5AQgBJpdxKpN0Tz/G+JhhyxNiAcdlt7+G6zKBMWZY9RP/c4d7Ub9FmG/CZnEbkyThB7xsDNqV8Es1tDtAhs3PiENfcxSg+KB45QOnKRz/VP81hICcMYPUpw+hm4XWf3tG6RxPlAUqoruFKkefonh6jVWfvsGaeiju2WiQYc0evp8LJ4aZBlZnORpMuUC2niVeHEdtVbCPnM4j/C9DenAw3vvMyoHp7FPHyZt9wku3iCLIhTHRq0UiJc2kH5AFsVIL0SbqKFVS8jeELVexvnmCYz5qTv8RYSpY586SLK8gex7yCDCfe002kSNpNkjurGStxlEkEmMuUnixXXIwJifxP32GfTxWh6NvI+nDmqphHXoIMb8HELXkP0B0eIywdWrGLOz2CeOgqKiWCbhjVv4586T9no4Z05jHJgGVSWLY7RKhXh1FWEYFL7zGlq1nM8RDIPhu+8TLSwi/f1rfh9PL+LVDdLuuwzfHVXhSJkTfuF2/Hm8sEznr38CirJVfZclSf4KIkgS0k6P3t/9nOy2xY2k1UF+8CnBJxe27rHx8irdv31j22RW5oQlsCOpx/v4PEJRctIy3ttCQyYlaRAjDBXFeLBqEcXQMGoFZJTkhMsTwiMlTdZuRTRXYg4csTj1WoGLHw5ZuhYg9yh3LFZV5k/aHHrBxi1rLF8PuHHJJ44zEr9P1Gli1sZxpuaQaYyMIuJei7C5iozCnDwxbQqHT6EVy0TtDZJBj6i9jlFpUH3p9VxLPMzbClv7DPI+tiHTjH4n4bN/6vDbNztc/P/Ze+8nybL8uu9zn0+fleV9e98z02N6zJrZWWANdgECIAERICQKFBkhhUSGxF/0HygUCkl/gUKiqJAYFAiQFAMLEIvdBbBuBuOn3VTbquryLn3m8/fqh5dV1aa6q31XzdSJyKjs6qyXN1/e+969557vOe/XaVQi4vDpyXR7Rx1OvNVFtsukNGBTGrTJ95g01kK8VrxRnqbpYNoaqZxBodekfzxFHCamb9/+R0MoeXvowp345MdlJt7bGQkAj4o4UjTKIb4r+ev/d4mFGy7HzuY59HIOwxC3GQXu4YuHtFPCtnIEYYv5lY+pNW7i+TUMw+mU3/h4QY1Gax5NGLS9Mq5fJY6DJCow3UejtUAYuXwZDUifKGRM5LVor8xgpgtY+Z4N0sRMFzYUH255gbDjH6ZkTNiqohkmkddiq+9gnVzxqyukSkN4laWENBECO1fCSOeQcUh7+SZx6JEZ2E+mZ4z26iyt5Wm8yiICCN0mqdIAdr4Hu9iPW54HEvWp0HWCZoX26hzu2hwyCgiaZWQc7biSjEIhiYINfEWzpXjeIinp+rTev4A12k/mjRdwjh+AOEYFEf71WYzero1zqIKQcH6V9kefY+8bIn3mKM7JAxDLxFuu7RHXmomEfLVK691zGL1Fct98jbjZhlgSVxuE8yvo2dvVJsoP8S5Oohdz5L71OpploheyRCsVvM+nUF5CkgXTi3gT09gHRjC6i0jXhyjCvzaLXsiiHqWGfA9PFcIwMHt6sA/sx5+a7pBqPnG9iQpCotVVXCVBaJj9fQjDwBodIVxaQi/mkZ5PMD+Pns2ipVMAqDjGn5omXHLQUinM/j6MUom42dojTXYYnOExzHwRJSX+0jxRs3HbQv9LhyhCNiNo3ruMUwUhcbDNOYolce2OpLo4TlQmtx4rjO5+3Vbv6XoPPYuSfoS3UMXpL2CWspilDGGlve191+rNkR7vwcjYtCaXCWvPMDHuDjxR0mT6ssv+kynGj6XYdyLFsVcz1MshC1P+Xa7W6xAiKTko9BocPJXmzDsF+kZsNB1W5wOufdYm9CUy8Ahra3jL8xiZLLppITSdqG2B0FChR9Ss460mkyPdchC6joxDvKVZkBKr2IOKI1QUdmR/e9hD4l/iNmPW5n0mz7f48C/WuPpRA7f59JMJhg6lee17PeS6TdIFAyet36ae2PC6E3eTIoEvGU1l2H8qi26KDYXVVlib93c9aQKJ0tZrxUz8bZ3qckB1OcB3JYP7HQq91hcmenkPd8MysuiaheuXKVev4QWJUZymmZ2SHICk7lwSEcUeYdQmjgMOjL5DPjdKy1vD86tItVeC8biIfY/m/HWygwew890bPiV2vhsznSNoVgiaFWT4cGljYatOe22O7MB+zHQBmEVoOqnuITTd3DguCqxsF6nuIRoL13CKfZhOduM4yRzAxC704leXN34vAHdtDq+ySOwnk6/IbT6JU/LEceiwwdi4ThzDJx+HrCzHPGB5+lOB9APaH02g/BBrfBA9n0XWm/g3Z1DXZhCGQVzvEGISZNvD/fQKstHGPjyKXsglnjNugPLDxGxVKaK1Gs13z5E+cxSjt4SeTRPXmngTU0RrNYyB7mQ3U0G0VqX9yQSt9y9hDvZgjQ0gHJtotYp76QbelemN9oazS7R1jdRLR9FzaTQgWm7R/uwKKo5R7uZurQpDwqUy7U8mkI3tJ/J7eDoQloWey6Fl0ng3Jokr1c3/1AQqipCtNkpK9GwGPZ/H7O1JTBA1jXB1FffyFcy+PozuEknCmkD5PnFn913PZdHzWbTM3aVfe3iOEIL02AFSw/uQYYD0PWLP+3KTJl8gxC2fxqV5rFKG9HiJwktj1D+bIaxvTVwKQ8PsSlN4YZTCi6MIU6M9uYq/9PzWMk+UObh+rsX4UYeX3ymQzul87TdLZIsGf/XHqyzfDDbTQQTopsCyNVIZnXRO56W3c7z+nS5OvplD16G+FjF7zePKx63EKRwIG1VqEx/f8/3DepnV93501+/9tSX8tWegKlHJAvx+i9c97BwopTZMixeuu3zwH9d47wdr1FeCRzIxfhTkSiYjRzdv3Le6tz8IdFOgoDNG7j3Jk/EXbwK4OOmxNu9z6d0a7/zeAKe/VmDgQCqJJxTsjcMdhPVUCxkniqFEffhwfVLTTRQKP2wSxf4tzvoKqWKE0DspAJuIIpdy7RqDvS+RywzSld/HSvnzJCtzD48FGbq0Fq9TGD+Ble1G001kFOAU+9Ath9bS1EMTJgBhu4a7OkvpyGuY6XySKCMEqZ4RlIxw1+Y3TGR1y8HpGsAu9Hb62O19yl1bQDft2xhnpRRhu04c7Hyfszfesvg7v+WQL2j8r/9Tg1/8XLEw/xzVEVFMOLdMOLe85X+3P564+09WKkQrFVrvnb/nYZXrE9yYI7ixfSKJd2kS79Jk5/mN+742rjVxz13FPXd3CEAwOX/bv2XTxf14AneLz7CHZwct5YCuEdcbSWbwLUgScQ7iHD6IdF30TAYVRkS1KnomA2GEcr0kjaPZRIVh4qOQy5B59eXk2EqhZzLEtdqeOnUHwu4dJDV2gNht0Zg4l6SJ7eELgbDuUnnvOrnjQ2QODzBgGqgopnllcaNcRwiBZuroaQsjY1N4ZR+97xwjf3IEGUTUz8/izjw/E+YnSpr4bcnEhy1+8kdr/Mrf76HYa/L6t4scPZOhVo4Y2pfsoBuG4K3vdXHqzRymKejqs8gUdHJdOlrHt+m9/1jlo5/UiJ5gvOvThAKk3IxK3sPORxwqyosBH/5wjYs/rzF3rU2jEj0zwgTg4i+q/O///ZWn/j6zV56fnO1pIgoUlaWAH/8/C1z9qM7xNwu88q0S+W4T094biDsFqqMQmjzf5NzfVLlxvkHoP/y1XSDQ0Lkje5RYBuiagaFv7XEThE1A4Vh5xJ6/1ROBjKKNhBrdtEh1D+GuzWMX+tBMm9biJDJ8eK+lOPDw66tE7TpmJo9T7CVo1Uh1D+HXVnDXkoW16Hi+B60Kq5fexassIu/wJInDgMhrEAceWmqTUFNS8txrXR4Avb0axaJGva6Y+DyiXN75bd7DHh4H0vVASoxiAfRbliiawBocRHMcgrl53AuXsA8dxOgqJqUHzSZ6IY9Ip0AT6NkswjTRHAdrZAQVBLhT08TNJs6hg2jW84st3cO9INBSaTTLIqpV8JcXkHshHl8YxO2A5pVFKu9eQ2iHyRzsZfwPv0ZYdzFyDkLXsPtyDP7Wy/R96yRmMYORdzALaYJKi/Ivr9G8ukRUf3594omSJlLC4rTPBz+qYjkap97M0T9mUeg2CHy5oTTRdBg7mkJKhWlppDIaCEEcKcpLIRfebfDhj2vMXvN2Tem5jBV/+4NVaqshw0fSDOxz9nwWdigCT7I27zN9qcW1jxtc+7TB0pSH50oyvWliPyZoBcTB05+gVhZ9WtVtpIdCoJsavcdK2EWbmz+b29i5f1AE3hdzsq1UQpyszQf4bUl9LWRp2mP/6Szjx9MM7E9hWPcvXdrD00O9HLIy47Nwo83CdZfFKY/FSZfqUkj8kOqnWIYowDBujxlWShGGbaxUD7aVIyFUbj+2UjJJU9PuE326h4eEQkYhXnUZO99Npj+RVOt2ijj0k0jgR1H0qMTc3V1LYoHTPaMgdHTTIWo38GtJxKRSChkGxF6bOHDxygsEreoWx9uqn6ldMbVIZ5Jo9XI5plpRBA8v3NnDHnYVpO8T1WpE1RqpE0dRfoD0POJG4o0kDAOjq0g8OoKeySRl+L5PuLKKOdCP1d+PeDFJetLSKVQQovwAPZvFGugnrqfQTHNvd3OHQnTibWUcEbvtJOFoD18MSEXcDqi8fwMZxhRf2UfmcD9WTw5hagnZmbHJHOwDQHdMYi/EvblG7dwMaz+/ir9cT8o6nxOeuLFHqx4zeaFN4CU+EUdfyVDqt0jnNOyUhtAUmibIFg2UUsShot2MaTdiqisRk5fa/PTflZm97tGu757BImN4/8/XWJzyOHo2z5GXc3QNWORLJqmcgabvlQs8T8hYEXiSejlkddbnxrkmn79b49onjQ2/HcPR6T1eor3qUp2uEwdPP5EmChRRsH0/NxwDZZnoGYdW/SGjur4kaFYjmrUmUxdbzEy0OP56gSOv5egetMl3m3sRxU8ZSilkBG4rpl2PaNUiFiZdpi60uP5pg5sTbSJfPrJVQBi2kTLCMFKYRoooaiNVjFISL6iRTfeRskukne5bfEsEum5hGCk0od9S0rOHJwW3PIeRypLpGyfqeISEzQqR++hxrjIOaS5Nkhs6TLpvLEnCC1yCVpXY7xjidcpswnaddPcwXnmRyG8j4xAhNDTDSmKoA4/desEUAsJQ0WgowlDt2WzsYggBlgXZrCCb1UinBZYtMIwkqEJoAhkr4hiiSBGG0G6r2x7P+vvXdUilBJmsIJMRpByBaQkMnY05rZIKKSGKIAgUvq9wXUWrlTyih+VN45hodS1JyhkcQhQ04lYrGe9Ly8S1Gnohj9HTnShM6nXiWp2oUiVcXcMa6MfoLiHbbaJqjbjeIFpdJW41EZaFls0i2y4qDJ67CaymgWUJbBtsW2BZAtMEw0z6hWGAoQs0PUnoaa+bHgAAIABJREFUFsn+crKWUJsl5uuPWEIcK+IIok4pbBhBGCiCYPP7CUOeqaL6YaDiKImZV7LTyL2L3sNC12/pV47AsQW2nfQtXQdNF2hact3RtM44Vsk4vvURxYooTPpNcEsfCgLwffXIfah1Y4Wo5ROsNSmWW9j9eYysjWYaCE2gUKhIIv2IYLVB7dwMtc9maN9YebIn6hHwVNxQA18xebHN3HWX4YMOL3wlx+GXMgwfdCj1b5o1RqGiUYlYvOlz7ZMW53/Z4PLHLQLv0SfWzxPtemJQee2TBn9dMHj5V0q89M0uDr+Sw8noe8T2c0QYKJZnfD7481U+/nGZpSmPKLi9k+mWzvBrA6xMlGks3tup+nkg8iIm/2om+ccuHBvPDCqZKFz5sMHk+Ra//A8mL/9qiZd/tcT4iQz6nlHsU4XbjJm+1OTz9+pc/EWVpWkPtxk/keu5H1QJoiaWmSWbGSCMXIKwgVKStrtKlBsnk+5lqP8V5hbfx/Ur6LpFJtVLNtWLrlsE0dapLXt4dLhr86R7RkkdeJEocIncJu5jJtPJKKS1OEV+5BipnmFkHOKWFwkaldvfu7yAne+h58SbhO0aMg4JmmV00ybVNYiMQppLU6h4dxoJtloK11NJ+uPe/GFXw7Kgv1/jhRdNTp82OXrUZHBIo1DQyGSSBXOrpWg1JbWaYnVVcuVKxMREyOWJiMuXI+L42frTZjKCgwcNTp4yOHnS5MBBg54eQT6fkD6GIQgDRdtVVKuS5WXJ/FzMtWsRly5FfH4ppFpVd1qTbIu4Vsc9dxH3/KXOb9TGZTtaXaP16bm7fg/gnr+Ie6HzN+u18p0TVvvhT7b8m+cFTUuIksFBjcEhnaEhjaEhne5uja4ujUJRo1hMznUqJbCsZCFsGAJdTz5WGCak1Do54rqKZlPSqCdEa72hqJQlKyuShYWYxUXJ0mLM0lKM7+9Er2NF3GohgwChmwjTgmgHMzw7EEJAOi0YGNQZHtYZHdEYGdUZGU36VjarkUqB4wjSKQ3HERhm0pd8Dzxf4XnJo9lQlMudfrMkWVpKni8uJP2p3X70DuQv1fGX66z+9Ap2fx5nII/Vk0N3TFQsieoe3lINd7aC9MId01mfaoRM6CsWpnya1ZjPftbATmtYtrZh1BjHiihQ+K6k3YhpVCOCx9iJ3CmIQkWzGvHpX1eYvNCkNGgzejTN+MkMI0fS9Azbe0aVzwChnyhLbnzW4PonTaYutVib96mvhRvmwgBWzqT7cBejbw0zcKaPwnie/tM9+I2Q1Yk1Vi6tUZ9N0hWy/Wn6TvfQf6oXzdKIg5i1yxVm3lvAr/koqciP5Bh5fYDWiku2P01uOIth66xdq7L02QrtVZfhswNYGZN0TwozY7F0boX8cBanYOFWfK784AZe1ccp2vQcK9F7optsf4bmUotP/sWFjZu+Zgicgs3426Nk+tJEbki6J4VmaFSn6kz99QztNQ8ZSdI9KYbPDlA6VMTKmMhIEfkx1/9yisr16kY50vBrA6T7UgTNkO7DXTgFm6AdsnalwvyHi/i1p6/AeRKIAkl1OeDDv1jj+qcNhg6mOXgmx6GXsnQP2XtJO48JpRShr1i+6TFzuc3Nz1ss3nCpLgc0qhHNSkTgPRnCBKDZXibvlUnZRXLpAVrtJYKwgVQRtcYMpfx+suk++ksnyaX7CaM2IHCsIpl0L65fod6cR+6pTZ4oYt9NCIvQJzuwn/KVD/Gqt5MmVq5EfuwEqdIQVq4LK1NEN20GX/0uYftNwlaN6uT5zUQbJYm8JmGrSrp3lGz/AVYu/DRJzbkFQaNM7eYlNMPEKfaT7htHCA0loyTdZ+E6LE0+0ud6+22LP/xH6WS+8shnB2ZmYn7+M58/+7OHr62ZvBFz/ISkf0CnWNQor0nCHcT/6DocOmTw3V+zefXVxyt9CyPFn/+Zx/t/GzI9/XRUxqYJ+/YZ/Lf/XYZC4cENJj/4IOBnPw345JOHP/kDgwlRcvasxalTBsWiRi4nyGQ0bJuNRbCmJc+zWZ3ubsXIqM7hIwbfeMeiWlEsLMR8+GHShitXoqdWqmXbcOSowWuvWrz4osm+/TrZnEY2KzYW7+ttFgJMU+CkBLmcoL9f58gRg9fOWrSaimpNcvVKxKefhpw/F3LjxkN+r/e6edzvpnLr/93r+TNGsSjoH9AZGdYZGtYZHtYYHNTp6dE2lQAOHTVAR21irP8ETUuUAdotShOlFIYhOiqT5GccQxxrRBG3kSnrChPfB99LVEtLSzHz8zFzc5LZmZgbNxLPpOd9fXHnb2J196JnsqRGxnFnpojbzyfdLJMRnDxp8F/+Vxks6+HvAhMTEf/L/9wgCJ5e9zMM6OnROHDA4PARg8OHdYZHdPL5hBBJHglJYpqbKjFN27zuCJH0N9uGrBTIdcVSDGGo4/uJGMIPkhJR30/G9vKSZHY2Th4zMXNzMcvL8sE5LgUoSbjWJG56tKfXELoGalNpIv2dQ5jAUyZNlAKvJfFaASu3mKKvcwU76Dw8WajEZLSyGFBZCpi/7rI46XLz8xb9+1L0j9l0D9t09VsUeiyyRaMju9sjUR4HSiqiKDnvq7MeSzd9lqZcFq67zN9wKS8ExFsYC6tIETRCWsttVKwIGgGN+SZeLcAte0R+cqMXmmDgTB+ZvnRHiaJwig654SwjZweY/tksYTvCypp0HShQGM/jVXwa8y00XdBedQndCN3SyQ/nsDJG4uyuwdhXh2nMN5P3eLGX6Z/N4tcDZCTx6z5u2Us8TfLWrZsnid+JbdD/Qg9OwWbug0Xqcy1yA2myAxkGzvQx88t5/HqAihVhO6Kx0EI3NUzHoDCep7S/QNAINoihdG+K3uPdxEFMe8UlaASEboRf85G7xJgZOjsxfuJ3UlkMWJnxWbrpMX2xycD+FP3jDr2jNl39NnZKQ9sr3bkvZKzw2zG11ZDqSkh1uXNeZz2WbyaPynJI+JT8c1ruCuXqdaSMaLYWCKNEWp2U51SpNqZx7CKF3Bi2lUPKCIXC0G2CsE29OUe1PoVSu6fsczdAyZj26hxrE++h22lai5OEd3iLyCgkbFXRdIPIreNqs4BAqRgVx0ReizhwUXLzu1FxRGPuKrHvIgyT9soMkXe7AlCGPn51merkOVKlQcx0AWGYqDgicpt4teXE9BWIQ5/26gwr5zvkyzbk2cCgzte+bpPYHzz6tWFiImRq6tHSms59GjI+bvD1b1i88aaF7yumpuIdsVMOSblAoSg4cdLk7W9sbcL8oPD9xOz20sWnl2ylaVAoCN5406Kv78FJc12Hycn4gUkTIZL3OXLU4OzrFi+9ZHL0qMHIiI6miXuqjjUtIXZwkheUSgA6UaRotQxGR3WOHjU5dy7kgw8CFhckrvtkOoPtwNiYzpkzSXtPnjTYt8+gq3R/cmk93MSyBJnM5u+TRbziwAGdQ4cMTpwwOHcu4vy5cEPp8EVDsviE7m6N3j6Nvl6d3j6N/n6Nvn6d3h6Nns6jq6SRz2sbf/fw73WvP7r/wda/l2pVUl6TrKxKVlckc7OS+YWYhYWYhfmY2bmYRv3hVUKPBaVwZ6ewSj1k9h8hd+w0sdvGWwhQj2Aq/rgwjMSM+6tfs0mlHv5LSqcTpVC1+mTJKMuCri6NQ4cMxvfpjI0lqpKR0eRnqaQ9Esmj33ZJvP/f+76iXkv6z8qKZGU5Zmk5UTItdJQoS4uS1VW5bR+SQYQMdkei4VMlTe6FxyVLBBoWiRmgp3ZWGcVdUBC4kvlrLvPXXAyrSq7LZP/pDKPH0gwdTNM37pDK6IkSJ6VjOYkaR9szkb0vlFTEsSJwJb4r8VoxzWrI1IUW1z5pMHWhxdL09i7LoRuxdrVCa7XN8Gv9LHy2zOSPb9Ja3qx3FbrATJkMnx3Er/lc+4spIj+idLCL3hPdjLw+yNwHi4TtZOALTZAppVj8dIXpn84iI5nU6ilFpjfded+YxkKNsBVy5r84zfTPZlGxovtoCTNtoBmCoBmycqlMfbZFtj9NcV9hy8/g5G0iL2bm3QXqMw16T3YzeKaPoVf6Wfx0Bb8eELohlRs1KjeqKKlI96RwuhLSp7XibpAmAGbKwEwZfP4nV2kstJIobU2gdml0sZRQWw2prYZcfr9OacBi9FiGw6/kGD+eoWvAIp3XcdKb4+/LbOIspUJGitCXBJ7E9yReM6a6HDB3zWX2Spu5q20WJz18N34mQSR+UGeteo1me4lmexF5C/khZUS5NrkRO2waDkIzQCmCsEWztUC5dp16a27P1+QpwCsv4JUX7vn/kdugNnXhoY/bXLieqEXuAxkFtFdmaK/M3P91oUdrcZLW4qMpT54HPr8U0dPrMzau85WvWTRbiRK3XpebvgTbXJKlVDtUir970NubKH0eBEJAd4/GqVMG3/u+wze+YdPXp/M4yamGISgUBK++ZnHylMlrZy0KRY333wuYnIyo1x/9y9U0SKUFB/brfP1tm9/8LYd9+wwc5/Huf+u71yMjBiMjBmdeNnn9asS/+7cu77+fqIkeR96/U7BeDpFOJ2qbYmcxe+RIsvN/5IhOd7f+2OfzSWH9e+np0enp0TlyNLk2SAnLy0lp1YXzEZ98HDA1FbNWltRrkiB8NoFjwdoy7s1JzGKJ9PghwmoZEES1cmIsrrYvr1IyRnrP168GwDChq0vQavHYpIkQYFpQLGgMDGgcOWLw9js2L58xGRzSMYxn279sW9Dbp9N7C/mc+G9JJiYiLl6MuHQx5OqVmKXlmFpV4vlJnLCSKtnMkLtv/D8X0uRxYWEzbBzCFDaXww+fd3MeClGgqK4EnPubkAu/qHXSg3RGj6cZP5Fh/ESG0WMZ8t0m1g65yO5URJGiVY2YvtRi8kKTqQstZibatBsRoS+fqCrCsHVywxmy/WkGz/TRd6oHlELoGjKSNOZulw/KWLF6pUJzsYWMkjuNuuMCsa4gibyI9ppL5EYIkfiX6KaOZmgPnOATtELaqy616TpKKryKT9AIsPPWhoLCylr0nepm8OU+rIyJ0DVyAxlWJsobGenrcCsejfkWfjPYaPduJUy2QmU5oL4WMvF+DSetM3QoxcGXchw+k2P0WJp8j4nxJSZN4lDRKIcsTLrMdkpvZi63KS8EhIFMDAujZEH2LHe9/bBBEDZR3D0uXL/C4upnlOs3yKUHMM00Sklcv0qrvUwQtvYIkz3sKnie4r1fBpTXJP/NP8vwe7+f5s23Yt77ZcDiYozb3n4n2PMU165FRDuorGe3obcv8Zd4ENg2fOc7Nr/zuylOnjR50kEtjgOHD+v883+e4S//0uA//HuPH//40WUbjiM4fdrgH/7DDG99xSKfF3fsOD8ZZLOC0y+YjI0Z/Pmfe/zxv3H57LNwV9tVrJv7Hj9h8PIrJq++avHCaYNMNtnp13U2SiB2OjQN+vo0urstXnnF4u/9jsPlyxE/+1nAD//CY2H+yama7tsO0yQoL9O8chEz30XhpdfJHD6BtzBDWFlDBcG29/GoUad55eJTb+t2MA1BqaSztPT4hraWBYNDOr/2aw5vv21z8pSxYe66U/qXYUCxqPHqqxZnziTKyGpV8kf/2uVHP/K5MgVOf4HYC4maPnFr98nNdiVpIhBoGOi7s/koCZFUECaJLl4rxvdiFiddLvy8SjpvkC0aFHotuvqTR7Ev+ZnvNjGtL98ueBQqWrWIylJAZdFnZdZn5abH6rxPsxLRrIY0qxHterxlCc6TgNAEYTti7v0FJn+yuasppSRsRQTNW+SDShF5EXF47xmtkgoVq8QkPJKJP5mgY2D2cG2LQ0kcxJsER8dVXQgBAsy0SdfBIge/s4/Jn8zQmGtgZU1GXh8k9OK7JnUqUoRudBfR80XB+hiMQkXoSaYvScqLARPv18l1GZQGbfpGHfrGbXqGbIr9FtmCCeKLk1SoVNIHm7WI2kpSSlheCCgv+BukkttYT8JJfvqefM6lAeo+YbGKKA6QXpUo8tA6SpNYBkSxv0eY7GHX4Xf/fopXz1r09mocP5Hs/g8NJ14XrquIo+0TVeZmJf/j/1CnWlFoloHVnaHr5THs3iwIQVT3qHx8E2+xRuzuMStbIZsVFAqJIee9Fo6aBvm84O/+vRTf+rbN4cOPr9bYCkIki/FMRvDmmxaCxKPgFz8PHlq50dur8dJLJr/3D1KcPm1SKIinljCXlCUpil2Cb3zDJp0R/Ot/1WZiIqJW2z3zDCEScuHIkcQg99hxk/4+jZ5ejVIpMXHVd1la5npTdV10klfAtjVOnTLp69U4e9bkww9C3n8/4Py58Ol5dAhB6a1v4vQPo6fSmKUeNMtGsx2MdBYZ+EkJ5zbv7c3fpHn10nOX160rTRIVyKO1Rdfh8BGDN9+w+MpXLcb3GfT3P15p19OCEGKDSISEQDZNDSkTFYrVlaP3Wyex+wu0ry+z9ouruHOVXaU4eSDWodBjsO94+mm3ZUv4nuTGuRaBf/tJFQJMYdOl9WMIE4FGpEIaskxEgEIhEFjCIS1ymMIBFLGKaKk6vmpvTL4dkcEWDqEKcUQaXZigFB5tXNkgIkSgkRF5bJHGEEYydVeKlqrjqs2dT0eksUWaSAVYIoVBstDylUtbNoi4oy6vk/bRKEc0yps1XZajkSkaFHpMir0WhV6TQo9JrmSSzunY6eThpDXsTFJWYKc17JSOYXUu2ruMWIkCSeBL/LbEd2O8Zky7HtPqxJfWyyG1lZDacsDqvE9lMVnYPcnrooySSGzNuJ26lbHCrwfEQYxb9li9XMar+aCS0h1NF3epQtQ2u/BK3bIAVGz02QQPtzpXMumP94KR0kl3OxRGctSmaixfXCM7mGHk9cEt+Rml1Lbt/6JAyiT5ql2PWZry0DTIFE26By16hm26Bm2KfSaFbotM0SCd00nldNI5HSdrYKc0DHPn3cCUUsiYzRKbdozbSsaV24zxWsnPZjWivhpSXQmoLieP+lqE19qN3h8KqSKC8PkYxz0pRKHi0rs1yksBqeyzMSxu1SLmr7UJnpInzR4eHqdfNHnnmzZOSmzsJhYsQeEBS0UA8oUI00wm7VZ3hsLpEfSUhQzi5DZjaOSODQDQmlx9Cp9i98OyBPm8oFQSLCxsHbXZ16fxxpsW3/uew7Fjxsai5mlg/T4zMKBz9nULBDTqis8nQmrVB7tpl7oFr7xq8uu/keLNN20ymXt7rTwpCJFE6Y6M6tiORRgo/uRPPC5eCGk2d+5kQ4jEp2RoKEki2X8gKb85esTgwEEDy+ILV06v64KuLkGxKDh4yGBwUGdkJHl88nHiS+NtX/3+kBDYvQM4Q6PJP5VE+kmZjTAMdOPBNsr1dGb7Fz0DJEoTLfEpekisE6MvvWTy5luJp9Xp0yam+fTH6ZOEUrC4GFOrKYySTeGlMZyhro7B6/Nu3cPjgXrg8AGH3/gn/U+7LVuishyyOOkR+LebxAgEjpamXx/DEg6GsAiUz1wkacgKEQE6JkWtjy6tj5TIolBEhKzGc5TlIoFKRnxOK9Kl9eOpNhmRxxIOEklNrhKpgEiF6OgUtG4KWi+2SJF824LleIZIBhvHyooiJX0AT7mkRQ5LOChU51ghkXowM6PAkwSLidEibPq2JAs6g0K3SaHPothrUey3KPaaFHotCj0m6bzR8WVIiBNNS3LeRceBWwixYTwr7sh+F4LOej1RKGyMzfXnt/4CWI9vU5tPNwbCRoa8VBuR68niPpH1K5mQEXGskLHCbcQ0KonvRH0lZG3B3zDvrCwGeO2na4CnpMKreuiOQW4oSxxKIjci8uLEFHW5jV/3sfMWPce6qE43UFIlxqwS2mvuEy9h0UwNO2fhFGzMtIlh66R70sRBTORFyAd8v6SNicmtkTJI9zjkBjMURvPUZhtPtM27HVJCoxzSKIdMXUzGnm4InKzeMY916Bm26Rm26R6yKfSYpHI6upHs0mn67eNN0xJl2OZYu2Wcwdaqoi3GlOrU8kq5Tmpt/lwfW1ImRMn6uAo9SasW0Sgnxq3lxYC1dTXJYkBlJUiit3fhzeuZQQi0VArNcVBxjGy1UFIiDAPNthEJQw0CVByjoiiRED9IEbOmIQwDYZoIXUdoOmgCBfzyxxHqL2sQR8gwSozwHlDLLkwzeRhGp32b7utKKpCddnYe2zLPuo62fsxbPm/SL5MOuPHZw20iIjUt+azr7VuPhehAJdb9qDBChgHb1p/oOnomg9ANZOAj2+2kdHK9vaaZvEfHQVtJiQojVOAnn30Ho1aVzMw8XhtnZ2KijvrS6ctTfHGEuf/vU9o3yyAVVneW4d9+ibgd7JEm90Eup9Hfn0jt7+zeqRScOGnyB3+Q5sRJg2z22enlh4Z03nnHplpJElLOnQu3HTKGASdPmvza9xy+/31nI0HjWUGIxCfmd343zdqapNmQXLoUPW9hwG1IkoHoeJVonD5t8MabFm99xWJ01HgkY9DdiHWi6+RJkwMHDF5/w+T/+pdt3ns35ObNCPeJWoco/KWFDfPuR4W/srgj5jSGCV0lDfMhTVkNA0oljcOHdf7zP0zz8isW3d07pAbnIRBFUK8rpqdjKhVJut/A7ssDEKy18Baru0plAg9ImuS6DI6+/HyYu+VZH9O+u7MYmCgFK/EcrmqQEjkKWjd9+hih8mmriJSWZcQ4zHJ8k5noMgpFSRskIwpomsZ8fGPzeMKiJPLMRldoyhoSiUISkUx8YyLKcpE1uYhCoqEzoI9jCpucKLGm5u861lx0jYas3HWsx4GU0KpGuI2Y5RkfbWOhBpqePBeawEoJ0lmDdMEgk9dJ55Pn6WxHpZLqmM7aGpYjsFIapp38zrQ0DLOz8Ouku2gaaOvPO3FViGRxJjvRVHGUmEfGcSIbjsPEpNVrd3a3W7fvcLfrSSxpYtAZ4LdiwkDdcszkGFHnuE/7IrhupDr21SGG/8lpvIrP3N8usPDJMtXpOnEoufynNxg5O8Cp/+RYouQRUJtpMPfeAnMfBUTuk52EF8byHP+tg6RKDqWDRayMxdl/+hKNuRbzHy6yeG7lgY7jVnxqMw2ai21O/M6RJEnHDSnfqBIHu1FR8GwRR4p2PWJmosX8NTchSDoPwxI4GZ1CT0Jc5ksG2S6TdF4nkzdI5QycbGfMOXoy3pxEnbI+ljRdbCxC14mPOOqMhc6YikJF4MX4rWRM+e3O2GpL/FZyTWhWIxrVkEY5olkJcZvxxnE2f24eO453D2EihEaSuKJgC0+Tp/a+lkXu7Flyr7xGWC5T/dEPiWo17JFR0sePY/b2oadTAET1Ov7Nm7jXr+HduLEtGWHkC1hDQ9ijY5h9fRiFPJqTAk1DhQFxs0m4sop/cxr32lXiRmPbYwrTxB4bw9m/H2toGLNYRNg2KIUMAqTrElWrhEtL+LOz+LOzCSFzn+OaPT04+/bh7NuP0dWFls4gdB0VRUjXJW40CMurBLNz+HOzRNUayK2vK3omg9k/gDO+L/nMxSJ6Og2GjgpDZLtNVK7g3ZzGu36dcHXl/m0rlej61ncw+/twJyao/tVPkL6PNTxC6tAh7LFxjHwOtKS9cauZfEcTn+PP3N889nnj//jfWvyr/7v9WMeIIjbUB0opZBgRVtsbO31BpYX0IlS8pzC6H5JIXW1L/4AXXjD51V+1eeFFE/vxQoQeCdms4Df+js3MTLQR+3kvWFaimvjt33b4+tet5+qHoOvw/V93aLUVk5Mxrrt9udmzgmXBgQMGX/mqxTfesRkfT8yAU6mERPgywrZhfNzgn/6zLEeP+vzpn7r88hdPsKRPKSrv/xT0xzvBKo7YCRMb0+woTR7y4wwO6bz9ts0//sdp+vo00pndSdA1GopLF0Pq9SRBR2gCzTGJam2ipoeKdt8954G+Sk0H097+S5OxIgySha5hCUwrSaG4E7deFO9kt2WsCHxJbTUpx5i74RP4d59YiSRULg1ZJiQABI5Kk9O60ISOoSwckUYS46k2bZXItWtyhUFjPxlRhFvmdFLFtGngqhYedyfyCDRskSYt8hgi0VpltS4iFeCJO2IQN47V3PJYjwspOwaM4b0vCpoOhpkQIaYlMGwtIUMsgWEmiz1N31z43fn8NiXKugrlFkXKbUITqZDrihJFZ+c72QGPI0kUdsiPUBGFyb+jQCXlOF5SihO4EiNycFQGG4c6ZQI85DNcHMlQsnJpjaAR4HQ5yDCmsdDCrWxqEKtTdeIgpny9trHQ9etJRLHskA/NhRbXfzi9Yc56J/x6wM1fzBEHMUErRMWKS39yhepkDYTg4r+5Qn22QezHuGsuU38zi2HrmBkTTdfw6j5BM6S52ELFiTrmyg9uEHmbhI1b9lj4eIn6bAO34qNiRX2mwcU/voyRMhAI4iDGbySLpXZ58zMunV+lcqNG0Aw24pa3g2ZqpHvTjH1jH/nxAiqWuGsuMz+9SeVq+VG/kh0FJZMI4/COcyJEokRZm/exO+k7lq11xlznOmiK24iW9XSeW8fX+phSWyhJlOJ2IjFUm2OrQ1CGgdwoxQm9pNQtCpJrhHCSRbPyn31s35PCSP9ZbCtHo7XISmUCKR98sjbU9wqWmaXtrbJSnnio2GEhRFJf3dODlkrh7NsPQPr4cYyuUqKWMHSEYaLnCxjFImZvH2ZPL+1LFxOi407oOnouR/a110gdOIiey6Gl02iGAUKg4hih5zAKRczuHqyhIcy+PtqXLuHfnL5nW43ubtJHj5E6fDhpb4fcQCnQNPSO2sLs7cMeGsbs7SUsrxE3oq0VHbpO+tgxUoePYI+OYuQLiE4bgYRN7+pChSHW4CDO2Di1n/+cuNlEbUHG6vk8mVOnSJ84hZHPo6XTCMtCdD4zWQ06n9ns78fq76c9MYF7eeLe34+uo+fzGMUu9EIBo7sbe3gE5+BB7KEh9Fw+aXNndah8H+X79z2POwWVioLKk5v8qzhJLCi+MIK/2kRtBGWmAAAgAElEQVRJiVlMI0wNGe2R5/dDLi8YGLydNNH1JPrzq1+zeesr1nNTH2haYsD49ts25bLk3/6JtyX5IERS0vN7v5/ipTMWhYL23KT+t5YYvfKyyZWvWfz0b/ynUPLxaHjnHZt3fsXm9GmT0VGdTEY884SSnQZNS4xHe3t1vv621fGsEHzycfhYCU63InYfjyTeSTCMjtLEfLB+s+5f8q1v2fzKrzqMjenoxu4t/apVJefORRuld0oqpBugwt2ZnAMPSJqszgf88k8r932NIpnUa5ogk9c5cDqNpgnazZjKUkijEuG1ZSd5ITl5QksW8JajkS3qFHtNckWD0FdMXmxz40Kb2eseXnsr0iQmJCAgucLGKiIiQiNZEOrCwMAk7JTXrHuOJBHFAktYtx0vJsZTTeIt1CCJN4pNSR9AQ0eqGIlEdCxpBXf4XxDjqtYTUZY8KmQMQSx3VX16jhzd9JMhR0hARPhMSRMlFe1Vd0uiYx1hK6R8tUr5avWer/FqPt75e7tCR17E2pXbx9Pc+4sbz1vLmzcNr+oz/+HSfdsdtiMWP1m+q53VVkh1qr7xO78ebHssgPrMw5fraIaG05Vi+CsjDL46RBzE1KaqVK6WvzCkyb2gFB1CMPFF2VEQgG5g9PdAGBHOb//971SUCgfJpHrRhMFa9SryIa6vXfl9ZNMD1JqzrFWvEm+nX98KnTKQ1JEjqChGmBb+7AzSdVFKoTkORlcXZk8vqSNH0PN5oloVf/omcouJoNA0zFIJPZ9H+h5RuYz0PaQfoKIIzbYxCgWMUgln3z6MbBbpuoQry8gtNNHCNLEGh8i+/DLWwCBRvU4wN0vUaKLCEKFpCMtEs+2ETDFNNMfpOAJvMYHpEDuZk6dxDh1CsyyCxQXiegPpeUmJkpmUKCXlS8lD6Nq9lSFCoOcLmN0lpO8TLC0m588PkGGAZlnouRxGVwl7aAgjlwOp8GdmkgjJbWTbRqFI6sgR0oeOIGyLuNkkWF5GhRFC1xCWhWZZRNUqKti9BOKjIqy2aV5bxsg76GkLVGIO686W8Vf2yjTvh3xeo39A7yxgkv5t24kvyKuvWezb9/zkB+vmsKdOmywuxrz7bsDKsrwr5rS7W+OFF5OynKHnEFO6FRxHcPSYyTe/KTl/LmR5WW5bXvQs0Nevc+yYwalTj2BI8QXG+kbP2JjRSQgSRBFcvBBSfUA/nS8LNpQmD9CF0mnByIjGd7/r8K1v25w8ae6YVJxHRbUm+eyzcMOgWvoh7lwFqyuDnjIRho7aZWT9A13lr37a5uqnU9u+TgjoG7V48Wt5Ro86tJswc8Xl05/WuX6+zcpsQKMa4bsSJRMFVjqr09VnMX4ixak3cxx/LUsqo3HzistHf1Vj9urWjLlU6q4FdccmABCdjAXVITY2zTUTiTdbRFaqThnN3W+mY5ASOXq1YWbiKyxGyQ7VkHGo429y55EUkpidIA/bTchRoFcM4qg0y8zSYpdfMZ4yBBraPc6RJL5PysgediQ6Xg/JnVIlF9RYbnpOGEayIO1s0akoThaRQiAMnQ2TFCFQYQRSIgwdPZ/DObwf2XaJ1irJjn7c+TvT2Pw7pVBB2HkvHaEbiexl3Qsiltv7S+xQxDJC100cu3AXyf2gEEKAYZA6eAj3xnVqP/8Z7uUJpO8nHhqWRerQIXKvv0Hq8BGcsTHSR48h2238mzfvaFBMVC7j3riRlMqsrODdnCau1Ta9UDQNZ3wf2RdfIvfGGxg9PViDQxjdPQRzs3cRE1o2izUwgD02jooi2p9fovHB+4SLi7e8SENzHOyRUYxCARkGyFZrSzJCsyzM7h7sfeMY+TzezWkqP/wLgoWF20gbYduYPT1Y/QNojkOwuHhPP5e4VsObngZNIyqX8W9OJ2TR+vayEFgDA2ROnSb/5lvoxSLW8BBmfz/B3BwquH9EoTU4gJZJI0yT1rlztD+/RDA/v0Ea6bkcZm8v0vOIKvcmvr+ocBdqBJU22UN9OP15hCZoz1VoXl8hauy++MdniVxOMNCvbyxkEpGV4Dd/M8Xhw/qOWOCUShpHjhqcPWvx13/l37aIFQKOHDX45jdtxsb0B979fhYYGtJ54w2Lfz+u02wqGo3nP3e5dCnk+CWDF180N9Wge7gNAwM6v/4bDq6riEL48MNgt04RngoMI1GibTfWdB2GRzS+/R2H3/8HKQYG9F1l9roVpFRUK4qLFzZJk6jlUz8/S8/Xj2J2ZzGLaYJyc1epTp4oNZ7O6bzwlTzf/c96SaV1fvxHq3zwoxpLN318N5GKx52IVYA4glYjxnc9yssBkxfaTHzQ5O/+1/289f0udEPwg3+xTKse87BpkaHy8VSrk2aTQidJvCmKXkDRlg+erpAsTnViJLGKUUgMLHJaFwJBm/r2B9nDfaGhYZPC5vmkNO1GFEQ3vWIQjbvTNRblTWqsPYdW7eFRYY4MYI2PYPZ2o+IYLZUimF/EOz9BXGuQOnkYa2wYYVmga/iXbxAurqAX89gHxxGOnXgQZdK45yaIllfRHAvnhRNYo4OoIEQvFAhn5wlm5tEyadKvvpjswNsWUbVO+/1PiWsNnKMHsI8eJF6romVSSM8nWljGuzYJ4c42z9wKUkaAwNCsbV+7HYKFBdyJCdwrlzcIEwAVhng3bqBn82i2g7N/P86hQ/hzc3eTJh20L17s7LZ0zGNvnXFKiT83i+bYOAcPYpRK6NkMZqmLYH7ubtKko6JAKZTnEa6uEK3eYewpJdLz8KanNkixe5mhCl1HT6UQQkOFIXGthj83d5dCQwUB4fIyUaUCQkP599fX+5M3CObnNj/zre+vFOHqKq0LFxJPluERNNvB6u0lXF7aljTRbAeht6j+5Mf409OJoiQMO6RfTNRoELsuSNWpe/9ywSqmSQ0Xac+UaU11+oZUOEMFQtvFX95Tm9wLuZxGX3+STAjQ06Px8ismp04bdHXtAMakg+Fhne993+GTT0Kq1c3rSaEoOPOyyde/bm18hp0CISBf0PjmrzhUqy4TE89/bF6eiLhwPqTxfYdsTuy4c7ZTYBjw7W87VKuS5eWYyck91mQdppkkEG2nNDl4SOe733X4g/80vSsNX7dCuayYm4splzeVY2G5xcqPLpEe6yY1VKT3G0dZ/ME5Ynf3qD6fKGmy70SKI2cyFHtMJi+1ufxRi+nPXXz33oxHUkaiCPwYtykRAiY+bHH8tSyHXshw/NUs537ZwN+iROd+SMptWqzJBdJajlFxFFBYIoWrmtTlgy8oYyJ81cZXbQpaz4a6RCiQPP+L+26HQGCTxsJGR++odPawHXR0NHRaqk5MdJuyZL1sbQ+7B8Ky0HMZhGXiX5pCK+QRlolz8gjBzDx6sYD0A6Kb82jpFHpXAS2fQzaa6F1F4kqVYGkFo6uA2dcNUUS4tEK8WibOpombbYKpm8TVelICohT+9SnQBEapC2FbWPtG8C/fQC/mMfu6CaZmiMoVlOcT1xuJQmUXQtN0NKFvKA0fB8HyEsHi4t0lMkohPY9gfo6gvx/nwAHMrhJGoYiw7C0X/LJ9f88rFQRE9QZRtYqez3dKalJbRl1I10vaJCXCsrAHhwnHlwnm5pDBLck7Uia+HtyfgFBRlHiThCFoGkaxi/TRo/izs8T1+ibZoRQqDB8sLQgSVcl9jAtUGBI3k89s9vYlKUXpdJKA8wDHDldW8aemCCuVxAX1VsTx7cTULoHQkvjJfft0RscMursFtiNotRRTN2Lee3dz0qlpidRbNyAMFK67ya+ZxRS5w/20p9eI6sl3IAyN3KE+2jOVPdLkPrCspESnUNBot2NGx3Te+aZNd/eDexY8C+TzGsePGxw+bFCrSqrVJOHv9dctXj5j0t3z/HxM7gUhkv795lsmf/tewNWr0XNXLDSbiskbMR99FHD2dYtsdoedtB0CIQTdPYKvfNWmWlX8y/+zxS17CV9qbChN7pGeYxgwMKDxrW87fPs7DgMDCTO308bno2BhPmZqKr7tFiyDCG+xxspPPqfw4ii5UyNg6LjTq/grTeK2n6T7bYOo6RE3n48y8omSJgdPpxk7miKKFJc/arE47d+XMLkTcaSorUV8/mGT0aMp+sdsTr6Z4/LHrdtIk5iYtqoTsEnfSWJ85VKXa51YX0WgPJajGUr6AGmRQ6EICWjICg256SkRKI+WrOOrNnILSYvsEDCVeAlHy5ASGWIVU5drnffdrFcP8GjLOp5yiR/CbPDLDIFGhhwWzi2lVHt4EEgkPh4RwW19N94j83YlVBQTV+u4l66g57I4J45gH0mMR4WuES0s4164/P+z915Pdl1plt9vH3vP9Zk3fSINvKEnisVmVxXLdlerpiW1WtMT0igU0yGFIvQH6E0v86LQu54UMi/dNYrQjEKjCLWqq7p8FVkEyaInvE2kd9ebY/fWw75pAKTPBAGahQABIs89d597j9nf2utbCyPjkfnGKzj9JTqfXkdFEeHsAsHVm5g9RTJ/ehEj7ZFUaoRTMwgvRVKp4V+9pd9ICIRhkFRrqETpWMH+EvbQAOHdaa1+AML7syTVxqPF5zYwsbBxsIWLiYWBsX5NKxQJCQkRkYoI8bdokzxaCGHi2BkcK4MhzK7i5HCIy2Xiem37n1crRKvL2jzbdTGzGcx0mngrlYQQmizz0oiUi2E7utXKMLUc3BBYpZJuo+p+Z9stecp2m2hlhXBhAbu/n9SJ42Aa+IUicbVC0myStNraX2UPkY4yDIkqFcL5eYy0h1Uqkfv6q1g9vYSLiyT12vr+1tQce4WwbW18m0p1j9kC0wBhIITQP/M8MES3/azbRrYLklZL+6409n7OPu1IpaCv3+TZ5yxefMnhzDmL4WEDLy1YWpT87jfBA6SJ5wlOnjIZPWZSrSpuXI+pNg3MnEfmeB/Z0wM0bi8RVds6TtsxyZzsJ2591Z6zE0xT4HmCgUGDIFCcPKHbYFKp7c9LpRRhCO22otVS+H5Xba30/lxXK1jSaYG7h7CFvcB1BX19Bs8/bzMznVCvx6TTgm99y+X8BRvT3Nv7hKGi09kYdxwr3Q2KwHEhkxZkc/ozOYrWFdeFM2csxsZN8nmhTZCfIJSCmZmE3/w65Nw5m3RafSaGnEmiiCIIAkUY6r/HkaLbcbsesqDQxbXR9bOxbK1scB1IeYJUSnSjpB/vmNc8Ts6etWi3HP7wh4C7d5J188+D79jQflmOq1WRmwModoGKIuL6k2+/NE1BJiNIuTpxafMjac1E+vVvu/zgBy7PPmt/JmTJZguzte/ucWBmJuHOnQefwWbaJXNyQLfjCEHmeD+ZE/20bi/hz1WJGz4qkbtOJRpX52hcnn08A98FR0qaDE269I04BB3J/F2fVmP/pEEYSBamAvxWwtCEy8R5D+shli4iYC65/ci/VeQiFblhdCiRNFWVZrzzxVOTq7u2MsREzCQ32U0EUZdl6nyWxpdb0wxq038Purf9emI8+Nq9vL9+hYlJjiKOcB/6mbEjibL3Y9zYy/bHdLSf4+Pb5wYMDDwypEVW+/GIjX3OqjuEammHV3+FpxEqDDXTrkC22pAkmLksZjGPrDVIWnrZWDbbuij3tJFnUqujOh2UlMgg6BbX26/MC8vCHhsm89pFlB8gXAeEIFmtaE8UqZN2ZG3vxafAwBNZeo1BekQ/WVHEFg6msBAKYmJ81aKpalTlCstybkfiRGxyqXrwBwIhzN29SQS4do5SzynSXh8IQRg1D+31k3Q6SH/7AjNpd0ia7fWZieG6GJkMVB81UxeWpeN8j5/AHR3F6unFzGYxXBdh2zqZxzS3JUo2Q8URwcw0tbf+QPH1b2P1lsj1D5C7+DXC+Xn8u3fXo5BlGOzuTyMlSbNB/Y/vgmGsp+h4p88QV6sEM9N0bt3Cv3ObuFLZO3FiWZiFAt7JUzoVqK8fK59HuC5G95hZO260gmavkH5Hj2UPpNDnBQODJt/5rst/899mGNgUebtWQ+TzD14j+YLg9e+k+I//kxT3pxL+7u98Prhhk3l+kuJLY3jHehj6swskfoQwBYZjYedT1J8GU46nHI4Dx46ZeCnBmbMW4+NbT6GV0sSIlFBeldy6FXPjho4DbrU0+ZBKCYaHDZ551ub0aeuBOOPDFrq2LXjxJZsPP4y4fz/h2JjJ8y/YjI7ufB/ZPO5KRTI1lXDtWszcbEKtpo1lDQMGBgxOnbI4f8FictLCttWhfT8MQxMwJ0+aTExYVCpPLkhhDfPzCb/7Xcjf/AuPvn4D5/DdnYD+nPWfrP+59vdOW7FaliwsSFZXEyoVRbUqqVUlga9JuChSxAnYlsBxwEsLCgWDnh6DwSGD0VGTsTGTlCswLfVAcfy4SBTPE0wet/jrv/b48d+3aTYPt2hsuC6pwRGcvkGsbA5h2Xuu8MPyCrX33zrU+x8FhNCP7kxGk6JxvPF8zGQEp0+b/Ff/dZrJSetQnkhq03N387m0+XG89ndNvOm/m+ajxMnGebL5T/HAv+1lLNPTCXcfIk3S4yVO/3d/gV1IY7iWXhQB3KHC7jvehJl/89YXgzTxMhZu2sBvJ8SRQiUHmJwqrThREhzXIJu3PrdxS48LAoMcRXIUyZDDJYXZTQ2SJISEdGjSpEaFFZI9mNKm8OhliBKDOLh0aDHPfRpUidm538zAJEWa45wjRZqYiCY1ZrmLz4OpES4eWfJ4ZLoeJilc0nhkcEit72+Ss4xyYseV6BXmuc/NXYugE5wnTw8JCasssMoiAR0EBinS5OkhRwGPNGZXvZSQEBPToUmDKk1qBGyfqrMGgejus5cMeVJ42DgYmCi9xk5AhxZ1qqzi0znwantMTIs6DVUhVvED+2nxlcz68wjtS2KCQBfahkFSbZCUqxipFGY2rVeHM2mUUsj2pnNym8tAJVInp2wiUaz+XqxigWSlQufTa5g9BezhwY1ttktU2QZpcgyaY/Qag3gii4XdvSdtEJ8WBmlh4oo0eVGi3zjGgpyiLBceuLZsK00hO0qpeAbHya3/ez47gmW69BVP47k9yF2UfIZhYpkujp0j5eRpdZapNadR+zXIehhS7rwPmaA2K1oMc50AWIOwLKzeEtmXXyZ1/LgmDRwXFfgknY724ohjkAnCdXEGBjGz2V2HljQadK5dI66USU0ex5s8jnPsGFZvL5lsltTJkyTNhiZQbt0kmJ7emTxJEsKZaaqdNp1bN/FOnMQdH8NIZ/BOnNRpPS+9pEmZO3e0z4vvb33uCIHV00vmmWfwzp3HKhYxXAcVx8h2m7hRhyjW7TOmoY85l3t0PztASfm5bL/ZDqU+g298y+G/+FcepZLB8pJkZiahvCr5kz/duoJrNBRvXwp4/dsOA4MGFy6YvP9Bm8oH9/WEVgiqH88QNwM0O6uIaj7+4vbqqa+gkckYvPqqg2FqVcR2qJQlV6/G/PJXATeuxaysSNptRRAokkTfqk0DHEeQyfiMjZtc/JrDj37kMjRk4rrb7npPME04d85iZMRkZMTgL/8yRV/f7lVZtaq4eTPmN78KuHo1ZmEh0eMOFUm87juObetCvVQyOH/B5kc/0mkfudzh5+qTxy0mJk0+/PDJkyZxDNWq5NKlkGxWcPzE0ZRMcQS1mvZ8mJnRv+fmEpaWJNWKpNXWKpM4gihWxLGui9YK3rXHsxCaxDIMsCytZnAcgZuCtCcYPWZy/LjF2bMWz79g09trHPrc2gm9vQY//GGKS5dCFhflwdQmQpCePEXu/At4I2MYTqo7J9r7udWZuUftg0tPTY9QNi9Ip3U7Jejr5+WXbf7V36YZHjKxDnlaSamVSQsLkvk5ydxcwuKiJjprNUWjLmm1tFopidW676pjazInldLnTCFv0FvS3k2DAyYDgwYDAwal0t6NrpXSyrq5uYT5+YeexQKEZSLDWAcZHPB2IcMnpyI9UtJk7Zw2TEG2YGG7+6fODEuQK1rr6pIvQm/XUcHEIkWaHvo3CBPhdQsUnZ6hkMREhCrokgE9VFmhSZ1ohx52AwtPpCnQS4o0tnJZZXHbdJbNEAgsLPL0kBF57aeh9HgfRpoMAxwjTRZHuFg42NgPFFdCCDLkd33ftmrSjf3YcXQZchREiUQl+HS6qiKPHEV6GdDkhtjwVAGtUkpICPExlEFAZ0fSRCBwcClQokCJLHnt0yKc9eJRtyfExCrEp5ccRWqUqVEmoLP/FXCl06FsXAxhPfCA8PdA8HyFpw/CdrB6CnjPX8DMZxGmiX/9NtHsPO7JCayRQdK2hfA8VBASTs10X7n1uaMSiWy2wDCwR4bwXrhAvLyKsG0wBGZPAWuwH8N19uQZsRUyokCfMcKgMU5a5LHEFo8VsaYdM7oNPClSItOVFxssJlPE6+SuQimFaTp4qR4cK4NluhimrUlJt6jJlF0mREIYCMPUZt3+KuXaHSr1eyh5yKJa7CJHFxspbcCjBJQQmLkc2YsXyZy/gJnPkzQbdK5cJi6XSVotZBB0SROJ1dODYTsYe5jtqjgmqdeQnTZJo0G0uIB9ux+rVMIulbB6erH7+zGzOR1nnMvTvnZ1Rz8S2ekQzuuWl7hcxp+6p/dVKmGXdGqOVezBKvZg5vN0rl0jWn5U5SZsm8wzz5J57lnswSFkENC5fYdoeYmk0dCmurEmTUTKJfviy7j7neEr9tR69HnB2XMWF79mMzJs8umnEe+8HXL9akwcK85f2Hp10u8obt2MqdUkg0M2ExMmhkzwlxo0ruskpcb1BZJ2CEoTTXEzQEZfHLLpcSGbFbzydQfbhmLx0Q8/jhV3bie8/XbApUshH30Us7SY7GThA8DsbMLCglYTfP8HLs8+a+F5B196Ngy6hIaFacJ3v+tSLIot59Nrt6cb1yPeey/i0qWQTz+JWFiQ60XedpiaSpidTWg2JN//vuJbr2vvj8MsdE5MmExMPB2uq7oAlLzx+4BTpy0mDqgIqNclq6uSxcWExUXJ0qJkaUmyuqLVJKurknJZUatpcu0oeF8hoPdmwpXLMR98YPL22yGnTlmcOWtx5oxFJiP23Kq1V7iuYHjE5MUXbaan9XvvF05pgMzkabKnzmPli0i/TeL7IBPsQi8qiUl8HxkFGJb2+DIcF6TEX5glqpXx56afqvDSfE6TJmt49lmb17/t8vJFh3Rm/9eLlLp1bnZWMj+XrBMUq6uKcllSKUuqVX0utdt6W90a+ODj0TRZJ9psW3thZbMGhaJWLhWLBsWijk0eHDIZGjQYGDQZHNQthVtFlscx3L+vSZuHbd/ClQbz//69Qxf2jStPRmUCR0ya+O2E0JfYjsHYmRS3L7dZmQ/3nHwjBHgZg/GzHpm8SRxK2o3kAenRlxUGJmmylBhihElSwgMEiVrTRETrEcsmFmmRI0ueXgZJqTTLzFJllZgny96bWLiksLBRShEREBNi42IJSysylCKgQ0KyowpjL8qPzTCEwMbBUSkyOAyJcUoMAlpZIruOC2vFnY2Ng0udR2X1m7FGmPQywBDjFEQJE0vvTcWEBOvfjYGJI1J4ZCnQS0YVMLFZZaG73d4n/GuR23lRWifLYiIsbNqqeXjaRICTdbCzDrZnYzparaCkQsaSJIgJGyFRq3tOKXWwB5UBlmNhZWyslIXlmhi2iTA3ilOVKGScEAcJsa/fV4bJnkyj1mB5Fl7Jw8m5ICCsBzRmNhQ5whTYaRsn52ClLAzHxDCF7h+WChnp945aEVE7QkaPozhTCMfGOTaEcB2i2UWCa7dIGk3MYh5nbAR7bESTKTfvEi+uYOYy2tx1bYU/SYhXKySNJiQJSb1JUq1jjAxijw6hwoi4XCGp1FBJgtVfQkURstNBBSHEMbLRJF5a3fXea2DQI/oZNMbIG717PkohNNHaK/T115Q1mqpKQkySRLT8Fcr1u0Rxh3SqF9fJ46V6MQ2bOAmJotbu14pCu6jImEr9HquVGzRaCxx2NmU4jpYKb3dstq0TjtbP3RgZbaj1hGVrlcmLL2Hl80TlMq0rV2i88zZxtfpIO5QzOop39ty+Wk5UFBEtLBAtLCAMA3tgAOfYGKmJCdzxcW1Qm89j5nKE8/PE1cq2KTqAPo9qNTq1Gp1bN7HyeZzhYdyJSdzxcZyBQbxTp3D6+5HtNkmjvhEjDGBamNkc6Wcu4BwbQ3Y6dG7eoPHO2+uRwJthZnN4J0/vPKYvAZ591uLsOZtmS/Gzn/j88hcB9+4mFIuCZlM90poD+vQpryrqdYVt61YK0xCoSBMna+13hrvRQ29lXMJaZ90c9itsjVRKbKswCXzF0nLCL3/p85Of+Hzycbxn/q5eV3z6ScTMtH5NOi24cEFX5wepL4TQRdCLL9gcnzS7XiaPbqeUbvWYn0/45S8DfvbTYF8KjyiEmWnJT1YD2i1Fb8ngxRdtUqmD10WDgyajoyZuCsKnwFA0DOGDDyK+dSvm5ZdtCoXdWZMg0MVqo6HVFrMzCXfvxty8GXPrZsLUfa0We5z8rlKwuqrJmqtXYwwDTp+xePVVh29/x+H0KYv+AYN0+uiMgdfaUV6+6HDjRsy1q3u/Brp7wBsdJ3VsAjOTI65XCRZnCStlhGmQf+5rJK0mwfIC4eoihpPCLvZi95SwM3mC5QVat67SmZ3iaWJNcjntQWWaOrr82992+OY3nX2lbkmpSY9qVVJelczNSz75OOLq1Zgb12Pu3YvZoxf7OpJE/w4C/VmVywoemlcZhvbVOnnK4tQpbTB96rTFwIBuB8vnDHJ5rXIyDEEUKa5djVlefvSLD5YazP67d/c3yKcMR0qaVJYiGuWY/mMOF79f4ObHbWZv+3tOvrEcQe+Qw9f/rEhp2KHdTFiZC0nip+fkf1LwyDDIMcY4tR4xGxHSpE6dCiEdJBITmxwF8hTxyGJiMcQ4Ng4SSZWV9WL7SaBOhbtcxcBaV2atjXFN5aKQLHCf+i6tQfttbRFdIqSHfjLk6WMYgW5labF5OjYAACAASURBVNEg6H6GFjYp0mTIYePi06HN9hHVNi5F+jjOBVKkEQgUina3tadNg5gIEwuPDHmK5OnBwKSHfjzSgKLM4r4UIh2aVFhmhEkiEuqUKaslSmLwSMgx0zXpf26AoYvDlM73kR3JYns2SZjQKXeo3a8xf2mO5Y8XaS23kfJgpInlWOTH8/Q920/P6RL58TyZgQx21sG0DKRSxO2YzmqbxnSd8s0y82/P0phtEHf2XlTlJwqc+0/PM/wnoxiGYPYPM/zhf3hj/ed2xqbvmQFGXh2l90yvHkPOQUaSsBnSWW1TvVVh8YNFVq8u01rcOfnkIJD1JkGtQevtD3SbgVTrSwP+lRvayHXtwpF6iTBeWoE799eXDGWjRfP3b298F1LSeus93T+qYM1FLl5exb9576FZqYJE0vnkOp1Pb+zYurHWilY0+imI0oGOV2CQEXlGzEnuxldIiJEqxg+qLK58zCKfYBoWjp3l3PG/JO31U2/OML/8EUmyS/qLksRJgB/VSZKwawJ7BF5C6Yw2Kd3252nMTGb9/6XvI1sb54qZzeAMDGCm02CahHOzNP7wJnG9vqVKQhgm5h7TY7aCkpJwcZFwaYn2lSvY/f30/sV/gDsxgTM0TOrECdo3rpNU92icpxRxrUbcaNC+eRO7r4/cxa+R/9NvYJVKuOPjRMtLD8Qsm6kUztAQZjaHsCziSoXar39FXKttrXIxBEYqhbCsRyKOv0w4NmbS32+wsir55S8C7k/tfQm62ZDEiY5yXTt1DNPELWXp+doETtF7oGVv8VfXWfn9zaM+hC8NFhYTfvHzgB//uMPsTLLvglhKXbT8wz/4KAVnz25NdOwHF56xQIGxw37KZcmP/77DL37uHzgutt1WvPNOhKTNv/7XOYaGzAMX4qkU9PQaDA6azM8l+y4EjxpS6ralK1cjrl2zefXV3Y1NFhcTLn8a8+67Ie+8EzIzk9BsPNpe81lCSrh5I+be3Zif/tTnb/7G40f/LMWzzx69l9Fzz9m8/76Fm4JOe/ft1yHAHRrFKZZIWg1qH71L/cqHROUVnFI/2dPPEFVWaV77hPrl9wGBmcmSPXmO3m98D7d/kM70HeLm09Wenu0qTTIZrVT71uvuju19WyFJdEvXL38R8MtfBrz3x4hGQ9IVpD6280lKaLfh8qcxV6/ECENPJccnLF580eYb33D4k9ccSiXd+hVFcOVKxPLSF0fxuRlHSprcvdxh/KzH0IRLoWTz/b8pMXDM4dO3Gsze9mk3Eh5WRgsBpi0YOeFy7mKWF76ZZ3DCwUkZzN72ufbHJqH/5SZNDEwGGKGPYQyhn35ltcQqC9RYJSJaj+kVCMoskFZZivQzzDimMCmoXp0CRAef1hMjTvRY125o+qlqYxPir49JAT5tmtQId2gp2m80sYFJhhweuqCpqVWWmKFFk4gASYICDAQGFlZXFdOkvu17CQwK9HCME7ikEELQVk2WmaPCclcxEyORXZ2JiatS5OhhiDEyIo+rPEY5QUJMxMK2yTdF0Y9HhhU1R0xEWuQpiBKLaoacKHbbgCAj8tpL5oCXjWEZ9J4tMfH9Sfou9JMeyKyrL4QpsKXCzjh4fWmKk0WGXh5i8aNFytdXkfuYKXp9aQZfHmL4lRFyozncgouTdbDSNqZrYpgGwhAopbA9rQDJDGbpPdfHyKujzL09y9xbM1Tv7K3YE0Jg2AaWa2J5Nk5eS/8N22DwxUGOvT5O3/l+vJKHnXWwXBNhGaDAyTl4JY/cSA4ZSVqLzcdCmig0SaLi+NF4X6nY1on64SfmI6+VDy8gdFsZtiGd9vA9GpgUjQE8kT2wuZxWaaUoiH5skSJQG21qa74hcSKRqoYf1rEsjzBq0WwvEMW7rYorlJIkMubRgz84nMFB7FKJcHZmy5/bff04Q8NdzxndJpO0N80cTVO3RwndkKjCSP98K8LEdbGKRaz+fq1eOSjWCDW/Q7S4QLi4oFN5LAszn8ew7f0HvXfHG5fLhIuLRKur62SQ4aUf3NYQCEe3hAk2xRlvoSQRto1VKGD392GkUsj2fmbdXyykMwbCgPKKxPfVvgrxMASZKDYHD6WG8/S+Mkn92gJx039Aqdee3llR+RW2x+pqwnt/jPi3/2eH5aX9EyabsbyU8NGHEb/4uc+rf7K/1eiHsVv7xfR0wu9/H/DrXwfMzR1O+VCrSa5fi3j7UshrrzkMDR+M8RFCkM8LTpwwWV2RRNHTMf+//EnMeyfDLUmTVksyfT/h8uWYTz6NuD+l2xMqFUWlIvE7R9Nyc1ho7wttTvwP/6/P4mLC977v8sMfpjBNjsw/0vNgfNzkwnmbjz6K9hVkZmVyGK5LWCnTuP4JUa2MSnTbpkr0jhSse1clrQbtmXuY718i/9xF0uMniCqrtKdu7/Auny1yWd3qMj5h8p//S48TJ7WKeTcopc+b27dj3nkn4o3fB91zS1KpyM/0nNpsIAswM53QqEuuXI749/93h1OnLc6ftxkYMPjow4iVla9Ik11x72qb0Y9cJs979A46nHg2TaZgMXDMYfF+SKMaE7TluoOwaQpsV5DOmgyMOUyc8xg/65HOmtTLMfeudrj2XpPQ/2J++HuBiUmGAgVKeCKLQtKmxSoLLDNHh60Ltw4tIkJSeBRUL45IUVC9FOmjTPKIQetnBd1G8mj1pgkTtf7/uuUo3NWEdj8wMHDxkEJSVxUWmWaVxR3bYizsHQkmrRzpJS96MTAJ6FBlmUWmadHYkmzp0KRDCwcHQxmkRY4cBQqq1LWI3Xryqv1LHIr0U2UFGwcLh7qq4InserzrZm+Wg6D3fInxb08w/p1J0gNpTMskDmL8Ske3xSQKwxLYGYf8eIFUr0eqN4XpmriF1J7fRxiCwmSRY98cI9WjCackTIhaEe3FFnGQoGIJBthph1QxhVfy8Po88sdy2BkbwzTorHYIW5Hedo8wLAMzZWKlLfqfG2D8OxOMvjZGZjBD1ImI2xFhIwAEpmuut+04OQdhCeLO0S9/JbU6a8aM7KPt6ElBYJAzenDF3r/zrWAIbSSdEmk6qrnFNa+QMiYI6zh2FiljorhDnDyZVgJ7cBB3YoJoaYloZXmj8DcMrJ4eUse1+SpSEs7PE5VXH1DsqDjW/h1r6TpeCru3l3B5eWM7ITAzGdyxcbwzZzE9b1e9u1koYKYzYAjtEdLpPKLiEKaJkcnodB7T0ARdFG3Z+mOkUljFIsKySDodklYL9bA5gxC6p7yrCkEIVByvT27Xj1lK3a7TfR/DsbH7+wmXllDBBjFupNM4Q0N4Z85i5QvdqOEvOdZWpfd5S3Bc3SsfhhsRjkbKxsq5tO6t4C82UJvI1Sdprvd5x5UrMW+8EXL9+n7bER5FEMDduzE/+YnPyZMW+fzRe08AdDqKK1cifvqPAVP3YoJDJk5HEawsS954I2R8wjwwaQKQzxlMTpp89GFE6+jXJg6EmRnt0TE3l9DXZxCGiqUlyf2phHv3Yu7eSbh1K+bmrZhKWR7683yciGPtRxME2usilRK8/LJDT8/Wvjf7hWkKRkZMLlywuHx5P6SJwHBTIAyk3yYqr2woDZXSz1rDeMBYXSUJUbVM8/Y1sueew+kbJDUyTnvqDk9Li87AoG5biyKLl17aW4tXFOm47/ffC3n3nYh3/xjy8UcRwVPQsgb6/tHpaPNZw4CbN2OuXo0Z6De4fVsbSH8RcaQzkqXpkKt/bDI04fL8N/Lkey3Gz6YYP+uBgnYzod2ICTr6qWI7Bl7WJFs011cqZaJoNxNufdzmyqUG969/uXtsTWxKDOCRwcQkUiFlFqmwvC1hAjoiuUGVee7j4mHjYguXPoZoq8YTI02eJNb8XnzVoMwiC9zfVXGzW5vLWorRmultQ1VZZZEG26sfJJIOLZaZx8YlTQ6BQV700lKNbUmTtmpgCIOCKNFUNWTXrlagCSETG5sUqvtrvxCGwM7YjH1rnInvTZId0WkdQT2gOdegfLNMa6FJEiSYKZN0f4aeUz1kh7P0PzeAnXXJDu2e8LGGqBmSBDEqUQRVn9iP8Ss+7cUWjfkmYS0gCWKEKUj3pSme7CE/UcQreQjLoO98P8IQLH+6ROVmmbCxd4JNGNq/pDBR5OSPTunxp22asw2aC006K23CRqiTAvIuXl+adJ+HaZvU79dpLRz9TC5ZLpMsf5Zx5YeDgSAtstgcLodxzUPIE2maONsSpX5QxbI84l3ach43zLRHamwcFQS0r19HdtooKTEcl9Tx46TPnMXu71/37YiWHjRFlb5PXK0iOx2tqiiVSF+4ANeuI/0OIBC2hTM0RPr8M6QmJ5Gt5qPqjYfgDAzgjo1heBnC+VmichnZbuvCWIAwDMxMFmd0FHdkFMNNEa2sEC0vbRmhbGQyeKdOYRaKxLUa0dIicbWm04HQK8LCNHGGR3QCULGIiiLiSoWkXn9gXyoMtY9Ou41KEoxsjsxzzyGuXSeuVbWpddd7xTt9Bu/cOb2y+KS1+U8Y7ZZOzsjnBSlP98Tvtrq4FnHZWxIYhvY1WCvkVZQQt/X1ZZgCtcmwWMXiKSkxPj+QUhEE8M7b2kD1qDwqVlYkv/9dwF/9VYrhEYNs9uhJk8WFhA/ei3jzjWBfSoCd0Oko3nkn5PVvO7zwgtrSKHIvyGQFx8YsbHs3o//PDo2G4s7dmLcvhZw9Z1GraU+JN97Qxrmrq+qpKGb3g4UFyZtvhDSbilzO4LnnLNLpo2nXGRwwOHvO6p4De/9g1qPmHyLzFQoZR5r4tx+cc6goJCwvE7cauP1DuP2Du2dEfIYYO2aSz+mkmkLB2PW6CAPFyqrk2tWIv/+7Dh98EFEuP73iASlhbk4yN7fPRW5TYLq29jC0Td2C3P1olFSoWCKjGBnEqKfEqPzIl3Fuf9ymUU6oV2K+9r0Cw8dTmrkU4GUNUmln/caylg+9mdlsNRI+fqPOb/6vVW5+9JRQzE8QFhZF+rDRrQQJMass7on0iIkos8gQY2TJazk9JRaZftzDfqpRYZka5SNpUcqSJ81GLGaD6q7GsZu3XWv90a1DebI7pAYF+EQqoMoqkhhXeSBgVJwgSxGEjo5OiEnU/mdBVtpi6JUR+p8bIDOoyQ8ZSe7/Zoo7P7tN5WZZF2AKXYSZguxwjskfHOfEj07Re7YX09776lLUiVi9tsK9f7qDUorlT5ao3aviV7RsXEk9CRHo9/L60oy+doxn/8vncPKu/rdSmonvTmq1yT5IE4DscJbz/+I8gy8Nk4Qx07+b4tb/d5PWfJO4Ha+boApDYKUsUj0p8hNFyjdXif2vVmXpttZslZJ10H1Zwtp2olNt3KftV1BKIuWTK6Y7t24hLJv8N79F7pWvr7fWGK6LkU5juC5Jp01w7x7ta1eJVlYeeL3yfaKVFTq3b2vz1IFBrNe/Q+b5F3SEdFdlYmQzSN8nXFokmpsj+/LFHcdluCnc0WN4Z85qwqGraFG+r69Xx8FwU90/XaJKmc6d2/hTU1u2wAjLxiwUyDz3PIbnrZMYstMBmYBpYrgprVpxHJ1eMDWFf+8e0erqg8ccRcTVCsHde5iZLHZfH/nXvkH6/DMkrRYkCUYmg5nJoGRCXKnQnpnBO3VqR9PdLzoW5nVsZKnP5Phxk2pVUq3sXAnkcoKvv+owMmLRainu3k6Io41Jl51LMfpXLxKutoibwfp9rvbpLI2rC4/7kL5QiELtE3HtWsT83NFN6pMEmk3Fhx9GjIyYnDt/9L4Tb74Z8t774ZERJqAVDDPTCXOzOuq0VDoYaZJOC4YGjUNHsR41ZqYT/v7v2jiuYGVZsrCg1RpR9HSs/h8EtZri7Ushx4/7WGaKi1873CLIGvr6Tc6csXFdHbW7189HSQmGgeE4D0bSSoUMAsyUh5HawlNMoZ/FQmCk975491lgbNxkVJrrRrm7YXY24Ve/Cvjf/7cW5bJWA33hYAjsnEf27BDpyT7cwQJ2wcNwLGSckLRConKL9r0VmrcW8Oeq+1KTPy4c+S0pChTLswG//3/KTF3tMHHW49jpFKVhh3yvRTpnYjkGAp0X7XckzWrM6nzI/L2A+9c73LvaYf6uj9968h/Qk4XAxMYjiyUsZNf1wqe1J6NPhSImxqdNSNhNrXFwSGHjEB1h68vnCW0aO6p09grRbfdxRGo9TjigoyOX94CEmBAfnw4eGSxMHFxcPEL8LdQiCsmGu3WLOkpKUiJNQoxS4NOiLZsHOj4743Dsm2PkRvMYlkHsx8xdmmX2D9NUbqxuSUrUwhrTv7+PMAVn//r8/rwtFFRulvFXfUBp4qMZbptKkwQJix8ukBnKMPH946T70tgZm9L5Ppzs/h/0bt5l8OVhwnrA7Fsz3P/NFLWpKnFHq182I2yEBPWQoCWwS8fp//YQZjoLUhIsL9CZvYe/+ORi0J4E1tKgHojXPfC+WI/m3g5+UCOM9Hkt9xrJ9hgQzMyQ1GvElTLO2BhmJquJA8NA+h06c7MEU1O0b9wgKpe3lAYkjTqNS38gXl3FnZzEHujHyhdQuTwkCTIMCaan8e/eJVxcQCBIX3hmx3FFK8v4d+8iUh5WsYjpeVj5PCqfZ63tS5MXVaLFhS7BcVeTIFvMaGW7hX/3HmYujzM4hJnNYqbTmOm0vjMp7b+TtFvEM9OEc3N0bt8mmJvd8phVFNH86AOSZoPUiZM4I8MYmTRmJo1KdJtQuLRIMD1NMHUPpZSOM+7pOeA39fnHp59GnDln8d3vu/zz/yxNJuvz7jvhetrBZliWNo69+IrNf/gfeYyNmXzyccSltza2j6ptap/OgQAZxA/EDMuviOB9o+OrdaPPo/YXSBL45OOI55+3OXf+6IjDJFF02oqPPoq4fevoV2+TRBd9MzMJpdLBng3ptGBwyMSyj15hcxg0m4obN2KEAN9XT3ULzl4hJXQ68JtfBwwOGkxMWvT2Hi42GsBxoFAUjI4a+L7aNb5aQ5F02qg4wrAdzFSaOGlqdaNMiJt1rFwBO1fAcFydSrfp2WXYNsK0eLrOGvasuIpjxc2bMT/9ic/Pfx4wP//Z+pZ8VnAGcuSfPUbxpXFSw0WsvIfpORiO9k3UKpME6ccUXhgjWKrTvLlI+dItgsU6Mnhyz6rHwuOGvuL+dZ/lmZCpax2OnUzRu0aaZE0sR/fNJdEGaVJejJi/GzB/L6BZjT+3rO1Rwli3I7URGN0iOyAm3kf7heq+RvubrHlefBlJk7XPLMA/9LGvtfpY2JiYKBQRITHRvhQsMREBHVKkuzaxNi4pIkLULtaMCklEQKSCLkmiCFVAQGcf54eG6Zik+9KUzvXhFl2UVEStkJk3p1m9urKtiiPxY6q3K1iezdi3JsgMZjDdvatN/LKPX94jyRQmNGcazLwxzfArI6RLaUzXJDua29d7rsFwTLy+NDNvzjDz5jQrl5e33VZJRRIppNmD0zeB09tH3G6BobTvwgGTTT7PEJt+Hc3+jB33lciQRD75e1bSbOLfu0e4tIy7vIRVKGK4bnelq0W0tEQ4P0e4sLDt8qMKQ/z795FBQLS6gj04gJFK60jvOEa225pAmJ0lqdcxM1lan3yCkgnR8tKW+40qFbh9i6Td1mPKpPVqnWXp7eMEGfgkzSbh4gLR4hJ2VOOZl13SWYPVxZg7VzeqANnpEMxMg1IEvTOYuaz2VjG1d0k2B+ees0gVO5AtE7gL+KllrrQDFrcKG1OKcG5OH3OlgjM/jOmlEaYFSpJ0OkTLy4Rzc0TLSxjpDO1rVzHzecL5OVS0zT2o06Fz/RrR4oJuIyqvrpsEft5x83rMB+9FnL9gc/FrOiJ49JhJrSopFHRawfiExQ9+6JLPGUxMmjz3vM3Xvu4wP6cNRa9ejtYTSKKGT+vuCk5PWsuhN5PcT1ul8ZRDKd2O8t57IUuLR0/iJgncuBEzN6d9AE2TAxtub0ano7h1K+bu3eSxSf4X5hPmZhNeeOFgZE8qJXQaRze5/WmpB+JYx0M/bvT0CI4d074wt2/FzM4m+yJohNCkxcmTFkGguH179/vhvXsJ778fce58xOuvO4ee0hiGwPME4xMWCwtyj6QJxPUq0u9gOC5u3wAyipB+G5XEROVlUkOjOL19pCdP0Zmd0m2uloXd24+VzSOE0GTK5wzaHyThZz8N+PnPAy5f/uLVwcI0MD2HnovH6f3GKfLPjGLYJlHDJ2mFxA0fJaVu/bVNzJSNN1kiPVnCG+vFTDus/PY6/mzliXlwPVbxW6clmb7hM33jy+1LclCs+VSsFSYJSbeY3t+VFBMRb0pkMTGPSFL/+YNat6I97KRaYGGvm69KJBERyT73m3SpsLWeBKMbi7yXQtQjQ1rkWFazSLV9JPJe4OQdcmN5vJKH5VokYYJfDVj5dIn28s6tYFErojnboHqngp2x8dzt41gPi7AZUrlZJuq2zxiWgZt3Mez9P+FV0iWG3rjP6rXVXbcXlk32xFmsQhF/YZbyu79FGCZKSlTy5fVeUKgjIU7248QjMBBC/96Xc52SJIdt7TGM9QI/mLp38P0oRbiwoMmVXRCHZSo//9nOuwsCwvl5wvn5PQ+hb8zmn/3LHkYmbf7429YDpImKY5J6nXb9ypavTZ9yeO21AY6dcMj3WNiuIIn7+Z/++5jFme0/43h1lXh1lfann+w4tqReo/7mGztuA5DUalR//atdt/s8Yn5e8u47IUPDJj/6yxTf/o7Ld77rEkUKzxPIBF75usPpsxb9/Sau2105bit+99uAN34fsLQ5+rHb9mgXPOyC9oZSiUQYBv5i7ckd6OcQSaJoNhTXr8WPhXxQCmZnJYuL2lQxlzsaVqvRULz1VsjKcvLYirKlZT3ug8K2BbmcwEsLLIt9xQ4Ly8ZwXWQYauPQTapEw3ERloUMA02sKqXbOWxn0+KHZmlUEqPiaMPoWwitYrCdrvdC1zRDSv1eScxm7wFh2xiWjQx8hGXpNkNhAEq/fxixXS/q0JDJ93/g8md/nuLf/LjNP/3M31Jdth1ME7JZwQ9/6FKpKG7f3r2dXym4ejXmN78OePVVG8M4fJqO6wgmJkwuf7r3/UTlFeJGHbvQQ2p0grBa1qRJHBMszpGePI3TN0jx4p/qZ2h5BTOdJXPyLHZPCRXHxI367m/0FCFJFEtLCW++GfLv/m2bmRn5hSNMQBuRexMlBv78GTKnB1Fhgj9fo3Vnic5slajaRkWJJleyLm5/jsypAVKDBVLHehn55z2E5RZJKyBYejLf8Zezcv6cQKsZNq++HszgUzd1bDw4BOaOMvgvOo7iXqTbCR5cGd8ugWfnscgHlCmiG3e8F9jCJS2yoA4/mXLzLrnR3HoMWlAPqN2pELWjB2Ipt0McxFRulilMFvBKj480UVIRBwmxHyETiWEZCFPoPw2xp7GuIWqFrF5fpbPSIdmD3E8IAzOd1T4TlWWSrmlnd2QHO6DPMTQBmRwJaaLDlONd1VUAQpiknDzpVB+um8c0ne777z6GMGqytHoZeQDPn6/wIBamI/7X/3GJXNHk/Eser34vy8SZwyUpfYVHcftWzP/x4zazMwnf/3OX5563yedFt6iBXF6QzphYFrTbiju3E/7xHzr87rchU/cePM/TE70M/cUFap/O4RgGZtqlM1vB7cshrIOnnXwZUatJ7t6NaTYfX5yslLC8LJmZSTh//mim682m4v33I6rVx/fMqpQlq4eMHDUMKOQNXFfsK3Y4feIMxYt/Qv2TD+jcv0Nc3zDlL7z0dVKj41Q/eIdgfgbpdzCzOXLnX8AbP45d6EGYJjLw8edmaN25Tvv2dQDMbB5vZJzM2Wewi70YjqML9HqV+ifv4c9Ok7Sb69tmTp0jc/w0lbd+gzdxgvSJM1i5AjLwqX34Ls2rHyODrReU79yJ+cd/hPFxi0bjs5tbLMwnfPJJxMx0wti4STp9yBYdV5Mmmcwe96MUnfkZUscmcUoD2D19GLb2c5RhSHv6Hpkzz+AOjpAeO47bN6jJKmFguCnMlEfr3i06s1NPjzxpD6hUJG9fCvlf/ucWi0tfTMIEwOnJMPCDZ3AH8oQrTarv32Ppp58SVdvIMH7AMxFDYFgmZsah909OUvrmGbJnh+h55TjhcuMr0uRJIjucpfdMD6Wzvdz52V1q9+tPRQ2kuiX1BlFyMCn8wxJ69cA+jwZHJdH/bHA0xy67DiNrOJrvRu25vWft7HBwCHaITd4L7IxDekC3BwDE7YjWQmtbf5GHIaOE1kLzszFIlQqV6BXTNbmyEGLf8vK4E1OfqhF1oh1PieypC6SGj2FlcnijkyAlVjZHaugYAO2pW7SmbnUnQAKnt4/U8BhOaQDDcpBRQFRdpX3/NnGz0Y1jFZjpDOmx4xiuR/P2FTKTZ3B6+9d7dRvXP0H6bax8ESuTx/TSmCkPDIPW7WvY+R6c0gDCsmjeukJY1vG3ViZHanQCp1jS2wtB4ncIlhfw56Z0W5GSCMvGyubJnjxPWF4ibjXJTJ7GzGQBQVRbpXH1I5JgIyp2M1S39U+qGEMc1jxOEdB5QBG3FTJePz354+Szozh2DstyMYTJXr/8VmeZ5co1SL4iTQ6LMFDMTYXYc4Js3uTciwnycxCV/XlDEMD8XMJvfxMwPR0zMWExPGJSLOpEHcPQK/HVil7dvz+VcON6zMK8pNN5cF/CNBCGQfveKoZpYAURtY9n6fvGKb16/hX2jFpNcfduQhg+3nO+vCqZm0s4d846dBxsHCvqNcm1azHN5uPzhapWJZXKIUkTIcgXDFIpQbO598/YSKWwe0oYnvdANC2Amc5iFXowHBeEgZnL4x2bJHPyLOHKIv7cfb0PyybptJHhpjYPpVBxRNKsEa0u6cQ0N4U7MEzm9HkAWjevAjqpzMrmSI2Okz3/PInfpn33pla1uCniWmVDwbIFggBqVUmno0ge8ld78UWLU6csTFNf/zdvxFy+HFGrKV77REIhzgAAIABJREFUU4fhYZ3OopRiYMCkUo1JpwWvveZQKApsW5Ak8Md3QxYWEjanyEeRJuneeScimzNI7xzYtitsW6tmUt4+lCbVVZrXPyWqrODPTRM3uwo4JUk6bVq3rmG6HpmTZ7HyxfU5oFKKcHWJztQt/Nn7hxv4Z4SuLRiXLoX8088CZmaSIzVmftpgZhxy54cxUjb1y7Ms/+oqrXvLqHAH1rkiKF+6gzBNMif68cZ7cQZy22//mPEVaQJ4fR6DLwxw/HsTLH64RH2m8YgR5JOAXsdNun9X3Xad/ZscmVgYbDw8JAlyq+Jkg5vZFzbG9XkiTg6HNePXNQJqzePE2KeCZ60Fa+1D1+a90R5JLYGNTY8YJMRHqo0bT4vGng1pAayUSaqQQnTlmHGQ4Fc6yD1eBypW+DWfZKeb304QmrhxsjZ22sZKWRi2iWEb3Yl+N+LUEJiuSaq4MdaDIgkT2ktt5C5jNtwUViaPlclhWDYohZlKY+eL+ucpb/3BbRd68MZOkJnUqR9CGKAUTqEXYVm0p24Rlld0QkrKIz1xGqc0gAw6uP1D2Pke7UOBJmOEEKQGR0mPn0SGAYbt6G0sbXhmF3qw8kWk7yOjkLhWxfDSuH0DOD39WhYsBJgWdq6AMDXhIqNQvz5XIH/+RfylOYKlOZxSP2YqjTC78W/G9qvPComvWkQij3WI2OE1xYqv2kRq+15kx85RzE8y3P8SucyQvgaTCCn3er2AHaW+VPepPUMdbGFOJhAk2pssitRTsdjwRUQcw/T9hOn7Cel0RF+/QV+fgZfWpEkYQXlFsryUUKttn1ShYknSDvEX67gDOUzPRiUS07MwnK+UJvtBvSaZmor31TpyEFSqksWFoyE42m3F8rJkaXF/Hhn7RaulqDcUUaSwrIN5sQgDCnmB6z6GAXZhpbM4fYM4vX00Pn2f1t2bqCjCTGcQ3daaNagoJKqsIuNI/xkGWLkCKEn6+GniWnWdNNHjNzFTHmY2hz97H39+Bhn4mLk8st3qLp7sH54nKBYNLFswMmpiGPp7vTcV88ILNj09BpWKxLa0N4znCUZGDV540UJKnfjkOII4svnwQ+1lshmNhuTSWyEvvmQzOnq4e4JlCfr6DVLu3r9/6XfoTN/BX5h5QCUEgJK0p++CEKgkwcrlEaalE/XCAH92iva9W0S18qHG/VkhihQzMwlvvhHy3ntHm2T1NMKwTZz+HCqWdKbLNK/Oa3XJTpCKzkyZxrV54oaPnfOwMo/xprALnjhpIroNCYf3mDgEpEJGkqijexKFIZ4K0kRTGxvGokY3XWW/rTUWDhb2emERd3/thr0WFwKjG4n85SlGtPHrmoeJWjfY3UxO7QUmVvc73Sge4z361lhYZCnQKwZ145bYeM09dY0VNbfncRiWieVZ61+hjBPCPbbmgG6bidrR/q8bAYZlYLomPSeLFE/1UpgskB3K4hZTODkHy7MxHROzS6KYtgGGOLQpnkz0mHdbHa9ffp/65fcxvQyDf/ZXOgXk7nUa1z56ZNvM8TNkjp9FGAarl35N3Kjh9PaTPfMsPRe/iYwiolpl/XM1bBu3NED+wsvUr7xP9aO3UXGM09NHsLygJ2+2gzc8RvmPbxDVq+TOPkfhuVeoffJHalc+ID1+EndwmLC2QlQtIwOfzvwMrXu3iCorKJlQeOZl0hOnKDz3Cp2ZextGaWvkzbHjqDii+uHbxI2ajpK1HS033qYCkyhaqk5e9eKJzMG/ByUJCemoZtffZ2sUcmOUimfIZ0dRKiEI6nSCMn5YR0l9He4GP6g9QC4+bli2WDcylFJhWrrIFeh/SxIt7d8qDMh29PktpUJKPQE1Nlm4JIl+vXzocAyDjfdZu56VPt83t91vRre1H9PSr10TbkmlU+5kcrRq5+3G+PB7CaF5O8sWxJHCMITm8ZSecAo29iOlfv3mVglh6P5+wxCaeAVtWSA3tt9CRPXUYO2z2fzZt9uK+1NaUbJfqESS+FF3nmPgDuTp/9ZpUsNFGjeXjmjUXw40muozWRmuVbXfwVGgXJbcnz76pJ+HEcfa2LLdVmSzYk8xqw9jrfXM3UfBvW8IPY9Qmy4wFUdE1fIjNzwZ+IRhgKiVWbuZJJ0Wnak7ZE6dw0g9JMswBCqJad+5QWf2Pkmzvr6fw+DddyPeey/CNAUXL9ocP27xwos2jquVJx9+GPG73wacP29RLGpy9cIFmyjSCTm3bsUcGzP527/N0PHVI6RJu6X4+OOIWlWilDrUPMuyoKfHwHH2t4+k04bO1j4sSbNO4+rHtG5fx+0fxEh5qDgmqpWJ67UDk1GfNZTSiUI//6eADz6IWF198jXnY4cQCMsgqnV03P1uhMkapEL6EeFqE3eoCIdcMD0Mnihp4ogUOaOXkjXCTHiDtnoyPUqVO1XaKx3u/uIejfkm8inIgtZQJER0aHaTdGwsbFw8IkKSPREfBik8HLp9gUhCfCIeXGZ4uC3EQGDj7Ek5YWHhkdk3YfB5h0IS0CbAx8XDxMLdR5yzQHSzctIIjPUEHp/2nlptKmqZlmqsf0ebb7kBuxt/PTAWU2DY5oZDx//P3ps/x3XlWX6f+/bcE0BiJwDumyRSErWrSrWvXb24PT122ONwjMMxYfsH+3f/CfaEI8Yeh2PCDo8dnpm2Z7q6e8btqerqrpZK+0pJpCTuG4g9kXvm29+9/uElAVIESQAEKaqmj0JSAMh87+XL9+6733PP9xxJ2pqzyUpJqZR43IqnCEBxusTYiXF2vbyLzHAWK2+h2wa6paPpoq8ySRUmiO214dzloJHJ5j/jPaFpZKf2Aor2Fx8T1JZRUUgS+Mg4IjM5g10ZI6iMEaz0zTqFRuL16Jw7la6sdDuAwu+/R8/mQCbE3Q5Rq05YXyVYXsAaqKQ/ry5j5Apkp/ehmXbfBK1F4rsgJSpOk7bc+WsY5UFy0/tvV49oGsHKAr3L5whWl1FJgvC9e8YWSBIaskpZDFNkcNunLVAuVTl3V5UJQCE7Ti5TIY49VupnWG2ex/WqyE0SJgBSxUj5cCZVhin4yX9Ypjyk06wlXLsQ8Ny380zvt7AzGu1mwidv9Tj9vsvsxVs/u5MV/Af/ZYUolFw5EzB3NeQbPy6w74hDccAgjiVnPvY5+UaXzz9c78HI5DTGpy1e+F6emUM25cE0IWV5PuSzD1xOv++ycPX2pfEkUZSHdF74foHnvp2nMp4qlBrVmA9e63LmpMvy/M6cNzsjmNxj8eL3C8wcsCkO6CgFtZWYk290OXPSY3E2PcahUYNjL+R46Yd5Xvt/2+w5bHPgMYdOS/L//YsGhZLOUy/nmDlkc+18wAevdfnojR6odMI+PmPx+LNZ9h51qIwZZPMaQghatZhzp3xOv9fj3KePrlH9+ISOlIqlxZ2Zk/SurBLUukRtn+anc4SrXZzxEu2zS7jX7m2G/bdYR7ejmJ9Pk20eJHo9SaNxZ/XQVlCvSeauPzgD2JsRhopGQ+I4+rZIEyFSVcWDjB2OGjW82cs4u6YpP/sy+cOP48/N0ruSLjjcTHAIw8QaGia79yBWZQQ9k0lNZ00La2gYb/bKbc9MJSVRs3HfRAmkm7Zt+OYrNocPGwQhjI9rJAnUqpKRYY1eV9Jpp6q/5WWJ7ysGhzQGBzVWq2mCTRBAvaZSL6QN2mbCEBYXE1aqkm73/gyIdR3KZYG108KAvrIkWFlM2TWl0rnO1yg1LQxTD5lf/aW/KQJc0wV23iRwI+QWPH4eJcgoIVztotkGemZryVpC19BzNnHXJ3G/unSkHSFN0tYEc61dYbPIiDxZrUAvaW2KAHhQiL2Y2IvpLfe+smO4E2JiWtSwlIMpUsVImSEiAlzunpiiY5CjiEMWHR1JQo82Af5tvhmqr2q5oXDQ0PtEyL1JExObEoPo90Ga3Oqzkpqhfh1ImB4dPNXDEVkEghxFchRpsnrP92bIkyWPQTp4+PTw6G06gUf2DX5zooyJiQIiAlqqvmXlllKpR8jNHVo7kG54Vww/McLEC5OMPzfBwL4BdMdARpKg6dOa7xC0A6JeROLHJJFEJhIVS4QmmP7ObrIjWTT9Pvvwd+rZ05fiGvkicadFUF1CBgEoiUo8onaDxO2iZ7KYhdIaaSIEqax0eYG4111bJbn54a9k6rYvwxAZ+iS+i/Q9ZOgjgwAZBAhN6zv6p/3U9tAoZnkQPZtPZcLZHM7weJoe8GXvAiGIu22C+sparKv6snxhw1MncVWHtqqTlyVyWnHLpy1UAW1Vpyrn7qoyAXDsIqaRIYi6rNS/oN2dI4q3Rg4+TAgNRiYM9h51UBKmD6SGtfVqTCavMzRi8MIPCuQKOl6vRX0lXlsB1nXBxG4T29EYqBgcOZHFyQg6rQSvJ7EzWpoepa/fpNm8xuEnM3zjJwVGJkxCX7G6lF5PhbLOM9/KMzJh8uq/blNdigi89YvfyWjMHLTRdEGSKGrLMbmCxuiUyXd+v4jtCN5/rUejen/PadMSPP5slme/nWfvYZtWI2F1KUbXoTSo89IPiwxUDN78ZYfVpQjL1hiZMHjiuSyNakwcpwqbx5/NEPgS35VkCxq9dsKhYxl8T3LtQkB9JT3OgYrBkaczmKag15Z0mwm6IRiZNHn2lRylAZ3VpZh2IyF6wN4U28F3v28zPaMzezXh2tWYq1cTqitpMbQdmOUspccngHQSamRtrMEsRt4mbLqw/PVKnfiqIGXaglJdefCqjV5P0WzuDGnWbCoWF5OHoq6KojSpZ3R0e+8XIm0vMXZyaVeItGW2DxkGBNUlWh+/hz0yjlEoYo2OY1ZG0xaR61cJa1UAnF3TZHfvxywPEdVXCVeW+oVcAbM8yIarOUqhwnBHinnDgN27DcbHNKSE8+diLNMglxMoFL6vMEyBaa2fO01PFXmep8hmUz8TXQfbSdt0NlJJKZUW9CvLkmZTUbgP+whNS4/DttL97ui90idOvq5YXEx4592Qa9eSTcUx5yoOx35viusf16he7OA1v36xykkvoP3ZPKUnp7GG8ljDBcLVO6uZb8AoONijRYxSls7n81+ZCSzsCGkiMLDI6yW6Ses2BcNd3ykEkQqpx4ubWpm/GbqlY5ds8uM5ess9DMfALtnIWNJd7IGAzKCDlbOIvBiv7uGtrq/ImTmTwmQBM2vcUnjVLtQJ27cei2ZoWHmT/ESeoB2CVGSHs8hY4lZdIj8mW8lg5SySSBK0fLpLvR0pyBJi6lQpMJCSH0JnkFE81SMkIGbjhloNDYcsw0xgkwEEsYppUCXAu+31koQAb41M0UXa+mErBx/3juakFg55ihTEwH3FGMfESCXTog9wyPZ9Eh7dogigS4suLUoMItAoiDIDqoJL5y7x0AIDgwEqFCivtUF1VYsuzQ1evzEsHIpikIIoY2KtKVUAWqq+4fd8J6hEpX4kN2TxukC39M1LM0WaYLMZFYjQBVbeYuqVaaa+OU1pd+oN0lvp0bnepnmlQetKE7fqErRS4iQOYpIwQcYS3dAYOjpMtpLlUeHVhJa6twvDQCZxqvS4+btPEhLPXXvdzVBJTNxr34WoUP04w9RZPI04jlFScsOM4kb0rmY7qQfKzH7MQjmNUexHKhq54poc+cuQgU/yZdfITSAmpClXsIWDoUxMbDRxbyJLqTSiuy1r1OQSLVW7Z0vajZScMOzQ6S08NMJESUlUq+FdvAikUbhbmf2VhwwyOY1eR/LR612W5yMsR+PQcYeXflDgqZdzLM6GfPibHp576zg7NGqQK+g0qjGn3u2xcC0i8CWlAQPfl9SW18f/8RmTp7+R48Xv5/nk7VRVMn81BAX7H3N4+pUcz303T7speftXbare+ow5W9Ax7bSF5aPXe7QbCaVBnSNPZ/jGj4u4HUl1Mb4v0kQIGJ4wOPHNHM+8kuPq+YCPftNj8XqIYQr2P+bw8o8K5Ap56tWEd/+6A6QrbJmsRq6g8+m7PRauhswcsHjmW3nOnPT45O0e7WbCH/2DIab324xPm7RqCXGkCANFu5GwNBtSXYzpdVLS5MQ3cpx4Jc9TL+f46I0ulz73H0nS5JlnTb7zPZvqiuT0qYjTpyIuXUhYWkpoNSXtdloQbVY5YBYc8vuG134WurbWZ+4vt+meX35An+S3C1Gk6PXS838bASEEhp3DtPPoN5I/kpg4dIm8u43zG8PzFJ12+h3faKPbLtptycryw0nniOP0HKVGptvwNNkuaaLUTW0l6/sVut6PFdZveW3S69I9cxr/+jXs0QkyM3vI7jmInsmAYo00yezaTXb3foKlBbrnPydcXUEYBs74JNnd++5wLOmzbivFgK6nbUlT0zrFkmB0VGdiQseyJEMVDSej4fuKhfmEsVENTdMIApifTzj6mMHEpM6BAwZj42n6TbutmJ9PeOYZi5ndaSx5ZVhnbi6hepeEo2o1oVGXTE1tf5IlREqWmFZK+nyNhCAPFEmiuHY14dW/Ceh0Nnc/5oZsnvyDGYJuTGvexdt8qfDIIGp7NN67hDNewqoUKD81TevUHHHHQwYx6qYuD6FrCFPHyNnk9g2TPzSGihM6X8zjX//qPGvumzTR0cloeUb0aSJ1kUhunjRpJlWguq39ZoYcpr6xi+P/6RN89sdfUN5dYtdLkwTNgI//91NousbeH+1m+LERGpcaXP7VFc7/mwtrY9fAvjIn/ounGDo0iJlblwn96r/5NfPv3eoFYRctRo6P8NR/foz5dxeQkeTQv3cQv+lz7s8u0Ljc5ODv7Wf48WH8us/sm3N89s8/Jwnuf4SIiWhQZZhx8pQwsRhgGB+XkOCOigYLhzJDTLK7Tz4oIgKqLOBxu6ImJqZHe03xkypaKhQYwMfFuwN5McAww0xis/2oyTSFw79JbSQoMUiHxpZIhK8CHVpkaTDMRJ9AKpGQ4NKjxtKGpJaOTp4io+yizBCQrto3qdFi84NBQZQZEMPMqYt4ykUgyIo8u8R+YmICtfkiWMaSxI/X7g/N0DBy5qZ7B4UmMDLGppQfZs5i8NAQEy9MUtxdWvv99deuceWvLlH9rD8m3OFBYmSMtBfy62ShI8SdZ7uqryy5y5NTfflvd3itVRpk+Bs/RCYx3UtnaX/xMYnXwxqoUDr+HMXDx++8/Y2MNTaBhqqSJAk6JhVtYlNjQYKkrWpclxeoy6XNGbkqRSIjotjrT0QfDlQY0nn/PTofvL92HFuB7QjajYR/8T9VWZ6P8F2FEPDR611KgwaPP5Phhe8X+OxD97Y27qERg+uXQ/7ZP6qyMh/h31CHpCZIt+CJZ7McPZGhWUv4l/+kxuzFYC0k6NR7Lq4r+fHfLfOzv1fm4mce1YV1AsSyBRdOB/zf/3iV2nKq6BACPn2nx9Rem117bY6/mOPkm9tXY+oGHH8hx/7HHVqNhP/jH1apLqaKFyHg4zd7FAd1nnwxxzd+UuDTd9b3FUWKT9/rcfKNHvmyztETGQ4/meHahYC//FdNlIRv/U6RbF5jcNhE031UCGc/8Tj3aToOqv5/hAbXL4Y4WY0T38qz97DDwrWQTutRactdRximXja79+jM7Nb56c8cVquSz0/HvPF6wPvvhVy+tHkz0t5snbk//RhILyE9a2GPFCkcHPlKJc9fN/S6im53Yz8cTbcojR1kcOoYuaE0YS3o1mkvX2Tl4rvEQW9LxEkQpD42ScItHkDbQbujWKk+LNIkVclsV9UiBDgZgWls8QP321KFbqQnrL8xPZPrKy033l7cbRN323jz1/AW5hh49iUyU7tpf/oB6DpGsQRC0Dl3mqhRQ8URmuOkCS7G1loN7oZsTvD00xY//onDkSMmA2WNiQmd06cjvvgi5plnBCdOWBw8aBBF4PtpatbZczHf/KbFs89YnHjaYnVVUippXL4U8cUXEc89Z/GjHzlkMoI4VvzxH3ucPXPngWN1Ve6YwskwBIYhCIIHfOHdPM96hM2qgkBx5WrMO2+Hmx67NV3gFE28Rojb+HqO1XHLo/7ORTKTAwy+uJ+Jv/MsRjFL58wC/nyDqO2BVH0Fl4VdKVA4OsHgywfITA7QPj1H/d1LuLNfXSvppkiTnCgybEynrCEGgfJYiWfR0CjogwzqYxS0QRDQTup0ZZOubDJsTJEVeULlYwqbUPlrfxszduNoafuHLgxW4ut0kwYCjRFjClNLTTWlktSTRVzZvrUAFQLN1LDLNiOPD9Oe7zD7+hxT39jFkT88RK/aw112ubp0hcqRCmNPjbJyOk3GkaGkdbXFyX/yCZlKhuGjFcaeHmX4scrGhZhIi0K7YDN0cJDahQbn/81Fpr6xiz0/2M3wfJewEzL31jylmSITJ8ZYeH+B5pUWUe/+rdUlCcvMoSmNMTGNQGOIMRyydGjQo0tEsJawkyFPgRIFBjCwEELQUU2WuY5Ld8PWjVRp4tOhgYWNTQaBYJI9FCjTptFXoiRrhrR5SuQpYwmbHm0yZNG2wcNJEtrUGWQkTaIRggJlJtUechT7ZE56zGnajI6GgUtnU20wDxIKSZs619VFptiPJRxyFJjhIIMM06WNj0dCjIaGTYYcBUoMkiWPEBqRCllhjhY1ojsohzbetyIhIVD+2vkJVYAUW39YRG6Et+r21QspMZEbzqbqkU1AMzQyQ1l0596rEnbJZuzEOFbRRghB2A2pn6ux8N48zSvNuy/K3DCOtfT7Ts/ZSagkJul1kIGfqjoKZeKbTFSFrmMUSoSrS6m56oOA0NAcB3t4jOap9/EXZlNDNSnRnAy6vX1i817oqTbXkrM05ApFLVU/OSKHgZlGAqtUNeerHl3VoqVqtGUNV3U33Y4Wxi5SxhhG5haJ9U5BL+exp0fwL8whvQ0mJdusNFK1Q8zKQkzYb6tQClQCi9dCdh+0GZsyMTYoDjotycpcxPJ8RHjzhHODQxmZNHGyGpe+COi1k1tSlZWC5esR81dCXvxhgaERg0xufX9eT9JcTWisJsTJ+nuiEK5dCCgO6FTG7m+NRdME0/stLFtj8VrI6lK89plurKJX5yN8VzI+ZeJkUuXLjb93mwm+J8nkNNyOpN1IcLtyzQg3DBROBgzz1sf4bXyjhHYzoddJlVvZgoauPzpjyc34p/9bj/feDTl82OCxx0327kvNHZ88YTKzR+cnv+Nw/XrCF59HfHY64srlhHrtzuO/DGPCRsrMCYC2T9T2KR4eQ7O+8lyArw3abblhDK7QTYZ2P4XpFGivXGL18gcgwHAKWJkCIwdeonb1JH57a6a7cZySNMVieh9tFTfugV5X0ag/HNIkSSDwt+/FIkSa8nKXALeN9+t7JN02mandacqN7yIMk8LR49ijE7csQBiFEkahmHqB9bqoOELPZLEGK+m2Am/tw8gwTFtfh8eJalWEruOM76Lw2FPo+Z2LQHVdxScfh8zNJRSLKdHQ6yo63fT/f/5nHn/za58gSBc7kiR9j5Lwb/9twOuvp8+uMFRYlqDdlnTaip//iYfjpMoPpWBh4e5tIZ2O2lTbyGZgGGzL12ZL0DTy+w6T3XMQJROqv/6LnXUv30GcPxdz4XxKdm/2EOMgoT7bRbc07IJJ5H/9ZDv2SJHKdw5TODKBNZTHHMgy9tNjVL51COlHyDhZk9MJQ0czdYy8jTmQQ+ga2Zkhdv+Db6OiBO6yQNv6+BoLf/LhA/kMm3pKJiT4qodQAlvLYgqLojZIT7ZJVEyiIhJiAukRKo9ERYAir5XIiDxe0kMql1AFJCoGFIHyUFJhCIucKJAVBSItQKqEQWMcV7bxlUuiojtGsAoh0E2doBOw+kUNJRWDBwYo7Mrj1T2uvzVH2IvIj+fJDmfIj+fpLfWQoSTohKx8VkW3dVSiKEzmGT5aueM5EAI0UyPyYhqXmrRn25RmSgzsL5P4MZf/+gpRL2LvD/cw+uQIxV0Fuku9HSFNIG0DWWEBTemUGcYSFiZDZFQOH3ftHN0ozB2RwcRGoWirBqssssrSXVpG0qJmlSUMZTIoRjEwyYoCBhZZlSciRCJTA1NhkSEHCHqqTY1lxpkiI/Jb/mwKhYdLizpZVaAgyhiYFMUgtsr024PSAUL0aRMhYFUtfeWkCaSmq6ssYWIzqEbIiQIFyqnyRJUJCZAk/ZQhC0dkcMgCCk/1aLLKMnO4dLfkCXTjtQUxQKgCBGCLTN8fZmvESdQJ6S731iKGrbxFYaqEbm/uSadbGoWpImb23isuhmNQnClh2OnwE3sRtbM1OvNtou7d7xfdNsgO5x450gSlkFFIUF3CKA6QndlP0uuQ+B56JktmcgbddojaLcLGg2LJ+zJoXQcESsl03MrmyYxPYQ1ts7l8E0iI6aomofLpqTYtkccSzi0x3AkJofLx6OHKNgHepqOCAXpelXx2FNvKk8+O0u4mxMnWW4ruBL2Qxdk3QTC7AhuRJttEGEjcjsT35G1ink4zIQwUw+MGuiluU5B4vYRWPbnFf2QjaBrkSzq6LlhdijZsNem2E5qrMbYjyJd0nMz6pCPwFV5P3krMkCb3NGupcWSuqK2l1GwHQqStSsUBHZTF7/4nA7cpqA4dzzA4YqSmh47Wl/YDKj3GG+k/caTwXUkUrh+MTNKrSdPWzaLzJY3RXRYjEwb5YvqZDTNtETx43EFo6wlHjyLOnY1ZXpJcOJe25szsNpia1pncpTG5S+fIYwYHDhrsP2DwxDGTq1cSZq/FzF1PmJ9LaDQk4U2Xsll0yEwOrP0sNIFmG5gDmb+NHN4Cur2NC0ohNHIDkwTdOp3li/idGggwnQL5oWkqe5+htXBmgy3eHYkEz1XkcgJzW6IGhe+nxfV2/XC2CpkowvA+xgvSYvvLFlz3Qtxs4F65SHbvAXL7D2OPjoNSaE42TY276YA0x8EaGccaGELJBCUlQjcwSwOEK8v4c7Nrrw2WFjDyRTLTe9CzOVQUIgyTsFbFqoywUwZpSQz1uqJe37gV8tpdTEPn5u78t7u9byOUT5ucAAAgAElEQVT0umnr305A10V/UeDBXXtCCMyBITK7ZtbTAR9RnDmTkiZb4XS8ZsiZv1ogO2AxfrTM0pkmfidCxuq252i6KLNN3yszSzY3jK7bhEEH328SxzszzzLLWSrfOoxZdDAKDnrGIjN1U4jAzZ/jSw9llUisSgF7rNQPiLjzwBA1Hlzr9qZIk0gFNJMVQJFVqeFfQR+kIxt0ZRNNaGjCZDVZoCsba+/TMUiIaSYrhGp9giwQ9GQTFw1TWCiVYIkMtsjiqTQpxpM92nKVSIWEyr9jEaiUona+QfXzKpqp07jcxMqbdBe7XH97HhT0fuxSnimSGXAQN9ip/kUVuzGRG226laZ1rc3K6RXcqkfjUoPscAa/FTD7xhwoqBytMHJsBGfQQd/BSUhESJPVNdIjr0pYOFjCxiGzFkOsbuTgqGSthWeJWeos06Nz130oFHWW0THQlUmeIjoGhkgJjBuQSJRKjWN7tFllkRXmKPaJgu0gIfVbMTDQVRrEqwuDrCiQY91g8sbni4gwt9DK8iCRtuN0mOcyCRFSjfXNdw3yooTGem9t+t2kCUYhAQ2qrDBPi/qWiY5YhcSElBgkEiGpV4pJoLx7JpF8GUEnoDPfIQlilLQwcxaFqSLZShav5qWtO3eA0ARm3mJg7wBW/t426ZqhYeZMRH91N4kk7mpvU/egXbQYOlLB2AQ589ChFL3Zi+T3HiE7uZu42yJxe5iFEpnJmdRsdWWRqNW497a2uX8Z+ATVZYx8EWdsF0LT0LN57MoYRjbXfyg9uIlLiE+ofFpq58nMTneBXKbCUGk/lfJBUIquu0wsQ5RK7rtlR7MMjHIezTZJNJFm4O4AZMIdEzaSODVgNm6OIr7p71GgCPx7fy6h9UMEUMTRxqu7Sbxu/KcbAv0mZYtM1MbR2wqSvlO/rveVH/dxCRmWIJvTKJR1fvx3Sxu+RvaNaBWsEaOKtNa58RUrtXFc8M0G1vmSxr4jDk99I8fYlEmhpGNnNEwrPddDo8Yj6WNyM6RMY2LrdcmpT2OcDExO6hw7bnL8KZP9fe+CyUmNAwdton7yxScfRXz8ccTlSzHLywnLS5IkudUIFvqkiWWgooRkB4nC33a4PYXnbryQZ1hZusEsbmtprQgIunV000E3bcRWpROk14Hn3188dqejcF350LoWpEzVDtte7BfpYrK2RUYzatXpnv8iVYyMjmMNDSMDn97Fc0jfQ+g60vfgBkmiaZiVEYxsDqHpyCgkajXoXTl/C2niz11FaBr5o8fI7tmPDAKC5QXan36AbttErfVWcpUkxJ02QXURFUcP8pH7wOB5Cn+H2mnS2Pcd2dRdINAMc1v318PCDWXQhQsxV65sjcQKvYTlc22O/miCwZk8mbJFZ9kjDm9PgHSbIbUr21M0206Z4bHj2HaRVuMq9dr5HSNNEKlXSeJFJF4E96hJt4uw9oDU3GyCNNHQKeiDjBt7SVSMIUyEEAQy9VC420qhQhKrkECtsz4CgSEsJsz9WDgIIbCEQ6A8hBSEymc2OkdFn2DQGMOXPeajC/jqzjGsYSck9hJMTSPqRfjNgLC3PlDJSCIThW7q972iFLkRUTf1foi8mKAVpOawN/YVS2SU9Pe1s8tXMRFt6pynQ5kKZSqUGOybpppoaGm7Bh5d2rSoUWOZ4Ba/kLsjIaHKAl1aDDFGiUFyFLDJoKGTkBAR4NGjwWqfjGkBggCfmBhjm1Y5PdpEBLRpUmGMIgM45DCxgLSNJyYiJMClQ5dHx+k/Vcv0mOUiNZYZZHStBcfCwcBIV9r7565DgxrLdGkT30X9cze0aeApl5IYxCZVmHRUgzb1OxoE3wlBK6B9rYlX87EKNrqtYxdtRp8eI2gHtK7c2VvGyBjkx/IMHh7CKlr33JdSKo317g/0Wt8YVtyrFUhAbjTP7u/vwS7tdIbdzsC9ehGkonjkOJWXvo9mOcjAw19ZoPb+bwiW59PK7wG0lwBE7Qa1d1+lfOwZhp7/DkLTiDpNOmc+RcUhuX1HH8h+HwbavQUMw8EyC4xWjpFxBqg1L9HsXiMMO8RJ0I8fvhc2vtdkGBO3eug5h6RjId2dceY3TIHtbPx92xkN3RB4nrwj2bEZJDFEoUp9jQr6Lak6N2A5Yq0lx/ckoS8xzHSCadkC07r9GIUAJ5v+PvDlLS0/W4UCAldSW4lZnov41c+bd7TRCXxJdTGiPLT9lpFjz2f59u+VeOxEhrd/1eH9V7ssXA3ptiVRqPjD/2yQ57+3dWXkVwnfg6tXEuauJ/zqlwGVYY0DBwyee8HkxLMWMzM6Bw4a7Nlj8Du/77AwL3n3nYD/8X/o0mopkl6Ie/0m0lYqkjDGm2sQNXdOtfXbjp6rcO+wCq+QaLqBbtokYRo1qxkmuun0l4C3vj8pFb4vkVJju2ZerZbE3YDoeVBYJ022z5poutjyo1LFMVFjldqbv+4nyqUxwCpJ1hhVlSQgE2QY0G416Hz+ya0r2zfM1pP1ASpqNYi/+ITuuc/Wt9l/3cov/zxtbe5/1qTXof3JB3ROn0wTXh7RNpG7IYrVhuk628HdLN12EsIwEQ+8D2j7SJKUvJybS6hWt8ZelsYyfOu/Okx5MouZ0Xnsx5PriZdfurwuvrHMv/5vP9rWMZpmjnJ5D05mgCjs0Wpe3dZ2NoI7W+fCf/+LB34xxO0H9yy754zE0XI4Ik+kAurJIrbIktWKa4kf9Ms9rb+e/mV8eagwhJX6nyBoyxqh8inrI4j+P5KYTlInUgG5fntPSR+GpIqnNmaPVCyRffpcKUUSyS9Jk24yz7tPqEQhk/XlLhkrZHTTxX/zKtwDuC5uJKQ0qeHSZVUtoqMj0NZIrIS4Ty6EhDcl4mwWCTEuXRLmaFJFV2Z/H+KGjoWEmBC/T8gkCAQLXKWmlhEIIkL8LSbfpIawAW3S5JcVNX+LvH9NRdOPRw7wN7XVWS6wpK731TiK9gM0l02I6dEh6hv4GiqNTv7yuYv69ElM2q62HWjo2DgUREougcQUFr5MY4vVVmKHFYTtkIX35jAyBqWZEkbGYOa7u4ncKI3kXrr9/jNzJmMnxtnzo30p8bGJlpnEj+nOdxncP9jfhsXoU2MsfbhId7GD2mBVXjM1ho+NMP3t3QweHtpUG9BOQ4Y+jQ/fSCdHYZeBIY0Xvp1lfMogm9PQdLjwRcj58yvMn3ybzvnPGJ+xOXpE5+B3Y6ITLu2qzcUzig/f8ojdNv7Zd9hzOMsP/+s87UaCbUO+qCE0ePtvPK5c7pAsnGNiYpVjL7Wpzsd88vEFwtoKeA0OH5H89D9q8ed/+ibV6zVMETBkzvHiPsHE3gtouobf9Xl7YZ6rl2H58nnibocnnrEZnTRxgzZHd79KZk+T1ok8V84GnPrQp9WQZLKCqT0mx59zqIzqaCJdof/wLY8zpwOafe+EA0ctjhy3mN5rImXqg7EwG/HqL118N/WcKJY1Xvh2hl5Hks1rTO02sTOChesx50+HnDl1b4KiMnCQodJ+Mk4Z03Ao5qdw7DLDg0eQMkrVJve4lzy/wZW510jk7avqmmNiTVawRgeRQYgM14l39/Rl3FOXt37RkLaZFAd1KqMGzdp6tK0QMLrLJFvQqC5E90VIACzPR+w5LNlzyCab12is3urtOzxhMrHbollLaFRj3J4kW0gnmE5WozSkU67otOvrkaS6Kdi110LTWIvx3S6UhPmrEaNT6fZmLwT4PblhooKUCr8nUYO3/22z2LXXpjJqsHAt4p2/6jJ7McDtSpJYUR7S0Y1Hty3nbkiSvl9EoIiihE5HMTub8OqvQ0bHNaamdPbuSz1QRkYEjz1mYpqphskazFI+vitd0BH9Wi6RxI9NoOJkrbarvnYOf+nRWZR41OD2Nm5dkDKmtXCObHmMXU/8mMBNCSrDzqEbNo3rnxF6rS3vT6n0O7+f2rvXS1t0HhaU6nfC3Mcx69s1vlUKFYX33rVSqDhGbYYduMtrb4u+VQoVR6nK5GuKOE7VfF8biJQ02bIJzkOE7yvOnYtoNLau+OrVAz7982uYGSNdFLkLmdi4tn3Ddk03sewimmYSRS6Bv3P1kgwivLkH3yFwM9m507gnaSIQaCJtozGEhUBLzTr7jECikjUFSlGvINAIlEug7jw6i34bgSEsYhUhkWtF+Q1SRSDQ0dGFgVB3HzXVl9l7mUqeHwTUDce69V98JSxyREBEsEEOzs5AkuDR2zBpZyMo1Fr87v0gU9AYnTaoTMDqQpeFywGBJykOGeRLqXpn8arPVlL7tpJIsxNIiPHo4vHgJGIAGXKUxFBKcqlU5qaEpCyGUaqKu0XpW9SLmH97juJUicxQBjNnUtpTZuqb05gZk/qFGlE3QiYSoQvMTBrDPfrUOJXHhuktdckMZ7Fyd1ebhJ2Q1c9WGDsxRqaSxXAMynsH2PXNaayChbviEvtx6sdh6Vh5i9xojpGnxhg6XAEFfsPHzJq3JF89aKgkwVtI5brDYzonXsows99EAL2ORNPT1f6o1yVYbiAbgr2PZ5lwTDrXIIohlxPsPWDiu5IznwYkq7OUyfD9nw3wzqsu9dWEJIHxCYPDT9j4rseVi1V6sy1e+FmOoZLgozfqRK06I+M6M3syTI31kKt1onbIyJjBiy8mGO1rrJ5KXeuLZY390zFBLeDzj+cBGJvIceS4QejH9K6fJQB8TxHdpHbIFzVe+FaGfElHJgrXlxiGSFefvtR6KhNw+2kSA0M6uw9a7L0ccfVCRLctcTKCfYctdF3guRLflSRSpD4Vm+y9HSjuYbC0F9PMIoSGbeWxra0pBdrdBa4uvMFGPHLS8fAvLqDn0hZDddOsRsX3YbomYKBi8M2fFjj3iU99NUbXBSOTJnuPOCSR4sxJb1NtOHfDpS98du21eOxElhOv5CiUdZqraZtLZTRN6SkNGnzydo/VpZj4Vl91xqdNXvpBgXOferhdiZPV2LXXYuaATbMWc/nMrYWB0NLrSzf6KRdmuipsZwSZnEYSq7UWmrToU5z9xGNyj8nEjMUTz2a5djFI44FjhWmmKhnDAN9VeL3w/gqufgtSEqfXNUAmr5Ev6Bx+0mFsyiSO72sXXznCEOo1SaMuqQ4IPN8glxXs3pN+P9msoDygrdURNyIco7ZH4oYoqdAdE2esSNzxCesPJ8Z7uxBCSxeIbpMfKBK5/QWIrcLzN/YGUTKhU72CEBqZ8iiGnQNSL7bQbdJcPE/kb0OSrljz89kOlEr9TB54esnN+6TfUrfN9wvxpbQgAcWpIlEvwqt7X+8b92sAmexYh+oahGGS2TWDMO+tSN7ytjUda2gYzXage391yIOC5ynOnolpt7Z+Yv12yMU3lje1GB8H259LCKGha32/wcgjinbwmSAV0k8nHsLU0R0TzTb6HiWblyPFHZ+48xAZ4JtwT9Ik9UdI028G9FESFSNJiFSwtuIfSg+pYkraEAZm38MkIFK3tx0kKsZVbYbERLpCLrJr25FIbJFlxJjuXxeCRMV0ZZNQ7YxU+usCzTbSfy0DIQRRO82x/m1HrqRz+Jkcz/6gzOm32jRX6wSeZGSXxfShDJomWJkL1gxL/11GVhQpiiHm1EV81QMEOQrsEvvwcdeIlM0i9mNWTq0weGiI7GiOwQODaIbG+DMTDB4cojXbpLvQIfYSdFsnU8kwsHcAM2fhrrrMvXWdyRd2Ye65O5ERtAOWPl5i+ru7yQ5nMfMWdslm/+8eYPjxEepnV/Fbftq6l7fIjeUZOlrBylsETZ+VU8tohkZpd/mhkiY3Y2LK4Cd/p8C7r3m8/7rLpbPpg8Aw0wmqbkBpQOPJ5x26Hcn/9T+36HYkjz9t8+RzDt/7WY65azG+K7EdweiEweXzEe+86pLEihe+neXgYxa7D1ic+yzkwpmQ7/9ejuExg3xRo9uWTO0xqQzrnP4ooNNK0HUYnzL48R8W+Gf/S5MzpwIsS3DkSZtjJxykhM8/Xh9H8wUNqyL4p/+oydzViCRJe49vrPxn8xpHn3J4/w2Pzz7yWbgekySKOLp1BWp5IabdlMRx6uB//Hmbw0/YPPG0w+pyQre9/gAfGdf57KOYP/vnbaJo04nWAOiahdAM4iQkTrbnvxBGnTtWHtFSneYv3rvt98I2UyfGbSIKJcUBnW//bonBYZOVhQg7o3H0RIbxaZPzp3w+/E3vnmav98L5T32GRkz2H83w7d8tMbnbYv5KiJRw8JjDzAGbTjPh13/WorZ867Ok05KUBg2+9btFyhWDTjOhXDE48lSGfFnj5JsBn3+4PnmybEG+pDFQMbAzGrv22hQHdAxDMD5tsf9xh8CTuF1JoxrT66SKozMfe+zaazE+bfE7f2+Az953WbweEXiSTFZLE3qEYHE2orp4f6u01YWIZi1O45JfyDI8bqAUDA6nn2to1MDtJF/b4sswwLYFTkaQzcKBQyZPPGFw7LjJ0cdNsllBGEGzsZ4wpMKEoNajdWoOf7mNihOswRyDz+yme2WV1qk5AOLeozXfEmiYRgZDt9E0K03kumnsUErS81eR8uGs7AeBus00uX8gBN0aNa+NuZzHLlRAKUKvQ+g2kfH2zutOKE089w7H/KBwQ2lyHxA3kSaarjH+7Djt2TZ+w7+Ptp+/xWawUdvH/UJ3MpSfeRkjv7Gf1X1BCMzyALqT3flt7xCCAC5eTNWBW0USKTorD4EoUBIpEzSRhgncr1fcLeh7mhh5B3Mwh13JY5azaZ1r6JsihAA6ZxfpnlncuePaAu5JmsQqpB4v0Upq654iin4bSJqS46oOF8KPAZAqbUBQSOaji7dtT5Lgyx5XwtO3eKIopfrvU1wOP117vUKR9NUo/y6hcGiM0rEpcvtH0DMm1//5u2sTmt9m1JdC3v6LBpVxi07z6xep9TAhiQnwcFWHmBgBuEoQimD794tUXPv1VWI/5vAfHaU4XcSwDKy8yeDBIcp7B7gR0qLpGpqp0b7W4vob1zn/p2dwBjPkxvN3jSqWkcSveVz6iwugYPLlXWiGhpWzGDw0SHlPCZmodLIkxFrEcG+py/zbc5z/07OMPTuOVbAoThXvuJ8HBdFPKpnZa/J//uMm16+sF6A3Vu+zecHUXhPPVSwvxHQ7qRzz2qWIyRmTV36Uw3EEvpu+p9VIuH4lorGa4GQEi3Mxh4/ZOBmRRr8GirmrMaPjOkeP25z6wGd6r8nQiM5rv3TpdiSFks7YpMHImM4f/f1iSlaItLCKIrh49laioVlPWF1O6LSSNaLk5laJTlPyzt+4nHjZ4cgxi4/f9Tn5rke9equ0dHTS4MlnHQ4ftwgDGBhMfTrOBsFtMYOzlyNmr0RE6aNjSytZs4tvsVg9ufk3bIAkCUm2SLg4B3eRtHqEs1uLCb0BtyOpr8R88GqXJ1/O8+x38jhZDb8n+ej1Hu+/lraO3K8paaeZ8OFvurTqCS//uMCRp7M8/900CrOxGvPZBy4n3+zx+QfubcXTpc99assxXi/hxCt5KuMGhiFSkuVPW7z/apfF2fWCdNdeixd/UOB7f1DCsASWLXCyGpYl+J3/eIDv/2GJJFbUqzE//1/rvPWXKYEbeJI3f9lm6XrIyz8qcuh4hue/l8e0BIGnaKzGnD/ls3AtII7u73x8/HaqkvzuHwi++dMiliXwPcnyXMRbf9lhdJfJ1L5H0xvpXtA0GBnVeOKYyTPPWjx9wqQyrJHLa9gWmJbg8uWYU59EvPNWuJb0otkGRt7Gm28SrHZSb7aOz+Dze0Epohurdw9Iqbtd2FaB6dEXydhlhNCQ8lbSL5Ehl+Zfww8fXOvtzQgDRXiX61MmEaHbIvJTtalS8hbl2vZwf9+J60qCR9z4+G4QumDo0BBJkDwwJfnf4sFCGAb28Bhm6T76Lu+2fV1/OOYp20QYKK7PxvR6O1DP3k2YcR8NEImMCMMOTmYATTfQNOO28Xa70CwDe7TI+O89ReHoJOZAtu87RJ8w2dx3t/AnHzy6pAmk7QZpVPDGUEjCDdpxYjaenCoU0V2UIxtta6chdIFuamhmKv/XnfRU2MV01TuJEmQo1/1LHjK8xSZC11BSMvzKITR7+4Z4DxsDwwaPvVAgChWWo2E5At+VmJbGwmWf2fMeh5/JUxw00ljJWHH2oy61xXTF0e0khIG8TU2SK+qMTtsIMYRpCxorEZc/c1ldiNjzWIbJvQ6mnUqRZ895zJ7z8boJz/6ghJPV8d20h79ZjVi86tNtJhx/pUgmp2GYaXH62dsdVpciyhWDp75VpLUap2ZkAmrLEdfPefTajw6ZY2EzKqb795rAxsHCocgghjCQSJpqddNGwAB+w2PpgwXiXsTwsVEG9g2Qn8hjl9NEKBVLwm6It+rRuFhn9fMq1c+quFUXr+oStgOcwcxd9yFjyernVWSiaF9vMXS4Qn483YeRMVM5cpgQdgO8VY/WtSarn6+y+nmVzkKHzJUsfuOrkecJ0l5ry0rbSzYqdoUA0xRImSozbsyXozB1T7ccseYmL5M0iSFtVWEtUvWGPBnS3129EJLNpUqVhdmYgaE0dvnyuRDfU2Ry6X57Xcmbf+0ye3m9yI1CxeLcrddAHEG3vbGnBEC3I/nwLY9aNWZk3GB4TOeP/n6JD9/0OHMqoNWQFIoax59xmJwx+M0vXHxfsfegya7dJpp2u2eE5yp8b3tmiJ7fwBf3J7u94Yu0Bk2g5zJIP0zTGvJfum6FwNk9TjhX3TZpgoBuS/LRmz0WZqM1RUbgSxZnI1bmb48IDnzJL/64ieVom/YSkRKatYQvTrp0mgkDFX3NxLXXlVQXIlbmovT899GqJ/zyXzaJwzRyOEkU1y+H5PpeJ15PsnA1pLoY3UJi1JZjTr7Ro7oYpRG/G0ApReAprpzzb/pdus9zp3x6bUm5opPJpSRbHKXHUK/G6TmJFM1azHt/02V5LmL2QkAYpgTUb/6iTa6osTy3fo3/1c9bWLZgaS49n61azKn3XBrVmMKAjmkK4ljRbSXMXgzJnNYoDrh4rqRZe3TG9I0gRNpqMz2js2+/wb79OtMzBuPjOqNjGiOjGr6nmJuNuXAh4cL5NHZ4YSFheTEhDNcXpzRTZ/DZGcJ6DyUVZjGDmbfTQvQRLUaF0MnYZVq9OVy/dpvhs1QJ0U4lPGwCYahuiXLeCErJW3rrdStLYXgPvdrstlp07ldYEQTwNbbYANLxW2gCoYttR6r+Lb5aCN0AKYk6TcL6zqXsCSGwhscwco+mubdSEISK+Xm5rShn3dTIDlrsfn6Yyp4CmeJ6AuUt+5GwdKbJyX91dVvHmZq/XsO08th2iUx2iF53eVvb+jKsoTxjPz1O6clpzIEc0o8IVprIIO6b2m7uvIT1B2VMcW98fSrxHYRdsilO5hk4MIBu6pT3lSlM5EHA+IlxnLJDHCTEXsTypytp0sdDRljtIr0IoWsMvXxgw9cII5U5ORNldCdtU1CJxL1eT92DhcAazGHkHeKuT7DcN3bTBPZIkcyuATpnFkh6IXrWwh4tYpayaKaWXsCJxL1WI2p5a5Mpe6yE7pioOFmTVckoJmq4qdw3SsiVDA49k2f5WkCpYlIaMrj6hcvkPgfLEXRbMfuPZYkjhUzAtAUHnsyjZJfFq3cm0yxbI1c0sByNfEknm0/N/DTNZepAhtFpi3Y9xsnqTB1Ii59zJ3scfa4AAq6d8TBtgWGKtYLOtASmnW4vXzJorsYEvmRgxOTZH5Q59UabXichidP+/UeJxL5h+JsROWJlIUiNliNCdHQy5JEktGlsiTRRiaK70MVb9ejMdyjvG6Cwq4AzkEE3dWScEHZC3GqP+rk6rWst/Ho6YV39vIpmaNgDDl7VxV258+Dm1TyWTy7SXejQutIkP5nuw+gTmEmQEHYC3JUezStNmlea+DUPBHTm2ix9sLhmwuxW3XsW4kE7oPpZlSRMMDIm7kqPzlx703Hja+dHpZPmdksyMKSRL2p0WulxpLGvaf95q5FgGIJcXsO0UoPUYlknmxM0a8maM/0Nv4cNZ8U3XW+zl1OVypPPOxz4wsK0BPXVhGY93XcUKNyeJAwUl86GnHzXx++nJRjG7afnRvzdnSbjUaioLsfUqgkj4zpHn3R44oRDY7WvUGmGFEsakzMGli1451WPJFFYlmBscuNHi5Rsu7VOqp03oBCGjj09QrhURxg62WN7kW6wtioshMDePUrS2X5fr6YJokixOBuxcHVzVUscwSdvb32fcaRo1RJatc291+tJTr1762tnL95bidOqJ7TqHmc+3nqhKhNo1xO+qN/7vW5Xculzn0ufrxMvvY7ccL+n37/9M6/Mp6TU1xUDg4JKRWNkRGd8Qmf/AYODhwwOHNQpD2h4rmJ1VXLyw4jrswkXL8acPRNz7mxMpy1vS7+Imh7dC8voOQvHTgcFzTJwr9cJqg8m/nEnoJQkjHskSYiU8W3+JamE/OEV0WGQjudbgWE5lMYOEPTq2/M1uU+Eobpj9PmdoGUsrEqBYLmFCr/a9nAlFb2lHlbeYvT4KO6qextx4tU9Yu+3v439647E6+EvXk+TiHYIQtcpPn4Czdi1Y9vcScSxwu0p6nVJsI0uPbtgsPv5YfY8P0y+4mDYGiMHSrQWXPxOhJU1KI1n6Kz4dJa3TyCHQYd67Ty5/CiOM0CpvAffb6UK3fts1TFKGQZe2IdZzODN1Wmfvo6/3Eb68ZbMW3tXqvd1HPeDry1poqQiDhL8ZpAWTio1f429mLAX3VIIRV5M2A1TWZ+CwliW6VemOPzvH7plm0ErYPd3p9n93WlUoojciHf+4fusnqmRRJKgFaxtQ6l0/2EvIrppkE6CZH1fD5gJNwoO+YNjVL55EHsoB5pAhglLvzhN58wCKlEUjoxTPDpB7+IKy7/6HAA9Y1J+aprxnx3n/H/3C1yvjjmQZejFfRSOTGDkLFSSJhDN/8mHtPvECkD5ySmc8RJxNyB/YBrCUv4AACAASURBVBSzmCFqe7ROzxG/fj4lWPqYPe8xHikMU/DJ623KwyblisHYjE2uaPDBXzdZvOIzOm3zzd8folWL7kqaxJGiOh/w1//PKrmizmMvFHj8xQKaLnByGlfPeLz3yyalIYOXfjbAEy8XOX+yR66ks3Qt4JPX2zSq64kYmgbv/jKV8w6Nmex7IsfYtE1tIcS0NPJlg9nzPuc/7qW9748YfOXSUF9igL90yUnStrftIAkTamdWqZ3Z/GrA7GvXmH3t2qZfH3sxrSvNu0Ya3wYF3cUu535+hnM/P7Ppt3XnO5z7k82//o67V9BuSi6fD9l/yKLTlFw6lxZmug6BrwhDxVy/QB4c1hkZN+i0JPsOmwxWdM6eCvG9rT2AqksJzVrCYMXgxEsO1aWEC2fWZ+7dtqReTUgSxa4Zk5WFhKWF1FDXsgRhqNbInc3AtATD4zpuV1Jflf8/e28WG9mVp/n9zrlr7BHcmcxVUkpK7VWqVaqeqt6quo3eZhqGPRhjMA8DGJhXwy9+NfxoA36zYXg8bqAHDffM2NMz1XtXVaurSlVSSUptmcp94b5FMNa7nnP8cINMMpPMJJncMoufQGWQvDfiBuOe7Tvf//v47MOQidPZkFGpSYTI4nSTvirG9TPjzfFTNidOO1y7tDvfke0hMygXYjXaPSv1NFpl5Mp9x2bYRBHk2HjPjKODCFkuUP3uVwjvzGPC/rULgTM2gLw+/XhXe4TI1mM8OXjpJYe3f8Xlq19zefGCg+NmpFOcGBoNzeXPU95/L+Zn78bcuqHWynC2QjDdIFrqUHxmCG+4iLAs4kaX3t06SetwlHvbgdIJ7d4cQ5XzOHaeJO31PS2y96tUzPXpH6AeJf/YIyTJPXNhyBInICvLsRxv00h5xy/hl4ex7MMpCUsSdhwh6w6VqH3rRZb+5hOSpcMl1Yw2rNxcYfwr4wy9PMTi54voeGNS5sx7M7Snjy75d4wMadAlnJ2iffmTPXtOYdt4IxO4taE9e869RBgamk3dj+He+fmFAY/Xf+80ncWQqz+apb0Q8u1/dYHPvj/J7KUVaicLXPjeBFMX61z9+7ldX2cct1mpX6dcOUm19ixDwy/R6cwR9pZJ1Wp89qPfQKYG3HictC2cSg4dpTTeu8nUn/wccwiihMfBE0uaBEsBt//uNgsfL9CZ7ZCGKSrWXPl/r2J5Fknv3uhw+U+vYLkWcScm6Sas3Glx+d9f4dYPHrK4M1kn3ZnrkoYpcx/M8YP/4R3CRkjSTTDGcOtvbjP546kNkcO3f3iHmQ/miNsxcWcfB3ApyJ8eZOQ3LrDwN5eI5ltYBZfCs6NUXzuJAOrv3aT16RQDX3sGb6yCdCx0osifGsQu+bSvzGWGb9qQNHos//Q6Sz++BsbgDhYZfOs5cidrJK2AztV7i3N3sIhTKzD7ZxdJWgEmUagoJe1sJDziUBOHmiTWmfQ7NfgFi+GTLifP++RLg7RXsiSJOFCE3Ycv7nsdRRJpjDYk/fIdPy+pjTh0W4p2PcUYaK+kCCkoljOJuUoM3ZaiVb+3U23ZgoFRh7d/t4aUmdqkPGDTWUkRkrXXaC4nj7yuw0JIQLJFCdwqViOoj7G3mLqd8O/+TYtv/Uaef/LPy2su/5c+jvnw3YAvPonpdQzv/HWP17/q89/+95kXjFJw61rMn//79lqs706wtKC48lnEK1/2+Js/63J9HTGhFEzeTvjX/+sKX/q6z6tv9s3WBHz2YcTFn4dcaW6/TxocsfjDf15mYNDCdgRaZ4qVv/t+l5tXE1IFs1Mp03dS3nzb57/7HweJo6xcafLW/u3uCyS2k6NSPEWpMI7vVbEtlyTpsdK+y9zSPU8sISS25SOlhVIpqQpZP5DrIKL1zifoMMZNNZ33vqDzi6v3lCVCUPnVN0jrxxPxYxw8fvO3PH7rt33yBYHrwfSU4tLnCR99mPDZpykL85mpYLezvd1Lp5SjcG6Q2ptncAfyWQmw0uhIsfTuDRq/2D7hfZBwLJ+hynmanSk6wRypijZIuY3RJOnBSbZTtdH/afDMG0jbYfHmB5x643fwioMPnGM5Ln5pBMvxD+w6V7GqjtxpCJiVc8mdGkR6h2O4vh5CCgrDWRpR3I4pDBceSM60P31ilzS/VDBJgkn2eI5gQKcJZifRmgeIKDK02mbX5si2a1GdKHD5r6a5/pMFvKKNSjSthZCZz1dYutmmNR9w5mtDPPetUea/2F0pc7YRZVFfuoJleVSq53j+wu/Tbk4T9JaI4862PE7arSmC3sYNVxUm9O4s4Q6VENZDMpOPMJ7YHkanmrARETbuzRSM1vSWHpQl9RY3ynZVpOgtBvQWty9hijsJcWfjbnjYCKGx8bhwJSJc2X/nebvo449XKJ0fI17qkjS6CMfCGy7h1vJ0ri9gUk2yEhDXu0jbIndqgN7dZfJnBnGKHq1Pp1BBP/7JtnCqebyRcuZuXPLwRsuYRGEXNu6MqDAhbQYEUw2SZm/NGPR+8tHojHwwfUm+gax2vq3pthSTVwNmboVZrV9PM3/34Qs6lfYHSNNXifXp2qCjsCR4ucxQyPWzGolVs0NtWIu/XEWpZnHiGY9c0WLmRojWYFk+xmSSfNO//jTZfSe33zBo0l8yg+Sjgm5bc+1SjBBZxK7jZuTH3HRKfTEbtLWGG32/kZm7CUJmPhbzM4qZu+maj8W1SzH/9n9vMj+bnRf3/Ufe+asuzcbGz3d2MuGv/78Oly5mSo760sYJQrup+fj9iF7HUO0bsgLM3M3KbFZx9fOYuZmU9ore4HGxHp2W5oOfBhSLEmkJtMoG/muXIlorWepIFBo+fi9keVGRz2dxxN2OptfNsiZXS4c6Lc27PwgIQ83S/O4nNY6dp5AfYaj6PMX8KL5bxrZzSGkTRk2iZCO5YVs5auWzlIsnCKMm9eZNeuEya52VNqhmtthK6k06718hnlnaIEXvfnzjscpzjnGM3cJ1BSsrmo8+VNy8qZi8kzI5qZieUszPacJwZ7uW3miJ2ptniJY6BLPNDR4mRzlu2KCzXU5ACBshVhWj69/8wcm50pQNUelhewkhM9Wb7eVJgia95kYVqOMXsb3CoS3q7r/m6lvP45+oPfQcd6SCf3roSHjqGWVY+GyBldtbq1KD5YPztTlI2Db4viCXE3iewHHBccCxs6h3u//YsjO1q22tPhZYFuu+sp/b1sbf2RuOzY4ZGpK8/PLekmVGa9JOk7S1ggr2muQ0mDTBbGXSdsgIQ0OrpXfvTSTAcgRRNyVsxUhLkEaqTxZpuvWU2ctNnnlrhNqpwq6vs1AcZXziq1iWS74wjOeXsW0f285RLJ1AqWhbiTpaJQ+QJvFyh/m/+JTBb2V9z8h3X6F3a4mkHaDDBJPqjAx/xN9IR+ladPFB4/B7wmPsClbOwS74SM/GHSgg3UxVYZSmd7dOvNy59/3tJfwTVYovjhEtdfDHK0jXpn1lDh0lCFvijZSovnkGISUm1UjPxvLuZWivh+pGhLNNdLzOY2CbHUGvrZi/G7E0HbM8G1OfTzAaui1FFGgKFYvhEy7lARuVGsZOe5n3iJddw30bC6SJYf5uxOgpj+GTLudeylGqZufO3Aq3vDbHleRLmSFj0NNEPU23rTLiZfUtHfuMHWMLKJURFB/89OGS9mZd06xHXLq4OZEaRyZLlFln2pomsLygWF54cPBvLGsa74Z8+O7mr5sm0FhSvPcPD5883rnx6AGn3dT85G8fPQm9dS3h1rWHP1+va7j43uPJ/6WwKeRHGB18lbHBVxDCQukEY1Jsy8e2I6TcOMmT0sJ1iwzXLhDFLZI0IIwaaLPJxMoAUuCeHF77kUBk7u473aIlI4wnb8YIKbKI3+P+5Bg7xCcfJ8zNKj7/LOWzTxMadf1IA9KHwSn75E5WWX73ZuZBtq6OXB3SJHQ70FoRRCtY0iHvD5CmG5UmWqd0g8VdFqLuHCo1G0pdOvVJQCCEIGov0W1M05y7tuEcvzRMrjKK3mVc+uNC9zewVlF67Qy5s8Mky1ur6OxKHpn3sj7wkGG0Yfny8mFfxp5CCPD9fnS4nxEini/wPPDcjBBxnIwwyRcExaIkl8uOdz3wnCy5zHUFrpv57q0SKLbT/96m/yU2/Os493//4DHWJkajjwOdxHRvXEF12ySNvf0sjQEd9Ei7HcwRdDyOIui0d1eaAxlpGLYSnJyFm7fRStNdjiiN+Aw/W6Y528MvObgFG9vbfXv1/RqjY29s+JlKI2zLw85tv7TQcR8kbtJWQOPnN8idHKD8yklGf/s12l/MkjS6qF6ETtS25kmda/N0r+2NOe1OcUyaPMHQSUo43+LuH79LcLe+5XGdGws4AwUqr0zQuTKHXfRQQUI4kzH2TjVH8dlhhr71PNf+57+i/cUs7mCRkd98GbmJhMpog063dpA0ZHXXxvRVJv3dLKMM7UbKzK2I+nzCK2+V+dpvWSSR5sYnXa5/0sN2JW/9FzXOvpRn7KymVLO5+VmPXltlypX1klwNcaC5czmgWLF56etFXnyziOUIPvr7FhffyeRp908WICvhWZ5N+NbveQyOuXRa2c5/1FP96xaZYeXxQucYxzgScN0ig9XnmBh9E4GgGyzR7S0Qp11GB1/d9JwkDWg0bzE2+CqeW6aUH2OpcQU2IU28UyMM/P7b936wzgql9dPPSBZ2FmeaJvDXf/p4aT/H+OXGn/zx3u6c61gRN3pES23ilfvMs4/wLkGmNAmxpI0UFq6T3/B7pVPEJj4i+4WsPGfdXET1GRRp0Vq8RdSpo+KNn10adYmDFlodTrms1hvDkXSU0P7kDss//HzLcwrPjTH821/KNsiOCsR9/67HERfeitWYWAFSZGTGxITFiROZ0fP4uMX4CcnYmMXIiGRgQFIuS3K5e2l7TzJ00GP5H/5mn57dkLQaRPPTexDvvfdIYkMQ7L6bTSLF8p0O+apHacSnORuwcK3J+EtVikM+dz9YYuSFCqVhn8b07lWDaRruSVpOkmxyDX3bi7QdIixJ8fkxii+M7fi5p/743WPS5Bg7Q9IKSNshVt4lf3KAtBmsmbBaOSerU46zhUE420R1QvzxGrWvnCPtRPQm75EswrERloUKkmy3yYBTzlG+ML5GrOwEi9Mxf/F/L9BcTpifjPHel3Saih/9hzpJnEUK/+wvG3h+Vj6gdRY1GXQUQgqaiwm5okTrrGwn6Cq0MmulBmmckTaf/azDrcsBnabi03fb3Py8txYP3FlJ6awotIbv/+sFwt7GTjQONJPXAv7kf5nB6GznyJisjKjdyDxR/s3/NMXC1OHsCh3jGMfYiGrpDOXCBEpFLDWusdT4gk5vHtvyGaw+x2azaK1TgqhBqkJ8r4rnlbd0ZY1nl6l//12grzBxbexqEWd8EN3b/5LLYxxj3yHAKflM/MEbxMtd0l68NotvX1uge3PvIkD3EkkaMF//lK1KcAyGRB1cacb9BMTadWhFZ+kuRj240x0HTeYu/Yg4OBwi9f6Aod71OVSYkPRVyZshGeyStoMdJVvsJ+ycTeVMhfLpMnbuweXL7PuzdGa2fj+HBcfJyl3OnbM5fdpi4mRGlIyNSwqFeyqTVcXIBuWIfWwkvi1oTTB9l3i5n6xyxEhgpdlxetV69Ooxn31/kl49prMYEXUSrvzdLK/+rs3J1wc5941hjDFMfVznxju7N4LttKe5duXPdn3+KqLwwX7OGy0z9juvU3njDP6JKkZpkmaQqUzitG/u/WjED+mz9hvHpMkRRfmVCXIna+RODeCUc1TeOI1wLOLlLt2bi+goJZhqsPLBbYrnR/HHK2vy2nCuSTBZJ1rIZJc6TIjrXVQnpPql0zQ+vEPv9r3JkQpi4kaXpNmj9uZZis+NZDHFvXhXg2UcaObuZIuMoHPv/MXpewREfW5r+VywjaQapaBVTzNzV6C1nNJa3nw3ZLNEHq2za5u8unXJwJ3LT2d97DGO8SSimB/B96rESY+F+iWa7bvESQfPLWG0Rkhrk7MMWiekaZQl4dh5xBYLL9UJiG7MZt+IzOdJFnxKtdLxrPUYRwqrxtPbgTGs+XKlnYjeqipVCKRtrU1Uj0IJxlYwRpOqmFJ+DM8poXRMvXUTbTSOlcN18iRJD3NAUgOz6qu2CVS8+S6vUSlh+/CiMg0bSwN61+fQiXpolHA0u0LjncukrcOfCwlLcOJrJyhNlPBrPsWJIt35LpZt4RQcess9Fj87vL/veuRyMDRkMTEhGR2zGB3N1CNjYxZDQ4KBQYuBmqRSzXxEpDweX/YCOgzQ4eHfq5tBr5EmuyNO4l7C9CcNVKJJAkUaa+p3u1z/8QKt+ZB81SUOUuYuN1m4untiNk1DOu2ZXZ//MNgln+pXzuENlwhnGrQ+nSZaaKHCBJNurzQHoHtzYV+ubzs4Jk2OKHITVQrnhrBLOcLZFdxqnsIzI0inTnB3GZUogukGC397maFfOU/xmTFsP4/t5Fj42adE860NzxfOtWh+MkXl9VOEs03C2XuNSnUigukG7S9m8ccq/UjhkOYnk6DNhlScZKUHQpA2A8xmWy3HOBjsZIw9/piO8RTAc8s4lk83XKLZniROtr/bkOoIjMay3C2PEZZE5u+r2dUGmXOR7vFQeYzDgeNAoSAYGJTk8tlutG1vRf09iCAwfHE5IUkgWQloXZnHrebAQNqLSVsBVtE7Up4mQli4doEk7aFNiiUdSvkxauVzFP1htE5pdqcxKsL3KtSKp4mTLvFOM3V3CWO22sgW2F4BrRJ0erTUaff7wUWzj1YRJ8ttGj+5sn8XtQNIWzLxzQm00kTNiOJ4kZUbKyQkWL6Fk3M2LSc/CGTeJIJyWVAqC8bHLJ49b/PKyzbnz9ucPmNTrUqszXj9Y/xSQKvMB2m3AhiVGNoLGzd5k1Bx++eL3Hl/ESEl+ojH964GjhhtaH02zfSfvp+pRo6YKuhhOJ4JHlEs/O1lkF8A/TSX1VHamLVcetWL6d5cpHdnGT9fo1w9w+DwC7SuzRK0N8b69O4sE0zVmfmPH2GU2pBtDxBM1pn8459t3L5a9SJZd0PX37t173qOSZPDgWXtjDTZhYnlMY5x1GBJJ5PhJz3MZkauD4HRmVeRFFvPWp2RGqWvX1j/gkjPwRmpEd89vJ2NY/xyo1aTvP5lh9//xz4XLjgMDklse/sDwI3rKf/yXzRYXNDoOEX1YspvPwda07o0Q/3929TePL1mJn8U4DlFxgZeZb7+OUHcwHWKnBz5Gu3eLL2oTjE3gkCgdYJj5RiqvsBi8yrxAcUOa735PF9YFtWJFwlaC3SXp7aWoxxjV7A8i+VPlln6fInaczWmfjrFys0VKmcqvP4vX8cpHE40sm3DuXMW33zL5e1vuVk7HZR9FQlPhR/JMR4P6xV/u8YmKaWwmlR69PsaHaeEMyvYJZ+43iVebj9xm7rHpMkRhVGaVSt4A5QqpylXT+F6JeanPyQMGmidZCRKqvCcKjYes7ffJ+o1H7wRjcGkZmv5qgGzHZZSmw1mrMfYX4ichzMyhH/hGezxYaxinp1sV5gwYuXf/xXpYuPRBx/jGEcY2iiEEFiWi9hhuYxt5xDSIlVbl+PpKCZZXLf7agxGG7oXbxDPPl2pDcd4MjA8IvnVX/f4r/5pnhMnJaWSxHW3J+ev1zUL84rPP0vW4s39ExUGv3aW5sdT5CYq2EUfgMLpAVD6yHiaSGnjexVODH+ZRusWYdLEtnx64TK25VHMja472uy4P3hcGLN5CoYQFoXB06g0prt090CvadcQAunZ5M4M4w6VEPep6ozStC/ePhIlOqtKEmMMlmshbYlRBhUr7JyNtA+OnbBtGB6WvPElh69+1eX8eZvxE5LBwaydOo44rurcC1gWdq6AVSwjXReMJu3sffrOUcfg2SLf/lcv8rM/us7MZw+qxIQAr+jw3D8aw/YkF//DnUO4yocjWmgx/f+8z9B3XsA/UWXoOxfoXJ0jafbWIoePOn6pSBOJxMHDFg42DhYOtrCRWEgkApkZAPZ7uqwGNCMaNBqFQpkERUpKQmJiUmL0AdTRahUjpUOhMIJt+w84xSdxl66Zp92aQh1SpN1eQCCwsNc+Gwsn+17I/ue08bNCiL5HQV8Vwz11zOrnptH9xwplFIo0+wz7n6VCcRTpTuF7uKfGKXz9dbxnT2MNVZH5XPaeHzEa6yhG90LSpXo2uj9FEAhsHGzRb8Nrjy0Esn9/iOwe2aQtr2/RqUlRJGttOyW7J46JwaOHJOmhdIJj53CcImkaoc3D5fhSOuTcCp5bROuUMG5t+dmuepioZhfVyjygdJRgFXO4p4bxTg0Tz9VJ621MdHRKGY4CLCxs3HVt0sYWzrq+en2bzHrbrE1m7XGtRa61xxRlFClZm9QHFiZ7tPD88zZf+7rLSy/bLNc1H30YMzer0Rp+9dc8wshw51bKnTsKzxPUapITE5JnnrWZvJPy/nsJ7/40Jgize97Ou7hDRRZ+dBW75CE9G0FWay79w9ml3wxpGrLSmcSx8xs2epSKN3gSZVHjfhYhfpBd9hblOUIIbMfHspxsFfMEyM6tnEv5S2dxhkq4gyWcWpF4uY2VcxG2JF7u0Lk0ddiXCQa6C13SXhbf3p5uM/r6KJWzFZycg071gZQnWBacOmXxwgs2L73s8MorNi+95DA8LHG9Y5ZkryC9HN7IGO7gCE6lhlUoImwHE4f07t7aQJpIP4c7OIx0PNJ2k6TZOJKxw48Dv+zw7K+M8un3H9IWBYw+X8YvO3tKmghh4Tg5pOUihMQYTRy1s437HT2PQLoWQgjypwfxhooUz4+SdkJ0lGKU3pYZbOfKHJ0vZnf7dh4L+7aakkhcfCyxs5dQRhGyNxLL1QW4xMLGwREueVHCFwV8crgijy98bFysdeSJFBIQ2TTOKDQpKYrERMQmJCIgMgGBaROYLrGJ+pRKtgDfrRmZZXlYdlZTL4REqRiVhhij6XbmcNwCfq6KuU/yads5kqhDEnexbT8bqIVESptsF6avTDAm8yNJgh3f7PuBbHm7SoJYSCGxcfCEj0cOV+Tw8HGFjy1cHBxs4a59prK/KM4m5P1J+OoU3Oh7n4lJ+4vhhNjExCYkJiQyAREBiYlRJllPjR2JSbo9UMF/6TmK3/k6Jk0xYZQpRrTGqpVBSkwQooOob1xpIzwXmfNRzQ7J1BzRjbvo3ta765vBxccRW3s/bAZtNDHhvhBQ2Sds9f/LFmO+KOCLPB55PJHDFzkcPCxhY62Ra9ZaOca9tqz6i7OEhP69YEJiov790CMyAem6+2H13yeNSJHIfr/nPfrgQ4Q2ioSYlJSH3Tu9sE4cd/HcIpXiSbROCKOtDc+kdMh5NYZqz+O5FZK0R6c7/0D/uQqrVCB3/iTB1UlUO3N0TxdXyH/3K/hnRsEYwluzdC9eJz1A0sTCwhOFHVXkASQmJiHeF3PM1fZlYWELG5ccvshnbVLk+u3S75Mo9r32SDZhWqNJTLphQ2K1b45NSGSifnvsrY2x6/vogzL9PEy8/KrDCxdswsjw4S9i/vIvIi5+lCXcvXjBZqWh+fP/HPIXfx5SLAqeeTYjWX7n9yTz85rLlxJ+/rOYuG+vYVKNDtP+eCEzEmWwkP1OHZ3+LU67zC1/gmsX0EZhWz5R3MK2fTynhCVtfK+KJR18t0oUtzLi5ICw1V/KGEMSdhDSwSvUSFdjh9dH/abRln3QYcAqegx852XihSbCkrijFYK7SwjHws67SM9BHAGjUq00S58vEa6EpGHK7HuznPm1M+SH88SdmNadFnF7/zYMbTvzFhoekXz7H3n85nc9vvRlF9/nwJVOTzukn8MfnaD82psUzp7HLlfXjKrTdgsdx7QvXVw73i4UKT53AXdghGDqFp1rl0hW6ls9/dMJKZCWwMnbOPm9Wdpblofj5HHcArn8II5TQEgLpWLqS1eIwpV1x7oZqYIgTQO0fnAt4NTyDH/nAu5wEXeoiFPJU/3y2Q3HbIc0mfq3P3u6SBOJJEeRc/bLDMrtZzBrFC1T5/Pk56Q83qRUIHDxqcphKmKAkqxREOVs0ra267WqUljdu9jY8a0u08DBBRAFjDAbFuepiQlNl7ZZoWEWaOnGrkmfSu0cA8PPI4SFbfu0Vu6yNP8ZUdRiq2FaSpuh0ZfJF4axnRxCSBZmL2I7OQrFcZSK8bwSAEolWLbH/MyHtJuTu7rGvYJAkBNFCqJCQZTJixJ5UcITOWzs/hGbf0abfVasnZEhWyr3l7ningrFiLVHa/8lJiKkS9e06egV2qZOz7T7i7jDg3P6BN75swAks4sEF78gvHwd1eow+C/+McJzCT66THDxC3AsnNEh/OfPknvzZdK5RXoffk7vF59hop1NJM5aFxi1TiHZfhlQz7S5rj6hrVdI2buJi+gv/MtigLIcoCIHKIpanxjJdrBZd5c8ui2v3hP9R+vaM2v3Q0xAl55p0dVtOmaFrmkTc/jy5J0gJ0qMyAkmrGexjrCosG1WmFU3WdKzJA+5d5qdSYr5EYqF1zk1/k0sy2WpcXVTAlgKm2J+jOHaC5wY+RK2nWOhPk2jdQujN19cWaUc/vmTpM0uztggXr1F4z+9i10pEF6fJppcoPq9rxHenCVdam36HPuBshjgZecb/bFr+5PzKXWNGX2bwOxtPJ/EJk+x3x4HKYsansivXd/9/Tb3/T97lGnCwL5HRgqzNr7CvV5akRKbKGuP/a+2XiGkeyTI7f3E2Fgm919e0vzR/9Xjyhcp3a6hXBbEkUEpSFNoNQ2dtmFpMebubUW9rvmDf5Lj17/rMzOtufhRTByDilJUmDDynRfInx7A8h2svJt5nXSPlnEpQJxmSTTGaGaXLzJSe4lq6Qy+U+T5U99FCItusMj04gck6eapNQcJoxXd5bsUh85QGDxJd/kuRm+M0mzP3zy02OFNIQXSd+hcjj04EAAAIABJREFUmkLHKVbBp/HTK6h2QOHFCYa/9zrSPXwVklGGqZ9OYXRWNtlb7NGabOFVPLTStO62SDr7R2YPDkq++ZbLf/1P8zz7jEW1lpXKHWPvkT97nuqXv0Hu5Fmk42wjKkyAZeFPnELYNklz5akhTVaLClaJSyHv/WztGCGwcxbjL1fJVRyS4PHHRSEkldpZhkdeoTZwHmnZCCHRWhGHTXqd+Q2kSaV6llLlFFLaLMx9TBjUH6h6sHIuhedHkLYFUqB6uxtzzCH6NO7bTFogcXDxRG7b5xgMsYmwhYsyO5fIr8r2y2KAkhygJKr4ooArPFw87P7u+U4mntmhW5+xupPrmwJlBghlrz+pa9AydSJCtrvz3u3MkaZBJl0qjiKEpFAaJ447mxofWpaLl6vheiV63UWicAXbKVAoTeC6BYxR9LoLuF4JlUb0ugsMDL2IlAc9AAosLAp9YiQnSuREHpccjnBxcLGFm5VMCau/EH7sl2S7n7SNg4tPXpSoiqG+6qBH0CfDOnqFkB4HXcJj18rYg1VMHNP92ceEn18jXWpgkgQTRCAkuheQLi5jtEYtr5Au1tFhhHtqHP/5s8R3Z0jnljDx9icTtnDwRG5HpIkixcXvL4QeFwIbm5KoUV5blOVw8XBEpoJZT5Ps4GnZzj1h4+Dg9e+HbLc+MgGhydp2z7QyhRk7U/AcNGS/P/TI7Vjxd5CITIDsE6UPQy9YotG6Rc4foFQY48Twl6iVzqJ0gusWAaiVz/Lc6e/iOnlct0zOq+I6BRqtOzSaNwmixpYKBR3GxNOL9D65gTM+iHQdhJ0pI3SUoDrhoRg7Cqy19riTe94VORzcPaH6JBa+yFMRg5TFADlRzNqk8NYUXjtuj5ApHh5xnjEurvDwhE/J1EiISWRESI/AdLI2qVuEBE8diVIoCqQFCwuauTlNp2PQOjMUjOPMYNJ1MxGpUtnX3Jzih38X8Y23XCYmLL7xtsvlSwlxbAjnWiy+cxV/tEzajZCORTjXIphZIZg5Qgv5NWRjrtYJnWAebTSt3gyek5XbJSoijBp0ggXUEVDPCiGwvTxCZv2GXxzK+pt1U4dufYqjxb8LhCXRqcKkCmEJ0AbVjdBBnCWKWUdDSaGie+1bKUV7uk1vsZcpfLrJvkzRXBdeedXh137N4623XM4/b1MoiB2ZMR9j+/BGT5A//Qz+6AQYTefaZaKFWRCC2lfe3vQcFYVE87OYF1/DqQ7gDY/Sufo5R7HsficQluDLf3iGkecrVCfy2J7F1/+bZ7nwmxP3HQjSEhRqLp3liKmPH48wkpbDyOjrDA69QKl8Cs8vQ9+6QqkEZYf3KhhWz5EO+fwghcIYUdhEq4Qg2Og7E043uPW//ZCdJVk8iODu4fnZHKmZ9Go5jUeOhBi1A7WJi09BlCnJKmUxSEnUyMvSmr/BfkGKrBDJES55SiiTEpmAlqiS10XaZoWeaRMRPJQEEkKu+ZRonWK0wnZzeH65n1bz4DmW5ZHLD+L5FdRavJ3B9UrYtkcUrhD0limVT5LEXXrdJQaGDsY0TSDXSms8kcMT+TXSJE8RXxSQYmeLgP2CJTIVgou3pkBY/RzbZoW2aNA1TQLTITDdx1ZBbReykEPmfVS7R3zjDsnMQjYrJmNahTFZiU6qMHGCCmN0pwdKYw/VcE6P4194ju5Ke0ekyW4gkLh4OyJaHnwOsUZeFWSZshikIgYoyPKaOuwgIIWFu+5+AFAmJSGia9r0TJumXuorI6InrmznSUWqQpqdKSzLwxhFITdMrjqYqRakjTGaYm6UnFfLyhT7MtGV9iQLy5+z0rqLUlvvbJg4IW12Eb6LdB2sUo78q88gS3lkzsUq5rax43V0sOoN9TiQWFl7FGWKokpFDlISVVzh7Q25vQ0IsepzZa+1R2MMKTGB6dIzbXqizaKepmOaqENWCO4lHCfr9YLAEMdmLX3BGIgig+tCvrDxnowiuHNbMTujOX3a5qWXbBw3K2BN2yHtaxFxo0c42wRLkjQD4qUOOtk54STu+3e/YDAkaUCzM0k3WMC2MgPbVIWkKoYjUqpljCbqNlDJ1v2MTo+Y55zSxMsdTKoxqSJth5RfP0PaDnCHy9nc4SgkJQooTZRIeglhIwSTkSjriZS9xtCQ5KWXbH79Nzy+9S2XZ561sY4IgbQVspBNs0aiKpU91vre4/XfawVK3zt29ftCQTAwIKnVDjD6Rwj8E6fxxyYQUtK7fZ325U8IZyeRfp7qG1/b9DQdR8TLi5gkwcoXsMu1LZNmnigY0NogBEhbYLTBydnkKhvHdWPITOvrMZMf1R+LNLEsl3xhiKGRlymVJxAImiu3SZOAXH4QPze46XlZSY4mlx+kXDlFtzP3AGmSNAOW37m662s7CjhSpAlkJIQvCgSmsy3SZFXRUpMjjMhTDMuJvlrhcDo2S9h9YqDEoBxlRS+xoCep63kiwi13wizLo1w9Q6V2liTu4HpltE5R6da72UJaOG4Rz6/iukXyxREwZMoUnQWCaxVjjELrFK2Sfe1D1ntP2LjU5DCVfnlUQVT6/iNHe8CBvmJJZOaiBcoMM0FgOiyrGRb0NF3TJCHZ95p64diZhK3dyXxL1L17x6RpZgh7nz7UJCnRjbskc0s4J0bwX36O4OIldGtvJfoPXCsCR3iZH9AubrJVD6SaHGFUnqYmR7F3u3u9D8i8Umx8UWCAUQqiQte0+saVT88i7agjCOvMJV2iqMnw4EtUiidxnSLaJKwu3aS0USomSQPa3Tnmlj6m2Z4keUQcqUkVOkoofvn5/g8M5W+9AkJgFfO44wNPFGmyasa6m/a4qtr0KTAmzzAkT1CQ5T1Skj0+hBA4eDjCo0QNgDRNiHVI8Ahz4CcJWgMi2+1ef+sZA92uplC0qFQf/EyMgZWGRhsYGbWw1h+iDdFCm2ihvSfXKO5VYe0bBCIjSvp/BKXj/mtLHNvvLxLDQyewjVasTF8+1GvYKVQY07k0ieoE6Cild2OegW9fQPouaTsgmFxGx4ffpqQlGf/qOK3JFvMfzm/L++BxUCgIXn/D5p/9szxf/4ZLqXQ4fZ/Wpk9wrCM6+mozo0EbsxaBvRprm6YQRZoogjgyRLEhjiCODVFkiOKMdI0jQ7z6ODYbjj93zubNr7gHS5oA/tgJnOoAaafFygc/JZidQgc93KFRjDGbzglNmqK6HYxWSNfDym2/wuEow2jDR//uDp/lpjj95UFGnivzyX+aZOriRlLEGINKNL16RNRJUcnu1yauV6I2cJ5S6QQCQat5l9mZX9DrLjB+4qtMnN5c7RMEdcKgjpAWhcIojlt4+AsJEFIiXRthS5DZ+tBojQoTzHoSX3BvADxkAvfokSZIcqJAG/uRzggWNgVR5qT1HFUxhCfyfd+CowEbh5ocoSDLDOpxZvQtVvTig0oFIcgXx7Btn05rlqWFz6gNPIufH3jo82udEAUrhL1lWit3WWncAsAYRbX2DPnC8H69tU0gyFGkIgczskQM9UtubCRHZ/G7G0gkeYq41jlqcpRlPceCnqJllg9gkiYQlvXAYs3EKUJKrMLmu9+608PECfZwDXEA6TkZaeLualFl4VASNSasc1TFMJ7IHWkPDoMmMWFGmjxl5QBPApSKabRu0+7N4TklfL+K75axLA+BQOmEKG4TRg3CqEmiwm0lisXTSzT+40+wSnlMnKL7XkCy4OOeGMKuFmn9wyekS0exjOFBSGH3/aF2jpwoMSTGGbfO4os8Nu6R7sMVKYHpEJmjXTK3U3Q62c7vwKDEWbe5qA0sLRnOnBWcPGlh29miav06UlqZeaV6dOXbY8G2BPvtE+q5Zc6OvY0lNzeRSHXMnbmfEMZPRts8SlDdiMY/fJERI8aQ1DuEk0tYBR8VxkQz9SMRNywsweCLg6hYYfZ54WRZ8N3vefzu7/l84xsuudzh9X2djqFe1ywtapaWNctLmkZD02oZWi1Nu63ptA29AMLArBEgaySKuadEWP3Zg7+7p1BZ/d03vpmV9/GYasWdQWAXK0jPI2nWCeem0eE27j2t0HHYLy+zka6//5d6gEhCRbce0ZwNqN/psHTzQU81Y0Ar89iG3q5bolJ7Fsv2WF66wtzMB7RW7mSb+A8pgUzTkDQNs7WAW9iyr16F9By80TKVN06TPzmAUysgLEm00GLxh5c3GL1Kz+mneVmkrV6/r3qst7lrHLmVicAiRyGrwX/IH8WnQFUOMSJPUZEDeOTWkjKOCoSQ2EiksbCkjSVsCqLEkp4lMJ17UcUG0rSHlBZ+fhClIjy/jJR2Jk22PIrlk1QHniGXH6Q2dB7XKxEGdYLeIlE0jperMGBlO6Rh0MB2DoZp9clTEJU1o928KPYTFPK78504gshiqLOSDQs7c+4XeZb1LHW9sG9+JyZOQClkMY+wN97butsDKbCHqgjbwtynBjZagxBZrv0BlWM5uyjPKYgyNTHCkDxBSdb67fho7GZvhciEBBxcmdYx7odB6RgVxyRJjzBewbK8fv8vMEaTqgilwh37HAhL4j8zjtGaeGaZ8OoUXqWQpVHNLpM22rs2LztorClNdgALm6ocYlCMU5MjFEVlLfHmqEKZlK5prSXsPE1YmFc0GppiQXDmrE2zmdBqZkTK3Tspr7xqc/aczXd/y+fnP4tZXtK4LgwPS06ftijkBYsLal+teCwr81bZT2id0gkW+4mAGaSw8L0KlnTROtl35cF2ISyHXGWUfGUMJ1cCY0jjgKhbp7M8iU6joxVFrE3m19RHmgb0bi8iHQuj9JEyCBZCIC2JsMS+pT2VyoJvf9vlt37b5/XXHYrF/Z+PKGUIAsPCgmZ2VrGwkJEk9bqmuaJpdwy9rqEXGHo9k5EjfdXIqoIkSSBNDWnKWhnf46DbMSTJwd+nwnEAgY4idBxvu60YrQEDB6B8O3AYaM4G/OyPrrN4vUUa7V+Hbtke+cIQIAm6i3Ra0/fKmh/yWWgVo1SMAWzbR1pb0wveeJXKayepfukM/kQNp5xD5hzQBqvoYb9/a8PxuYka5VdOUnx+jOUfX6VzdZZ4eW9SdneKI0eaSCS+yD9kp1mQEwUGxSjD1gRD8gQc8cW5FBKPHINiDA8fC4dFPU1vrQTJEIctwqCOZfvYjk+ahFmMcJLdGJbtolRCr7uIMTqr4QeisEWnPYOfG8B282DASnqkSUCaBGvnpEmASiM6rSmS+PFutmyB7GRkSb/OvSKH8MkfOeJqr5ERX2U8k8MTPhKbup6nR5u9Jk50N0D3QqxKEVkqIDx3LQlHrbRAKeyhAZxTYyR359C9ICvZ8T2sYv/4ND2QCdrOlSaCoigzKMcZliepiaE1T5+jjrDvo3CMw4c2KXGSQvL4A6hVyuM/fwq7VkIWfKTnEF6bwp0YIl1qEd2Z34MrPjhY2Ng72CV08SnLGqPyDANyhJwo7uPV7R0UKW3TeGjy0pOKybuZN8krrzm88KLD1KSi1VSkqeHKFylf+7rmjS85/MEf+pQrgplphesKzpy1eOEFB6Xg7u3s+H2BAMvef9IkVRH11s115J1ASIu8VyPnDfQ9Tg6fiBBCUqhNUBg8iV8aQtpu5kugEpxcGSFtusuTpNH+lss+FgzoIEYHIHMu/slBooUm5pBLdIw2dOe7OAWH4ZeH6S33QG+MKA1XQlS4e+K0VBK8+KLN7/9Bji9/2WF4eH/ms1pnhEejYWjUNcvLmoVFzfSUYnJSMT2tmJtTLC5oer2MCPmlwarUBbH9DT8pkZ6HsCRGKUzy9G1oBc2YL/52BiEEbt7G9jLycLO/UBprwtbu/gZS2jhOHmMUcdJdW4M+CsbofjKhQUh78/m8FFi+Q/VLpxn69ouUX55ARQkqyMZuu+Rj5d2sXGf9aZ5N7lSN4d+4gOpGJCu9Y9JkFRJJThaw9OZKExubMXmaUXmasnx4+cpRg8SiLAfJiRIWNvP6Lm3TyKKL04ClhUssLVza9NzG0lUaS5sb6DSWrj30dRfnPll7PH3nJ7t/A33Y2BRFjefsVymK6o53M58G2MJhQIytJQBNqmt7GrULoFbaqHoTa7CKOz5MOrdEupAZKyWLdVS7i3f+DMW336Sj3ie+O4uwLJwTIzgnR7EKeeLpeYza/91XgcDBRWxDabLql3BCPsOwNUFBlPf9+vYSgenS1QcXOXuMg4EzUqX41RdZ+cv38M6OIvM5QOCeGDr0OtrdYCdGsBKbqhzmtPU8FTF4pNOW7ocipWmWSe6X2z0FuH495cb1lJdfsTl3zqJSkYAiTeGTjxNu3lR845suv/brHt98y6PT1qQqU5pICR9+kPDRhwnxPvFJArAssRaHuV/QJqUXPZiY0OnNMVB+hrNjbzN74KmAD0JYDkPn3gQh6DWm6SzfBcAvDVEYOMXYC7/C9Kd/Recokybr4A6XGfz2Syz+5UXixcMd84w2NK43GP/qOMOvDLP42SIq2liqM/v+LO3p3W1oCAHnztl873s+b7219x4mq6UvSkEYGmZnFR/8IuH992MuXky4fUv9cpEjm8KgwwBjDNLPIW0HlSaP3PiTjotbHUTYLiaOUL3DWVDvK/pcUq7sUBrJURrxcXJyU2KpPR8w+dFuzWAzZb1SQZ8E2cmp2bUYozdV/knPxj9RY+Q3Xqb44jgqiOneWCCYrOONlql+6cymTxvOrNC9uQgI8ueG8D4v0T4k66gjNzOSSDwKm0728qLEiDzJmDxDTpQO4er2BjY249ZZbBzm9V3q5snawVQoEiIs7ANLUDiqyIkCo/IUFjZ31ZU9jaFNFpaJp+fxXjiLMzGKdXt6jTSJb0+TPHMK/6XnyL32Is7JMVSrk6lPBqpYQzVUu0t09RYm3P8d2HvpOQ+/HwSCoqhySp6nJkfweYRZ1BFEcKw0ORSs7lxkg/E+lMNp00/Q6eAENaTv7flrHCQssT2liURyQp7NNiJE7bESsA4DqUlo6eWnslzuzq2UP//PIbdvpbz385iZ6UyWbQz0uoa//0FIsSD4w/8yh+NAbUBiTOZlcvuW4t2fxLzz9xFhuH+kn22z0Wj2ACGFjW152JZ/JJSKQggsx6OzdJv65KdrSTlxt0EadikNnUHIJ6d9WTkH70QV4R7+UkFIQX4kD0DcjskPZ8rq9UPB4meLu37+0THJW2+7/M7v+vviYZKm0G5rfvwPMT//eczlSykLi5puR9PtGg5gb+uJQFxfwhs9gZXLk3/meXp3rqM6D59v2eUKpZdex84XSNpN4vrC0SqB2wN4RZuxC1Ve+91TjJwvYzkSrc2mU6Hb7y/tmjQxRpGmIZblYVku240hcpwCrlsABEnS3bQ02q0WGPrOC7hDRXp3lqj/9Dr1d6+TdiKGvv3ClqRJ2g6JlzvoOMUZKGCXDs/o9/B7wvshRF9U7GJhryVT5MmM6UblafKi9ETthN0PISQ+eQblGGBIddI3lXwyaGaNIjERHdPEER4W+cO+pEODJezs3pRkCTt6jpC9YbnTxTrhpevInEd46Qaqfs/kTrc6RNfvYI8Pk3vpPO7JsUyWqDTSd9HdgPjONMEnV9DB/psjbjc9pyIGGZYnGbTGcfGxnqByLmM0MRERPWKevl3to46xoddwnSLd3iL11g203n5/OTL4Cq6dJ4ga1Js3MebBGapJUnQQ4T97Au/UMFa5QPHrFxBSog+AeNxrWDiPVAG6+AzJE4zIU5RlDVs83LztqCE1CSEBoQmeSlPmXg+uX0tZXFDMz2vWq86VgqtXU8yfBSwva05MSAqFjDRpNjVXv0j56MOExQW9Jx4Hm0EI8H2Bvc8iD8cuMFq7sMHTBLLUQdfO0wnmd+xftB8wxqDiAJVEaJVuiBfWKiWNehh1NOZ55S+fQwUx4VR9LS3nfnijZfzTQ0jv8OfbRhmWLy3Tmtxa8RLWdz/X+frXXb75TZexMWvPbeAmJ1MufZ7y4YcJn3+ecONGysJ97fkYgDEE03fxRsbJn3mGyqtvIi2bYPoO0r3PjFwIrFwBd2iEwpnnKDzzAsL1iJcWCKbvHt572Cfkqi4XfvMEbsFm7osmjakueouyy/rd3SvZVBoR9JYplsbwczXy+SF6vUeTkYXSGIXiGMZogt4Sadx74Bir4FJ+aQLpu/Q+naL+k2t07yyBMqTtrduuUVmiTtoJsfMuVu7wVIWH3xPeh9VG4QgPBxdFio3DgBxlxDpFRW6eEf0kIi9LICAlZVbfpmfaT4yRXUrCsp4jJwp4InekPWX2G6vRxGPWGRJiEh1vKy77UdDtLtG1O6hWh2RmARPeW6ibVBHfngbLzlJ0qmWkl0161FJCMrNI8OlVopuToPY3Ghn6O2w4/V3qzZhpQV4UGZYTjMpT5MSTpzDRGHqmTWSCfY+b3gtoMpKnZ9pYOGvGzAK5+eMjHgk+MvAyhdwwS40rrLTvoHdAMg/XXqCYH2WlPclK6w5qE9JEd0OiyQXsoQqykEM4Nv65MdJ6i7T+5JVjWcLqqwHFpilfLh4VOciE9QxFUcV5wggTgJiQnmmveYM9jWi3De325u+tUTd88IuELy6nnO2X72gNC4uKmalsB3s/IQTk8wLX2d9+w5IO5cJEf+fzHqSwiZIWS81rpOooENkGlcZ4xUEqY+eJg2ZWjuoVyJWHMVrhlYY2tMeos0waPbjA2G944zXSdkC60mPgOy9jlEJ1Nv4N7XIOq+Aj9tu0Zhsw2rD4+e6VJFvBtqFak7z9tssrr9p75s+jdRbnOz2tePenMT/6UcRPfhwTBGbfSMynAeHcFOHMOP7YCQrnzgNglyroNM6SII3BqdTInzuPU6qQO3mW3MmzuIMjxPVFwplJooXZR7zKkwe/5HDuGyNc/ttprvxgltnPV/ZlyEviLq3mXXL5QYrFMWqDz6FUTJoGD6j5hLCwLBfHLVIbeI5iaQKtE9rNaaLowTmT9Bz8iRoYQzi7QvfW4rbfg0k1qhPh1PII5/A2W48cabIKFx9HeMQmoixqjMiT1MTIYV/WniNHkVPWeWJCtErp8WTUuqakLOlZBuQoFQZ5+uyqdwaJxYAYpSfaRKJH0zxYf70b6G6P+ObmEyq10ia4eIn46i2cU+NYtTIIQbrUIJ1dRDUPtoREILCEjcR6YEFrYTFhPceInCDHk2EweT8MmrZeIX5CYk1jE9LQi2ijcISHLRxs+l/CWVMirP5sdYH9NELrFMtyyXnVLWX8yXyD5g8+wjs1QjJSQzgW6VKTaHIB/YQk5twPKSwsHBTJA8RJRQ5x2nqBihh8YsssIxPQ1c0DiH4/ulAKWi3DJx8fvIJhlTRx3P3tN+Kkza2Zdza0XQMoHaFUdCRUJpBtHjhegfLYeSwvRxJ2snHR9ZHSJu41OVEeYS3lA5i8+BesTG/uZbefqP/wM4w22OU86UqX+juX6Xw2ueGYwvPjjPzOm1nE51OKclnw1lsuL7/iMDS0d/2g1rC4oPk//48e77wTMTmpnraKkX2B6rTo3LiC9HPUvvorFJ67QOHZF7Nf9iVApZdep3ThNRCrnh4GnSQ0P/2A7q2r6OjJmKPtBNKW5Ksui9faLN1o79seQRg1WV68xODQC5SrZ7CdPEJIVuo3kdY9hYcQ4Dg5CqUxhkdfozbwHJ5XIQqb1OvXCIMH10DCktgFj2ipjerFO3sP2qCjNAu7OKx6UI4waeIJD1/8/+y92ZNcV37n9znnrrlXZq0o7AsBEAvZJJtNsRe1pO5Wq6UZhy3HjMJ2zNhWjMMREw771X+BHfaDHX6YiAk9jGc0frI8ipFGo6UX9apmk02yCYJYiL2A2rMq97z7PccPN6sAEAWg9iq0+otgBIpVuHUz857l9z3f3/ebR6E4ZLxESVa3FHuY6oSIgFAHxIQkOiYmRpOitEKjB+eucnWjaePgCBdH5LDFDuV+C5DaYFKeyE6G03vbbii6M9DEhHR1k5IaoiSrO/RbNIqUSIVEBMREpDomISElQZE+5nEghEQgs7hNLExsHOFii9zqSepOFIYrz2ZVjhHi002bDyOldxKpIvV89NQMYnYBEOgoRoW7+wytvKfZe24SPUKauBQYMSYZFuO45HckvnTlOVAoNCobycJY9VjZjs9coejqJqH2t3yt3UBCjKc7hNpHirXUJXJ1zlv52sDAEAYSMzMSHagVDDH4msH3RPZ3gyx+e8fmx22C0gkgnjipfhQyZ2NWSyTLHdKuhzlcxjk8hgoi4sUWyn+xiJOVz9bGISBFP6JirMkJxuQhSqKaPQfbPCY1anVd1Sg0WYqcxNjWKPpAe/R06+8xZbK3EEKQywmsHVZLK62IEg943GBQo9E7mae8Qag0YeneL2gv3EJIAz1oIRQii+1W6ZPkjt/am1PxNMjuRQUR3UtTBNPLJJ3H17a47RG3PXSy9wpoIQUj50cImgHd6ccPhMy8yfCZYdr32gTNjRXM1arkW7/rMjGxffNgFGk++CDmT/+dz09/GrG48CvCZCOIG3U6n3xI0utSPHUWZ3wSszDwsdR6QJZkXyZen3B+ht7Nq/Tv3SRuN/fuxncQSZjSnO7jli0Kww6t6Z1Rp6k0wuvXWZj7kJGxC+QLo0weeovR8VewnRJSGthOmeOnvkmaRpimi22XMK0c/d4Ci/Mf4XtLpGvMdVplbTbSMpDWxugHYRtYtQIqSknDvSPJ9y1pkhNFanKckq4yJEexWL8pn0YT64hQ+wTaI8JfJUsiHZISk+qVolsPpPZZxNVK6SAxsISNhY09IE4ckSNHEVfkt03KLBAgoCDKDOsJQumxqKa35do7DY2ioxoURYUSmydNVk4JEx0T65CIkFiHWasLEYmOSHRMQvZfSkKq06xQHnyCq6TJaqlgrBZ6Ng6WcHBwsYWLKwqPFXrbSaLkRIGKGKYsanR1a3d8alKF6u+PQv4haZLBxmFIjnBAHt20F9FK4RXriEiHA9Izekic6ZT0kWdhhQAdUKB8APUXAAAgAElEQVSPEKHmqsrCxF4d3wbGc00ElVYkOsLTnRcm2lSjV8fMeqtKiURqY/CuGQPiyVihU1YL39XvY3DAOEZtn5MmrJBoz/DQMYZK5C8cp/uzqxjFHPZ4Dena5F4+grBMglszu3i/2wOJxBLOKtEnMXDJMSYPUpVj2GJzZrcKRaoTYkJiHRHr8DNzczIgMB8hTZBPjMkVYtsU1up4NLGeG12fEaQpgfbwdI9f1tacFUgJpbKgVpOUygLbFqw3sMb34fq1eEf8E4TIYlodZ2eVJqbhUC0dI4haxImf+UvFfTQK03DJu8MU3FGkkIRxl3Z/hiQNdp1Q0Sql35xGtNZ/EprGe0TGDlJnUj+i+/F9okb3CXIkWuzQfOfGM/0GdgvCEIxeGKV1p/UEaWIXbSbfmiTqRRsiTUolwdFjJq+8YlEub/30eoUYufRRzLf/JuCHPwip19ULafIqjZ2PEn8aVBQSLS2iwpCk28YZGcMsVZBuDmFke0idpqjQJ+m0CZcWCGamSHrdfeMZtN0IewlT7y8xerKEaUvmrrYIezFprJ9Iqon6Cd3FzY1ZrRVJ4rO8dB2tFdXaSxRLB3BzNaQ00VpjGDal8uHBP1DEiU+nfZ/m8i2Wl64TR33WWpN1lBLWO9i1IuZQDrOcI+n6z12+rWqB3GQVs+TiP2iQdPZuPtrXpIk12NDZuJnB5DOwcuKQEK/28XdUk65q0NNtQvyN+4UMPkiBxBY2RTHEkBilLGsUKGf3NSgktoKVk7eKHCYhoq2WiQhfCN+Enm7TVsuMyyOZvH8dTP0KyZHqdLDJzopfX3v4uodPF1/18OkTaH/zyptHBmIWietQECXKcpiKGKYoKtjCXdcmfb0whElelBiRk/hp/7mkiXBsZH4HC06lSXv9XfE1gSwZyhDmQH0sKIkqw/IAVbn+1roVEi3VSVaI6ZiICF/38HSPQPcGZGiQFWxEzxzbcoUuEQ4OeVyRwxF5XJEnR3H1GVhRTkiMJ/w9UhICvIHh5Iu3KA9agZ+7eVODP6v47GK2xuJWklVqjG/5HncCQkhMw8Uy8whhoNbwMlmBWSngnj1C/+M7OEfHcU4cILgxTf7VkygvfGFJE1vYCC0BsWr8OiwmyG8gge7h+pqQEmeHEvh4uouv+gT0CbS3Oh5TkqeuX6uKJqxsLD4yJjOPrDy2dlZVThJzdY19dExGOiTUHvEvuSlzoSAYG5ecPGVy/ITB+IRBoSCQcn2E/8JCytS9hDjefmJJCBiqyB1JG3kUtlng4OjrtHvT+GGDVCX0/Tph3MWxy4wNnaWQG0UKAz9sotG0ezMk6e4fJqRRgGG7mHYOOVC2aZWQxiFJ2N9XyhgAHaf4U2t7hcTLXVo/ub7Ld/Q4hBRIU2K6JkMnhoj7MdJ+uOcWQuBWXcZeGWP+g/kNXXt8XHLunMnYmNwW4i9NNe225rvfDfne90Lm5/fXZ70RmIbAMPauXVenCXFrmbi1TM+0MPIFrFIFYTsgQEcRcbdN6vXR8YtxkLUVpJGiPedz4XcPMXmxyvDxEr16QBKkWYrOI2jc79Pdgq+L1op+b4EkDgj8JiNj53Fzw1iWixBGNvHrLGknTUN8r8Fy/Rrt1l2CoPX01+BH9G4uUP18ntzBKsUzE/Suz5E8rf1ZCsyCQ/HMBOULB5G2gf9geU/jz/ctaWLjYq+qS9Y3cCNCltQsi2qarmqREK6edW3lJEqjCHVApBdpUcdWOSpimIPGSUqi+sh9bg02LmUxzLg8wqJ6QMDum4NtFDEhfd2lrRtURG1dEZeQeaJ0dZOOatDRjcwrgmCgHnn4mW1Xr7pGD4rskHbaYJ4pCqLMhDzKsJwgJ7bPZ8MReUbkJPPq/nNbOaxD4+ReObttv/uz0FFM7ycfoHbJ38QYeGUwIKlGjUOMyoMbvo4etMI01SJNXaev2iTEj6hJsp9az/OhSIlIiXSERw+h4SFVKciJEiVRoSSqGSEqKlg8riSLdUhXNV8Yo+bPolIRKAXN5i/3ifxnYZl5akMnKeRGECKLwnvaWqBVxipJ10bkHZQf0Xv/BvbhsX0hT98MBBILB4nAwKQkhzhqvozNxohajSbEz8ajqtPRDQLdf0RNsjJfZz/97GtlOpSEmEj7QBOhH45HC4e8KFGWVUqiRkkMrUnw9HWbgP2hsNspCAHnzpv8wX+R54tftimWBFKKDaV73L6V8Mf/2oPO9o99KaE6LMnnd9gI1siMYG2zQBh1UTolTvrMLX+MabhUS8e4Of0dUhVRzk9yaPRNgqhD4u/+8yFNi8rEaYYOnqdQy9a+sN+gu3iH+p33SUNvzfSuX2FtmK6JO2RgV2ysnIVTcSiMPzSSNx2TytEKdtFGmhs7wDx8xOTVVy2MbfKV7HQ03/9+yDvvRNyferE/Y9PKDlv2A3QSk3TbJL0OD+tBnZ0E/T3peyqOOLzxj47hlrO9aaHmoBVrvv4779S58f2tt/2FYYel+jUayzexnSKOO4TtlDGkhVIJcdQnCFpEYQelYpR69jMft30af3eL4qlxSucmQUrm9Af0bi48WeZLgZm3qbx2hNHfOkflc0dAaTqXp/GmNhenvB3YJ0PiSWSKhXWoFnRWDDfVIstqjo5uEmiPhGjbzeH0oGQKtUdTp4TapybHGZYHGJIjW76+EAKXPAeMY/RoEalgd3wxtoiAPnU1Q8EorkmarEi0+6pDT7fp6zZ93SPS/kN593PUAtuF7F5SIgJSnRKriI5uMKwPMGIcWO253woMJI7IUxJVYh0SPmNjb42PUPjCK1v6fc+C8ny8D6/sGmmStb+YWNpi0jjBkBh5buzpCjQKT/doqSXaeglP9bJ4Xx0MCJOtjme9Js3i6Q6R9umIJotqGkfkKIgyJTFEUVZxcIkI6ejmCxdrKiUU8oLXX7fp9zU//en+P5ExjRylwgTV8nFs6+HmuJgfxzJz1ConME33uZHDQhqYhkvOGSLnDOGHTdq9GdRTTnpXIrsr33iDZLmD/+kDdJxkpmN7aDy2FWRtpg4CyZCoMSGPrku5CQM/KZ3Q0ku01DJd3STQfSIdrKpJtorHyZYMKSmJjvDTHg2xkLVUqnw2HkWVvChhYdPXHQK9/w8WtoLzF0x+47cc3v6SzfCIpNfTLC+nNBuKJF7tsHgmZqfTHVGZQCbhr1Z3XmmiVEoQtplvfEKnP4tp2IxVX8aQ2dqi0cSJTxC1scw8puHsirmxNGxK4ycIOouEvQbCMKkdeQU7V8FrzdKevQ4CTDuP6eQZPfkFGvcvEXaXdvze1guZsyiePUgw2ySqd1mJdhGGxKoVyR0doXd95olknd2CU3EYPldg7JUxKscruDWX4sFHDrk0qFhx/4f36c1vLEhhYkLy0untScyJY83cXMqf//uAqXvpC5+QY1kCYz9ViH+PCJK10Jr1+N7/eQWxDvVPf2m72lf0QE2SEgQJceQhjXrWzq4VqUpQaYxapxF36oX0Pp2j9f5dqm+eoHhmgsP/1dtEyz3skRLCkDgjRcZ/5yK1t05gVfLYI0Wc8QqpF9H4u5v0bswTd/Zu3d9PQ2LDSHVCSMCymmNJzdJSS7si1VUoQnxC7ROriGRQ8JdEFVNYWyq6DWFSEkMMqRFC4dPX+z/qMtIBLbWILw9j4WCIrO8t63j3CXQm3e6pNp7uZJJuvD1tP8r8HiK6OhoUASGKlJocz05mt9ByJYTE1CYVUcMTnWerTbRGP211VRqkQFgmZrUMpolOEnQ/QEVRdvqtNUIKhGUhXAeZc0EK0mabtNEmqTcg3r12ElNYuBRQQjMqD5ITxVUz1qdB6ZSQgJ5u0VZLtPQSHdVcM/FjJ5AOvFFWfR+0gSvydEWFgm6QF0UC7dHVD5UmuZxgdFQyMWFgWdmJsOsKbtxIWFxMEUJw8qRBsSixLUgSuHUrodVWDA1JXn7ZotNRqydcraZiZjZleNjgyGEDBNRqkiTW1JcU9boilxN4fc30TIrjCI4fNygWBXNzislJuepz4LqCO3cTWi2N6wrOnzN5+4s2vZ4miaG+lLK4mF3v9GDDaFmCXk/x6acJ/b7m0CGDw4cNOh2F6wriCJYbipmZdMf7s4UQGNLKfAryY1hmDsOwMaSNEIJ8bgTXGXrusyGFgZAZCRqEbVqdKVqde0895U3bfbwr97BGKoQPFgmn5gFNOLVAsrz/5+G1IIXExqUgylTlGFU5tmr8+yxEOsTXvVW1V0c38HV/l4httepnhQahBSYWXdGiKJrkRZmcKNDUdcIXgDQRsCFlyKM4f8Hi9TdsqjXJp9cSPrkcc/duSqulSBKe6GVfC92OJvC3fx41TSgVBYXCzhvBaq2IE4++X6fTn8a2ihwY+RyuU2XFj06jSVVEmoZZe+UudBZIw6RQPYidq9C3HhB0lykOHyHst+gu3MLvZG0vdr5McfgIw0dfo7twa1+RJkbOofzGCVR08wnZu1UtUHnzJP708p6RJipKiboR3pJH1Mk8S7zFh+Nep5qwE7J8bRmvvv75oFgUjI9LxseNbXlWlpcVV68mfPJJTLv9gjMmZHscd4e9itYNaSAtC2nZD41WlELFESqOeOEZqnUg6MTc+nGmyHBLmRmskzez/X6sCLsx3XpAGqsdsfjSKiVRPiSbV+/pRBG3PBrv3kErzdDrR8kdHaFwchxhykxdUnKpvHIIEBh5GxUnhPMdOldnWPrhp/izLXS0d4eXLyxponRGXCypOabTm/R1Z1cKrM+ip1tEaUCgPY4YZyhRXffJ+lrIBMoGNTmBr/t4ursnr2sjSEno6w5d1cSWDjbu6v9rqyWauk5bLQ363Pffa1l5jjzdw8CiIoexcbZEfgkkJVmjoRfhGfHD8cIy3s8vr/1NrZE5F3NiGGFnlXna6pDML5N2uuggQiuFMA1kPoc5PIQ5NoxRKRLPLxFcuUlw7TZpZ/dirC1syrJGkSGKovJUw+SV50DpzMyxpZeYTe/S0Q1S9jY+UpHi6S6e7gLTuCKPQBLqh75IpZLg4kWLL33RxjAEUaQZGzP4q7/2+cUvsjX8G99wKZcEritIUvjB90MuX445ccLkD//bPJc+jhEC0gRu307o9jSvXLT42tcc2h3F5161iSLNR5ciPv44ZnzcYG42I1eKRcGv/7rD4UMGP/lJyFe/6mBZgijWjI1KfvzjiOufxggh+MpXHF56ycT3NWi4fDkmCGJqNcnXvuZgmYKhIcnysiIMfW7fTnj9NYtvftPl0scxpZKg29Fcv56wsLDzpEmqYvrBEs3uPVIdU8iN4FjlzG1dyMz4V8XPLRhTIkCjVMJy+w715nXavWmetqNIltp0f/zkWOx9eGPXPIG2GxKDnCgwIiepyBFckX/qz+qB3HmldbKuZphPp4gJ93Te1mhiIlq6TkvXMTDJiRKh7mcmxzv1e1cONrOafNOQMmup2QxOnjI5ciwjL//izwO+8+2Au3f2h9rNdQVjYwaOs/nXt15oFHHqY1t58rlRLCOHIS0KuZHVD8kaeBcZhjv48Hb0lh5DYfgwQhqEvQamU6C3fJ9+Y4aVmwg6daRhMfbS2wi5Tb0g2wTpmBReOpDFDT8iXdKpQuZs8qcnMdztCT7YDLxln4VftKl/UsdyLRo3G0z/3dbDEsbHJWNjmT/QduD+/ZT33o3odtUvRQ1fKgnyhT1UWAqBtGyk7SBzecxiCbNQQpgDdVkckfS7JP0eyvdQUZgRKL/EahRpCPI1h9GTJcbPViiOuEgpiPyE7rzP9OUm7TmPsJeg0829D1KamFYelUakabwjrYTdKzPEzT7hYpfhr7yEM1bGyDsIQ6z6YmqlSJd6RI0ezffv0nz3Dr1PN+ZZtBN4YUmTAI96Osvd9MqOtOJsBJmXyhwCg0njGCNicsvXLIthuqJFg4VntnfsFygUS2oORYohTJbVHH3dGaQVJfveCyIlwdNd7qVXOcpZRo2DWyRNBEVRwRU5xOAUbC1ED+ZIFtYmVWTewT33Evk3L5I22ngfXMG/dA3V9TJ1yqOLg5RI28IYqVH6+ttYY8OYY8Ok73yE3sWCryQyTxBgXf42bd1gIZ1iUU3vWovWRrGiQFnrM0xSeO/nIR98EHPsmMHnP29TLEqmphIKecHffDtkbi7lyBGTb3zdod/XuI6gWpV8cjnm2vWEblcRx9nJTqUiaHcUf/RHfb7+9YRKRTI7mz47+WLQyfizdyN+9rOIQwclX/6yQ7Np8KMfhxgGNJo2iwuK//iXPmEIYahZXlb8i3/RRwg4dcrkxAmDN9+0WFxMKRQkpil4552IhYUUz9NEEUS70N2jVEwQtlhYuky9cRVD2jh2iZNHvkHerdHtz7GwfIU0ffbNaK1IVUQYdYkTnyQN2EwlpYPohQ1nWTF+1Sgkzy/WYmLm03ssqmk6ukFCwn578Rkh396yV9nzoFVGaGprS5wJ0th8d9fQoPVl+kHKD74fMv1g/8yPhaLgyFEDexfq6TgJqDc/ZbR6msNjb6FUTKNzN2t9MVw8f4nx2nmUSpDSIko3Yfy/CSSRz8LNd7Dd4mo/v9YaaVgYlkMaZzL57Gt3fxZ0OvNzWpOE3kctESrNWnCi7tYXISFgYsJgaGj7yL4HD1I+/CAmefF84tdEuSwpFvdOaWLkChSOv0Th1Ms4Ywcw8oWsLWRFFqQzc/LU6xMuzNK/fZ3+3RukXn/P7nknYViSwrDDF/7JSQ5/roZhS/rLIVqBnTNxyyYX/pMjfPxn97nx/Tn6y5tThhVLBzl45Iu0GnfotKfwvKXV6PTtRLjYYemH12m+dwdnvIwzVsauFZCOiU41SS8gqnfxZ1skHZ/U3x+t5S8cabLS9rGUzjKvpojY+yg00KQkNNUitnCwcCiL6nNjTJ8FQxgUZYUhPUpdTe97bxONoqOXCZWXyeF1n3iPyayNIiWhp1ssq3ls4VKVo5u/mMiSZBxy2OQIn2bqGyeop7TPWIfGsY9OIhx7QJhcJ55fyir1NaCEIPUCej/6OaXfehtrcgz3wkv4H15F9XZHxp4lXjwnLpRsg1ZXM9TVDE21uK+Jwac9w1pDt6NoNBQLCylJovmN33DI5Qy0hhMnDL4c2CwtK4pFgZCQquxqSaKZm1fMzz8kRNJUE0aaSlny1a86HD1iMjuXcutWwsjI43NJlpyRQSloNLIWnno9RUqwbYHjCsJQ0+0qfE/T6+lVI1jThMOHM5InijSjowa1qiSMNKaZkXxBoJmeTmk2dz8yUWuVkRwpgEcU9wmCJqZhE0Yd2t0HAxLkWdcY9OOqaGuJFS/OFPYEsojo9fmX9FR7dUz2dWdHVRxbxW60diqliRONo7dWOFhWZqq4GUgJcaRpNhSdttqR2ODNolgQHD1qYNs7X1ilKqLVu5+pTcw8Sqd4wTJCCKQwEcKgkBvBlA6p6rDcuUUY7YbCUpNGHkEarR6ydBZu4hZHmDz3m4ReGwDTyWNaOVqz14n9/dXqp5Ui6Xg4E0O4R0YIHiwDGudAFfdgjbQb7OrBy1OhoDfXQ23TvYyOSsqV7VFS9LqKhfmU2dntUWKOTZocO2XhuJKF2Zh+V4GAxZlk1+aAWk1QLu8NaeIcOEzx1FkKx09jVYcx8gXk6iS6siBn92bkC1myzlAVqzZC79Y1wrmtK5H2G/I1m/O/d4hcyeL+B8vMX28T9mLQYNiS/JDN4deGGXupTNSLufLXm0v7s+wCQ9UT5HI1qsOnCPxl+r1F+r15Ar9JsoX2nEehE0WahKT9kKQfEMy1MHJW5iGnQMUJqReReNG+Uvq+eKQJipZeYlnP03lG28NeIMSjoRawsMkZBUxtb9obQyDIiyJVOcaymkdtNnZ3FxEREOn9QGJtHgkxLb2Io1xKYmjdMcqfhRgc/9sihyvym+q9tw9mpIkOQsKbU8Tz9acSJkDGvPs+4fU75F89izV5mtzFM4TX7uwaafI8aDSxjujqBvNqipaq72vCZCNYOZATAgxjQFw4AkNCr6uZmYlYXFQcPWqQJNDvP14EBQHEMRgm5HOChcWUu3cT5ucV5bJEDq4rJeTzAuuRYqXX1YSBRmuIIo2Uj7X+Ih75GjK/lJMnTC5csLh1KyGXE+TygjTVCJH9myjKCJfdJkyeROZVEMZd7LhImsZEce+5pAlkr/Pzn7e4dy/FMGBsTFIsSuI4U9o8eJCyvPzwNZomHD2SxbqWyxLTgHYn83KZnU0JAiiXBUeOGIwMS977eYzv68cOYw8dMhgbkygFN29mHjGFQYE5OmqQzwu01nQ6mnv3EpaW1K4oeNbCCiG4QpjMq3v0dXdP/aY2BCmRbg57ZIyovoDyPYRpYtVGSH0P5XvoTR79KgVJvMXeHMBxMgJzMwj8jLzcj7xdoSg5dtzclqjW50HrlDDuEMZrEw4CQZx6mIZLmsb0g/quJtToNMk+IyHoLtxBCoPc0AFcw0QDUhokoU9r9jqRvzum7OuFCmL6V6cxy3kqb54kd2wUtMYeKWGUcvSuTu+bU14EFMYLuFUXwzKeGJqtOy2C5vPXBSFgeERSKm3Ps7u0pFhcVPT72zNSh2oGx884RIFmqCZpNVKm78UDlcXOzgZCgG1na+d2vT8bgVkaonDsFOXzr2EPj5H0OoSLc4No4Rg9UHQJaSAsGyNfwCyVyR0+jpEropOEtNcj6T49+vZFRK5sc/qrE9x/f5lbP55n+qPGY/sOO28QdBNOf3WCyYvVTZMmWiUkiU8+P0KhOEGSBHj9RXqdWfr9RQK/QRh1iMMuSRLBNuwVlB+j/HgfH9M8xAtFmqyoTObTe3TU8r5UMfR0C5SgKscoiSHkFuKIHZGnIoaxcQchjft3IysNgZ0zkANnZ601YT9FbbKvbi/R0x1sVWdcHiYnihhbGCY2Dq7I0d7E22BUKxiVEkmrg/L8ZxMmK9BZzHDa8wCBfWgi80PZJ1Ba0dMt7iVXaevGvj7Nfh6EyJIjqkOSoSHJ0aMG/b6m0ciK8amplO98N+DqlWRVXRLHWVG+luJ5hWzpdDR//TcB/b4mSbINjOdpDFNQKApKJcHkAYPiI73YT2vh1zojYkwjI0UKBUEcaw5OGoyOSer1lB/8IOTgQYOLF6yHJ0v7cNgGUQfbKqL0+ovgEycM/tf/pcKf/H8+pgFvfN7i8CGDIIBLH8f81V8F/OAHIb2exjSzz/Nb38rx9ts2x49nfg337iV857sh3/52wL17KRMTBr//n+X48pcd/vk/bzJ1//H2qS99yeYrX3HodBT/8l/2ieOUo0cN/vE/yvPaaxbj45JUwb17KX/6px7vvBMxO7tHc7vOFHaL6j7z6v6GjcelzAg5IVbqF7EujkEpTboNil9hmNgjo1S/9FUaP/5bwun7SMchf/plwrkZwvlZdLI5xUGqIIq33p2Qz4tNR/IuLSk8T1OrSnJ5gWGwD0jMDOWS4MQJA2fzW5wNQmTmzo9K9FegNX1/iT2fuLQm6NaJ/DaWW8ItjWQHBV6H0Gui4r0xU30Wkl7A8g+uMvL1iwy9eQpnsgpAVG/T+cU9lr57maS994cuQgpKkyUm3phg5NwIVjHb1zx6qHX5jy+vizSBbK7frvaTubmMfN8uaKXxe4pPPwl56zdyuDnJz3/sD0jcnYVlZYRJtSrJ53ff0yR3+Cj5Y6ewh8dQUYg3dZv+nU8JZu+TdNqoOAYB0rIxy0PkJo9QOHGawqmXsUfGyB87Rdxq0L32y0WamI7B8NEiv/iTeyze7DyxLsVBytT7Sxx/a4TSqLvp3xMELerzHzNUPYGbr2GaOSpDRxmqHieOfTyvTrNxi1bjDr63RJIEaJUO1Lz7cOO4zXihSJOIgJZeoqub+6QtZ22E2uNBepPjxjkssfkdhUBgCYeaHGdJpQTsz149O2dQO5Tjq//1EUaP5pFS4HcT/uL/uMncjd0zId0+aEI8FtU0k8aJLZEmlnBwnmG++CwIy0A4FmIzeXg6Uwzg2JuPbtgBtPUSc+kULb38wsX3fhZCQLGYtdK88qrFyLDkBz8M+fjjrK+5/orFN77u8s3fhiCE69djPvzw6SRRsZiZxk6MS/7ZP8uidns9zf2plJ/8XYiU8PbbNieOG0RRtrHxg2cvUlEEMzNZy86vvWUzMSH54IMoK8b6mt/+hk25JEnTjLAJw/276LW79wnCFkqlz40b/iy+9TsOH3wQ82//2GNuXnH+vMUbb1j803+S58aNhHv3Eg4eNPjmN13eesvikysx/+aP+/g+vPWWxSsXLQ4ckPzv/1uP6emUBw9StNacv2DT7YUsLGQbZsOAo0dMhoYkf/M3Ad2u4uJFi69/3eG11yz+8q8Cbt9KsB3BW2/Z/M43XWpVyb/6v709KYYjAubT+yypOXy9sbnasgTVEYOhYYNcQWYpUus0BO22Uq5/vDMFZOr7dD96HxVH6C1o2dM0Gw9bJU1cV5DPCaTceMjDlU9iXjpt8trrFl/8skMc7w9fE8uG2rDk5MndUZoIYeBaJWrl4xTcUQzj8X1VqiKm5t95qhJlt6GSmMhrkYR9MjNqtSO+ANsCpUl7AUvf+4TWu7eQjgkCVJSQ9kKStrcv2nOkKTn5uyeRtqR+pY7f8LN0rUdY2t7c+ucwNyewrO15dpeXFd3O9r1H9+/G1OcTAl+ztJCgUlaVpDsN1xW8dNrcGz8TIchNHsWujZL0OnQ+/jm9m1cJl+voOEKn6eoJkYpC4uYSaa9LtLxI1GpQeeXz2LVR3MkjdK9/vG/8eLYDWmtiP8V0JJZrEPYen0+EELhFE4QgiTf/LAZ+g9mZ91hcuEQuP0KpNEm5cpRiaRLTcikWD5DL1Rgbu4jnLdPtTNNu3cPrLRDH+7NG3U68UKRJoD0W0weE2t+XKpMVJMS0VJ2ubOLoHI7Ibeo6AoGFRU2O09UNAr0/H8g0UfSbEZ/+3TK9RsTk6RITp4rYuf3lEr8RhDpgWc0zKg/iDMxcN7glkLUAACAASURBVAMLG3uTaiMdJ6A1RqWIMVQmqTfQ4XNkslIgCzmMchHh2Kievy8WDq0VPh7Lap6Gmidln24gNwCtoV7P/Ezu3E1wXcGVT2Lm5lOkFPzghyGVisS2s8jhxcWUXk9x5y782//He+xkSgh4+eXs5OyddyJmZlKEhJMnTM6dN/nb74e8807E3bsJcQRBoHFcQRRmEcQLC4rFxZQkgW5X893vhjRbmYu/52l+/OOQTz+N8YPMsK7V0vh+TKoYRBFrkjTzT2i1FL/4KGZuXu0rUzs/aBBGmbRdbVB6325rbtxI+Nm7Ec2mZnExpVaTvPqqxeSkpF4XHDpk8LWvOdy8kfDeexEffhgTRZpOR/H7vy85c9ri/AWLTz+NmZlNuX8/5cIFk1u3YhYW1KpPzOioJPA1ly7FBAGcPWtx/rzF++9HvPduxJ27CZYlaDRS/vAPC5w9a3H6tMnt28mutulEOqSjGywMFCbrVTJWqpLTF13Ofc5l9IBJviCx7EwFsV6CdmpKcr/nkEYxSadN2mmDlORPnUEnCcH0ffInTiJtF2EYIAT+1F2STgvpuOSOnchSSITAKBRgQNYY5QrO+AHs0XGC6SmihXlUmB2w2BOT2COjCMMEKYmXFokWF1a//8T7E2m6Xb3lJAzTzJQm1aqg1dJPkmPi6W/b1SsJ4xMRI6OS3/4dh3JZ8OEHEfenUjptTRjq57d774CX59io5NAhg0JB7gonb5t5JoZfQUqTJA0Jk8f3QkolG54TdgJCSPK1g8RBj6jfIlX793DvUehUkbT6JK3+Q6XY3m8bHocAt+bSedBh/v15ot6Tk2XYWT8R6zhsG2nS62m8DcR6nzhjM3nEIo4UpbKB0pkS1bYFl97zcXOSMxedzJ/MESwtpFy7FNDtKI4ctzh03CJfkBimYPpezL2bEd1tijkuFASvvGJtm9/LRmFWqhhujqi1TPfTK0RLC6hojc9V66wVJ0kIFxO0UhROnMYeGsYaqu7+je8wIi9h7mqLibNDpLHmwUfL+O0YrTSWa1Aacznx9himI1m+t/nDaqUSorBDFEIU9gi8Bt3ODG6uRi4/Qj4/Qr4wipurYjslcrkqpfJBAm8Zz1vC8+p4/TpJ7D/RIiksA6ucwz1URXkR/myL1AufmGvssRKFY6MUTo1h5GzSICaca9G5OkvU6P0qcng9SHSWbtJQCwNH//0LTRaH3FJL5ERx06QJgIFJRdZwVA6h5b7sNU9jTXcp4qO/WqA+5ZHGmolTxb2+rS0hIaan24T45HRx0zHSprCwNkmapJ0eqtPHHBvGPXMMHUXEs4tZq476zCwjQNg2RrmIfeIQ1uRY9joWlzLyZQ+h0aSkNNQCTbWIz4uoPnoSWsHSUsqlj2PeffezGzjNRx+tfcrdbqdMTz856VeHJIYU1JcU0zOZB8dwLWv9SdOsCL90ae17mZp6eL1+X/OzR+5HKfhgDYXL8jLcvr324nP9esL16/trnk3SENLNqRNu3kq4di1ebYO5fTvlwYMEQwqGhyWVimR83ODsGZM//VOfa9dims3sZy9fjnn9dYsLFywuXjCZnc38Ta5fT3jjDZuf/jTi6tWMCDl3zsJxYHY2ZWYmxXEy/5PhmuSPfhBy915Cu52lvjQait/7PcXEhMHLZ00ePEiJot2pVDQKT3dYUnN0dGPdSSNCwOmLLr/1D4u89dUCuYIk8BRRuDFyIcLEqpSx3ALR/Cx+r4dRLOIeOkLa7xPOTmMUyxi5PNJ1MfJ5VJB5Hxn5PPlTZ0g7HXSaIF2XlUpPmiZmZYjC2XPZSWSrCVGIzOVxJiaxxydQvo+0baRlAYLgwb217zHUdNpbJ02EgHxBMj5h0OslT5Amx48bHDu+9gGD1plY0Pc1r79hMzwsOXLU4NPrCY1lhe9rkuTZz0y/r/now3hbCbkjR0yOHzPYjAhyMzAMh1r5JMvtm7R7D4iSx9tFtFakm5wbthNCmpTHT9FvTBN5rf1HPDwNUmIPFzGH8hi5LA4pDWKStke81N0XShOAxE8IGgG9hR6Jt7X1ybYE5jZVQH6gWauufxoOHbM4/7rLwkzM6fMOXj8zej560ubB3RitNSMTBoYhGB4zqI0q+j3FzFTM8TM2J8/aBJ4mX5TkBsTlxz/fHoKuWJK89rq1rclC64dA2jZISep5hPV5dPz8iUtFIeHSfJacUxtF2rvWM7hr8NsxN384z7G3Rjn2hREKIw5eI0SlGjtvUhx1GTtdpn6ry8ylxrb8ziTxSRKffn8BKU3cXI1iaZJS+SD5/Ai2U8ay8lRrJ9FDxwmCFt3ONN3uDK3GbXxv6bHrGa5F4eQY1S8cJ1ruod69g3dv6SGrLwVmwaFy8TC1t09SfvUIZtEh7Ud4d+uYQ3maP7tNuNDZsznphSFNAt1fLWJfFLR0naKuUNVZAbsZQ1EpDHIUcUQeE4uYzW8MxCCa9NF7USpr43iYjf24BDBrH378vrXWbCWM4sVAlojkqS4Fo7yu+Ny1YGBumnBJ5peIpucxJ8co/uZbGNUK/fc+Jrx1Hx3Fj2m9hWlgjlZxz56k+JtfwBypkdQbBDfuocK93UxqrYgJmFN36ertmcz3A5TOPoLtOMXVGq5/GvO1Qy7/8NdzdLuKXE4wNZXwox+F+7pt5kXAUl3R+oyxUJqQpaM4GTE1VJEYhmBhQdHtPvxZpaDdVrRbKQcOGORyMDuruHo14Q/+IM/4WKYmsm149RUL389IJ6VgaCgz00vTTOETBI9fd3kpZbgmmZgwMqXGLiHVKS29xHw6taFoViHgN3+3yBd+vUC+KKnPJdy9EbG8kBAEKlM1rOM6czMa79YC5S9+FR2FhHOzuJOHSb0+cWMJFfh0PngXALNcwT18FLNWQ5hmtkYpRefSB+g0wT1yDGs4SzqLG8uoOMYeG19VkAjDwJ04iHRzhHOz9D7+EKNUonjuFQpnzhFMT605iMOBykiprZvBFvKZD9H9qfSJsfyf/uc5/of/ce1DBq0zM9o4BjcHL5+zePncxtaTmzcS/ul/2WBxYfsW7eMnDE69tLvbR42m483R7E3t6u/dCISUFGqHif3uvlB4rgtSYORsKm+eovKFgREsEEwv0/nwLsvfu0zaC/ecONFK4y/5GI5B+VCZ5p3mE5ONVuucgMhUJuY2zblxxHPJy0chBHTbKZfeCzh41GL6XszU7ZhTZx2kAdcvRdy6mpEFpy84nDhjc/51F8cV1EZNFucS/uP/22Vk3OTLX8/z5ldyXH4/2PIjZxhQKQ+UJuW9UZpopQatleHGxpDWmVFsEm+8D/IFgNcI+fgvHqBSzblvTvLl/+4MhpXFKKpE47VCrn17lk+/N8vsle33c1Eqwesv4vUXWZz/CMcpUyofpFI9SaV6nFyuSrE0QbF0gAO8yc3rf/4EaWIWXcoXD1F96yTBXAt/roX/oLFq7istg8KJUUa/do6hN46xsqEwiw7lCwcpnh4nbnokvZCkszdcwAtDmvR0m65q7vVtbAi+7tNXHQLp4ZJjKxuvoiiTFyXaenMFcHXSZfJsidqkS2nEoVizMSzB+/9+jtHjeQ5fKGO7Bu/+uxmmr3WJg5TaZI4zXx7mwOkixZqNlNBdjpi61Ob6T5ZpL4QvpNHreqHRePSIdEhObE45IzE27YkSTs0gSwWsI5OY1TK5i6exj06ivADV99FhhFYKYRrIfA6Zd5HFPMZQGeX5RLcf4H1wBdXfW4lwoDN/mED1SfehUmozaDYV770XcelSJs3dDszPp/zlX/r85CchaaqRUhAEWeG2V+kqvyyIk+cbaD4eZPg4BAIhxGorQqejmJpKWFzMjGGPHTNptRQXLphcvZZw9Vqm7NH64YXX4swfveZuoqkWaaslko2msgkYGjExTMGnl0P+9f+1TGs5JQp1Rmas8zJRCImXsY7CtDDLFXLHThBMTxE3ljBKZYrnXkGYJsIyMYtlVBCgoxgVZy09Ok1QYUja7z97cy0kRqkEaUraz1RuqZcpFWTu6SrQMMzIsu3wmqlUBCdfMgeeRhubLwwTBp1Iew4hMs+DU6dMTp7ave2jUglB2MQyXByrRBjvrwSah9CoJERrjZDGajGwn2GWcgx//SLSNmm/d4vF//ABCLBHyli1ImP/4PPUv32JuL63fjFCCNyqy8EvHuT4bx/Hq3uoWKEf2YNe+5NrLF1ZesZVHiJN19Hatk4YBqshCOuFSsHrZyq9wNcEnkKTpe6df93h1S/kCANNbTSL9e62FSPjBoePm9RGs/8sS2Dbgrnp7VGFHjps8LnXLIpFsask/kPobG4fGUe6OYQhWZ/vu0AYJjKXQ8Uxcae90ze6J9Cp5s47iyzcaFMYvkOuYiOlIPZT+s2Q/nJIv/Fku8tOIIr6tFtT9HqLLMz9glLlENXqSYZqJzFNd831SuasrOUmbxPWu/RvLT5Gxhp5m5HfepnckRphvUP70n26V2ZxJipULh6idPYAlVcPEy116Vzem1jpfU+arGzDPN3ZsLP/XkOR4useXdXElg4Gm2du85TJiyJtvb4F4bOwXIPhQzle/soI9ak+aawYPVrk9d+boN+OiQPF0ITL0VcreJ2YxTse0hRIKfBaMb3lCK2hesDlyMUKhil5/z/MEXT3l4R/e6EJtEe0JXVP5vgvkRtOP1Jdj/D2fXrf/xnuyyexDh/AmhgF08gIk2RgiiUl0rZACnQYE88uEt64h3/lJslSY08zzpXOxkBdzQzex18Oki2OodHY3vc1DGF+XjE//8tBLO0nKKUHioG14fuafj/zcKkMSXI5sao2EWKQgFIQNJoZgZUk0GwprlyJGapKLlywuHs3oVSS1BcVU1MpWmex0p6XqflGRiSNhlpVmwgBxZLAMAWtgf/MTkNrjSKlqRbpqtbGvcE0eN2UwFN4PcXNT0L6XbXpE8642UAYBvaBScyhIdStT9FJgj0yilkuE7eaaL+P4WTkhlYKtMpaa4RASJl5njznplUcIR0HMdDjr/wb/QxGxPc09fr2kCZDQ5Izp801k2Y++iDm3/yrnfMrq9ezZ3A7YNtw9qzJ0aPGrsaRCiGQ0mBk6AzlwiRhNPDgGbwspRPqrevEyd4qkbVS+J1F7HyF6qELhP1G9sw+Ms7CXoM03j9eJ9I2Kbx0gO7HU3Q/niKqd0GAVStSunCYoS+ewfjR1T3PudNKU79aJ/ZizJxJEiSoVD2WeJr469+PJusg0tcLxxFYGxQUa52pHZUapImlgIaxA2a25hQlD+6EGGYWQYzIWgbDQNNupkzdygjvMNAsL6bbImw6ccLkC2/ZOE629991aAjm7mMPj2LkCrgHDhPMz6y2Zj4NRi6Pe/AIZr5I0m4SzD14cZRe64QQWYKO14zoN0LkHYGdNxFCkMaK2E+QZqY8MSxJugUz2PVASgPTyuPmari5KsXiBI5bRkrjqV0V0jZxRssAJC2PaKm3ajUgcxbu5BDF0xMYjkX32iyL37mC/6CJXSug45TimQMUTozS+aQCvyJNngKd+Uv4uk/I3seebRQBHm29TJUxtkLc5kSRnChs6V4MS1I7lOPK9xdpzgYYtuSlL1T5+Z/NcuvdBiffrDJyNE/1Vo75mz38dsz9T9pEXkpzLkClmgtfG+Psl4Y5/5ujXP7e4i81aaKBUPskevPbBTH4IzHQgz/rvwFNstig96P3SRpt3LMnsA9PIAv5bNMvswkSrUlThQ5C0laX8OYU/ic3iOcW95QwAYiJ6Ok2bb20ryOzf4W/3/B9zdLA1PfECYN7dw06naxgHhmWjE9ILEtw+3ZCvz8g8j3Nez+P+LVfc3j9NQvTzAxnZ2fTVT+UXk+zsJji+5pXX7VpNBRhmGJIGB6RjI0aJLHm7r2UeBfiJBUpge7T0Y1NeQtp4MYnIdURE8sWHD1lU59P8PuKJNbrbldTSpPEZG05Bw+RO3wUnSSDzbHAKJQAQdrtoHwfI1dAOi4q8NFJgswXsKrD6DjCLJczAkVIpJvDqgwh3RxGoYhZrpDo7PTSKBSxKkNYI6MY+WwtTRpLT73hfl8zP69It0FNWa4ITp0yKJcli4uPEzHvvRvxyeWdK0nTVOP1t+fZKhQEX/ySzaHDmd/CbkFrRZKGFNxR8k6VNA1J9aDKBJI0otG5S7zH7dtaayKvRWn0OPmhCbzWXKY2eeQZa8bBviJNMCRG0SVu9Ahmm6tFTDjfwh6rYBQdhLE3rRqPQqWK2Z/NMv/B/FN/Jmyv/4AritcwZd4kcjm2LUWqNCRRKUSBYnoqxjDAMgVCwuJcSnkowc1Jbg7ad6JAbcv4LpcFZ86avPqqtWteRU9C4z+4h10bpXD8JUpnLoKQmRnso+k5AHKgLrEdnNEJSmdfASCYnyGcn0aYFk89pNOgtyPzfhdh5U3GXyrTWQzwGiFxkBJ0Hq4bQoJbtijUHNJEsXx3u70DBYZhYZgupuniukMUihOUKocolQ9hWVlKaBL7BH6DKHryIEAYErPsoqKEpBeggof3bw3lKZ6awB4pEbd9utfn6Hz0AIC46WFV8qggwh4pYVU27xO6Vex70kSh6OsOIf4LWXQFOiNNNtI3vhZckVtNcdlscpBKFd2lkMZswOJdj9qnPcZPFGjMBMzf7lMasRk+lMPOGSSRprUY0q5ni9CKh8nUpTZjxwtMni1hmPtAL7yj0CQ6Qm2D8bDYrMpIa3QY4f/iGsHlG8icizFaxaiUkDkXISUqjlHdPmmjTdJoo5MkI0v2AdPe0226uvlCjt1f4e8PlIIH0yl/+/2Qt9+28X1Np6votDXf+pbLhfMWzYbi3Xdj2oOUAs/TvPdezG981eX8OYs41ly9GjM7lz523atXE44fS/iDf5yj2VQoFZFzBb/7ey4HDxp8+OFKUs/Ov86YiGU9T8jmEui0gu/8WYck0fz6t0r89//zMO/9yOP21ZBGPSXw1bqIkzDQ1OcSosU5coeP4Ewepnv5FyT9PqnvEbcalC5+DqtaI/U9UAoVRSTdLirwEdKg/NrnM7+mNM2MsC0L99ARiucv4h44iFkqYw1VCaYf4N25gVWtkTt+itzhY2Ca+Hdv0b9x9an32OspZmeTbUmQyucFkwcNDh0ymJ9PB2bAGfp9vW1KkLWwXcuAYWSKmW98w+Ho0d3dOkZxn/vzP0MKyeCk4LGnV2tFFO+9wbgQEjs/BEAaB6t/f7R4k4a9B3f2DOgsXkk6FoZrkXrZRCQdCyNngdqdqNvnQkPQDJ7d5b6B+wxDvW1EdT4vcLeJNFmYSRgeNXj1CznGJi3iSBNHmsZSysxUTLEsef3tHP/N/5QlxMzcjfnkg4Cf/2TzhKEQcPEVi4sXLcbHdycR62mIGnW61y+DlFRf/zWs2gj+/bsE8zOk/Q4qSUAI5KCt0508TP7ICdyJw3Su/gLv/m3SwMcsD8beGq9FpylJp/VCeZ/8/+y92ZNcV57f9znn7rnXXoUCCgBBbATBvckmu4fsdaZ7lpYnNJIc0kgKK2L8YP8Dth/94AeH7Ac7PAo5FLYUliVLo5kJTc9Md880eyWbbLKbZIMgQYDYl9or98y7nnP8cLMKAAEQhUIBVWDjiygQrKy8eTPr3rN8f9/f91udDHj5vznM6dcWOPvGIksfX995IW3JyN4yB740SRoqfvx/nNjU15fSplAcpzb0CEPDj1IsTeK4BSAvWGRZSK+7QGPlNI36Kfq9G7sihCWwCy7xYgcVXV8o8EbLVI7uxHJtWmcW6Z66hhzVGhUlJPUeznAxH5e2CNueNDEo+qZNah7Mpn6NIjEhsQmxcbDExj5yISQOHoEoEprehhe8SahQqUErQxor4r4iSzRaGVRq8pacQX+mG1jse67G1IES1Qkf25V4RZux3QUsWyC2Qr53n5GRou6S8MqVJlcXexuC1phEo5RCJynZYn1Q/RFgNCZTmCTFpOm26oDp6pw0eYiH2O64ckXx7W+HCODxIw7PPesiRF6pP3ky4+dvJXS7V9tosgyWlhTz84ojR2yeecblX/+bPnNz148XJ06k2FYeHfmN3/L4vd/N+32zzPCDH0a8+UZCktyfjUlqYpbVHMkGvbGANXl41NccesKnNmzT+5omjQ1Kre99nP4w5l/8T8uYLKN78kOiuVmyVhPV62AyRbq8SP0nrwKsVReN1qhuB6MVrTd/CkKsPSYch6xRByHIeh2sY+/mypU4RkchOooIz58lWVpESAlCoHpdVPfW3hirSpMkydfWd1N9FULg+4LnPucwN6dota5nYrbFpvQ2mJ62+I2XPaamrJu2Gd1LaKOIkvYtN3PG3HkM+b2A1in1S+8jrVuv8+Le9poPVT+m8fpJiod2UHpsJ8lyfk84Q0UQUP/Rh2Tt7aHytjyLkcMjTDw5QWUml/lHjYjG6Qazb84Sd+LrPE4+De3W5pGVI6MWler618PH34k4fSKmWVd87887hH1N2DX8v/+iwcJchusJzp5MiKNcvadUTpx0WoqPjsXMX07x/HxACvuadnPj176Uucn0177u8cQT9ta05axCCGrPvkRh96N4YxMIx8PfsQunNkLp4BFMlmEGg6WQEmHbWH4BKyggHJvi3v14Y5M5mb46WNzk7WSdNot/+xeo3nb1RroRlmdRmy4Qd1P6jRvnb6MM7bk+tivxy5tDKrhumaAwSrmyg2JpKo8Zdsu4bhHL9kjTPv3uIp32ZXq9hVxhEndJ0i5a3aieNMqQ9ZK8yHHNhCpsiTdRoXRwEqSgf2E5T9W5FtqgM50/bwuv0W1PmqwqTe7YsG6bwGDITErfdPBEsGFTUIHAES6BKBOZELOBjbwxucuyGVQWjAaVDtIBBoaFIo/SoTjkcOgLI7mixBH0WylaGwoVh8qYi1+yrqbxPAALvo1CkW3CYiwnTTblo1IaE0aYbR4iZYwhI7/uQ3Nn/fpS2HheBc+t4DpFbMtHSiu/RI1G64xMRaRpjzhpE8U3N/2S0saxC3heFdcp4lg+0nIQ5NHdWmcolRDFLaK4SZL2WM9vyHGK+G4V36ti2z5S2vkxjcqPqRPSLCROOiRJN4/KvcVxLenmx/OqOE4B2/KwZB6FatBolZJmEXHSJowbZLfp2XecIkOVvTh2QC9cotW5hDEK36vhezU8t4JtufmG02iUSoiTNv1wZVtUajcTIxM2k3t8VhKHxYag+4nLcLkJxz+GhWVDFBu6XcOpUxmv/iDm8CGbqSkLx4GFBc37x1M++CAlvWYdYAxEEbz+eky7o7Etwfvvpzd43dTrhvePp9iO4MB+m6FhidawsKD4xS8Szp3bnH7020GZjJiQjmmQbdChQAg4eNTnwFGf8SmbclXi+oJKpEnTQXrFOtCqK4TIfz5r1HPC4xroKCK+cumWz4/nrtzysVWz1xu+32mjOuv3RUvTfGO1vKQZHZUUCne3UPM8wfMvuBw7lnLq1OYoWO4XgkBw6JDN177uUa2J+9qak8Ogzc0LAo4dEHjDdMNFtN5i5w1jiDsb853bKugwpXPsAgjwJmvIwAGTRw6ny23a751HbbGZPORV6tEjowzvH8Ytu2utOEIKKrsqGG1YeG+B/uLtCR5jcpPnzSJNpqYkIyO5QmM9Y/nK4tU15cUzV6/Zj96/uhleuHLzAaK5omiubB5BODws+dzzDs8+6zI5uSXur9ehsPtRinv357HBQmAXStiF9QUxONVhnOrwbX8uaawgHecuy6H3F1IK3KKNSjVZdOOZG2OIexlC5gXvjcK2AwrFMTy/RlAYoVAYo1AcIyiMIKVNlkX0+8tEYYMwXKHfW6LfXSCKmrddn5pMkbb62EUPu+QhPRsdZ/hTNQq7R3GqAfFCm2i2Sdr8xH0sBdId7J+3cM+57UkTgyY03QdWaQK52qRrmpRMFU9svBfLxqVAiRbLG273ueFaMzd+UwC1SZ8v/KNdtOZjPvjREsdfXaTfzpjYV+T535/mia+Nbej1HzRo9IbboVYh1v6+w4XmKqO6mm37AMGgiUyfiP4dbNAEtu0TeDVqld1USjspFsbxveqASMg3fiqLiZIWne4s9dbZm5ImQlj4Xo1qeYZqeRfFYAzfq+I6BRiQJpmKSZIO7c5l6q2zNDsXSZJPqzwIHKdItbyTocoequVdOXFi+Qgh0Uahspgk7RLGddrdeVYap+iHSzcl3oSwKASjg3PcSSEYxXPLOLafn6NRpFlIFDdpd6+w0jxNpztHmt2ahPLdKjM7XqJYGGd+6Vf0oxUkkuHqIwxV91EpTeO5RYSw0DojSbvUW+dYWD722SNNxm2Gd3qca7lcmOeGyOHzlzR/9WrKx2cV3UFPeJLAz3+e8POfr3+++dGPE37040//+Xrd8OqrMa++unXx3ynJwBvs7mTcX/h6kZe+WmJkzGJxLmNxLqVZV4Q9s+40tYtnkm2vrjAGothw7lzG1A5JoXB3GwrXhaNHHQ4edHjnlykLmxgBfK+xa5fFc59zefFF944NL+81fLfKeO0gcdIm3mrSBACB5XhI20XKfIltjEJnKVkaXe113iYwmSKebZDWuzhDRdyxCsZAutwhbXSv8x3YSkhLsvOlnWilmX93nuX3lzEYytNlxp8YZ/dXdtNb6K2LNIE8Aa+3Scl3ExMWExN5HH1/e4hy1gU/gP37bf7hPyywZ4+1ab4sdwOjUrJ+F/r3bj2StZufagK+HWGMQaUaN7BwA5u4ez2pJoTAL+XJdneTauoHQ0zseIZqbQ++X0NKB60SlEoIwzr93hKtxjnazQuEYf2OiGqdZESzTcqP7cCbqlHYM0ra6FN9cobSgUmM0rQ/uEw038Jk14yTAqRjY5d9TKYx6db97rY9aaIx9E1vw5Wx7QCNpqfbpPLu3oMtHHxZROh769IkLIFftpncV+LDHy5x8f0WYTsDA4WqQ6G67S+bTYO5Gat0n2CVCwjfx8QxqtPfPKv3+wCNpmMapGb9FSrLSokkswAAIABJREFUchmpPcr0xHOUChNYlosQuRO3GSw0beFhez6eW0YKizhpc7O6nueWmRg5wsyOLyCkhRT5hkdrhdIhUtg4doBrFygEo1TK0yzVT3L+8k8wt1AW2ZbL9MQzjA0doliYQEorJ0pUijEay3Jx3RKuW6JYGGeoui9XiER1+MQxBYLAH2J68jkmRo4OHMclxhiMUWSqj215eG4Zzy1TLu6gUppmfulXXFn4xTo/T4dSYZzxkSPUKnsIvBpCWBg0Aolt20iZq3osuc367DcBZz/Kr73dj7pE4Y0blYunY+Yu5q0xD0Ay6F0jNv27T6ATML3bpTpscf5Mwv/1z+tcOpfQ6+RqmfWOlCrdJj4Jt0ESGz76KOPQ4Vx5dLfwPHjuOYcLF1z+/M+2vnp/OwgBtg3f+KbHV77qbTvCBMCSHoE/vEZQbDWk41GeeJTq5H788igASdiit3KZ+qVjqDi85RyzldBRSrzYWmvPMdpsuZH8dRDgD/ssH19m/u151GDj1Pi4gVGGmVdmsLz136OLi5pWe3Pen+PA2JhkZsbm44+zB2apdviQw9d/0+OFz7u422EJYAxLP/oO0rm3J2OUIruFInG7IosVjUtdRvaUGH2kTGfp+vnDciU7nx7B9i26yxsvzvjBEBOTTw/GU5MXFluXaNZP02lfIQzrGJ2hdba2Ll/3e2hHNH55nmDnMLWnd+ONV4jnW5QOTOBNVElbIfU3zxDNNa97nrAt7IKLU/KJl2/0Q7mf2B6zzC2gjUaZlIzkgTaS1GhCeqi7SGEBsLDxKSDuVLFwhzA69zdJY01xyCWoONiepDTssv/5YaYPle/p6z9EDnfvLvzH92OVi/R+9i7xucvo9oMx0GsUPdO6o7jm8eHDjI8eoVycQkqbdm+WTvcK/bC+1uIipZPLsf0h4qRDpzd302OlWZ8watDpz5MkXcKoTpS0yLIIYxRCWHhuhUppJ8PVvRT8MWqViGJhnDBcQenrlQOWdAj8EYarj1IIRomTNov1DwnDOpmKMMbkEWyWh+dW8LwqlrSJ4gba3CizNRiSpEs/XKHduzL49zJx2kGpGK01lrQJ/GGq5RmGqnspFSepRvU1dc3tFt7lwiRiTFAqTtELl1ha+ZAwaqBNihBWTho5JfpRnShufuqxHkRkKcSRJsvMDcXdfY957H/cZ3jc5rXvdli8klIoW+x7zCPqG2YvJNQXM2wHvvJ3qsxfTrl0JuY3vlmh01RgwHZhaS7j/MmYYlny5ItFpATPl9SXMt77WY92U3HwiYBHDnvUlzKKZYuor5m7lHL2w+i+Lq5jE9I3d9nDbaDdVLTqisaS4vSJiGZd8YAFEawbSQInP0qp1+9+Eb8aw3josM0XvuDxzjsp83OKeOvER7fFyIjkG9/w+I2XPaan5S2jJO8VJoefIMm69MJldo0/v6Y4vBaeW6HgDyM36Be3mRCWw8jup/AKNbK4R6O9CIDleLiFKhOPvsjKhfeIOktbfKZXISyJM1wi60XoMMEYjTtSxhktY5QmuriMjrNtYbwjhEBY+ddax77IC313siw2BmZn1Q2tlHdzXnv2Wnz+RZfz57c/aWLbcPCQzTd/2+crX/Xw/a1VmEjp4Ac1ypVdNJpnSO9xi5sBHrRKSdhM+PBvZtn34jhP/8EeJg5V6SyGaGVwCzbVqQIzz47QuNTj0jsrG34doxVp0qHbmafXnaPfWyaKmiRxmyTtodXGuz6ybkTr3YtUH99J5YmdFPeO4U9WscseyUqXxltn6Z9fRvWunxS9sTL+ziGQgmS5Q9raOn+CrZ9lPgW5ier10XIPIgya2ORtCgazYdLDxsYT/r0nTQz0mwkfv1mnOORy+DdGGdtdwPUlQcUmjTR+6eocWqw5jO8rUhpyGH+kyNT+Em4gOfjSCEM7fMJ2xtzHXfrNhCx5cH+P9xv21BjB4wewqiXCYye5pQveNoRG0zeddcU1S2HhumWGa49SLc8ghKTROs9y8ySt9kX6UR2lEnLSxMa2AwJvCK1T4lu00yiV0O7NIhbfy9tlojpx3L6GDBG4TpF+uIzvVSgXp/C9GqXCOEnaRX0iykRKB8+rEPhDSOnQj1aYW3yPKG5eJ0+U0sZzK/huBWm59MP6Ldn4TEU02xdI0i5J2qMfLucGWnp1ByoIvBpx2qUQjOB7VQJ/mGIwRpL2ULdZmQX+MEJIuv1FVhqnaHUvEUVNtFEIIbEtH8+toHQy8HP5NYKB2ojNgaM+x98OqS9mSAmFkmTvAYcsNXRbitEpm5l9LnGoaS5bvPDlIsffDlleGBjSmbXDDVRCgmJF4gUOjWWPU8cidu1zOfp8gbd+1EXKwbi5BcNgQkx0h/5Cn4QxcPwXIb4vkJZgeo+LtFK6LUUSb16E53ZBmhpOn8lYXNTEsdkU+froqMWTTzl845s+3/nriNkratv5mwiR+zR87nMu3/ovAg4etCkW738OqRAyV8VZHsOVvURJ+4b2xFWV3naAlJLy6AxJ2KazeI6ok29e3KBMcXgnQ7uO0lr4GLYRaSILLpVn9tI7OUt0pY4VuFSefQS7EqCjFKdWoPvhFVR3a5VRRhtaF1p4FY9dL+8iXA7BgFN2KE4UaZ5rkrTXv6FbWdasrOS+JkHAXROCu3ZaPP+8y/f/NmZhQV3nf7WdUCoJdu+2+O3f9nnlFZe9e7fHNnB1P2GUeuBaZ+4Hok7KuTeWKI14jO6rsPPJYeJuitG5ysQJLKJ2ypVjdeZPbLwIFoUN5mffodudH3iVtDA3KfxtBDrOiGYb1N88g+onBDuHEI5F/3xM78wijbfPk670rm/NAeyyj1VwiWYbdE7OEy/epWL2LrA97pZbQJGREGEeYJUJ5FXlmCgnTYxGiI3JfKWwcQmQ5M8XQuayegGrKSpKZ2uVdEvaeXg3IHBIQ0PYUqAcBC5JqIjaBp3ZCGySSBN3BCZ16a1I3vqTZZ751iiPvTyG5UJzPuKdv1qgU084/MXRtb656qTPU9+YYOfhCsVhB8e1SBPNc39niiRSLJ7r8fq/u8RspMiSbbY63MawigGyFGCihGxhGd15MFQmBrPmabKetjrL8qlVdlMsjGPbPv1whYtzb9DuXr7BWErrjCTp3MZ7JEc/XKYf3qpiYUjSLsuNU4wMHcD3amvKDqtz+YafFkKuyb+1yciykCTp3ECIaJ0RRvW8JWcdaHcv0+7e+Hqr5xjGDUzzNGPDh7BtH8vyCPwhWp1Lt3U1ktJG64yLs6/TC5cGxNPgyEaTZn3S7AFqwN5EnDkRU6xIhkYtsiwfx1p1xaljEU99vsjcxZSlOYtDTwUszqYszqZYtqA6bHPlfMo7r/XotK7+BrptzU/+qoMxsPuAx+79LvuP+Fw8neAHEgxr5EwS31/GZNWTKTUx8V06SBsDv3itT7EsefaLRX7nH1R4942Qi2cS2g1FHJm1dINPQ5IY2o3tP69nGVy5rLlyWdFsaCY2wShRStizx+Kf/tMCc7OKKDQsL+ttY1slJVSqks+/6PIHfy/gmWccXHdrCPvFxocYo/HcCmHSYm75PVq968fLWmmG6bFntkV6DgiEtInaS7QXTq/tBJNeA61SRnY/ed/VOreDXfQZ/vIRsm5EstLFnawx9NJB0maPrBNSfnI38Wxz60kTZbjy5hX2fm0vB3//IL2FHhhwKy461Zz885N059e/RgrDnDhZWtLs2nX3MbujYxZHHjc8/rhNHBuWlrbJDX0NggD27bP4xjd8/u7fC5iYsLa8Fielg5AWadJlZfkjVLZ6nQks27umSGxQKlnbQ1lWbpi/SpiuespJaSFXFWlCYHSGUilgBi3feRt03vZtBm0m22Hs+HRksaZ+ocsv/v1Zdjw+xO7nx6hMBEhbkPQyFk62OP3TBeoXujf4ndwJer0FeucWNvHMPwFtWP7RR3ROzBLsGsYueUTzLeL5Fmnj5utRozXJSpf6m2dovn2O6MrWJZBtb9LEZCQmumsjzu2CzKSkpHhsbOElEFhYOMIlNhaBP8z46BFsy0MImyTpsNw4RRjVKRbGGa7uxXGKSGkTJYt8/NMLnH97haK9nwIRp17/gObpIUh34lPlzNtnUUuPYukpdgxLnLbNz/7vk0TZZTIVoTNN2MmQluC97yzQXozBwOK5Hq/+n+dwPAs5kEmuuogbbchSQ7+ZkMbbbxLZzhB2fntmrTY6SXND2AcABk1GSkK8LsNi23aplnfhOAWSpEe7O0uvv0CW3Z9FWpr2yLIoJyWke9NFbaZiooHixXPLlEvTzOx4kaX6R/Rv0s6zmTBGEycdlEoG5E2+WLgd4qRDuztLGDUGi4aH+DRkaR7pqJTBCwQT0w5PvFDgte90mLuYUhuxSWNNq5HR61y9rh1XcOCoz+e/WiIKNaWqheMK6ovZWmRx2NesLGRk6dbcwwpFSkJ6l95gQsCLXyny+LMB41MWB496PPNigSTRaDVIaNPcVklz4lcR//N/t7DdPDFvCmPg1KmMEx9lm0KawFUPhD/6r4tUKpK//HZIs7n147ttQ6Ui+MN/HPCVr3ocPGhvqY+J0vlmJ1MR9dYZ+vEK6SeI9DTrk6S9O+6vvxcwRpP08yqv7ZXIopzct90A2y0SdxvobHuNxYackDCZwhkqUD6yk+7JK3Q/uIz0HIr7JxHW1it5jDa0zrU4+WcnufyzyxQnimAgbsX05nv0Fnpk0Z1tFmdnFR+dSJme9u4qUnwVY2OS/+qfFemHXVpvJCTbKL/CceCVVzy++ds+L7/iUqls/e9USpuRsUMEwQiOW8R2Ai6e+zFhfwnPqzCx42lsK0BaeWrL4vwx4qhBoTDG6MTjCCR+YaCobV9hfvaXFErjDA0/mqtpbZ92+zIrSydI4g7jk0/iB8OkcRfHKxJHbTqdWTqti1v9Uawb/VbKhV+sMPthE8uWg3p5bhKb9DJUuvXj4G1hzKDNpo+QEpMpdHbrvUJ4oU4830Y4FqqfoLew+L6tSRONJiWX5X8WkJGQkeDhb+j5AoFA4goPaSwcp0ilOM1y4yRJ2iVNQ5K0i+MU8L0aQlrUW2exLR/HDvDFDMtzJxG1Hq5Touzsx4on6YXLhGEXmxH6dYtMLRPHbWw7wLGHiHsxjfb1lfNe4+rEn8Wa9tI2mh0+IzBZhknS3IztASFMAJTJ2+rWW/mTwqHgj2BLlyhp0Q+XPjWmd/0QWJZDwR/Nk3Pc8lrssBS5pFsIi2p5GtctobUaECY3EhJaZ0Rxm8WVDxkbPoTvVRkfeZxiYYJ+tLKmaumH9cGifr0Tl8Cxg7X2G2cQsWxJGyHswcTvUSntxLEDlIrX3Z6XZv28tWmw8XjQ4XuC3/h8wO/9ZhGAv/hej7fejWh3NmeRYAykseHCxzGuL9n3mE+lZtFuKDotTW0k/xmVmetUAeM7bManbbSGj9+PGJ2yGd/h5P33g5xxrUzurbIVvwYDGTEZGXd7HQgB+w57zOxzKZQEjiNwXAFcswBfR/vR/BXrgUqrP3Uy48MPUl5+2UOIu++UlFLguoZHH7X51rd8KmXB9/4mb9UJt6hde3pacvSow0tfdPnccy4zu60tacm5HvkVolRMvXNukPB1/VXTj1aYW/nVNlHNCaTlUpt+jNLYXtKwDQJst4gblLHdIqN7nqU6dXDtGY0rHxA257fwnAGtsUs+cmaMwoEp6j86QXRhCX/XKMKx7zj4715BxYreQi8nSubyNq00TEl7KXoDm8XZK5oPP0z50pc97E3YDfm+4PBjNr/7u/ka/7WfJluuICuVBDMzFi+/4vHCCw6HH3MYGdn6aGHIScZed4E06VEojjM28ThS2jhuiaA4hm379DrzKJVgOwHDowdoNc7jugU8r8LK0kdoneB6lYFfnSbsr+QTtRAUiuNIYVEsTZImPXx/GNsOaDXOY3p5YS6O79Ln6z7DKEPSz0j6D7Zq32T6hjacW0En2ZYSJddim5Mmas0H5LOA1KS5x8NdTEACgY2LhZUb9mT9PDo17ZOmPdIsXPNnsC2fLAsH8tYyrlNEqYROb46hyl7GRg6jVEK9eYYk7VCr7EYbRbc3T7t7BccO2D39MlqnNNrnNu+DuEsIJBI5oJDynmcxiPRd+yPENd9j7bFP/v+nPYYAiUVBbI3xrer00J0+MvARrnM1fnibQ6NITbzu+1ZIC9ct5RnwKsl9Su5yd2lJF9+vUSpMUi5NUfBHcN0SlnQGv9vBNSMErl3AslwS/WmLbkOahSzVc7n4UHUPvlfLfVjULsK4Qbc3T7c3Tz9aIYqaREn7U2WftuURBKOUi5OUi1ME/jCOHSClffUchUAIC9cuXJWcrhNKpXn//zYw8NsMOI7g2Sc8/tt/VgPg8mzGBx/FtG+y5rFtqI7YTO91KVUspmYcum2FPQudpmZ43GZqxqU6YjG9xyVLDAtXUrptxcfvRxx5rsCuR1yaK4puR68pRG72SbqexA8ktg1xZAi7mjg0ueruFs+530hNgtqEvmQDzF1McZy720VdOH3vI4dX22A3Q3p9+bLi5MmMhQXF6Ki86/cPuYdCsQhPP+0wNCTwfHjnnZQzZzKWFvU9N4gVIt/kjYwKpqYsHn/c4fOfd3n5FRffF1jWNtkpk0vvw/jmLY9J1iPpbBNPJqNJwhaOX8ItVLFsF4TAsvO2gLjfwHJ9LPdq4cyyN1ZE2yyYNCOebeCMlhGWhck08eUVVD8GS2CSbHtMIQIKYwVUrIjbMWkvXfu+5VmUxkpEjYgsXP84t7CgOPlRRrutGRqS2PbdXfO2LajVBL/xsofWEIWGj09ndNrmvvoWSQlBIJiakjz6qM1TTzv85m/5TE9bBMH2ua+N0fR7i4T9FYwxjE08DoDrlvD9GmnSp926SBy3KRTHmNn7JaKwDsYghCTLQuK4g1Ip3c4sWmcIIUnTPsZoHLeYe8z5NYQQSGmjVEynfZk07bM9ZueHeJCwzUkTvS4jyQcFGemmRCfbOAhkXmFZeo/xkSPYlk+vv8Ds4ru4bonAH6JUnMB1ihgMKovphcsYNL3+EqXCBKXiJFfm3yZKWgghcZ0SaRaSDfoGk7SHJe0tiSNdJTH4xN8SiSUcHNz8SzhYOEhsLGFhYeX/xkIOTOTyP9aaqZzFtd8f/FtY1/1//r3B87aozJIt1smW6viP7cOqlBCui4m2cdTCAHrQCrDeCUkg8lQEITBGoXRy10Rp4A8xMfYE0xPPYVs+Bk2a9gnjBknSJVPRWn9stbyLQjB622Mao+j05uiHK6w0P2Zs+BDD1X15wk1pJ9XyDEZndHpzLK2cYH75fZK0e9NNmxCSQjDGzsnPMTbyGLbloXRGknaJ4iZJ0iFTMVpnSGlRLe0i8Ifv6DMwRmMeMIf4zYJfkBx6KuCFLxcZmXR4+qUitRGLj4/HnPxVyFMvFnjmC0V27HawLMHohM0Hvww59vM+Zz+KefqLRUYnLX7wFx167fwz1NoQRzfGEy8vZIR9zd5DHuWqRRRqktjQaWmMzpUpSXIHebybDIMhJUGzCaSJhn/7x1vXT3wncNwCAMkmVBK7XcPZs4q3fp7y8isutZrYNC8AzxccPORw8JDDm2/GfPc7MT949aqZpNZsWrVaiHxDZVk5Cblrl8VLX3D5xjc9Dh50GBq6M2WJMbn576r6Rsp7O1euzuE3w81Syu43tMpYOf8ejUvvr/s5abi1lW7Vi2n87CRDLx1AWJLm6ydJGl2wctI+WWpj0q3/bKUlmXpuit58j8X3F9eUJdKSBMMBM6/McOWNK7TOt9Z9zGbTcOas4uxZxaFDgmp1c67f6WmLb/62z8yMxb/8lz0+/CCj0dAodW9rGKv3dqEg2DVj8Xu/6/OlL3scfuzOe+y0vqqotKy7N8q9E1iWi215JHEHrVO0Tgct1AFaa7RKkNJmbOIoQtqE/SV6vUUQgtrQI9SGHyHLQhyniNIZvU6esqiNQqmYdNsY3wukZQ+8VzRGb/199hCfjm1NmpjB9uuzojRRgz93A4HAFg5SSGLVG3gWNCkXJ/G9GiO1/SRpL/cx0ClzC79EGzUwPEpRKmWouhfPLbPcOEm5NE0/qtPtLRAnbTy3gm35eSSpU0DplEzfv426jYMvCviigEeAK3xcfBzh4wgXG+cackMMFlD5AvZatcnqZ3Xtf6/9zvoev/r3ViA5d4mwUsSd2UHhmSOYNCX68My2Vw5oo0lNsu671mBQOs3NuZBX1SAbhBQWE6NHGR85giUd+uEyCyvHabbOk2Q9jFa5Wa3RA1WShesUkeskB5VO6fUXSZIOC8vHKQQjlIpT1MozlIoTlAoTOHaBcmlHbmjbucz1O2aBYwXsnHqB4epeMIZOd47ZxXfo9ObIsihvbTIag8F1y9hWgOOUNvyZ/Lqh39Mc+3mPsycigqIkiQxxpAn7mrCn+fkPuhx/u4/rSZIkV4b0u/kKMU0Mf/unLV77bod2XdEd+JfMX0r5F//jAktz1y9s+h3FO6/1OXsiJk3yhabR+WayVc944/td3nm9v6W3bWbSu557HhwIbNunMrQHrTPqiyc25aiXLym+/RchR5+wqVbv3jjyZjhyxGHHjtyo8f33U46/n3LiRMb58xlxfHdDf6EA4+MWu/dYHD5sc/iww549NqOjgtqQ3FAFOsvgvXdTbBsmJy2mdtwb2b8QFp5TZri8J2/ltLzrHlc65eLCm8TpVkvtDWnUvqP+ra0mtnWc0f94nni+iRCCrBuho7y41zs5SzzfJFneurSKVQhLMP7EOItiEf3uVRZRZxrpSCafnaR+sn5HpAlAs6H53ncjhocKVKub145WLguOPuHw3/8PZd74WcLrrye8+25Ks6k3PaI9j7qHgwdsnnzS4alnXA4esBkdk1QqGxuoZmc1c3M5cfvsMw7efRREZVlEmoV4fg1puUjLxXYC0rSP1gkI0FqxMPceycDvTamESmUay/boduZYWTpBdWgvvl+7fyd+B5CWg18eY9eR38LxS7QWTnPp+Hd5qH7Z3ngASJPPzkJPk22Cw7vAxsESDoE3TKW0E2MUvldDCjtP7ojrWJaDbXuUSzswxuQytqSDlA7FYAxjDEsrJ6iWd+G5FYxWdHsL+F6NanmawK9h2z5hVKfXX9yU9//J9+Hi4YkCvghw8XGFh4OHI7yBisTFwsYeqEmsgZokf/b2kRjeK6hOj/jjC3R+/Bbe3p0EzxzBGqqSzi2h+yEmy27frmMMqtXlfmaBavTAAHZ9g7/RiiTp4rlVbNvHc6sbNg2Qwh605UwQeDUyFbOwcpzl+kf0+ks3qUaKgRLkTl7PoHSSxxInrYEPywqd3izl4hRD1T1UitPYtk+rc4kkbhMlVxdyluUSBMOUC5O4Tpl+tMLs4i9ZaZ4mils3Uabkn+NWu9w/SNAqb8PpNG9eom+uKJorN78njIHl+RtXtXFkuHj6Ru8mpaDdULQbNz9e/jpbvDFCbblRphAwMm4zMW0jBBz/ZUS5NoPtBADYtr8Wt220olk/S6E4tmb0J6VDv7dIHDaxbI+gOLqWoGDZHr32HEncRkibytAMldoejFYIBFHUJA4bCCEpVXZg2V7eDphGdFqXydKQoDhKsZz3vkvLyceluE2/u4QxinZb8+GHGe+9m1IoCCY3yRT2WpTLklJJMj5umJyUPPaYzeycYmFB01jRNJqGTkfT7xnCKDdZVypXokgpsGywLbAdQaGQV5yLxXzjNDQkGRnJv6Z2WExOSoZqEnuDrUb9fp4q9J//c8jQkOTFF917Rpo4dsDk8ONYlos2iugT6WnapFt+fa9iq0mQO4YxqH6ct+N8AqoXo3rbR93qFB0s17phaSGEwKt4SOfOSY92W/PaTxM+/3mXHTskxdLmECe2LahUoFSyCQLBnj02L76Uce5sxuysZmlRUa8bGg1NFJl1qcmEyMmRUklSqwqGhiWjI5LxCYupHZIdUxa7Zix27bIYHZUbUn5lmaHXM/zt30ScOpW3Iz5+xMbz798CJIk7hGGdQnGc2vA+tM6wLJdW4yxp0svJFGlRLE3gZVWMzvJik1ZIaeP5NUqVaRyniNgMh997ASGxbJ/i0DReoUbc33hM8EPcP2xz0sSgB9XWzwK0UXctkc4TdBwsYSNsl2JhbK2PL0k6dHvzJGkXKWwcp0DgDyMQxGkn34wJUDohTlq0OpdIs4hyYQIpbfrRCmHUJPBrBP4wUlgsN07S6y9tyvu3cbAHZIiDSyBKFESZoqgQyBI+AbZwbim//XWDNVRFVkpky3X8I48S7JrE27uT+MwlVLtz1ST2U2DSjP4vj6O799Mkz6DR675rtU7phSsUgjFcu0ApGMOxA7S+84WwkBa+V8V2AoS0UEnCSuMUvfDmhIllObhOEdvy0BtcdGdZSDcL6fbnaXcuY3RGwR/FdYoUC+N0urPXkybSzSOObQ8hJUnSZXHlA9KB/9D1Z5jHintu6Y49TR7iIVaR349bO48KCTv3Ojz7hQII+OCdiHJ1J45XRquEUnlH3q8uBFI6dFqXcbwSQXEUKW1cP/eIkJaDZbkMjx0AIE37uF4Fy3LodebJsphCcQzPr6BUhl8YzlWWWYTtFKiNPIrWKULaGJUihKTdvECxNMHY5FGa9bP52JElmMHcakxecV1aUvzohzGjo5LhYXlPonhXvUb27LXZs9fGmDzZaXlFs7igWVnRtFqaTleTxPkmRymwLYHt5CkZnicoVyTVqqBWk4yOSqpVib9JGx+tDQsLmh//OOHV78fsmslVJi99YVMOfwNsy2ekup96+zTN7mWSG+T1emAe/hCfZahYYXs2Xs0jbuXpjXaQ/7/ONGYDnm9hmKdj/eq9lF0zFocPb976UwiBZcHevTZ79ti8nLmcOZNx9qzi4gXF7Kxifl7RbhuSOL+P1aAtxpjcxk4IkFZ+HM+FYikfe8bHJVNTFjt3WczM5F+WdXdtg0oZmk3Ne+8YXsF+AAAgAElEQVSmfPc7MadPZzz2mE0/DCiVzT1rv1s1Tc/j6vMib9RfIY6aOHaAGHiR1JdODMgGjzjp4rrlNT88IS0W5t4jjtu4XoUgGMYYRRJ3iOMOxhiiME9AfIiH2Ci2PWliPlNKE4Ved6rGrWEJC6MU7c5l2p0r1zxydcLo9ufp9ue5WkG/5rHeVaf2Xn+BXv9qJvfiymov7o3PuxsIBCVRY0iOMyzHqYhhLO6uDeOzjtIXn6H0peeRxQIibyoFwN2zk/X+XnS3T3z20n0lTfL7dv3XeaYS2t1L1CozuSlqeZpCMEqmYrLszqIkBAIp7DXizWBIBxWIT0JKG8+tEPgjOE6BOOne0WvdDHHSztOoojqOXcCxfWz7eim5EKvnmP8+tVGkA+f3T8KyXHyvSsEfxbZ8Yu5MevwQD7F6R241aSIl7JixOfqcj9arw5kgCZtEYYNieYp26xKWdKiN7AOgsXSSxtIphLSoDu3J1SClCaKwAQha9fOsLH6IHwwxNvUEnl+jPXeMZWPI0ignJK+8A4AfDOEHQwghWbj8DkrFlKo7mdr1PFHURNouQtq06+cJ+yuom2zC4xi+972IPXttDh22GR+/PykUtgOTk5LJSXlHLTr3Sp2WJPDBBxn/6l/1WFrUFEuCxYV7vVYztHqzNDrbx5T+Ie4jDETNiMJEgYmnJrj808sYY6jsqjB+dJy0m6LSjV2DWsP3X40Zn5AcPnzvihO2DQcP2hw4kG+9jMm/wjBXd/T7+VccGdLM5OlkjiAIBMViToC67lUPIRis1DfpPo9j+PiU4n/9X7qcO6fo9QyXLytardwo1/Nuf4yNIE8ylANPj3yAS5IOs5ff5JN7kdGxx7Btn8X5X9EbmL9Wa3uY2ftltM5YWjjG0sL73GyNPHflrXvzBh7i1wbbnjTZDJJhPXDcIpXRR/CCGr32HK2l05v+Gpv1flZ9PFaPertX3RjufoFt41ASNWpylIoYWWvDydtunGsSbh7iprAskBKTpJgNKpR0FOfujfcRBgaqjfVdQ5mKaLTOM1Lbj+9V8dwye3e+wlL9Ixqtc/TDJdRgMpXCxrI8An8Ix/bJVEKrc3HtWNoooriF0nk1wZIOw7VHWGkooviq/NFzy1TLu5gYfWJgsPrp16HnVigVp7AthyhuEUaNQfzltZAUC2NUStME/khuopd0SdLrCSulE6Kktdaq5zpFRocO0GxfuC42M/CHGKruY3zksS1PWNiO0MY8CGFS2wJmGyhNADxf4riCJL56LqvmfEZn6CxBDBIsLMuhPHaIoDiGMQovqIExJANyM4k7g3Q4hcrifOEtLVYzjz/5fm0nICiMUKxMMTXzAkolWJZDHLXRKgVj0CohjtufWo2MY/jpT2OGhgT/+J8U7rlJovjErmgr2/RWN3k/+lHMX347ZHlZk2VQrxsW5u/dPGN0RpQ0cSwf1ymTbLl3yUPcb+hMc/7V80w9N8Xer+9l/7f2599PNf3lPqf/8jSdSxu/Li5eyI2eDxyIeeZZF8/b3Bvt2vt49R5eJUALhVwdVq3mao9VpcmqcXNu8CpwnKuqjM2EMYY4hp/8JOZP/1PIhQuKMMxPLooMp05lDA3JTSWJbTsgKI5SruzE9yp5W+zih6TJJwt814/jYbiC7RQYH3+cpLaHVU/DlaUTZGtrra2f6x7is4ltTZoAg4XPvb4BBI5Xoja2n7C7hEqje/IqGjOQn20cV0N1tycEEhefsqhSklVKokZJ1CiIct5StG3PfPshPnUe7tK1Xicpqn2/ncLv7Bo3RhEnbZYbp/Iqc3UPldI0UlgUgzGipIlSaS7bF9Zau4oxmk5v/jrSxOj8WP1wmVJhHNvymRg5gu9WCeMGWissy8F3qxSCEYrBKP1oBaUTpLj1cGjbPuXiJJXSjjziO+6QZP1BC5FZ81wI/CEqpWks6RBGdTr9BaL4enWIUilR3KTfX8KxC/huhR3jT1MsjA3ULgZLOgT+MIVgFM8p0e5eobiOhJ9fJygFhUBw6FGHg4+6jI1YFILcoLPd1VyZyzh7IeXM+XRd1XnPFQzVJAf3ueyYtKkN2hmUgm5Ps7yiOH8p5fyllHbnxgMWAsHvfL1I4AvOX8p4+72IF5722TvjUCgIul3NL4/FXLicobXhyEGP/Y84DNUkSQrnL6YcPxEzew8q9tvBO1oIgevlsZ7XkiaY3JTZoPP/GoMQFn5hGL8wjGU59LsNHLeIlFfTzLRK88qkYaDSujoz5qbS18+Uxmi0ztA6I47bZEkPYzRZFpMmPczgPLRO+bQxTGs4/XHGD3+Yt6U8+6zL0NBnf15brYi/+27C3/5NzDvvpCQDMU6nrVlezr0ZXPcepOgIgRCSkep+SoUJ4qR9XTulNhkrzY9J1Z0pEx/iwYHRhta5FpZjoWJFMBrkhYluQudKh8XjiyTtjbde9HqGY8dS/vqvco+Q6Wlr09rZboVV8sMatN8MvntPX/OT0NoQx4af/iThO38d8fZbKd2uWZsz4hhOfpRx8IDD+Pjmve4q2Z3EOWmtVEy3kxvhfxriqIWU9tp4LoREqZiwv3Lb5z7EQ9wttj1pcj8gBhOyEJL28ll67fnbP2lD2BwC6HqlyfaBg4snClTEMONyJzU5giP8h0TJBhG9f4ro/VNbfRr3CYaVxikwBiFzsiQIRigVJxHCGrT75JsgQz5Z9vpLhHH9E0fRpFmfZvsCrlOkWt5NpbyLUnGSbOCwblseQlikWZ92b5Zef4laZTfl4o5POT2DEIJCMIbnVpAib//JVIwxJo+ntpzcVE9n9KMVGq1ztDuXb6iK5iRRh5XWaaS0KRUnGa49SqW8a3A8PUiHELn3UPcyvf4i1tiTeTTzQwA5SXHgEZenjnp89YsF9u7OCQjbEiytKH71QcyPf9bnuz/sc2Uuox/eeuwtFgQzOx2eOerx9ZcLHH3MY3rKphDkpEm9qThzPuXNX4b84LWQD08mLC2r60bzcknyR39YZWLM4vW3IjpdzR/+QYUvvuAzMmyxvKL4f/5Thx++1qfX1/yXv1/mSy8FzOy0iWPDG78I+df/X5vOGyGd7tayHH4g8AsS1xOEfU3UN6RJfk7l6sbMQx1XUKlJXF/Qvw2PK6TE9SpIaZOmPbqdOWzHx/Uqaz9juDkZZMiT4oQQOG4BL6ihspgsi4nCOlG/Trd1mSRqY4xGqdzv5E7QahneP5bx7/9dSLEgOHrUoVT+bHtx9fuac+cUf/anEa+/HjM/d5W0iGNotTT1umZkZPNl/Hm0cUopGKdcGCfLYrTJ1u4/pWJa3UsPSZPPOLIoY/HYIovHFhHyKkG6WXXVixcV33815uAhmy980WXnTgtng0bJDwKUMrRahnNnM/7kT0LefiulXr9eMRbHhpMnM5q3MFXf+Gsn9HuL9Ht3FjSRZRGd9hU67Su3/+EHBvneUAiBtH0sx8Oy3YFy8mocsUojsjS6bTSxkBbW4DjSchBCrsUaa5Wis5gs6d+8Jdzx8Qo1VJai0j7GGBy/PCCqFCqNSaMOBrAdH9stIq2cxFJpRBr3bn1+QgySkHyk7SJlHreMMXlBI0vIkjAvXHxicpe2h18czpOSkhCtFa5fHry2QWWD8zIGy/ZwvGJu6G4MKovI4h5aXW3/2igekibkFaheZ4Fzx7+dV6/uUTvDZkmkV+N2txMsLEbkFBNyFzU5hoP70ND1Ie4ImYpYanxEu3eF4eoj1Cq7KRUm8bwqtuXkVWGVkqmQXrhMq32BRuvm/e1L9Y8IowajQ4sM1x7F92q5x4gVkKRdOr1L1FtnWKp/hOeUCPyhTyVNciXMx0jhUC5NEfjDAwNZHyHyBJ5MJYRRk3b3Co3WORrtc7fcjGmdMrfwLv1whZHafkaq+3DcEq5TwuiMJO3R6lxipfkxrc5FXKfESG0/llfdlM/6s4AnHvN47KDH73ytCORqkH7fUC4Jdk7Z7Ji0ePqox3NP+fzzP25w/KPkloqLo4c9/v63yvyTv1/G9wVS5r4N9aamUpJMjtvsmLD5/LM+L79Y4N/+SZt/8x/aNxWCDdcsXnjWx7YFL7/oMzZi4diCR3Y7/NEfVji4z+HshZR/9HfLuexaCsZGJd/8apGlFU2jpXn9ra2tmM3sczn8lM/OPQ4nfhVz4r2IuUspQsAzLwWMTt750sGyBfsf96gMWbdMLlqF0Yqwt0xQHKMyvIdCaQIArTL0bbyHjFbEYQsQVIb24BdGaK6codO6TNhboVTdycT0s0hpkaYh3dZlmitn7vj91Ouan/w4ZnhYYoCXXrpHDf/bBKdOZfzH/xDy6vcjms0bb6QwhAvnFcWi2PTWhiTtcmnh5whh5fWiT9zIxmji5GHLzq8TNmL6ettjGlhcUPzxH3cxlPjGNzzGxu6Pb9FWoN83vPduwv/+v/U4fTqj3b7xM40iw8mPNp80eYibQEoqo3uoThygNLwLt1AFJCrtE3aWaS+eoTF3grhX59abf4HrV6hO7Kcyto+gMo7jlxDSIo16hO152ktnqV85Thb3b0hrLI/uZc+Tv0evOUv98jFUFjN14GW84jBZ0qe1eJr5kz/BYKhOHGB8z3P4lYn8sYVTLJ1/m6hbvylxYtkehdoOhqYOUxrahVccQloOKouJ+w16jcvULx8n7Cyh0usJ8GJtB48+/w/oNWapz35A0m8wdfAVgtIYKotpL59j/uRPUCqhPLqXiUdeIKhM5I8tnWXh7BvE3XreinsXeKBIEyltHL/C8OThnKHC4HgldJbSrp+nXT+/9oH4xREqw7sJyhMDgyFFlvZZvvL+oMKUx4wWq5MUq9MEpVFsp8Ds2dcIO9czn45bpFCZoDLyCJblDhg7xcrcB3k7z6+xJExiUxa1gbJklIIo4wrvIWHyEBuC1ilx3GKl+THt7iyOHWANmPJ8naxBasYPBex63uGx6SmcwYYqjRS9lZj5j5pcOdagV19a80spjZQYf7TGzDMjlMYdsGN63RLLl2e4/MsWjbljLJ85SRS38GoJe7+0k4lDVU7/ZJ7pJ4YZ2lkibGjO/OAMcneTiacmGN5ZZeVcj/NvLTH3YQOtNErHGBnjDSmOfmWCkd1FgpqLENCrx1z5VYO5E01as32UTuh0Z3PVSeMUlu0wvKvM5OEqO/cX2FvOyMQocRSQhYJw9gILJ3os1i+SqQhpCf5/9t4ryI4rT/P7pc/rXXmUAVCwZAMgQdNkN9tx2m6P6Z2ZlSZGEdI8KVYKPUkhPSpkVk+SIrSrCEkxo9VoV7Mxu9Ez0+O6d9iObDY9YQjCFmx5d71Nf44eslCFAgqO8CQ/snDr1s3Me9KczHO+//f//ukBm5GnC5R2pEn32aRyGXLZOkGnydL5VWpHmtAQXG+Js++bIxTGUpQvtWnMd+nflWHkCwXSfTYiFNTnuyyerHPlgwoyegxyO7bAy88nuDQd8G9/1Ob94y7VWoQQkEgoHD5g8epXkjy9x+QbX07y0SkPz5Ocv7z5gWkYsH3M4He/n+YffTOJriv8+Oc9PjzucmU2wHUlugEjgzrPfMHit7+TYu+kwfdeTVGtR/zD67313O+rSNgKfUWN/pLK//bHDRoNwb7dJv/ZH+Uo5jW++nKC4UGdP/23Tc6e9ynkNL72pQSvvpJk3y6DfbvNR06aPPtygm/8ZoZMTmXvQZsokuukyRe/kWLvgbv32FEUKJQ0UtcoMmrlc3GEKnRZnHkPz2nEleDcJk63QnnpBPXKhfXI01VJdhS6ON0yYRBXnAqDHquLHyHWvEiECKmsnKZZn14rHdwmCLqEqJQXT6BpJoqiINbGBWHg0KxfxumW73hQJeWGv4mIoNORfP3rFoZx/z0HHhWEkIRh7HXws596vPmmR6u1dXlUx5HMzIRMTmpwn7ldISMcPzb/3Rpy3SPqc3xKoYBdsCnuLpLfkUdP6mt/3rgmpl+fpnnl3szSwxBWVwR//VcOriP5wQ9sCsU4rfDTgiiSrK4KfvFzj9deczl/PqTXk1sGFcIQVlYiymVBpyNI36eSzJ9jA0JEmIkcAztepDj8FGaqgKrqiDBAM2zMRA7dSmOnS5jJHPXFM7QrNwYMFVUjP7iXwvB+UqUxTCsNioKIQqSIMKwUet927HQ/mdJ2KrPHaFdnNxEUqqqhm0nsdInCyNNIGWEm8uhmEt1KoSgqodtFNSxSuSHszEBcVCFZID+0D0XVWDz3BoHb2tS2ZG6Y/NBe8sP7MRNZNN0EGafZarpFMjeElSyQyo9SWzhJc+UCbqeyad80I4GVLlIY3kcUeFjJIrqVXCOFdAK3g6KoJLKDJLKDcaU9wyY3uHu9XV63ek/n6gkgTRTWzZNUDcNKURjcR+C26bWWiUIPK5EnldtGGHp06nNcZeAkEIU+iqKgGzZJe5BUtowQIYEXRyVi2VOEbiQpDu2nPP8RDptJEyuRJ9e3C023iCIfGUVx/vNdm7p+em66oGBgklP76FOG6VdHsJQEqvJ4svJy/Zq4mj9/bUWJa99d89laXrypWBjKpzuK+Djhqpnr9V4gAImCyfCePNu+bJEf0dAtDREJpAA7a2CldXp1j1W7RSfq4rgekdZgcHKAvucVktsjgjA+t2ZeYbRYIFU0mf6wzMyRJXqOR99QhsF9OfZ/c4TQjUj325S2p7APGYShi2F3UQrL+Fad/AEVc3GJzsl5enUfVVcY3Jtj50v9jD5TQlGvGropZAYSpEo2qZLF+deX6NY9grBHEPbossLQ/hyFQyF9B8FM9ZBCogqJbemoRYVeq0xXlOk58YNEURRSRYsdL/WTyJlohoqiRvTEHIlhk4F0QGglqC1bdKseUbBxv+qfzDB2uES636ZXy5LIm6T7LIyEjm6ohL4gWejFysmHdubvDpoGs/MBf/aXbU6c9uh0BVLGFQqmLsaqknxWZXK7wauvJJmeC24gTZIJlVe/kuQrLyXIZTXePeLwF3/b5t2jLovL4frksFRUuTgdkEmpfPXlBIcPWdSbKd494uJ50aZJpKYr+L7g4pWA137ZY34p5LlDFq9+JcH+PSb5nIaqBvzoxx3OXgjoK2pEQvLSczbDgzqjw4/+saxpCqapkEiqWLZAW2uSosDIuMH4pInbE7Sb0R37pSgK6IayLqsHcHsbA5hOc379d9+LB1xh5xbpFt6GskCIkF7n2rRaidMt43TLN6zW66zc8DcAz2ngOY0tP7sVFhcEb7/j4fkSKeDAQYP+fvWJl/X7vqRaERw75vPaax5HPvRZmL/5mMdxJNPTEa77IO4YkkjcW4TwczzZUDSFocND5CZyGEkjVppc18VU7d4n9FLGKsNTp0LARVXhla/EqTqp1JNPGLTbgtnZiLffjsuFn/gooNe7eZ+NvYxgaSmiUv6cNHkwULCSRUqjB1EUlW59Aa9XJwo8dMPCSpVIZAdJ5oZQVZ3Id+g1l4gCj6sjNEXVSRdHKWx7mtzAbjTdpFOfw+1UCb0uUkboZgo73Uci009+eD9SxinGrZULmzMsFAUzkUUKgdupUFs4iWFnSBfHsDP9FMcOgJQEXof64imEEOQGJrHSJXIDuyhPH409w9aqVpqJPLnB3RRHD5DMDtJtLNBuV/C9zhoxZGEl8yQyA2T6tsfpRFLiO2sm7deMQk07C0LgdCrUF89gWClShW0ksoMUtz0dCyT8HvXF0wghyPRtJ5kdID+4h8rscXynedv0plvh0Y/OboMb01Bi6VGnPsfq/HECr0P/6DOkssPk+ibpNheQIiLwOrSqV5DiElIKUtkhCoP7SGaH8NzmGmki6bVX8Jw6UehSHNq3ZRsMK00yPUBl6RTd5gK+244vNimQW4VcbrovW+3PJ8HDMMe9FRQMDHJqkVF1kqI6hH4LE837iatGupvIDcQ69cEmIoRNr2KthLWQcenn9f/W32+8xssJNAzyah+5R02aqAqKYaAYOop+NQ9QIIMQ0XM2Xw7r9egkn6byIqqmUJpI89x/uIPBPTmq022mPyizeqFFFEqSeZNEzqC17BI48c1aM1RKOzI8/b1RBvdmWTxV5/K7ZXo1j0TOZOyZIju/NEAib+J1Qq68X15fL5EzKE6kmD1apVv1OPSDcZ753Qnmj9dYPNXA74W8/Ee7GNqfY/5EjV7dJ5E32fnyAM/84wk6FZcLby5TvtgGBUYPFZn88gD5kQTdmsf0+2XcdgAK6JbGvm9uY/LLAxi2xoU3l1k936Jb91A1hcJYCqfu4zY3Jg4ikiiqgpnSWb3QorHQpVePI+27vzbIxPN97B/ZxtzxGoET4jQ336vsrMHwUzmkgMXTdc6/vkyn6pEqWSAl7VX3YRdeuiucu+Dz+tsOb72/eWIdhvDxGZ++Yo+RIZ2dEwbPP2Px3lGLv32tS7QWkFYUyGVVfvvbKSa3G1yZDfjzH3X45Vs9qvXNO16tCY585GKZcZrN4UMWLx6OU28aTYHrbe5nq5WQn7/Zo1qP8HxJuRpx/KTH6LBOJOK2n57y6XQlCnD6nI/vS7IZlVz20Q9Kz510SaZVxnaYXDjrMXcd2dTrCBZmAqY+donuUImkaQr7DtmMjH/6fHkWFwS/bHosLUb84R8meeFFg/4BDdtiE0n0uOMqAeY4ktWViOPHA/7vP+ly5UpE5zY+OzFpEj4g0uRzfNahaiqjr4wSdAOWPlyit9K7Id29u3L/TO9j0+OAufkI15O88orF5CSkUlcr4DxJ/VoSRbHZ7YULIa//wuMv/9JheVlsqRrbCgsLEfMLEdt3PPbTxicOqqph2ClAsnzhLWqLZ3CvyXhI5kcojR7EThWxM30k8yOYyTxuq7yeXqMbNqWxQ+QGJmPCpDrL4vlf0W0srBc3URSNdGmcvvFn6Bt/lvzwfqLQp1dfIPC76w8ARVHQrQxOq0xz9SLl6Q8xE3mG93yVod1fJlOaoNdYojr3MSuX3o0b+YXv0GdnMOwMZjIXkz5+D0VRyZQmyA/tJZkdxGmtsnLpPZqrl65RoygksgMUR77A4K4vkembIIritBq3u5HqE7crhdut0q5cYfXyBxh2moGdL5HMj5AujuG0VqgvnWNp6lcAjOz7OlYiF7crkUMzLELvU0qabF0nRhL6PXy3RbBWaaLbWsZO9WEnN0qHGlaGXN9OMoUJUOJcKtNK06nPo6h3t9ue06DdmGdw/Hl6nXFalcu0qlcIA4e7Iy/uj4GrWCMJHhVihUmJndrTpJQcGg9PXRLTHiGedPCli4+DLz0CfEICAukTyYCQkIgQQUS0RpRcW4np2n+vbner320lha4Y5Cg9nB28CdRkEnPnKNaucfTBPlTbQjou/vQC7V++h/TXJjWKgppKoBg6MooQHYc7fio+5kiVLIb25Rl/rsTld1Y589oCMx9WYgWFjCNRiqogQkHox/tspnT2f2sb+dEki6cavP7Pz+K2A0QkUFSFK++topoq/ZMZ9n9rhNmjG3JArxty+Z1V5o7VKIynGNqfY3BvjsVTdU787Sy6oXLg+6OYtk6qGJNq44dLjBwoELgRv/7jKcoXW7it+NzMn6ih6QrbX+znC98bZeVcE7cdYCZ0iuMpxp8rEXoRZ15b4OTfz+H3wjg1RoH54zWEkET+NedSwspUk5//r6cQgSAK5XoqTXOphxSw99VhBnZlqM92cJqbJ752xsDot3n9fz/L3LGYGBKRWI/WxQqex3cCdPFKwIUrN6+WcHkm4NjHLn/4uxmKBY2hAY1SQaNcjdURCVthqF9j1w6DfFalXIl4+32HTnfrfe71JKfPerQ6AlWBVEJl1w6DlXKE621ODXBdydJKiB/E2wpCSaUW4QeSTlduUrHEfxMICaahYD4GCoXTR10unfHQDQXfl7jXRSKrqyFH3+7yN3/WJLzDghWGqfCD/ziHnUg9gBY/enS7kpMnA/75v+jwta+Z/M7vJDhw0LjvpqgPGkLAkSM+P33N41dveCwvR/h3cI4dRzIzHeF+drOVP8eDhoDmlSaL7y8iohvHNSK8v2OdMIRyWfAv/6TLubMh3/2exbe+ZXM1bvWkIIqg0RD85CceP3vN5cSJgHZ76zS7m2FhXtxSafY57g2+06KxNEV98cwNKSROa5XG8jkKI09hp0sYVopEZgCvU0VGEapmYibzZPt2YibydKozzJ/9+Zo3iLe+HSkjuvV5pIjWlCvDJHPDZAd2U186gwi9zd/bXqFTi6tT+m4Lv1cn9DoYdoZObY5uc3GdtPF6dfxeEzvTh2Gl0DSDCFA0ncLIfpK5Ybxeg8Xzb9KuXCHwrvUmk7idCtWFk6RLE2RK43G6z/BeKjPHr1sW3HaFdmUaKQW+247b5bYx7Azd+mK8j2vt8p0mXq+OYacxrCSabhF6n5xcfaxJE9hamXG1NOBVVixmoeRaOUJQDZt0fpRsaQeN1QuEQQ8zkSOTH0NIcde0hec0qa+cw3MbGGaaVG6YdGGc6tIpnPbqHXua3B+lidw0+X/YMDApqoNs03aSVnJoinHfTWmvkhah9PFwcGUPT/bwpIuPFxMjhETyKjESbihF5IaCZEON8skNeHVpIO46Dev+QUnaGMMDJA8/jTkxjFbMoSYTKLqOaHViUuSaSKZiGli7t2PtnkAGAb2jZwiXyxukyhOMzGCC4kQK3dSYP1FjZaq5TkjcDLqpMfxUDhEIqlfatFacTURA0AtZOdekMJqkOJ4iWbDQjDXSIJS0Vlycpk+yY+LUPdyWj9OMFR9GQsN3ojWliAoK9O3IkCyYtFYcyhdbdCseYo3ICJyI+nyXkQNF+ndnMVM6igJWWmdwX55kwWT5TIOZIxW61c0qj4Ct8/UjX9CteDf8vbnYo1OJ70t2zkQzb1QvRIEg6IVULrdpLTvXpO88GQOjSi2iWru5j0G1HrGwHEcUdE0hm1HpK2lU6xFRBOmUyuiIQTKhomkKT+01+e/+6yKut/VgUlXBthT27or9MDQ9Nn21t1Sxu6AAACAASURBVDC9DEJJuyPWVS1CgOfL9df2WioRxI+xKAIk68awjxqeK/FuoRhwHUmjKmhUI8I7vLUYpkKrITaXG/4UQUpwXViYj3j9lz7LS4KDhwxeeMFkz16dYvHRK4huhVpNcOFCyDtveZw8GXL+fMjiYkR4h0E5z5MsLUV0e5IwlJ8qD4jP8RhAglt3kUJipk165d5D+doohEpF8v57PrWa4OyZkJdfjvv0424SGwSShYWIjz8OeP89n1MnQ6anwy2NnG+H+fmIhYVPHqH/HLdG4LZprV6MMxnE5nGNFCGh18Pr1jDtLKpuYJjJdeZOt5Kk8sPoVir2++pUcForRJHP9XNFEQX4TpN2+QqmncVM5kiXxmmunr+BNAn9HoHbvtqIuApd4GLYGXynRehukBlR6COieH1Niyv/qJqBmchhpUtohoXTXqVdmSbwulwvY47Tarq4nVUS2X50M0kyN4yqnbrhWEWBi++24n1bq5wTBg66nSFw25v8VEToE63tl6pdrUj0yfFYkyaxzuTGgYamG2i6jaqZiMhfM6fRYlM4wNBt7GQB087Qql7Gd1ukC2OksyN8ErIhijzcbhW3VyOR7iffP0l+YHtsROd175g0UVHvWdIX0yX3pwrP3UJBJaf00a9uo6gOotznKj6RDAnw1sgRF1f2cGUXR3Zj4mRNVRLx5BMAdwRDxxjqJ/XSIZKHn0ZN2gjXRzouajGPkrBQTINN6iVFQbEMrF3jqJZF1GgT1ZufCtIkmTdJ99lIKanNdLYkC66HasReIu1Vh07FvUE5IYlVGV4nJDuUJFkw15UWUkj8bkgUxoqLwBN4nXBdxYKMiRVJrHIBSPfbJHKxwdXOlwYIrlMg9O3MYqV1knkTI6Gh6Aq6rVEYTWJYGp2qR22mc8dpMUZCI91nkyyaWCkD3VJRdRVljcBRFNBNdcsUgdCN6NY8nKa/ye/kSUHPEbcsI9xzJK2WWC9Na9sxcXL1FpxIKPSXNDQt/nx4UOc3v31nKohWO6LnSDQtJjquhxDxJFKsMyOx+Z4kfr02ci+v+VEU5bG2vpKA05W4vYjOXfiZQBzs8F1BGHw6SZOrCIK4dOnycsT58yFzsxHPPGswuUtnaFCl1KeSSqmPPFIthMRxJJWyYHlZcOlSyIkTAW/+yqNSEXi3v71uQhhCqyWp1wSOI8lkHuML+XM8kRCRoDBZQE/otOZayEiup2wD1KZqONUHU3Z6eVlQq/lcuhixtCh49rDB3r06I9s0ikUF21Yei5Qdz5O025LyasTCguDs2YCjR3yOHAnodO5OXXItqtWI5aXYDDaRUNC0R7+vnyaEvkOvuXhTI3IpIwKvixAhihITElfnX7qRILFmyBp4XbxeY50o2ApR6NNtLJIb2kMiM0AyO7BWXOX65YJN2xEiWm9fFLpE18pMZYQUAkVRUFQNRVFRNQM7VUQ3EmtGrjbZ/h2b+uy10HQTM5FDVfV1wmUrkkNEwWYFjRCIMFgnUDara8Q6CaUo9z4Hf8xJExUV7bqJuYKmW9jJPHayEBMi2WEUVcXpVEDKtUobgigK1k+UlciTzAzQaS5u+g5VM9D0uJZ1vG0TTTPXXfoBNM3CMFOEoYPbq9Kq6RhWBl1PoBl3rr1V0FDvQyqLeASkiYKKqdgMauP0qyP3ZT+AdUNdgcCRHVqyRk2s0JRVXNlD3CTC/lmAlk1j7dlO5hsvIYUgXK0SzC8TLFdIvfwsinlj95VBgH95jujw0+iTBcydYzgnz0P7/uX6PipopopuqiDB74aE/q2vDUUFVVdRdQURSkJv69FC4AqiQKKqYCb0dWWIhDjdRa79LmWcAnOLlBXd1kjmTQqjKQZ2Z286qXTbAaqmxD+qgpnUUTSF0Ivwu3cWzdEMhdxIkskvDzD8VJ7cSJJkzsRI6Kh6vE2/F950Eh6FAq8TPLbVcW6HMILwFm2PIgjWFBwQKzhMY0NWrWtxaVRFiUmTZktwafoOc02IlS6NpiDYYowj5VrbtmielGs/d/xNjxEkLM74RCGUl++ONIFYoeK58o59UJ5k+D5cuRJx5YrDz3/u8fQXdL76VYvnXzCZmADLin1edD02NYYH65Nw1dcgiiAMJZ4nmZ8TvP++zxuve5w9G1Kp3Bt5KgTMzERsn40YGr67dX0/JnHuVNnySRGG0GhIdP2T76vnbV1p5EEhDKHdljTqG+q1m0FRQNFUdFsj8iMiX6wRZDzUfhdGcUpjoy5R1bs/1q4r6XQkwTUkq27pDB4eZOLVCbyWR+RFm9J0jv0fxx4YaQJxn15cjPjhDx1+9SuPAwcMvv0di2cPGwwOalgW6/1ZVR98f4a4z13br8vlWDH27js+77zt3zdzZseB5eWIC+dDhkc0TPPO9811PzlZ8yhx1RS4Xhc4zr2dy1ZL4ro3v2+IKLimsuvWbZEiWsuwUDblh6m6gWFnUFSV0Hdum34iRYTnNBChv05UKMr10R+JFNFm1cvVwQusV+TZ9NF1W1A1EzORR9V0FEUjlR9h8sU/uGXbriIK3Hhefl0fkmvt32zmKq/pDyHiunZdRdwfP9WkiYKmaNedCYnvdrCSRYZ2vIxhplBVjWblMo3VKaQUeG4Lp1slUxxnYv93EFGIECHd1jIi2jjQiqIxMPYcqewQdiouOTy0/SWyxe10W8tUl04hRUgqO0T/2HPoZmL9cAsRUV8+i9er3/H+xJTJvZINkkiGD500MbEYVSfJKUU07p+RX4BPVzZZEXO0RQ1H9ogI1tJunsC77H2EObENe88OQOIcP4tz7DTe5VlkEGLv24k+uIXPSiQIa01E10HRNYy+Aor+eEtI7xShLwg8AQprqgpt3fB1K0gBIhCEXoRmqBiJrY+DmdLRLRUhJF4nRL0HT4nQjehUXcqX2pz92cJNiZrIF9Rmu4hAIiKJ1wsRkcSwNKyUjnObtCOA0WdK7PvmMJNfHmT2aJUz/7BAc6mH342IwoinvrONfb8x8oTOzm8PQ1cwbpECYOhgmRvKjTCSuN7GQzR+v5Em8+Fxl//mfyzH7+/gmIUhVBsRne5n5z4lBPy7P2kgJXTbAnEXnLYUUF4KuXjGWyeqPitoNARHjwacnwr50V85jI1p7NsfR6p379HZtk0lkXiwkVvHkaysCC5dDLlwIeTM6ZDLl2OipN2W92ViJQT86f/T5S9+6GDc5TBBSqhWBa3Wg+tPvg9TUyH/+T9toN/D6HdxMbqh1PiDxPR0yP/w37exLGWdYLsZ7KxJaTLL/u+PMv32MhffWEBKqJQf7LG9HrMzIf/6X/X46792+SRDECGh25HUanGbRSi49A+XWHhvAUVTNlQm15yG+qU7H4/fK2o1wQcf+JybCujr09i9W+PgQYO9+3R27tQpldR7usbuBEEAq6uC2dmQ6SsRp04GXLwUsrQo6HYlnc7dK8ZuhaNHA/6r/7J512XVl5cFzYd47d0vdDqS99/3+aP/pM69Zs06jqTZFDf3h5ICEYaf6MGoKCrKWuD/BqJj6y9DRmHcfxR1jdRQr1+C2w+Ebv15nMZsxu2SIk6r6d1ZSfAo8vCuMYHd+Ep56/mvvH277gWPOWkSkwyblCZSIkWI016lVZtBN2zE2nvPbRKzYyHd5gKrUqDp1lqE2FtzEJa4a0SHRNBtLRF4HbT6HPXVKQKvGxvNeq31nCvPbdIon0fTzLUmCKLQpddZvaUE6nqoioa6RbrR3UACIcFDVWDoGKTVHH3qCLaSQr2Bkbw7XPUZaYoqDVGhKSu0ZQNfOkSfYWXJ9dD7CxiDJYTr45w6jzt1hagR5+rJ4BbhuDBCOC5SCNRsGmWr/IEnEL2qR2fVQVUV+ndnqc13qU13brlOFAjqs13S/Ta54eS66uQqFAVK4ynsrEGv4dOtuSQLn9y5sbnYo29nBhEKFj6u06v7WypTpJA4TR8hJIETUZvuELoRmcEE/buzzB2v3daEtbQ9zcDuHKEnmPmwwuKpOr2GT+hF2FkDvxuthR0/8e481shmVLKZm1/b6bRKMR/7XClKnK5Tb2yoI3o9ycpq7G+iKDGJ0mwKytWIW3WvzzpWlz7ZwRECZi76uE5MfH6WSJMwhE5b0mnHkeCFhYjLlyOOfKjSP6DSV1IpFFQKxfg1l1NIpRSSKZVkQsFOxASgpivrUWxVjY9pGMYR5jCMPQy8tQh9qxWnpzVbkmZDsLoqKK9GlCuCclmwsiJo1MV9V3YsL8fpPo8j4vKpkvPnn6wO7rowPX1nY6NEQWNQh0zd5NKcwpnTj2ZfPe/+XgtSSJozTdrz7ZsuEzoPb1+vqn/abcnqimB5OeLixYiBAZWBAZX+fo2+PoVCQSWfV8lmVZIphWRSIZGIS7rrGmj6RopnrBaJFUFXXz03fnZ1O4JOV9LtxN/ZaMT9uFZb+6kKlpYj6jVB7wHZvcT7+9kZowvB2n30wV9XsZr5k/UVKeU1KSh3liamKOra2FCuKf7v9oF8++UlINb2SUQ+veYyq5ffu2l6zqZ110iW0Hs43kV3iseaNImTc7YKV0h6nVVqy6dvuq7Xq99eBSIl7drMbdtxR9u6A6hoqPdcmlcSETxUFYatpMgrA2vGr/fWfikFIQFt2WBFzFETy3Rl6/YrfgahZVKomRSi2yOYW1onTO4E0g+QYYRqm1ubLjyBaK86VKc7OE2f0WeKOE0fZKwOkZJ4QmHGPjudalx2OHAjZo9V2fvqMP27Mmw7WKS94hCsqU9SBYuRpwsArE41cVoBdtbc+NK7JBxWppr07czQtzNDfluS0ItwGj4ikqiaimFrqLqyXvEHCX4vYOV8k9ayQ2bQZvLLg3idAKcZxNVylDjtR1EU/F5ArxaHKsykjmFreJ2A1rJDrxEfDztrMLQvT35bMiZePqWT05EhjZEhnZNntw7dDPbp7Bg3QAHXEzQaEZVatC4T7nQFC0sh9WZEX1Gjr6jx3CGbN99znsio2OMOKaG8HFJefrImrPcbYQj1uqReD5maiv9mmpDLqQwOqgwMavSVFLK5mBRMZxRSaQXbUjCM2IBY1+IS7FEkCQMIfIkfxGkjjhNPqGpVQXVtMlWuCMqrYlPZYL0vj7otge6smeQlbdSkjaKpCD9AtLqE9TbSvS4wpKlo2TRaJomatLkqI5BBiHQ8wmoT4XjrVduUhIWWTaOmbESnh5ZNgaYhug5RvY2WS6Pl0kgpCVdqRJ0e17KWiqGjppPoxSyKZcbG55Eg6vSI6i1E192SgTN3jCCDiKjZRtF1tHwGNWnFz8MwJFipEzU7rOe7qAqqbcXLpezYL0xRQEiE6xE1O0SNa5a/BsZIP4plEJYbKLqGlk2hphMouoYMI8Jqi7DaiHNWHjCiQODUPJZP1WivPF4TjhtxuwfsdSaWocDKWdh5G4DWbIvQCdFMDSNjEPkR3MPtxR5IkxjM4Cy3MDI2RsZCNTSEH+KUu3i1HmKtXKlqahgZC7svjZbQiTSVOQnTcyHBiQ629OgvSAYGVYa2mQxNphjclUVpNMkP2uS3pbDTBqoi8CodnOU2gRsRhBJMEy2bRM0k8AKVVjOiuuSxfL5JddGnuhKsEZ8RgdTQM3bcjgGd5LBKQkiEF9JbaOI3N7zczJyNVUxi5hMomoIIBEHLxVnpELlBvJyqoNk6qZEcwo/w6j2SI1n0pImiKkReSHu6RtgLYjnQ53jkkFFI6DtIKVA1E1W/deBPUVQ0M4mq6kgREQXuJyZsbtkuERH5vbXCLRC4LarzH9+BEubxxWNNmiioaIq+WWmixP8oV1O6rrvnrp/3TSlfCrECZe3dVuutTWA2faYomyYdW6R83VW0TMNAu8dDLpGEMnggF/jNkFbyDKijW5ry3g3icsERHdnkQniCjmx+dkxdPwEU0wBVIWp1kXc72IqieNBqGJ8apUGn4rF8tsHiyQajzxRIlSwKYymWzzWRocDOmeulf6d+sUTlShu/F3Lu54v0T2aYeLGfr/0X+7nw+jKdikuyYDLxQh+jB4tMf1hm6vXlTSqUT4K54zUK42lGDhT4yj/dx6W3VlmZauB1Qqy0TmFbCiut06l5nPy7ObpVD78XUb7YYv5EjX2/MczB3xojWTRZPtukW/VQdYXscBJNU1i90OLCr5YB6NU9vG5I/64so88W0W0VEUlyI0n2fG2I/sksgRN9WjkT9u4y2bfL5Gdv9G4YuykKTG43OHzQQgGqNcHSSkS9sXHfdFzJ4krIhcsB/SWdsRGdH3wvzekpn1ZbbHlvv6paWXukfD5m/Bz3Bb4flzYtlwWcejikUvK5/dj7tuPPLoOUmDtHsHaOoto2Ya1B7/gU3fdOxp9HG4MnNWGR+MIkiUN7MLcPxySIEETNLv7cCu1ffIA3vYhcI2OMwRLJ5/Zh75nAOX2Z5KHdqNkU7tQsnbc/IvX8UyQP742VBH/zK5xTl4hqGxJurZDB3r+D9CvPYAzH5ITo9HDPz9J96yPcqZkbjc5VhcLvf5Oo0aZ35AxaNk3yxacxtw+jWCai3aXxt2/S+/AMohMTC4phYIwOkHrpINbkNvRSHtUyEJ5PMF+me+QM3Q9PI1rdGwZ+mW++iDFUovUP76JlUyQO7sbatx0tkyRqd+m8cZT2Lz+MSReIx6fqxsj2qqJ8U7rJ+hhWufo/Qsh4nbV1xXWkuKLGaovyVIPyVCP+/GZQrkalN95f3VbsnyBvuqwEEPfm66Kg3iaIGKeibwzAIVFIMPG1CUa+OIKiKhz7P4/RnG6S7E/Sf7CfleMrdBZvrT69FQa+OM723z/E9A9PkH96iOIXhrBKKdzVLvM/Pcfym5fpzjeAmIAoHBhm7Lv7SI3mMdIWIozoLbWZ+8kZykfmqJ7rcO4c2AMmg04/E9uf5tyfv0d2Tz/DX5skNZojaPvM/t1ppn+0TNByQYHcngGGvz7CwJd2YOVtIj2gHdSYOXWaxtlV/PrG9Z4cSVF6dpTRb+8lOZpDTxhEXoRX7nDhz45QOTIXExwK5PYNMvTVnfS/MI6e1PHqDrWPl5j9+zN0Z2IiRDM1ksNZdv1Hh3GrPVbeucKOf/IM2V196LZOd6HJ6X/xFq1LlXUC6XM8WkShj99rIEWEbiUx7PQtl1dUHSuVR9VNosDD6zWQD8B0RkQ+Xq+BiEI03cKwMqiaQXRN9dsnDY81aaIpGqYS50Ndj/xIkuLkACP7skShxLBVvG7I6Z+t0Fp1GdiVZveX+lA1FTOpUZ3tMfWrMp2ax95X+hnak6G16pLMm/SaAeXLHeY+bnDgu8OUxpNopoqZ1Dn/5ioLZ+II/wu/N0YYxMZaVkqnNu+weKZJbf7OjKcMxUC/Rz8QiSSQ/kNLz7FIkFKyJJT0PVfKEURUxTLz0UW6skV0LyGBh4b7XVD5ziGDEIRETVjcbUKlkowjZaLjbAx4PwWoTnf49R+fY8/Xhxncm2X7C33s+vIgQkhCL6JT8Zg9WlmvBiMiSafscvyvZqjNdZl4ro+nvrsNTVcQocDrhXz0NzPMfFBh9Xzztikxt0PgRlx8c5le3WPnlwYY2JNl/HAR1VCJAoHXDqhOd+J0nGuMbKWAj/9uluZSj4kX+ihtzzC0L4+iQBRKAidk4WSd4Br58eyxKpqh8oXvjbH7a0Ps+foQoSfo1T2mP6hQvtSmfzKzbmz7acPuHSbf/nqShaWQN97pUWsIhIiN+F54xub730rypRdsFAXeet/h5NkbUylbbcGf/1WbfFblxcM2r34lQaud56dvdDl20mOlHJ8j01TIplWKBZX9u03yOZV6Q/CzX/Vw7oMXxOd4tNDt2EtI1RQ6ZfdJHc/dNbRChtRgkajdw18o4555K1ar7d+BvWccLZOk/u9+StTurTGEEhlG8bOl69B56yNkz0UxdfShPhJPTyKjEOUdHefEhfXvURM2en8eLZfGOTeNMVQieWgXWjZJML9K94PTWLvHSTy9k6jVwVkjTfTBIumXDpA4vI+w2sQ99yHC8dBSCax9E6S/8TxaKUfnV8e2HIQbI/0kDu9DtUy8S/M4H18ATUUvZgkWVmNFzFWsVX5Qkxbu6cux4iUSqKkEiQO7SD6/H8XUaf/8gy2r0enFXLyMZRJWm3g/fgspJXoxiz+zTNSJx4mZwQRDB0qMPtdHZjCJZmgEvZDmQocLv1igPtNGM1UGnyqQHU6R7rdJFm2SRYszfz+DkdTZ9mw/ds5k6rVZ5o9VcOoedsbgqd/azujz/RiWThQJTv7VZS7+cmFzQ5XYIH3yq8MMHyyR25bGsLW4LL0ErxuwfLrGlV8vUT7fRDM1dn5lmJFDJQrjaTRLoznfZe7IKrMfrOI0vLtWM6bMEsXUdgaze2+ash4IlyuV92h7q0TCR9VVdnx7B3pCpzpVZeSLI6i6SuRHKJrC6JdH6Sx07ok0ATAyFqPf2Ufl2Dzn//QDUBRKz2wj/9QgiqFy8f87GquPAoFX6VI9vsDCT88TOj5G2qLv+TH6nhsDYO7HZ9e3qxoaVl+KkVd307pU4eKfHSVyQ6xigvZ0nbAbKyZzewYY+OI46bEC039xAr/hYGQsspMltv/gAPPJc6z8+gqRF2LmbIa/Nkn/i+O0LlWZ/9kUftNF1VTsUpLOTJ3IDdEsnfxTgwy8OI6iKkz9ybuEXZ/EcJbMjiL7/tOXOP8v36c5VV5vr56yKAxlEX7I8puXmPvJWVRDRbN0eotNxG2M+D/Hw0PgdejW54kiH9POkkj3YSZyBF5nS1WHZljk+ndhWBl8t023vnCjd8h9QBT6uJ0KgdNEpIoYdor80F5a5UsE7r3100eFx5o0iZNzrPVpqxAhvtOivPARmcEufeM2pYkUV47UALAzOju/WOLC22WcZkj5ShdVVSiMJrDTOkN70kwfCyiOJyltT7F6uYPbDXFbIb1mEJcfXXERkcRMavRtT5EfSdCt+3SqPqMHcqxcaLN8vk274tGp+Pi3MKK8HjoGunKvJqqSAP+heX+klTxpJYt+z2lF0BAVKmKRpqwQPiEKE1VRHhltIroOouegpZPouSyhXUW6t6nuoWnoA0X0Qh6kJFyt3r1K5REil1WYGNN5er+BZSmoCng+vH/EY3EpotcNKV9o0VdQ2dPvc3AyQyqn4/uSqXMel453WDzZYnxQcnDCIplQGBjQqDR9kkGdg0kVI2Vx+nzI2bM+btOnT+3x4g6f1C4bISVGWqfrNTj11z06FRfblGzvi/jicJco9MkdEnyxLwWqSvPiCnNzAZVLbZDw1F6dXbtgfNJloK9JsuizWFf4+GxIrxPhtAJaSw6Vy21CdzOZ1VjoIaMy3apH/64s+745QuBEzHxYxl0jW+rzG67o7VWX6Q8rBE5Eqs/GsFVEKOk1fBZP1dFNjaUzDbz2RkrPVcwerdKpuLjtALf9ZPTFq4jWSqVemg4wdIU/+oMshw9ZVKoRYRiXEt6/x+SFQzappMrUxYCf/7rH6fM39h3Xlbx7xGV8VMc0FZ49YPGdbyQZH9W5NB3EHiiAaSikkirplMroiI7rCY597PHGO87npMmnAMXxFIVtSaSUXHr7ySzB/UmgmgZaMYdz+hLO6csEy1UQAuH5pJ5/CnNiGL0vj/CC+NkjYzLfn14krDQI6y2k46HoGubEMMZAAXPbIN5AcdP3KLoGmoa/sEqwsIp0PRJP7US1LYKVKlG9jWpbGNv60fKZ9fXsPeOYO0ZACHpHzhAslBGej5ZOIPyAxNOT2Pt34E7NEFUaN3h9abkUWiuFc+I8/uwK0VoVOS2XJlypbUq1kVFEWG3iHJ+KzdQ7DjKKUBMWWjaFuX0Ya3KU9utHtj6WSRtjqA/nxHm8K4uE1SZEEVouHacBrT2HlbWqaSKQ1KfbSAlWxiA/nmHXN0a48PoCvapHuj/BxEuDeG0ftxVQ2pVj16vb6NU8/G5AdjjJwL4CvbrHfM1d8+9qY+dNCuMZhg+WSA8kbminmdTp35Nn27P9GAmN1bN1VF1h27N9pPoSiFDQWXHw2gGJgsXQU0UmXhpEM1Uacx2EkNg5k5Fn+jBTBuf+/cwtDdm3gm1kKSTHKCTHUJWtXWK9sIuhJVBRiYiVOZnRDO35Np3FDqNfHo29kdYCHYlSAs26D6b3QhI6Aa3LVWofLyKFJOj4jH1/P7ld/SSHMrjlLqET0F1sEToBXrVH5AZxOo9lMPL1SVKj+U2bVTQVzdQJuz7tKzWaF8qEvQAza8epMWvBrcLTQyQGM7Sna1SPL+DVe+hJE7/tUnp2lMyOEs2pMr3FJrm9A6QnCkRBxPLbl+nONQg7PoquYuUTuJUuUkg0W2fgxXE0W6d1sULl6DyhE2DPNlAUGPrKTtLbizgrHYK2C8TpR1JI3HKX+qllvLqDoiroCYOg4z2xSoFPI0To4XardOvzaH07sTP99I0/S33xDO61ZqqKgpUskBvcTao4hqoZuJ0KrfKlm5Y6vidIQeg7tCpXMOwMZjJH3/hhpIhoV2cI3Ov9iRR0M4GZzIMEt1uJSwk/Rnrpx580UTZIEykifLdFee4YipWmFBXwnYgrH9ZwmgEjT2V59ne2sXSuRXWmx9K5dnzDcyOKY0n6dqSYP9XEsDWiQDD3cYNu3SdaK2mmqFCf79FedTGT8aFJFUyyAzbdeoCV1mmtulxe+767hca9KU2uFucN8B+ap0lWLZJUMrdf8BYQUhARUhGL1MTKE0OYQCwhfVSkSVhtEFbq2Ht2YO4cJWp3CBZXt4xyoYBimmj5LImDe9GH+hCOh3dlHundeRnVR43REZ1vfMXmwBfM9QobriOZngmp1gQ9R6IqkkHDodCIUM81CPS4kop2PsA57bJy1ufF7yY49AWbbEZlaFBjpRzR7QakV1YZlBpv/7rL+z/uISX8o28n2P+sydg2i0hIUkmVIx81eOdnPXrViGJBZc+I4NUdHY585FMqQmGnTTql8KO/X6Vy1KU8Gw8ax0Y1Dj1tMDEGaegCNgAAIABJREFUUdAg2WyyfDrg4t90mV+4jcGohOaSQ6fqsXqxxcDuLG7L58xrC9TnujcoRiI/Nrmtz968vNziqa29mGaOVJg5Urnr8/M4IAxheTXktTe6KMAPvpfm8EFr3dA1mVTRVOj2BKfPxcTGW+85zC3cePDDCBaWQ37y8y5BKFEUGB7Q+erLCb799SSayrrQUYi4WkGnKzh1zlsrH/j4PMwfFkwrNijVDWg3Bb6/kfp6FYapkM6q5Esalq3EEWxXUqtEdNsR4WP2CBjcnWFwbw6vHXDlvQoPYvz4OEJKifR8esfO4V2YWyfYnegixkg/qZF+9FKesNIkukrYRwLv0vyN24oExkgfqZcPoaWTmz9UFWQQ4p2fJViuomVTRO0uQblOsFwlqjYJBkuYE8Oo5sYYydo9jpZN411aoHfs3HrQIFRVonobc9sAxmAJe+c2eu3ujQbpioroOHTePoH0Nk5quFK78WAIGRNBlcYNH7nnZ9D78uilHIqqbj2EX3tg9Y6fI1iqrI/zr99e0AupTbfp1TzqM21CL6I0mWXPN8eYeGmI6uUWvaoHqkJmKEn1covZ91dQdZWxFwaYP7rK+Z/O4XcDMkMpCuMZ5o+U8Xshl99cYuVsndHDAxS3bz1uszIm4y8OkhlKsnC8zIkfXkIKyaF/MsnwwRK9qsfMeyt0Ky6D+wvs/e4YdtZk+t1lrvx6Cb8bMvbiAJNfHWb3b2xj/liZ1mI39t+6Q5h6ipRZvOuxlaqpeE2PzspGlFrVVXRbR4r7cz+OvJDmuRW6M3X8eqwOqn40T/+LY2R39ZEeLxC0PIKuT9j1UHUVIxt7hWgJg8gN0BIGRtralPIUXx6S+tkVWpcq69t2y9dE3BXI7u7DLqXozNax+1IYudi/RYYSRVVI9KdIDGVwltvk9w+iJQxaFypUj81vmlsGLXf9d802KBwcwVluI4KIxHB2/TMpJKquktqWo1VMrJMmiqrgljvUPl6kt9RChuKG7X6OxwNSCgKvQ2PpHLqRIJkfoX/HC0gp6DYW1sxUJapuki6OUxjej5XM43aqdGqzdBsLD4Y0AaSMaCyfx7CzlEYPkB/aQxQ4aLpNr7W8YWCrqqiqgZnMkcyNEAY9gpnORpWfxwSPNWmioWFeozS5HmEg6FQ9okDgdkOcdkCqYGJndMafzfPUNwbxeiF21kBEkupMF0VZk+V3Q1rlDVmhooGZ0Dj0/REK2xKISJIqmnSqPpWZOIc18gW9RvCJCJOYADLvkTQRhISxp8lDIk1SShZbSd3TNiJCmjKulOPwJEmylDXp6KMhTfy5JbxLc9hP7SL9ledRTIPueycI5pdvXFjT0Af7SBzaR+arz6Pls7hTl3FPTCGcJ+cht2tS54XDJv/vv+ly+lxAqy0wDHA98H2JqkIqofJ7v53kxCmf//Z/atB1BC+9YPHKSxa//9tJzp2P+2cQwuJyxE9+5vB7v5MCBP/sf27wv/yzIvm8SsJW6PYk7x/xePcDj54T+1j8B/84xciwxheft1itxAObfFZlbFTn//rTDm+/52LbCt/8hs0zB0yqtYjpNdLkw2M+Hxz117f1u7+VYmJM4+UXLf7u3zsEndvf/DVdIV2Kq34N7M5y+Pe38+s/nsK9gzLEnwV4nmTqYsDP3uhxZTbg1JTP734vzYH9Fv39GqoK84sh7x5xeO2XPX78i+5ty6mevxSwuNLmjbccfvM7KV5+zmbvLpOhAR1Ng25PUqtHrJQjjp7weOdDhw+OO/QeYtnRxwX9wzpPPWNT6NN475ddVpdC3OuOQ2lA4/lXknzrBxlGd5hICfPTPn/3b1p8/KHz2JnBlibSZAdtyk+Y6upeIT2foOsStXubFImi68QEhaqiphLcSc1YGYZEjXbsN2docUrptemOUiJ6zlp5EIFwPESri/RDpJCIIEBRlQ3jck1F78uDFAQLK5vTTIUgrDYJG230oRLm+BDO2SvA5lTpqN4iWCivR/E/KUTHQfoBipFF0bZOJxGdHt6VRcSaIudmcBqxwhFFWfcwqc90mDuyyo5XhjDTaz5kUtKre7SWutRm2qyeq1OYyNBedqhcbpEs2WSHU1ipuxvG65ZKfiKNU/doLfXWyY7mfJfCeIbMUALVUGNlx1CCHa8Mc+RfnWP2/RWai12QcOn1BVIlm6d+c4Jtz/YRuhHt5Ts1nVWw9DRJq8Ddjq1EIGK1g7Wxz3bBJjOaQQQCeR9SUWUocGs9omv8OoQXEXZ9ZCSwSkkUQ0WzNNLjBYa/sZvc7j6sYgrV1FBUNU65uVxdJ9LWty0k7mqHoL1F1U0lVqOYOZu+50cpHR5dN1OOP1dQDY3ecmudkLGKSUQgcFZuXlEIRUE1NaxCkvy+AYa+tnNzv1QVVC1WpuiJzfOTsOvjrHTuuf98jgcPEfpU506g6Ra6mSRV2Mb4ge8RuB0Cr42IQsxkHt1MoqoaUehTmT1Kbf4kInyAgVUpYwWMbqJqOgPbn6c0/iyFkafjSrVuC1XV0Qwb3UygaiaKotJYnqI2f3KtDz245t0tHmvSREVDx0RTDBSp3FASSTdU0iULzVCxkhp2WqdX98kPJ5BCUl/scfHdKgOTafIjGzJFedXA9ZrN2SmdkadyKArMn2xSnesxcbiAYWvXrPfJjK8UVGwlERMm9zD/DmWIJ5yHQpioqJjYWIp9z+a1AR4rYhZXPu5O7puhALpi3vP+f1JE1Qbe1BWcsSHMHWMkXziAtWOMqNXGGBtCtS2syTEKf/B91ISFmk2j57NouQz/P3tvFmTHlZ93/k7ueffaq1Ao7CAWEty62exFaqlltWWN5HFYHm8R82A7YiLmzTExL36ZeXfM48w8ehwzXsKLwlbLalmSRVvsZndzB0ESBEEAVUDt291v3lzPOfOQFwUUqgAWUCAIqOtDMIK3bt6TmTdvnjznO//v++K5RcKPPiddrz84nvgpw+KS5IsbGX/vfyjy6ZWE9y8mXL6SkmW5X0WxIJg5bHJ0xuLojMVzp2yk1AwP5dKJxWW5dYv1Q8VmXbG+IQfSDU0/0gT93EzPdQX9UHPiqMUL520OTVrEieb5szZxmpuH3raSSVJNvam4ei1lbUNSLRvcmpc8f8ahWLgziD52xOLCeZvDhyziVHPuORspodXWew4xSmNF41bA52+scOYHU0yer2G5Joj0qXp4PGmEoeL3/6jHR5dj6k3JjZsp/b7mv/60z+fXEqplA9fJHRPDKCc51jclYfjl/bbSEASK2fmUf/ejHn/+Zp9SycBzc8peyvw3EMeaZkfRaEpabbUtSKPVVvzv/7TOUNWg0VK0OmorLGOjLvkPPw54/1JMkmgWlzOSJD+oNM2lRv/T/7qGbQmWnzJC4W4IASfPuXzr1wuMTVi06pJ+0Ce6qzx/Ytri2z8o8tf/fpXxQxb+4P5wPZe/9Q9rFCsGf/HjLp3W7s8xp2BSmy5w8nvjjBwt4ZUtZKrYnOtx8706K1da26RtlUmfV/7mETprIXEvw/ZNpi/U8Mo2MlG0V0Ku/2ydzbneNuLx6DdGOPHdMWqHfKbO1XDLFpNnqxx+eXhr8tWrx/zF//05vc3tk5wLvzPN2Mkyl/9kGbdsM3mmwuTZCm7JJg4y5t+vc/UvVok6KVqDYQkKVYcj3xhm/FSFyoSHW7LIYkV3I2Ltiw7Xf7ZO3Mt2mFEff32U8391ik/+eAktYeRokZmXh3HL+efXvuhw6T8tEHXShzay1plCBbv4XuX5l/lD0LgnwlIInJmJXI4zPY5R8jBcF6PoYdXKmMMVdjrtk99k95Ao+rZh+b0wBIZrD9JnFCpMdl1t1Emae5EUPMQuHaxOM1S0RymBALNaxj0xjT0zsZW2YzgO5lAZa3QI2blj5HpvX6wziepHX+ohZnkmIycqTL04Qu1wEdu3sD0Lf8ilMOxhmAPDVQ0yzj30tMwX7dIwI0tk/jpTCCOX+zwMZKrpb0aUJwsUR1yEmQceFMd8nKJFdy1EZQqnaOFVXSzHoLseDtLqbrehiDoJUSehMlnA9vcui/HsCq5VwnxIqbrKFAs/W2D49DBTr03hj/ic//vnkXHe99x649a+/UwA7qRM3IN75gzDL08z8d1jOFWP1bfmtogLf6LMkd85/8DzuK+D+MBwt/3FBmtvzREst3cQFnG9TziotBHG7Sr8Bxv+3jYe3nh3ns2LiztJFg3hWnfH37XSqHvk3YblMDxzASFMwu4GvY25++/7aYUwsIrlgTdNjEp3IbGeQSiZ0Vz5jCTqUBk7SWnoMI5fwS0MoYVAy4you06/vUp7/Qa9xgJJ+CTSSzX99grrs2/Tby1THjmGVxnD8cp4pTEEOk9WTSPS7iZRdyP3PYmDr8Sgdj94qkkTIQQmJq7wiHV/h6zDtAWlYYcjL9eQiaIw5DB/qUnQSKiMuxSHHErDDtbA4Gob7nmIap2bRrolC60hvD242tEXPfysxcDAE8WdSUAPCUlGrMNHyNN+eBiY+KKEhYOxIzZo75BaEuuQltog5dnrmGxszPtobr9q6DghXVoj+PlFVBjjHD+Mc3waTANhWaDBHB2iUCoiBtHCOoyIb8zTv/gZ0ZUbO+Min3LML2a8+VbE69908VzBN19xOHXC4q1f5J4mlgXlUj6obLQUi8v5BHNlTZIksLQsSQdyuyyDINBEsSYM8wmuVpBlOWniuYJaVfC977hUygbrG4ow0rQ6Gmsg+bl9u6YpdHuKVlsRx5D6+WvTIv/PhFJR8N3XXUaGDdbW87amJtQgKpTBxOPB964QUBx2OPHdCSoTHghor/Zzac4vMWECuZTm+lzK9bntz4GVNcnK2v59e6TKK0pu3Ey58YDtrKoPWEhiuMtbKk40b3+we1VXGA3avbmzkkEpaHcUb/xkb4biXysEHD1lc+KMi2UJor5C3sPxnHnR47XvFzhy0mHxZsLKfIqUMH3M5sgphwvf9Lh1PeHSOzvP13INJs9Uee7XJhg5Vho8lxWWa3Lk1WHcooXtGsy+fUda5hYtDr80hEyrxL2MbBAnDlAYcqhNF/AqNp/92TKLl5pbMjeZ5ZPQqHvnBLJIErWTrW2ibrrrhGT0eIlT3xun30rwyjZ+xcYwBCrTeCUbp2ih1F1BKEJguiYTz1WpTHqYloHMNJZjMHm2ytDhIsIQzL69QW9je59dmfQ59SvjBI0ELfNIccMSKKmxfROvYu+QR+0ZOjd23UlI7N7ZCNvCOTaF/8IprPHhPNo+zpBxOqjEsDB3JQ3umXHehtLbxzPiTp/L7WSYwSRWCLGzhbu23ZVUUWrPnl72xAjuc0fxXziJStKccOmFKKKtmOUHQQ++yy/DoRdHmHpphOqhImEzJulHWI65ldZ4m6DS5BPs278/rXX++nY1hWZrMvwwSIKUxQ83eO6HM0y+MAIIskQxeqpK1MnfS/t5jK/p5BUnWSR3yG/UIBTB9i0Ma+9jxIJTw7PLiIccV2qlqV+p5/eSYyJjSRqmZFFGuBmy+uEqYeMx9KGGwC7lUcO3IczcAFUYRm7YqqF8dIjqqTE2Ly7S/GSF3nwTwzapnZsgCx9QsabvM4IfEItZlKLrmu5cg82LizsSavSA0DRsk6yfYBWdvPLkQfuTiqyfEG30aH+xQfOTld02g4H/ybY/3nXrCsPEcosUhw4T95v7q1AQAsNyKI8eJe41ibobX/6ZxwTDtilNn8IuVkn7HYKlG2RB54lG4WolScI263PvYjk+QXN5+zEaFrZTIktDlEqRaUhn/Tpp3ENmMUFzCbXjeDVx0CRLI5KwQ7+1jONXMCwXIQxkFqOSCJnGmBnoLN0hy4l6ddZuvI0wTILmdhPpsLvO5vxHdDfn6LdXkXd9Nupu0Fy+TL+1nEuC0hDPF4yMmZQqBvWNmPrGMknYJupt4hZHcLwyhuXkfafKkFlMGgfEQYM4aKBkwu0fX9JvbR1Xrz5PoSg4ecZhfTUjyRrUFy/Rrd8kaC5iiJRCURCGmjio01y+siVFypL9Ld4/1aQJDKo0KNKnu9MLQ4BhCqbPV4Gc6Pjoj5ZIQoXp1Jip2Bx9ZYg0VmQDaY2SuVHivUgjyebNgOPfHGJo2sctWshME/cy4kAiM01rJSIOHv6mMjDwKe07OUfqlJj+E6o0yUkTk/0RBhkJoe4R6uCJJf48PghsXKyv8TaR7S79Dy8j2z38Rhv3zDHMWgVhmmAYW9Wfuhug+iHpWp3++58QX7u1LbbxWcFmXfHzd2M+vJTwyksOP/yBx2//pk8QaMIwptNVxElOWLz184h//q963LZsub1AdJuY1nrw//rOs38LIq80qVZNvvOax9vvx3lbsSb720VOn9p+ryqlSZOdFQu302cdRzAxbvLtb7p8ciXdauvv/s0C5846ez5/YQhKIx4v/HeHMW2Dzdkus79YJ+k/vdUHv2zwj4wAEM43yNLwl8oQTwCTh22qQybrKxlfXI7pdfMbTghwPMGFb3icueARdCU/fyPg3Tf7ZKnm9V8v8Fu/V+HoKYfnX/H4+N1wx1dXHvc4/u1RLvzOYebe3WT2Fxs0FwO8is2Lv3uYI6+O4BQtFi41yWK5jSyYeK5C3E1Z/LjJ5T9ZIuqmjB4vc/Y3Jjn/m1O0V/qsXesQD0iS9WsdWkt9hBB4ZYvKpM/ix00u/v48aZQ/q/Lxwu4TIL/mcPI7Y/SbCcuXW6xcaZNGiqHDBTrrIXHvTmXY7XSvJJQsfdKiMR/QbyUUh13O/pVJjr46gl912Jzt7SBNAGzX5MirIwT1mI0bXT5/Y4U0UpTGPFSmtlUBPBT0w/lACM+l8NrzeGeOIdtduu98QrqyiewEmJUihVfOYo3UvryhL4PSqCRDRQlG0ccsF3ZW6VomhueCYaC6we4VKw8B5+QMxddfwJ4aofOnbxN9cYtss4UKYwovn6H0/VdyudB+IODE9w8xeqrKxtUWn/zBHN3VPm7ZYfqVUaZfGdm2+b2XJq+S3l9/E/dyYuTYdyaZujDM8LEKaT+js9pn8YN1bv1ilTSSeGYuZddaY9oGhrX9AgjTwLQE8i5i58shKDgjuNaDCahdoSGshyz+bJG1i2sUxvLfRNJNiJpRXsHxGGBYBoVDFeyah7GSj3/dkULuLaL0llzFLnsYrknr83WieoCWCqvmUzoyhF3c+zN/2ylKTbjWpThdpXRkiNbnaySJBKVzA2HHQqUSlUi00vRXOvjjJYrTVZyqT9bPJUS3pTwqlWipkJEkWGph+jaFqQrtqxuoJO8Htwxqo90J4rshDBPTcpBpRNBYon/PpPphIBCYlktl4jRdMftkSRPLpXLsPMXpE8SNdZJ2HRkFT5g0yYiDOouX/2zX9y3Lp1o9Qq+7Qhy3yZI+9cWPYfHjL21bJiG9+i169Vs73nOcMpXaUaamv0ncbxKH233v+u0V5nch1QCC5iJBc6efFUDQWiJobf89VMdMTp9zmD5qcfmjmM21mCTsPFJ1S9TbZP6TP956PTph8vwrLlyEmzdWWVnLSSdhQG3IYHTc4tZsRr+9Qr+9+/k8Cp4J0sQXxTx15p77OQ4kK1e7fPyfl+msRblRX5ivmlx9c50bb9cH5lDkE6eBKewnf7LKvSS3TDW9eszP/sUtDCNfkdaQe5mkeSnkn/+fX5BGD98xG5gUjSq2eLSO9DYyUkLdeyImsAYmnije19l8r4h1SE93nkh1zOOGAFzhY7G/67ZvKE08t0CytIr5k/ewxoYxh6sYRR9hmrmWvNkh22ySbTbRcYLOns1JtucKCr6g1VG8815MluUVH1OTJkNDBmvrkoXFDMMQTE9bHDtqcfVafq6eJ3AcQaezt/vDNKFYMEhTTb+fG1raNpw5bTNz2GL1IaoX8rZE3lYwaMuC06dsjh+x2KzvrS0lNevXO/zBP3kfBv5LWSzJ4qerRPGXGeWzU2ipSNY7ZF1+uSqABBRLOVnbbUnaTUk6kBk5ruDYaYfDxx1cV3DzWsJ//cMu87MphgGNjYxXv1tgYtpm+vht34btzR95ZZipczW6mxFv/8tZGvM9ZKIxbUEcZHzr7x9n4rkqU2erOQHSu9PPmZZg6XKLt/7ZNYJ6Xi3SWg6JuiljpytUJnzKYx5xNy9tT0K5RY5kkUImiiTI6DXibdHe96visF2D8oTHL/7fGyx92iKL8wnmxmw3rwa4W4kic3+K9/7NXO7tkWmU0hiGwLQFbtHixLfHtgzo74VhCcrjLh//pwU+f2OVNJag874i38FDXMN9QNgW7vFpVNAn/PQG0eXZfJKmFWK4gjUxjHAe07BSKbKNBk4pl8ts0zeaBtZwNU/a0Zp4cQ2d7O+ZZ48PYZQLeZLQp9dJVxs5EaM1Zq2UEzf7gQDTNqgeKpL2M+beWqG3HubVGp5JaczDuI9fyuOEaRkUhj38IZflS3Uu/utrxP0UlWqyRJLFMjduDjLCVoJMFMVRD6/sEA0WHIUAt2TjVl16a+HWfbQXFJ1hXOvRwwW00iRBQhqmeR+ivkSe8pCwfJvRV6bp3WyQdmJUnHHoN05TmCzTX+3SubGJShUyzEnR6qkRejcbCCGonB7l0A9O4U+UaF1Ze6T91y8u4VZ9Jr9/gv5qh/bVdbJ+gl32KJ8YIVho0ZtvoaVi88NFKidGGLpwiEM/fI7GxSWizQDTsSjOVAmW2nmyT5iw+pNZDv3GaSa+e4xwrUfvVgOtwRspUD42Qv3SMnH9/qbykPtmRJ0NVj5/E3VvieFDQmtFGnVZvvwG6iuIu30QhGlgV4YQpk3a7xJtLg9SWp4e2E6JkbHzpFlIkgYgn51AhyeBxobkD/9NlzTR3D3d8X3B8VM2F77hsrnWI4kf78PxqSdNDAyKorr7xFVrslQRB5Kws/2mSyN1X4LjfjHBWrFtEHYv7t3HXmFgUBJV7H1OvlOd0NfdJyPPEQau8DD2WWmSkgy8TJ7FmYXAF0Vs8YDSxyeFTKIzSRYnqCBErG7kEp1BaYVKEnSUPFNJObvh3BmbH/7Aw/cFWudEhO8JrlxNWV+XSAmdruL3fxRw5pTNP/wfS/T7eerJ0rLk48spH17amyQpjDTtTsb8YsaF8w7/5H+pkmWaQkHsmeS4jSjSzC9K5pcyzp2xt9qqVgw2HrItlWn6zf1dR0s4aDRSP10Dgb3ALDj4h4epvDSDVXTJehHRcgtnrEy42KB9cR6r5DH8+glUkrH55lUA7FoB/8gIpdMTbPzFFdJ6gFX1qTw/jT8zjFlwB/dKRvO9Ofq36vnqYMmj+vIM7kQVFSZY1QKGbRJvdGm+c4O0HSJMA3eiQvWlI9S+eQyBwB0rI/sJ/fk6/dkNwsUmVsmj9o2jCNtk479cBsCq+Pgzw1RemGbzzasI06B4YgzDtXAGbcQrbfyjIwgB/Vt1mu/Mfp2X4IHwCwZKaXoduc3TxSsIXnzNZ2zSpL6R8cHP+jQ2B6SKgHZT0qxLpmbySpXdxGrDM0W8ssXmXI/eZkwyqOyUGWzO9ghbKWMnygwfLdFYCLY9r4NGQns5pLsebSXiRZ2U1ko/92goWLiluyrIbnubwZYhJzonOPYid0n6ko0bPbob8bbjuNcDYGt3CpJg+xhCkd/r/WaCW7IxbbErmSRTTWM+oLMa3hMR/oSfq1qjwhizXMAarWEOVdBSYg1VcE/P4J2ewfC9x7a76LNZzEoR98Q0pe+/SnJrBRVGmOUShVfPYA1XSJc2SK4vovb57FNJPgm+vSih4xTh2tjjI3jnjueeJt0HTyofCJ337VkiccsOxTEfwxT4wy4T54c49r0pnIc0dX20w9B5DK1tMP3KKP6Qi8oUKtOErZjGzS6zP10hbMX01vrcenuNqReGibspWSxJ+xmTF4YZP1Mj7aesfFInbO7lmSswhUXBruGY+ySgBvfpVwEZZ7Q+X6d4ZIgTx4axfBu76NKdbbD54QIqye/v5pU1nGGfoRemKB0ZIgtTsjBl7Rc3MX37kYmczhcbWL6NlprJXznO5K+cyOULUiGjjKyXECw00To3lV1/+xYqU4xcmGL4+Um01Cip0Klk6c+ukjRDZJxRv7SMVXConhnnyO+eHywkK1SWE0Cd6xvE9Z3HI4SB5RWpTZ1DyZTG/CVkGmG5JfzqOMXhw9RvfYRMI7zyKLVD55FJiDBNLLswkBh/Qb+1gkxy+ZRbGqFQm6JQncR0fFrLV+isXb9nxwam7VKZOIVfHsOwc4lJ1FknaCzSb+XVA7ZfoVCbojx6DIRApjFRd5P26tVcerJrZZbAtF20TJFRkMuM9lnBZdsFCsUJqkPHMISJ1oooatOsXyVNQ7SWGIaNXxihUj2K61VyuwZh0G7O0e0skqYBlu1TrhxmeOQ5ytXDaBS1oZMkSZegu0qvt4KSKZ4/xNj4BeqbV+h1lxHCwHWrlCv5ZzbX8/GH41YolaaoDR1HaYmSKcKwEHctiBuGTbV2jGJpAtsporVCq4xWc45uZwml8mdOsTRJoThOmvTwC6M4bhmtFWGwQae9QBzvrG43DJictihXDU6ddSiUDN57K2R+LsUyBd/6vk+pJLAcQRxpPvhFhGkKJg+ZHD2ZewJ6viDoKi69H7O6lDEybnLuRYfnzjv8/L+FXP88JewrhkdMXvyGy4vfdJk5ZpNmMPdFysJcyupSxrd+NR+fOE4e+/7h2xFLt1L6wd6v/TNCmlRwhLttfBB1U+oLfaJe9lSXrgsMbOHiU9yXoageRA2HOngi8hyBgYWz77jdTCckPANa/XsgEFjYuKKwb1nVYzkex0a4Tk6UGPfoUMg1mtg2lLcnHWmlke0u22Y3TzGyTBNGGtfJ9eubDUW9LvnsakqzpdBAnMCbP4voBZoXztk4Tu6unQ6MOtFwa1HS7WkaTUWnq/nkcorSeaLOO+/H3FrI6HYVvUDz1i9iTp6wKPiCLNN88FFC0Nd0u4oshQjNtdmM//LfIrq9/DtPEs3auuQX78ZzkDWCAAAgAElEQVTM3crIstw49mdvx5w5ZVMo5G1d/DihF2iCQfXJk4CBSckaJlUxgdw9cviphRA4o2VGv38G4ZioOMN0bUqnJ/CPjSKEoHNpAdN3KJ2dQvaTLdLE9B386SEqL8/QfG+WtJ6npRmOtZViIByLwvQQ8UaXrBeTbHQxPJvKhRn8mWE6Hy/k6QxVH7PoknUj2pfmUVG2ZY5p2OadCfbdui8BhmdTOj2J4VpbpInp2XiTVaqvHKV18RaGZVI8MY7hWbnZpRD408Nk3T7e9DCGa9P64OZWxOPTBk3enWQpd7TuAkplkwvf9KiNWMxejbn4dkgYqK0PyQzCIE+Vcr3dV9QLQw7FEZc0Upz7zcm7SAaBMKF2uIDpmJQnvC3fktsI2wlhO9kiTACkVIPq03yF3bIf30p+Gktai/09r7IblqAy4VMac/ErDrZnYFgGw4eLDM8UMW2BMMSuZJLKckPb6AGLOk8COkmJrt7EO3sM59AYpe+9hM4kwrEwCj7p8ubjkecMEM8t53LUgo9//jj25EjuneK5OIfGSFfqhJ9cJ6u39z3pSZc3SBbXcI9MUnj5OeSJaUBg+C46jHMT2N0MQh8CWmnWr7YYPzvE4VdHsQsmICiOeKRBbuT7KPIb0zYYPl6mNOZTOVRk5GQVt+Iw+fwwZ//aDDLT1Gc7BBshtm9x5LVx4m5Ce1CBncs5BNXpIpVDRXobIWtXmnTXQr7480VO/tohJl8Yxqs6yERSO1JGWIKF9zdozne3VWbdD4Yw8ewKjlXENL7+MdX9IGNJ+3oeGe1UXLRU9Jc6ND5epnV1fWu77lw9H4YlEqvooFJJuNJl84OFvBqmFd4xzo1SurMNlt+4lv/9AYRK3AxpXl5FJZLq2XGcqo8wBTJKCTcCkk64RcjIKKN5ZY0sTBl+8RDukI8YyHKSZkjaT/Jqe5kTLJsfLpL2Yqqnx7BKLmhF2ksI13tk/TT3zZGKtBuz/s48cT1AK43luJRGjiDTiMb8JQBM28Erj1IdP0Vr+XO0zHBLI4wef5X26jXSqIswTdxCjWx4BpUlBI27pR0Cw3apTp7OjT/vIU0s26M8cZLi0CEMyx34p9w28snvQ2GYlIYPUxw5gjBMtJJYXpGCaSGzXEIk7+NhkfsdZWiZPQaJraBYmqRUOYwQJhowLY9C0ckjdxs3SJIuluUyNHwaxy0jEEiVYtzWld/TtwgEpnF7Dqa3HaMwTBynxPDoc/R6K/S6y4DAsn1KlUNoLQekiaBUmqQ2fBLTsNBZhGm52HZhh7m3YVi5z5DOfZW8whhpGpIkPcJ+7iHmuhWqtaNImey9OkiA5xskscY0oVI1eO75vBo1jjWnzzl025I0hUpN8OI3XPqBZnzS5MI3XK5+kmA7guKUxcuvwVuDSvJCweD5l11ufJ6ycDMj7Oe/DtsR2IP5w205o+sJJqctTp5xsGwIugq/IDj7Ql7IcO2zvRPuTz1pIoSBL0rY0kVgbBEGnbWYztrTb3Jp4+THL5x9SV2klqTExE+IgBDkJrz7Jk3ISHT8zMlzDCx8UcTBxRRf020iBMK2EL6HNZyn4hjFAsK2tozxvgw6zehf/AzVezaSiz6+nPLx5QdXR2gNq2uKH/9pyI//dPf74cOPtneCf3TXdv/fv9m+WvjjP3vwPRXF8NOfx/z053f6m6CvuXot25IG3cafvhHxp2/sPeJZYGAIcxBtna8CKi1RyIFxtLF1D0qdodEIxKAvuf2OGLyn8oGpUWTYOUQou8QqGLSnMDAwhTXoQ/NPKq1QZBiYGMLaak8hkTrjSa9kG7aBN1Vl9DfOMft//TntSwtYRZeJ335xT7/3e5EFMd0ry7Qvzec69KEiY3/lPO5EFa8RkGzkaQF21Qetab47R7hQp3h8jMpLMwx/+yT9uQ3CdoNwvk44X8efGUbFKas//ph4vXNnAPwQhoxaKWSQ0Lm0iH9shKHXjnPtn/6Y8d96AavkYXg2sp88cHD9dSHsKZQE1xOYg0ea6wlGxk2ee97D8wVrSxlXP4mI74l63gpkuQ93YTq5TKEy6TP1fJXd1gfaayGGeZdh6ABpJMnuMavc5j9624DoMUFJTdLP9rSibNoGpRGHU98b59DzVWqHC/gVG9u3cHwLp/DgsYHWufT4cfk2AKg4Qfb6903PUWGMbPXQcbqVYKDCmOAXuabev3Ca0q++glaKdHmD+PObdN94F6Pkb4u51zJPlZHt3p12khTZCfJkm0yBUug4QXZ6eWTvALLZpf/h58hOj9J3XsQ7ewzhOqggIpldJHjnU+Ibi7tOemQv96vRyd6q7eJr8wAYBQ///AmEbSO7AfHcEsHbn5DV27hnjubX+57dqX6UxyfH8ZemPcz+dBkEnPr1aWZen6DfiFj8YINPfzRHacwnCTK01GRhRtRJSKPcvyKLZP56IEHPYknUSUmCDMs3mXltgpnXxhmaKWF5JkLA4VdHmXx+mLSf8fF/uMHypTqFYZfX/sFZPv3RHLM/XaF5s4vWGtu3OPbdSV78W8c5/OooYTNm7bMmsz9ZxvZMjn13khf+xnEs16Rxq8vcT5e5/hfLpP1sT48Jy3ApeeNYpvNIffmTgpaKpBmy+f7CA6N8k2bI5geLbH6w0+OhO9fY9jrtxKy/fYv1t3d6TOyGaCMg2ghY+/nNL902aYbUm0vUL365v0iw0CJYaLH8xrX7bnM7FvnGv/oAyCfo2Ht7DhmmjVsaIer8jObiZVSWUDt0jsLwNIXa1BZpEvfqJP02YXuV4vDMrm3Zfpnxk9+mt3mTxq2P6NXnB8czeHgIgeX4lMeOY7lF5i/+mCwNKQ4dojJxitHj3yANu4S7kSZakYW9wSKkwa7lfQ8Bw7Co1o7hejXmb76JkkleUVI7ysTky/SDdZKki2m6VIeO0Wpcp9WcIwrz34lSEj0ob8zSkGb9GjJLqA4dZ2P9U9rNOdL0znmY1t6q+UzTplydoVAc4/rnf0iSdClXZhibuLCtz9Qqo9tdottZRGmJYVhMTr2C7RQplia2SJP8XG18f5j5m2/Sac8Pjttg14c1gIZ+T/HRexHv/yxi+qjFD3+3yPikxcLNlKiveOuNkNWljJnjNn/vH5WZvZoSRZoo1Lzxx32SWPP8yy4//O8LfPRezM3rKRBx7iWXMBwQiBlsrkk+uRijNBw/rfjT/xjQ2JSMjpu89FpeeHHxnYjLH8UMjZj8nX9QQeu/ZKQJgDkwJfVFgb5+DJFiTxCeKFAzRvctc4l08EQjewUMjnmfKysolH42qhzuhoNDTYzlXjpfE4xKEe+545S+/1ruYeLmCTn5JdnbdVFBSHxj/pkhTX7ZULCq1OxJavY4SitC2aWTbtBMlxlzj1G2RnLyRBhsRLcIZRffLFNzJjGFNSBCHNbjWULZxTZ8JtxjeaWJjvHNCp1sg066QdGsMemdJJRdTGGhUARZk0ayzJA9ybAznZfiCptWusZGPE+s9lGO/ggwSx5WySNt9UkaAbKfIAxB74sVnLGHNw80Cy6l56Yon5vCLLoIQ+BPD9G/Vafv3nn8yTBFRRnhfB2VZqSdiKwTYZU9xFfgM6ClIm2HpO0+VqtA2swlJCqWKE9hujYqTJ8+slnnMhuA0QmL6rBJlkmmjti8+r0CxYrB4lzK3NWY+J6o59vVKJYjthKu7kUWS1pLfTbnelz7ydoOOQvk5EhnPdopYbubIHnKMHq8xAu/Pc2J74yx+nmbj/5ggeZSn6SfMXK0xOnvjfPS39h98vBVof/eZcKPr4NSyO7254NOU3pvfUT/w89Rvf4d6YtSyHaP3k8+pP/uZRjcGzqTuZdWGFP/f/4w335AJqWrdTp/8guEY6N6OUEdX1ugsVpHRUlOnChNeOka8bUFVLh9MUx2AsLLs8RzywjLHFRZanSSosIIne5CiihN89/mBosqjL80Bhhy4iO6MkcyvzqQvubnq5MMFcbE86sYP72I6u8k2Tt/9jaGY6PCeBthtBta8z0+/Y9zfPFnCxhmnoKUhhlpKPnP/9u7A2IkY+6tVRY+yJNs0lCy8P46q581yKJcIrN8qc7mtTYyVSS9jM9+fJNr/3UR0zZyUmJrgTqX40SdBK/sUJkqYtoG9RsdGnMdZDogsrKUoB4RbMaYjokxqMqSqeLGm8ssvLeO6eZkjEwUST8jCdI9JzdZpkvVm8Q0vmaPuAN8ZdBKkkUBUWeTNOwgTJs4aFIYPoxhPZzM3bRc/NokG7Pv0m+t3rWPgfG4YeGWRlFaEQVNsrSf+xv1GkSFTcZOvIbp7E4uqCwj3FjEKpaxixVM10cm0f0NrB4AIQxcr4rrD1EbOo7jlAA9kMAMDDIH4/Usi2hsXqU2dJxSeZp2c45Wa5Yk7u7b4HmXI8N2yggM0qRHknRRKiNJOgS9VQqFO6bTwrAolaao1I7guBXQCr8wQhy1t4id25AyodNeIEl6W0TPfQkTcm6m3ZKEgSZJNBsrEtcT1AoGrYZkY1UShTlB0mlJylUT15e0GhlryxlZmocwpKnGdY37Lrg8CK4nGJ2waLckvUEFeWND4vmCQunh5rhPPWlyey21KMoURfWZI01c4VMVI1sryY+Kvu4SPtFzF4N/jwNP6Uj2AXCEx7Ax8bVKc9yTRyh86wLOiZnci6HXR/YCdLr3Em0dxs+sKexfdhiYVKxRCmaZjfhWboymEzKVULKGcY0CserTlx1s4VCwqnhmiVQleEaRblYnlF08o0jJGkZqSSR79LIGprAJZZdmskys+kidYhseRatGK10jVRGZTklVhNKSQLZRiUIgKFnDGMKiZA2RJP0nOnEXpgGGQMvcw2crLjGI75Gr7DwmYYptBIfh2fgzQ4z82hm6lxeJL3cxXSu/l+J0WzmsTiVqkNgBg9JdqRCW8ZAl+Ttn7sIUeTt3Q+k80lSqfCU+k9vlPsbOSoqnAVrDjc8TTpxxOXTE5m//oxqrSxnjUzYvf9vH8QRXP4m4+nG8jTAxjHzgUqoYaAX9rtr1V9UdkCFCCFautAnq8c5VfaWRaW6QvPMAH+28cllELqH5Kr730pjLzMtDxN2UpU9b3Hq/TthOyBJFseYgzCd/sVUQQXCfCb4mJ0t2I9ulQnX7qO7uRHy22dr+hzRDtrePXXSckN3jQaL6Eaq/y/EolctjwoerLJaNh0xoUBodJcho91VHHSf3nRqoTrBn0bRMFGES7+oD0r5Lah730jyBaYAkyLaRiGk/y6s8BohayZZR6/1gmAZZIjEdk+Koh191COoRhmlQniwwdqpK5VCB1csN4s6gLQ1xNyXu7s8fyzIcKt4k1gFp8pcCQpjbfDEA0AqVJSiZoLVCkEfJCnjI6qLc68MwbZTcGYu7tZVpDsYIdyQ2SuaSG8Ny7htrrbKE7s3PcCrDWH6Z6qkX6cx+ShY+2hxLiFwaFPbrrK1+dOcNrVE6I47yPjGTMa3GDdIkwPWqOG6FQ9Ov02rN0W3nnib7gSFydYDeep0vsmott+KJlZJImdzZxrDwvBqj4+eJwiaNzaugNbXhE7fPbts+tJakaR/9EPIcv2BguwLLzMcAaarJOooo1BQrBrYNlp3LeOJQkaUaqSCJdZ48P/hvLynlt3kc2xZbQ7cs1XQ7ilJZ5MSLCYWSkRMyD2kU+9STJrdRFBVKosoGyzwrk3ALm4IoURAVxCOSJrcnLIHuPmHCSA/+7R852/oYGnpCMAfSnLIxtC8fmv3CmZnCPXkUYYh8BWxpDdnu7rncGEBnWV5+fYCnDrbh4poFQLAe37zzd+Ex6h4GNL2sSTNZwhIuR4ov4AiPRrKC1Cm9rEErXcM3yxz2z2EJm1j16KSb2IZPL2vQTO9ErYmBPqGXNQmyFops6+9KSxIVARpHFXBNH88ssd+y1YeFTnOyxHAGfh+mgbAM7Equ1c43ApVKhJHHKgrTQEuVV6nU/K22TM/GHS1TOjXO2o8v0flkAWe4RPHk+M79SrVnXbOW+cqRsPIV3bt7SZ3JrbjHreMquthDxR2TcT2Iw94S3z4D0Bq++CTi1DmHI6ccfvDXy7Q2JYWSQW3EZGU+5bOLEfOz2ydvri+YmLYplg2iUNHclLv+rNaudRiaKTJ6vMTQ4QJZrIh7eRSm6Ri4pdxgsbXUf6xfWdRNEYKthJ2wnWx77xEWILfBcky8ikNrqU/YSoh7GcIQVCY8Rk+UGTq8S6TuAQ7wmJGGGd3VkM3rbYaOljnx/UP0GxHCMCiNeQwdLRM2Yja+aNNvPD75u8DANn2K7gjm11i9+2Xor3apf7hIuNZFxgeLTUA+8ZdZ7g9m5tUTWissx8f2ivduin5MleVaS2TSx7J9LMcn25LZ3O4o9cBYNjd1FYaFVhmm42E6PukDIoR1ltJfX8Sd/4LSzGnKR8+i0piouY4MgwcYyN7TjszyMbZMUDIljto0G9eQWTyowhBb3xfkMpg4bpMkXVy3Qrl6hGrtRbIsJom795AmOieehLGT/NFq8J6JYZhb+3HcCqblotJcWi1Vfh6GYWOaNlKmGIaFZXlbS+KGYeM6ZUqlSdqtm9Q3r2AIi0JpHMv22Q1a777osRsE4BcE0zMW4UsOU4ctmnVFfSM3hn9lxuP4cw4j4ybDIyZz11Iam3Kwn53tWVYuBT56wqY6ZHDosEWnKREirx4JB6RLpWpw+pyNXxBIBfOzKa98y+PICQvThOqQwea6ZGXp4X6vzwxp4htlSrqGhUXGk9faPwqKokpR1HIT20eFzumLQHeeaKVJPpa/Pap/dBiYA+LhyU6+9oOCKFEWw3hinw7v+4ThuwjXIWt2aP/xmyRzu2u3D/DsQSCwhIvSilRvJ7UMYeAYBTKdkqncDyjVUS7FMfJUnFj1yXS+mqN0lnuffCkNn696JKq/RZgAmMJmxDlMzZkk0wmO4SFVRqqefBJT1ovJejFm0cUZLeWGrL5N4cQYViFfodRK5X4fQmAWXayKjwwTvEM1/ENDdxozDTAFKkxAKQzbxK4VKJ4cJ157yFXou6CiDGEb2FU/l9XE6cDnQCPD/Dsziw521UeGKe5EFX9meF/fy9OE65/FfPpBxMlzLifPuZSOGyiVD1je+MMeVy5FdNvbWYZy1eTMBQ/XE9Q3JCuLuxO/ix81qU0VOPrNEV77u8eYe7fOxo0OWaIo1FzGT5VJI8n7//4mSS9DPaYEjdZyyNTzNaaer3HkGyN0VsM8RUdrFj9u7jvyO+ln9DYjatMFJp6rEDRitNJMna9x/FujDB8pfnkjBzjAPpFFksZshw/+5Rec+a0ZvvG95wbmropgM2Tl0wYX/+11Vj6pb6ti2S9Mw8a1inh25bG1+VVg870FNt9b+LoP46mC1hqZRYPIbA/LLSKzGLc8glcefbRGhZETMKaFEAJhmAjDAvSA6NDINKbfWsEtj+LXpgi2PE3yZBqVpcS9BqBw/Cq2X0YmIV55FLc8TNBYyCU39z0x6Nz8DCUzxl79AePf+E366wv0126R9tr5cXzJeDsN2sSNNeK4i5QJnl+jVJoiCNaRWYwQJqZp55UZWiJEbuCaZTFR1CaT1/G83Dg7l/Xc/b0rZBZhmS6W5ZNlUU5WaIVSGVImGKaVk0q2jyEMiuUpHKe0Rb6kSQ+lJLZdwPVqJHFO1hQKo1uVP0IYCMNEqhSt8mO0LI9icTyfez7SBb59DnpgGq85e8Hh/Esu5ZrBj/51l08vxjiO4OVveXz31308TxAEiv/073pYtmBq2iJLB/JCQEpNEmtsF85dcPjV3yxw6LCFZcLQiMHlSwnv/CSk01T0uorqsMFv/16Jzy7FfPRezBefxpx/yeXCqx6v/4rAsuHHvx9w5eOHI4efGdLEwMAXRUaMKepqlYynP1p1yBijIoa+fMMHQCHp6y6xDpE8OW8QjUaS7bvWxBjQJs8SqmKMYWPy6z4MZKuLbLYxXPepNk47wMNjiwgRJo6xXXerBjIbzyzhGPmKgG14KBTZgMi4332pB+8ZwshLM78EAiP3TTEsOukmm8kthp1pPOPh/UMeB7SUhIsNVn50keHXTzLynVNkQYyM7pLTaFBxRueTRaovzXDyH/+QrBeRtUOyIMIs5yR11u4TLTYJV9qM//aLjP2V86gsb19Fjz4h6Hy6SPWVIxz+e98m7YT0rizTubxMf24DFUu6V5Yxi8c48Y9/iOzFpJ2QrBvhjH493+njhpTw3k/7rC6mnLngUaoYBD3F0q2UG1dimrtEbAuRS3SuXIpYmEu4/GG463g06qZce2uNsJtw4ttjnP6VcZ7/rUMIQ5BGGcFmzMKlJjJRj1UDPvv2BpZrcOYHk7z2d46hdW7yujnXY+NGd4eU5GGxMdvl/X9/ixd/9zAnvzfOqV8dRyaK5lKfhY8arF5t8/3/+cxjOpsDHOD+iIOUpY82aNzsYPtWbqqsQWa5T0ncTsj20T/uBs+uUHD+8hDHv1zQqCyjsz5HZeIkx1/7PbI0IosCsiTKY4UfErVDZymPn8DxK3jlUYZnLmD7FZJ+i+biZdKwQxq2Wb36U6pTZxg/9Tqceh0B9FurdNZn6W3eRGYx7ZWrlMdOMPPSb+dSHa1J+i3Wr79D3G/tun+rUGbi9b+GWxvDKlZwSrXB30sUp0/mcp89zH06s5+y+os/RuuM+uYVsixk6vC3tsiWNA0GviW3SJMejlPi0OFv5+k5wgQ0hmGxuf4Zve7qtraTuMv6+qdUh08yNHqGKGzmEcDtedI0IEm6bK5fplY7wdDwKbI0JEkC5F1SJqUk7dYchmlx/NRvIbOIJAlQKts6uywL6fc3CfsNRsbOMzRyGqUkWRbdVxa1V3RaiovvRHzxWYw5kKCalqCxKekHCkPAj/51F8sWGEY+tmjW86qR+dkUyxZ0Wwql4MrHCWvLTTbXJZaVMXctxS8I0kQTRTr3TIlzme1nH8WsLWUoBf1AE/QUaQpv/FGA6wmMgTVWs67uJPztEc8MaSIQeKLImDFNVzXJuCvv8CmDgYlHgYoYxhf7W0GSZLT0Jgl56fyTwu2I4/3GG5vY2LjPRJ2JwKAkqlSNEQri65/gxDfmMcpF/Beew3/pLEa5SLbZQPWjLb+HvVSeqH60LZ74AE8HMpUQZl1s2+GQdya/51REokK6WR3PLFK2R7END8twSVREqO/v5g854RKrPgKDijWKciVB1iFS9/ucJtMpprBwzAIVNYZteHuoWvmKoCFt9mm+c2MrDlhnEiEEzvBdfanWdK8sk/Ui3LEKKslImwEqU1gVj7QVojNFtNpm479cxiw6IAQqzsgGkY1Jo5dHcvdimu/MbiOism5E79pabgrb3L7W0p/bQEtFtNJGZ5JopU3WDbeOq3dtFRmleJPV/LhafVSc0ftilWSzhzAE7Y8XkGFC2g7RWUYWRMgwofPpIqZrI4N4T6ksXxdadUkYKOrrEtcXJJGm3ZIEHbVrl9TrKK5cilheSGnVJatLuw/GlNR0ViPmok3CVkpl0sctWhiGII0l/WZCcyHISZNBlxY0Yi79aAElNfWb93hnKE3QTHj7X9ygux7RWtrdh6O7HjH79gZBI6Y06mGYgiyR9DbjXSOFZ9/epLUcsjnbJdqD10PYSli81EBLTXncw/HN/FzXIuq3evmkNdXUb/V2fH8rV1r87J9fZ3O2R3fj6U8MPMDTDS01cScl7uxvQvQw8KwyBWd/C4gH+Dqh6W3eQiYhTrGGlhlJ2M0jft0CWdRDyoSwvcrq1Z8SB7l5qJaSuN+itXyFLL1TUZsELXqb85iWQ9BYQmUxaRyQxcEgWhhkltBvLuWLRoUqhmkjgLjfIo0G4xmtCdvrKJkN/iZys9N+m6izhpK7k3/CMPFGpnBrYwjT3CLgheVgWXv33DHvkif1gw2UykjT/kBSI5BZTBg2UHJwTjKm057Hsv3cB0UrlEzpdZd3+JmkaZ9W4wZZGmJZLlkaEUetrajfLA3ZXP+MQmEE0/JQMiGK21imS5bdfk5o+sE6WkniqJ37kSR9pIzp9VYIwwZaK5K4x8bax9hOaeDPkpGmwcC/5M516/c3B4RKuO163g9ZBp22otPe/X0JrK3cpxgg2P4gDLqKoHt7HqN3VLPejV5X0+vuvPb1jf0XHnwlc1kDgwIVTlsvMWZOP7Z2lZZEOuKL7EOaep2Up3MA4eIzbswwY56iZNQeuR2Npq+73Mg+oaHWSZ5Q3DCAT5FD5gmmzGMURPmR22mpTVblTRbU9X0TMF8lBAIHj0PmCSaNI5SNx/eAb6p1Pk3fJiZEPUS1kHAd3NPHqPzV72HWymQbDZKFVVQ3QKfpwFvhwdBpRnT52kP5mpy3vsUh8/gjJz61VZ1lOceKmhuQmwe4H4pmjYo9RtkaQSGJZLDlVTLmHqVk1baih+vJEpEMcAwf3yzRSTfoyw6O4TPpnaCbNWgkSwgMpv2z+GaZREV00nV6WZOSNcSoO8PN4GNSfads1RYuo+4RKvYosQoHkp+82mUzmf/SarOz1jc5Yj73yN9BRzVYkNdYV4u79umGZ1M4MsL4X3uBcL7Byh98+Mj7ehYxLCZ5xfk+xiNGwCstWRrcjy298RUc4QEOcIAD3B/TtZeYGXqFqn9oz5+Js4DLy39Mq79Aqh6cSHSAAzwMLL/ExOu/heU/+twGoLd0nfrHbz2mozrAs4BnptIE8koAV3hMmDOkMqGp177uQ9oFAlcUOGyexNtnlYlCEetoQJg82YfG7X0rrfZlUOcKn6KoPPWVJiY2RVFlytgfSfRYoTQ6jpGdLs6RKezDk/ivnH+4Jnp91v6Pf3ZgBvuUIpAtAtlihWs73tuIb7LbwnJftmjdxUXFKuBW/5Ot1xrFYvjZjs8105VtxrC3keqYlegaK9HOY3gqIHiomO0DHOAABzjA04ODSpMDPE3Iwh5Lb/6H/Td04DH4S4dnizQRAkMbDBnjuc+H6tP/knL1J42qGGbSOIoniuBnc0QAACAASURBVPv28gh1j5baQH4NUiSFJCJ4qMqI3WDj4htlLOmQEj/R+NK9wsSiZowxY5zGFf5T4x/iPX+Kwusv4p09gVEs5HGIQYiO4jx6Yy/SnDBCpwfVHgc4wAEOcIADHOBJQuBaRVyrhHkQNXyApwkHhMcBHgHPFGkCgMjlLyPGJBkpy3KOjOSpmIwXRIlhY5IRYwoLe1+Tb42mr7o09Rrqa5C1SCSB7m6ZwT5KWTiAKUw87VMzxmipjSdeMfNlMDAZNiYYN2aoGaP5dXtKVrTtwxN4p45hFHzCT6+RLq8jO4PI4T36meg0Q3V31/F/3bCEjSMKeGYRR3hYwsEQJgYGGo1CIXVKqmIi1SNUPTL9YENGSzjUrHF8o4xCEsg2nWwTjcY1fApGFdcoDPaV+3ZInZHqmFj1CWSLTKcPJSUzsXCMAgWzjCN8LGFjCHPQtiTbartNpuOv5X5+lqFTRdIIaH1wk7T1dP6WD3CAAxzgANshEBScYRyruPVMPMABDnCAB0GI/5+9N3mSK1mv/H7ufseYh5yRGAooVKGm98giH8lHdjfZFJsyDWwjTTINm6Z22mivtUwymWmjP0Fm0krdWkltlJqmJrvZFPnIN9Sbql7NhQKQQM4Zc9zR3bW4EZGJOSckEvXypCUyMhFxw+P6ve7+HT/f+Sa+/4cMxQ65h3wqeOVIk2lAW5MtQBDZIT2zR0r00ogTgcDBoy2WmZPLVGT9xMfMbMLQdumbvZfiBWLQxHZEZlOMNahjTngCgScCFuTq5HjnQ21S9FmRkrMkr9KWy7jifO2EyDBAhj52HDP86x8Qf3IbO37102wkCk+GlFWDqmpRddqUZJ1AhjjSR6KwGLTNSW1MrIf09TadbINBvktin34OXOGz6F+n7VxCk7OVfk1shjjCo+4s0HZXqKgWviyhRDH85SYlMgP6epfd7H7xHmZ8KJWVJwJKqk7dmafpLFFSdXwZooRbHNumxHrEQO+xlz1goHeJzei55M8F9mFzTbo9YG/7fKkKf1nheoKwJFCOYDQwZKl9bMHiulCqSGpNhecXc3aa2MJAdmzIL8RvF7jANx5CSCp+G9+5KKl9gQtc4MlwfUlQUZRqDo4nUa5EqsNvX/d2Uvbun82G/CtHmkwhkFRFgzec9/lK/5xdvUFyhkapB+ER0JJLXFKvUxEnJ0ygMFDt2z2yl1ha2WKI7JDURoQnqCbj4rEgL7FnNojs8KV+pikcPOqizXXnHcqijoP7spv0GMxgRL7XBSnRu71vBGECEMoKl4O3mXNX8VUZgUAgH1L4CBRSKFzhUZJVmu4ibfcSm+nXfB39/FBEooNDKCuUVJ0l7zoL3hUc4T/2Xp4McWVAxWmx6F3jdvQzttM7jE3/mceXKBa911j0X6PuLCCRMPk0s2OLENcJqDhNFr2rbGV32Ui+ZCdbO/qJu8AFzgHmlxVvfTug0XL4/l+N2NrISaKHWZPWgsP7vx3y7/3TKpeuelgLD+6k/Nk/7/PzH8bsbJ5uSdMLXOAC5w9CSMreHN4FaXKBC1zgKWivBtz6bpP3fn+OhashXigR6vCK/7/55+v8n//zVy+whft4hUkTgZykfqzKm5SosmPW6dmdM1Uy1ESLtlxmQa5SEpWZ5P+4sBg0hl2zQd90TqmVx8fQ9qjSJOQEJXiFQOGyrK4BsGnuok/olXIS1EV7lkZVECbOufExOYj44y/BcQi//SbBuzcRgUe+sYOJImymX9mcTI0mNqNZWdvYjBjrHokZk9kEbTVSyJmKo6raOMKhrBq0nBWGXodOtklun109y5EeVafNVfEuZVXHAt18c5YmA+AIn6pqUVJ1PBGghGLJu46xOVEyfCo5E8gK8+4VlvzrVFQTiSS1Mf18h0gPyGyKAFwZUJZ1qk4LR/i0nZUJuSLp5hsXipMLvFIQAm7c8vmN3y0zt+jQ62jGozFJtD+eL6w4/ObvlviP/os6y5ddSmWJBcpVyZ8EklK1z7/7f4bPLBn4KkEgcFSI71QInCquCnBVgKNCXOkjpYMUCiHkLEVhWqHK2kJRp01KpmNyk5DmY9J8RJz3yXSEsS9vrnyVIZC4KsBzynhOCVeFuDLEUT6OdFHCRUp31jcCOVkHiGINaQ0Wi7UabXKMzdEmR9uM3CTkOiab/EzzMamO0OZ8VnQ8a0jh4KqA0GtQDRbwVOllN+kCz8G0zzynjKtCPBXiqkL9q6SLkh5KOoiD98ukxIOd3SvFuKZNhrEZuckmY1tEpmMyPSbJx5Nx7XwQ50IqVFAmXFjFq7dxwgrSccnHA0YPvmK8cWf/uUohHQ+kwmQpNj97v8nTgkDiu1V8p4ynijHSUyUc5aOkg6ToaykkQqjZfGWsnnyn5DqZ9GvRv6kekWRDMpNwmPPiuIL6os9v/ckSb/1Oi+ayT1BRhcrkOTFZnhqGnYzuRkJ38+zG3VeWNIFJqo6Q1EUbBxdX+AQmZGj7xHb0wsqdShQePhXZoCUWacnFSbrQyZHZjL7dpW/3SHj5+fsD26VuhzRZAOA4fh+zlCrRRsscTU7X7JCSnFnqkYOLL0qURY2WWKAhF6hOykGfFw+TR2Ft8Y8QgvBbb+Auz5Nv7WKiBJvnh/I1sVlO9NNPMaOXfy1NkduUbr5FkBZ5zpEeMDZ9UhMV6WBoJBJX+JRVg8gZMOddxhMBZVVnzl1lmHeeS5pIHAJZwRdlItNnL1unk20QmcGMrFDCo6IatN0Vmu4yvihRdVrU9DxBdp/YDB4jYR3hUVNtlv0bVFVx3w/0HjvZGoN8h0gX6TcCgSt9SrJGXc/T9lYJZJmms4zFkpgRI909sdnyBS5wZhBw9abHjbd8PE+QpRbzyBD+5ns+3/ndMtdv+Ty4k/HxT2OMhuXLDjdu+Xz7N0Lufpny8x+cL3+rw0Kg8JzSzODSVfuPi4AjwJE+jgpwpIcUDlLKiXquIIot9sAiNEebjFwn5KZYhKb5iCQfkujRjERJ8gGpHqPNy8ltUrUS3kIDqw3ZTg89OF/KR1cGuE4Jzynjq9KEvJoGA+GEyApQ0it8p6S7T2hNCBPBAdJkGgxO+sgYjbb5JBhMJ8RJSm6KoCHNi8BBT/owM/EsoCj67NUMrp4GKRwc6RVBtSp+Fte9V/SFCvHdKiWvhZJHV/Iq4TBXuU7Ja760a/5RxHmfzugu2ua8uv0pUMKZEImlGcnrqnD/bzKY3S+O9CakiVuMZZMgel9V+whpgsGY7ADRmM7uhVzHpHpMOiFO9se6EbmJz5wgVkGZoLVIeeU6wfwlvGoTFZSRyiHpbpONeg+RJk5YJZy/hN9cINq+T7yzTh4dLm04dBtUg0U8FXIYs47MRAzjbaKsdyoEk0DgOZXZXOU7lQlpUpkRZFOSTEr1UF8LZOEyeIA40TNCLCY3MblOJn07mhFj0+8kH6FN+li855cVN96vc/M3GsxdCRjspnz14z7xMKe+4HHj/Trb92J270WMehmOJ6nP+7QvBbiB5P6nQz7/QZevf/psVfhp4pUmTWA/4K3IOqEt05QLbOl77JktRraHRk+0G4aTDXKCwqLSIRAhVdHiknqNimjgCv9UPouxhtiOeKBvE9nhufD+GNkeY9snt1mRwnICfsEVHk25OPEOEQxMh4QIzYthnAUShUKiKIsaTbnAorxCKMo44vmT+PT8TycEiTpTRYr/2irBO68jyyGq1cC/ee2RBj6fNDGjiPTe+rkjTXr5JqkZo232TI+SXr5DL9+mrBo4josrA+rOIo745LnvI4VEWIERObvZfR4kXzDUe094j01SE6GEx5wbooRDqCpUnRZJOsI+QmqEskrDXaLhLgIwzPfYmqQNPUaAGOixxV7+AIGg7a0Sqirz4gqdbIPMFia3F7jAqwABLK+6NFqS7XXNZx/GDPvFQkiIwu/kvV8PeevbAeOB4Xt/OeLv/+2ILLV89/fL/JM/rnLtpse774d8+MP4lRHLCSRSFkGip0pUgwXq4Qq1YImS38KRwZFUpgIOZYyZ64Qo69GPN+lF9xkkW8RZn1wnaHM0w+qTwl9pUfsH72CGMf3vf3oOSJMi+JPSxZEeZa9NJZinGixS8+cJ3DpKeseas2cbKbM+ev4az1qDNjlx1mOcdRile4yTDsN0hzQfkZsEY3RBwFjNqxB0F2SSnKmkpr9LURCHgVMlcGuT7zrh5LEjA5Q8WXjhKJ8rrV87pU9yOtgZfsUw3sboEfYVUoAJoYp7RTg4ysNTZarBAhV/jrLXJvQakwpHx0lTFzPV8AwqfOYrcpOS5iPG6R6DeJN+vMko2SXVY3KTYkz+4sc2KQnmVmjc/FWat4rrzBoDAqTjkSdjhHr4fDilKuXVm7Te/g26n/0Yk2eHJk3q4QrX2r9JNVg41Ng/TLa5s/dD8sHnJPnx14hTctN1QurBMrWgmLeqwTxKuo/33VMwTZl/Hqw1ZDomyrqMkl2GyQ79eJM465HpeLZJYDGEVYe3/kGT+oJPbzvl4/9vjx/92Ra7azG3fqfJlXeqfPVBjw/+1RZrnwwpVRyufqvGu7/XZvlmmb0HCZ99r8vap2e3hn7lSZODkChKVFhVN5mXq4xsn67Zpm/3GNs+KceT8AgkDh410aAlF6nLOcqihoOLPGFZ4YNIGNO12+yYBy+MSDgqNDkjO6BndmnJBcQJP6+DS020ecOpsKMfsGMe0LHbE1XQ6S0iJJKAEnU5R0suUhVNAlEuUnE4/OLWoBkzRNucumifWvsOA9Wq4y0vgJKQ5dj86JO0TVIw529xZrFEZsjz+tyQk5gxQ72HL0v4skQgy5OdjufDkNPNNulk64x096nPG+oOu9kabXcFkDjCI5TVYkJ5ZHFUc+ZoOouzT9LJ19lIvnqqYsRiSU3MveQTPFUiVFWkUMx5l4nM8II0ucCrA1Gk2QghGPQ0vT1Nlhb3sOcLrr7usfqai+cL7n6R8pf/csCdL1KEhO6e5ld+q8T8suLSaxMC/vwNTU+E71aohyvMV25QC5ZwVWmy8zpdSL4YMl1Jj7LXInTrzFWuk+mIYbLD7ugrdodfE+eDMwve3Lk6lW+9Rnx7Exm8bNN0gZIujfASrfJVGuHqJFj3Zn1y2DnitNtU8poEXp1m6TJmolKJswGjZIdBvEkvWmec7pGZ8620UsLFVSGhWyfwDpAiTo3AreJI/4B8v1BSFYRK4e11gfMBJT1Cp0a9dIl6uExlQihO75OD6Wln1ibhErg1fKdMPVzBmJxEjxnEm+yMbtMb3yfKnr5eOzGkxKs0aNz8Feo33kMISdLdIunuIJRD9eqtJ74sG3YZb9yh+eb7+M0F/MY84/XbL6SJAoWnSocmNZ4EKRxqwRLtymvMV1/HU+UDY+SLCv8FrgpQcoGy12aucmMyBvYZxNv04gfsjr4mzvo4vmThtRJeIPniB13+zf96n/5OQp4a0siQ54XJfBYbRp2McTent53S20759h/M8f5/ME9nIyEeaza/OpuN4XNLmvRNh8SOEQiacmFW6eJZKOSVCg9VlAEVPiVRoW2XSYlJbUJKkQKQk6FtNlGh2JkcUyAn+oTChNLFxxdh8U1AIIryqKdZacXawsmkY7bZ1PdeWFrRcTEyPXbFBnXaj5loHhVCFPqPgBJttUxJVpm3lxjaHpEdktiI1MakJIdKWyh63MHFxxPBpI9KBKJMIEr4okQoSrj4h7qGppjKpzfMXfp2Dxefujpb0iT6ycfkmzsnOobNNbpzdtK1o+CwOwkGTWpitM1m14885ASvraabbxGZp/uTAGSTKj1TSBwc4T12rQskoapSUjWwEJkhI90jNqPnfoax6U28WyJ8EVBTbQL5cg3ypuOdnH6JA49Rk//f/7t46LnFSFkTzRO1wRMBc3IZTwRkpBOJb6EONBis3X9cfOmJVHT/efbA/74ykfgriqAkMcYy6BsO8rhBKHjv1wPmlxw6O5oPvhexs5GTxBYE7G3ndHZzllYdGk117jkTJT1Ct0ajtEotWKLszRU7sqo0yet/8YGhEAIhivxyB38mow/cKs3wCv14g150n160/sJ3ZoXnoMoBehgVZe9fAgSS0GtQD5aphyuU/Rahu79LfpIA48Rtm1wPRX8VmKpVp31WDRaZq1wnzvqMsy7DZJdRskOSD16ad41A4jkhJa9F4NbxVGnmAXMw5aZ47KEmPwsFygU5ct4w9fIp+3NU/DlKE9LVn6RmuKqEo14u6TmN1RCq2IZV4Ex8VEpek1HpGoNkk87oLuOsizan6/0mHY/K5TcI2suYPGV491MGdz8hHXQI51aeSproJCLt72KyFCes4JZrp9quh9ooFK4Kj7VR7aqAij9Pu3yNSrAwId4bM4LsRWLqC6WE5CDF4MjCL6fkNxjG28RZH6UElaZLlhi6mwmdjRidFWOm0RadGhxPIJXAaACLzjVrnwwp1x1+5Q/nuPZela2vxzPSxJEBZa9FLVgk0xG9eINcx5S8FsNkB31CH8FzS5rEjOjYLTKbFoaQVA+VUjGFEgpFQXZAkfqiyUnsmIx0RpxMF+DWFtObFFPSxMHFwxPB5LuQZ562/4WdfPXtLrtmnb7dPdXjnwZixvTMDkPZo0L9xITR9ByWRIVQlDF2jrEdMLZDYjsiISa1MZp8FhBNSa1pHuX0S+HM/Gw8AnwREooygSjjPiHoPSwymzKwHTbNXYamS0U20GQo65zZwiy9vUZ6+5tdZUXh4EgfV/g4E/loEZzv55grXEJVQwn3ob4/zFa1QTPQe6TP2dXTNiez6ex4UognlNkWOMLDF0W1HWstkRkQH7I8sbY5kRmSmBG+CgvljAhRuOhjEqWFCs4tVG9CTSjN/WpEDz0Wj/99So7skyUHf6rJePjwc8Qk6W363OkYe1y4+DTkPGVbn93zZppWac2B3yeEiT3w/weIlOlz7YExo/iaju/2kb/v/57brCDSz4nC7zxDAEZDntrZ7ScElKuK974T0pxzuP1Zwo+/N2Y8ngTyFnQO46HBWvDDlxfcPh+C0K1TCeYLJUPpCmW/jfscyflZQAo1Me4rUfOXqPgFkeM5ZYaT4PuF+T9Yi801Jsmw+mxNfIvAvkzFb1MPL9EsXaEeLk3UDuf3WpquPwrvD4/QLaor5johzgcM4y0GyRajZJdx2mWU7p65QaYUipLXYr7yOrVgufCEcUoTb4NzGyJc4AAEEiXdWapUyWtQ9RepBguEbgPPOf9GvEo6KFm0v+ovUMsWCZwa3WiNQbxFnPVOzbJAOi6lleu45Rppb5fOpz9itH4bk8YI9fRr3uocnUToNMYJSqjgxZ1XIQqlydHSPiWhV6cWLNMuX6NdvobvVg+VVvOi4SgPBBiTT8bswq/R9SR5ZkgjPSNMoCBNssTghwrHe/gcjDoZW3ci+lspc5cD5laD2f9VvBbVYBHfqVD2WiT5iARJs7RKnPfR+TeUNBEIYjtiz2xREhUW5Cpl6sdmtovFv3eqCpHTgLWWlJj7+jZ7ZvOlVpV5GgyasR2wZe7hyIKkOK0dBjHJS66KJlWKHevpwKitRpNPAql88veHtEAzIu00ySxjNSPb427+GT27Q0aKb0NiGxGKMuoMZYzfVBT97hLKKlWnRVW1CVUVX4Y4wi+M+tg3TzxuGpy1htiM0PbZgYSd1K3aH7LFY3JVgcCXJdSEjLMYYl3kqh8WmYlJTYxwJnSQ9PFkQHTMQMfBoSobVEUTj2BCFiskDgoHJZyZr0/x2Jk9lidUjZ0WHiW4T4KpGd3UyyqfjB2zscTq4vfJ1/T/hrbLwHQYc7j85F9mRCOD1kU6jpzcIp4vaM0r3nzPJyxJNu/nfPLT+LFSxHYSa8tzOoROK0jMV19nsXaLZukycP7MwgsFiqIWLlH22yxUX+de58fsDL9ilOy8ENWCiVPy7hBZ8hHe2S0dBRLfKdMsX+VS/T3q4QqOOh0fuZcFR/lUlE/Fn2PB3mKcdtgZfsnXu393Iv+C40BKh7I/R6t8jXq4fKbvfYGTodgMUYWyxGsxX32dZvkqFX+hmN9fUSWQo3xqaolasERnvMZG/xds9j4m1dGpKOqEVPiNeaTjkfZ2Gdz5hEPrHq1BJ9Gkys6LiyelkIXS5LCeI0LiqTKL1Vss1d6iFi69sLYdF1qn9OIH5JNNTAsYA1IJpPPwtapzSzLWhDUH7wmbLHlq6G6lrLxRptzYF1Q0whWU9NgcfMql+rdQ0sFVPlV/gS3x+Yk/w7klTSSFJDUnZU1/iRROEWTxzar3PrYD7usv6ZgtUs5vjmtGyoa+S1nUJmkwL37Xbbqf7eI+wjBPdQYvZkLo2G029B06dnO285yTM7RdXOGhzu9t80pA4VJSNVb8m9SdeXxZRgk1MdqVE0KCSVpGjrZ2QqKoY0kVizS809kZnZINU5iJMuLwbdET5/0Cxbh2/OvJFT4NMc+CXMUX4eye2L9DnvX7NxOF+kZgcXDwAIsVE1NnMamKUfw2S8zcNQ/IbcbYXpAmz4SFXqcIyOcWHRotxe5WzvJll/d/p0S5qlj7OuX2ZylxbB82ehVQqUlcV5Bl5y8xx1UhtWCJy833qfhz+E7lZTfpUJDCwVcVrjR/jao/z2b/U7YHn5/amDdFutll9NFdSrcu47ZrxGr9hStOBIJ6uMJi7U3mK6+fwKzy/EIgkOKbPCJf4MVAUPbaNMuXaZauUgsWJ+W0/UOnL78KqAYLuMqn4s9zZ/f7p1NNRkiUF2B0hk4ijpIoaq3FTNQK4gWy/1Oz5cOoRJRwCb0mV1vfoVFaJXRfXNrQSZCbhF60Tq6LjUajDaNuRmPJJ6w6CLm/sZLGmsFuSutSQLXtIaXAHPRnFCAdUI5AyP3R01iDMQlJPnohKavnNvpzJloCiyVmzJZeAwtL8gqeOJpT/XnFwHTYNg/YNvdJiM5FtZynwWJIiNg2aygcFtTlF7ZTve9cf3bB3dTDpGO3J9WXNh/yltG2IE1qnE5p6V9WKOFSU3Os+m9SdxfwZQmLZZR3GJsBiRmT2wRt930rpJC03VVqTptAHI00LfrVnMq9NaMdDlyS+2H34Vt0cIIWB/49XpskjnALIvMUlBqvOooy9LNHh4aLf0GGHgLWwlefply/5bO46vLH/6zB5v2MhRWXX/1uiB8KPvt5wqc/i2eLHyiUJX4gKNcU1k7SdF7ex3gModugVb5a7NSGl3GUfy4kzYfB1PckkDWapSso6eE7FbaHXxJlPU7LOSbb7jH44AtUNSS8uYJwFfHtTfQoxmb6qZXcdJRAfvTFqxCSufIN5qs3aJWuUvKa5zoV57gQQpDmEf14A20u0gMvcDgIBNVwkVb5NZqlVTxVfmWVJc9CkdbWRJYdrNVs9D4u7pXnqIefDVtUykGAPNo5E0KivBCsxeQvztupSM95vtLEkf6EWH6rSMdxyucyrc5iZ6RJNlFn54ll515EteVSbXm0VwM6DxJ0bomHmq07EYvXS1x5t8qDz0Z8+UEPLAQVRXslYG41LLI14n1lZW5SArfGXPkaoVOjEa6S5ENSfTokyvk7sxNMpeUFLD27gzUGB4eWXMInfILnwPlHIR+3RAzZNg/YMmuvkCTc0jHbKFx8UaImmijhvPK71hZLZlOGtsu6/pqO2STmYSdmTc7A9shtfmEMfwKEskrbvcSSfx2BJLFjBvkuO9kag3yPyAxITYw54C3hCA9PhpRUFY6lNHuYqDguCvVL4Y8xxVGNkaflG/ePeVTS5QIXeHmwFj79WcyNt3yu3PD4wz+p0tnRlCqS1rxi637ORz+OuPPlw3nDfiBYWHYoVyVxZOjunI80VCkcfKfCfOUGC7U3aZYuz/yUXkUEbg1HBYROvVBQjW4zTjucxvgnHIUKfaw2lN66TPj6CuOP75H3Rtg0f2hcPIjRT74i2zmaGbkjfarBPMv1t2mWrhC41RO3/7xCm5wo69GN7p8wELzALxvkJLB+VVRxx4WSDqFbZ6n2DtrkaJvTjzc49rhmLToeFb4kfoj0fEyWPpX4nUK6Hm6ljlOqYPIUHb+4ii1Fek7wTPJeCZd6uMxi7U2W628Vvn/nlFg2JifJR4zT3ZnvVhpr7n8yZOlGiWrb5dIbFfo7KTq3jLoZ9z4a8tbvtLj2rRpZbHADic4M1ZbHa79So7Xss3F7zGBnf70RZd2iipnbwFqDpwK0SQuFyykYCp9b0qQwhNy/WCyGvt0l1iMEgpZaIrClV2pxM11UZCTc118WhMkrJgfPydg1G+Q24w33Vwlt5ZXNnZz2h8UwsHvczT9lz2490QxSkzM0XbTKsNa+kp/3PKDuzDPnXpr5hXSyDe7GH9HNt3jWBLhv/PpyUZhH7xMnjnBRR0gZmppMT19vrMZcLJQv8Arh848SPvpRxBvv+ty45VNvFeqRvW3NX/xfAz7+ScKg+/COTrWueOvbIWFJ0NnVbNzPzkXpHN8ps1x/m5XGtyh73wwVoSM9quEiV+Wv4yife3s/OpLv0tNQfvcqS3/6B6hqiHAUSEH53avPfd3d//FfHJE0EZT8Fjfm/iG1cOlcGPC+SGR6zDjdm5BbF7jA4WAx7I3uUA9WaJauAHyj16VCFFWelutvg4BRujNRZh19IrFGk/R28Oot3Eodv7FA0tksiJNnwK02KS+/hhOUiXYekA5f3D0rhERKDymK4hPWPjynSqEI3BqXGt9mvnoTR54vv85HkeYjxmmH3GRM+ywZa776cZ83frNJqe6y/HqJz3/QJcXQ30n5/AddvvufLHH57SqLr4V8548WiAY5fqgo1V2EgAefjdj6Opq9TydaY5TuUfJajNIOmYkZZ13G6d6pfI5zS5qoSYLOQVgsGQl39CeMGTAvL9EQ8y+phUeHQdOzu2zou+zZDWJ7NnWlTxs5KX27x5f5z1mRr9GUCzi8ennGxfWUsmXusW3W6NndpxrxGjQJEalNMEJfSPmPCV+WCFWxa5jZmJHuk13P0AAAIABJREFUMNR7PI8wcUXw0s+5xZDoEZlJJjI/gS/LOPLwpoS+DPFlODteamKS51T2ucAFzhO0hh/+9Zit9Zw33/Op1BTjoWHtTsYXHyXsbj9OOgtZpOh88tOYta8zPvwgft6m3gtHxZ9nvvI6lxrf/kbu1AZujcXqmyjhcnfvB6T6aLn7jyLvDBn+/GuEI4tySYcksbO9o20MNcKVmZGhOueBwGmgH28yiLdedjMu8AoiyYcMkm1GyQ5lf+5lN+dM4KkSzXCVlfq32Oj/gkxHz3/RIzBZyuDOJ/iNOYLWEvO/9vt0fvH3RFtrPD6uCYRShAuXqb32DrXr7yIdl2jr3uT5Lw6ConywEi653Se+pXAoey2utX+LRrh6Il+8s0Kc9RklOxycg9LIcPcXQ/76f38AwO2f9olHRQxmckt/J+Vv/sU63/mnhhvv1/FLCteXCClIY832nYiP/mqXtY/3zbNLXguJZJhsM073sNYgpUs9WJ6UHD7ZJuW5PdNqsiP7KAyGIT2sKcrCpjahLtt4wn+s2sV5gbGahJiO2WLPbLBntiYeJmdbtu+0YLGkJHTMFoJCOdOUi/g8W0p2npDZhJEdsGs22DMbDG2XjGezzAZNbMekJITn99Y511DCwZlUsMptRmYS8mcMYoKizG8oK0cqOf6ikJMRmxGJGRPICiVVJZBlJM5DKUVPgiNcAlnBl2XAFsex0XNfd4ELnDfsbmuGg5jt9ZwglCSJobunGfbME8mQ0cDw6Ycxm+sZnR3N+r2Xqa4SRaWJyuss1t4kdBunskM7VY/lJiHTMbmOyE1WGFGbwqMJa2Ba+lsUFcSUdIuy606II4s59DTao6RL2W8XlQjzPrvDryYeJ8dDst6h9+8+PPLrsp3Dv6fnlGmULtOuXMeRwen2i47JTUJuUrRJ0SbH2HxWcavoHwsTM3IpJmXWZVGEQCkPR/o40pv00cnWm0UZdMMg3mKQbJ/4c56kHcZkZDp6AZV7xHNTDJ7eLkNukhdSCeq4yHS8f52cAxirGSZbdKP7p06aGKvRJivuGZ2gTYax+eTn5H6ZBMDF/aBm94yjAjwV4soAcUrj2RRSOpS8NgvVm/TjdYZxfuRA2OQZ0eZdxutf4wRlyivXEQiSlW2csEgBd/yQyqUbSMdFBSX8xjzB3Apuqcpo4w7jja9J+6ejXngWHOmjpHtALSio+HMsVt+kVb6C55RPZSwyVhfFF6yepIzbyTwlZ/1bePodry/jfMAw2X3ob0Zbxt2ML37YxRroH0izsRbSSPPZ9zvo3LDxxYjGko9yBGls6G+n3P90yO2fDhj19vu/7BZVWIfpzuxvJSekWbpMnA/QJ/ShObeR3/TmexpGtkdqIyI7IiejJpr4IiyqJZyhgeizYKwhJyW244nC5A49u4s5h2WFj46iVPK2uU9iIzSGhmgTUMKZlGQ9b7C2KCubkjC0XfbMJuv6DhnxoX0lIoYkNiY8oiHpBR5H4dc53bF88vl3RUDVaVFS1RnZ8rIxNj2GukOgKviiREU1KasaA/30CVThUFVtyqqBJ4MiJzffIdZnW17yAhc4LSSxZe3rwy1Ahn3DJz89eYrISSGQOMqnXX6NhepN6uHKiY5nrX0osMhNQpIPiLMBST4g1dEk4Egni9FCoSaFLEqFSh9XhXhOmcCtEjg1XFXCUX6xwyjdE21EONKj7LdZqb9XtE8nZMdUtuW7fYa7R/MmOQoEknqwTLN0mcoJAsCCJLEH+qQgSYo+GZLpqPg2034x2EnAUKwDZFHmXjg40kMpD1cGuE4JX5XxnKJ/poSXFA5KukVltSMYMFoMaT5mmO4QZd1jf96TwlpNnPXpRmunTppIoZirXEceI8XKWE0/2iDV43NDnAyTbcw5M+sdpXt0xmss1m7hSO/IAbS1heG+NumE4C1IiFynZHpMko9I8xGZiWf3kzE5hsLHSADy4H0gXQKnSuDWCNwargxwVIA7qezDCQLvKTwnpB4u0wgvkeno6Klt1pANuwzufop0ParX3qFy5Q2qV2/NhCYqLFO9eovK6k2csFIUFUhj4r0Nup99wHhrDZO+eJWwo/yHKob5ToVW6SpL9bfxnMqRiqIUlWUy9IzMzycp4vlknJwQyZOxsIjDnQlxXJDHUjoP/30y9j2tX6fkcJz1GWdP7qfe1pM3rK2BvfsJg50dvvxRj4VrJRxPEA013c2EvbWpYlWghIOrQqp+kX2yT5oIKt4ctWCRreE3uORwsRcjkainkgwZKXt2g0HeoS2XWJRXaMvlc1NuKyOlMwnMO3aTnOPl351naDQdu8Mg7zIvL7GkrtIU5zNdx6CJGLOuv2bHPGBou0dW+0R2RGqPLge8QAFtMzKb4IkQT4Z4IkThoHk8+BIIqk6Ly8FbePL85LX38x1KssqcdxkQNN0lUpswin70xMWdQODJkFX/Laqq8E2w1rCTrTHSx9/5vcAFLnA0OMqjGixyqfEelWDhVI45SnfojO6xN75LP14n1ykW/Ygx6uO0/EOVsyYlZ5XwKHlNGqVV2pXr1IJFfOdkBL0UDo1whaT6JtpkbJ/CwvFFQAjJYu0W9XD5hEeyaKvpjtfojO/Ri9cZxttok2GZVG2a9Y098O8j7Tnw78MVuQS+UyZw65S9FhV/jkqwQNlrEcjDl/rUJqMb3SdOe9iTkgJP33d4fjtsxt74Hp3o/ilvdQk8p0TFnz+WL01uUu52PqAX3T9WCsaLwDQAPE9I8xHDZJthskPFn8NVwZFeb6wmyYf04w2G8TbDdJdxslvsyk/8J553z4hHH03GMylcArdGu3yVdvk6zdLqqaXcKeGyVHuLKOsd2w9o9OArslGPpLtD881fw28uIL3i/AnpoIL9EFlHQ0ZrX9D97AOGa19gsrPZBHBkQdBOsVC9yULtDUK3ceRjaZMwSnbpRxtFP6d7xFmfVI/QRrPfq4/3rkDgqpDArRK6jWL881tU/Hkq/hzyGSlCmY6I8wHpMUnZLDHsrSd0NxIQk0vR7l+SjnQpuU0Wqm/QmGyEeJN5UwqFI73JZv7JuYFzTZoIJAoHc0AG9iimPid7ZpPIjtg16zTkHDXRIpTVyXHOTvWQ24zIjujbXTpmm6HtEk/UMN9cWHKyWR/siAc05AIN0cYX4UtN2bHWkhAxtF16Zpeu2Sayo2OnR0V2SML5mMBfRYz1gKHu0HJCJIq2u4ImZze9T2ojjNUo4RDICg13gaazRFW1yWwKgkJJ9pKRmDHdfIuN5Cva7iUCWWbBvYIrfHr5JmPdL9oLeCKgopo03AUazhKuDIj1iL3sAf18m8xe+Jlc4AJnASkcqsEi19q/Seg1TrSAitIevWidvdFtRlmHJJuqSuJDzysPhR62eGRszCjdJdUjutEaZa9VpKuUrhF4tWPNpWKi5muUVkn1mGGyTZz3HzMWPDKURAYu0vewWY6J06L08DHgSJ+qP0/Za+PKowV9BzFMtumM19gbfU2U9Ysdch2jTXLkKmWP9s+BHxPFSkKUduiM12bKIM8pU/ZalL0WJa9FyWs+NZVHm5Td0W3i/PCeL9JVlC7Vqb8xT+Vqk2CujFPyEEpgc0Pai4k2Bwzv7NH5xSZpL8YeKPf82usO8wuKH/8gJcseIfWsPvUtvWn603FhrZnthl/g6Uj1iK3Bp0VKzHNIk1wnRHmfYbzNKN1hnHZJssEkdS0h15P0NXv4TV776KPZeGaI0g5bJqEXPSD0GjRLV2iVJyXETxCbCaEo+3OUvTaeKpHqY3hEWks27NG//RHRzgO8arOojhNWEMoFLCZLyaMhaX+PrL9HNuxi8pNXYTksHBUgpYuSHlV/gXb5NSr+3HPVOlPFXZT1GMRb9KIHjNM9knxEbuKJsiSbpFsdJEyeDpNrcpMQZb2ZEm+aihW6Dcp+i5LXphLM40gfKSQWyzDZIc5OWPTEgnlKE6cVyLaHX6ImSphOtO83Y6yeETcnxbklTYAJaaKeq8+w2JlJZ2QHjO2AvuxQtnVCUcYnxBMB7kTef5okirGanIzUJsSMGNshI9tnaHqMbJeUly9JPisUfRAT2SERI4aiQ0nUij4QIR4BjnBemPeMnVCPGRkZCYmNiO2YyA4Z2h4j22Nk+yeaxGM7nvhQ6COXm70ADHWHTrZBVbVwhEdZNVgSilBWZgarUig8UaLqNFHCZaR7jHSXurNAzWm/7I+AQTPSXdaTLxAIGs4CJVXIUEuyRmyGM5LUFT4lWaWkGjjCJTEjOtk66+lXRGbwDUnVu8AvPQRIsf/4ebC2kN6eJSr+PHPlGzTDVZR0jywRt9agTUY/3qAb3ac7XqMXPdj3OTgV2FnwMt1BjbIecdanVbpCJVjAc0rHmnd8t0KjdIn59CYbvY+OF2RIgVMr4a/O4S23cBplhOeQ3Nsh+nKd9P4uSIG30MBplMm2e+T98XPJFE+VaJau4DuVI6W4wH4+fi+6z+7oDp3xHXrRBuYIQd9RYSa5/7mJgWIhLpAo6RK6dQK3TujVKbkNfLdG4FTx3Sq+U0EgMDYvdvejdbL8+f0glMApe7S+tULznWXqb8xRWq7hNUJU6CKkwGpLNkxIdkeM7/eoXG2x97MH9L/aJR8WQd6Vaw5vvu3y0w9SvtH7eL9kyHTE7vA27fJrBG7toXQOY/YD3TjrE2U9oqxbjC1plyQfnEop1ifDom02ec/+LHhO8xGt8lVqwdKkOszRxzMhCr+cij9H2Z8jHd89XgvzjGzQIRt0iL0AJyijghJCqSJQzzN0MiaPhtgT+mEcHaLwu5I+gVNjuf42teD5FcVyk5Jkg4lf0haDeIthsk2SDyfj4vFgMbP56SCkUPhOhSCuE7p1yn6b0C0ee06FfrRB8gTCQkjww2IjIM8seXq4eVS5Ai9QOJ4gjQxZosl0wjDdpjMuI4WiH68XbbZM0s0Ob8PwLJxr0kQiCsmPPZz20GJIiEnsBnt6C08ENMQcNdGkLOqEooIzKWU8VbLIWeC7L718aD1ip5Y4diLtLH5Ov3KbENkxQ9ujZ3cYmM4vtRJhSmAlJmKXdUIqVGWTumxTEXV8G+II97E+mGqL9n0uHj3w/uVuZ1/moZ8GjbY5ESNGts/AdOiZHRKiiVrp5MhJGdshA9OdVHd6/mAf2dFDpllTKEegPInjSpQrkI5AquJbSIEQD5eQs9bOJGnGWKy2mMm3zi06N+jMojNzooAksRFD0z92mltkh2Q8eWdvpLvsZvepqTYVp4krQiqqSVVNyRA768vcZvTzHbbSO4x0F0d4VJ3zURY0tTE72T0EAk1O01nCFT4NdwHB0mw0KT6NRltNbIbsZffZTO+wk907lXYYNKmNGdvBMw11vymoVgStlsR1BVtbmv7gdIKiR9WAraakUhEkiWWvY8he4qnV5IxMDzEZM48KiyElemIp9ePCccAPJZWaxPUEjitQ6slD95MQjSz375zdSVXCpVW+ylz1Bo46fLWrKaw1ZDpimOyy1v0pndFd4vzF+XtMkemIzvge/XiTKO2wVH+HRunSbNF8lOtBICh5LVbq79CLHpDH2dHKnUuBKgeUbl2m9ttvUXrrMk6thPAc+n/3CXoUk97fRShJcH2Z8tuXGX14h/En98i7o2ce2nNKtMpXj9U3xuaMsy5r3Z+yN7rzxMX5WWAaUAySIlCBIpioBovUgiVqwXJRQlkGaJMyiLeJst7zTSwFuBWf+q0Frv7xezTemEd6ijzKyEcpWb+Ya4UQxbmfK1O6VKf17RWChQr2//2M7kcbWGNpz0kuX1WHvk8v8GpAm4xBssUw2aHstwlEFW1zcp2Q6jHjtEN3vEY3WmOU7J5KCfKjoyCEO+O7RFmXOOsjmw5lv43i6CT2FGV/jlqwROeYpMlBmDQmTWPo7z7/yWcET4WEXgPPKbFUewvnKUqig15Oo6RDZ3yXjf7HjNJd9AsjxQoYqyfEWI8OxbhX9trUw0vUwiW60doTlSauJ5m/EuKXFdEgZ+deTBrp5/osB2WH9qWAucsBO/cidu/HjLr5ZFNjEyVdzMRvB4oCFNKpkOrxiVMhzzVpMtWaHAcWQ2Ijtu19dlmfJPp4VGShPgkoEYgQnxKu8IuTOqnZM1VCGPSEGikCuJSYxEaFgoExI9MnYkhm04eIlAsUsFgihsRmzK4p+sATASUqhLJCQJlATFRAeDjCRTEltQoyaxpAHzy/mpzUJqQ2JiUmtQnJRFES2SGafPbcKaFymtgy99gzG0c4D4aM/drkU1TnfOaulpi7VqKxHFCb96m0PMKag192cHyF4xRkyowYyQx5aogHOVE/Z9xLGXczupsx3fWYzoOY7oOYeJRj8uN97jv6E+7p4+e9FzRB/kQVhcXQz3f4ePw9Fr2rNN0VqqqFJ0MEspDR2ZiR7rGb3aeTbTDSHRBFxaPT7suTwGLZydYY6g5VZ455d5Wq08I/UOknMwmRGTLId2bPTczplRqP7Yh7+nMe6K84bAnQVxl/+H7Af/anFa5cVvwP/1Ofv/xXp0NQTyhwAJSE//SPS/z+P/b57POc/+V/G/L1nZenCOrbPT7I/upExzDop5ZTPw5a8w5vvx/we/9hhcvXPap1iVKHv/4+/FHEf/ffbGDOYLqUQlEPV2iElyh7xyNdc5OwO7rD17t/zzjtnHnQoU3K5uBzUh2R5mMuNb91rOMo4RK6DeYq19EmZXiEqi2qHBDevMT8f/6PcOdqmCglur1JcG3xoefZTCNLHv61RWQpIN3sPJM0KXLlS9SCpYd2yA+LUbrHWvcnE8LkfBlrG6vpx5sMk202+p/gqoBGeAlHesRZf+IZ8WxIV1G9Mcet//q3KS1V0XFG7/Nt9n7ygPFGn2yQYHKD8hV+u0z1epvWe8uUVxss/6MbOIHL6G6HbJiSppYktrgepAlncv9d4OzQGd8j9Bo4JZ9evM7u8Cu64/uM0t2ZOurE/jmngCQbsDX8nDgfcHPhH1Px24hjxnpFWsjLVyC/KARujYXqG4hJVaJnKfW1ydjqf8ZG/2O60f2Zj9NZo6jqtMM47bDZ/xhtn5xiF9Yc3vm9Nu/8oxa9rYS/+T/W+fKHPdL42W2utl3e/G6D3/tnq3z4b3f54P/e4tO/K8y0lXRpBCvUwxXUARWTtprbu99jfELT7XNNmgixnwBxvFDJTogPDWRkpOQmZUAHRzgoim8p9lUP+zs3AmZKhiL0NjafLD1zNDm5TcnJz50x1KNY/aN3EY6i87P7jO7sPZTj+qIx3Wmf9kFBPkUMTReFi0IhmZQqK7RFDyl/pucfHlaYGKtngcBUYZKTo8leeGBdVOA5+sQTVB3mr5VYuVVl8fUKtXmfcsMlqLp4JYUXFjXI1VR5ogo3aiGncnaLNYXKZEqe5KkhTwxppEnGmnSkSUY5/Z2E3kbM7lrEl3+/R9Q//C5zseP+4naBDZrEjNhK79LLd3BFcKDOfGHil9uU2IxIzWSH3ML95DO62SYWy0h3edKokJqItfgTtuXdwmDWZiTmcIH1WPf5aPjXhXrEFqWF9XOkjIZCQZJnGbEe4E5Muw4Sr9pmpCYmMSOu/PurLLy/gPKKBUJ/rc/2z7Z58P0Hhz5/BzElqE5TRXCeITxBpelSn3MQfkGanvp7CCiXBe2WolE3OM7LJaMKpcj58b5pLyh++5+U+f3/uMrqNZdytVCbSPns82SNpdcx7G7nbK3nZ1S1szCvW6y9RTVYPLInyDQlZ7P/6YFdu8cJ8LOAsUVqUFElwKdVvnZk00chBI70mK/cYJTsMEr2sIecy7ylJtVfv4kq+fS/9wmjD7/GpjmL/9UfPPZcPYjQwwj/yhyy9Gz1iKMCfKeMUkc36st0xDDeYmfw5STd6PyQ6lNYWygNNRm5idEmQwp1wEvg2ahcaTL3/irlS3WGX++x/cN77PzwHvHuCD3O0JkGYxFKoHyX7seb7PxojeXfvUHz7UWq11ss/PY1tv/+LpvrOZ2O5b/80wp3vsrpdgz6QBN2tjVff/nLMZd8E9GP1jE2Z2fwBeOsQ5z1SfLRC1caHBUWS5ZH9OMNHvR+znLtrWNXMnOUV6SGODUSPToyKSQcFyes4FWbKD9EqKISzGGQDfYYb55c4fIsBG6tKCs8jVGfoMjRJiPOB6z3PmJvdIdhsv2S1ET7sBi0Nc9U0nmB4tKbZdqrAf2dlP52itHPH8OHexmd9YSw4rDyRpk7P9ufB+vBMoFbY2989yHfLosh0ydfR51v0uSUTVwfWnw+7IH1jUbj3RWkr4gedBnf67zUjzslHFL7yA39De0DISGsusxdK7H0eoWVW1VWblVZuFEmKDso93CLRFFYke//IXjy4n+awjPuZeytRdz7sM/ah/0jkSZnAYslMgMic3gpdT/fps+zd0Y1Ob1861htymzMRvrlkV9nMKQ2ItURz4s/9GRCdwKHuXfnKC+VSfrJsUmTC5w+rIVffJLhuoIHG5rB4HyT4mcJIeDGWz6/+t2QW9/yGfQMn/4sobun8XzBr/xWSL9j2LifsbuZ43iCelMxv+Qwv+Swdiflwx/GfPC34zMZ8l0VUA0WaZZWCZzKkV47LSe8N77D1uCzyc7dyw0+Mh3Rix8gegrfqVLx53HU0cyxhVBU/HmqwSL9eJNx+vRS6QfhtGuEN1dIt3sMf/wlgx99jvRdTPT4OdGjGN0fU3rjEtJ79jJzWnL5OCa3UdZjkGy91JK9R4G15sjpQ+XLDRpvLyIdye6P77PxV1/S++xp8+DECPbrPaw2uBWP2s155r9zhe4vNknTYgPizbddKlVJv2vIDwQpX3wqLkiTVxhxPiAbRQghDx00S8fFLdVxS3WU66OzmOHm7QPVcgTScQmbS1ijGe/eP5W2WgxZPmZn8AWhW5v4Xxy9UpgUCk+FlP0WeZSQH4E08epzBO1lgvYyXrVxZNJkuPb5CyVNpr4tz4I2GaNkl53hl2z0f0GU9ia+JQKv3EQqhc4Ssqg/PSiOFxI2VnD8UuEDGQ+JuuvoPOGMdjOAwpukvRKgHMmoWxAh+hCkybif09lISMY5tbZHpbU/B3pOCYBOdO+h8uAWeyrz97kmTS5wgVcZQkKp7nHprSq/+kfL3Pxui9qcj3jOjuyJ3lMUnjzlpoc10N9OUO43P23jVcHtP7/Nnb+4QzgX8t3/9ru/DBk1rxy0gT//1zF//q/Pj7rjvEAIePfXAq7e8BiPLD//Ycxf/Ms+n3+Y0Ggr/vtbK3zxi4R/82cDvv9XIyo1yfW3Ar7zD0v8zh+UWb+b8ZO/G/PB347PhCgP3TrzldePaTCqibM+9zof0IvWXzphMkWSj9gZfUU9XMFVAUq2juQHIIRACZd6sMwo3Dk0aaJKPk6rQv9vPybd6mLTHPwnp9PYLMemOTL0C0PFZ8CVPp4qHbr9BzFK9o6UYvQqIpgrU16tk8c5Ox+s0f9y57mvMZlh+/t3ab6zROOtJepvzOOUXDwPpGRGjISlQtU7e6/gYkJ6tVEYrx5lbFVuQHn+MtXlNwgaC6SjDqPte1hdKASElDhBmdbNX8f8/+y9V5Be6X3e+XtPPl8OndEBOQ0mD4dDcsjhMI0oSiIpUVxZpV3t+mp9txd746pd32zVli9cW7Xl8gbb6y2Vw0qWJZuyJVFMYhpycgIGYRC60Tl9/cWTz3nPXpxGAw000GEADIbCM4XCoPv7Tj5veN7/8zyhf9dIk+xoU5ywQcudo2D2U99jvLqqGOSNOt1gBXZEFgkU3aA4cYLKsafIDY5DKkml3BVpEDntPR3v3cC1SHs/7rLSu8zVtVeJk+sSdqEolAYPoxoWfmeF9jppomomdmWE4ZMvYpX6MiJsbY7F8z/Fay8j4/tXoaKoglxZJw4lTjPC3eHirkxSAi+h14rIl3Ws/PU+JpEhUiRIGbMRMb+OuzHkeEiaPMRD3AMIJfMsefI3hnn8pUH6JnIYOfW+TpLddsTc2S6R93Cl/EGCjCWxGyNjiaLdmySph3iIe4WhUZ1iRWVxJuKP/+8m89Mhbk9i2gphKJEyJY5Suh2J05M0Gy4r8xHtRsLzL+Wzn60mXDh9bwdnilDJGTX6C3szf3XCJkvdc3T95btS1ns3IWXMQvsMplYgZ1TZS8eSt/ophcPMt8/s6PNCCIRQSMMkYxbv9FlVRegqJHJjcH87qIqBpuwtSj5KPML4V9t4X8sZqJaOv9wl9iLSHazEAqSxJOr4xE6AWcshNJUz70RcuXj7iYnv/4qW/D7EbRH5Du2Zc3itZWoHn8AoVO/7MXT9Jdacq9Tz+/f0fVUxsI3qDTLvOyMjTI5R2n8Cuz68ET0cOW0Sz0HKnVWr+I2FPR3v3UFWCbnQfp/F9jmiJGATLSAUCv3jAETu9Uq8XHUf9QNPYZX66K1ehRTMYp36/idpTL2F05jlfkFRBEZOIfQkgbu7eYqMU7x2TLFmoBnXx9EChbI1RE4v40fX04IkkuXuRcLkzqbk2+EhabJDCBTyWpmi1kdOLaEJI7MOlAFu0qYZLRHJuxk9uD1UW8caKFJ5ZAhroISW00lTiLo+7bMLtN5fRAbr5oaGhj1SYWy8hl6yEJpC1PFpv79Ab7pJ1Lo+8LBHyhQP91M81Idiqkg/xlvs0HxvnqDhbGxTqILS0UGKh/uw+gsohobQFBACGSY402u0zy3izrUxqznKJwax91XQiyZCCKJegHN1jdb7C0RtjzRJUQwVo5an75P78RbbBCs9ak+NYVZzoAj8pS5LP7mYOcZvM3D7qKDqgmLd5BO/PcLxz/YzeLiAYe/N5OrDwG2HzJ7tEPofvfHXQ2xGKlPS9Lpfz0PsHA+v2EcIAcWyigBWl2Nmp0KcXpbWJZOUKExRVIGqCWQCMoE4kkxfCeGHPZ78tM3+wwaPPGXxwZngnlYC5406JWtwPeZ1d+RkLEO6wTLL3YtEiceD9tSlSNyoSddfomQPUTD7dr0NQ7WArdPjAAAgAElEQVTIGTWKZj9u2No2xUWGMdL10eoFFPvOJIdWyaPXS0RrHdLgztsVQs1SEveARIYfuXb/fmCDEvuQL4znpXjeg/Us/52BUNDMHIXhQxi5MoqmgxD4zUXctXnCblbxlauPYlWHMPLlbIwgY/zWMr3Fy8g4i9HWcyUKA/uJfAfNymPkKyiqht9ZxVtbIOhk1Vd2bQS7OoxRqGxsK2iv0l24uLEtUkkS+sRejyS6/bskEJilPuqHn0G18iiKQui06cxfJAlcUpmgaDpGvkp+YALNLkCaEgcuvcVJwt4a6W3ICD/u0A2WccMWplZA3WVVoKroWHppx+2IounkRw5hVvpIAhdn/gq9uSvEThsZR5u8MO6E2PlokrogMydf6lxgzbm6Lk/c/F4LQLfLxH6XKMiIAkXVsSuD5CrDdJYu0Z47D0Bx8BC56gidpUs7PwBVxaj3Y+4bQ6/UEIpCEvjEzQbe1UkS19nWaTolC7hQVLHringh2LA3uJGYd6PWRlVpLK9X3qRpclfG2w9Jkx1AQcNWCwyYB6jpI1lUqmIiU0kofXrxGoZisxJM40uH+zHAErpKbl+F/k8fID9WRc3pgACZIqM8/lJ3kwxEr+QoHekHIVBtHdXSQAjMeh5+eolW1yeVKUY1R/nkELXH96EV16UkKViDJfSixeqrUzizLYQisIdKVJ8YpXioDxknqIZKbl8Vo5Yj6vrIIKJ3eRWhCrSiSX68Rm6simpm2ZR5XcUaKCI0hcZrV4mdEEVXMWs5Bl84jDvXonN+ifx4Fb1ooegqqq4htPtbsbFblPpNjn66j8deGqJvIreJBb1fSGJJby1i6VKX6O8IaaLZGlbVojBcyJ6xFMJeSHeuS64vh6IruMsuftNHxhKjaFA5WEHGEnfZxV25IdVGgFEw6D/Vj7vq4iw5hJ2sPF+oAj2vk+vPYZZMNEtDKII0SQmdEG/Vw111kdHdIfWEKjDLJvnBPGbZRNEUYj/GXXKRiaQwUsBddvEaHpGTTVAqByvoeZ3IiWhPtUlluml71cNV9JxOd7a7cT02rqOlYffZ5Ppz6Lms/D72Y/ymT2++RxzEtzRxVs2ifqxOe6pNEiUYeYPcYA5VV0nTlLAb0rrSIvbiTcdyMxQlixUeG9WoVhVsS5Cm4HqS2bmEXC6bjN8OtiUYGFAY6FcpFgS6nn2/15Msr0gWlxMcJ71l7tHfp7BvRGVk+Dq5GYbQbEkuXIzo9W49ZsOAiTGN4SGVMEqZuhqz2pDENyzkahocmNAYG1VJUzhzNqKxJjfGEqWSoF5TqFVVCnmBYQgUBZIEHFeytCxZXkm23P/oPpXBARVVhXfeCykWFAYHVAb6FQxTkMpsGysrkpm55K6tIutGdk09RxIG6Ua8eSrJkjn0W8v83V7K1MWQ5YWYA0cNDh43+RAO7ztCFvU6vGtZDoAbNul4C/T8lQfW6P1azGjHW9gTaaIIDUsrUrFHCWKXJLkzuZF0XYKFNczhOtb+QaJGF6TMxghCIDQFxTbQ+8vYB4fRakW8ywskzp2rdDJJ6d469GwQ/KtNAiRBTBLG6AUTzTYQmrIjM3/F1NDyBoqhEXWzRSZFAcsW1OpKlsx309Ck25GsLD+Yz/vHHbpVID8wQb5/HEXVswZTCCK3k/17HaphodsFNLsIqUQz86i6Rei0CDqrpEmMZuYpDB0iiXxIU4SiIlQNLXBRVG3TtrRN28qhGTnC3hp+p7EhwdkJhKqhWQXMUh2h6ehWET1XJgkzD5Qk8tHtEpXxR9DsAkJRgRSzUEfGEaSSoLt1lG8iI/yoQy9YQVOMXZMmilAzclzs0CNQ1bDqwyimjb86T/P8GzgLU8jwwaoovB1iGeIEayx1ztMLVjaqKTZBZF40UsbEYTa2NfIVzGIfiqbTmjlLb/UqiqqhaCbloaOour3jY8gIk3HM4RFUywahoCYxai5PKiXB3Axx587yJRmnuO2I4npqqGErWXLONk26ognMvEq+opNEKdENaTte1EYRGqZWQCIJ4h5SxllU8w7JsDvhIWmyA5hKjroxxkTuMUzl+kOlikyPa6tFasYwgXSJwmDbFZu7Ab1oUX18H+PfeoKF719g9Xvn6E02SGVKYaJG0HBIvOvHYQ+VUDSFqT9+k84Hy2h5g77n9jP6648QrDp0r6ySeDGVR4apPz2GYmhc+TevEzY9cvsqDHz6ABPffoqw4+OvOghFUH9mgtKxAbz5Npf/6FWQKSMvnaD+7ATBmsPCDy7gzrZQdJXEDel8sEzz9DzubBMZS4ZeOELt6XH2/fojdM4tETvrmnEh0PMmlZNDSD9i7q/PEqz0UG0DLWcQrrkPcJWJwsiJEp/77yaojlh7Ikw2WNPNfwE3cEXr/3M7LXvoJXRXA9ZmPx6dwIeGgPxQntFPjXLwqwex6zZJmNCebPPBf/qAsc+NYZZNJr83ydwrc4SdkNJYiSf/+yeJehGT35tk8vuTG5tTNIXSRInP/M+fYeanM1z+y8ssn84MZlVDpbK/wv4v76d+rE5+MI9macR+THu6zcxPZ5j+8TTu6t3xbdBzOgOPDXDgywfoP9WPZmk4Sw5TP5wiCRKOfvMoV757hZmfzdC81ATg8NcOUzlUoXW5xTv/8h1iL964TpqlcfL3TlKeKPP+v32f+dfmCbvhxu/zQ3nGPjvG+OfGKY2XMt3xosPyO8t88J8+oLfQI/Y3d9J9J/r4zP/0Gd79f9/Fb/pUD1QZf3Ecq2ohY0njQoO3/o+36M51Se5A4tm24Pgxnd//do5nnjIY7FdJJEzPxvz5dzxsS5AkWy+4qirs26fylS9afOEFiyOHNMplhThOuXwl5sc/Dfjr73mcvRAR3mRPceqkzre+meObv2ln7Y8Grbbk9TdD/pd/3ObchVsHJaWiwm981eK3v56j10v5l3/U44d/69Nqr2uKBZRLCt/+nRx/73dzOG7KP/xHLV5+JSQIss8cOaTxmU+ZfOqTJhNjGn11BcMQeF7K9EzC937k8YMf+bx3JrrlnF943uTXX7Ip5BX+wf+wxoljOi99yeKF5036+hSkhMmpmB/+bcC/+ROHufm7Q56mMkUI0DSxaa4rZUakmJYgV7y13ZMJNFcTDh0X1Pu1e8yZCIrWAEWrf1ffutb2ttxZ2t7cA0uYXEMvWKHlzTFcPgXcvj+4HXTVppIfo+Fe3bZsOVxu4Z6dpv5bz1F67jhCU/GuLCB0FaEqqAUbc6yP8vOnKDx+AISg++Yl4uadY4Cza763J0FVdNQ9Sns+Loi6PmHbp3SoD3u4iHHFIli7c98iVAW7P489WEQ1NdoXV0iCGDsn2Dem8sxzJpVqRpykaUZWpymcPR3yg7/+OzJmuM8wy/30HfskvcXLrM2ex1vLpB1C0TZVNrhr87hrC8g4BFKqE49hVfopDEwQuR2SZL3SWwjs2jCtqfdYu/wOqYwzXfgND4a3toDfXCJZ31Zl/BR2dYjC0AEir0u8C9JENWxkHNC6+j5ea4lc3yjFoYOUJx7Bby2RpglmZYC+488x8+p36M5fQtF0yuOnyPeNoSjqbUkTyKrGuv4SRXNgV9cVMgLY0HKInZpJCwUtVwQgaK7QvXp+1/v8qJCmKX7UYc29Ssubu3OlXbru0ZKSLVTXxjBzFUK3TW91ijhw0MwCSeSjaPo60bUz5I6eRCsWCeZm8KYuI6MIvVrDnjhI4ZHHSJNkW9IkjlLW5gLK/SaVQZPaiMXKtEcS3bk/sAsq1SGTUr9BcyHAbV8fnyVpjKYa1HKj+LGDG67hR11qemXHpNqd8JA02QFyWol+cwLtNqVfgsxYraoP4ycOnfjeG5OVjg2Q31+jd6XB0o8v0ptcJVmfyHQ+WEZGmwfI/nKX5juztN5fIGy6CDXrJYdePIZRsTGqOfywS/3pMWQkabxxBW+2jYwTul6EoikMfO4w+dEK9nCJoOGQGymRuCHufBsZJkCKt9wlWO1hj5RR1mNVZZwQrDrZaodMkesO7u3zi9jDJfo/dQBxU4qMUAXOdJPV167iTK0howTR8RGK8sASJgBjj5Y4+uka1WELbYfJOLcghSiQhH5C5CVEQXa+iirQdIFmKJh5DdVQbrtA15zzaEy7W//yVxB23Wbs+TEOvnQQZ9lh5qcz+G0fs2hy6GuHqB2uZSTGXUCapAhFYBQMFt9YxG9llRpmyWTfp/cx/vlxNEvj3J+euyNBsBPoBZ3a0Rqn/uAUSZQw+/IszctNNEujPFGmdrSGXbfvijeKoivYNZtTf3CKwkiB7nyXK9+7glAFlQMV6ifrnCqf4sKfXWDl9K1tnFAFQ08NEbsxSZBw4c8vZNelaCITibviIsPbv7tCwJdetPj2b+d45kmDqemYs+cDmk1JPi/49a/YVMoC2xZs5S35medMfutrNl/4vMXCQsKrr4e02hLDgJPHdX7zazaPPKLzT//PLucvRLQ71zvms+cj/vW/c3jl1YBcTuHXf83ixLGtTS6vod2W/If/6DE0qPH8p03+8PcLTE8nnD0f4bgpuga/+02bz3zKZLUh+Wf/vMe5CzFheH2/n3jK5PlPmZRLCmfORrTbWcx9rarw+CmDb38zx75hlf/1n3RotyXRTWNc04SxMZXf+brNyeM61arCy68EBAFUKwpSprhe5jNyt9DrSoSAUlXlxjFWHKc0lhMOHDXoH9JQVTbFmUJGbGka7KH4Y8dQhIptVLH1Sra6tCtkOvGOv0gvuP0A/0FBGLu4YQs/7mKouR1r+q9BVy1K1tCOPEWi1Q7dNy5iDFWxj45S/81PIv0Qva+MVs5jjvWTBhFqKUe02qH39mXcM1eJu3f2HJFptGeTXUPN7dlE9uMCZ65N+8IypUN97PvKMYSqsPDjy4StrYkT1dKwB4tMfONRaqeGCdsey69cJeoEfOJZg+dftOi0JYeP6vheytJiwuFjGksLcq8FPw+xA2hmDrPUx9LpHxN0rrctqdxMyFvlfnJ941ilPmQSYZbqpFISh/6mNNE0TfHW5gm6a9e3cdNKulnuJ983jlXuz7ZVrAFkMpxdTiBlFBD7IX57mTSJSXyHOHDJ9Y2CoqBZBXSrgN9eJfZ6yCSTufQWr1AYGMdY3/ftECchvWCFJN19W6AIBV21UHYsw8xkSTL0kdHHjSRM6fkrLHXOk2xVYbLxsZTQ7aAaOYr9+0njiNLwURTNoLt8BXnN6FfVUA2LVMa3lU9tBTWfJ3FdnIvnkUFW8RSuLJGGIdbYfhR9+z4lcBMm3+3QP2Gz72iez/zuMD/6o1nay8FtK4oVTXDwqTJPf20QTRcsTbo05q7fw5o9hqnmme+8Tz13AFXo6KpF2R6i6U1vm3C5HR6SJjuALkwKWgXB1iycEAJSBVstYig7L2/6MLD6C+gFE+fqGv5Sl7h3vaGJ41sbnajj48w0iTr+OsGREKy5yDBGMVQ020DRVOyRCkbZQrV1CgfqG52yUc2hF03MWh6jbBOs9kjCBF1TUS0dITJCUzU1FEMjdsIbDMsEqIL8eBV7pIxRthGaglG2KB7uQ7X1jMS5EUIQrLk4082Niplsaw+u1ETVBeOPldn/ZBX9NpHAWyEOJZ3lgNVpl9aCT28txOtERIEkiSRJnDHFipIRJ4om0E0V3VIwcipWUccuauTKOvmqQaFusHTZoTH9q22QdyPqx+rUjmad8uT3JmlebhJ7MXbNRrM1yuPlu2a6KmNJb6GXVZOsuASdgDRJ0XJaJlM5Uad+oo6iKiQf8nnND+YZfGKQ3ECOqe9PMfPzGZxFB9VSif2Y3ECOyqHKXUlksioWI58coXKwQmemw+T3J2lNthBC0FvokSYpw58YZuX0yoas50YIRVDaV2LxrUUW3ljYkOroto7QBLF7e2mOosD4qMqzTxscP6oxu5Dwnb/0OHc+wvVS8jnBJ542+fRzBo+PGpvkeaoC/f0qz3/K5InHdGZnY/7yuz4XL2eyGk2HY0d0vvwFi8ce0fnGb+b4Nz2Hduc6A7G2JvG8iKszMYYhOHFc5/jRO5MmUQxz8wl/80OPQl7w+c9Z/NbXbOIkZepqwoljOl94wUIR8JOfB/z8FwGNtWRTxcj75yIcN5PrLC1Luj1JmkK5LFhekXz20yYnj+scP6Jz+v2Q9k0rMJomqFYEzz1rcvZ8xI9/HjA3l+AH2TXTVGh1JJ3uXSJNUlhdjHEdSaGkMDKhMzcV4buZn8nsVMT+IwYTRwye+kyO99/0cJ0UwxQMjGgM7tPRDYHn3DviW1V0KvY+LL246xjba5IXL2x9LLwyUiRh4tL1l6nY+/ZY1p7H0su4UYv4Doa3aRgTLrVo/fQM4Uob+8AQ+kCFaKUNaiYZkWGMf3oK7+IcztkZ4ra7rQ9HImNiubfqXNuokDfrNJzJ7T/8MYUz26bx7gL1J0fJj5QZ+cIRcsMl3PkOUccnCaJM6aEKtLyBVc+TH61Qf3wEoSm0zi6y+uYMUdenVjeo1hR+8n2fep9KuyV55Wc+k5c0Dh/TKFceGpPfEwiBUFQUzSAJvfUqkps/o6AaFoWhQ2iGjbs6sz6xTVENO1sl39TNp8SBh4zutK2D6FYBtzGLjEPSNEGzCoibdVk7gEwikijYOHYpY1IpM2kQAhQVoajIOEQmMaRpRvYELggl83C5A5I0xAkaJHIPkddCoAgVRWTHsq13RZqS+C5C0xH3ksG/B3DDFh1/CSdcI71DvHKaSnorkxQHD1Edf4xcbZRcZRhnbYbO4kXS9YolTTcxcuXsWdqNXEvJqprSKNxYHUnjGBlHG5LN7eD3Yj54tcmBJ0oceLzEiedrJHHK7LkejTkfpxURR1llq2GrFCoaQ4fzHHm2wvjJAqEvufpeh8XL16skNdUkJaUXrFLP7UesPxuaYu7a22wrfLyelo8IitDQhLGJ5d0KmjB2vdKzV2g5A6EqmTHrDiovEj8ibHubJi3peqOW6ZGzElstb2D2FUAIrP7Cpm10L6/ir3RJgggZSXpTDaz+AvnxKpXH9pHGCfnxKkIVtM8tErvh+rHqFI/0U3t8FGuohKIrCEWgWjpmLQ+K2IjK3XTMbkjU+XiwwIomKA1YjBwvMnBgZ7FpMklxmiGrV13mznaYPt1h6VKP1qKP14m2ld9phoJV1CjUMqKkPGBSGbaojtjMnOmwMvXhXKJ3g2zAZqKaGkkQ3/f7Vjtaw6pZtKfbzL48uyE3cVdchCaoHqlilnafoLEVUpniLDk4S7de35UzKxT3FckP5BHqhycy8gN56sfrBO2ApXeXWHp7adPv7T6b4WeGP/R+AKyqxb5P7wMBq+dWmfvl3AbxGXZDBIKJL0xQniiTH8zfQpoAIKB5qcnsz2e3Tc24EZoGJ47rHD2iI4TgBz9y+S9/7TE9c31QMHk1wbIEzz5tEt5AHug6HD+m8cTjBrat8Cd/1uMv/tJj6QZt/rvvRdiW4NFHDL7yRYuf/Mzn/IVoIwQkiiHqphvkQru9s0m9TOH1N0LKJYUjhzW++KLFyqqkvy/ixRcsxsc1Xnsj5Lvf91hYvHWA88rrAb98jU0+KAC6Bt1uyuiIxtHDGkePaFy6srk6BtbN0BSBpsHPfxHw818Gt1R33E2kKcxMRqytJFTrKkcfMWmvJfhuQuinXDob8PgnbcYOGnz5G0VMS9BsJOTyChOHDcYP6URRyvJ8fM9MYBWhU8ntw9hDfGUsI5ruLEFyf7zJ7gYSGdD1Fyma/cDuFm2EUFCETs6o0gtW7kiaQEacuO9PEy408UbnsfYPoJVyoGmkUUzScfEuLxDMN0haO+t/PoyZa06vUjD7MdQ8UeI98HKqvSBoOLTOLrL8i0lqT+yjdLhO+Vg//nIPv+FsLFApuopRsbD68pi1HFEnoHl2kZXXpuleaUAKmmYQhfDmawGnnjBorkneeCVEKCF//x8UqVQfkib3BCmkMkHGIaqRQ9HMG6JdM6GiUFR0q0CuPkLQXmVt8h1SmSAUFbu+b+vtymRL01KhKOhWnlx1mMjr0LzydpYIIwS5vrG9nUIqbzH2zAKrs3FOmsTIJELRzcyjRYgsrtjOZ1UdWxFFN56KjPGiNjKNSdN0dzHq60eiKGqW8HUHMgGyexG0llHtAlquiJYrEfu9bY1LHwR0/EW6wdK21XmplHSXLqNZhcyctzZK6DbpLk/iNuc3nhuhaAhFxW3OZ9dgh0h6XYRuYI0fIHGya6cYBlq5SuI4SH/7OUDoS2bPOVx5q02532D4cJ5P/c4wcxd6LFxyaC+FhMG6F1NBozposP/xEpUhkyROufpel8l3OjTmrvcfUsYoioKu2qiKjqkVEUIlSaOHRrAPGgTKtsTKXd2fYF2vtv2DkEpJGt3GDACutX4IIWi8Mc3sfz5N99LKLY9YmqSZPCZNWXn5Cvl9FQY/f4SBzx5CehHeUoe1t2eZ/+45Ei97qc3+Agf/4BOkEhpvTLPwgwtEbQ97pMTIV04w8tWTtznm9IGW4twI3VTY/0SF2j4b1djZMxD5CRd/ucbL/26a+fNd4nB7A6QbEYeSXiOk1wjhItn9I/v7Q8jE9wTV0qmeHCQ/Wsad77D0i6n7t3Mg15cDCZ3pziZTUxlLOtMdwk5410iTOyHoBCRBgmqqKHtYzbkZRsHArtm0r7YJ2psnFt6qh7N494gxPadTO1yjNdXCXXY3RVuG3XCj2sSqWVi1W2UPqUxpTbZwVpxdESYAmio4fkxjcEBhtZHwvR8ErDU3v/uTUzGXJyPaHYl1w+4NQ/D0EwYjQwrLK8m6r8jm7zpuytxCwuJSzGOPGvT3KVi2wHE+/EvS7aW89kZIznb4h/9jia//hs0XeyZPPm7w7umQH/3E55evbj3AuVlucw2JhJmZhGZLohuC/j4F/Tbu8p2u5K/+xufKVHxPCRPImpTL5wIefcZiZFzn6KMW598NWF1M8DzJe6+5PP+VPCceN/nibxX59BfzG3Keen8m2Xnrlx4Xz967Kg5V0Slbw3uSbSQypOXNEsUfH2ljnGRJP3spa4esz88ZVQwthxuu7Wyfa13itS7O6Uk2r3aku+53wsQljHc+WL8RumpTsgapFw6w2ru8nnT0K4YU3Lk2F/6fV5n4xqMMvXCIyrEB8mMV8mOVLT+fBBGrb84w+93zrL49t3FPFCWTyAkBhgmWlRla+35GXKd3geh/iK2QEocuQbdBvn+U2O/hNTNPE0XNPE2EECi6QSoTkjgkTWKEomKWBzCLfcTezt8RIQSKZpCukxXy2rZK/VilfpyVq3f9DGOvR+z1MIt1NLuIohkoqkZx8BBJFBL2Wnf8fkpKIsP1uN+UvaQ9ZJ4mCttVpMsopDtzCbM6iFHuozh+jM7U+yT+g9/ud/x5esFOLCBS/O4qSxd+ztrUO+h2Gb+7QhxuTrWJQxe3MUsncPG7qzs+DvfyRYqPPsHA175BuLpCmiSouTyKadF65WeEK4s7OUTiUPL6f14miVJe/MNRyv0GRz9Z4eizlVu6kmvzm8BNmD3b46/+2RTzHzjZ3Ona+UifvFFjrPw4BaMPU83jxR38qIPchkzbCR6SJjtAkkYE0kVVtdtKdAAC6RCl96ekN+r6JFGCva+y4R3yoSBTZJQQtjK/E6OSGWluSbKkmdGYXrLRKzbOdJP5f/EysRuReFF2bN66PEfJSkbzE3WW/vYD2mcXiToeaSLR8iZa4d5PZO8HdFNl/PEypX5zW4Y8q/CBN/9igdPfX2L5srNrwmTrDa9v4saodlRquXH8uIMTrnHPmZSPaMyl5bIEm9iLN03YU5kSe/EmIuVDQ0CunqPvVB/VQ9UsZaaoo1s6Vs0iP5jHa3gbROSHueSqoaLZGomf3HIOSZiQBHdvlizUzKel72QfhaECR79+9IZfZqSKWTbRczq6vUWpbcqGn8mu961AraJi24J2R7K0nBCFt144z01pNiUDA9cJKVWFgQGFfF5heFjln/5vNYIgvWXRaKBfYXxMQ1PBtrNknrtBmgCsNhJeeS3ku9/3+cTTBseO6DRbkj/+Dy6vv3H7yWylLDhyWOfJxwzGRlWqVYV8TmCagnxO4dBBlTDMJju3a1biGOYXk7t2LndECtOXQn7wnS5n3/Z591WPxbmM+ZFJ5nfys+/20A3BZ76cx7KzJB/I7vHsVMSbL7u8+6p3TypNNMXE1svoqr1raU6aSmIZ4ASrRB8Dac41JGmEF7b2Vta+Dksvoe9FWnxzh7MHxElAEDuEsYummru6b9cIn9HKE8SJT8ubJ0oe/InPbpHKlMSPmf/RRVoXlimMVSlMVDGrObS8nklBw4Sw7eEudOhdbeLMtvCWepuSdhbmEy5eiMjnFa5cjDn5qM4/+sdVPDclXxC899beiLeH2B5Ba4XV87+kMHSIgZPPbxggu2vz9JYm8VvL+O1Vgk4DuzrE2HPfIE0ShKYROs1d7UsmMX6nsb6tQcae+yapjBGKRtjbTIwaxTq1Q0+iWwXs+j40K8/IUy8RdBu4qzMbhrXb7lPG+O1lVs7+jOLwQcqjx0gBRVHpLlzCWd4ZUSPTGJlK1F16rlyresnsEq79cOtOM01inPnLGKUqxfFj1B97Hr1UxV28StBcIfF7pEm8/eLPvSqX3AJSxgSJixM0CeOdL5bJOCSUHeLARSbhLdU0kd+ltxpmlVC7kOdEjWU677yBNzOFmsuDEKRhSNLrEq4sZZHDO0SvGfLuD1dZnfU5/HSZkWN5+kYtClUdzVRJZUrgJnTXQhavuFmFybsd5i86BO7m8eaaO4sXdbD1Ml7UJpI+btjCjZp3pW94SJrsAIF0aEVLmEp+yw49TSVJGtOJV/GS+5Pb7cw0yY/XqD2xj/LxIQCilkcKGCULGSYbMXM7RRpL2ueXKEzUqJwaoTe5RtjKkmpUS8eo5TJD116QVTWoAtXUMOt5ikcGkGFMmkgSLyJYczcIEgChKYDYkAfpFZvS0bVCnTkAACAASURBVAEKE3c2h/pYQIBuqwwfKZCvbm9+FHoJq1ddLv6ywez7Hfze3ge720ERClV7lJY/hxPu3NhQKxjkBovYg1kkdOJG+A0Hd6GD1V+gMFoGRaAYalYmvOqAEBglC219Qq2aGr3pJs58BxnGlA7VMco2qqkiFIX25VWChkuaQm6oiD1YQLV0ZJgQNBzcxS6qpVE+3JftS1OJuj7ti6vEbripEuLacyUUsanaSwiBoip3JrK2+JWiKWiGtuX3yuNlBp8YZPgTw4S9kNiPCdc9hQpBAaOw/gzchf40I9gy49mbj0UoYtdeJkKIrArmZg+ha/tbJ5n8tp8RPzfAw6Mz3aF5ubmlNCklRSbyjpHCtz+urGJEU7NIYdeTbNV0xQkEN5EpQghsW0HTsol7GGaRwjffupVVycpqdp8WFpO7WpURBNBoJvR6EtsSVKtZ1cvSsqTdvfVENA1qVYUvvWjxiacMhodVur3MF6TnpDhOiuenjAwrqDel1NyMRGaRylF8fwZw3Y7kwns+Vy+FLM/Hm8ZgSQzn3vVJU2iuxPQN6ZiWIElSem3J5fMB77zisbp4b9o8XbXJGzVURd+1U34sA/yoQ5h425Z3P0iQMsaPusg02nVZO2QTDUsroas2Wr1I6VMn7urxdV//gGjp9qvMKZIwdnHCBkVzAGUrl+c7QFMsStYgw+VTaKpFy53Bi+6c2vBxRCpTvMUuwZpL72oT+2IRo5hJYoUqkJEkcgKCNRdvuZcFA9zUFk9eium0JEGQcu50lsh14lQ29/vgfMLZ9x6SJvcKceDQW5oCBLpdRKxHA4dOCxkFmYQl8unOXyLstbKqkyQhDhxkFCCTzC8CIPZ7dOYvEgfO1pKKNM22tXCJyG2j6Obmba1LhQDSJCLsNYn9HqHbRigasdch8rokUZDNb0Kf7twHmVfJOpLQx13LZB5xkHkXRV6P9sx58v1jaFaeNE2RUYCzMkPo3LnSBLIhU5JGyDRG3cP0VIjN47/y4ccxSreZY6QpVm0IzS5iVPoQqoJVGybqtUgCL5M+bTOI8xsLdKfO7fo494IkjegFy4Sxs7uKiTQlTaLbRsqnSUyc7L4/lkFAuLJE3G6h5gugrJMmjkMa786jKg5T1uZ8emsRraWAvvcsSv0GdlFD1RXSNIsV9joxaws+y1Mea/P+lik7ppYnZ1QxtUKWrCYUcoZAVXTiJPjQ1SYPSZMdwEu6rAbTFLQqOcqoQkNBISVjRaM0wEnatKIl/GRvZaa7hXN1je5wmfoz49SeGkPLG3iLHZApZl8Bb6FD9/IKibdz0kQmkrW3ZtBLFoWDfdSeGcdf7CCjJDMYGyqx9uYMsRehqErmeZKmqLbGwGcPZT2vTDc8LRI/onNhmcSNcKbWMGo25WMDCJGRJoUDdYyKnb3U9/Ba3WtoukKurFMZsTDz2w/4vE7MBy83WLrcw+/eO8IEMs16Tq/ihrtYqRBg9xfof3Ycs5ZDCAhbHp0rKn7DwR4oUH1kCKEqmPUcvak1mmcWs0SZkoWeN9BsHbOWQy+ZIAT+So/6E/swq3bmnWNpKIZK6/wySRDT/8woVl8BxVCJnZDu5Bph20cvW1QfGcyqn8o2Ycsj8SI6U81NkdphLySVKUbR4EavJ6EIzLKJam5FdqakcYpQxS3+I5qlYVWtLUmJvkf6GP/8OIWRAuf/9DzLp5dxlhwiJ2L0+VFUQyU/uHs/ha2QBAmRE2EUDdSbKsr0nH6doLkJ13yOlC1SqayqhbqFUbGMJF7Tw2t4zP58lrlX5rbcduzFRM5djlVPIU6y6hChgK4LhLi1VVCVzPz0pq8SR9l35xYS/uTPXHw/RSa3b1XePxfj7qJt3A62JRgeVNm/XyMFmi2JZQoOH9K4MhXjOJs9PHK24NFTOr/3rRwH9mu8fy7itTcCJq8mrK0lBAH09yn8/f8mz6lHtiFi08yHbTsPpLuJ1pqEta132FhOePUnDmff9hk/bJAvKIRhyupSzMJ0RODfu9be0HIUzL49Gb5FiYcXtT9WhAlkpEOUeCQyIiVB7HpYJzC1ArpqYfRX6PvtT29tFLn+AAtNRWhZ+5FKuV7JkLGUQlUQqpJJa8MY6YcE08t3JE0AIunR8ubWE492V30qhEBVDAZLx9FVC03RaThThLFHIsNfOZ8TGWZphMHq7qWZczMJc+s+Ub1uzNJiwrtvhViWYGUpodt5MEdihgmVikKpotDtpKytJreVNt4vVOsK5XLWtjVWsjb7TkhlQuz3aF09fcfP9Zau0Fu6csfPRF6X9vT72x6jszyFszx15225HdYuvXnHzyShR+vqmc0/C1zcwMVdndn4WZpEBN1Vgl3IPG6GlPGWPi07w+axQe3EsxQnjm/xuew5T5PMmF1RNey+fdh9t/GOuQ3Wzr1+30iTWEa0vUUi+dH4PIp1GdnGKokQCFVDqCoyvP7wK7YN2Ejfz0xid4g0zWQ302e6TJ/Ze/FBxR6hbI2skyMpOimWlidvVOkGyx/6+j0kTXaAQLo0wlkA+s0JKvogpppDpjFO3KYRzjPvf0CQ9JD3Kd0l6vg0354lTVIGXzjE/v/qKbSCSRpL/JUe8987T/fKLhsumdI+twSKoP+5A4x+7ZGM1CCTAzmzLTofLCOUzCT20B8+S/dKg4v//Bd0L6+SphLV1CkfH2T8W09Qe3KMxI9wpltc/dO3GXnpBOPfegKhKQQrDks/u8SKHzH0+aMfF8+9LWEVNeqjNrp5s7v51vC6ERdebmReJPcY13SiKRIFdUfPp2pqFMYqVE8OcuFfvYa31N3wl5GxpPHuPM33F0FA9eQQ+ZESpSP9eKsOiR/TnVxj7ocXyY+W6XtyHwPPjbP23gJ6waTxzjytCytY/XlGv3QEoSk4My0Gn5vg8p+8Q/Ps0vq+sqoFv+FwcaYFAkoH6hT316ieGsZd7m0iTbxVj+rhKqXx0qYqCkVTKI4VMzLlJshYEnQC7HqWsHMjzLJJabyE0G69oYWRAmbZZOHNBeZfn6c7m10f0iz62CzfPclZ2Avxmh6VAxWMkrFJ7mPXbXKDW/s2RG4EAoySsYn4UXSF8kR5S3+XyIloXmxSGCmQktKd77LVfCNNd+9bsB1kmhENrpdiGILBAZWekxLdtJJg24JaVXDjnE4mKSurEsdN6XQk752JmJuL8e4wOU9itqxk2SsmxlW++Zs5nn3a5K13QlYbCV960eLvfSuH56XMzsWEN7zu5bLCr33ZZnxc470zEf/kf+9w+UqckT1pJjkyDJ3o3nKq9wxxBK21hO6bHteqpaXktjGCdwu6miNn1te17btDlGSVJrv143kwkBLLgETGKOruh3UZ2WCQRpJooQlbkMXXqlb1egmtkkeoCtILiFtuJiPQNbRSDqVok0YB0VIT5/wscXP7haQgcljpXqIvfxBLL+76+CGrmKnlJ8ibffQVDjPfOk3LmyXYo1/K3wW4borvJQjxYHtgDo9ofPXrNl/+Wo6f/NDn3//rHotzHx25KRT44q/ZfOmrNnMzMf/2X/W4cvFj2lg/YEjX/7svUNSPSlG+ayQypOsvbWvWfWdsd7a387wUqKUyaZTJbwCEbmAMDGLtG0cxzVtKe92LFwjmZ7ba2j1FImO6wRIN5ypxGm6Q/Skp4UN5zv1DnIY0owXcpMOCchFFaIAklpnfiZ907xthAkAKYcul+c4M/mIbrWih6GoWpeVFeAsdZJA14tP/8V2EKrKf3aBvjbsBF//FL4g6Pv5i9iKkiaQ32SDuBjTfmUUxNBDZ6kbsBDizLVRLxxouoZdsvPk27fOLRN2MaRSKj1GxCZseqqmhmjqJG9I+t0DY9jDKFkJVsmNc7CA0hea7c/jL3WzF1I9xZ5p88H/9DH+ld3e9KO4RzLxKechE0baRgZCZv/ZWQ1Ymb9Xi3QukqaQTLJE3aoxXnqIXrpIiN616d8PlTQZ6esFEMVTCtkfUC4jd6+SEoqtUTgxQOlgjCRNywyUUTSHqhQgg6gWEHZ/YCXEXuwhVwe4v4A/1KIxV0Ismhf1VVFNHqCpCCLScQdjxCW/el6ZQmKhSe3wYGSRZ5UrBIHLCWypAVs6sUJ4oM/D4AEe/cZTVs6uE3ZBcf46JFyco7ivekvYSORFrH6xx4CsHGHh8AGfRobfQwygZDDw6wMizI6i6eks/cs03pTRWojBcQEYSzdIojZUYenqIwnBh62QZACU7Lz2vo2hKJgMyNTRbQ4YSKTd723Tnuyy9s0T/I/2MfXYMoQjaU230nM7ws8MMPj6YkUw3HWR3tkvfiT6qh6uMvzBOe6qNTCSFkQITn5+gMFzAXd3cgbgNl8kfTPLI7z/C8NPDyFDSON8g9mMUTcGsmJTGSqycWaF9tY0M7967mcQpFy/FrK4mjI6qvPiCRWPNxXGuvyOjIyoTYxrlsrIpbSYI4a13Qp55ymB0ROUrXzD593+e3JI0A1m/rut3l/MZGlT41CdNfu0rNlenY37wtz4fXIqYnUv4na/nePFzJquNhL/6G3/jvVOUrNpE08BxUuYXEhw33ZAMaZrgiccM9o3cBb+qjwhpemsq0L2GrphYWmnXEhWAOPEJ4i4fRwY/JTOElenuL/i1a6UqOumKx/L/9+MtP6cULKyxfipfeILeO1dwz00Tzq8hoyxeFEVB0TWMfXXyj4yjFXP4VxZJnO39YRIZ4oQNesEKhpbH3GXy0bVzEGQRyqo9gqHm6AUH6fiLNN1ZvKi1beLEgwgtb6DlMtlq5ISbPEp2i/2HNPr6Fd59M8oI6fQWBc8DCUUFyxYUSwLb3kyaf1QwTMgXBXZOYZeKsoe4T2icfpnO5PYVOXtF0Fy+Z9u+GVLGOEGDeBdtmKqZ5PsnKPYfwMhXUVTtjrLV5Yu/pLN4ccvf6ZUKRv8gaZLQefsNCidOYfT1g6ph9A8St5uZ8qBUJm6uIW4jAb/XUBWNvFFHVy2SGyRWaZqw2DlP8CHVIA9Jkx0iJSWQLoF8cEzGdlqm2Tm/tOXPZZiw9uatTGDcDeh1A3qTW3tg6GUrkzQY6vqLkcW1CEVBL5iY9Tx6yVqXB0WkiSRseoTNrZ3tnanrxlRpIok6Po3Xp+94Tg8SDFul1G+i7MB53ncSOisBbjtC3icPApnGGKqNrZWygXEqN02y/bizOXVgY2Z30/kIsAfyFMYqWP2FjRhDoSrXJTE3eG8IJXsuUpn9QYCMEmInJHZCejNNgoaLamrr+9q8P7Nqkx8rkx8p07nSWH/GxJYZ8K3JFsunl8kN5Bj+xDDF0WIWkysESZRkpsY3IeyELL2zRO1IDbtms/9L+/HX/Myrx1BxGy5hL7yFuGtNtihdLFE7VmPss2MbBIlmawStAHfFRdE2Vx1dq/AoT5Sx6zZ6QacwXEBRFQYeG0DGEhlJOjMdWpdbuA0X0qyCZuX0CsvvLZPrz7H/C/txFrN0GtVSs4qSLdC81KQ0XsKqWYx+ZpT68TpJmKDoCpEbEbSDWwxbo17EypkVFl5foHygzNDTQ5QmSsg4c/ZXDRU9p9Od7dKZ7my5370iTuDs+YhLV2L2T2h85YsWrZbk/IUI10uxLMFTTxg8ekonDNNNtz+KUt4/F/HueyF9dYtf+7KN46Zc+CCm1ZYkCZgmFIuZyarnp5x5P2JldV3CJLIKFtPKSAxdFRSL2cDctrOql2ZLEsUZCeA4kji+5sMCzz1r8rnnTcolwXf+i88rrwXMzCa02inHj+lMjKm89CWbCxdj5uYTPC8limBxKcH3UgYGFJ55yuDKZJZ+UygI9g2rPPWEQV9dvZ9ecx9rCBQ01cTU8nuS58QyJIh3n/z0oCBJ4/Xkib1BVQyEl+Kc2dqw0TowSO7wCHGzh/PeJJ1XLxCv3VpGrU2WEALyp/Zj9JfxzO2HmdckRmvONJZW3Eg+2gv5pQgVQ8tjrGvbC2YfeaNOL1jBDdfwog5B3L0rSQr3A/mxCpUTA2g5k8bbszjTrcxXbg8Y369x9ITO6Xci+IjlLR9npClcOh/zI9Oj2ZC0Ww/+4t7fRfTmLiGUe8dopXvwAtkLZJoQyYAw7u283RIK+foo1X0nyfdNZLJTKdFzZXSrgNdaRKg6mplD0Qx62yQqCVVDK1UyWY4QmIPDCF0nWJzHHBohbreIO230Wh21UELo2/s73gjNEFgFjXxFRzczL7edlgF1V0PW5rM2MU0laZogU7kh0YHsGj6MHH6IjwSJHxOuucS9EHu4TPnEEO5sE6Ep5EbKlE8OYdZyeAtt/NVf/dJY3VLJVY0drX54nYjOSnBfFzMVoRKuR2hm7uKbO5GbY7IjNyQJYjTbwKzlSBOZRU3LFHu4hGrr+A2HlbfmSCXk9pU2Gjc9p2NULMx6jvy+MjKWOPNt3IUOznyH9oVl1t7L3NiTKEEAhfEqqqVjVqxsf+tJTtZgEaNkEXUDmmcWyQ2XKB6sb+lPErQCFl5fII1TJr44Qd/JPmQkaV9tc+W7V8j15bD7NqdDhL2Q5dPL2DWbkU+OUD1Spe+RPrxlj/k35pn52QyaqeGuuptIl5UzK5CCntfpO9mHaqgErYDGBw2mfjCFs+gw8OhAZlS7fp9VU6XvZB/jL4xTPlDedByVQxUqh7LoyLlfzhE5Ed6aR5pmpqytKy0u/PkFxj8/Tt/JPioHKzjLDrM/n8Vddhl6auiWe9ieajP7i1mEIhh6MiM/Ej+hPdnm0l9fIugEmGWTyIs2jFtlLAlaARe/c5Ghp4fY96l9DD01hGqoJGGC3/RpXWkRudEmE16A2I/pLfTwm/6e0nOSBC5djnnz7ZBjRzQee9Tg97+d49LlmJVVSaEgOHFMp1gUzM4mjNxQgZEkMDuX8JOXA2o1hZe+ZPNf/16eK1MxM3MJgZ9SLAqGh1VKBYXzF2NWViQrq1kUrmkKDh7QGB1RsexsJXNsVMM0BH31jNDo61PwvBTXhffeD2k0JIYO42MaX/2KxWOP6Jx+P+Iv/spjciomjuGDixF/9Tcev/etHJ942uClL1n85Xc9pmcSHFfy1jshTz5mMDGu8d/+QYHX3wwIo8zL5NABjTjOCKE9zBv/TkJV9ExmsktPjGtI0mi9fPfjSZpkg8K9T95URc+u3W0m08ZQlfxjB/Anl/CuLG5JmADEqx28K4sY/z977xUjWZaf+f3OuT5sZkS6qsos77vaT3eP6fGGlEiRBBYkpN0VBVGiDKAHPcg86l16FSRoAT0IEESttKvZJYfkkGPYnJme9t1Vbaq6vMtKn+Ejrj9HDzcyy2Vlpa3O7s4PCERkRsSNGzeO/f7///ftqVL62km6F24TTT9eU0trxWL3OnmnQsEdwZSbL3O0zRy2mWMgN04Qt2j6U9S6N2j0JgnTTPMk04LZuZve0pEq+3//KUpHhvj0X7xB1Ao2TJoMjUgOHjZ2x5TNQsPbvw15+7efH5etLyPu1dr4PCNREXHaI9UJa52fhJSU950iX51ApzH1yU+Igw7lseMURg4yf/VtDMsjV9mLk68wf/Uteo1HOCVpjZAGaa+baZVoDYZJ0mzQu3IRb/8hgju38K9fxSgUGfrh7yEdd83fzy0YDIw5jB7MMXY4R37QwnIfn7m/hEtv1alNZTbMiYroRnVa4Ww2ti8HQbIS1s1ilzTZxbqhooTeVJPbPz5H5YVxjvzpS5h5B5Uokm6IP9Xixl+8R+39SaLa+sXKPm8wbYlXMNfkZBJ2ksze6wlFM5VOmG5feGhTfS8eTPdLg4TuZJPmpXkO/P7pzBe97tO5Uadzu4E0JZVn9uGNFJGmRKeaqNMvRxGC8vFh8uNlnAGP+ffvsHhuiqjWY+DkCINP72HoxXG0htblBernZ/DnOsy/c5uRl/ez55uHibsh7Rt1OrcapFHK4Jkx7LKbETdak/RWTk/szna5+dpNpt6eyoRddUYEpElK1IkeIk2yCwR33rzD7NnZTGhVgk40SZiQRin1q3XSKCXx70YU4k7M7Aez1C7VljNKtNLLr6tdrnH1b64uO+pAVgp04xc3uPPGnYfEWe/7Lfoiq/c60CRBwvzH8zSuNbJzFKBTTZqk7Hvl0cJljWsNulNdLv/l5X7WT0ZUxd2YxtUGwhAkvYQkvD9aEjQCbr9+m+n3pu8Tn9WpJo1Tkt7DFs7zH8/z2n//GkmQEPsbC2FqDT/7ZcDiouJP/kmO06csvvMtlzjW3JlO+fufB/i+4sxTFkNDD0/Ib78bMT+fcv7TmFe/7nL0iMlLL9pIQ9DpKObnFRevJPzq9ZC5hYzYWbIr/rM/zfM7P/AQ/SSmQkHguYJjRyz+i//UII5BKU0Uw3/939b5x9+EVKuSP/+P8zz/rM3V6wn/2//eYXo6XS5JSRL4+S8D9owZ/Ad/bPKf/1mBqemUZiug2dS89quQYkHyg++5PPu0xamTecJQMz2tOPdxxL/9ic/v/MDlpRfXF7H5ssIx81jGBmxz+0hVTJIGn1PKZCnCtvHNvxAGhlzBSrwP6TlYg0W6H99AR6v3cR3G6DjBHh1Euo8+5oMI4haL3Rs4ZpGx0ta6+Nhmnmr+MAPeOHHqZwRK7xYNP7Oo3KkCwFbRxanmUVFC53adYG7jgag40gSBxrIgCne2jskudrGLDKmK+jbDa5+dBAKnUCXs1KhPfkJz+hJapdi5Mu7AKK3ZKySRT762l/LeE5RGj5D4bToruTEJQe74KZJmnd6Vi6DSbE0pZZZ5YlkIy0YYBiiV/b3GmjUh4ZnvD/HcD4c48HQJ0xbIFbLJV4PfTnj/bzPSRAqTnF3Bs8r3ZZYonTLZOEeQbC5Lepc02cX6oSHtRdTOThLMtXEqeaRjopVChQlRM8CfaRLVew9FpL+IMEyBnTPWRJokkSLy0ycazFw3u6rBn+sw+8YN3EoOIQVp/3cNGz5z7yjaN+okfgx9gdg0Som7If58B9PNhhVpGXSnWpk2TZQy/+4kdslF9jfiYd0nXOiRBDHzb99CJ+M4gx5hw6d5eYFgoUvU8IlbIYkfoxOVtbEoJW49rBmiU03cje93dhFgOuaqJFXiJ/eRIvfCDx4uKdNKkwQJSbDye9IwJeIBYkfz8LmtFTo75oMZHNKSq/YvFSnCKIQV5ojVskG00hmZ0ls99VQIg6I7Qhi3CcPOijbE60WjoXj/XES7qxgZNsjlBFpDu624ci0hiTVnP4r51esh75+9/xr7vub6zZSeH3DhYkJ1UC7Xv4dRZuO7WFPcnkxpNrPdglJQryv+zV/5fHDuMRtBnYm0XrmWXZdmS/NXfxPw1jsRizXFR+djfP/+36PV1vzsFwG3bqcUC4IPP47p9TKnn25P85s3Qm5NJoyNGriuIE2z7zozm3L5akKvp3nz7Yj5hZTaA241b74TMbegKOQE128kBOEXf6xdDZbhYcq1R7cexGBuguOj38vcGz5n1IlAUPL2YK9TC+ReSCSSVRa6WoMUWJUS0l2dyJN5F3OwsG7RaI2iHcwyL10K7jCeVcaUW0MaSmEgDaOfkeRhGDZ5p8pQ4Qi9qE43WqATLtANa31tmJ3RBgzHQJqSsO4Tt0NUvHFyZ3Za0ahp/vif5bl1PaHR0KT3zCG1BcXN67uCpru4HwKBlBamsDCkjSEtpDCRMtPIkMJECokUBkJIBDK7v++xQCCRj3w+e27A27dlfX5bIA2sfAm7OEgahQQLK7sMbiUyQn+d63ghMCyXMFwk7CySRlm2eRqHfetqgYpDgs4CdqPM0JGXaXuPcG3S4N+4inQ9rOERknaLuLZIGgYgJOHMFLmDR/AOHM4IFSHW5Jzj5g32nyly5ttVDj1fJj9g0a3HtBYiwm5Kuka1/ub83WvTi+vLmTkZgTKIIS160dZoWu2SJrvYEHSqCec7hPNf/PKbx0EaAtNem3NOmmjiUD3R5ZhAYhkeluGuWOvvJ82HBpOkG9HpRnRuPJxWHbdC2ldX1rvxpx9tFda5+egU7e5kk/zeMmhN1Arp3mpkRE3dpzvZfOT71orVMm0+1/gMv5YUBqXcHlo9tsyhIlWwWFMsvv3oye3ajZS33135Od/X3LiZcuPm2jYWSmXExj/+JgTWtyjpdjW/fv3x77l0JeHSlZU3IpN3UiZXcYH4+HzMx+dXJnOuXku4em13g7ME03A2tdguOEMUnKEtPKPPF5Y2LY+C8iOSegd7vIp3bC9pxyeud9BRkqmJSoG0LcxqEe/oXqzRAeL5Jipc30I1TDo0/ElmmucZKR4jb1c3XHK1EoTISlQ9WcazypS1Ikw6dMIF2uE8nWCeMGkTJh2ipEuU+nyWBIruZ0wmvb4I7CZOJQgywvbMczYDg5JmQ5PcQ5pcvRTveNJECCiWJKeflgxUJK6X6aGFgWZhLmVuNqW++PBmS0ioDklGxgwqVQPHzSbPKNS0moqp2wmNhuLBvZ5pwZFjFiNjBrn8A3b3CpJEc/bdiNoKn7mEwYpkeNRgaCQrAZUCokjTaSvuTKY0ampbrdjXAqNPiJiGgyGt/t/WfY9NafdJExtDmkhhIoSREZL9m+gTJw+SIyuRJVLI5dcvP8ddXbydCGmYOIOjFCaOErcbT4Q0USohUeH6ur4GtHooYKjSGJVG2LkySdhFJRFJ1MP2ShjWo8ZZjX/jKlZlCGFmtEEweSuznI9C/BtXyR0+hlWpouIEf/ImcePxJZlu0eTUqxUmniogpeDmhy1ufdKmORcRdBLSNeo+Tl++G7ATSOK0RyOYpuSMLu9tsj3A5tvVLmmyi11sEkIKDHNt23KVKtL4SebECmwzR9kZo+AMYUq3X78t+u61mqnWx3Sj2uMOtP2QYHgWthArWl7uYmdBCIlrDdAzGp/1qexiF5jSWbW8ZBerY4lMeBTiWhv/2gylr52k/OpTGKUc3Q9vkDS76DjJLIcHCxSfP0L+6YMYpRztNy+StlYWgF8NftzixuJb2TkVJQUx1N9cbf28kI1jJVyrAVZ3IQAAIABJREFURDV/CK1TmsEMjd4kdf82LX+aVMUonaC04kkTKKkfk3RChLm2bNbV4LoC24ZbfWKkWLp/I5HL7QBbmsfA9QSHjpi89HWXU2cshkYkUgiaDcU7bwT8+pcB7/w2vM/iXQgolSTPv+Tw6nddnn7OpjyYfddmXXH9aszf/8Tnw/ciZmfS+8qWPE/wg3/X4xvfdpk4aC4fz7IEQoDf0/w3/+UitTceJtCXNLNOP2Px9W+7vPiKQ3XYwDCg01bcvpny9z/p8cE7EXduJcvuadsPcR+JIYWBa5XIWYPk7EFcu4xrFnGsIo5ZwDa8VV1XvkwQholbGaU4cQJ/YeqJfGaq46yMfl1l/Zo47CKExHQKy/9VcYiKQ3KDe0iCDiqNMSzvseUwaae9bDcMENy+cfe5bod4cQEjlwMpiRcX0cnjs6rdnMHRF8oUBi2mLnX5zb+c5sNfLhB2N94RSu4oAJ1wgdHicVKVySFUSwfoRPPE0frno3uxS5rsYhebhBCseTGjFah0fSnLm4EhTCZKz2EadlZOYQ/TCmcwpYNleHSjRT7TdIV7UPtohubF+Uwf5BGlL7vYOdBaEaVdpJBYRo443TnOYrv48mEpbXwXG8PSBupRCCcXaLz2IdZwCWd8iMHvP0f566fRab/cVIAwDGTOQYcx/sVJ6j//gHh+I5mCGqUTJuvn8OMmY6VTVHMHEWL7l6xLZYc5e4Dh4jHipEvDn6LhT9IKZgjiJ2tL7c+26d5pUn1uH3bZw3BM0nBj8+Mn5yJurJKdFvg7X+Tk+a/YjO7JSjevXoo5954il5ecOmPzze95DFQMkgTOvRcR+JmQdr4g+ad/VuCr33QoD0huXU94760UraA6LDl+2mbfhMlrPwv48f/dZX4uZcmIyu9pfvpXPc69G1EelFgO2LbghZccnvuKg7tKRWChKPjdP8jx3R95jOwxmJ5MOfdehFKa6pDBidM2/9F/VmTigM9P/nWPm9eTbXdLk8LEMQsUnGGKzjB5Z6hfwnA3e0QuZ4sY/TFhZ6wRdwKEEEjTQjxB3+usNHh9RILWGr8xi1uo4JVHaE59CmiiXoOo22Do8Et4pTG0TnFLI8Rhl2QThELq91BhAAh0srbxybAE5REbrWH6Spfzv17M5As2Aa0VQhj9jCmbVjBDlPrkneqWaEnukia72MUWQKwx80vrdZLFm4QQAs8u041qhEmHglWlGUyTqIicNUDJGcN4AgvRtSCzIt7ig/bFT6//7DpO2aF2sUYa7EzBv/VCp5raxRrv/c/vsXB+gd7CkyUthMjKvqrFw5RyezPtnH7bDuIWc80LT/R8Pi8QjoM1MIi9bx/B9esk9R2Q5fUFgLlLmmwaq01hyo8Ibs1R+5t38Y7txZkYyvRNPDvLDEwVaa9HcH2G4OYc/qU7hFOL6HjjBHiYtKl1b5KkEb2oQSW3f7lGfTuwlMliChtT2thGDmWVsM08RXeEXlSnF9Uy7ZOoRhC32G4CpX29xuL7k5RPZELqYa1H/fzMhj6229V0NxHF3QnI5SVxmPBv/spneiqh19U4ruDjcxF/+Md5jhyzePEVh08/iQl8zcCg5KlnbV75hoNpCN59I+TXvwxoNhRaw8Cg5OiJmB/+nsdLX3OoLaT85P/r0etmFzhNYfJmyvxs5phmmALDyCzsj520cN2VN8+5vODgEYvv/sgjXxCcey/k178IqNcUSkF5QHL4WMQf/kmeF152WFxQTN7usIYA/bogkJjSJmcPknMq5OxBPGsAx8xjmwUcI49len3SdJcceSyEQJg2bKOV8YPQqHULVWud0p67RtCcJYnuusKFnUVas1dxS8O4pWGENNBpQuP2xwSthTUf3x4ZQ6cpcX0xq3NWWSmQsGyc8QmSZpO0/RjCXAikJYl6KZ1aTLex+WCp0glFu8Le0lP4UYNuVMvIvxWkCTaCnbFb2sXnBoawsgWFsDH6jLS8pxYx65aZy4kiRensluqYRMekOkbx+Z60H8KS5caOhEAKkyBp0wnnSQvH6IQLdKJFCvYQw/kjyB1CmmwXdKq588b2150+aWilad5s0ry5ec2XDX2+VkRJF9O2cawCts7dfW4HW3g+EQiBMM0s4vIAS2oWS9j7xrGGh4imnkx675cBUlhf+LFs+7HKPKY1qhPQfucS4e157H1V7LFBjLyLMCQ6SUm7IdHUIuHkAvHC5lwKlhDELaKkRy+qESc9BnMT5JwKjplHsD0lO0sQQmIISd6pkneqpCohSDLr4pY/TTuYI0w6hEm3L7i+9QRKb7rFwgd3KB4dIj9eZuilCbTWhHWfNIjR6Rp0TjQkfoQhNPmiZO8+AyEz4deZqRTTgkJBopSm1dwZAriPQrOhuPBxzE9+3CWJ+/rEEs5/GPH0czYvvuxw/JSF3Zc3Ghox+No3Hcb3m7z1esBP/7LHu2/erd0xTfjwg4iDR0yefcHh1e96/OoXAYGfleloDWGgH9Icqdce1j+5F4MVyelnbE4+ZfH2GyG//KnP66/dLeExDPjoA8FzLzqcPGPxlVcc/upfdekmeksCa1IY2GYe1yyRswcpuqOU3DHyTgXHLDz+AF8AGG4OYWwtwWrlCpheHmk8wblG6/VnSWhNr56te7W6u+eKgw6dhZuYbp7cwB6kYRJ269QnPyHqPl6HZAnuxEFU6BM/EPSRtkXu8DH8m9dRQQ8jX0THESoMHyrZ0UoT9lKksXVOXr24iW3msaRHrXeJIG5hm3l60ZLA9+bwJV1hiG0RhtypG4VHC+DodbgECCSCnFGiZA1TMofIGWVcmceSLqa0kJho1DJREimfUPUIVIdu0qST1OimDYK0kzGnO0Sd/ouOu7++6NtK2pngn8jKd3ajC7vYCFIVcXvhnf5fD7ahL3ffFpaFWSySNJsPpaqaAwNYAwN03nuXpPnZEF5fRNxNJd/FdiOaqRPNrH2BvVkondAJ5+lGNcrd64yVTzNaPIlt5kDf/c23ey4zpEnerpC3K4wWTxDGbebal5jrXKEdzGa6A1s89ulU0b1Z5+K/eIPjf/YKY986TPW5fcy9dQt/ukXcCTKB2NWOAbSuLJA3E06fsfiTf57HceG1nwX867/oUSgInnrGIgw07761eYeJ7cT1KzEfvBPeR1goBd2OZmFeEUaaSlViGFlbGKxInnnRwXYEly7EnH3vAdH7BOqLGRFz8IjFwcMmwyMGzYbC7238txweNXjmeQvbEVy7HHPlYoL5wI7L72mmJhOOnTIZ22dQLEvCICXeZLaJFCa2mWekeIyRwjEG8hPIbSYYdyK8kQmsQnlLj2k4OZyBIaT15Bx+NHpDdvIqWbkvJ2GHhatvb+qcnL37SFpNuIeQoe+W5o0fIGk2SLsd8idOE9drhNN3SOr3G0iksaIxEzC8P4dXyIjcDXzN+1Dr3aTWu8ndNakmjWNuNd4jXq8D0Qr4kpEmAkfmGPdOUrXHt/TIGs3Vzrs0k3lSvcX5dRuEJVwq9l5GnIN4RvG+5zSKIO1yufMWgXp0TYRAkDMGqNhjVOxxXFnAkg5mP6onMfqCUqL/aqMfnTExhIVr5CnqChUrIdUJiY4I0h6ddJGF8DbtpIZiV79iu6C1ohVmNX2alFrvFhPlZxHCQKOIlI9Su9d/FxuBwLbyFJwhXKt0n4hkmLRZaF35DM/ts4OwLKyhYbwjR+icO0vauj/iHt6ZJF5YIO121lz7u4vHY8mVYRdPBsIyMYoeZjmHMCQqSkjbPdK2/9hN/EahdUonXOB27X0WOzeo5g8wmNtP0R3hSesuSGHgWEXGyqcZzO+nEy5Q792m1r1JmLTXrUHwKOz97lH2fv84dsklt6+MmbfQoxpvtIiKEnT6+Ci0VpqP/qd/4Ol9Lb76qsu7b4a8+FUH15OkKXQ6muOnLNJ055Mm3Y6mXlu5faWJRiswzbttwXEFlaqk11P0upr0EUNuo5bSbikqVcnQqMGd28mmSBMvJzLRVxP+8I/zfOPb7kNkiBAwvt+gPCjpdhIKBUljURHHG/tcISQFZ4Rq/hBDhYO4ZgnbzK1uJf4FxsDRZ8ntPbylxxRSYjo55COdZr4kWErDWgEaTf7EaeyRUXSSkjt0FJ3ED5Emfjvl09frFCs2o4dynHhlgKsftIiDjc8flpGj5I4y6I0TJV1qvVtEqU/JHaPh3yFRwYaPDV8y0kSQRdbzxgAVe++WHltrxW3p7ShrUykkrsxTtoYpmJX7ntNa4RsdTOmAulvvtgSBxBIOg/YeBq0xStYwRbOKIaxVbQmz94r+5xvA/alxSisKZkw+LdFJ6rSTz2c9v5BgWhLLNciVTAxrZ9qkKZ2y0L1JogISFbHYu4EmxTJypCqmF9cJtsgu9lEwHYlXMskP2HglE7dg4hRMLNfAciSmLZGGQBqCvqUPWmlUqkljTRIp4jAl6qUE3ZSwk9BrxvQaMUEnyYR1d/HEYUiToeKRZQFO1x4gijufyebVtCW5AYtCxSY/aGVtLG9ie0bWvkyBlFn7UmnWtpJIEfspoZ/itxJ6jYhuPaZTi0iiDVh7CoH0POw9e3APHMQdn0CFIdHsLGmzQdJo4Bw4gFEoIqREmBbR9B3iWg0d7dyNiuVJilWHQtUmV7ZwiyZOzsByDQxTIE2JEFmfTZOszy7117Cb4Lez/tqtRQTttdsIrhdLtpW72EYIgcw7eIfHcA+MYA0PYOQc6JfnqF5INNcguD5LeGuOtLO5BepKSFRIEkWESZso7dIJFym6I33x1kFsI/dExp+l0h1DWjhmAdcq4VllCs4w7WCWdjBHJ5zfdAayN1pk8KlRDMcia94CYQqcSu5xb12GThXSMakOGVSqkr/+ccTx0xZGfy+dxJloqdY7bw3zIMJQP5LMWDI3uncpJg2wHYiizB74UfxSHEMSa6QE2xGblqwwDIHjZOtCv6dpt1cmty59mrWPO7fSzBJ6A8OjEAa2kaOS38+gN0HJ20PBGe5n3+3833S7YBUGcEpVVBqTRsGWCAoKKbNG9Xm5rkIiDSsjegwrGxsfcepRr0m6RjFYFYZI28Ye3UO8MIdOU2Qu19c6UcSNOuH0FCrwsYZHUcHDc0HQSbjw2zpD+z1GD+d4+Y/GyJUtZq71aM1HBN1svfDYn+2e50vOCHm7Qpz65OwKnXABjabsjtEJ53ZJk11sDEJIDAxMYSOR9+mMSAxcI0/ZHGWfd4KSNYwtV5EIXwcywsXClQWkMNA7Qd9EgJQCaQoMI7uXplx+nG0MBNKQy49NS2DnTLyiyb7TJbySxVrWaV7JZPhgjv3Plrd8s68VxEHK/I0uabykLpNlmiwhSnsESRtT2pm6drK15QHSEFiuxMmZ2DkDJ2+QG7ApjzpU9noURxyKVZtC1cYtWrgFI9vYWtm1RYhMDyd9YPPVSeg2Y7q1mE4tpDEdUJ8KaM2F9FoxYSchaCeEfrojKkOkIXAKBuURFzv3+Y7yLN7q0WvGD6VNSmEykN9PN5gnjLsU3BHacRvL9JBym6cWAU7OwC2aeKWMLKnsc6lM5Kjs8yhWbfIVm1zJwvYMDDtrX0JmC+M01kS9JCNLmjGtuZD6tE9t0mfxVo9OLcJvJfitmMhP15YyKgTCtrEqVeyRUYxCAXtkBJ0kGSnSbGJVqlhDw1n5TqmEkAIdx8SLi48//gMwTEFhyKY8+uixOYkUvUZMeyFcHhPWAjtn4BVNcgMWpWGHoYM5hg/kKY06lIYd8gMZMWU6EtMxEH0yKg0VcagIOgndRky3HtFeiGj0r21zNqDXSgi7CWEnJez1SZQtqeGXOypo8YWDFBg5B+/kBOWvnyJ3cgKj4KLjNBMAlAJhGqQdn+5HN2i9dZHe+Vuo8GFdn81Dk6iIpj9FO5jD6RYYKhxiIDdBwRnGNnJYhvvESraEkH1r1jwD3j5awSyL3RsYHSvTZEl91AYzkIPFHo2L85s6P60USSdEyow4uHEtWRY6FTKz1RVSrGuM+KygFCTrWDupFKIw0y4xzcwmeKXmaFnZuk4piEJ9X9XBRs8zjgGt+fhsxJu/CYjCR593u61o1FKSdf4GhrTwrDJlb5x9A09TdEYxjSdXOrJW3CWMdL/cRJMN/HfJJI3GkNayRuJWII1DolaNYOHOfdoeG4U0bdzhfdjFwS04u+2FNCzs/ABOYQinUMGwXMQqhE9j8hN6tck1HTuuLWBVh8kdOUGYy6OTBKNYxBkZI2k16F66QHDzGgiB1aijgofJGNXXNKlPB+w7WeDZ7w9RGLS4+VGb2es9OrWYOFKPXX8150IWJzMypOAMYUiL2fZlJgaeQ0oDU2dCyFuhebZLmnypIbCEgxTmfamkrpFnxDnI4fyLmMLa8uid0intpNYvGfnsJ2nDEDj5bIOwdMsPZFHV7HH//+W7j92CuRxhFUZGtqxljJ84U2bfqdK2ZEfEYcrMlS5/8d99SHPm0bV7Udoj2iZ7WCdvMnwoI4Umniqx50SRgTEX08mU2ZdchoTIrpeAh66bIMs6MW1w8gYM3l3k6H7NpNZZKm6vGTFzqcP19+pcfafOnQtt0uiz1xZycgaHXhzkW396gImnt7am9knjX/0P5zn/yznC3v0LDo0mUSHdcIEwalN0R6h1blD0xsg527ugMEzB3pNFjrxc4fBLg+w5XsDJmdnGTa7evixHYDng5g2Kw06/PWXRDJ1qIj9l5kqH6+/W+fTXi8xc6RB21lBGoxRpo0Fw7So6inH276f15hvEtdqybVbn3NksWu96uAcPYpbLmENDGyJNcgMWL/3RPr7754ce+ZraHZ9PfjHHm//PJI3ptUVYhITRI3mOf73KyW8NMXwwj50zljN17u3H9yLrsxKnAPmqTXX//f11SfRt7lqX2x81ufFBg8mPWxmhsyXZJztZkPvzD+lYOBPDjP7T72CNDpI2u3Tev0q82ELFKdKxsIZK5E5NUHr1DPbeKjMLbaLZOircvpJlpRP8uMFk/RwzrYsUnCFGiscYKhzBs8oYTzjrTQiDsreHgjPEnvIpJuvnmO9coRNujPiY+sUlpl/bfKmjilOSFzySJCsdWdKxdGzB4aMWuZxgceGzX49tNQJfszCXcuioSb4gMC1WFHAdGJQUi1m50uJ8lvWxGfg9xeJ8SppazExnVsNzM4/etGu9MTHMvD3EWPkUEwPPI6W1o4ljrRWpTlAqQekERfZ46X9apxS9MSzD27LPTLpN2jfOs3D2V4/U+FgPzHyJ4ee+jTx4egvObjshcIpVho++QvXA8xi2y+M2KVG3vmbSpHvxPPnjpyg+/xKD3/wuwjBIez2imTvU3/gV0ez08ronXpxfkaksDzv86M/3s+dojspeBydvcPLrFU58dRCt+rvDNXTDX/3FFD/+H68CWTWDSkOipLMhHZjHYZc0+RJDCIElHQxhkugQEOSNMmPuUcbcw5jCziRzt3ghqkhoJwtEeuOe4JvF4a8M8uzvjuIWLexclsJvWgLDkv2byLIfVnhsLGdFrF94brkMZTsgwHLut42TwmRf6elV1dKnW5/QjTdWJmWYgoG9HntPFNh7qsTQgRzlEQevbC2X4lhuf8O1UdzHR919ZFgaw3SwnjaoTngc/0aV+Rs9rr1T5+bZBo2ZYNOiUhtGP3vJtCW29/nONJGrEIJaKZRWIASm6VAtHsZbJkz6tVZbBQGVfR77ny1z5KVK1tZGHfIDNk7BQBrrHKtWaFfa1BiWZM/xIuURhyMvV5i50uX6e3VuvF+nPh089itppbKIltboNM1WwkIgLIvcyVMYxSJCCMzBCjpJSOobF9Q0LLFq+3ILJsVhB8N6/HXxSiajRwo89f0R9hwvMLjPozhk3yWj1nppH9FftdZIU7LneIHymMPhlwY5+9czXHx9gdkrm/caz8ogvnibvp0Ce0+F4ldPYhQ8Wr/5hM4HVzNCJEpAaTAk0jax36xQ+upJ3EOjlL/1FPV/+JDozvpJwfVCo0hSn3YwR5T0WOhcpeAMU3LHKHt7ca0ihtzeCPzd8UdkZTuixN6BZzJCuXuTufZF4jRcV8mOTvvjyBbg0oWEQlHy5/9VkWdfcDhxSjG+36BSNfj0fMy7b25eKHGnobaY8sE7EXsnTI6dtHnmBYf37vmepgnFkuTkUxblQcntGwnzs+lDbjnrxfys4sP3I175hsOpMxZXL9n87K9XXvMaRnZbD2kiEFTyBxgpnmSocGi5bW9XOY7WmlRFxKlPnAbZvQpI04hERaQ6JlVx3whiiRjJTCG0TlGovguMWso1yf5GZ/2hv6k+MfoDSp67Zd9DpQlp5KPSGP0oQZt1QCcxKg63JGtlOyGkweD4GbzSCL36HRpTF0mjHmqV8+4u3Frz8VPfp3f1MtHiAobrgRToJCH1e8SLC6h7S44fkWno5A0OP1+iNGxjuVkpWUbmru+3v3d9k6iAvF1hb/kMebuCFJIg6RAkrS3RmfpSkSYaSHVCN23SiGf7VrnGsphpdp+lc0rkl8C3fCnTJPOwtqXLiHOIYWf/sgbKSqz10mCnlpxyUGit7ruGUjx6IZ/qhFayQLTJ2rLNoDrhceaHozh5E8uR20dk7AAIcb9blBASy3AxpYNS8bpLKQxbkB+wGdqfozLhMXIoz8iRPCOH8pRGHGzPfCIBXyEEpi0oVGwKFZvq/hyjRwoM7vGoTnjc+KDBnQttwk6y9dnhu0CphEb3FkHURKmEZu8OUpjESY8w7rBVG1hpiOUyuP3Pljnw3ADjp0t4JRPD2tooshACYZBlmZUtqvtzVPfnGNznUp3wuHmuyfTFNt1a9Og2tfR/KZczH4RlYVWrWNWhrPys087q6bbZrty0JPkBC8Nc/ToNH8ox8XSZIy9XOPpyheKwjeVsLdm3tCDyShZeyaI6Dhdem98ynkNrteHIUqpi/LhBL2pszcl8DtHypwlX0beyqiVyx/cR11p0P75B5+w1VPBw5DaarmEWPayhEvkzB2m/d+WJkCawlP0WkEQBvWiRblijEy7QCmbJOxU8awDPKuNapW0v3VnSPCk4VWzDxTbzmIZLrXuTXlTrWxQ/Wdy5nWAY4DiCc+9FmCb4vub61YSz70Zcu/zFE6ZenFe89XrAmedtJg6a/M7ve7iuoNVUaA3lAcnRExbHT1nUFlJ++6uAVlOxWZ6qXkv55MOICx/HjIwafPdHLmhYmO8TMiL7HQYqcvk8Pz4brYk4MaVD3qkyWjpJNX+QnL11mZ1aa5ROidMeUdIjSn2SNCBWQXafBpmuUJrp5KUqJtXxcsaI7hMly2RJf1xeC1EoEFm/0HpLdJ1VmiCiABVujZ4JkO19knjrPHK3CUIIcpW9aJXSnLlM7dZHqNjPgjqPeM+6iCCVkrQaJK3G/WuYdVznoJNw8c0Gjre5cfjmubti+51wAbTGMQsESZtERcTKpxXMbMmY+6UiTUCT6JB6NEWkfExhYUgLExtDWJjSyu6F1Xd/MbNSAWFiCjsrVfkCqfML7maaWNJlwBpjj3uUgjl43yZb64wJTnSM0tnAmJKQqphER1lqHQqJgSksTGn3yRiJxEQKo38tJdlvENNOasSfIWlieQaFin03lf8LCq1TFns3Me6p5ZPCJGcPkLMGEMh1eZebtmRwn8vE02VOfL3KwRcGKI26mFu8ed0IDFNSHHI4+S2HfaeLDB/MA1NMfdoi6CSfXdbJFxRKJ9Q61zP2XmtmG+cpuqMonRLG7S35DNOWFKo2+04V+cof7eXAcwMUh56car0QgtKwQ3HIYeKpEntPNXj/L6e49WGTzmK0YpmdThNQCunYGMUiKggRtoVZqYIUJIs1oplphG0jc/ltPX/DFuQHLaS58hhnWBnpeOrbw5z5wQgHnx/sf+9tPa1l0diFmz2ac1uzedwcaRJR791munl+S87l84g49VclTYyCi1Ut0X7/CtFMfUXCBED5EeGdRaKpGsWvHEN6n42+gkYTJC2CpMVi9zquVaLojjLoTTCQ24dj5jGlgyHtLMjzQHBhK2GbeQYNl6IzimW4zLcv0w7mnrjTYqetufBxzOVPY4ZHDXI5SRxrZmfSTMfjCzhHNuqKc+9HvPWbgG982+WVVx1G9xjM3ElRCqojkqeetgkCzev/GPAPf+cT+JvfYHc7mmuXY37xtz2+/+/keOpZm73jJtevJrRbCgHkC4K9EyathuL9t0POf/R40kQIiWcPMlY6zXDhGK5VXP0Nj0EWBGU5UyRVIVHi040W6YbZrRc3COMWiQp3REn9WhE15hGGSdRpbBlporUmjYKs1GcnZ5sIgWnlCNrztOeuEfe2OCAgBMI0EabVL4e+f+xUYYhOVh/fmnMRP/1fb65JD3I1RPeUjrfDOfy4Rc4eoBvVSFREmHSI0l7fEn5z+JKRJlmWQyOepZlk9aVLk+SSZS4sbaKzCdQUFkWzyohzgBHnEKbYeQJLG0VGmriYwsYx8xzOv0DOKD+kYaJICdIOtegOrWSRblKjp9p9JvmuuNPSVZTCwJQOOaNM0axQMof6YrIeSqcEaZtI9e4Tn93F9kCj6UUPpP8LQTuco+AMcbT6Dea7V9d0LCGzDJ2v/sk4z/3eHmzXwLC3sdxoE8gP2pz67jDV/Tl+9r9cZfKTFr3GzrAC/6JACoOStxc/ahDETZI0pNG7kzlYmAWCuPX4gzwG1QmP098Z5mv//jj5QRtzi7Mf1gOvbHHi1SrVcY9zP53h3R/fob0YPUTGpb0eKggwiyVKX/064eQk4Z1JotkZcseO4ezZQ7J/fyZ6HG9vZNe0JflBO9NcegBCwsCYy6v/fD/Hvl6lOrF2N47NIo4UrdmQ5my4Nr2YNUCtMZq5EjSaIG7T9O9sybl8HqH7qfKPgjAkwjZQvRAdrz53qzhBhRHCtTK3iR2AIG4TJT3q3duY0qbkjjGYG2cgn4nHGsJ6/EE2AYHEMhzGB5/HMYtM1j+gFUxvmTXxWqF1JlCWOyTsAAAgAElEQVQ6O50iRLqspfFFzsb0u5p/+X90uX4l4dXvuDz9vM1Tz9ggoNVQXP405ud/2+PsexGz0+mms0yW0O1o/vYvfW7fTHn56w5f+ZrDK193cDxBmmo6bc30ZMqlCzEfn4vXtAd3zRKV/AH2DTyzZeVmGk07mKXeu02jN0k7nFsutdHLmSJLwq2fH8y+8/NMpDyJt6ycRquUpNcmai4S97YmOLQt0Jo0jTOR7lUy/zcKYVnYw2M4e8eRjvNQ8Ll39RLh1Or6KGmiade2wDnwgWaZqCBzLxNZoN428lRzB6j1bm06WP+lI00gIwFYbaK65weIkJjCJlLB5hlWy8QcLGGNDYFtPdTIoslZkunNqaSvD1l5TsXai2PkyBsDGH2LsqXskno8QyOeoRUv4KdtYhUQ65BEr9LQNUgVECmfblJnUd7Bli55YwBT2ISqR/KEIyxfZjy0kdCg+iSXbeTWrCitFbQXIsJuimEKLG/nlq9JQ+AWTEaO5PnGP9vPW//vJFfeqt3HSO9icxDCoOiNonRCEGcuTFqnuHYJzxqg5U9t4uBw+MVBTn1nmBOvVimNuuvXLNlCiL5+ke0aVPd7PP3DUdyCyTs/nqIx7RMH9/SxNCWanaHxq39EK0Xa66I6HVQU0X7vPYRtZWSJVtnzne2z/DZMiVfslzHdKzEjMlHqZ35nlBPfHKI86mLaT25zG3YTJj9p4rfiLdusqX4q+EawtKh80hvYzxNUnKD8CKtSfGz2iJF3Mct50o6PSlLMkSr2wXFkzkOYBkmtSXj1JqrdxTl+CGtsiLTVQeY8lB+QzC0S357Ge/EMMueh/QCR81DNNvHsPGmzjffMKWTORZgmCEHwySWShTqykCf34hnSRgukREhBUmsST06jOj2UTkhUiPITenGDxd4NXKtMwRmi6IxQcIYxDWfVEuONYCkYZ0mXSm4/AsGt+nt0w4UNpY0LuTbx+SXoVGNaMDRi8PxXbMb2GnieWM40+fhszOSthGgHyprMz6b89C99PjobM3Mnob64cj//+d/6fHwuy9Zo1u++RmtotxRn3w2ZuZPw2s8MHDe7eFGoaTYUk7dSGvWtI0yWPtfvaS5eiKgtprz/Tki+IDHN7Lko0nTbmoX5lIW5dE1ZJpX8AUaLxzGNzWdc+nGTlj9DrXeLXlQjiFuESZc49fm8ESQrQa3RPnc90ElMb+YGcaeJ2omdpQ+tNd3FWzj5CsXRI/it2Sw7Zosm3MKJp7CGRhCmiT08StJsoLXGLJVIGnWEsbbxcysywKUwsVZxjHKtEiV3D81gZpc02W7oJd0OnW6aNLHHx7AmRjEHyxjVMjqI0KnCKORIOz3Sdu+JkiZSSPJGGdcoZBknMou0KJ0SKZ9GPMdCdItGPEM3aa4riqfIjhHhs5RQ4sg8lnSymsClxakUGK6Fd2CYaL5FtNAGIXDHK6goIWl0M8vCXWwIAsmgN44p759gDWnimiXCpLuuFOFeK2b+Zpf5G90tcYXRqm8vnGhUolEq62PGstXzxvVmpBR4BZMjL1doTAV06zE3z355NQu2ClIYWGaOvDNEydtz37goEBS9Pf2xZGNCsE7eoLo/x5kfjnDiG0OMHN5YCYtWWXtSSb999UtpDEtg9NvVRtqWkzMZO1bAyRuEvZQLr80ze7Vzn11n2ungX7n80HvD22sXWtsKCAmWa2DnDAzzrqXo6JE8J785xFPfG6Yynnvi2WJhJ+HWRy389taN7apfV78RGMLc8k3yFw1pOyCaa2DvreAeGiNeaBEvtjIR2CUYEnu4jHdoDGuoRHhrHrTAHKlijY+RNtpgmphDgxnRcf4y1vgY9oFxgvOXM3bynsM5hw8gLJPoxu3+fzTLAe++M5OwLGS5gLV3FBVEGKUC3rOn8T/6FNXuopW6+75l6GUXuU44hyltcnaVojtMwRkhZw/gWmVcs4Bl5PrixlvTR4QQuFaJauEQUdpjpvUJrWAOvQphJ0yJXXLJ7S3jDHoYOQtpyLWTJhrm3rzJnsGIp5+zOXrcxHYEUmaXsVSW2LbAdQXnP9p5Aa1OW/PpJzGffrL6uV26EHPpwsqv0RoW5hQLcwrY/HfMnNn0mvagrYam1Ui4emnj451AkreHGMxNUHRGNtweM82ShE44T6N3h1rvFvXeLZJ1ChR/WaFVStxuELd3+lpSE3XreOUxymPHUHFIHLRI4+iRY03QmiP215Y9Y+/Zh7RtoplpnL3jJO0WaaeFigIML4cwH5+5Z7mSkQPe5tcf3QF0s9pvww/Ds8oUnWEMuflswl3S5AnCPXMUa3yUZHYRa2yIeGoe3elhlAqoOM4iB08QAknRGuo75MjlUptYBdTjaa51P6CXtras7jZUXUJ1v0uCMA2sSoHhHz1D/c3LRAtthCEonN5H0uzRvZRsC2mSxgq/HS/baG4GhiEzS9016KOkiSKNNWmy9ZNTHCjCboq+ZxFrSJN9pTPk7Mr95yxMEhUy07lEmKzDuULD7JUu19+ts+90iczyffXvrLVGq+yaq7RPkqT9zWysiENF1EuJ/JSkbxfs5LKNnpMzsDwDw7zfxWitEFLg5AyOfaNKrxVz53yLJFbbHkTJLJEVYS/Fb++cRahAIM3sOj5K5+IhPHCtDGlTcIeoFo+ScypIaeLZGYEmhYkhbfyo/vAb1wBpCirjHi/+wV6e/uEoA2Pu40+v/zEq7fetWJEmmiRSxEHWrqLePW0rb2J7WfuyHLnctpbcseDxbdq0JZVxj1f/w/0kYUqvGa/Z0vdJQgiBkJmQru0aBGmC5Rqc+f4op783zNCBRxNSSzbMGemU9V2dkhGbmmWyTJDZPCP67mAya2NLpNSD11JrTdBOuf1Rk2CLSnMAkjQk3WDNspQmUmYaZpsKjkiBdG2E2SdgtEb5ETpZR/jakEjLRFgGSImOYpT/6O8lLAPpOaTdANLt2/TEiy38y1MM/uB5ii8cRccJ3Q+vZ+45WoOUSMei+JVj5J87jFH0aL5xAW2YGOUyaI1/7jzCNHGOHMB76hjR1ZtIx4E0Jbx4jbTVhnuulfBcVKuN/8llVKtzt7NLgf/RxexyDZRwDo5jVAcxFhsIKZGFHPH0HOHl6+je4/tloiJawTStYBoQFN0RKrn9VPIHKLl7MGSmc7eUkbTZjDchBLbhsW/gWcKkTRB3CJNHbFakwC57VJ4ZY8+3jzJwahR3OJ+VSz1u7lUKnWrSKKFzu8FTRxt854cu5z+M+OTDmNqiIpcXnH7a4vmvOBSLckeSJjsNQoBhgmFkmTrqCdQ2GdJiuHiEoju64SyTJQccP24y2TjLYuc6fj9LdBdfPAhpYlgOucpe8kP7CTs1krCDSlYWsp+79PqaSRNhmCSNOt1LF3AnDhDcvoF/4ypGocjQD38P6T7eNjo/YPHSvze6aYfJzqd7qb19gHY4vyIhZBketpVHboEm6S5p8gQhLJN0sUn3t2cxBkoEn14j/PQ6spCj+L1XkMXtFQVc8Zwe0C9JSZgJrzPpn6ebND4T3RGdKOqvX0KnChVtzwQ+fbHDb/+v230Bo80da+hAjkMvDlCo2JkV8SpoTAXc+bTN/I3ulguTprFaLp9Z/p9KuNl4/4HaV43WKYkKCdMeSbq+FMP5G11ufNDkpX+S4uSNx37nJFL0GjGz17rUJn0aUwH16ey+14pJQpV5smv6xF22CZNC4OQNSiMOQwdyjJ8pM/5UiZFD6+8ng3tcxs+UGD9TYurT9raX6SSRYvG2z4d/N8utD3fOosS0ZHYtnyoxsOfxhATc3TwvIU4DWr0ZUhVjGg7dYJFOMEfWrjRJ6vfdc9aP4YM5Tn1nmBf/YA9uYX3TU/1OwPSlNtMX28zf6FGf8uk1YpTKSLultiVlRqbZnkGhYjFyqMDosTx7TxXZd6q05qiHNAS5ksXzv78XhOA3/+fNLJNjp2U1C/CKJpZnYDqS469WOfWdocf2I5VqIj9l7lqXxVs9GlMB7cWIXjMm8lPSRKFVZnNuewZO3qQ07FAadRjc51Ed9yitYHecxppuI2LmcodwC/thosJNCb0ZwsI0HOJ0g+SXITGLOQZ+50WcA6NZTXk3oPHz9wkurV0rxR4dJPfUAXInJ5AFj+6H16j/9dsrvlZYJu6RMQZ/92UW/tWviCYXNnbua0A8U6f9xgXcQ2O4+4cYOfQt0t9/maTtQ6oQlolR8jDyLmk3oPvJLVq/OY85Oop9uIp1YJyS5/aJD0Fab6FThU5TVBCSNlsPkz5piur5qHb3LmFiSIxSkfzXXkBYJpgGRiGP6nQRsl9anCSoVgftbyR9XtMNFwniFvOdq7hmiWrhIJXcAYru6BZmJAlMaTFSPE6Shkw2zq74KrvsUX1+Hyf+k5exSx6GayKMtS3+43ZIb7ZDd7JB3A6wbUHga37yY7/vEKORUnD9asLIqIHr7cxy250GNyeoDBuUBiSL8ynxFsgyrAaBwDJcqvnD5KyBDR9H6YSGf4ebtXdoB7NESW8Lz3IXOwpC4JVGkIZF2F7MNNTSFCEMDMtdcZ0i1uGkKaTIHAKlQFhWdpMSlMoer2GMypVNnvvRMLnS5qiIT5Tiwi8uMtu+tGKQP29XGSueIFGb30/ukiZPEEsNSnV6gIYkJW33UH4IppktAJ7k+TwYAUSxEN5iMbpNN2muSpgIU+LsGcTdN4hZ9EApDM+md3OB3vV50k5A4fQ+7KEihmsjTEnn4jTBdB0BlJ47gJFzsuiUZWB4WdqUWfLIHxnFOziMP1mj8+kUaTurS8wdHiF/dIy40UW6FjpOiebb9G7OP1aY7kEs3Orx4d/Nbomt2ZGXBhk9kic/8HhRrtZCyM2zDa68VVvReWMz0AqSMCUK7l4LjaIbLT7g+qT7NnAbKzmLeim1Oz5X36lx6PkBCtX7ox6Rn9JZjFic7FGb9KlPBTSnfTq1GL8V43cSgnZ2i8N0VfLIMAW1Oz5z17vcOd/m8oTH2LECx76WCXI6+bX1GdOWVMc9Tn5ziNqkv+2kSRormrMBV95cxNoki75VMG3J4B6PfaeLWO7jJzS/HTN1oU1jJljO0sigSdKAbrDIYvsqQdTC71u1Zqm/mQr/eiBEJt577GtVznxvhPzg2gTuuo2I+es9bn3UZPZyh9qkT3sxpNeI++3r0Y1LGgLbkyze9rn1cZPBN11GjuQ58OwAY8cLlEdWJ5WW7ImH9nsceXmQhRtdrrxVu4+03AkQgFuyKA7Z5AYsvvKHexk+mMdyH26XaaJozYXMXOkweyUjS5avZych6qXEocqyxvoZJ9LMyp1MW+LkDJyCiVc0yQ1YlIZdBvZkds3DB/MUh226tYjFWz2iXorewjEwyzTZ2KJIIDCkhWV4xGnIhrKkXBvnyB6MvEs0vUhwdfr/Z+/Nniy58vu+zzm53bz7rX3tFb1gBwYYzAxmIYfiUBqGTMlBy37Qm0Pv9h/hVz04HKFQOLxEOKSwLMkiZVIUORpyhuAswGDQABpLN3qv7tqr7r7kes7xQ1Yvha69q3qZwTcC0Yi6efPmzcx78pzv7/f9fjFJSlrfnyGy6g4Ib62AMRTfOo9d3t6g1yhNst6h++4lVOdoF0A6TogWGzT+4n0KLx7HPz2JM17FLeQyHzStMXFKcG2J4Mo8/c9ukzR7iGIZ3Q/QzTbh5euYKJMlmyDEhBsEldbbdMlsuJQ+YPYgC3mcyTGE65CsrGPSBHd2auOSCSBzNTWP4G6qTYpWKYkKidIeiRrQCZcpuqOU/UnKuTFcu/hIlcu7HicFb4RqfprG4DZB0n6oUlo8VmX49WnyE2XC9T6NTxbpXKuTDmKmfv8sbtmjfWWNztV1DOBVfQozVarnxwiWu6x/cIe1924TrvcJBhadtkYISFNDEoNlGQoFQb9vDiU15jcJYxMWZ19wEEASZ+lCric4+7zD17/pEUeGX/5dSKtxtLIW1y5Q8afwnfKBJAZ353nNwR2WO5doB4uk6hB8Go8AWef70ZJ3wnYoTJ5E7kFCshOSXotg7ek0Dzda05z/lO7ajT2/J2gv73nbpNlAhyEISbSyhH/8FLnZ46BN9jzYg8l9GmnW5gJyxZ3nyNISOF7mz1YacrA9SdhT3LnUpbkY8cVHAau9fjZ+biExM8awIuSGV8+j4SvS5DFCD4KMmbMsdG+ANVLDf+k5jNZI136i9uXaKCI9YDWao52sodn5hheWhTtapnh+CrvgES42cYdLsMEuBnPrFJ4bxy756ERh512MNkjHIu1HlF6aRYcJKkiQOefe+4QlsYoepRdnEI5FcHv9HmmSmxmm+tZp2h/dQgiBCmJkJzhQPuaglRxamkptyicJ9QNJQtsj6iuaiyHLV3qHTprsBMfK4Uh/yypZP67vyxzJGOiuR3z+N2uMzObJV11Uoum3ErrrEa3FkPXbA1Zv9lm7OaAxP6C7frBSjEoNQScl6KTUbwfc+azD3EdtgnbCmW8NM3muhF+29/SQLQ17nP76EB//5fK2cbGHBaMh6imi3uEbkR0EQsDQbJ5jL7sMzeR37eKIB4r1uQEf/cUyjTsBOt18rgyGRIW0+vMPySJsK4dru8T7kH1ZjuT4qxXOfmuYqefLO257t/OltRSy8HmHa+82uP5+g+ZiuC8yTCtD2FOEvYD6nYCFzzsULriszwWc/fYwJ16vMjzjZ34GO9xfXsFm8myJl/9gnPXbA9ZvD1DxA+dLyEz28YRMRoUQFGsu0y+UGT2e58TXag91h6lU02skrM/1Wfy8y9zFNouXOqzfCQ5MbAiRkTVD0z5jpwpMni0yeqLAoJMw/1nnnn/RYSHR4YEMNe/Cki6OlUfQ3t9iwpY4tRLesTHyr5zCqhRQ8+uk9U5mhDrYOCYpcUbKWJVC9swzGemRrrdJGt17pIHqBuhgGdXp45+d2fozhcAq57GrBayin0mAtiAdrJKPXSuiwwRZyCF9F4Eg7Q5IG110fx9dNSaLE+5duE5a7xLNr+PNjGAVfYQtMXFK2skIn/DmMvFyM4sybXdI1xuInIfuDTBxgklSdH+w4TeyPwjLQuS8rMikFCaIMEEW6334yOQM3WiVXrROy16gGq8TJrOUcuP4Tg3Xzj8SeeJaPkVvlKHCMVY6l0m+5ESanyxTOTOCARqfLLHys5s0Pl0i6UVUzo1ipio0P11m4cdXMKnGGy5Qfm4YozRCCnSs6N1uosKUNJX4ecH3/yDH8qIiCAyuK5ictpiYsui2NW+9fZ+wbjY0Vy//9nrKDQ1L3njLpTYswQi0BseF4ydtbFvw8QcRf/c3Ic3G0Y7trl2klp/Flt6XCmB7gzGaKO2x3rtJvXfzUBaPRwOx8f2OljSxHI/K6Vew/eIj7ae3cO2pJU0wmu7q3gmT/SJcuJ0R5UlMcOsGhefO4taG0WlKuDhP2tnd82XQTvnwr1Z3NaG37MyEv1B1GJ7JMXrCx8tb9BoJn/+swY2POvTj7FkmhYVj+Xh2ESksjNEondCL1g7FauIr0uQxIllcQzg2wraIr9/B//pLFH/nTUwYk6410P0nN5AlOqSdrNBOlh/yHdkJRhkGt+us/qcPyU3XqL55muqbp8AY7LLP4MYqnY9v4wwXGfm9l3CHivSvL4MQNH91nXi5TeHsBN545omQNPs0372GPzNM2tl8PmTOQTgWvc8WCJea6PAr7e1uEGyYzuVPUM1N4li5e6/cxbX6z2iHS/vab7+VcOmna7z8g3Eq4x6DdsKN95tc/lmdO5+0j8zfIQkUazf7/PT/mKO5GPLWH09z8o0aSLMrcZIr2Yw/V6AynqO5EB6qn8LTDidncfy1Ct/+p8eoTHjb+sKYDXPF1krI9feafPBnSyTBdhNCQ5R04YG4doCCN4xrF1jrXNnTsQmZXZvX/2iK2VcqO8q97vrjxIHi8jvrfPiflrh14XAM2VRi6KxGfPjnS6ze6NNZjfj2Pz2G40l268ivjOc4950Rrvy8TtBO6azdX7zbtoe0HOKo+0SIcSGhMplj/LkCk+dLWPb9St5dAmrQTrj+qwa//pNFbn3Y3JwGdEAYA0E7YaGdeQl9KKA86uEV7Kxz6ZBPRZwOSFR4j7zeb7XSlh45u0RXLO/rMsmcS/6lE5TffhFnooawLLyZUXKnJwmuLtB97zLx/DrStSm8dor8yydxx2oYrTCxovPzz+j84nP0PghWYUlyJycovHYa/+wMznCZhX/+7wmubI549I6NUXzrHMlKC+/4KO74EEIKBpdu033vMuGNLSqLu/k3G5MRI7dW9nSsqtkhXWvgTI1T+PabCEuStjrEN+9k5q+p2tbzxSQp5kskgh4EqHoT681X8KtldH8AqUJH8b3uEhMn7BpFsk8YNFHaZaVziXrvBrX8LJOVlxgunMC2co9UIfedKqPFs9R7tx6Sh7lVn9xoER0rFn9yjbVf3b7n86YilXXtGIMKEpJuRNQY0LvVIO3GHPtHLzL+7ZP0bjZY/3AB14PTZ2x+8Ic+raYmjgyOKxgaljTqml5X841ve/fqUO+/G/HP/6dHj45/ViEEeJ7k/Isuw6MSyxKEA8PSguKdvwn4+U9CLn169PNQzy5Q8acP1mViDEon1Hu3aAV3CNOn93reJUyOvNPEcSnOnsEtD+2+cfYOEOL+0KizGOY0eobkTUJk5sF3n/2PGMEczt289/+q1yWpr2L5BZCSpLGOSXb/XfSaCb/493vvbgEojTi88cMxvv5fjXPytTIf/5d1gs79ubxrF6j5M4wUTuJaeVId0w1XWe1dy+YHj2h2/BVp8hgRXZ0DIdBhRHj5Jmmzg12rZDfZyjqq/uTcmEM9YCW8RbzPSp0aRKheBMaQNLMBxBku4o6W8WeHyU3WKJydRNgWQkqSfoiV90hafXSUoKKEpNHfskr2ELRGhzFxo/dVos4eIYXNTPkVhBC0wkVi9fAgHyb7z5rXqSHoprz37+a58GeLtFZCevWYoJ0SDY7+2qhUc+3dBgioTeUojXhbyg2+DGkJJs+WqN8JfqtIkxe+P8qrf3+c2lQOaxfPjn4z4fLfrvP+nyyQRg8/WO0N4i1VEZ5Teqh7qZAbwbXy7DUHrDKe49y3h5k8U8TfTdu60eX0y38zz5VfrLN6Yx8mxvvA2s0+F/9qBZVo3vhHUwxN725q5voWr/5wnF493kSaDE28QGnoGCtzvyboraHSx2sYKy3B2beHN+RIm69VGmtaiyG/+n8XuPKLOo35gHQHSdMjwUC/mXmiHEVXeKIGJGqAMeqeYed+4FgeOafEfqucehDR++Aq8XKT4htnkL5HdGeVwSc30UGM2iBDdJIy+HSO4IsNYkNKSm+ewSrm8E9P0v9471VBoxTBlQWS9TbJSpPhf/ztbbeVnkP++WP0PrhC8z//GpRGRzGq8zBJIxwbu1bMZMNRsjkZ5xGQLK2i2t2NeGAwqcJEESaK6b//8bbxlN2//sVDk28TJyRLa7T/448ekOGQzQ8G2Xdq/qs/JV1vHMqxb4VUxzQH8wRJm+bgNhOVF6jkprDEwabUtuVR9Ibx3SqJCjZ1TFmejXQswvU+SSfMjHc3YDYM5e2cs6njVqeKxsVFai9PkJ8sM/HdU3Ru1Pnkww69jiaXE6Qq64gUAmwH0pQsbvcBxnB97bc7TeXWjZR/9b93+ZN/K3FssntXZ1HB3Y6h2zn68yOwcK08BXfowH46qQpZ6X7BIG4e8tEdHgQSS7oH6qTZL0ya0Fu4jt3cmfgVwkLaLna+gFOsYjkeOg7pzV8lbCzTXzy6To7DhLQ9cpUxvHwV2yugdUp3+SpJmHnPCcvJSHydHriwowYDdBhtjO9HN7cetFI++9vM3uCP/seTvPC9IfrthEs/y+7tkfwJck6Jpc4lEhViSZu8U2O2+hq3mu8TJI+2zv6KNHmMeLCTRKcByfwK6VoDIS1Ub8ChBsTvA8qkhKpHK1ned/uSdCykawEC6dmAQYcJOoyzykezT/9q1sWgNjpD7EIO6doIKRGWQLj23hQ2xmCUybRyT1DKdOgQAst38IbyOGU/a93eBd1rq6Sd3RdfQkhyTolutEpjcHvL9vWD5pZrZbj9SRujDWEv3RS5euQw0K1H3Pmkw8d/ucKr/2CCoZndF7bSEowcz1OsOazd3HXzR0Y+nxkTBk+oiczNW0yeLXL+eyPMvFjZkVjS2qBizec/WeXy361RvzPY0m+mkBsBA71wjYnqCwjkpvuq5I9vSFF2jxyWFgzP+Lz0g3HKoy6WvfOEqbkUcu3dBpfeWWN9bnBk3jRxoFi71eeTHxtGTxawPUl5ZPvEAiEyz5iZFytMnGmycKlDv5mNd65fIVccRasEc9juz3uAkILi0MMeMfFAsTbX54P/uMSVn69nsqIj/g1n+z+az9BGbXhQ9A9EfjiWj+9Us0n7fg5RG1RnQGI1UK0eJklJ1trEC/VNmwkhkL6LM1ZF+i4YcMaq6DjF2qfvCQb0ICTVmrSxC+mtsuOLlxpEt1czImSbn6Y9VKT2914jXm4SXFvMIoM34E4OkTsxTji3kkl79tHpaaIYFW0t0dTt7Y9f1bdY5BmDiWPSle1Nb5PFvXXBHByGVIf0oxil46zqXIoYKZ5EYO27Up61lOcoeWOESZs0vj+eCplV3k2qs+LSA9dNJykgcIru5vRFA3EnJKwP0ImifGYE23dYvaXotPc+Bu2hWPwbjWBgCAYKnkAgwl24diY12Gzmv3ckKqAXrdOP6/s2/X+ckMJ6ZKnbXqHikNaVC7t7mgiJlBbS9XCKNfyxGXLDE1ieT9xuEDVWj/xYHwVC2uSHpimNnSRfm8Z2fSzHIw46BM0l0jjE8UsUR45jdEq/foeotzey2T99BqdS2/b14M4cydrhj8MqNTSXQhav9hl0UiZP5xk7kb9HmljSQemUTrhMqmOksJHCYrhw/FA6mL4iTR4jRD6r0N6NwDNxkrWRArLgb1RfjtiGe9BHKLIAACAASURBVAskOiJUXQK9/44DK+8hbAv/+AjeRAWjDcGtNaKlFtFKm6TeJVzIbmY1iBGWwIxWKOY9vMkq0rHwxsuZTlkKrLyHO1rCrviZqdlYGZOozKH/NxDCljgVn9KZMQonhsmNlrAL7pbzfQOgDDpOieq9PZEmmSY7IUp7BEn70OKj76JXf/z3610YDe2VkI/+YpmZl8qUx7xdtZFCCmrTOfzKUejfH/gcAZYFM7MWcWy4dfPxT7psTzI07fPqDyc48XqV8tj2i35jIOqlrFzvcfFHK9z5pLPtAtoSDgiDFBYlfxylk3tGsJA9tNI9+mAUqi4TZ4qcfL26q2FuEioWL3e5+FfLrN7oH11HxAbigWL5iy5Xfl6nOOxSGs4mrds9eKUlKI96TJwpMnqyQL+5cU6MwWhFmoZPhDTZClobGosBX/y8zoU/W2LQTjZFlT+rSFRImHRw7QLWPiffjuXju1WksFEc8rgmBbKQw39+Fme4nCUZpAqrlId+eK8D4yj4JJ2mpGvtzBvs7jXe5nPsapHq77zM4PI8qhtsIk282RGqv/cqzb/+EB3EX8ljySQ7QdJmtXcVbRSeXaToDWOJ/S9whbAo5cZoh4ubOgK0ytLlLP/h1Jw0SDIJyXABsQXhrMIEnWj8sRLCsdAKogiiMJPlOU6WBOP7gn7PEAzMYauajhwCgSUcfFlEIDEYtEkZ6O6+W/ElFhILRfrIbfyHBdcu4tnFAy/4YtWnEy5tGL8+Hd9pK0hh4dmFA3UJ7hcmTejPX9vXeyzPpzD9HNWzr5OfOIGdL23bIfd0QJArjVCdOk9l6hxCWGgV4/hlbK+A5eQQQmJ7BQrDx3ByBdJosGfSxB0Zx5uceuDjBMJ2kK6HUYq02zkS0gQgTTKvw14zoTziUh65P94qo5DCxrH8e51LlnAwxuBZRYyjUTolVgfrUv6KNHmMcI9NgjFEX9za/IKUuKdmUM0OyfxRV0geRqT7ByJMAKRn4x8fITdZxS77tH51neZ714nXuxTOdCmcmaDyxikA+teW6Vy8Q7iY/Shrb5/FRClpP0S4EuFk5Mvw91+geHYKHSe4IyX6V5dp//rZaIPbL5yKT+3VGU7+92/jjRSR9g6DsDGkQUK43Mb+0aU97d8YQ5h2kcLGd8r04vrub3qGEA+yhfTazQFjJ4tUxrcnBiBb2FbGc7vLQB4RlgWViuDNrzu020+GNCmPeJx6s8ab/2hqT/G99TsBP/nfbnHn086O0qVGL2vRsaRLszdHN1ihE9z3xBkpnyHv1tjLCnDyfIljr1ZxC7tPPjprEXMftvjiZ4/vHjYGPv/pGmMnC5x6o8Ze1uGTZ0sce7lyz2sliQckUQ/Pr6CSEKWfvCxMxZobv27y7v8zz6AdH3r8+ZNCqkKCpEXJH9/3e23p4TsVHCtHqqNDNe6VnoM7UaP0rRfpvHOR9k8vgtaUf+cVnJHKoX3OljCZXGMvRuXCltiVAibOukUfhF0t4p+Zonvh2mNP+nvaEad96v1bGAzPjX6PvHsA0gRJ3h3CtTZ3TKowRUUp3lAey7U2kWtJOwRjKMxUsDw7Y+sfuM5ZwpdA2BIhoFKTlMqS+TlFmhrKVcnpMzanzzh88nHM9aspQf/ZIk8tbMrWEKdyr2PjoFH0VItr4QfEZn9dtK7I4csSA90hMdGOCZKPC67l41i7d9Fuhzgd0AlX0E/Bc2cnSGmTs8uHGOl9uFBRQG/+CjqJKEydojR7hrTfJm4/nXNqIS2Gjr1CaewkSdBl6dI7hJ1VRp97i5GTb9zbLg17BO0VSqPfwPYKe95/cPMq8fIDJri2g1MbxpuYIu11Uf3eYX6dLaGVwfUt3AfSIKWQlHPjFLxhorSPIz1cu4AjXcaKz5HqmCBps9j59ECfeSRPPo0moMc1dZHb6osD7ycmIjA99FPMju4H7sw4GB4mTSyJd+4k8a2FJ0SaDAjUwW7wuN4jWmrR/ngOaUmS9oCkNQBjaF24SffyItLJBkHVj0h7mSZ39T99iHAs0AajsvSgpNlHxykrf3aBeuEzjDaZzGcQk7QHtD+co3999Z7M5zcB+dkaw986heU71N+7SffyCjpWzP63b9C7vkr7syWMNpTOjpEbKxE3Bsz/6UcM7uxRmyoErpVnyD/GROk8UdpDG8WDC9q51gW60dPdZrgblq50mTy7O2mCgHzFeUimMjNr8cKLNs8/76CNYW1Nc+1KysWPE159zeHseYdKRWSO+R/FfHIxodsx/PE/8fFyWVxjtSpYnNcsLiqUNnz3ex4vvewQBoahIcm1aylXr6SUy4K/9wMPy8oqfOtrmh//KKRe17z+NYevvemytKQolyXBICNcPv4oJt5H8TtfdTjz7WG+/sfTmY/FLkWq+U/bfPLjVeY+au3Z60XphPXu9YdafrvBMoNob9WK6fMlZl4q76mKdu3dBrcvtve038NE2ElYvdVn+WqXiTOlXU1hh2Z8xk8XsRyBSg2dxi2M0YxMv0rLucKgu0IS97f0i9Dm8UgPP//pGl/8bJ3uevQbQ5gARKpPN1pl1Dy37/cKkcUOl3MTKB0TpYc36ROWlaW7JAoTJZhEIT0bb3YMmXdJ1h7/fb0jhNhyzDhif8ZnGrEa0BrM0xrcQQpJztk5BezLuCulteXmZ1jcHBCsdMkN5ynMVuneahCuZVXSYKVL1AqonBtj+gdnWf7b63RvNkAK/PESxRNDeEN5onofnWhe/5rLCy+7/J//souH4M1vePz+H/os3E4Zm/CZmon50Z8/Xs+lR4Un8+RllUD1aKRLDHTWUZuY/XeL+bLEsD1FksakKuFJynLuwrY8bGuXec0OSFREELef+nWUJR0K7lDWyfqUQicJSb9D0mth58u4lZEnfUjbQgiBX50gCXu0Fj4naC2i0/ihxDKtElQSYDke0to7JZA0m6SdB2SlQpCsrRAvL1J+4xtYxdJhfZWHYDuCfNmmOu4hZBaffhe9qL5RIDBooxBCIqNMMpnqGGMM0QHXu3CEnSaKlK55ek2HHhukvJeYY1Wzh6gs+Jtel/kczvgwau3JnK9ER8T6YPIXHSYkjR7BzYdtH5N6j6S+9c0Zzm+/qFL9rXWXSaNH0jg69lJIi3x5Ar80BkCvNU88aKLV0TH03nCRwvFhgoUWjV/dovnRPNKxmPzDFwkWWjQ/vE3SDunfWKf2tVncah7pWJv1yzvAGE07XEbpZEPrF6O/tEp62isQe0H99oD2yl48XiBXsHC8+xU7x4XnnrN56WWHhXlFkhhaTcMgMAyPSE6ctCmXBYsLikpFcvy4jTHw3rsxL73i0OtqLn6cEAwE9bqm29VICYOBYTAwtNualWVFu61JYkMYwOKCxrJgYsKiVBa88KLDBx/ETM9avPiSw/wdxfq6pt/TdDp67y3TIotnO/OtYZ7/3ggTzxWR9vZu9FoZWsshV39Z5/I76/d8OHZC2Z8k51Z3OMeSJB0wiLavwEhLUBp2GTlRoDqR23Y7yEx/o77i9sU2qzePxvh158831G8PWLjUZfx0EXYx0s2VbCoTHkPTPs2lEMctUKxMUhk5jZsrEwdt0iSELSaxjeVL9NuLR/RNsnMZDxTX3muw8HnnyCVOjxtxOqAXraN0ii31vk0FLelSy8/Sj9YPlTTRSYrq9ElbXdyZUcrffSmT7OQcSDdfA2diiNypCexqEWeihiz6lL55nrQzIF6oo9p9sCT+uRmckQq5U5OInEP+lZNYJZ+k0SW6tXIg8s2kmrQzwBmt4M2OEi000IMQo82G/EMgLSvzIXP3Nn00ifrN8iDbBsYoorRHc3AH363unzQhK3Bk3hX320mC1R69uQa1FycozFbJjZXukSa920368y2GX5tm/O2TuOUc/fkWOtUUpisMvTQBQPvKGmkQUxu2mJq1MCaLzZ2Yshj0NJ9dTHjrbZdjx5+VDiKBhUXZGqFqj1KyhrGFhy8LpCYifKBLzBEeBVnFlwUEFpmoStFKV4lMZoxv4VC0aow4M9SscbQwRFY/KyjqHoHuoNFIbHIyT9GqYeNgMKQkdNJ1YhPsL6p8j7CEc6DUnLtQOiZMu0+NNHQ7WNKl6I0+0nc9chiNSRN0HOEUyli5vXdmPHYIge3lCXt1ws46Kr67xtviHjVmgxHfOytukpgvq/11mJHtVqGI9Hae190/zj1uJrJ5o1+ymTyd5/nvDJGvOHQbMUH7/oFY0saxcgg2P/sNmk64SqIDlD544f1ZGSGfWQjXwaqWNv7LtMzuqdn7r1sSmffBGPQTct1KTbylQehOMMagBhFpe0Dae7YqE9tBSofq+DmGpl8GDCs3fkkzDtCPwEruBst3sAsurYvzdL5YIVho4Q4V0HGKjhVpNyJYaBEstLDyDqPfeY7x758jXOmQtHcnurRRrPWvUx9s73oaq2ffL6a1FO7JX0UIge1Z2K5EWgKdGooFwcysRbks+Rd/0iPcuJ19H1540WFsQtLvGT68kDA8LPnm2y5nzzr86t2YYkFw+5bm3V/GNOr3H0a+Dx+8H+M4sLyk+dFfRRufn6UUfPRhjFZw4pTNqdM25563uXQpIedlk+WLHycsLymiffq2uTmLoRmfV//BOCffqO3o8aJVZuB7/VcNvvhZnaUv9ibRK+RGqRSmEUgc20cbhdaZyakQEilsBlH9noxnK9iuZPJckdpU7qFEly8jjTTrtwes3ew/MQ+d9nLI0hc99B8admselpagUHWYOlei30rIFYYoVKYwBvKlCQrliW3fO+iuHSlpkgSK1Zt9Fi93aS8/vaaAB0WqI4K4RZz2cazcvn1NbOlSzc+w1rtGL1rflweAUZq03UfGKXqw+dyaKCFZaxFeW8SdHqHw6il0FJMsNbIUue7g3lzWGS6RPzeLLHigNMK2yD9/jHiliWoPUO0+wpJ4x8fxpoexqkWS5Qbe9DDCsRBzK5nhq8o6NdN6B9UZZAbqu0CHMeHNZbzZEQqvnMTEaWb6mirciRrClrjjVfxTEzi14p7OS3hrJfNT+S2AMYpWsEAtf4yqP7MvHwohMm8OSzhIITc6QrNuktalVYZfmwYD8oG4+P58m/bVdcK1HqVTQ5RODqGiFBWmuNVcZph+o87a+3dIOllXmdFg2/Diqw6uBz/9ccgv3ok494KDlzvkVqJH5hDElu1NApF5allDlK0RfFlCIClbI1jCppPWGegOCo0jXMr2CGU5dC/dSAqL1CQolZKaBEvYlKwhStYQvlWiwiipLBOo7JkY6j5g8KTPsD1F2cp8awwGTYoxmo5a37ccaC+QwjqwZMUYgzYJqQo5KgPuw4HAkTkK3sjTTZpAFmAhLYTlIJ9mTxMDWqXZnMzeTMQ+CGm7OLkiKon3VUC1K1Wk+6UOKNvGLpVBbsRM7QInJxk/mUfuUogCkBIsV1Id8zjz9QrnvlXD8SRrcwH1hfvP25xdIu/UHuioz76zNoow7RAkj9bV+RVpcsSQ+Rzu7AT+q+fwnptFuA72+APZ4FpjwpjBxSvEt45usrwTtFGofbYhmjhlcHWZwfWDVbSeRghpka9M4vkVtE4pVKdpr12HI1xbCEsiLJlFCSZ3r4FBRwoh7yYSZYhWu0TrXUa/8xx2aY8sLmbD8GinQenZv36dtSiLMt0jpJV1ZOjUUK1JlDasrqpNHR22LRgfl5w6ZTM8Ijl33kZKwaBv+ORi9llJYmi3Dc3G3s6h68LzL9j80T/OMRhAoSiwLVheUQiRBWgFA8Pqqt43YQJQm87xu//sJMdeqeCXdh7eo0HK6o0+7/7beZYu793TqN69TmtwB1u6jFdeIEq69MJV4rSPaxco5EZ33YftSWZfqVIa3b3tOOqn3P64xaDz5GR5vWZMY2HrNKGt4BVtJs4Umfu4TXvtGkFvfU8LqKC3fSLIYaDXTPj0v6zSXf/NI0wyZMbX3XAF187vewIuhU3RGyXv1OhYS1tGtG8H1R3QffdSZvKqHr5R9CCm+aMPNpl5Gm2y5+cDUq3B5TuE15eyIVvKe68brTFp9owwcUr7rz9ESJlNUIW4tw1aw8bnh7dWiO6sZWbE6e43b9rs0frJRUb+m+9Qev00xVdOZp9vTNYx69jU/v7XqP7+q3uOI77zz/8DvQvX97Ttsw6DoR/VidNskb3fBCfYWJQJGzZIk3Ctx+q7c6SDmNbnK4Tr94s4KkxpfrrMrT/9lFP/3WvkRgo4RQ+n6IIQDBY7ND5ZYumn11BhgjE+riuYPW7z2hsuSwuKj34dk8QGaYExh0uaPErnRXb7W4gtzqFBk5iI+fgLuqrBkD2BJRxWklv0VBODvidHiXTAanKLJXMVYwy+LDPpnqIgq8QmoqPWiMyAhfgKmhSBYC76lL5qkZoYjcagsbApySFm3HNciy7QSdexhcuIM8uQPYEQkrXk9oG/73Z4JNIEjTb6qTaAhUyC5Dkl8m6Vg/xmHheEZWPlfOxiGSEl5gklnu4FBk3Uq+MVapTHT9Fbv/Xw8QrwCjWKoyeJenXScO+dvNVvfpfciVOb/iZtByEt+lcvkTR3l2iPHff5Z//zi+Qre6MiBFmYg+UILFtgDFx9r8Xtz+7PX5VO6UYr1PtzpCa+tz41mH09z7fDV6TJEUP3BkTX75A22ugoRkjJ4IPP7m9gwCiFqrdRnaM3ztnyGI3KtPT7hFH6aZB8HhqMUYS9dfzyGGhNv72ETo+2sq3jFBXE2AXvnveL0YakFyJzDm4tf3/bRGFSjV32kbtEsz6MhycvjvQZzh+nGc4faiv6k0ASKpJIo7XJ5Pi7LFCllQ26CdDrGaQU1GpyU1FLKag3MmnN/B3FT/8mW2jGcSbfgeys3l33PAgDpAosS/CgTHR6xmJq2qLVMvzy5zFj45n8R8j7Hn7aZF0g+8XEmSIv/t4op79eI191d5RwJZFi4fMuv/i/77A+NyCJ9xFDqQJSFaGsHEJaRGmPbriK1ilx2sdzKxuRr9vDdiWTZ4sUa7svaqOB4s7FDkH7ycnIkkDTbyQM2gnSFtjOzr8/r2AzcqKAk5O0V3uk6d4qkDo9OmJIK0OvHvPFz/Ymw3pWkeqYZnCHQm70AL4SAoGgmp9mEDdY7+/DgNxsSFF22iROd19GKo1Wuz939rqvrQic7aAHEYPL86z/yS/wT03gTtSQGwl5znAZZ6xKspHEo/fQuQLby21/U2HQpDom1TGOtdfixn0IJBJxb2pllCFuBdQ/WiDpROhk8/WM1vus/nKOqDGgeKyGV/NBCuJmQO9Oi+6NOukgBgM3rqWMTyb80R/naaxnspx+T1MoCuLIEMeHXUAxGKPudSHuDwJL2DumqWgUihSFRhiFMimKzfelJRxKcoiCVUEgsYVLyRoCmljK2rwvozCYjX0mm/blSh9XekQmINR9YhOSmpRmssQx70V8cTQeDo9+RZ7+oljeqVHOjR/gHnkE7LkLTCCkhe0X8MdmKJ14ATtXIA16JIN9RsU/RhitaS18ztDx16hMv4DjV4h6dYojx7Bcn+r0eSrT5/GKw7j5CuvX3iPsPmyzsB36Vy8TrS5/+UMxSUJcXydt7W43Ia3Mm6SwxzRLYwwY6LcTVm4GfPHLJpd+3qC9ev8ZY0mbgjuMY+VQWt0jbo1RLHcuP5KfCXxFmhw5TJygGm1Uo40sZgvg8NP9RV0dNfQDrPxvM7RKaa9dQ6Uhxhh69duo9GgnfCpISLoh/kQJO5857httiNZ6OBWf4qlROpdX0HGKU/FxawWM0ofS3GNbHkP5WfpJ45knTbQClWhUoneNHYaNxdHGQ7Pb1dTXFbOzFt/5rkcUG/o9Q6ejWVrULMwr8gVJvpBtnyRmk/HUVlAptFsGy4ITJ2y+8U2HpSVNoSBxXUG5LCmWMuJGKcO+ObBNXyZLyjn91hDP/84olXFvW9Lo7kNn6Ysel95Z49q7dcKe2te8ymxUrjLTUvDsIgVvBK0TLMvZiEfcfqJr2YJ82WF4xsfbJdXHGEM0UCxd7e7ZoPYooJUhDhT9RoxfsnclTVzfYmjWx3YlRqdPRWJOPFB0VkPW5gak+yDJnjVok9AaLDJSPI3yxrDk/qc5ZX+CflSnFSyQ6phnYeFxGDCpIm316H10nWh+DXe0ivRdhGVRePk45XKewRcLmeSms7eqXbL+9C4sjgqagxWiIBvzvtyhoRNFVN/6fKsoZbDUJmr06VxdwynnEFIQt0OixoC0f5+Au30rxbbgxVddblxLuP5FSpqCo+HTj2OSQ64RZUWAbOFygJ4bbOk+UpqKxKIgyww7M8R6kBEhRqKMQiD2tUi3sBFYJCZCmXRDmqMIdB9L2NhHZmBq9pR8tRXufkeBOBK/lcOBoOiNUPGndt/0kCAdj/KpF7HcvZCaAiElVi6PNzRJfnwWYTuE9WXCxvLub39SMJp+fR4nV0JaDn51glxpGMcvI6VNcfQEWitUEtJdvUF37SZJuPeO42jhDtHyl9QRWmGSZM8dOP12yoc/WsPbRaJ97ysZSGNNrxmzNhdw40KHxlJIHOgHttEYo9BGbwq9uDsOPSoOnTQROQ+Rc9Gd3p7bNw8bslQArdH9p0tHG1+/86QPYRs8/JD+bYTRKZ2163TWHl8rcdIJCVe65Gdr2MVMqmBSRX+uzui3T1N9bYb+rTpJN6D8/CT540NEKx10tPOEzJYeAkGiIzwrv+UiNu9Unnq38v1ApYY01tmCdi8ztA1iIQzg2tWUalXyez/wSFNYXlJcupTyy59HzM0pXn1N8vt/kF2fuZuKjz9OaLU09Q2z1i8jTWF1RdHtGM6/YPE73/f49fsJt+dS6nVNrSZ56xsuQWCIYkOrZUjTrOulXt8HKSbA8STHX6ty7rsjHHt1e4NWyGSmg3bC5z9d5bO/XiXoHHwxb4whTrv4bhXPKZGoAMfOI4XcMT3HzVtUxj0KQ25myLsDtDLEA0VzMSQOn2xbm0o1/WZCdUqzm6jI8SSVMQ/bldmkVdrYjp9poYXc8vY0QBJ1j4yo7TdjmoshKta/0RyANop+vM4gahD7A3y5v24TgLw7RNmfpOiNZHGdB1wAP6vQ/Yiov0Y090Dl0RIUXjrB4MoCvQvXSFZbT+4An3Jklor7owkerIjq/cZdm0yq059vA9tr9hvrmsZ6zK/f28yO9HuGn/3kaMYdbVK0UfsmP4QQ2FYOKQ6+TLGFS8GqUbMm+Cx+h65q4svShrfJ1oNgRvA8bIqZyXQMEuueyaRAYAtng0A5GiLaGIU5YEu3EBJJJu9RT+kY5lg5SrkxSrmxx/aZtl9g4hs/xK0M7/1NJiOvtEpIgx79xesEq0/rmi5DGvVp3vmUoLNGbfoF/Mo4UjpZio4xRN11uqs36CxdJYn6e/IhuQujFKgUkz58XwnHyToc9c73bXsl4i/+l1vshbs0BrTOimhppLfddapj+nGTTrSC0skDhKPZt3fnVjh00iT3wmn815+n9e/+Et15/EkHAKUfvI3q9Oj9zbtPjLjZCk8bifMVnjzC1Q7tTxZxyhnjLWyJjhWtj+5QPj/ByLdOUTw1Clpj5RySTsjKT6+QtHa+lyZLz2NJm/n2Rc6O/i55p/bQNpa08e3KQxGHzyqyQfVg7527pVhZDvkvP4rAQKoMcQxxlBm6fnoxwbLud5pEUfb6//ov+8RbjMPGZMTJn/6HAPfPBUobwhDSxLCwoPn0kwSVblQVN4673zf87U8ifvmLiHiP6gk3l3U0fP2PpznxWmXX7cNeyoX/b5ErP6/TXHw00zqlYxYaH99LirCtHIOoQRC3COPtJ+65ok1t2kfauy8q4kAzaCWo5Mkv9I2CKEj3JJ2StsAr2Dg5C9fPky/NMnHiLTy/hmV7W1Q4Ddpo5j7/S+qLF4/k+HuNmOZC8KRP42NDJ1qhGI7h71Oicxel3BjT1dcIVn9KdIQJas8KTKxQ/fDgg+xvESzpYh3wuZp1qfym6J4NiYoyg0np7uudAonvVA4kcbqLjOAQGx0mWdXZlR5Ve5Seelg+YNAYo7FxHkrfiPWAxITkrTKu9Al0D0c4DDmTJCYi0kez3lHm0ToVhbSwpIdS96vuTwuksBgpnKKUG8cS+7s/ngRU2CdYX6R19SP6C9dJek9/F51KIgaNBaLuGkLaD8w9DFordJqgVbIvwgQgNz2DjmOipYVNfxe2Te7YSZJGnbS5fYIiZIXObiNmb1XOjY4RzY63sRQ2eXcI36lsagbQRjHf+pgwfbRrdqikifAc7JEa7vQ42PcjPR8bpEB4Hs7UKMJ5+pRHuZfO4Exvz6ZGV+aIbzwdzKW0XXL5YfzSCG6+huMVsWwvM7nTCpVGJEGHfnuRoLdGGu38wBBCUqjNUKhM4hWGsRwPoxVJ1CfsrdOt3wIEhcoktcnn6TXn6dZvEXRXAbBsj8rYGWoT5wFYufkeveb256pQnaE8chK/PE6veYfu+i2C7sqmbWy3wOjxN/DyVSxr84Adhx069Vv0GrdRydGlA8X1Po0LcwSLLfq3G/eMAcOVLms/u46OFaUzYwgJ/bk63SurrL1zlbi58/nuRCsbg2PmMt+NVulGq5u28ewi48Wzv1lV1AOON0mSkSF0H95BEEAQ3HfhfhC7GcB2Og+/L0kMwWDr9/X7hv4e516WLRh/rsA3/skMU+eKeEV7R5luZy1i7qMWn/71Kuu3BuhdJEZ7gRQWeW+IgjeC0jHdYBljNDm3TC/cWh/rFW2qUzksa/fyQtRP6TXjp8JrWuus62UvpIkQAikFXsGiOjZBoXwOEHTqN/ELI+SKIzSWLyEtG78wgpev0Vq9QjTY3TztoOg1YhqPSJQ9S+gEyxTcEYYLJ5DC3l+SyUb8azU/zWjpLPX+jUd23X/WkdTb9D+5RbLWxuyV1f2tg8CzCjgyh9yvP4MxJCrciMO8P8ZYORvLszHGkA6SPRn6IsDOu9h+1kUadyN0rMjlYHLa4q23PWwLvvg85SbJrwAAIABJREFU4YNfxfi+YHLaIkkNt28eHmFjMKQqPFCXgxCSvDv0SKRJYiJC3SPREVPuc6QmxhI2gepvkCibEegeXd1gzDlOzZ5goNt0VYOeaqFI6as2a/Ecw/YUw/YkkEUat9M1OupoTLxTHaP0wXVTtvTIuWXSMHyqyDgpLHJ2mZHScxTc4X2Nz4+KNByweuEnWHuNxTUmIxeikGTQIWqukgb768x4cjAYnZLu0p2+X7iTM+hBfwvSxCF/8jQDY3YlTeBuM8rhTfBawQKDZHMXpGv55N3aoRgiHwqzIAs+7vEprGoJ7/QsVq1M/vXn0b0ga2mKE8IvbmKCCCwLmc9hj9aQxTzCcUCAiWJUo0Nab2LCbICwhqs4U2OkK+vIgo8sFZCei0lSVLOTmat2+1ke9WgNZ2ocq1LEGR9B5jzyb718r9MkXW9tIiSyYxhClosI18l+FIOAdHkd1RtkLo6HDKuYxx5+oH1eCKTnIot+Fu23enQT5v3Asj388jhDUy+RL4/jFWo4bhEh77ZXGrRSxGGbfGuB9tp12qtXSeNgy0HEdvMUa7NUx89RHDpGrjiEEBKtUtIkIBo0cXMl0nhAoTrN2MlvYDk5okHzHmkiLZfi0Czjp74JQHv1Gr3mPNv92HKFYaoT56mOn8Gy3Y19bSZNpGXjl0bJlydxvHzWQu/mkZZD2FsjTUMG7eUjJU1UkBDMtwjmWw/9vf3JAklrQP9WPdMoN/r0bzfoXd/drKkTrW40mEr6cZ1OtEpjsNnZveDWKHljT23b5lfYGSMnCpx9e4QXvz+KX3aQOxi/hr2UxUtdLv7VCouXu0T9Rx/fpLAo56fwnBJS2tiWR6qirPNkB9IkV7Cpjuf21Gli2YLKuMcrfzCOOgSS51FQGnGpTORw3D22mYvM26Q0NI6XG6W5cple8w6V0dMIy2Zt/gJCCArlKYq1GaJBM6v4HBGCTkqvHj1txcYjQ5h06IYrdMNVSrmxfcsQLengOxUmyudROkLp5FDc959VxCstur++SrLWRodPJvr7aYcQgoI3gucU921qaTBEaW/DQ+c+ciMFSqeG8YYLtD5fYbDQJunt3GYuhCA3WqByZhS74NL+Yo3eXIPpGcNrb7icPG0zPWNhDFx4P0ZIOP+SQ5IcLmnCRmLFQRb9QshM+mkXkcLetriTmIi+amEJK0vLeACKhL5uU08XcKWHFBaJiempbO4Y680du4Hu0UiXGbansljjB6Q4BkOge6wkcww5U7gih0Ez0F3aapVA790PYj9IVUTyCLICx8pRcIfoR/V7iUxPAzy7xEjxNFV/Cs8uPNbP1klE+9pHezODNWTrQ5VgsvbgIz++w4YQEsv1kbaLtJx7xW+dxqgk3Hvgxb24ZYlTG0I5DtJ7oKNOSKxiCXdskmhlaV/HaDkCL2+RL9vYrkRaYs9evf2WprOaoE1KmHYfek77TpWCuw8p1g54dNJECqzhKuV/8F3s8WGsSkZCVP/rH9xr41TtLmv/4t+QBmtIz8GZGKHw9msZ0VIuYqRAt3uEn15l8P6nxPMroDW5cycp/8PfpffO+zjjI7gnprBqZUwYEX5+g8GFS4SfXQEp8M6eoPS738AaqWbkxPgw7rHJe4fZ/9UnxDfn70XnOZOjFN5+HffULFa5gEkVyco6/Z9dILo6h2oefttVdP02yep95k3YFtZQBff4FCZK0L2nY0Lm5EqUR04y+dx3ssFCpxudJS2MVli2i5MrUahMUqhO45fGSOOAXv3WQ3p8aTn4pTFmnv998uVxpOWQJgFhr47WKZado1iboVCdot96vJHLKglpLl0m6KxguwUcr0Bp+AReYWj3Nz8GJO2Adjug/en+z0umgwWBoRksECTth/R8cRoQJO2NytbjRZYWI+7/uyEhFkJs/Ht3wwe04Xf/eXAgFRuvbixQH2Ox4slBZLKc898Z5tUfjlMc3r4N/K78p357wJWfr3Pxr1YOlMyzFSzpMFJ+js5ggUHUYLz6AlJaeE6RvPuwHOwuXN+iNOohrd0vVmnE4/nvjfL893aPMX4aYTsSN5cZgK/Nf0QaD8iXx9E6IezXSZOAoFcnHDSYPvN9wn6dwZfI3cNCEqqHzHSFFDgFZ0P+ZJCOlaUuGYNONSpSWffbA7BcC+lkUelCZL4zOlGo+L6hsHQkds5GRQqd6k37sLzs/Xdfu/seYYls37a8l/xktEEnOquS3d1O3t+Ou9up7Fi1ur8/g6Yf11ntXiHnlPfdbQLZPT5cPEmsBiQ6otG/9VRVaw+KgxhDpvUuaf2wF4Z3r8eztxDZClLYVPPT5JzdpZJfhjGaMO2Sqs3P6cKxGjN//zxjb5/g+r++wOJPru1KmiAFuZEik793htLJIRZ/fJWoFfD8Swlf/5bHj/9zwNA/9PFyIpOG9gynnrMxBn7054dXJDImI4IORpoIck4J363i2gXCbTq9At3dkbAY6A6348/39JmJCWmmSzTTrRd8ioSubtDdwbPrsJGogEQdXNrvWD5Fd5R1ceOpCbu0pUslN8ns0Bt4dunxpuYAGIMKH1hvZZGLu/oQCbHZLy8z1n+6u02EZeN4RfzqJG6hhpMrIqVFmoTE/SZhd42ws74niY6wHax8HsvPY/k+GIMzMvbA6zZ2qYKwnX0N6bYnKY84jB3PM3UmT6Hm4vpyz8/ruQ8jPvvrHkHcJmeXcCx/0/Ot4NYo5Uaxeo/u3/jopIk2pMvrNP71n+FMjJJ/62W8sydo/F9/imr3MlZOadL1TD9olEYNQqIb80Rf3EJ1ehit8V89jz2RERnJn/wYE2WDrMznKH73DcJPr9L5z3+H6g3wnpvFO32cwjdfIb5xGx3FBB9dJrmzjDM5SvmH3yVZXqf9F+9kn29M5ieywRC6p2bxXzuPMzNB/+cXSNcaiFwO79wJCt98FZn36b3z/qH7oaSNNqK9OaVEzK8QX79D+YffxRra/4P2KBANWnTWb9BY/JRBZ4Wgs0LYb2B0ChiEdPAKNcZPfpNibYZcYZiRmVcJu6sPkSb58gRD0y+RL08AhsbS56zNfUDUb6C1wrIc3HyVseNvkq9M4HhHE9u2FVQa01m/Tq+R6fxsN58xss7B20GfNhg0rXARs8VEP1Q9bjV/RfwID+SDwPYk+apDccglX3HIlWz8ko2bt3FzFrYncTyJ5WbRrpYtkbbAsuVGPnv275f/VhpxyRXtvckjn2G4vsUrfzDOue+OMHIsv+O2WhmCTsKFP1/is5+sHRphAhv20UYRpwFJuvd7yPYk+Yq9J/OvZxoCpCMQ0oAySGltVHg0RmtsJ49SCSqNiKMubq6USSCPCCrRJOHmSVFxusSb/8NbLL23iFGasa9NUBgrEPdi1j9d49aPb9Jb7qHjbPyQtmTme7NMfG2Syonq/8/emzxJdqTXfr87DzFnRs5ZMwoooDE1utEzu8Xxkc8eKYl8G8lMG5kWWuifkJlW2si01EImk0wyeybSaBTfeyQfZzYb3WwADTTGQs1ZlZmVY8xx5+vuWtzIzMqqysqhMmtA45RVThFxw8Pvdb/u5/u+czBcg8HSgNV377L0s0WSToKSiqm3prn0Ry+z8Le3WP9ojWBtp+bs3O9eYOrNaW78x2u0r7ZI+ymGY1A7XWPu+6cYf6WJN14syOJuwtoHq1z/86tkYSHqVpopc+pHp5l4dRJv3EPmksGdPgt/e5P2lTbpcGeDFmd9Noc3aJYvYOoOpnG0uvlm+TyGbqGh0QkXj0VQ7umgsHF1rWpBBD3huX93SzQcq4pSorAwV893yY+umXhWjbHS2UeSxntBKUmQtMjui5K6Yz7+bA1N14jWBqTt/YNrSkj6NzaJN4Y0XpmifmmSu/9wDcsq3HI+fD/lW9/fPdeMlsrHDEWc9cnE0YmYijtF3Ztj9Ve0PC7JhyT50fVSHLNMzZ/D7Lmj8/C0CUqNicpFZquv4lm1x3JHOpbWmBaWV8HwyuiWNRJrP9giMgv6xK3DZVQ8SRi2R33+FcZOvY5bm0LX710fF9kmWdQj2LzD+rV/IQk6o33eHsfzfJyZefzzF3FmTwFgjTV3nqAkMk0Jr39Ber8d8R7QdHjjN8d57debnH61gu0W6/2tAOpB4ErFyk9DVrLPmaq8SNWd3lVO65glfKvxWKLSWziW8hyVZuRrLdA05DBE5TnZ3XVEu/fA+FR5juj2Sa7eRqUpMoyLCJfnFqU181Ng3DOIpEQOAtI7KyRXF5BRghwEWFNNzGYDY6yG2mgjhyFZloOuI5MMMQzIFlceJD40DfvsLNbMBMm1BeKrC4jNDtgWYjCk9ru/hjU/hTUzQbaycbzESS5Q95X9qLS4KnTfQ3efDUFOJXOiwSZrt35OFg/JkgF5upuVTeM+lu1j2h6l2iylxhz6AwtSDa86SW3iBQzLobd2je7KF/Q3b41KXhRoGknURdMNpq3v4pabR7ZXO8InRWTxNvsuRUaeJ6h9FJ+PE+5UBf/0GCqXBAst0s7xZxvtFeVRShDnJ5NSigamrVNpOtQmHSpNm/K4jV+38asmTsnE8Q0sb4skMTDtLQJEQzd2/mtGoQ+h6aO/6Rqaweh78btu7GStfJnh1yxmL1V47bcnmX6xjOXuveCQUjHYTPnoL1e58W6b3toxl5kpRZZH+HYDzRnHMcuMVy5g6NYjF8mmo+9bTvRlga5rSJGg8gSv3Cwy9rIQkceMz77KoHMHKbIRqVxsnE4KeSbJkt1zm+EYBflhG/QWunSvd+jd7FCaqVA7V+fCv7nIlT+5TLge4NRdJl6bYObtOTRdY/2jNWQu8cZ9xl9pYldtrv/7a6TDFLvsUDtbx2m46PeVM3ljHtXTVayyjW7oGLZB9XSNl/7ty+i2QbgW0LnaRkqJYRvEnRiRCZRS1M7UmXprmplvzDBYGtC71UU3dfwJn1M/PINVsln8yR22SpelyomyHuuDKxi6SdWbObSrCRTR2sISU8MxK3TCOwRpm6e/AdkfGhrWqKa75DTxrToSxebwOr3oKZImmlG4ZjgTaBgM002CZJM46z93pJSGTslpMlP92pEd6aQSDJL1BzbIpm9jVRzyICVpBftnmQAoyAYJWb9YX7tTZXTLQErIc0WaqO2gsmnCxJSB7WiEw+O9npWShGnnSGVtW+O07EzQ8E/RCRdJRXCic+SziFymZHlAJqLCFfGQ0QZDt/GsGg1vHilzkpNa8+0LDctwGS+dZ6pyiao3fSQ7+ONpiobplfCnz+FNzGGVa+iWUxAm+sH7d7h07ZklTTRNpzbzIrWZlzDdMoP1m2RhD5ElKCXRDQPLreJUxilPnCVPQjpLnxL19s50lXFEtrlBqCSGX0JmKdHCPW6jSiGzlGxzg7y3v7ua4xvMXSrz6o/GefHbdSrjNkEvI+zlJAfUjwNotyIGSQeJJBMJQdqiG+1orXhWHUOzHho8Piye/BUrFaQZSIFRq2BOjIGuo5c8NMcudE50bXsporKc9M4K2fI6olsM9mxxFdEdYE41MWoVRLuP4gBRCq0Qq7WmxtFdh+jjq+TrbVScQBiT9IeI730do1LCmp0kW2vta5l0GJjTTYxaeXeTDAO97Be6Ls+QuJrIor2td5VCpCG9jZvUpy9RGTuD7VaLSOo9MEwbtzSOV5lkSwRx0FpAZNGuY+VpSG/tKtXxs5THThc1d78i8OcbTP5nL5J2QrJBfCKkiW34CJkj7qv31dCxDY9MHo9AmKaDV7XwaxalhkVl3GHslMf4KZ+xOY/atEN1wsGtmBjmlz3N4PhhOTqT50u8+luTnHmzTqnx6Kj5sJVy+8MuH/z7FTbvhIjseBfEUgmG8TquVcO2ygiZ4tk1orRPsIeeCRQlK27Z3C7B+LJCo8j6TaIOIra2XXOSsEs02KDWvIDtVlFSYHtVouEmWTLc97hHRZ4psuThGw5v3KN1eZOFv7tF2k9ovjrBqV87zekfnWb5p0sk/QR/wufc71xAN3VW319h6Z1F8jBj4o1JTv3gNPM/OM3qL1bp3z5cRNgd82i+0mT67Vnu/MMCS+8s0r3ZRUmFN+6hhEIkAjQYuzTO9FsziFSy9M4ivVtdTNdk8uvTnP2tc0gh2fx8g7gdb5cECZmxMbyOZxUuT45Z3qdFD4djlmmWz2MZLpbh0g5uE2VdMhEfi8Dc8UHD0C0svWinbfp4Vp2KO0XVm8a3xgjSFoP4YJHAE2ulpuNbNSYqF/GsGoN4nV60wjDZIMp622UJuUyPZbF7UtA1k5IzTrN8nunqJWzDPzR5L2VOKsJRpsluIkt3THTLIO3FZMMUmR2sL1QuycMMkQrsqotu6rRbgk5L8sY3HCYmDXQdvvkdh1Nni9Kc1ZXj7Wc1yjRJ8wAhMwz98Gs71yxT82Zpls+xObxFkg95HsjK40KRzRkSph3KzgTGIUkTXSvWeROVF0jzYCTM+2T3Grpm4pplqt4Mc/XXqbpT2Oajs2RPtD2mhT99jsalb1KaOYtu2Yh0FDA9BCmXdNb3f9LTgm5QnXkR268RdpbZvPEeyWCTPCuIVE3TscsNatMv0jj1GrW5S4S9lUeTJklMurFKurGK7njIOCS4crDSt4fBqxi88mtjnHm9iuUaLF8ZsvTFkO5aSjTIi/LdA2Dp8pBeXKw7+skq/QT699zfPKvQEs3EM2g5vB8008ColvG/9TrOxTOYE2NojlW4DXgu2WanqFMe3XOUkIh2Hxnv/rBKFjXYmmNt1zXv/+Y6RtlHc11ULshb3d0e01Ih+kPMRg2jXkXT9SP7oz8M5V97C+/rr+xukmWi2RbBzz8iWzsZ9e3Hx9b5uCdGp2mILEKJfKRJoY+EYncsk2y3iuWUCxJEKaL+OvEe7hAiT0jCLmnUwy03H/qcLyOcqSqNN+bpX1nDcI+fLNI1g4Y3T5h2GKS7N7Km4TDmn6ETLT5exolWRNQtV2f+a1Ve+PYY57/ZYPrFMrZrfOk3x08KlUmHF74zxrf+aB7TfnSfKqlY/LTHu3+6zNqN4bETJlBE8dd7V/DsOr49xtAqk2R9gqRFku19PRmWhu3/iujPAMPuMkFnDZEnCJESDdfp6DqVsTNMzL9ZCE8HbZav/RPh4OQWYTKX5OnDFyHtq23WP15jsFhoea28dxen6nD6189SP1cn2gyKbI5fO83H//uHrLx3l2C1IHiW3lnCHfMZf2WCidcmd5XHHATV01UmX59iuDxg6Z1F1j7YWeyk/Z37vmZoNF4YozRd4pP/4yPaX7RIRo/3lwdMvTlNeabC+MsTrLy7XBAtFCWKYdqhFdwqHMOqhQPbUbLSdM2g4Z+iZI/T8E+x1P2Ibrg0iqQ/7Y1ccX82dBvfrlPz5mj4p6h5cyNNl2KzJWR+pGybk4KGhmOWccoFKZWJiCBt0wpu0w5uEyQbpHkw6t2n3ce7seUAMld7nanqS7hHtLfORMQgXiPJBg8InupmIYqYDRLkIQ0KRJIjkxyn7qPpOlc+y/BLOv/d/1Bmbt5ESsVb37LxPJ1/938GvPvT48/wyWVCnA1I8uGRypY0TafsNDk3/l2SbICQyQNiuV92JCKkF60UEfMjEE+GbjNZuUiYdojyXiEK+8RQjO/J6ovMN956JkpydNtj7JVv40+fQTMM0n6buLVCHgXIvJAhOAii9aWTbehjQNM03MoESdCmtfAhQWu326hSkmTQoiu/QCnF7Gu/hekcXJA3vHGl2Ic/BpySycW3a1TGLVZvBLzzxyv88q83iIdH33f3HxIMSPIBK/3Lj+VCtYUnTpqYMxNUfvM76J5Lcv02g795BxmnmM0G/jdfxZx6UOFW5fmxlclsV348as1wQqv54L1PSW7eM8gUIGVR3tTqFhowzwo0HcO0KTfm8SpTOH4DyykV6su6iaab2+4zu1/H9nxjOj6G6aKUJE8jxD6lL3kW7y4D+hWAbhaCisnaABEe/0JAQ6fuzqGUfIA0sXSXidIFgrR9ZNKksL0tc+HtBuffHqM+41JqWHhVC8sxvvT6Ik8Cmg6Ob/Lm703z2u9MYdj713refL/D5/+wweKnvRNzndE1g1ppnjQL6EV30WMDqcS+wsKaVpRT/apcG1kaEA0LkTU5mv+iwToLn/8FpuWhaRoiT0miLnn2dMol0kFCOtiZf2QmycKsKLWp2njjPk7NQTc1olZEOrhncyUV2TAl7kb4Ez6Wd7hlhVWysSo2g8U+WbDHtaOBU3OxS1ahYXJ3QJ7ecy+RiqgdUZoqUZr00R4iMtyL7mIaLmV3As+qHamEYgum4WyTEcOkRS++Sy9cYhCvj9zInszm3tQdHLNcEJdWHd8Zw7ca2GZppOHiFCn9z9FgM3Sbst3EMctMlC+Q5gFh1mWYbBAkLcK0TZINDi1ke6xt1Cx8e4yx0hma5XOUnCa2cfTIeZT12RjeeGhZkhKFkLJZttEOmaGp20ZRljMqb+t0JO//LOHuYs7svInrasSJot0SLN0WtDZPJqMnTDsM4vUjkSYwIqesCucmvs9a7zIbw+u/UhbgaT6kEy4yUXnhyMfQMJiqvISumSx1fkmUdfd0JDoOaOjYZonx0lma5fNU3Wlcs7LtRvQ0oek6VrkGKIaLV9n44B8RaYQS4lDCPiJ7hssIFYVNcp4hxd7nWSmJFBkyTw9FgogofGwRJNPSqE06KAUr1wM+/+c2afR4c9BWJmmSDzE0i7IzgaU7BFkbqbLH1m06XtJkZM1UYGSHce+NTdMwahXcly8QfXyV9OYyyfU722UpKnnYBbilTnXAT7r93Ie8v1LIOEElaaHAXy2NNFjEdpN13wUNZBAdu7ZGvrKJ2Ojsbq6UqDQH8eykn5q2j1+ZojZ1Ea8yWZTemDZKisKVZaQY9sBC7L5fdcNGM4xis3AArRAlsxO13HwWIXOJiDOUPN4loIaBrhnYhodjlrHNEpbubT+uazqeVcM/YuTCcnSqUy5nv17j9Ot15l+pMnmhhO0ZB3JF+QoHh1e1eOVHE7z4vXGaZ/xHaoFksaC/kfDZ329w6/0OUe8EF0WaQcWdoieXCZKDZ8lpOr8SeiZbUFIgxX1WmHlC2F8tCPrRwD9JEdj9IHOFurd+WIHKFSqX6Ja+y61GpOKBtFkpJDKTGE5hR/goaCN9oi3opo5h6WRRtmc6rqYVYs+aqaOUIo/zB1x9tsoWDMd8KEmQipBetMxy92Nma6/i240jzX1QbOJs08MyXByzgm/XqDpThFmXJOsX4o0iIMsj8lFk/LAlJho6hm6i6xaGbmNq1ogEcbdLhCzDwzZ9bKOEY5a25/qjOAU9K9A1A90wMA0Hz6ohZEZZNKk4kyT5gCQbkOQBaR6QiJBsJGhb9HV6IqVSumaOznUZ16riWw1Kzjhld2JUMmEdub/TPGSYrNMNlx5aNpGHGXmYYtdc7JqL4ZqIeP953fAs7KqL4VqkvQiVS7IUWpuSbkeyeFtg2xpCKPp9SZ6dnJtqmLbpx6tMVi4C2qH7StN0dCyq7vR2ZlIvXmGYbB7ZnWff98TA0E0M3RqdX51cpk9FEyQTcVG2lvawdBfTONy9Yqu/PbtOs3weXdNpB7fpx2vE+eDYyt80tFGmWzE+Ks4kVXeasjt5oLI1pRSZCNE189Cf8VBQCpFEmK6PiAPC9cVjlWJ4FqCQRL1VdMPErTQJ28sPKT3SsNwKbnWCuL9Ofpjy4D32rJph4MzMkfd75P19iE1Nw7R10kgw2Ezpbzz+OK44hZtPJmIa/ilcs4IxEuleG14jFUcXVYZjJk1UnqNyUSxwSn5BSGR5sZkWsiAlbAujUkJ0uuSdXvF8x8aaGseoHS21cacBCplmKCnRLBO95CPDUebCVlZHGCO6fcxmA/vcPHIQkkuJZujo1TJGtYwMI/KN9rZl8nFBpVlh0Vz20ezCKxspkUmGHARFXz1tD3BNx69MMX7qDSbPvo0UGWk8IAlaxMM2eRYWGSMiR9N0mqe+ju0+/Lxp91h4FeJdj/5shT3qMfW5tv3lmUbej4nXB1gNH8M7vvIcU7dxzML61TZ9StYYdW9u+3FdM/DMCpmIDq1n4pZNxk/7XHi7wRu/N8XUC2Uc//iT1rbscpUc/Sy3fn/wO6oQGD2JdjxNuBWTmRfLfOO/mGXmpQr2I4RfRS7pbyR88eNNrryzycbCyWZtaZqOZfqYRqHVcZCxq2lbVtMHG5tSKEQukSeULXOSyBKJyBW2W6dcL6zWs2Sw22FsNN/rhk1l7AzRcJ0k7OxxxJODYRu7BVs10EwN3dQLy99UILMi4q1vESj3QDd0DMtApmJEviiUUjt24lvPM3V0a/frlZRIoTBc46EZIlCMf5lJZC7RNA3TfVATx7CLki+RiD3vNFHa4273ExyzjKYZlOwGR9nEbUHTNGzTwzY9qu7MdilQmLYJ0y5R1ifJB2QiQsgUpWQxl7E7ELRjq66hoRebRM3A0h1Mw8UyPSzDwzEKYsQxK7hWGVN3CkeELzEM3cLQre3SF6UkQuVEaZco6xJlPeK0T5z1SEVILlOkEkglRv0tUWx93/Kj3glSFEuFrbXKqNRY09FH50DTTGzDw7WqlOxxKu4kZWcCxyw9llWqGgX4hskG3XCZKHu4cGLai4hbAY2ZKtXz4wSLXYa3u49cK+qWTuXsGP5MFU3XCJZ6iGSHaBECup0np8MTZT0G8RpxPsQ2fIwjuFhomoap2dS9eUr2ONV4hnawwCDZKMp2VI6U+Wg9o0bubmr0WtgKpGqj8a6hgaaPftfvGXfFd2NEUlp6QY4qCnejp0GaSJUTZwN60TKOWToyoaBrBiVnHM+q4Vk13GCBXrRCkgcImSJUhlT5we7laGiagaGZ6LqJodvbxGLdm6fuz1NxJw9MKAqZk4mIXrSMa9WouoU4+kmQvzLPCFZuoekGuuXgjk2RR0NknoEQxTxxgL2YUurZJVuUIuquUpk8R3XqAmnQKURgZT7KK9DQLZu9nS0lAAAgAElEQVTKxHnKzTNEvVU0zcCpNHftnESekkX9A7+tZlr4518kun1zX9JESUUWi9H7HM8ar2SPAUWZzph/hkwESCUZ88/Qiu48W6SJDCJkGIFlYl88jcwyRH+AZprIQVgQBGmGjGPMiTHMegXZG2BMjOG+cQnrzMy22OtRoHKB7A1RSYZRr+JcOEV8/TaaphUpjmFhO5wsLGOM1Sj/4BvI/hBur6CXPPy3X8WoV0hv3yW9tVwQPccIzbawz85R+ubXMGcn0S0TMQzJltZHmiatQiT3KcIwHWrTLzFx5pvohk1v/QYbix/QWbk8yhRR2wPOtFzK42eocPahx5JSbE++hd3mPhHI0c3qOKCNolXPOqK7PXqfrTDxgws4zXIRST2g+NGjYJs+DW+OZuk8ZbuJb9YY8+e3H5dKEmV9lvufEh8yzXXulQpv/cEsb/7eNKatn5h1rFIjm9REkieCPJHkiSRLi+/56HuWCPJMMnG2xNzLj0m8PmOYeanM2384x/zXqjilR1/PyVCw9Fmfv/vfbhL2Tn4eUUqS5gGaZmAZHukBbBEPe1tMI0HQTQm72bMmZ7Av8lQS9nOas2/jv/gG/dYtVm6+Q9C7i7zP1s9ySpx79d+wfP2fWL/z/hNvq1N1cMo7wsKGZRRlM2WbpJ8SbYZYnolMBd64h111iDsjhyRdwyrbOHWHcDMkj7JCvDUV6Ja+k3migVNzsEvWLsIjG2ak/YTKbBXL34M4VhD3EtJhimZolOcqRO1oJ+KuazgND83QCTcC1B73boUkFSF32u8DCqf+BqZ+fBFNDZ2SPY5vj8H2pq3YwEkpyGSEkBlK5chRUEa7lyjRLcxRZslO3f8WpXK/ttizHxQ4GWijtOsmJafJVjayQiFVTiZikmxALIakeUguYjIRk8sEKbNtMkWOJhR9tGneImcM3SkIKrOEY1bwrBq26W9n72yRK8cBqQSbwxtsBrf2fE60OmBws03jazNM/+gFskFKtDLYRYLsgq5hlhzm/tVL1C5Nkg0TOp+tkgdPTwekcLHqsjm8wUT5BQy98ljHswyP8dJZxvzTZDIhyQYMkw3CtEsqCtHZe7O7dogwA0PbOs92kcGl2/dlb7mYhoehmztEGhBmXVb7l9kMbj5+hxwBUmWsD65RcsYpOQ/KGBwGumYyXr5Ao3SGOOvTCZfojzJ3orQzEtt9NAzdwbHK+Fa9yCpxp6g4k4Wb3oiMOsw4SfOAtcEV7nY/Zqp6iYo7eWKlPCKJaH3yDkpKyvMvMPP936e/8DlJZx0RBUWpygFIE5nG5OHTciPaH0pJTLdMefw09ZlLxMMWeRKgpEA3bZzyGJZbQSHJ05DG6ddo3BdECLsrrH7+jwd/U0PHbIyhr+/vKiQyRXctYXzewy0dDx0hlUTXjKI8VbfpRIukeUjFmTqWpITjzTRJM5JbS5ifXMV/4xLeay+ikpS83aP/Vz9B9gbk6y2Gf/8u9vl5qv/6h8g4RcUp2eIqmmlgjtWOvjiWEhnHRB9exnnxDJXf+g7lH34DGSfEl28S/PMvAEhvLRc3P8PA/+6blH7wjeL1QhC+9ynxF7d2C8QeE7w3XsI+O4sMY8L3PkXlAt21MWoVSt95g/jTa8SXn86EDICm4ZWbOH4D3TCRIqO98hn9jZvIfHfplIaObliPJDnyNETkKZpuYDqlQhBW0/a8cA3TwbS8hz62FaHbfv+RNdheJT+G5WDaDz/Ws4RotUfr57ewqi6NN0/hNMv0Plsh60VFuvkeWj7ZIEY9QkU/zgdshrcI0jan6m8ySDboRPeKVimEzEjyIZk8mBWtbmq8/MMmr/32FBe+PYbl6hSRuUN8YIrsgSwWdFdj+usJg1ZK2EkJeznxMCcJctJIjCL1EiUKe0QpR9km9/8sis3JN/5g9ktFmsy+XOHlH07wwrfHsD1jz4iLUoo8lVz96Sbv/9ldwm6GOKBV2+NA03Rcq0bNn2Wy9lIhzjd62yhps9h6yOZfFedO5hLN2D/C314KufKTFld+snlg+7lnBUpCazFkYlZSrhYi2dPnvsugfZvO2hckUQ/uiXfrunlspPFh0bjYIFifpHe7S9JLaH6tEHVNujG9Wx2iVoTpmdz5p9uMv9wkCzNEkpMFGROvTdJ8pfjbxqcbhbZIkBJuBDRfaTJcHhB3YgxL59Svn6Hx4tiuuby/1Gfjsw1e+a9fZe678yih6C10Uapw9QEIVofITNK51qY0WeLCv34BmQq6NzsYjsnUm9P4Ez7dGx1aX2wis0cRz4okH7Lav4yUOXONN7EM97HFCe+9lncyR0bvqBSGUaT6K+T2Jn/387UdUfXRZuF5LbE5Sez0yb3C9MU3XRnomlVYLKsxpBxlnCC3S4u3snx2y9ttZSDsbK51zUTXzKJESjOOfWxmImK1f5lOuEj2CEve4WKX1kd3mfreWbxmifnffYny6Tqdy2vEa0OyYSEQq5sGdsOjfKpB/eVJGq/OYJVselc2WPvZAmn/mC3nD4k4G7LS+5SKOzkioY423nadf03HGmWF2GaJmreVKaFGZVr3neVtgnKHqNwab8U5N0Z/M7YzUnbe9/iCekeBVGI7K8m3G5Sdif1f9BBoI/K1uOKtQt+pbFP3ZsllipDpKFtrK3MnR46yBnUMdN3A1O3R2NghoLY0lI5SGhimXTaDmyx1fkmc9UjyIXE2wLNqR/qM+6OwxhXREJTEnZjDKlURWYoS+U4Zyz5LjsGdK2x88Pcn1MbHhYZXm8KwHLK4D4qi7NEpAbLIDpY5WTwApbAcH2V77JpXgTTcCap65y9iT0zSe/9fqL39PZyZufvfFN00ceZOES8u7NvCeJhz5Wdd3vo9i8lzHhffrrHw8WBPl7+DQKqMqjOJ36gzSNYJ0w6mbo/srR//fnq8eZ1Skt1dJ3zvU5xz82ieC1KSd/vb9U+iNyD88HNkGGI0aqBpyGFEfG2BbHUTs1kvylgUZCvrBD/9JeniKjLcPeGn1+8gB0FhGZzdE1UVkviLm8goxp6bAstEJSmiv8Ocyv6Q5NZyESGbnUT3PRAS0e0TX1koSnNOAOZ0E91zCX/xGflGB5Xn6J6LOTlO6btvYIyf1ARxUGiYdgnTckGByGLi4WYx4O5/pm7glicw7b3Fz7J4SJ4GKCnRDQvHr2M55WKQ3n88zcByy1juwyMQSuYjO7BiFjMsF8N0ydMHo9u6YWO7FWzn8aIZTwJOs0ztazM4zTL+XJ3KxUlKZ8fJt5Ty9yCYVv/T50R3984QETIlkilJPsQdVhimLfrJ0S0mnbLJ5FmfV397ivNvN6hPuwd+7RZJ0rkb01uL6W8kDFsp/c2EoJUSdDPiwQ5hksWSNBaITB7G/Y0Xvv10F4XHBcPU8OsWl36tyQvfGaM2tXdfK6WQuWLhgy5f/HiTOx+fnPDr/ZBK0I/u4uZVdM1AIrcXGekjNgFKKESuMO9xSdsLSSBoL0UsfNB9Yp/ruNFoCrI0pLt+hXJ9nlJtFsN06LVuEQ03dluwPyXkUY7bcDn962cBKM9WsHyLxR/fYXh3iIhzos2Qhb+5xakfnWbspXHcuovMJP5Uobi//NMlBksD8jgnXAtYfX+F6W/MMPOtWSrzVZRSuGMeMpekvZ2od9SKaH2+ycYn6/iTJc78xlniTlwQDZbOYHlI1AqRmaR9pYVVspj/wSlmvztP89UJdEOnNF2mf6fH+sdrRJvRA3on90OqnGG8MSohMmiWzz+Wxsl+KDYR2qHtQr/C4VCUVegYT97j4FDYKrVY639BkLYfWSKb9mP6Vze4+3fXmPj2GUrzddzxEqVTdZJ2SB5mqFyimTpW1cGfqlA61UC3dHrXNll/9zbD2x1k+nTLCHKZMIjXaAe3MXWHsnM8Lom6pqMbNqZh7//k5xy5TOiEi7hWBdesFdkwjzGnaFqRteXpFmyXvxWEk1Si0ONSRbnKDqlojLJw9McmdZWSJHlAK7jFev8KQVpoo6V5QJR2ca3qiYhY64ZFafY8bnMWq1TDdHx0w8TMs5F248GOY27ePfa2HRuUJOzcfeh+6zBIg51yYZVnyCQBpbDHJzDLFdL13RbFyrJQuThQpk40zPninTYTpz3GT7l88/encMsm6wshg3ZGGgqEUPufj3seHyaF4YWpO3SjZZJ8gDR8OuGdhwptHxbHfmeRvSFx7zrxZ9cf+riKU7KlNbKlvb2gt5DeWi7KZB6C6KMre74uX90kX93kURX9sjcg+uAy0QeX923HcUHTdUR/SHz51g6JpPXJ2z38t17et3zlxNsHsF1rrZAy32bX761x1HQDy61QnTiH7e0d2c/SIUnUI0sDbLdKqT5L1F+nn4S7hKc03cDxGril5p6kiRQ5Mk+RIkczTBy/gePXR247OyNmy9HHK09gOeWnqrB/EFQuTjD3+69jlJzCSUfT8Ofq+76u8+HSI0mTLUgl2QwX9nU0eRQ0HRozLq/9zhQX99nEb2FrwkwCQdBJ6dyNufVBh8WPe6xeG9JZiZ+7cosnAU0Dr2Zx9ut1vvYbE/tmzuSpZLCZ8Mu/WOXGex2i/skJv94PKTM2+9dH6e4747mINO09lwmhyBKJYen7LocMS8N09Oe+EiGLB6wvfkA03GB85lUaUy9j2iU6a1cIBytPPaOgc71D0osZf2WC0mSJdJiy8fEaN//TDeJuQeok3YS7P1/G9Exm3p5l9jvzGI7BcHnA3XeXWfrJItmwyDYKVgMWf3wHp+oy9tIYjYtj5GHG0k+XyMMM0zPJgqzQrIlzegtdrvzx58z/4DTTrzdpzPpYBmwuhixE+fZc0b/dQ2YC0y2yS7yJqcJN506fxR/foXV5c1/CZAtCZYXOQtZDIUfEydhjiXp+ha+wF7bWIrlI6EV3Wel9Rjda3t/BRCrC1T63/vQTNF1j7M053IkyjVdnijWDrm1n8G4JMosoI1jusfJPN1j755vIvUp5nigUuUxZH1zDMrxCoFG3vxprh0Q/XsXUbaruDCWniXnMfVhk4RRZNydpdCOVIBcxnXCRtf4V2sHC9mNpHhJlHRqcOpH31m2XxktvUZq9gG47pP0W6aCLiANUnh74HhK3jx6IPGkoJWnf/uWxHjO5u0SyulIkQwz6pJvrDD75YNdzDM9HdxxkvH8QU2SK7nrCyo2AyXMe3/i9SapNm5sf9li9HjJopWTJ/sHTYTfbFpHtxav07rMdFjLnbv/z59Ny+FcZoj9Ecx3MRoW8MwAh0BwLc7yOGITI4OlGHJVSpPGAPIvRdBPbreKVm0T9ddJ4Z4Pu+GM0pi/RnP86jv+IDb5SxIMNBq0FxmZfpT51iTyNiYM2SdQFJdF0A9utMn3hu1TGT+8pKKmUIEuGxGELrzxBfepi8XvQGtl+KXTDxPbqTJ//LuXxMyfQQ8ePZDOg8+HiSCHz4K9LOwcVM1KjqP/RGQq3bDL3coVv/eEcbuXgU4YUipvvd/j0b9e4+tMWSSDI00Ic8yvC5OGwPIPpiyV+878/T/O0vy+P2l2J+fA/rnDj3Ta9tSebaaNrJo3yGcKkRZjsZOeV3HFss0Rr8PBSQ5FK4kGO4xuwj9OS6RjHVuv6LGDYWyaNB1S6S0yf+w5+ZYLu+lX67dtbaoVPBUk/Zukni/Ruf4Km64W7QCoKl5p7yqKUUCz9ZJGV9+6OxFwLvTCRikKAdbTYFKlguDLk0//7Y3TTKK5jBXkitsWAC3HZgmzL45z21Ta92z0G/2zzxhsOU/MGn/4k5upHMXm0o2kTrAVc+/+ucvMvrxdtpci2EnGOeETJ4sNQaJxE3G69R5i0mam/SsM/hcazr4f1FZ5PbA5vsNL7nFZw68CWrzIVxOsDrv0/H1B7f5Hm1+eoX5rCmypjVd1tW+GkHRIsdul+sc7Gu3cIlnvkw2fLFrUfr+IMyzhWhWbp/HNlh/0sQKqcfrzKzc13uDDxQyruxHM5X6V5QDu4zUL7XYKktSvAmYiAIG0XwbcTuDw0w8AZm0K3HcKVW6y//3ek/XYhBHsI3Qv1CCvfLyMK2YriMyd3F5Fpgowe3LeKYIjK9icoqpM2v/XfnmLupTJjsy5uyeDS9xq88M16UZovOVDGyk//ZIX/8L8u7N1u5LFkmcBXpMkTheZYuC+dxT0/PypZkmiug1GvoLs2Zr2Cc2GHWY2v3CL++OoTbKEiCdtE/TWSsIPjN5g4+zal+hxxUExgpu3jlBo4Xo1osIYQCY7f2POIYW+F9t3P8KvT2G6FsdlXcEoNktHxDNPBcit4pXHyLCbsr+JVJh9+rP4anZUvcM7Xcfwxmqe+jl+dIk2KmjzDdHC8Ok5pjCzukycBpcaDNXcAplPGLY1hORUMw0IzTEzLo1SbxbQ8FJLq+Dk0dLJkiJQ5SuSkUY8k7JAdxprrEQhut1j5y8Ozn8nGwd/fNjwqziQlq4Ghb6Ww7tyJ1oZXCLO9HTvmXqly4dtjeDXrQMlQIpMMWimf/PUa1/+lzd0rA/rryaFKbX4Voelw9s0ab/3BLOOnfCx3bx0TgPZyxPV/afPRX63R33jy/atrBhVvilwku0gTx6ri2/U9SZMskYS9jMqEve9Sz/YMvOpWjfTzz7QpKUjjPv32AkJkVMfOUK7PUx0/h/WIUseTb1dh45t0919YiKQgSPY9plBkwww4QJabonDHySRZX6KGEj0yEcOYPNz9eiXUyIZ1/8MeDIXNZStYIBURQdJivHQWz64/ts7JV/gKUETV46zP+uAam8ObDOK1AxMmW1BSkfYiepfXiNeHbLx7B8Oz0C0DTddQUiGSnHyYknYjoo2irO6pOzLeB6UEvWgZfaRFUnEnsY1nX3/uWUImYnrRCkudD5muvTwieh+/XOZJYZhssDm8yWr/MmHafmAsbJXnKOR2adCxQknyKMCwPbJhn2jzLjJLnrmxcjJ4VF8e/PMnK8soKR/oM5kkDD76Bflg/7Igt2Ry8e06tUkHxy+y5mzXwD549X9xnPKTozK+Ik2eIESrh2j3MColdMcu6qlNE3JROOfkAt11tq9pzXryp0dkMYPW7aL8pnke26thuxVEFiOlRNcNpBSkUZf28ieUGqfQJ00sp/zQ46XxgEFrgc3FX1JtnsUtT1CfvIjIC/tFlESIjLC3gsgSnFJjT9IkCdt0177A8et41Skcr4pbHhu1rdD/UDIn6K0QB21sp7wnaeJ4NepTL+FXpzFMG003MUwbx29gWIWbQrkxj+3WCotlmSOlYNi+TW/9+rGRJlk3IuueXIaRrhk0vFOU7HEsw3nonPiojYFpacy9XOH0GzX0fbICoGCFuysx137W4pd/scr6zYB4ePJsvKZzYBvbZxUzL1Z48QdNXvj2GI5v7Pl5pFQkQc7CB10u/9MG6zcez0LtqNA0HccqP2B/aOoOllmimMgevOCypCjZUrK073s4vkGpYT/X5TlFhtwOqaRUQZxkyRCZJ1Sb56k0TpNnEVI8Pfe0UkmjetpgatJA10HXNQwDrl7PaXcEjq1x/qyJ52mYpkYcK27cyhkMJVMTBufOmvQHEtvSyIWi05XcXRFUyjrTUwYTTR0poT+QbGxI7q4Kzp81GWvoOE7xXrfv5LiuhmFojI/pfO2SRaWso+uP347sEV2rUMR5nyyISEVIKkLq3hwlZxzHLH9pyBOpJEKmxFmPXDz9DAR5rw3wlxBKFZmeQdKiGy6yOrhCmLaPniYuFWkvJu3FPLueHfsjyYe0gzsYuoWQL1J1Z3CtZ1+D7llBkSEXsDm8UbiDKkXdm3tsjZOThFISITOGyQat4Babw1v0oodrgoiRHl8mInR0tGO2VZdZxvDOFdRcXri61SfIhl1EGqOE4MsS4dN0E6fcwCmPYdh+4WL6iMXUcGOBeLBxoGOLYI89kBAkKw+X1bgfaSRY/HzI+sLj7YGWvzie/dhB8BVp8gQRf3GTdOFgFxPwgPjtk0K/dYsk6hIHbSrjZ/HKzUJ4VZMkUZdhZ5Hu6lWGnTvkeYrllPGrU3s42SiSoMPdq/9I1H+Z2uQLlOpzWE4JKfLieO1FNpd+Sak+R9Pb+8aZpyGD1m2yOGBs9hUq42dxSmPouokSOUnYKY61/BGgUZt8gTTqk6fRA2l0pu3jV6cpN+bRjJ1hoFBk6SiEqenY/m5xXpnHhL39rbQeC7qGZozs2lThErOXi87+hzKZrrxUpEJGi8T5g0uth/0NCiLCr1tMni8zcWb/DS5AnkjufNLjp/9uifWbQ0T2ZBbEpqVjmM/nzlrTi4yK1357ipe+39xX+FWkkvUbAZ/9/TpX32k9wZY+0BqUkhiahWX4KCQa2khMc+/znkZFJtJB3HDcskl53MYwNJ7XRNigv0KWPVgip5Sk17pJFLSIBus0pi4VWXNPECqXxO2ILMhoVOHlsw4//L5DPprKyyWdP/mzkI8+TalWNP7L3/fxfQ3f1+j2JH/51zGfXc5443WL/+rflvj40xTf0wgjxeWrGd2u5KWLFt/7jsPFCyZ5BjcXMj74KGWzLfjBdx0uvWjh+xqep/EPP45ZWRVYJpyaNxkf00kzKPmP0Y4rGe2OJDvAXCRURi9aJkg26XpzTNdeZsw/g2146CMXlecJW6nNUgmkyslFQpR16IR3iPMHBd6fcOPIRESah2QiHrnVGNvOHs8zlCqENIVM6YZLrPUvszG8cWwp4l8GpCJgufsxuUiQVcF4+WyhcfIcZUw8bcR5n9X+ZZJ8iKnbeHb9WJzAjhuFfklCmLa50/kFneDOnutOKNbhuSwyWE3XRj920iShd/NTdMfDm5hj7GvfYbh4lbTfRiQRMj8YqSnzDJk8fSH3h0PD9irU516hcfo1nNIYmmEWmfW6iciTQr9GN0DTEWnMnV/82YFJk+2a261ME01HM3TQ9KKM5wDEU3c14c//l5uPHfBMgicncv0VafIEIYcRMjgEEfK02E6lSMMem3c+oL38acFOjgaIkgIpMkSeIkVGb+0qw/YddMMkCbt7pLcppMjorl1l0FpA27Yq3jlensX41Wm0fSZ7KTKi4Qart/6FjTsfFAN+FNG+91gAWdynu3YFkSUPOFQMWreJBhsj2+SDd43I0+3jnwR0x8SqedhjPrphIJKMrBuRdkNUfvTrYZBu0goXkA+5pvZS7jctnZlLFaqTzoE1iu980uP6z9ts3AqeqNuJ7RuYzrO1UDgoKk2HF783xqUfjjN++tFpyiJT9FZjfvx/3ebWB52n6igjlaAX3qVWmme8eoE0G+JYFVIR0guW2Ys4iQc5neUIcYDr2bR1vKpFqWGRZ/KJkXDHiWF3Ce0RRGuWDOiMdE3yJ+ykM1ge8JP/8cdkQcbsmEQ1TLIc/ubvY67dzLhwzuIbb9pUKxrdvsRxNP7fPw0ZDiUvXDD5o//cp9cfUvJ0fE/j5++n3FnMGQaKNFNoGrz5ukXJ1/if/uceUkCaKnQDLl20aDR0Pvw45efvJ0xNGPzoBw6n501u38kZDCR/9bcxV69nnH+MdiSJIggPd93kMqUbLRKmbdadqzTL5xnzT1N2j2bz+fRQiG8WVqVLdKNlhvE6mUwKi/CnCKEyNoc3ibMhvdJdmuXzlJ2JBzLXnkckeUAvusva4AqDeJU4Gzz1/n5W0QpuEWV9+vEqs/XX8awqhnYyLlZfRmQiph3cIUy7zNZepVk+T8V9eLb200KQtNkc3mB9cIUgbR8oy20rK8W3G1gcb/mWbjvUL34db2IOp9bEnzpD5cyl7SyTgmzePweuf/NT1n72F8fatuOCpus0Tr9Ofe5lDNOhs/QpeRxQGj+F35hl8+b7mI6PV5vCdEqsfP4PDNYeXlL9MJjVWlHmNByAlJjVGtZYE7NcJrpzCzEcFP35CIhcMWhlj51JfFDh3uPAV6TJI6BT2GuZuo2hmftGP0zdxtSckV2XHPnE3wP5/KR8KSVGzjSPLhwXeYzID0Yi7P/cg134SubkSU7Oo8sS8jQffYYHIUVKGj0bixhN1zCrLrVXZ6lcnMKdrmC6NugaKpeIKCVa7dH/fJXBtXWy3sE3VgpFmgeAwtAscnnwUg7d1Jg8X6I8dnA3iaXP+ix/1idPn+y1bnsmlvNspqU+CqWGxenXa7z9h3OMn/axHkH8SKlYvxnw0V+usvhxj6Dz9Eo5ivYIesESWR7hmGXQNMKkTZz1d2mc3I94mNFeipAHIHw0XcP2DSbOl4gDQdh9up/5KChKbnJ0oyj/s+wSKMmguziyNyxIZSnSA4meHWvbMslwuYj4ibKBlCa9nmRjU7C4VCx4/tVvumS5SbcnuXDe5PvfcRgGknptRHyPdJ3TTHFnKWf5riDLwTBgftbANDX6A8nS8s4CanxM5/S8yfmzJtOTBp6nUfI1alWdXl8iBLTakrV1wZ0lgXqMdhwNCiEzItkjlwlpHtCLlinZTSru5Khsp4JxzBHQx4VSklymJNmAKOsSph3CtEOU9YmzPnE+IHuEHfiTRi4Thsk6mYgYJut4Vp2SM45vj+HbDWyj9Mz18cMglSQTEWHaZphsMEw2GSabBMkmqYh2uYt9hd3IZUqQbBZlY/mAmjdD1Z2h4kw+0+Umzw4UuYwJkpSV/mcEaZu6N0vdm8W1ak+NhMxETJh26EXL9ONV+vE6YdJCqIPdw4XMGSQbjJWO39RBMyz8qdM4tSaG7aAbBrqxW1NMwb4aJ6b79HTI9oOm6Xj1GWSe0lm/Re/uF4g8RTNMbL9O9+5lkBK/MUd54jSWU8awDi4m4r/wEjKJCb74DM2y8C++hD0xjYxDjGqN8MZV0tX9LZkPknH8LOGx7kaaYY7KB57tG4KluVi6g06ROqQXjuNFOtHWv+2f9ZHllo6Bjq6ZeEaVkllHf+TkrVG3ptAxyFVapMMiUaOa3S1Bo53fd36GgtmUSHKVkspnNd3rKxw3NEPHqnuMvXWa5vcvUD7XRLcNRFIIuGmGjm4Z1LJZvPCuX+cAACAASURBVOkahmfRfv928fhB2FWlkEpQtpvoZYMg68J9ZF5/tGi9H4apMzbv41X3j/pIochiwdqNgNbSk79+vaqJ4z/7i+t7Ydo6sy9XeflHTc5+vXEgp5wb77X5+K8L4deDkA4nCYUkyQNAQ8gUy/DIRIzYJwU9HuS0lyPSWCClQt8nNdPxDOZerrK5ED6XpImmmzhulXL9FF5lAtutkmcRwWAVIUUhYO3WMGyXOGgdm17SUaBQyFHGrZIgctA1ME2wLQ3f06jXCm2SIFS8+4uUTlcWIpUpDAZqm6jQNDAMDaWK49wLbXRM19EwdKhViov/+s2c4VCCVsQYjqMdj9sjmYjoiYhBso5jlqh5s1TcKUr2GLZZxjY8TMPF1O2R3fbJlxYoVawppMzJZUouE4RMyUREkgeEaYcgaRGkLcK0c2jR0SeJXCbkaUKQbmLqNr49RsWdpOxM4FpVbKOEaThF8Eq3t/sZeGplHELmiFG/ZyImFSFR2mOYrNOLVwjTDrl4OuXVzyOEyrav1SDZJPDbRF4X16zimCUsw8M0nCdSurM1toTMRuc4RciUIG0/MhjwtKGQhYV62mOYbBBlXSrOFJ5dwzaKPjxJEmprLspENBoPXQbJGq3hAmHWPbSOj1BFpkku02MXg1UyJ+muI5LHI5Cj9aVjatFJoCjPScMe/dVrDDdvA5CFfUSWkAYd0rBPnoZouk5l6gXC7gpR72A2ys70bJFlYhhY4xPYzUl02yLbHOK/8CJZe/NApMnzhsfaZVhuGZln5MnTESI8KKrWBDVrAktzMXQLExNDK/7rmomhWdu/7/xtdFM+4EDVNI1572XuzSIrMk5EcYMlR6gcobLR9+K/3P6bIJUxQ9FiPVk4gV74Cs8iDN+mcmGCs//Nt7GqLvFqn84HKySbATKXGJ6FO1Gm9tocze9fwJ2qEi13iVZ6iOgAG0hNw9Adxv0zWFWXTERIJXZFtC9v/C2daPHBlxpQbToHIiNEJumsxPRWY+LBk1+gV5oOfv35SenVdKhMOHztNyZ443enHymyW2QiKK79rMWnf7PO5u1nI1KsoeNaVareDL7TKLSFRtdVnHZZbv/yoa9LQkF3JSbsZVSbDrr76LIqu2Rw6rUaV3/agsXnj1C2nTL1iYucvvTbKBSG4RCHbVZu/gSRJ9huhdrkC1QaZ1i/8x7djWtPra2moTExrlOt6NRqGrMzBt1ekSXS7Ulu3Mr54z8LuXErQ6mC2BBiKyq3+1hSQrsrMU2oVXVcd4cEyXNYvCtYuJNz9XrOf/ircPs1c7MG3/qGw/i4TuUY2nFckConynpEWY/V/hdYhkvFmaTuz1N1pyk5TVyzPNqUaPds7rZWEYdd9KvR19EHUuqevyiESInzHkHSJhhlNgyTTaKs92CW63OCXKajqHSxcDd1B89uUHEmKTvjlJxxPLsx6mcDTRXaXxrcY9l976rtqBsttfvrfX1fEFPtgiQJVxgka0RZ/6uMkseEQm6f/7v6x1TdGcb809S9OSruZKF5ohn3nO+jjC31wNdd53cklhxlPYK0PSJLWgRJiyh7yjpAB0AmY3rRMr1oGdesUPVmGC+dpe7N41qVkW6MdsT+e9icVJSyJHlIkLboRsu0h7cJ0s2HBuMOCikzgqRFkgcjwuXRbRQyK8wlDnADEFHAyk/+/MhtOwqUksW+T2ZI7XDzhJQ58rA3Nq1IbPj/2XvPIEuy80zvOSftzetv+aruqvZuunvaTI/B+BmYIQGSIIMQllzuUhsbq+DuhlYh/dBSoQj9lCL0RwwptKK4QUG7GyQXyyUIAiAEPzMYj7HtfVeXt7euv+kz9SNvu+mq6qpxXQ30O1HTM9X3njx5MvPk+d7zfu8XRbcq7qMoIAp9VM0iUNoETgunsUDvrs+tWNBjOcRxBFGI1DRS23YSNhu0L57DnZ3G2rELod476/H14CORJkJIFD1FdmAnbqNMcx15UHcDBa2XfmM7mjQ7qpJrk4W4Pnlc/+/rf34SEEhUhFRQ0Tvqkmu5cjcmm7gz8fiRQ9kz7pMmv0JID5fofmIH0lCZ/vtTLL41irvQIPYT9ZGQAqmrmP3n6f/8HrK7++n/0j6mvnsSe3LlMsHXEEUBU/WTLLQuI5DJYvr6AiFBy1veTFQIgZlRUPU770yEQUxj0cV37s6isWeLRb7/3siFFxKsvMbjv7+ZnY+W0O5AGritkKvvVznz4gJTZzfOok1RdAZLBwnCxB8ha5Rou2WkUJBylRdmDL4TMnOuQaaoUxxcPV/ZSKsMH8iT6zFQNHHP+ZpkisNkSyMsTp+kunCRfM8O8l3brv+977Wwm4v0bDqEqt/d0ptSQi4n+fILKZ5+0iCbkbz0isPJMz5WSnDoQMTXvmoBMY1WzLnzPu+8t/wOYhRBoxFx8pTHsaMG/9O/LuB5MZPTIecu+HxwwmP/Xq3zkwPg4uWASjVCkChLvvicyTMfsx+fDmKC0KXuzNLylpiVZ5P0XMUkpeUwtRyGmkFTUtd/VGmgSA0pFISQyZ/ITmsdtWkcEsV+Z5c72en2Ixc/tK8rGrygies38UKbMPKSjZeosxiP/XuWMFkOQeTRdsu4fp2l9lUUoSWbWlJDVy10NY2uWOiK1VGjGDepUrSOuWyyCSZEUsL9mqr4RhAWJ+nUcdTZxEpUJIlyx72+c+4Fydjbfp0gdBJ1T3zjOt0nTD5ZhFFAw5ml7VWYrZ/rGJ3mMbVcR4GSQVetjsrL6CiQlOvPF4jOc3UjXT66SSF07b0VRA5eYOOFLdyghRe0CEIn2dSMrm1u+oRRsKL/20aFG7SptMZpOHMo8gNMNYup5UjpBUwte13Fo0kTRSaGq0IoSGQnXgmvmxpfMzb2Qwc/spMxC1q4QYO2V8ULWzeNqUsUfbzNs5iYMPK4OP8SV8tv3vnzcZwovKKNqUZdao/R8sofSY0YhC5e2F7f3B7HBG4bISTqTWRIFLhEoYtZ6MV3m8RRiLimQFpPv+IYaZjoPX1YW7fTPHUcd67j3SaVX1oz53WTJlIzMDIl0r0jZPq2YrS6kZqO16riNSuoRppUaQCpqCAkfruOvTRN6DtYXZvQMyVCt4XUTKLAJXDaRKGHke3ulHoVKJqOXZnFrS8ShT6Z/m0omnHd9LM1P4bXrqEaCXGTKF0SMsS3G7j1BULvhjRSFQaGYqHLz3ZBmhAyH1KrrHIfSSSaNFmpVOd9/PLB6MmQ2dpNe6JC7fQ0jfNzRO7tLxtvqUVqMI/Zm6NwYIj5ly6wFg4/JqLpLq4qyVxJNikEqKaCXENVmiiMaVd9grsQ0AoB3SPWqlVnNhIK/Sa7n+xmx6MlCgOpVVUmTjNg7nKT9747zdSZ+mfqEn4nCASakqLtVvCCFmmjm0Z7FlPPdyrorAzfjZg4Wad/Z/aOpImiCtIlncE9WRautlgY3RhKm7XCSOXRzAzzl96nVZ0ilbnVTDQKfQKvjaqmViebPgMEIczNR1y64jM9E6Io8P4Jj/n5CNMU/PhFh1xOoKkC142ZmQuxnZjTZ318v037Q4arYQhnzge02jGDAypBkJQAnpkNabZi3n7XY3IqxLKSZ2B+IaReT9JzavUIRRFIycfux3JImYKeboVd2zUG+hSKBUnakmhaQvj4Pth2RK0RMb8YMj0bMjEVXPdciYmS4OumdDQpFPYeLXD0YJPtI2kUqfPSKwEnz8S0mgpSKjelA3cWqR15TEzMscMa+/epbBpMjJZ/+LMGH5xus1Rzb6QKhG7nuD4QoyiQtgQjm1SGBnX6epJzMU2JqgJxYr5bb0QslCMmpwMuXPKpN5PzWCuOPqjzGy8kVdTefMfhg5Mes/NJAwN9Ctu2qOzYqlHISVKWRJHguMlx5xdCxicDTp3zVi39fDvihJgIfbipr0mVLj0hohQdVXRIEnkrSSKFvP4n11OvkxauBwjXdss7KdJxp9JQGN0gsIKbAm0/dDrpTvf2Gs0wBbsPWRx6PLmm1XLA5dMOp99e//xa6lXZusdk+wMmvhdz5t02YxdcnPbHIfDizrh7uDQAQduvdEjIa0SJgSJVpNCQUun4ECaESfJs3ZoKH3eC/4QM8W8iHG8lUjZyOtt6EBPiRyF+lMRDtl9Fc0009RqRey3dTUORSqcQQycFaoWxu5nQvTk9LezMR59s/2Pa3sZNiVoPEuL7s1PKxnGM2yij6CnMTBeNuUtJP+wGvt2guGl/p4ppiFUcJAzcNVcNAnBnp9G7e7C27cSvLuEvLRK5Dko6S+y5SQWdVZDNSTZvVTn6mEm9FnHxjMeZ4xvDZ3I1rJs0EVJBMdOYhT7UVJY4jjEyJaLAI/I9zEIf2f7thL6DkCqalewgtRcnSPeMkO7ZTHP+KopqJCxYp9xrbnA3QkoCp4Vm5ZCaAcQ4tQX0TAnVsFB0E0W3OkyZj2bl6Np5jMbsZSLfvS4N95p33oG/j/vYCFAzBnoxxeKbszjzjWUJE4DQ9rGnazjzDbof24Zirj24imIfTaaS3TipJ+11yk86QWNV9loqYk2Vc+Ioxnci4s/Y1EnRBZmiTmmzRbq48eWAVl5j84E8R39jkO4RCz21ssok9CPKE23Ov1Lm/CuLtOsbayEXd8wyXb+B6zeJogA/dDDI3ZE0CdyIyVM1dj3eRehnUbSVbzIhBIoKI4fyLFxtUR637ynzMKnoCCGxm/OEy1QNEIikQtkGQBDEzM6FvPm2y/GTt0a3jhvz+lvL+9Wcvxhw/uLy9+fMbMjMbAjcviA6c97nzPnlo+iz55dv76P24xqEgFJRsmu7xuEDBo88ZLB9S0KcFPISQxdEUXKcRocwGZ8MuHDZ58Rpj5dft1lcipb1dY/ikL17PH7zKzZPPJrco+PzS7xxsslU9c4MxQubsjz1fIbHjiUE8NnxJd481WRpBbK0kJdsHlTYuV3jwD6d3Tt0to6oDPQqZDISXRPEJORPeSlifDLgzAWf139hc+K0x8RUiOOu7Vl6cL/BH/83BQD+r2/UWVgMWaqEbB3ROHbY4LFjBkceNOjrUchlE8Km1YpZKIdcvOLz2lsOl0b9NZV+vhOulSQNIpd7thb5XYZuSh44ZvH1f5mQuGMXXX76repHIk2Gdxo8+eUcn/tiDseJMFKSRjVk+uonGQTFn3ng+cuGawqqu15u/D4+fcQRraVJjEypk7aUwG1VaFdm6NnxCKqeGNkqeor20jSeXVtz887kGAiB3tVD68I5vKXF60ZkzvQkQWP1tko9CkcfS/H7/yxHeSHk+3/T/OUkTUK3jV2eIo4CcgM7aZenqE2cASDdM4yezuM2KyxdfBuhqGQHttO14yhufRFFN4njmPrUBfx2nTj0UYw06Z5hBIL2wjiVq8fRMyWKWw6SKg7QWhhn8dzrgEBL50n3jGBkuvDbdYRU0FJZ7MoMzdlRwg3urXIf9/FhCEUiNIWg5d6xpHDkBoSOj2Jq66prrgiVbmsLfZld5Mx+AGy/RtkeY7J6PHH3X4E4icJ4zZWvr1d//gyRzuvsfrKb4qC5pjSiu43hgzn2P9/LyOH8HT/rNAMuvrHEa385jt0INuTGZtQpzyeFRFNT9OR3YWq5jgniyoq5wIuYPt+kPGHjtALSBf2Ox9pyuMj8lRYXXivjNII7GdtvGMRRQBxF6HqGcJly5apuYaa7CAKnU2nnPj5NKAp87pjJP/4HGb70bApVFbepkhUFNE2QzSgMDig8uF8njmGpEvGP/sU8v3jPXZOa5dPG4YM6v/c7Gb7+1fT181hOFa1rknxOsnWLypOPmXz9q2n+zZ/X+Yu/aTI2sX7WIW0JclmFUlHhX/1XOZ5/KsXwJvW2Yxu6oFSUFPISx4n5D/+pyYacyO7jY2HXwRS7DqawchIrJ9mx32TsgvMJkyb3cR/3sVbEcUR95jwgbllXuI0ytegsRrpItm8bUtWxq3MsXHoTuza35vb9hXn8hfnriq5rCGoVqq+9zJ3m+VK3wrZdGlZakM1rDA3fG4UcPmIv45sG6cbAqEY6SZFpJ4ZYkecThyGqmUVImfzOdzqESXDL932nQeC2iaOIyHdBCKSqo6WyFEb2JzlXioZm5YgCF4S8XqoxsJuE3n32+V5HfeEKTrOMevEVfLexLtbzXkXk+oS2l1TGsVYPHPV8CqNk4VVbRP7adNVSqPTn9mEoFkv2BFP1U0lbahpDTTNcOMx0/Qwt/3YJZNzxnoiCCFh9J1wqAjOroqwhleeTgpCQ6zM4/JUBcj3Ghs6hVLSkfPMDz/Wy/eHiqn2No5gwiHnvezOc/uk8TjNYM3H1WSIMPabL7+OHNjExE+V3sPQiTTtx8L/TSzMKY6bP1pk8nWH34913PJ5uKgwfLHDo1/t59zszeO2Nk6q0GuzGPKl0N0M7n2Fp7hxmugupaFjZftIFlWxhM9niMI2lMZz23ZMizy+EvPamy3vHPZaWNuAN9wkgnRZs36LxD7+W4ZGjJlIK2nbM+yc9rlz1mV8McZwYTRPks5LeHoVtIyrDm1TiGE6ccZlfCHGdjRH4VypJ6oumCfwgUfVcGfMZnwxYqoS4Huga9HQpHD5osG1ExeqUdv7KCxaOF/Mnf1pbVjWzGjKW5NhhnS8+l+LJx1JYluTC5YDzlzyq1YgojrFSkq6iws7tKvMLIafPeZ+IyuQ+NiA6FjHX3mtxzD1Dat/HffyyIvQTRWZ8y8MY4zl1Fi69xdLECYSQ16vphOtIz7nR3HIP+p0f/ko5ZPSiT7sVMzfjM37l3tgw+kikSTIhxknUcpN2P4pC4pjEz6STt4sQSUniOPliHIbEy+ymRYHfIVLijqGWQDEsjHwPWrqA36oRBh6qmeRfJuxWx9Qy9Fktqljypghi73pFnI2KMA5oBRVWuuGUlIbRlyP/wCChE2BPLNG4sDIzGMQ+9WCBSfvcqn4uVX+WcAPkcPpu866W27wb8Ko29kyd9JYu8nv78Ws29kztRjlhAVKVpDaVyO0bwOjO0Dg/R9Ba2+QmhCRn9GH7VZbscdpeFSApnWkOMJjbz0LrCiwzX8VRjFMP8N0IM7v6cRRdUhxIfaZlf7tHLHY8UmJwdxYjvTHSG5aDogkK/SYPvtDP1qNFsj2rG9ba9YDR9yqcf2WR2YvNu15aeCXERDflGwsa7VmCwCaKA7xgbST21NkG3VtqbD1cRDXlquWHpSroHrHY90wvi2M2U2fr90QJ4lZjFqkaFPt2kyuNkM4NoOlpeoePQpykvLp2lcrcedz23UstdVxwFn45yZJrKBUkjxw1OLBPp6dLYWYu4Ac/tXnrXYfR8YBqLcLzYlRVkLYExYJkoE9h06CKpgkmpwLmF0PCDTJM07MBv3jP5Qc/tRmbCBibDJicDhJvmGZE4Cfnks9J3jvh8tRjKT7/TIq0Jdi1XeOhwwZDAwpzCyHeOtbLW7eo5PPJ2FSqIa++aXPyTELWNFoRcQymLshlJZuHFFp2zNkLHu4aU4Hu497C3LjH7LhH3yYd14mYGfNYmN74c/N93McvM+IV4uI4DHAaC9D4jDt0E8oLIe+96SAVWFoMuXD63lClfbQIJ46IfC9JjzEzaOkCkecQOE00K4du5dEzRaSiIjUdpzafOCmv+r68/S8TpUniieI2lwg9B0UzUXTzxlfW8A5e8MZY8MbWfZobDVrBonBwE5u/foyw7TL/0oVVSZMw9qn4s1T8tdXdXldfNNi0SWFpKaJWu78Q+qhw5hrUz84y9JUDlB7aAkJQPTWdeJvEMUIRqJZO8egI+QNDCEVS/sVV/NragtLErNOk5rRpuItce2Dafg2lY6SWmH/djjiCRtnDs++8o69qkuJQinRJRzMlvvPpRhVWQWPbQyX2PdtDKrd+N/LPCkIk5ZC3HkkUEoV+c9W+uu2AuStN3v7WFFNn6jjNu09mrg0xURzQcpevxLQSFsfaTJyssTjWpnvL6h4vAJmSzuaDOR58oY84jpk4VcNt3n3FiZCgaAnpE/jRLUSX2052cKLQo9C7iyj0ce0KVrYP32vTrE5Snb9AozJ+Pz3nU0Yhr3DkoEEmnWz2TM2E/Ok36lwZ82m2Vn6PWSmBZSXGs7XaBmFMgPnFiNffdnDcmBOnXRaXIlby33vjHZep2ZAtwyp7d2lk0pKhfoU9u3QaTRfPW/t57dym4boxbTvmb77b4rs/aHHyrL/spqMQoKqgSIF7b6yL72OduHzGodCtYpiSZj3k9Dvt+6k593Ef97EiGrWIU++7nHp/eX+yjYqPRJpEoY/XqiAVldzQHox8L42ZS7TLU6itGpmeYfr2P4WQGk5tjqXL736k9JnQbeM2lyhsfRA9UyR02kBMGPxqLiy1fIr0tm7UtI5RSmNtKt61vpRKkn/9P2T51rdsfvwjd0OmD9wLaE9WWHjtErk9fWR29JLfP0Dg+AS1xOxS0RW0XAppqLiLTcq/uMrcSxcI7XU8A3GMFCqq1K9XelA6/3+tBPZyiMKY2qyzpsBdSDDSCr1bLYqDKeavfHr+QlIV7H6iiwNf6GX4wJ29Qe4mFF2y5XCBJ//LLeR6jTtWIpq71OLkj+e4+OYS/hrIqnsdURizcLXN+38/w+N/MHxH0gTAymkc+Y0BZMfD4eIbd99dX7dU8n0GZkalMu3QWLh1IRB4LSrz56ktXk5Kn8qkQkEUhURhQByF90uWfgZQ1SRFR+ncZrYdcXXCx75Duk3bjrGdGCFYdyrLp43yUsRLr9oEwQ2B4nLwvJgLl32++8M2QwNZUqmkWtC2EZUT69zlS1uCxXLIj1+y+ea3m1wdW9ljKI6TSkT+fS+TX1pMX/WYn67wk29ViWPwnJhggyok7+M+7uM+Pio+otIkJgo8ypfeQWoGceDh243EJLYyQ+jZCJmk7oSejdesEIch1YnTSOXWqgqR79IuT+LWFwk9mziKCFybyuhxiCN8u8H8qZeTw4YBcZyUwPLbdSBm6t3v4zbu/qL5ZggpUCyd3L4BQjegeXGe0PY+tv9Z0HCwp6qEto9XbmFPVz+ZDq8Tug6lLsm27Qr5/Mbc4b9XEAchzkydsf/4DsUHN5Hb009qqICaMZLUtiDCW2rRvFqmdmqa2qkpwvba76UoDllsj5LRu9nZ/QS2n7im64qFIjTmWxdxguVTosIgYuFqi1blzgTNNfXEtmMlKjMOi+PtTzytREgoDqbY9bkuDnyxj8E9q1dd2QjY+1Q3B77QS9fmFKomV1SZxHHM4nib868ucubFRXw7/JXJCW8suJx7ZZHhg3kUTZDtWj19SUiBZirsfLSEmVHpGrY4/+oi9XmX8DPyTJCqIJVT6d+RYWB3lr7tabLdBpOn65x5ceEW0iRbHCaV6aFVn8FpLRH4N28g/Ipc5A0Cx4mZmw/xvWTce3sUfucraX78ks307OrP3Eb1aYhj8NbIodfrEVfG/OufV1XIZpLywOuBEILJ6YBvf7/F3HxIcJ/v+5VGFCVEibdBvH7u4z7u4z4+DXx0A4I4xl6avu3XgdMkcJYPwtzawu3NRCGB3SCwbyRXxWGAU72RUtKav7piNxozF9fR6c8G0lCxNhXpemw77mIjIToc/2OvuPyaTf3UNLMZg6Dp0ji/dqfjTwJSwsEHNbZvV9m2XaGnR+Gxzxmoqrh+ah+873PubKJMEAL6+iVbtqj090s0TeA4MQsLIefPBTQaMaYp6OuX5POSdFpgpQWGITh10ieTkQwOSVKm4MQJn5npCNeNyeUFW7ao9PVJ0hmBFIJ2O2Z2NuTSpYBmIyYMOwvCnOTAAZVqNTnu3r0a+YJASqhWYt59x6PR+fxdQQxh26N2ahq/ZtMaX8IayKNkDIQURH5IUHdojVdojZVx59eXhBjFIRV7EhBkjG50JdUJ0wRO0GCxNYoXLK8KCYOY+SstGgsuoR+tiaDo25Fmx6MlyhNtJk/Vcdvhx44LhYRUTqN3W5qtRwrseaqbwT05zMzG9SjSTEnvtjR7nuph5MHCql4vYRDhtkLOv7LIhdfLlMfXX/LxXoZnhyyOtzn94jxGRsU8qqIZd1acFAZS6CmFTJdOtttg+lyDxbE21Rkbzw4/MfWbkGBYClZewyrqpIsamZJOrtekd6tF3/YMpU0pVF3Srvq3qWX0VIF893as/ABuu4LbruI5NVynRuDZxNG9koL12SA3nKV7dxdLlyq05lr47U9ufKq1iHc+cHn+qRS9PTF9PQpf/2qGYkFy4rTH2ETA1EyI68UbTlHyScBxY5YqEUGnZLciBYaevA/X2870bMj7Jz3a9v1A+T7u41cJQkC+KOnpU+juVUhnFQxTIJUkrdv3Yux2RKMes7QYsjAb0F4l/TGbk3T3KfQNKmRzEsOUCAmBH9OoRSzMhcxNB9Sry5d6FwJ0Q/Do0ymstGB2KuT9txxyeUnvoEL/oEoml8QgURzjOjG1SsT0eMDi/NqMvbt6FHr6r52vRNeTDbAwjPFcaLci6rWIpYWQpcWkzdVCPk2HbF5haFil2CVJZ5L+hRE47YhaJWJ+NmB+JsRZwxyrKNA7oNI3oFDqVrAyEkVdvpraNTRqEWOXfS6dS1h0KWFoROXoY4kFxqWzPlcueCteO10XlHoUDj9iYJiCiasBH7zlLBtPbRpR2bJTo7tHua3Kpt2KGbvic+7k2hWPubzk4EMG+aLC1LjP6Q88Aj+muy+53t19CilLIKUgDGMcO6Y8HzI1HlBe+OgB38aNOu5hKCmd7O4+CgeGaF5eQDESz4X4Y0aPQdOlfnaG+tmZT6ina4cQyUP56GM6zz5nMLRJkskInnzS4NAh7fqZ/dmftjh/LpHqZrOCw0c0Pv8Fk527VFImNJsxly4GfO+7DqdOBWTSgkce0dl/QCObExSLkoEBhb/6S5tiUXDosM7gkOT//X/avPyiy+xcyMCAwnOfT47b1S1RpKDVijh1yuf733M5ecKn1YoxTMHQkMIf/pM0o1cC3n3H/kQPPgAAIABJREFU5yu/abB5WEHXBFdHQ66OBrTb4V0jTYQmkapC6Aa0x5Zoj61RNSU65YqlII5i4jBagZyIaftVnKCJ0bZI6UWIY9ywhRM0CKOVJ6koiClP2CxN27Tr/h0VAADpgs62o0UE8Ko7TnncxmkGBOvIl4cbHhGaIUllNfp2pDnwxT52PtZFod+8/SzjpOJMHMaoxsqKjs8CUhXk+00O/foA244VyS/T35vhOxFLE23O/XyRhautDUcGxXFM6MfrvobrQeBFnPnZAvkek+KgSdew1Smfuvp1tAo6Ww5rDO3LMXmqzuW3lrj89hK1ORe3FRD6MWEQEUUxcUhHqdh5Z19rv1OmVQiBkMn1k4pEKgJFEaimpNBn0LM1Td/2DP07M3QNW0nFJnmjj25r+eA+DFxioNC9EyElnl2jVZumWZvCbs7jOU2iyCcKfeIo4lddfdK3v4dD/+QAJ//qLFNvTuO3Pzlz8MWlkFfecPitX/PpLimUipJnnjB5YK/Gu8c9XnrF5o23HeYWI+qNCNuOcb3VF78bBZqaLGINXaBqCSGiKMm9LTv3eS4jKOYlqtJ5rkRS+Wy9aDQjFsohS5Ubc4JAoioGUqqEkU8Y+ahSR5EqAtmpBRARRh5h5K9Y5l4IBUVqKEJDCIkgWTvFcUgQeURRcMt3hZCo0kCRGkHoEsUBijQ6x+1UcyHu9MkjWiENTgotOe4t30v+HcUBYRQQRj4ffj6lUFGkihRqp7/y2reI42jZPl8bMVUxUIRKFIf4od05vo4USqedmDAOrvf9ThASNF1gWhJNT+ava1NoGMT4XhIwOnbSl/Xe16omyBUVNF3cXAPiNrQbEe2OEfF6YWUkqbREMz76OzwMYGneJ1wH36rpAt0Q6KZEVRMCAEGysRVC4Ed4boxrR+tqFyBbUEilEyLAbkbYrei62k1RwTAluinQNJkcl+TaRFFM4Md4boznRNx1Z4KOP1GhpLD3gM7Bowb7DhkMbtLIFiSaloxVq5mQB+OjASffdXjtZzbtZd6PQiSEyc59Og8eMzjyqMnQsEo2n/iDuU7M1HjAqfdd3nnN5txJj1o1xP/QoyBkct/84b/IM7hZ5a1XbC6ecdm9X+fY4ymOPGrSv0nBSidVV+uViNFLPm+8ZPPemw5jl/0VvaAUNQnQHzxmcPhhk70PGvQNJm1JkaQ9thoxC/MB41d8zp7wePPlNvOz4YrXyzAFvQMKux4w+NyzKXbs0egdUEmlBEGQVJa5esnn+NsOb79qMzkW0Gqu/CxdIy8eedLkyKMmO/boFLoVdF2gaVy/n4VICITAj/F9GL3o8YO/bV0nTRRVsP+IyR//z0k1w7/4sxrlhXDZaweQsgS79un8q/+xRLFL4YffbnL6fZdoGcJo516d3/h6hoNHTaSSxJOKIlBUmJ8J+c43m+siTbr7FX7/n+XYsVfnpR+0mRitIgQcecTk2BMp9h82KHUn86DnxiwtRrz/ls1Pvte+T5psNCimRmZHL0rmzkHmvYJrecl/9RdtXn7J5fARjf/2v8vwjW+0+d53HKLOPVirJc75QsDTzxo89bRBOi343/+kSbUSMTKicOxhnT/65xn+7P9ucfVqgK4LDh3WeOlFl5+/7PLc8ya//Tsmb77p8bd/0+ahYzo7dqjMTIdMT4e0WjFnTieKlsnJkDCIeeJJgwMHNf7gH6f4X/+XkFbrxkORzQmOPawTx/Ctv3EoL0aYKYFpwsxMhH8XX0TWUJH0SIml98aTijirJaXfBMXQ0EsWai5F2PZwFxqr+pxEcYATNHHDRMUQx9GKi9ZbvhfGzF5oMnmqzt6ne9bUt0yXzq7HuykOpTjz4gIXXi8zc65BuMZ0HSHByKj0bk0z8mCeHY+U6NuRIV3Q0VLLr9QCL6Y6Y9Ou+Wzal0PR7h5pUugz2floiUO/3k+ma/Uy0gBOM2DqbIOerWky3caGi5kDL2JhtMX0uU/Raj1OxuHkT+eI4pjP/9E2NFNhBY/i26Dpks37c/TtSPPQbw9SmXZYuNpicbxNddqhVfGw6wFuOyAMYgQCRROohkTTJaoh0VMKZkYl222Q7THI9RjkenQy3QZGWkHVJaomUTSJoq0eNNyMevkKrdo0iqpj5fpJ5/pJ5wYo9u8lCj3sxgL1pas0lq7itCuEwb1ljHYvwfdhsRzyb/68xlIl5MtftOjvVSgVFZ56zOTogwbNVsSJ0x5vvO3w6psOp87590TVl6FBlX27NPbu1tk8pNBVUshnE98S0xDoOhiGIG1Jers/XrWxViu6zTjX1HL0F/ZRTG9msXGZcnOUgcID5FODGGqWmBjbqzJfP89SaxzHry3bdtroopQeoSuzBVPLIoVKEHq0vSXmGxeotqdw/RtzUUor0J/fQym9hZnaaWr2DP35feRTA+hqGojxgjZLzauUm6PUnduN8aVQKFiDdGW2kLOG0JUUQkiiOCQIbZrOIkutcSqtcfzQvul7KtlUP0VriKzZR0ovoCoJSR6EDm2vwnz9PLX2NO6H0mA1xWSgsJ9CehMNe56xxbcopbfQld1KzuxHUy2iyKfhzLHYuMJs7cwdr0s6I9my2+TwUxm27jEp9ajopiDwYyoLAaPnXc680+aDV5tEURKUrweDIzpf/5fdbN5pkM6ufA/99FtVXvt+nbGL65/Ljj2X5fEXcmx/YPXNhtWwOOPzv/33U8xP+mtWjG3arrP7wRQ7D6YYGDHI5hVULRm7ejVketTl/HGb4683qSyGBN7ax+6L/0WRp76cQ09JXv1+jTd+1ODKGQeAnkGNvYct9h612LRdJ5tXUBSB58U0ayHTYx4XT9icfrvN/JT/kYioTwqaBn0DKv/gn+Y4+JBJ/6CCbohEbU6iMtF10EsK+YJCsUvB92NOvOfC+O3tmZbgK1/L8PjzKbbv0TFNQRiC6ySbHVZGsn23xvA2lYefMHnpB21+8r0WVy6svNZNZyXDWzUefiLFb/9Blp37dFRF0GonSnXTFPT0qxS6FLbv0dmxV+ff/Z81FuaC28gYgJ4+ha/+fpZHn04xtFlF0wVBEOO0IxBgpiTd/ZKuXsm2XRqHHjYZv+KztLgyabh7v85zv5bmuV+3sDISVYUgiGnUI1JWR8HTo7D/sMGhh02+/60mL/+wvSJZt3WXxle+luHRp1MUipJWM+byOQ/XiSl2KfQPJeoTgEY9UdiMXfa5csHn4tnPxrB5Zirg3TccarWIdFpQ7FLo6Vfp6fv4lS8NUzCyXeWpL1gcfsRkaERD1xNVkaokZKhhCibHVKz0x4sN7pMmnzQEKJZOelsPqnXngOleQ60Wo6ohS2WFMILKUsTExO1SeFVNVCmGAa++4nL8fZ92O2ZmOsRxYx48pLFnr0qUVI3GcWImJ0POng4YGPAZHFRYXIg4eTIgk5UcOKCRL0iCABYXI46/7xNGUK/FRHFMOi3o6ZU89bSBmbr1odA1wdJSxKmTPidP+DQbMYoCupEc927uIqa3dNH7zC7aU9XrqTdSVwnaHpEbJAqSmyB1Bb0rQ98zuxJTYEsn8kNao4tUjk9SPT51y/aRQJI3+/GCNnZQJ+qUlhYIdMUiq/fQ8ObxwpWNmqfPNhjdXGXbsRKaIe+4M6moEjMr6N+RQTcVNu/PU5lxqC84tMoediNRnoRBjOwoSlRDohkKVl4l02WQ7dZJF3XyvQaFAZNUVkWqt0ep15QDZ16aZ+pMHVVX6N+ZuateJz3b0ux5sod0SUdZps8fRiqrMnKowMDuLFG48YIztxVw8sfzny5pQnLbVmccLr5RJpVTOfjFPopDqTuO4TW1iGYqaKaClY9J5TSKgyab9+dxWgGBE+J7EZEfJ4GCACkFUrnpRxWoWkKe6JZy409T6ZjOfrSXbRQmKhLfFYSBi9Mq01gaR0/l0IwsqmpiZXrJlkaYH3+b2uKVj3Sc+1gbPB9OnfP5999scuqsx0OHDQ4dMBgeUunpknSVJGlLsGWzyuceNjl30ef1XzicOO0xM7exzDuyGcHObRrPP5Vi906NoQGVrqIkm03SWg09CWikuMHHy45q9OMgCLgtIBBCoikmll6iN6eS0vKYeg4/dAgiD1WaZMweNMXA0DJMV07iBe3r5L1AUsqM0J3dQS7VTxxH2H6NOI5RhEbG7EFXE7XkbPUMrt8gJkIKBU2xsIwSffk9ZM1e0mY3YejR9hwUoZHSC/Tld6OpJnE1pukuXC/HqQiN3twuurPbSOkF/NChFSSbC1Imhum51ACO32SpdWsVRkVqdGe2kkv1o0gNL2jh+HWEUNAUk4K1CV21UBWDudr5W9QiN8argCI07NxuurPbUKSG49dx/AaaYhLHMeIODK2qCYa26jz0TIb9xywGRgxyJYWUJZGqIA5jeod0+od1tu4x2XMoxdsvNpBSrGv9o6iQySt092vkiuqK0v9cQUHVP9p8aWUkpV6V/s0fb/2s3sF0HZJx6x3UOPZclp0HTQZHdIo9Kumcgm5IpLzm1xIxMKyxdY/JwcfSvP9Kk7PvtZkdX9uOW7ag0DOkYVqSvk066awk36Ww94jF0acyjOw26epTyRYSEkIIQRQmCpOBER3dEEyNupTn/LuqNtm6U+eFr6Y59niKrl6FejXk5Msu41d8qkuJEkcqgkxO0NOnYpqCsydcaku3M1c9fQqHHzV44vMptu7UadYjfvo9m7ErfpKGE4JuCka2aRw4YrBzr84zL1i0WxFhGDN2eXkGQVFgcFjld/8wh6rBaz+1OXfSpVaNkAJyRcnIdo0nP29RKEr2HNB56gsWP/y7JpXyrf1MZwQj2zWeeN6if0hl8qrPW684TI37uHaSO6DrAisjk7SYnmRiXSrf8M26GboOfYMqz75g8dgzKVKW4J3XbC6c8ZifCXHdGE0T9PQp7HpA5+EnU+w5oFOrWrTqEe+8fnvqS3evwv5DBo89k6K7V+Ht1xzeesVmYjTZIDItwdbtGs9+Oc3wVg3XjpkY9fnef25Sng+plD+bd9r0RIBj25x8z0XTBJu3qhx5JMXTL1gfu+2tO3W+9NUMux/QmZsJeed1h5nJANeJUVRBNi/p6pFMXg2Ynf546b6fKmmi5kz0Yhq9mEJJ6QhVQQiIo5jID4ncgKDl4tds/JpN5K1ellgoEsXSMXqzaLkUiqUhVSVpzwsImi5epYVXbiUlW5eDFGR39GL05QjbHvVzs8RhiJ63MHqzKJaO1JOXQRSEBE0Pb6mFu9gkcv3b+ic0BS1jYvRlUVIaqqWT3tJNaiCPYmqY/Tm6Ht2GV23DhwIir9LCma3jzNWX7arelcHaVEArWLct2EMvwJ2r07x8u0/MSpCmRnZnL1ouhVdp0bgwRxxGaLkUencGvWihGGqS2BbFRH6AX7VxFhr4lbX7LKgqZLKSbdtUxscD3nvHp1xOchFb7RhND6g3Yvr7FWq15Pf1Wky1ElEuR8zMRFQrEZVKxOJCxMJ8iKJoGEZH8eLFaJpkoEeS3ZtIUHt6JcVC8qN+6K6WEmZnQk6e8FmYj24sEu5ijfJr0IsW+QcGKD00QtB0kaqCNFSClou70MCertGeql5f8apZk9LRYbo/tw0tZxI0PdS0Tmowj9RVnNk67kLzOtkihULJGqHuzGIHt95nmjTpSW/HDdurkiaVGZvxEzXGPqiyeX+OVE5b8bPXIKXASKsM7M7SuyOD74TU512aZQ+77uO7EaEfIaVA0ZM0HC2lkM5rZLp10gX9juRMHMc4jYC5yy1O/XiOqbMNujZb+E6EZsZIeXfUJtkund5t6Vuk0avBSKv078x8+h37iGjXfSZOLz9HfdLwnYiF0TbvfXcGVVfY+bkSPVvSKOsgLYQQmBkVM6NSHPyUO7wuxPhuE99t4sgympEmnR8iW9yMlevDTHdRnT//qfZA1RX0bgM9o6OlVFQz+amN14hjyPSnUQyF+kSD5myLyI/oe7AXv+3TnG3iVG7sHBs5nf5DvdSnmrTmWsRRTN+DvdhlmyiIsXpSaJZGHMW4NZfGdBO74hD5nYWpgPxwjnSvhZ7RiaOY1kIbs2QSf2gHXKqC7FAWq8fCyOgIReA1PJqzLZpzLUJ3fQu/ai3infddLo/6nL3oc+6Cz55dOls2q/T3KvT2KBzYp/DAXp2HDoVsHVEZ6HP4+Rs2U9PBp1Y6V0rW7C9imoLDBw1+7fkUX/mSxdBAsglRXgqZXwypN2JsJ8JzwfNj/CBGkYJiQfLEIybZ7EefH+N4ZVGkFAqWXiAIXer2DLZXJYpDNNWilB6mYA3Rnd1O26tQbowSRC5CKOiqRW9uF7nUAFHkU25exvYSol9TUuRTAxQzW+jpkBPztXMEN5EQUihkzV4EkoY9R8st44cOqmKQM/vpye6gmB7B8Ru0vQph7HXGXKU7u51cqh/XbzJfv4Af2sRxjCp1dDWNqeVw/BrRh/yHYmKCyKXpLhJGHrZXJQi9ZAyMIl0dQsXx6tTa07TcJZZL70k+O0IY+TSd+c55++hqmigOsb3KitdC0wXdAxqf+1KOx76YZctuEyGh3YwozwW0myFBAJomSOckOw+YjOwyQEB3v9YhZdZ23Zu1kONvtFiYCRJFREf63z2g0dWnkit+/JCiPOtz8YSNa69NIqJqgkxOYdN2A0VNUnMcO1lXrsYHSQU2bzc48lSGZ38rT/+wjqqB3YpYmg9w7SRwlypYaYV8SaFnQGPHAZNCl4puSMKgycL02lkMISCTk/QMaqQyCs//ToF9Ry10U9BuRFTmA6I4RlGSNKF0VtLdr5EvqUmQfhd9lvIdguGZFyy6+1QmRn3efcPhtZ+2Gb3kUy2HeF6iFM7mJL39CrmCwvxMcFtgriiJd8bnv5xm516daiXi7Vdt/v4/Nxm74iepKHHS1sg2jWo5xDAEO/bqPPp0iupSxOTV5rJp9VIK0ulEofKDv23x8x+3OXPcxW4nd0MmK9i6S6dQVDj4kEHfgMrDT5q8+rP2baSJlZH0Daps3pLMrRfOeHzvrxvMTATX03mEADMl6B9S6e5NUtcWZpdP+U9nJcceNznymEk2Lzl93OVH32lx6j2XhbkbRuRdPQoHRw2stGDfIYODRw3qlZCT7yXncTPROTSssvMBnYEhlYW5kLdftfnxd1vXiSohYPSCj24Kcr+TwUpLEILzJz2ajc/uhqpXI+rVG8erVjR6+tVPZKNwcLOKqsL4qM8bL9ocf8dleiLA92KkcuN+dOz4tmu8Xnw6pIm4FqD3UTi0mfz+Qcz+POo1c8sOweGWm9gTFernZqm+P44z3yAOVshzVSRaIUV6pIuux3eQ3d2XtJnWif0Qr9qmPb5E9YNJKu+OYU9VExLmQ5CawsCv76f3+b3YkxUu/MlPiNyA/MFNdD++ndRgAS2fQiiSoOUmbb4/TvmNUdpTldvIGNXSyezoofe5PZj9Ocy+HFrRQmoKQghy+wbJ7hlguem78t44cz89tyJpktnRw9BvHSK/fxCpKSA7gYMUeOUWcz87ty7SRC+k2Pz1h8jtHaD6wQQX/4+fEQcRuT39FI9tofDgJoxSGqmrREGEV21TOznJws8vUnln7M4H6EDTBKWSJJUStFsxCws3ERVxkgM4PxdhGFAoSOq1CMeNCYJkMRb4MW07ybmLgTBKXnCKTPLzevsUnn3e4MhRnaFNifRY7eQdSiVZdH54EdBoxMzfTJhsIGi5FINfOYCWNpCGRvK2ELRGF1l49TJT3z1O0PYgjNFLFv2f34M0VCofTFI9MUV6c5HuJ3aQf2CQ1vgSC69cSirskOxm5Y1+3KB5SzpOTIwUCsXUEPOt1c2UQz9m7kqTN/96kkxpG3pKWZeSQ1EESlrF3Jqk3HxcxJ2LGLgR81davPrvx7j8ToVm2UPVJO2aj5FWkGswE/00IARrTt24j9vh2SFzl1q89pfjuK2Ah746SLY7WRCLu0SEfXyITplhBUXR0PQM6cIgmcJm0vkBDKuQVNbxViYvPwnoWZ2BI32UdpZI91qkiibZoQznv3OJyA/Z/LkhrB6Li9+/wuhPxmiXbQ7/0wPUJxtc/sEoM5Ub5uO5TVke/+NHOf/tC4z+bJzQi3j4vz7K7HuzuE2fgcN9ZPrTRGFE5UqNqz8bY/LNaewlB6EI1JTKlmeG2fToILlNWQI3ZPqdGbRUQrRcm6ylKjDyJlueHWbwaD+5zVkUPSF2xl+ZZOznE9Qm66wh2/AWRDGUKxEvv+bw8msOfT0KB/bpPPuEyeOPmGzbopLNSAb6FL72m2n27tTJZwXf/LukYsyn8S7RO8qQO0GRMNCn8Lu/meYf/m4GKyVwPbg86vPmOw6vvOlwedRnZi6kWouwO4rKYkFy9EGdPbs0stlPb5LyQ5e6Pcvo4pvXS2lLoVBtTbCz/xlyqX56c3uotacJIhdVGuTMPkrpLXhBi+nqKaYqx6+3JxDM1y+wRzEopYcZyO9jqTl6C2kCifF5053n4uxLtyhYFpQLmFqWbKqffGqImepprsU0QkgsvUAUh1TtSWaqpzu+J3e+wEHoMFF+b9l0V11NY3tVtvc+iallSetdtN3Kbd52AoGmpNCUFBfnXlz2M6shV1LYeyTFC79XpNSrJsrdVsTYeZcLJ2ymrrjYrYhMXmHzToMd+01Gdho881sFNC1RUqxVebQwE/Ctf1tOjDdNScqSpLKSJ34tx6NfyH4ipMn54zaz4x6p9J07JQTkulR2P5jiNzdpmIqk1QiZm/Dx3NVVxJm8wrHnMnzlH5Uo9qiEQZLCNH7J4/z7bcpzAb4bo6cEQ1t09hy2GN5pkM5KjjyZRtUSf4gXv11ds8eJlIJMXmXvEQsjJXn4uSztVsjkZZeJSy7z00n6jW5KSj0qm3cYFLpUFqZ9Ji67y6oXPisMb9PYe9BgYJOK78NrP7P5zjcbTF79EJEY3RwgL08omZZgeJvGI09bqCr8/Edt/r+/bXHmuHdbW1cv+YRhci2HRlT2HzKYmQh46Ydt2s3ljWEdO+LqJZ8ffafJmePeLfdBsxFz+bzHz3/UprtX4YFDBlt2ahjm7fOuqiWFKSBJGaqUQxZmw1uOGcdgt2NGL/qMXlydQMsXFT7/G2kGNqlcvejzw2+3ePPnNu0P+ZWUF0KOv+2gKNA/pDK8TWP/EYNsTuJ5t3qlDA6rDA2r+H7MhTMeVy/5tyh74hiWFkNe+mGbR55KMbRZY2SbmiiamhuzItx6YZqJYu4//nmDi2c9WjeRQWEA1aWI6jJqp4+CT4U00XIp+l94gNKxLVjDXShmMpFfU2pIQ0XvSqMVLKzNJQoPbsZbbOIutVYkTdLbuul+bDs9z+5Gy5pIQwVigoaDNDX0UgY9nyKzvZf8/kEWXr7Aws8v3pbecA3SUDF6s+T3D5EaKtD1yDaUjE7khkReiDSS88ju7iM1UCD3wCBj/+EtWlfLSfnga+3oCmrWRC+lE0JgqUXkBaSGiiAgaDqJ8sW/vYqIM1MjaDgrjqO32KR6fIKg5aKm9UQR0pVGL338XWmpq6QGCpSObaFwaFNynVKJgkAoEtVQkaaKM5NFTa/XmyW+/iPE7QSGoPO7m34fx7cOT7xCfceeXskf/fNEVnf5UsC/+4ZLsxHT1y959nmD3/pqatkehVF8vWLARoNQJEYxTevqIu3JKn7dRsulsIZLlB4awa/bLL52Ga/SRtFVUoN5qiemWHpvnMp7E1Q+mECmNDI7esjt7af81ijhTcKguPPPcljriLSrPlfervDB5hkOfrGPTfvzH//EPwaiMObiG0u8/70ZLrxZxm0mS2DPCZm71CSVXVsFlvvYuKjNOrz7nWnKkzaP/u4QfTsya1I5bTQIIVH1dOJlUthEJj+IaRWJwoB2c4Hy9CnsxhyuW8ezl/d5+KTRtatIY6rJ+KuTDD++iU2PDlIbq3H+7y7Rd7AXqytF974uxl+ZXHfbmx4bZPHcEue/c5H2fJvccI6+Az3s//191KebeE0fI6ez+YlN9B/upT5R5/R/OofX9Bg43EfpWAE9o18nyDIDGbY8PUz/4T4Wzy9x+q/PE7oB/Yf66N6bkD9v/+n7BPbqStU7oVwJeetdh7MXPL757RYH9+l8/ukUX3ouRT4n2b5V5Q9/L8vJsx6tVkRjBWO+j/OWSVtJWs2doBuCL3/B4tB+/fqC8Scv23z771u8/LpNsxXjuom6JAxuvEoTQ3fBp0092l6Vmj3NzVvjURzS9iq03CUyRi8ZowdFJs+zrqYopjejKjqV9jjV9tQt7cXEBKGD7VUJUwOk9AKaksINblXANp0FKq3JD20QRAShixs0yUQhumpx8wjEcUTbq5K3hihYw/TmFqm2J5ONhjVs7V9Lef0wwsin5S4RRgGK1FHVlT06Eq+XC510pfXdQVt2mXzhawUy+UTJPT/l8+5LTV7+bo25KS8hDzobT7oh6d+s8fgLeY48laarV/9IqVrx/8/em8VYcuVnfr/YI+5+b+6ZlZm172RxJ5tLN3thd2tzQ5qRPPDY8IztJ2Ngz4sBPwwM+MHw28gwMJ6BxrIGgjUaya2tW+pWi81euBfJYlWx9sqq3Pe7b7FHHD9EVlZlVWZl1sZF4geQIDNvRpwbceLEOd/5/t8nWDMmjem2JRrVENd+OPOrTiPC6cTI8vYKDlWXeWG/wZOvpBPlRyC49LHNX/1BlXZ96/FAkuCl7+Z46pUM+VKiLL/4kc17r7f5+M0OTjfxoxBragddl3jv71o8/dUsv/HPSpgpmf3HTdxulvMf2NRWEpJmO8gKDI3r9I2oRAFMXXb5yZ/UuXbeoVWLCNbOKUugaIkXQ7FHpduJCbYhgR41xvZqjO1JCJPJKz4Tl3xW7rPUYWhXot7Q1ISMmJ4MuH5la/ne6lLEudMenXZM34BK36DK/kMal8/7mybLNBsx7//SoVHbfKM0DJJykU47RlHBspI0nBvlWDfQqscsL0S4TqI6efJVt1p2AAAgAElEQVR5k2o55p2f2VRWdpa6cwOmJdHbrzC6RyOdkSmvRpw/7W0Z0213Bdeu+Dh2UsaeSsmM7dVwbEGrebORqbRMKi0Tx9CsxZtej8AX1MprJUNSog7L5mU67XhH/fbzjmo54tJZj/mZAKf7aNUzD500kU01ISFe2Et6dw9+w6Hy9gTOcovYSRg/WVNQU/o6cSJrCkHb3ZQwkRQZozdDzwt76XlpH2Z/luaFRbqTlcT80g2QNQWtmCY9nhAwuSNDRG5A0HRonl8g9u/USUmyhJo26PvaQUQUY8/XaF1cSsqEojgprenPUnhyDGsoT1YfoPT8HiI3oDtVWT9O2PXpXC+z9ONz6+1NjZYY+8+fQdJV7Jkaq29OEDTstWSEmwjqNu7y1rJ3d7VN7cNp2ldXkHUVczBH/tgwPV/Zd7+3Zx3mUJ6+Vw+ROzxI5PhU3rmGt9Ii8kMkWUZJ6xilDPZ87Y6YW8HawCJuOPPDrVc4CKDRiHGchAEslmQqlZuDl6pJlHpkarWYdlvcPOhtuP1Hkgy5nMyzz+l8/HHA2bMBFy+EuK5AVtS7PvxbcDCfC0RuQOvSMpX3JulMloncAMXUyB8fJrO3j+JTYzTOzOPX7YTQypgEHR+/bq+Tbt3pKtZgjtRwAVm9OQsSCILIxVDSZPReOn4VEJhqsvMVxj7xTiaGocBu+Fz6RSWptXUjxk8UHsjr4X4QBjFOM+Dqu1Uu/bLC1Kk6TvPmiztwY5YnOgzsz5Dt/ftjxPwPEVEgaCy6XPOr+HbEvueKjD9RYGBfGlX/bBOSboeIk4QhuxkQ3FYqUug7QHHgMKqeIo4jAr+L062sxw97Th3faRFFPp+WC7CIBXbFpnKpSqrXItVrEToRq+fKKKZK7+ESqZ7NCejt4HcCmjMtlj5eWS/LUU2Vsa+OkhlI05xpYeQNxl4aIegGrJ6vsHx6hchPNhbSA2lyo7m1l0tCmoy+PEJjqsny6RVWz1eIggi/7bP/u3sp7ivQe7BE7Xodv33/Bf9hCO2OoN2JWClHVKoR5WpEGAleecFkbJfGrmGV40d0ZuZC2p0tFsuRILqldsUwbu5Wboe+XplCbnsFiKbCiWM6u4ZUZCl55/7sTYe33neZW9i6VMnQJQo5GeU+EnPuBWHs4gWdO3pzLEL80CaKfTTFRJH1tbQcnZReQpZUctYQ4z3P3qEiASikRtCUFFHso8oG8m1O0Tc8RW5Hkp4TIhAo8sYczigOWGldQSDIGH3sKj1JKT2O7dfoejW6XgU3aG9BjiQJOGm9hKUX0NU0qqwjywqypKEpJqaWxfZryGzNTgSRS9erEt1j/Hi+R2F0f+JTousSTjdm6pLLz/+qwdRldxMiI6LTjPA9Qd+wSqEn8e+4HwiR7OJGJGkcD8uPK4qSZ2gnePo5i8dfSDOy20BW4OxJm5M/bXP9gou/hSpD1SSyBYXHnk8ztt9ACEFlKeKDN9qc+kWbxZnNx5BOM0q8Y/bqnPhKmmxRYXiPwZMvp/nwZ20qy9vfO0mCTF7G9ySmr7j85I/rXDiVqFq2MpYtLyTt+aznr719Cj39iSJnZjKgsoVx6k5Q6lXo7VcRJL6IjWp8h9riVniuoFGLqK5G5IsKmZzM8JjK9SvBpiSBawsmJ3zsLRbQIhYJEeULJClJlpGVNXP3W/7EdWLmZwLe+Jsuz79ismtM4zvfS0qK5qYD5qcD5mcCFmZCHPvuMfXpjEzfoIqVSsbfvQc0/sl/k9symlhREpPZ/sGkakHVE/NU7TavoCgS6yELqsZ6+tKtuEH83ShZFyRpWreXwX5R0WrEzE2HON3NlUcPEw+dNFEsHWMgS2qshGxodKfmWPjBWZzFBuIW8kIxNYzBHGZ/FsXUcJaam5ImsqGSPz5C8elxzMEc3akKqz+/QuPsXEI4rN10rZgif3QYxdDIHhogf2yYsOPRuV4mDpw7vUgkCVSZzJ5e6qfnKL95ZW2H3kdEAllXMAZySVv1vei9GYrPjNO6vLSBNIlsH3umij1TTY6ryuQfG2H0t58GwF1pUTs5ibvc2lL1shXCtrtBiWKNFlFTBsVndt/TcTaD2Z+l9Ow4XrlD7aMZGmdmsWfrxEG4TiiZQ4WEfGps3M0JA3AcQRQnJEahINNoxCjKWjRbmBjGzs2GmKbE8eMaK8sRjiOSesI9CsWiRLUSs7wUMTCwM5mwRFL6UyjKtNuCcjkxTkqlkmOOjX0xfY0j26f28SzVD6Zx5m/WLt/wOOl/9SCyubbDLkvImoKI4g3Pi1fpENoB5lB+QwmDEDFtfxVDSdOb3oOp5UAkpImp5Wh5ywTx1mqnWyFiWL7WIQpjfCciDgV9e9Kkizqq/uik3jfKcZxWSH3BYeFSm4//eomly23s5sYJTuBGLE90OPTSZ53N9yUeBqJQ0Fz2OLeyQmPJpbnssvfZEj27LDK9OkZKva/I1IeBOBYETkS3EdCp+tQXHRYutrAbG/uebuVJZQfwvTZOZ5VucxG7vYLvtPisopL8ToBb93CqDp2lDm7dxW26dCsO3VWb3kMlVOv+xtPWfJvq1RqdpS4Agd2hNZd8VzOvo6VU9IxG39FeJn48Se16HbeReKWUL1XpOVhk9MXEjEbRFNJ9FsV9Ba79aJLatTpeM/ls5VKVvuO99Bwu0XOoRGel+0Ckya0IQ1hcjmi1XVKWxPgulfFRDVWBsRGVYmHr8c71xIYFWz4nk9+mFEZVIZuRGR5Qyee3H0tlWWJoUCWXk9eS7QQXr/jML9x94ZbLyuzdraE/YsFWHEfE4s54XoBYBMQiQpZkFCmJ95UlBVUxkSQZU8uhpLfue37Y2VIFEsUBYbRVYotYixffeH1jEVLrTIMQhBmPnDVAIbWLrDWA6zdpOcu03GU6bgUvvLmBJEkKumJRSI+St4ax9DyypCRxwdJaKd5ajDHbaHtiESY+Kvc4Hgzs0hneY5AtJNershwwcc7h0uk757w34HRjrpxxmDjnMjSu3zdp8llCNyV6BlS+8lqW488lniDLswEn32hz9r0u3dbWc20zJTN+wGB0n0GupNJuhFz9xOHCR/aWhAmA6wjmJ31OvtFm71GTXEklV1B4+pUMV047OyRNEvXI6kKSYvT2j1sE20Sa34ua4VEik5PJZGWiCMrL0V0jcLdDOiOTyclrpTzRut/I3RAGrJvNmqZEqVdB2WKYCAJBtRxvSZyJtePdyhms+clvQBTBylLIj/+iQ+DHHD1h0DeosvegRq0aMzcZMHHJ4+qFgMW5kNXlkOpqtOnC3UpLFEqJubAQMLpbY3BkZ+9Yx06URqom3eF51azHNOvJ+mtgWCFfVNbSeG45d0pmz0ENKyXhezHtZoxji019V76IcOyYenXz6/6w8fCVJpqCahmJ+7Mb4JXb2LO1O1zDIjfAnq5iT1fvejwlpdP36gFSo0Xc5RbLP7lA9d3rBM2Ntd9B3aZxbh4UifGCRWZ/H4UnRln8qzOEXW/zsh8hcFfbVN69zspPL2/4VexHOHN1qien0PIp+r9+iPR4D1ru/nbfPm9QLB3V0pn8i9M0LyxuIGdEJAhaLkHrzmg+SBJnqpUYzxXs3qNw5JjKJ58EpCyJTlvQ6SSS4Hff9fn6Nwy+8ysGMzMh5dWY/QdUvvVtA1mCiash16+HDAzszCU9jpNzN+qC/n6F0V0qM1MRu0YVXnzJ4Iknv3jSfRELYi/EXWwQ2Rsne0HTIWy76AXrzuSY2+qZIjdEhBGKqSXSnzXEImS5fZmh7BEGs0fYbyT5627Qoe7MMlX/APe2KMTtUJ62aa54TJ9q8Op/t5t9z5XI9hrrJVcPSwFwgywRcVKOs3i5xSd/t8LHP1zCt+9MbAIIvJjliTZOO1wzuPv8qBG+xANAwNy5JktX2px7fZUT3xng8Kt9SUKTpWwo93sU9/xGX+QWxVrgRlRmHa6drDLxbpXp0w18585+2Sxfo9NYoNta/Oy3C9cQ+RFRkPhyxGFM4IaEa0oPEScSwp0bKW/8nNvw1kmQG4gjQRzEyDcim3UFs2jgd/wNREfQDfA7AXGYxKrpaQ0jayDLEnbFwe/c/KwQ4Ld9vJZPeiCNau5sOiNJO78NfiCYuB5Qv2FgJyXGm3dTarQ7gu4ti4D+3sRY9m7IpGUeP6ozPKSSTm1PmkgkO4eKIhHHEIQCP0g2Mrb8GwkGBxSef8YgtYNzPDrcXJ1sJAmSHzbtRSrtazefuU0QxT5O0FrzHrmJWMR3/GwnCGOP1fZVqt0pLC1PT2YvPdk9FDPjDOQP07AXma+fZqlxbr1dN9JxDg58HUXWaburVDrXsP0GQeSCEGiqxYGBr23fACESxec9jg9D4zoDu27On+YmPKaveDviYqcuu+w7ZjJ+8P6jfT8rFPtUXv1egRMvZegf0aguh/ziB01Ov9VhZe7uxOkNlUkmJyNJ0GlFfPxWm3ple9Kj3Yy4csbB6cYIIbAyMvsfs0jdoz/Q5EWXT96zv1ClEZqWpL+IOFFyPEj0saomqggB+J7YkbJIiKTkMIqSFCfDkrf0jruxVngYi2i7Izh3ymPqasDREzqvvJbiuVeSpJrBl02efdnE9wSnP3D5+Y9tfvY33U1VJ6p6U3EoBHQ7MZXyzseq1ZU1c+Lb1tLzMyHzswEvahaHHjPYvc/l3CmFRm3t2FJiLPvqd9KUehVq1Zjp6wGO/RBUGbfZLHxWiCK2JR8fFh46aRJ2PJyVJpEboBVT5I4OM/yfnaD+0Qxeub11qs0mkHUFvZjCGimiZgw611Zpnl8gcjYfFGM3xJ6qEnZ9kCQUU8UaKSYEQPNOgz0RCVoXF3EWt3Ym92td/EY3iRI2VGRdZUN+3xcUQcOmdXkZe6G+bhq6478NYGUl5k//xOHxx1X+xb9I4weJuuTPv+/w8595CAHvvO2DgJe/avA//ssMipqwu6urMf/u39qcPRug3WMPrFRi/sMfdPnKiwb/9T9P8U/+C4tWK+bK5ZDXX/f47q8Yn5d1yY4QuwFh18ccKqBOVvBrN1U9eiGF3ptBkmX0Ugq9lF73l5EUGemWibskS0nZVBDdMfEKIpflzlXqzjyKnEywkp0tFzfs3NckM/AiqvMOb/zeFBd/Xmbs8QJ7ni3SO2ZhZR8OeRV6MY0ll/kLLSZP1Vme6FCbdzZdmN5A5Cd/0635hF6MZn7xdtG+xNaIgjjxOvnhElffq9G3J8WuozmGD2fp25MmU9KRHsEtj0OB0wqpzNlUpm3K010qszb1RRe77mO3gi37pe+2wPucOa7d3pbbTaV2AklC0ZQ7Jq5xGBPfo6pyY1PuRTa8s4SqG+gtyRw5qHF5IqDejDfsxm0Gy5B4/mmToYGkU8UxLC1HtO6SOjA3H7J8SzTxs08aTE6HvHPSxXbunEwbhsTB/Rr//X+bY2zXzl6IsUhScrp2TE9RxrJkdo+pXL0eUNkiHeDEMZ3XXrV47kkDy3q0M11F1lEVk2RGvfFeaoqBKutEIlwrD42I4hAvbCNEH17Yoeks4gVbk/lCxASxt24y+7AQxSGO32S5eYlad5q00buW6DNIKT1O163ScpYQxFhagd7sPjTVZKV5meXmZTpemTgOESJGUfSkFOgRPvfFXpVC6eaAV6+EVFd2praqrYY0aw8Wv/lZoG9Y44kX03zztwqU+lXKSwFn3+3y5g+bO0qysdIyYwcNjDXi0HcFC1P+jrwQQl/QqkfrCzRVk8j3KJipJIQg3mF3rCwFLE5vpYj6fCIMk7m/YYBh7cyweisEAQTeGvlr3J2EvgFJkjBMCUVJ2uI58d3ThG5YKz4kOHbMpXM+S/MhP/mrLuN7NQ4d0zn6hMHu/RrHThgUSwoHj+r8yR+0WJgJNzz6UbhRgXj6pMsf/rvmjhORfF9QXY3uSLyZnwk4d8rj8Wd89uzT+JV/lObAEY1rlwM8T5AvJBHLx58yME2Zk286/PSH3YdC2ClKQqT9Q9qbfOikSewFeMstqh9MUXwq8QMZ+MZh0uM9OPN1nKXGesxu5AR3JR8US8foS4xIZVXB7M8x8K2jRN7mfyfJMrKpYvZnkSQJSVHQClZCdGwCEQuchQb+XeJ0I9sndoJk91KRkBQpWaB+wUmTsONhz9UIO949lw0JAa1WzM/e8FhajBgaTuRgnY5g5ZbJYqUc8/GpgG5XsGePim4kLtOLCzGnT/vUajFWSuLcJyHNpmDyeojtScyWVa6JIcxndQ73RaT64Z0zy1w5a9Npx7z9pk+rKdi1S0HTodWMuXgxRFEk5ufC9VjhwBesrkb8yR/bzMxG206Qt0LpQIGe/QVkRWb+g2W6ZXvDYFyZ7vLhny2Q6dO3HfwrMzark531/uM3HNzVFoUnRhBRjNFXJnICFEsl/9gI2YP9hLZP3ysHyB4exCgl6TN63tpg0KvlTBRDI+z6d/RNQYwXttekxdL6Tx8EIk5STlavd+lUfWrzDktX2/SMWuQHTDIlnXRJJ5XX0FMKqp7sMKta8gwhkt3nKBJEflLu49sRbifEbgZ0az6tskd90aU6a7My2aVbT4iQu7ZLgO/EfPL6KqvTNqq2+f24/lH9Du+Jh4XFy23e+aNZrJy26ctE0nXUXA5jdBx/ZRl/cZFPu0xDTqXRenvR+wfoXrpI3O1u2YbAi5n95NMxKN0OQiTtaSy5NFdc6gsOlWmbmTNNCsMm+X6DdEknXdCw8hpmRkW3FHRLQdUlZEVOynmkNZVXJIjDpCY4CmOiQOB1Q7xuhNsN8Tph0ifrAe21Ptla9WiXPdoVD7cdbrsmuj2m9GHBtyOuf1AHru/o85Mf1hF329Hb4ldxECcbSreMbYouo6c1ZO3OqDKxHQFzQ93SDdYjj29A1mQUQ0FSkgVN6IYEdkAcCYx8EpMcdNcWRhKolopqqXhNjyjY/j22a1jlv/qdLMurEYsrEcsrIZVaTLsT47rJeCTJkLZkeksy+/Zo/OprKcZ2qfi+oFKLuDzhU65sPXbML4VMzgSslCN6SzJDAyqvvmzSbGU5dymgXE3KSmUZigWFfbtVnn/a5IVnTKJI0GrH5LbZuQ5DweUJn0P7NXpLCpoq+JVvpVAVidOf+NQaiVTZNCSKRZndoxovPW/w5GMGvp8oQWXp0Y05ppYhY/TSdlbW1SQSMppqYWp5ZElNTF3jxMcnjFxazhKF1C4MNY2hZmk5mytdk7wZ6Y60mvvHre9EQSQCojDAC9v4oY0sa2TMfoy1kta2u4wQoCg6hpZFkhRsv0HbWca/xYFdVYx1s9vN/FkeBtJZmVTmZl/pNGPajZ291zqtCLvzGWbY3gfSOZnjz6V48bs5BnZpdNsxl045vP2jFkuz/o7UD7qRRCTf8IbIFRW++mt5nngxQ+Bvfz1UTaZnQF0LOUjKbQxLRtMkvG0UEzfeFZ1WRKP6xSKsOu2YbjvGSin0DSikMve/Uu60YlrNGElOEmWstLStAlDToNgjY5gSnhtTq0Q7Ti16GIgiaDeT0pb5mZCluZCZ6wGXz/scPKbz1AsmY3s1MjmZsx962B1B7Zb3hGMnviwiTkYcxxYszYU06w+m+HC6givnfX70/Q6//tsZRsZVnn7RYmRcI4oEmiahahK1csSV8w7vv+lw7bK/aWmOEGKDwk9RpLsaRRumTK5w58bJ32c8dNJERAKv2mH1p5cgiskdH8EczJHZ15fEAs9UaV9dpX11BXe5iV+3ExXIJiSEbGroxRSSIiVSuJECI7/55I7aEXlJuYKsqxsme7e1lqDpbEjD2ez73LoIlTaLg/kCInID/Gr3ngmTGwgCuHol5OqVrUctIWB2NmJ2NgI2Z9V9X3C2kZi6AiiGwrUZCet6hr4jJcYPGKimwhv/qszi6eQzc3MRc3ObTwxOvu/fcmxYXYn5o//3/mM89YzG0Ik+Rl8cxqm7lC/XEtLkFpSnbcrTWxNvd4O70qJ1eYXB7xxBfUUne6CfoOWi5YzEF0hVaF5YJL27h+yhARCC7kwVLW+R3l1KvIJiQWZvH1rWwFvZzjvn4U+U7UaA3QiYO9/CyqnkB0xKuyx6RlPkBwxSRT2ZVJgKmqmgqMnzHAWCMEgIE6cVYjcC2hWP5rJLbd6hvujitIL72qi78MYqF95YfejfdSdYuNRm4VJ7y98r6TTGrjHyLxfonJ2m/dG1T7F1CbTePlJHiqSP91L+syWC1c/mWj0IRAydmk+n5jP7SRNFlbDyGsVhi+KISb7fJNujY+VVrLyWECdr5SGStEbaBTGhLwj9mMCLCNyYbt2nW/fpVJNjtys+7YqH3bi/vvio4NkR107WuHaytuO/sXruUYovBH4nMVu3SlZCkgDp/hT58dw6AXVPhwRCJ6Q51yZVMskMpmnONolDQWYwTbo/nZQjShKBE+LUHOyKQ34sR2uujddOfMesokG6L2lTc6ZFYG+/yzzQr/Dr30lhmhKrlZipmYCZuZByJaLdifGDJM63UJDZPapy9JDO/r0J+bm4HPL+hx4XLvvUGluPsbV6zMXLAR+c8njlKybZjMSTjxmMjai8fdJNTGS7MaoisWtY5cRxnT1jKrYjuHo9oL9P4fjhu5esBqHgg489jhzUGR9VSVkS3341RW9RYfe4x8JiSBQJMmmZkWGVZ04Y7B5TabZi3nzX5SvPmfT1PjoVnqnlKKRGaLurBJGLEDGqopM1B0gbPUQioOEsEMXJPQsih4Y9T1/2AKaWpze7DydoEkXemlG5QJJkFFlDQiYWEY7feAjEiYS6ZkIriNaVL0KIJApYtRAiWvNPSWKFbwwBQkQJ6SMEqmygq2kEyRxRkTQyZh+F1AiKYkDYfcB2bg7dlNGMmysWz4lx7Z1dE8/+AiVnSImf3d6jJs+8muGx59PEEUxddDn1yw5n3unuuFxEURMjWGVNKVHq1/jVf1p6oObperIw3d5/JEky8j3xufEq2SmqqxHVcsTgriQCt28g2bS8HzPYajmivJJsOBRKMqVehUxWpr2FF41pJR4mpd7ECLXTilmYDQkeoEToQSBE8h2q5YhLn3ic+UBBUaB/KM3AkMr+Izozk8EG0qTbiSkvR9jdGNOSKPbI7D2kc/5j74H7Qr2atOMrr1qYlkQcsZ6602kl7Zy5HnDyLZe5qQC7u/n54hjiMDGXlWUwTAkrvfULPpeXGR5VH7mx+OcJj8Q5M3ZDmheXsOfqZA/00/OVfRSfHsPozWA+s5vik2NJYsjFJSpvX2P151eI/PAO4kRWZBRDWycpIje4qyrkdvh1m8gNtlaFCIj8cMuY47/PELEgDh4sovFRIPIimnNt3vs/PqbnUJHdr4xw6Nf3fiZtkRSJvqM95EazdFdtTv3++aRW/yFeM3u+zuovr6L3pOh5dje5w0PJiCyBPd+g8u515v/yLIU11YmsKdQ+mGb0d56m/+uHyR4cIPZCCo+NELRcqh/ObJoW9WnBaYW47Q6rk92NHic3/CbW/0Xin8At/722Qy3EDYn+p936TxlxzKfiXLUVhEjO/3liAh4AUSjoVBPCY+Fia/v+B3f0QbizH97qY/IPDXEkaC926DlYZOBEP8tnV5CQGHpqkN1fH0tKVe/j2ngtn/n3Fhh5dojADmnNt/DaAWMv7WLoif6bF1xAe6nL/LvzDD89SOhGeB2foB0w/vUxeg6V8JoeS6dX8Ns7m70LAZoqMTaisGtI4eXn70xXk6QkcUCWk6+4Won55Tsu//r/ajK3sL3h3KlPPH7vD1uM7VLYv1cjZUkMDij85q+lb55rLXlOkmF+IeJP/7LDlWsBr75kbkua+D784m2XPWMa+3YniT65rMQrXzF58XnzptpHkpClJFFhajrkr39i88d/3uF//Z+LvPjso/OyUBWTfGoXll6k5SwTxj6mmqEvuw9NTVHrTrPcuLhu2hrGHm1nldXWBEP5owzmj5I1+2g6S2tlOgJNsUibvUhItJwVZqsfEkT3vyECIEsqll7g6Mh3iERExy3jBW3C2EOWVFJGkVJ6N7qSomkvrKlMkpvvh13a7gql9Dh9uf1oikHdnkeRVDJmH2mjB0U2kFHu6s/yIFA1UG6phg3Dm0ka2yEMko2LLwIUJfEi+dV/WuLxF9IoCnTbET/50zofv9m5J38NRUkWg7cbaj4IJJkd77bH8VoZzxfj0q9jbjpgbjrgiecMDhzR2HdI5/wZj6UtNjDvhqX5kNnJJKbZMCV279PYf1jj9Aebb64ODCk89pRBJisTx4LKasT1yzuLeX7UiCJYmo+YvhawshCx96BMoSiTuo1scGxBeSVibjrEtGRGxjVe+YbF9cv+A5MmY3s1fuO3Mxx7wuDkWw4//vMuZz64xadSJMb1UcRd59VxlGxke25itlsoyfQNqExc3HxDon84uS+6/iVp8uCIBWHHpXV1Ba/SofLONayRIum9vWQP9GPtKpI9PIiWs0jv7WXxrz9JDGNv6Tsijtc8GkgmT1dXmP2jD3b8AoqDCG+1RdDcJh3ks3/uvsStEIl3QeTHxDucADySZsSC6kQdu+ogSRJu3XugWv1NzxHGeJUOiz88R+2DGfRSCjWlE3khXrmNs9gkaNg0zs7TuV5GkiX8Wpfln1yk9Ow4uUODyIZK2HZpnJ2n9uE0kfvZJscIwW1lAF8+YLcicl28hTlqP/07otbWkeOPEmGrSffiBby5WcLm56P05mFBxLcbTN6iFFRUjHSJ/MhhArdNber0p9/A7SArqGaK/N7HcMoL2Cszn1lT4iBi5pezIAS9R3p46X96njiIceoujekmZtEkcO5dI+3UXKbemEFPaxR253n+f3iGwAnpLHdoLXRAlhIzWKCz1OX6300jgJ5DJQYe71tXCtWvN1g+s0pg32Vz5BZcvOLzr/63Ok+e0Nm/R2N4UKFUVEinJPS1ZIIoAtuJqdVjFpaTcpyPznicPecztxBumchwK9qdmDPnPP6X/73Oyy+YPPm4zr49Gn8QFaQAACAASURBVD1FBcOQiIWg046ZW4j45KLP+6dc3j3poarw+LGdGaO7nuBHP7VZKUd8/RWTx48ajI4oFPIymirheoJGM2JhKeT8JZ93Trp8dManVo+4Nhlw5KB2D2a/94amvUCtO0vWGqSQGkFVknjgMPYpNyaptK9j+/UNflqxCCm3rhCEXQrpUTJmH8X0KBLJajSOI8LYo+tVaDlLW0QA3xsEEWHk0XZXSes9FFIjSbqOEMQiIhYhjl9nyT5PrTuDF9wsY3SDFuXWBJpikTMHyKd2kbWGEGuxyi1nmXp3lvHe5+7LN2wniMJkZ/gGEjn9zu6pvEYKfu4hwcgeg2/94wL7j1ukMjLLcwF/+5/qXP3Eodu+t2sbxxtNI+vlgPdfb28Z/boTzF7zdryA/6LOhqYnAi6d9Xn+lYhSr8Irr6VIpWXe/KnN1ERAsx4RBgl5lErL9PQp9PYrmJbElQs+1dWb98n3BLOTAT//cZeXvpnixLMGQSAIQ5i65tNpJ6SvJMH4fo1Xvmnx2m+ksVIy5057fHLKezhGpttgZExlfJ+GmZKZnwpYWQxpNeP1fiJJicpofL/KgSM6/UMKsYDyarSpaqZRjfjRn3X4R/9llvH9Gs9/zaLbFXz0rsPk1YBmPfkbTU+uYa4gM75Xw0rLNKoRp953N/XN6R9Ueeal5NloN5PSpcC/PyPcdivm+hWf/Yd1Dh7TeekbFvPTAStLEZ6bKFB0Q+KJ502++lqK3Qc01C9eBsd945FmtIpIELZcwpZLd6ZKd7pKZ7JM59oqmQP95I8Ok9rdg96Tpn11JTFsvUVJEnkhQdNBxEkRWNj16UyWCTvu3Wuzv8TnCrIqYeQMCrtzpPss9LQGEgR2SHupS32yid/Z2aR3AyRQTZWeAwXS/Sn0jIaiJgapIhb43YDOUpfqRIPcSIb8WJbqRIPOik14y0R/+JkB9JRK5WoDu2IThwI9o5Efy5IbyaJnNEQsKIxnqV1r0Fl1EFFMZjCNmTfQMxpaWkNPqdQmm0ReRGF3DtVUacy0qE817xqFGXsh3ekq9nwdxdRQLI3YDwntABEkI6Rf6+LXbkp862fnidwAd6WNYml4q21al5dxFptbludIuo5aKiCnUkiWiWwYSKaOP7uAJMuofT1Iuk4wv0hQriDchPVXinnUvl7UnhKSoiCCgKjRwl9cIrYdiCLkdArr2GGCcjWRK/cUkVMWRDFRq4W/vErUaEJ4w9FbQhsaQO3tQclmQJGJuzZhuUqwsorwbtk1VhX0wQHUnhJyJg2KjAhD4laHsFojWFq5t36zDawDh0CWCBsN9N4+5FQquU+2jbe4QNRuI8LkfsqmhT4wgGxZuDPT6EMjqIUCsq4jwhB3ZpqgVoUoQtJ0jNExtN5eJEWBOMYNQ2g21s8tp9Ko+RyylUI2knuEiHHnZlELRdRcHgB3doao3UIEQXIte3vRSr0ouRySohA7DkGtSlApEztru7GyjJJKY+7dh2JZIEmIIMAvryL8jbv0kqah5vIYY+N483NIipJ8TzOFiCOCahVvdubmdUil0QcG1r67gYhjom4Xf2kxaef9Ggo9ZEiSjGqkSJVG8Dp3T277rCBJErKqY/YMEdhbl3ndD0I3ojHVRMSC1kKHyI9ozbdZOLmEXXWIo5jOUofFD5cSL5EwISYUXcFteFg9FnEY05pvYVddmjMt6tcbuA2POBJc/9spGrNN7OpGBUB7qcPlv5ygeqWG1/IJ3ZDGTIvZtxforNikei3iUFCdqK2V3pjUr9V55phESla5Mtll9aNFuqPJWC+rMnbFoXKlRvVKjXgHfiYAK6sRf/O6zdVJn13DKv29CvmsjGlJaOpN0sT1BM1WTLkSMTkTcG0qKeHZ6aIqDKFSi/nluy4r5Yhzl3xGh5M4YV2TiGOB7QiWVyOuXg+YuB6wtBKRzUj88l0HVQWQOH3Oo7OFlFoImJkLabVjVsoRp874DPYrZDOJSaPvJ/4oq5WIa1MhVyZ8ytUY05D4+dsu9UaMpkuc/mTrc9yKi1d8/s3vJwRruRLz8SdbG1m6YZt6dxY3aGHpBTTFRCDwA5uWs0jHq675mWyEEzSJuiFu2Cbr9aOpKRQpmZFHcYAfdrH9Ol2vQry2eggih7o9SyQCWs4SYbx5u+rdOcLIJRLhelmQEIIgclhpXSGlF9GVFIqSRAQnJI2LF3RoOcu4QXMDURPFAV2vxkrzEl2vmkQlSxqxCHCDNh23TNNZQlMtZEml61U3kLlRHNCwF4hFhB92iWLvniOHfU8Q3ELi6YaEbsrA9kSCZsioX4Ad4qExnRMvpnn+m1l6BlQqywGn3+nw/uttqivBPftaRKGg247JFQEj8YH5+K0O9UpEuANCdDOszAUPlCbzRUCzEXPxE2+d6BgYVnnxGxb5kszCTEirERMEAkUFy5LJl5KI4m5HUF6ONpAmcQyLcyE/+5FNoaRw8JjO0y8myrfZqYBWIyaOQDdgdI/GsScMRsY15mcD3v+lw7lT3qcSl1vsUTj2hMHBozqryyGVlYhmI15XhqhqQm6M7FY5/pSBqkrMTQVcv+xT2yQZp9uNOfWey8iYiqpJ7Nqt8rVvpxjapTI/HSSEDAkRY6UkMlmZoV0qniu4+InP6Q82J03iWBCECdG096DGN38txdMvmMTx2ogikvea5wqajYjycsTcVIC7iTF5ZSXk/V869A2o9PQpPPWCiecKVhaT0iJZTuKnDz9mUCjJTF8LOHRMx9hCuChJ0NOvUOxRyGSTMjZVlRgZVxnfq6EoicHv+D6Nl79pEYY3FXOeK5ibCul2Hj1BtlM8UtJkA8TNhV/r4iLmQJ7oeycY+u4xjP4smX392LO1jaSJ7eOV2+uGsVrWIL27h/bVlS0TdD5zCDbqfGVpQwTsP0TImkK6L8XYi0P0HS5h5o1kUeqGVC7XmfrFHCvnqxuIjJ1ANRRyw2n2vzZObjSLkdXQLI3MQAohBI3ZNjNvztNe6jL8zAD7vz3O+T+9it8NNpxr/7fHyQykOPefruC1PCRFkB/LsvebY/QeLGLmjSTurOkx+84iC6dWsasO/UdK9B/rIdVroegKhd05Zt9dxKm6DD7RR3Yozey7i8RBTPnS9r4DIowJOx5hZ3tXdW+1TXm1TfmtaztOc5ItE2P3GNr4KEo6hWQYaP29dE+dgTjG2DOOUirS/eg04uwFgqVlJN3A2D2GeeQg2vAgsqoS+z7hSgXpgok3OU3cbqPkc+S/+03cq9eIXQ99eBA5n0MCgkoV5fIE9tnzxK0OqCpKJo11/AjGnjGUQh5JVYnaHbzr0yBL+PNLycpDUVByWawTx9BHR1ByWSRNQ/gBwfIKzuWJh06aZJ9+BtmycCavY+4aRc0XkvZ1u3TOnsaZvEZYqyXpIZkM6WOPoQ0OEXse6SNHMYZHkFMpRBgSOTZhs4mIYyRdx9qzl9ThoyjpNLJpUvvpT/CXFtfPreZzWPv2Y+waA1lGzWSRNBXpow/R+wcwhoaRdB3efRt38hphq4VipbD2H8TcvQet2IOkqcS2jTs3izNxBXdmGhGGSIqCks2SeewEWm8fSiqFiGO8hXl8e2PZo2yYGLt2Ufzmt2m+9zYIQerAIdR8HiEEztXL+EuLiChENgyMoSHSJ55MSCbLQkQRUbtF9/w53OlJgurnhKAQgjgM8O0mgXNvUdvbQpJQjNS675UkyWtSfmntvB6SrCKikDj0QZJRDAtETOS7qGYaZBlZUVGsNNLaNrCkqChmCimpNUoIKc9GRBGypqPoJnEcJecVgjgKiQNv05qioBtQvlilfPHm/ahNNKhN3CTuGlNNGlM31UeBE7L08QpLH9/5nM3f9v9n//D8ppemMdnko397ZsPPRCRY/GiZxY+2MvyEf/lbBY4cNPl//qjDm++sMvP+gz3rfgCrlYjVytY+Ww8LQiTky5nzPmfO76x0qN0R/Oh1hx+/4aOn8gSuWFfcbHWOWj3m7fdd3n5/G0XtGlxP8MabDm+8eW+lLe9/5PH+Rzu7ZkKI9RSce4UfdvHDLvXu7I4+74UdVltXWW1dvevnyu0Jyu2J21tKGHtU2jszU74dsQhp2As07IUtP7PUuLDpz6PYp9qZpNqZvK9zAzjdCMe+uYpKZWXSOZnyDi57KiNjfqbR03eHJCWxssefTfHCazlG9ug43ZiLH9m88+MWSzP3Z64b+IJ6OaRvKCHjwkBQWw2ZnfC+cMa4nyaEgOlrAX/5HzsYpsSxJwz6BlW++loKTZOIRaLyVJTks2EoaNZjLpzx0I07j1evxnz0jkuxRyGK4MjjOt/8tTQIgecn5JZlJcEbgS9YnAt57xcO7/48UbZ8WkhnZI4+YfB0ykSWkxKWbichNzT9Zoyw5wpmpwI+etfh8jmPRu3OvhT4SWnSz35sE4TwrV9LUepVePW7KVQ16fM3fJGEYJ04mLjkbylRUpSkPVNXA/oGVJ56weKpF8wNZTixSJJLW42IhdmQi594vP1Th8mrPq1GvGGqsLoU8ebrNoeO6xw6ZjAwrPI7/zyH5ySRz3EkMC0Zuxvz4TsuF854DI4kBMtmkGXYd0jj+JMmY3tVTDMhdvMFmZ7+JEQknZF5/GmD3n4F1xV4boznCFqNmL/64zZzM+JzUYoFnyZpcisEuKst7NkaznKLbNZEy5ooqY2y1NgL8aodnMUGWs7E6M/R+/IBnMXm55Y0EbFA3FJSIqsKiqV/LrKsPyuISBA4AZVLNVbPV2ktJga046+M0H+sh6O/dYDmXJvOPZImuZEMu7+6i9K+AhN/O838h8uopsJT/+wYWlpj5VyFC9+/SujcGyVd2ptn7MVhhp/q5+KfX6N2vYFmqgw/PcDeb42h53Su/s0USBLF/QWcqsuVv7zG3ldHGTrRT3u5y8W/uMbQk/3oGZ2Bx3t3RJrcN+5FoSNJGKMj+HPzuKc/IXXiOKnHjuLPLdB570OMfXtQCwX00RHCchVz/x7Mo4eQVJXGD/6WuGujDfRhHtxP8Xu/Qu37P8C9enPCaR0/gjc1Q/vdDwjLVfSRIcwjB8l9/WWChSV820Up5Eg98yTm/r34C4u03niL2HUxDx/A2D2KNthH/fs/IGolZIx5aD/mwX24lyZwLlwh9n3UfBY0jbh7fwa820EfGEJSVFofvEdYr6OWSqQPHyX33AuIMKBTvxlTLuk6ev8AuRe+gnP1Kp1zZxFhiFos4i3MI/xkoRHbXRpvv0n3wjmM8d0UXnpl03PLpom1Zy+Nt36JG0WkDh6i8MqrdM6conPmY4xdo5jjuwkbdUQsSO0/QOrQYfylRVrvvkNk21h792Lt24/+ytcIalXCVqJK8VdWKP/F99GHhkgfOUb62GNbXwRZQUmnSB89jnN9guZbvyDsdlGyWYTrErsOCIExOk766DGMwWFaJ98jKK8gWxapQ0fIPPkUsmXRfPftz9a/ZQ1xFOA0l/HOV9e9CR4WZE2ndPgZZM1IlFupHJFnI0kyceDRWZrCyJVw66t0l6dRzTTFQ08TujatyfOUjr6Als4BIOIQxUgUTnquh97HXkwIFdUgcjvULpzEb9dJDY5T2H8Cr1lFMUxEGOBWl2nPTxD7O1tEf4nPH4x0kbGnv8fypTdprVzjiyvq/xKPEvVySLN6c35T7FPp6VeZvrw9uVXsU8kVH50Z8INC0yWOPGnx/LeyHH3aIorgwoc2J3/a5vLH9+9l43Rjpi+7jO03yBYUjJTE7sMmleXgS9JkG3iuYH4m4Pd+t8GxJwyefN7k2AmD4VGVTE5GUcF1k6SdlaWQ65d9PnrbZWVx8zm45wl++tddrl/1OfGsyQtftRjdrZIvyiiWjOsI5md8Lpzx+Ghtgd5ufnr3aH424J2f26ga7DmgMTCsUigq5AqJmXwQJOUsy/Mh5097nD7pcvZDd0uj1RuYupooUU6/7/KVV02OPG6wazw5tqwk5aGtRky9EnH5vMe5Ux4Xz/qbqqryRZlCSUkIlzj5J1ozG74BWU7Sh0p9CoWSwt6DGs+9bPLv/3WDk2+5GzxVXEcwcz3k//7dJi98zeS5ly32HtRJpSVMU6LVTNJ63nrD5uP3XQJf8J3vpUlnNidgZRn2HNB57hWTg0d1bmSpyLKErCTlXKoMfQOJ0W+S4JMQb+1mzDs/s1laDPE/JwndD500MXozSeqHoeKttvHKbYLWxsmbpMpYIwVSYyWMniRC1W/ZhN07r0rY9ai8OYGaNkjv6aX4zDhB26FxZg57urp+bEmVUUwNNWNgDRdQUjpR16N5YfHTNcYUgtgP8atdjL4M5lCO4lNjibdKy924wL2RwvP33GUwDmPsisOyGyGiGL+blOKsfFIh3Zdi6Kl+FP3eX95GTie3K4NdsWkvdeiu2CimQnWiQc/BAqqhEHTvvSyg91CR/FiW+feXWb1QpbPURVIlnIbHwOO95EayFHfnkRWJ0I3olh1q1xpkh9KkB1J4HZ/K5RpGRmfgsV6s4jaGe7KEmtIx+7PopTSKpW1LsjXPLd6TKfKtiH2fsN4kWFzGLxVRigWiThd/dgHZstDHR5HTaSRNxTx2CKIYd/I6wfwiIgiIO10kVSX15GPog/2Eq5X1Y4e1Bv7sPN7kDMJxiW0bOZPGOnoIpVhArtRQ8jlSTxzHm5zBvXodf2ERwggnCJENHevoIfTxUbypWSRFQbZMJE0j9jzCRoPYdojb7YRif8geMzcQdTt4iwt48/NE3Q5hqwVRTOm176D19aMWCoSNZHdekmVE4OPOzODNzxE06hAnZUmxe8vkTgiE5xJ1u8TuWtnhJhCxIPY8gmqV2LFRC0W0nj7Ceh1/ZQXJtDBHR5ENAzWfJ3X0GEG1gjs9jb+8hAhD7ChAzRdIHTqMMTSSlFR1OhBHxHaXuNsl9u++U5fEtqsElTLe3Cze0hJx4Cc+LGLNQFaSMEZG0EolupfO487NEDYbyKpK1LUpfus1tL5+9MEh/OWlh06c6JkS2f49WIVBVN0CIAo87MYy3coMbjNJBZI1g9zAPvLDh5EUFYSgvXKd6tTH68dSjTRWYRAtlUMzMihGCtWwqM+eR9Es0j0jKJpFY/483doCkXf78ychayaR20UgMIr9dJem0bMF1FQWWVGRVR1ZUVlzqEXWDDRFRc/3oJoWTnmewG6hZQqoVhaA0G5RnzidpHlki2ipLFb/aKJOMVJo6TztmSuEbie5P669Xjb1Jb54kGQVzcySKgyt9+kvsR0kLKtEHAcEgUMcf7r9X9PSpNMDZDNDLK+cJQgesoptCyzPBawu3vyuu/YZjB8yOfVWd1uebWy/weDozvxzPm2YKZnh3Trf+scFDjxmEQWC+Wsev/hBkytnnA0lSfeKdjPi/Addnvpqht4hjWxe4blvZJi+7FJbCT8P3P5DgzY4gD48hNbfh6Rp2GfP4c3OPdAxwxAa1ZgLpz2W50Pe/4VDKiOj68mcIYoFESpx3yiO3sP0uQ9oNbdeg7mOYOZaUpJz9bxPJpfEOMuSRLhWSlWrRFRWoy3jeUUM3XbMv//dBvmiTLMes7IQbqlOiEKolkP+vz9o8ebf2QS+YH46uKPkp9OKmbjo06rHZPMyVjpRltzwDYpjge+D3U0Ijmo5ot26xUNN11F7SkSdDsJx18uUwxAatcQjpNWIOPmmSzqbHFta+943DFkbtYh6Nb5DEaKoUCwpfPc3Mzz7kkmuIPP6DzvMT4fUa9GGcjFJSvyOCj0KJ541ePoFk13jGkdOGCzMhVy/fHMMESIhXOamA1w35sIZn1whidQWIlFqddoxSwvhejrQ7/+fDUqlFG67n5G+Y8wtfYQfJHYCUQQn33KYnQzIFe5N2RYEgsmrAf4mRrmrSxH/4d80yeZlOs2YuenwgcaFneKhkyZawSJ3ZIjU7h78WhdvtU3QsImDpB5YUiQUQyM1WiR/fBjF0nBXWtgzNfzqnbFssRtSPzOHMZBDSWlYI0X6Xt6P2ZelO1MlaCSLEklTUC0NJZ2QJiDoTlVpXVmBTzlNJFwja4pPjWH25+h5bjfCD/HrNnEYJ0ybpuBXu7hLTdyVO80gtbyFljNR0gaSIiMpMuZgDmukgKzKCAnMgRyFJ0cRUZxEI0cxIoxxl5uEtn9vCoRHCCESibGWUkn1WOgZDVmVSPVYWD0mRk5PoivvEZIsISvSOit5M+liLXnlnr9+spDJDmco7S0QdANGnh7Av0XVZOYNRCzIDqWJ/IjADvBaHl7Txy47uA0Pv+Xj1D2cuouIBaq59WMmGypGb4bCiV2kR4voPemtlUkCRBQTOT72XP3+SBMhEpWAbRN1baJmK1lA2w5Rp0PU6iSXQdeQNA191zDCD4htGx47un6Y5CWsohQL/P/svVmMZUl63/c7+93vzX2rJWuv7qpeprtnuntmyCE5HJIjSBRMaLEt+sEQ3wQDhh7lBwOGYcCA4TfDDzZtwyQhUIIsWRpK5CycpYe9TPd0174vuW93384eEX6Im5mVXVlVWdVVw6F8f0B1V2XeG+fEuffEifjH9/0/q5hHDvxP0nqdZH0T2dFeDKLZRjR1qL+Zy2LmsljFIu7MFL0PPiZZ30QFWvhMN7dIaw1QCmd6imSzigojRLOlI1wmJ8i+fIa0VietN5F9X3t6vABEv0e8sY7odVFxjIhjorUVZJJg5QtYxdKOaIJhIKOIaHGBpNVERfpaiGc9NykQvo8MfES/r8WXwEf4fUS/h/R9DNvGsG2sXI7MkaOECxJ3dhYzn99pxh4ZwfA87PFxjM116D3DRN40Sba2iDc3kYH+vskdfxID0/WwKyMYjkt47y5pu4WKIkQUIXwf0e1hZbK4E5MkW5uPFIqeBTtTID92iPLcWZTY9cqxLRsnW8S0H4gJ3qlYYuJmS2TKk8g02SOamLZHpjRBaeYkMk1QKHIjc6AMpIixMwUypUnSqIeIQ/oPiSaaJOihpNCpT60qpm3j5Mt7XmM88F/L8XAKZaRICRsbRK0qmbGI3OSRQaqPiYGh2xSp7kNpBNNxd5wcw+Ymcaeuf/+cmJu1ePM1l5t3EgoFk+kJi0LBIIoUaxuCxeWUreruRM514ehhm0NzNiNlE9PUhqgLSymra2LHN+PlMw5zsxY37yQcnrUZGzXJZLRx6cJiysqaoNHc/Z7YNlTKJl97J4PjgOsYhKHi7v2U1fWU9mCS+u6XXSzL4N5CyuaW2NFTMxmDb3zNo96QbFUFjmNQKpoU8ga5nEE+Z3LleozjGByes8hmDK7fTFheFfT9/R8ipu3iZAp4hXEsx8M0bZSSiDQi7FRJgg5S6Ps/P3YEy3aJ+k28/MgghctCipioWyP224gkBMOgMHoYrzhObmQG28tTmj6JabtsP8x6tUXCrhapLTeLl6vg5MpYTgYDAylTkrBH2NlCxCFKCZ02ZmfIlqcARditkS1PYWcKmIaFFAm9+hJJ2Ht8aYVfYkzTolQ8RBR3kXLzFy6aWJZLLjvGSOU4tfp1XtBj6SE2V2LWF2P8niCTM5mcczh5PsP8GY+1hXjfxYbrGYzPOJw8n2Xq0C+faGLZMDvv8tXfLvHK23kKFYuVexE//fcdrv7Mp775xca4oCe5dz1k9V7M2JRNrmBx+tUsr76bJwoUK/eiJy6+bMegWLZwPINOQy/OfynFFqV0hGK+QOb4PPHyyhcWTbabbdYlzboE9vmy2zaZ+QBnIqK3kfIkz2a/r/D7KauLz/bZbi/0P/jRwSKQlIJ+Tw2q9Tw6hCFNoNWQtBrPlgpmZrNkT54kXFggTWt7vN2E0BE5vZuPuIZPIJMxOPuKx9u/mmH+hMOtazE/+a7Pzasx7abcdy++MmoSR4q5Iw7HTzvMHXGYnLb3iCbbBL5i6V7K0r0nfyY/ey/EdSwmRgpMj59gzbwE6PW8lHD/VsL9W893UOx1JD977xcfTfvcRRPDNLFLGSqvH8Yp6EmrEpK0H+n717awMg6YBkroyiGti8t0rq/vK5ooIQnX21R/cgslJNO/cw5vskT20CiG9UC5w+1akkohE4G/VCdYa/21pMUknZDqe7fxJgoUz0xRemmG4ksziH6MTFIMS0fF1H+2wNb3r+8rmuSOjmrx6cgoludgZmycYgZ3rIDp2aCg9NIMdjGDDBNklCKiFBHEbPzFVfzF+l9r6dkHsVyLwnROp+O8NEZuQnuAWI5BpuLpHW1zUBb0KYSOuJfQ2wqYOj9GcSZPYTKH5VqUDhWRsaC7/jSLRP1FMS0Dt+AwcrxMYSav88k/N/r0qz6mbSJigUwkItH5jVIo0kggIn3dlVRagHiMIORWcoy8fpijv/8V7LyrDY6Vwi5mULFAxikK7QtjWCZpP6K/UMd0nv3WVamO+EEplBCoONkZzJWS2o/BMjFsCyufxzqs03XU52R4GUbbcXa7P+v52hz2weNJiRICw7Ixs1o4wbSQvT4qCD7XphZ0rFIB03WJt2qEdxdwjxwic+o43ol54pV1wpu3iRZXEPXGCxFOVDIQiraFR6X0dQpDHf2S2Rs9pNKUtNV6LueilEIlyUAEVNoDI453PjOUBNPEMC1wXKxiiezps2SOn3wokkP0uhiWpStCPCOi39s1k30Q09Cfp+ehhCBpt/caviqF8HsYTgWrUNiNrHtOZIrjFMaP4hXGWfnszwhamxiGgZMtYVo2abBroirTiPbqNXpb98hPHGX6pW/s26ZhmGTK07SWL9OrLoKC8uwZ2ms3aSxcoDh9ErcwSqY8Rb++/+RTSYFKk8H3PkY96Ny2XQcZME1zJ5rHcjxEFGg/EiFIQx+lpDaEHZli9OWvkAY9TNvBtF1tEDuIx5VpQhr0nqtgAvD6Ky7/w39b4Y/+tM/EmMVr5x1mZ2x8X/HxpxH//nsB3/1BQJxoYWNy3OLb38ry9XcyzB+1sW3Y3BR870chP/hRwKWrCUrB7/xmhr/9Ozn+6E/7vPtllzOnJDz/eQAAIABJREFUHEZHTHxf8b0fhfyH7wW8/1G0M+zmcianT9ic/JbDkcM2xYJBv6f4zncD/vz7AZ9ejFEK/svfL5DJGPzxn/ZptCRisGCslAz+2T8t8/MLMe99EFIsmrx6zmVi3GJs1OT4UZv//Y+6eK7Br3w1w9yMxf/5xz3+7LsBt+/uf01tN0th7AhjR7+Em69g2i5KStK4T/3+Z7Q3bxMNxI3xY2+QKU7QWr1OcfI4mdK4TrNKQlorV2mtXqPfXMUwTCqHzlOeOYWbG8G0bEaPvk5lblesXr7w7wm7dTAM3GyJyuxLlKZP4ebLgIlMI4L2JtV7P8dvLJPGPoZh4eTKTJx8B8OA2v1PGD/2FrnKDJbjkYY+Sxe+g4hDpHi2xcHToz1/LMvdGZuUUggRaaFn8Brb8nbGje3XSZkiZbLjF2SaFo5ToFI5ju9XSRIfUIPXpTtpeIZhYpo2pjmI9EIhpUCImIGTAKZpYVnuoEKj3vUFECIaGM+qB9pyBm2BbXl6PP58Lw0Ly3IwjMHvlELIeE9bpukM/I8Upmnt/F2pFCESHjcpqm+kLN+JWF+MOXzSo1CyOXk+y6/9bpkf/ps2tY0EkepNJMM0sGwYm3L48q8VOHEuQ2nkGcshD6ZrhjnYxTaNPSV39bGMHX+Lz5f0fhzlUZvzb+f4nf+sQqli06qn3LwQ8N1/0SToS2znAM8RpRByfw0wiRX1jZTLH/UZmbA586UslXGbX/+7FbyMyU++06ZVT0kT9WBA5aAEub6GhbLN/GmPbMHk0gd9mtVHRzU8LYbr6IMphWHbO551Kk31/GL7hEwT0x0I5waDSNZYz9MGFzvZ3CJttRH1Jt7szP4HNE0Mx9HHMgaTcAUqivY+zw1DzyVcd+DTqJ8/Ktl7XtsbOvHGFvH6xv4m8KapvdqcQdkVpfS8dLDhNAiNwPTc7d2OnWOqON49HoBt6/mwZe+0hRDIaODrZVk7fTMsS59zKgY/03O3ncID2+fvurvrESmQUbw7t7IsbdDPY87LMLSZ/tgo2ZfPIoJAm+0buoiBSpPduaVlYbqOjpwG/VknMSp5/PM8mzN586sZZg7ZNGqCD38ccuNKvFOBZz9aDcnKYsLKYsL8CYdsziCTPei8zMA0bSzTBkwMQCqJVOkekdoYjNuOnQVMQCFEPKggtj3m2ZiGvTsuDsbrbXNw07AxTAuDXW84hcQ0bN2eTJCDsmFPagv0eG2ZDkpJDMPEMHTbUqUImT7wzHkyz100Cbc6ND66j2lb5I+N4U0UsUsZ7EJGm9ilEuHHhFtdunc2aV9ZpXVxZSdi5FEEK002/uIqnWvrjL55lMLpSTKzZdxSDkyQsSDtRSTtgP69Kp1r67SvrSHDX3zVhrQf0bqwDChG3zxK+ZVDeJNFrKyD6dnIKCGq9Yg22iTt/fudOzzKyBtHKJ6Z1g9uUwsL21EngC5PW/T0TSoHi61U0vpsSQtGvySiSWEqx5v/+DxO1qF2s8GFP75O3IspTOU49uuHOf7rh5+p3fZyl4UfrzB2qsK5v3eKl/+TkyRBStxPWHxvlZWPHm0w+CCmZe5Guhh6otS63+byv7hF8377oZKaaZBiGDB5bvzhiYB6Ov/73JERxr96HMuzqb1/j9aFFUSccuIPvk7n2jrNz5aQQlI5P0d2tkxc77Pwzz8mXP8CZWLV54QgxcPzst21HcGla/gXLpM8kIazjfS1SGKPjeqmhHhk9R59KPW5CgGfG7AfWFTqNyhkr0/nL98juHwd59AM3rGjFH/jV8isrOF/dpngyvUn9fjpGdxzBxZdBwLUc7Ee2LY7P0hbBiAEnQ/fJ7h/F/G58sFKSmTg7y96HBQpD5RWY+yrexrPXSzZadm0MUz9ENViQ6wFhNjficx4WhSKNOwR9ZqE7Sp+YxWvOEbsNwlaGziZAu7MKSxnH2e7x7WrpI48sGw9ibMsnHwZw3b1OUcBmbEZnb5j29jZIoZp4RZHwIC416Zz7xKWlyM7eRjzKY//rGQ8g//09/L88L2Q/+V/67K6LnjnLY+vvevxj/5Bnp9/FlGrSw4fsvm1r2f41q9l+PFfRfyvf9glThRvv+Xy5Tc85mYs/rv/sbUTbTI3Y/FP/qDI//PvfP71d3ziGN5+y+NX3vUwDLh8Nd557aE5i2/9RpY//Vd9/o8/7mHb8M5bGb75axmiSHHrTkK3d/Abz7LgjVddfn4h4rs/iPn2t3L87rdzXLwc8yd/2uedL7scPWLz6jn3kaKJFCmR36K9cZuwW0MkIU6mwOjh85RnzwCKre72eGnoyA43S33xAtW7H2FYDsWJeSpzLyHTmLBTRaQRmzd/Qmv1KsXJ48yd/xZrV75Pa+0G23dVEnR3/i7TmKC9QRx2ibo1lJLkxw5TnDjG9Nmvs3r5e6T1XTNVy/HIliYQaUR7/SbVux9rkTFTJOxs7UTG/CKw7Qz53ASTE6/guoM0NBGyvvEp/f4mUgpcN8/s9Fu4bgEhEzJeGcMw6XRX2Ny6SBR1sCyPYnGOyYnzjFSOUSzMUinPI2RMu71Iq3Wfvq9T9DyvTKVyjNHKSUzTRsqUTneFreplkqSPZXmUSoeZnnydOOlhWR6Ok8MA1tY/odNdHggykMtNMDpykpGREwgRE8c9TGOvaGJZLtnsGJMTr5DNjOqIRBGzsXWRbneFNNW7pKMjJ8lkKiRpQLl4GMfNk6Yhnc4ytfoNkuThzcQHWbgZ8r1/2eIf/pMJKuM62uSbv1dh/nSG21cC1hZjQl+SK1jMHHE49lKGU+ez+D1BfSNhZMJ+uio6ho5W8TwTN2vgZUwqE/YeU9lC2WRixqbTdIhCRRxK4lA9MYLDsuBrv1PiG3+7TKliY1pw92rI3Sshk3OOfgwd4FZPU23u6vd0GdzPoxT81Z93yORNRidtpg47TB9x+O1/OMJb3yiwcDOiuh7TawvSVGE7JvmiSWXMZnzGZnzGpVCyWL4bcedKQLvxlDt+jyF37mXMQh4VJ3hHjmDmc8hen2hhAf/qdWQQDEz8J8i//qqOKDUMZBzT+/gT4pVVZHDwHXirXCJ3/hzekcOY2SwIgYpjuh98RLS8srMRZHge3tEj5F87j5UvYDg2otMlvHsP//oNZK+PmcuSmZ8nc/I4zsQ4otej/q//3a4YMsAeGyVz4ji5l8/q+8IPiJaX6X38KSqOMT0PZ2aG4rtf0f21baxiEQyD/qcXCO/cQXT1pqh35DDZM6dxD83qeViSkKxv0PnpB8gwxJ2ZInPiOIbn4U5MIHyfeG0d79hRDAzChUV6H/5MX4tiEe/oYfKvvYrh2CghSao1eh9/oudWpoUzOUnxna+gRIphmlilEhgG/uUrBDduai++QoHs6ZPkXjmPd3gO03MRvfP6et2/T3j3HqLVxrBtnNkZcudewp2ZARSi08W/co3w7r3HbsJZlvYzcV2DdsqBSzDn8iajYxaGqSN8gkdEU34e2/IYLR9nrHwS18ljGBZB2KDRuU+9fUd/Rwavm518E8u0se0sSklWtz6h01/bHfPKJxgpzpPLjg0EzoRmZ4GN2mWEjCkXD1PMT2NbGQrZCfpBjTjtUy4cQoiEavMmtdZNAEZKxxktzZPLju+01eousV67uCOIZ70RpsbOEUZtMl6ZfHYC2/Ro91dotO/R7n3e0v4x1+HArzwgaS+id6+G8GOcShYr72F5tl7oG7oUrEq0wBE1+kTVLnHtyREBMhbE9R5pPyZpBzQvLuMUM5ierQcMIZFxigxT4lafuN4nbvoPLeBUKtj64U369+tIIenefHwlnrQXUv/o/o6o07q08thFoT5ZhfBjOtc3iOs+rYsrWHlPp9UMUixkmBCstwk39l/8dq6vk3ZD6u8/nbO6Uor+wv5RJkknZO07l6j91V2EH9NfqCHCFzxRMsAruky/OsHKR+tsXa3TuNtCRAI35zx9meEHUTqH0i241G82qd1qEvcTom5Ma6FD0Nh9cCihU4Qsx9RRLejdELfgYGetnWiQbc+VuJeghC7LGTY/F76nFF55WwE/4OL2EbiVHJmpEt27VRofL9K6tIKVcXTlqHqP7p0qcaOPv9xk7CvHyM6WKRwfJ2kFL9YMWep7Rfo6BUaGIcn6PiKUYp8tpEdfEJ3qE4BIsfJ5jKwHDyzoTdfFyGURvT5y+4EhJbLbI45jRKerDWrPnMSZnCBz9hTB1RsH38Y6IKbjYOXyuwv+wc6BkcmghECG+0xK1H7q0zOidv7z4A8+dzg9QRD93qBaTY94c7/P6Aue00PnstuuDANkFGGVytjFMsL34YFUGSunq8mIfu+5f0ZRr07Q3iA7Ms3k6XcI21v4rXWC5ppOkXmWVAMFIo2QaYIUCSIOEUmISCL970HVm/12lR/brEiJ2nXyM8fJT8/jZAuYtq58E7WqxJ0GzJ2kMHeCzOjUjveJSCKUSPHKY+RnjqF9Ux4IqX+OX7n9kBI2NgUXr8R8+HFEqy1pdyRHj9h85U2XQ3M2PT/h+LzNV9/2uH4r4Wc/j7h4JSYV0GxKTh53OHbU5uWzDleu6Xs6jBRLKymffBbx6cWYJFFs1QRvvu4yN2MxPW1xf0ELFr2e4vbdlA8/ibl5O8EwYKsq+ZWveszNWkxMWPSe0rsqThUr64ILVxJmZmJmpjM0W5JPLkTk8wavv+IyPvbo6CyRRISdGmnkay8ZkWB7eWw3y/jxt3Bzlb3XMY0Iew26tUXCTlXnrUd9ytOncHNl7EwB0Yt0ioxhkgm6KBRJ0CHsVHnoQ1aKJOrTb65hGAZJ1NcLBiVxvDzjx7/8kB+KYVpaaGmt068vk4RdUGA5GdI4ePgYT0mc9tnq3KIXVgmSNol41MLNIJcdZ3z8JXr9DURnGctyyXhlRirHMYBubw3DsCgUZ1BS0mncotNZIZ+fwLI8Rion2KpeQcqEIGjQaN4hn5skCBu024skiU8YtXby6g3DZKRyAsfJUW/cQCmF55Ww7QwTE+fY3LyEYYDrFqhUjrK+8Rm93jqmaVMoTFMozJCKkHZ7EcOwBkLHCPXGLZK4TzY7Sj43saePGa/C9NSX8P0qvf4GpmGTyVQoFQ8BimZTG6jbdoZcbgKlJN3eKkIkSJnoVKMDCFnNasqlD/tMH3Z48xtF5o65VMZtzryeZfKQQ7el/Q0cz6BQtsgXLaRUfPC9Lvmixdu/WWRk4slLgdfezfPa1/LkCiaWrcuGWoM/00ecPak+p1/NUhqxaTdSRKqrgGz/qW2mXPmoz43P9gr5pgXFis382QyHTnhYtn72Hjru4ny7xBu/WnjiOW7T7wh+8p02966FtBv7i+ftesonP+ohUsW7v1XkyKkM5TGLfMmkMm7T72YGaTcKyzJwXINMziRXMMkWLCwTmtXkuVsSmtks7vQ0KkkI79/XURNxjGi19SLaMHDGRil86XWSapV4ZVVHNYyMkJmfBwXhnYNXg1JRTLK5heh2MUwTM5PBPXIIZ3IC0fdJNnXFsszxY3iH55B9n2hhaRClHJO22qh4UMI7Tki2qjoKNZfFrlQwTGPvNpnrkj11EntiAv/aDVSSYBWLmPk8+VdfIbhxE5WmWPkcmRPH8S9dIVpc0tF1MzM4k+PIwCe4oatliV6PaHGRZGsLlMIZH8PwPDLzRwkXlzAcByufB8siqdcxs1kyp04S3rqNN38UZ2xUCyRS4h09jDs3h3/9BkiFmc9j5XMUXn+N3oVLyF4PK5shc3ye8O49neqkFO7MDPboCN7hQ1rYiiLitXXMQgH38CGipWXi9Q1Et0fabOr5o2lilYoU3vgSwvfxr1xFCYkzMYYzM4VSivDmoyuCCTHwRYkUo2Mm57/kcf1SRBypPcauoAWWTM7g7HmPt76W4dC8zlZYWUhYXznYs3O8copcdoww7tDsLABa6A6j9k6khmna2HaGOOkRRC1syyOfnaCUnyVNIzqprjIWRm2aLNDprwGKYm4a18lTys/Q7q9gmy6OlcUwLbr+Fp5bxHGyVJs3mBw9R8YrYRo2UqVEcZtmZ5FOfx1QFHJTuE6OUn6WTm8VIWNM08Zzi3humSBsUG3ewMAkSrqEcXf/Dj+C5y6aqFSStHyS1vOvaqGEQvQjene24M6zt9G6uELr4sGUJREkdG9s0L1xsKiFB0maPknTp3vz6d/bv1ejf+/hnf0vgvBjGh/ef65tPgnDMDBtE6/kEvcSwlak/U3yDpX5EqW5gz8IH2rbNrCzFm7eQaSSqBOTRrr0ZmEqh2mbtJe7g+o9KWkoKM0VyZTqRK0IO2czcXaU7Oh2qoVCSUV3rUf5SJHJ82M07rVIQ4GIhU7dKbqIWOyE7X5RzIyNlXPof1qnv1gnqvZwR/PIKNVRWUFCVO0RVXt4Y3myMyUmvn6S/v06cePxO1BfDIVKUuLVDcxsBnd2hnhlHRVGKKW0n0lWixtPk5KikgTZ7ZFsbGFPjOFMTSL9AJUKrEoJa2wUw7RINqpIP9AhnNksSIlKEtJmC9HpYmY8nIkx7NGRF9J7M5/HnZzCKhQQvZ6eSExPYziO9hbpPt1A+0JQCuH7RGurOCMjuBMTpK0GcpBCZLguhmUNDGBfQMK1UgNz3iZ2ZQRv/hjC75OqNoZlYZcrWIUiotclqdeeq58JQOy36deWcLIlciOz5McP4+bLZIrj9KqLhJ0aIn7a55DS6TUDUySlJEoMQvwHAqHxqOgZKYmaW6T9DkqkBFvLiCgg7jZRIiXptYlbVZxCBdPxkElI1NggbG2R9FqE9XVdWth2EHFIUFsjrK8j4pC40xwsehOSbhOZpsg4Ium38beWUPLFRFSmAq7dTLhxK2FjS39+t++mbGwKbMtgYtxiYSllbsbi9Vdd3vurkBPHbUrFXcGhXDIZqZicPulwZ5Af3e0pPr0Qc+deSq2u271yLaHVluTzBuOjFkvLeiLWbEk+vRBz736y43XS6cT0epJc1mC0YrLwFMOxUtDuSOoNSbUmWF5JqTck9aZkc0uwvin40quQzTxaNFFKopTAMC2y5SmdYmV7mI6H7eYGkUi7u89J1KffWCbq7n4n/eYaIokwbRfbyxI9peWQGqR42F4BrzCGYZjYmTym7eF4+UEU1i4GWlzpVheJ+q2d74xIn09ZglRGtPwVWv7j51aW5ZLLjTNSOYHv10hTH6UEyitRKMwQhA26vbWd1wZxg2brLmHYohwfpVKep1iYHURhRIRhgzTxmZw4T6+/Qb1xiyja3YwyDBPbzlAuHwGg399AyhTbzpDJjJDLjVGrXUfKBNOwsCyPfn9TixqGiRAx5dIRMt4IHWNZR8nkpxAiYmvrEkkSMDZ6CtctYttaqDJNh0x2lLHRM4RhkzRsDnxviuTzUySpvyOa6HPUImyzdY8wbLMT+n8AISsKFGuLMT/+Tps4Vpx7K8/4jE2hZDE7r/3ilIQolPTago3lmLtXQ97/8w5zxzxOv5qlPPpkEfjk+Qy//Q9HBq81HhtAODvvMTu/NxpOZ5Yqlm5HdJvpw6KJaZAtmJTHLAol67FtPYlmNeXmRZ/V+zGwv2giJSzdDul3BHEoeenNhLl5j/KYRa5gUaxY2I6BqTNltDlnpIgCSase02mm3L4U0O9IRPp8lRPDMlGxIrh5C9nr76bkKIXhudjjY2TPntZm8X0fw3VQpRLuzDSi23060UQIZK+n00cAq5DXYuroCFajuSOaeEePYJfL9D79jGhhcZBuMkjPHmyUqCQhqVYR/R7O5AR2ea+XF5aJVSzgTE6CAf0Ll1BRhDMzRfbkSXKvniNaXka0O1rAyWVJajWC6zeQSYoMQjLH57HHxwEtKKgoQnS7yCACKTDzeZxSCWdmmnhDn7uSEhXHxKtrONPT5GamCW7fwapUsHJZDM/DANxDc3hzc0RLy6g01fOokQru9BTB7TvIXg8MAzObIW00CW7cQgYB0g/wjs/jTE3C1ev6WOsbYNsUvvwm0eLS4P27c3Yzm8EeGcGdnab7s0/wL11GCUnmxHGyp0+ROTb/WNEkChU3L8ecPe9y8qzL61/x2FzPsTAw1RVCfyct2yCbM6iMWrz2lsf5L3lksya3rsXcuhpT3Xjy3MEwTEbKxxAiZrNxjXZXZ1JspzDupkDqQaHTX6fdXcayHISIqRQPk3HrdPpaNElFRBR3B+k2klxmDMfOks+O0/XX9WemBEkS0umtMjFyFsfOsNW4zmjpBNYgNVKKlDSNiIwuZqrbynojeE6BQnaCnr+xp1aEZToEUZNq88ZOeufT8tdTcnjI/29QUpFGKX4jID+ZpTRXoLflU5zJM/vmJGOnP7foNdiJBrE9C9PR+ZqWZ2FnLJ2JlEi9cN/2QkFx+m8d4+zfOY4CRCTprHZZ/mCdi39yncRPCZohYSdi9s1J6neaiFSSHclw6rfnKc4U6KzsLoK3rjcozOQ5/e1jdFZ7GKZBUA+xczZjJyv0q4F+/XPQTQxT9zXtRbvRQUoho23vm91bNKr2iGo9pn7zLHbhxYfnqzjBv3KNwjtvkXnpNEmtQbKxCVJilYq4czME12+TNppPbmynUYVodeh/donMmVM6mqWvU3yyr7yEd3hWR0wsLCG7PaxKGffwLCpNEZ0u0g8xbAtncgJME9F5MeKFXSqTOXaMcHmRpFbFHhmlcP5VVCpIqlXS1lP0eZuBt4jhOhi2M8ixHeTPbqf3PKUYl7Za9K9cpvTOV8mmAuH3ibc2MV0XZ2QMM5PBv31zJzLGMC2d6uc4Or/XQP/dcXWu7wP50AdCKaKVFexyhcJrryE6bYwN7V2TP/cKZjZLuHifaG3t+Qs3SuI3Vgma63ilcUrTJynPnmV0/ks0Fi9Rv/dzelvPIBLv1/0DXBKZxrTufLbz76CmJwhxZ7fcePPWpw+9b+d3Nz5+5O+Crf39U5J+m/76ixPCpVBsbAq63d0LsL2AEEKRzWhj1kLe5NRxm/nDBaRUD3mQ37mbUi6a2IOIvihSLK8KgnBvu0miMJRBZtfKAt+XrK4L4ge0Wal0uUfTAM99yttG6QlnmqidvvQDRRSr7XR4TEuXQ3wUlu2Rq8wweuQ1suUpnIwWKQzDxMmWYGtvhKhMY2K//bmUMTUwajUfEjiejIHt5ihNnaQ0c5pcaQrT1t4Zpu1gWM5gArv3wsgkIvZbT5XD/bxxnByeVyabHeXQ3Ds7uekASRrsiRATaUQYtglDPd4mcR8hYiw7c+CNC8Ow8bwynlcil53YExEiZEoYNthJeZKCJPHxgzpJ6mNbGcKwRaUyv+NN4nkllJLEcX8nXScImwRBg2xmZNDHzOCYRWZn3hqEiW/3MXwoCi5J+vhBnTSN2B1sDj4OJ5Hi1sWQjaWEyx/0+cpvFjlxLsvYlI2XNUljRW0j4c6VgAvv9/n5j3oksSJXtNhcTZg85BAFck/Fjc+jFMhUEfrPPo7r+0s98hEjpRYmgv4X+36GgUSkPNGvRQqoriX82R83+dkPepx6Ncsrb+c4eibD6IQuo+tmDNIE+l1Bsyaoribcvxly82LAwo2QbvPJ55rEktCXuJ5u60kiS9rpkmxtaa+N7T4M/m/lctiVClalQvHdt/dsWkk/eMh77klYuSzesXm8+aOYXgZMsMtlopVV7fsBYBjYlbKOYrl9Z+85PcXxDNPCHhvT87leDzWYl6S1BulYE+/QIUzPQzBILe77pLU6otvTG1atFigdkbyNPTZK9vQp3MNHIIm1Zx4QBcHAbwQQAtHrI/o+Vr+vN5KEgCRBSQ/TdTGzWexyGffIISqFb+6etNDG/DvfJamQfkBSr+tKgpZF2m7jSYXhHnxebmSyWJUyabuD6HR3onXi5RWyp0/iTIw99v39nuT9HwWcPucyc8hm7ojDH/zXFdpNSbshdNljA3J5g9KISWXEQko9VizdT/iX/1eHa5eiJ5ZHBi24Z90RWr2lBwQT0M+w3ffr8bOPH9RIRYBhQBh3MA0b03R2XlfIjjNSOkY+O46QKZ5TIEkDorjD9jNLyJQ47pGmAUnaB/S6T/tZKe0nJQzy2XFGyscoZCeQMsV18gNRZrctGGRh+JuDyBi5c/5Py1A0GfLC6W8FXPqTGxx+Z4ZX/9FZzv+D04SdmOq1Oks/XeXIV+d2vrvlI0VO/dZRRk+OUJjOkRvLkB3J8M5/9TpBI6Sz1ufWn92nvdxl6tVxXvrdE9z/8QrNu238RggK7IzF4XdmqBwtMv+Nwyx/sEbtRhPbszjzd05w/u+fRilF3E2o3Wri3m0Rd3cnNa2FDgs/XsEwDKZfm2D+V+cwLW386tdDFn+yQmf5+SzWZZSS+jFOSaeagb65k16IlXFwR3eroahUglTYee+x5rLPC5WmRHcXMR2HzOmTFL/xVW3cpSQyjJCdHtH9padOu0jbHfofXwAM3CNzjPy938UwTWQYEi+vEl6/hez7elfFMrHKJbJnTmIWC3pXQypUGBEtLhHeuP3c0z4AkkadeG2Nwquv6fxd20GEId2PPyRaXtzd+TkgZiZD/pXXyBw5ijM+gVUoYFdGKL3zLrkzZ3UO8cXPUE9ZjF70e/i3bmK4LpnDRxj59W9iOA4qTXWe8Poa3LkNgDs1Te7lc3hzh7FLJaxSCStfYPzv/h7S94mrW/QuXtg/xecxRKvL2qfGsii+8RaG5+nviB/Qu/AZwf27TzWxelqUkkS9Js3Fy/jNDUr1k5RnT+NXZp5NNBmygwLiWO3sWu3HtklitSb5wz/qcflqvKf6DUAQSrZqkvpggSGlIowk8gDpmUJCFMlnM6wcnKDj7hVBHspqeso0p/LMaSqHXsa0HGr3Ph6Ys0KmMMb02V/93Kv1xPJ5GvWatsPk6XfJFCdIwp42ck0ibDdHcWKemZd/Y9/36cpy8oWmdB0EKVP8oM79hR/siQrRYkTvgdeJhwSeh6Wgx6Nfb5CmIbX6NdbWP9n9pdKmgXHcx7Y91MBk8OFnyhOO+FBRmpPtAAASZklEQVRqpvZUiuMuC4s/2vFV2e7jttiy+zO1Ezn0Reh3BDcvBqwuxGRy5p5IiSTRgofflSQDgfD25YD/+3/aJFcwSWJF+zECwI/+bZtLH/afqdLhgySRpFF9+F5IU0VjM+WP/+ct/s0f1r/QMUSqRaJ+5+ACT7OmzWHvXg3wsoNrZ4FpGIPFGqSJ9mWJAknQl0TBwdr/iz9t8uH3ujrlSEF1/QnRuVLpML9HjHnbxvOtv/g+SbX6wPskon/wCGQzm8Wdm6Xw1ht0fvJT4o1NzGyW3Plzezc5dgTY5zBwHHQcV2rHUH0P26diGFjFAtnTp7BKJVr/4c9RSYJ7+BDe3NzD7W2Pe2ogpqnPNwoyigjv3af1F9/fe75SkrbaGKapXfmSdP/qpE91a6j9nzsHbENK8HuS//efd7l9LebNdzMcP+MyOmExOmExMa2/t0miyzrf3ohZupdy43LEtYsRi3cTuge+Pw52UkpJhEz36dSgFcPCdfKMj5whSXzuLv8lQiaMlU+S8cr7vGPnA3voa2MaFp5bZHzkNELE3F3+IUImjJaO7YjXn29LKvlsadsPMBRNhrxw4l7MykcbRO2Y/CBtJu7G1G+3sFyL+p1dwSPuJVRvNvEbEU7OxrRNDAPtWZMownaEXw9x8w7lw0XyUzku/fMb1G+1iHsxCl2tp3yooCNbZvPYrkW/FrB5uQYKsqMZLMck9lOa91pUrzeQqaS91EXEEplKWgsd7v1gicqxEtmKh2lbyEQQNCMa99rEvWRwzISgGSETQWuhzX2pU4GUULSXuyy+t/pY35bUj0naIdnZ8gPVphThZgdvskTpzJT23QkTvIkCmekSMkyeyQtGhhHR8irCD0jrDZ1/urZJXwhEu4tKUtLNLYILV7RxqFKoICC6v6TNXicnMAZu5iqOkd2+jvRQ2ryq85fvkW5VEa29Pj3Jxiad7/6Q6P6iFkPSFNFsEVy9QVqrY5VLGJauppNsVkkecFyXfkC8tIJKUsxcVoetSm0Om2xskWxW9+vqF0b6PvHaKkpKvftiaIEiXFpCdAb9UwrR79O/chkzl9Pn/MhJjiCpboGUxFubgygPYyfCRAlBWq8j41CXGW63d6rxhMtLyCAgqVWRYUC0qksfxxvrgx2ULsHtW6StFvbICKbr6pDbICBtNVFJvJPKE6+taWM1x8XYdt0fVDcS3S6i1wWRIpUkWlul+b0/J9pcf2xqjQwC4vU1egqcMR3dgpCIfo9oZZm03XoBnxC6So7tomRKGgWIJELEPkqKgUnss1cMGrKLVI+f50oJQaBotrTfyY3bCfc/XzpS7W1nMA892BxcPfkcALZvP8c2dqZ4rqOr53iu8WCRr6exYXoYwyBbmiRTGKO1eo1efZmoV9dpNk52/3tFDXbkDrJgUAOzbAWPmqyalkNh/KgufV1fpldbRoqYTGGMXGXm8R16ASLz05CmEUKEgEKKmDBsIYQWi3UKi9qJIlEHVLPUIK1uu0LOg0gliOM+SqYoKUmSgDjWhrrblRR2hZntz+gR4/hA8DAME8fOYFkeQsQ4bh7X3U01FmlEmur0EylToqi9Y4K43cfP9+B5LEiFgH5X0u8ebGHgdyV+92AVkxpbKY2tF1hYQenKNmsLv6gKTntJE0W3Jei2nr/AX1tPqa0/zbVT+3xHNDKMdoxeVZIgmq3dSFLHeao0WMNxMLM5zFyOtNUi2dzCGR/DyueRwQPCnlLIfh8zn8OdmyXZ3NTCwefSc57YKykR7Y728ygUMFxXe5qUS1ilIkmtths5o9hfmNg5eQMzk8HM5QB0OoxSuLMzmLksovOAMPXA7bU7tj7YPT0/UnGysyknul09pxv42ak0HUQFs5O+++QO67kflo1h7R2XVBQjul2sfE57v9naV8WZnADD0NfpCQgBq0spfl+xuZYyMW1TLJtkstpzaFs0iUKF35PUa4KN1ZStdfGQ78nju6GI0x6W6ZDPTtAPtn22tqvbiO3u8rhSGKZh4VhZXDtHGLXpDdoxDF1xJ04ezFHdLRqxn65kGKb2PrFzJIlPL9jSrzSOY1vevgbaB32ePI6haDLkhSNiSXetT3dtfwV8/bPdXZigHrL4k9Untlk+XMTJ2himQdiOSIIEKZUuCeeaGAPT3TRM9SI7kfQ2fHobS09sGwbizfUG1euNR76mca9N496uQNBe7tFe3r3pH9fnbZJWQLDaonB8HCvroEugCXr3quQOj1B57RDhVpe0H1F5ZY7sXAV/uflMBr4qikhW10lW13ePv7lFsrl7/dNqnbS6d5dHtNpaCLn5aCMh2evT++mH+/4u3azS/by4oRTJyhrJytpjz1n6AfHiCvHiwd2tnwfaP6VJcP/u/iXzBsjAx7/55Oo9Kk0IF+4TLhws8iFaWtz5e7zqE6/u9j/eWNeCyU7jiqRWJak9XkASnTZ+5+BVlx46zmOQ/T7h3duEd28fuP0vipMrkSlNYFouadQHJXGyJbziGGG3SuLv9tXJlrAzee1/UpnB9rI4uRKFyWP6+gUdTNt9zNGGPAohFJtVweJyykunHa7diNnc0qk3lgX5QVWNVlu+0PV6pycpFm1mZyxyWQOpYHLC5JVzLtms8XSbgI/BwMBydInZbTNYAMcrkBuZxXIyT2jh8WgfHV1q1nIz2G6WNAl3c8eVzh233RyJ3yHut5BphGk5uPkRMqWJF1ax6nmQpiFh2CaKOhQKM5imQ5L6gIGUCXHc3ZPOcjAUYdTGMl2KxdnBBLxPmgQIGWtjwrCJbWepVOYJw6aO7lASISLC8GDCrs6z7xPHXd1WeZ446ZHLjuM4ud0+ipgo6uAHdXK5cR1Bk/R2+qjbeEoTmyFD0NEQabtN2mjiTE8B7ESXqCRFdrs6/QSwKmXsSgV7Ylx7oYyO4kxNIQc+IEpKZBIjfR+7MoISQm+8FPJ6s2UbpYjX13FnZ8icOomZySDjWFfaiWK9wZOm2pB2dAQzn8MqlTAyGZyZGUSvN0jD7pO2W8heF6tSwZs/iooi7MkJrEKR8Obtp6r0p4tqRFgFG3d2RqcRjeuNG9F5sujwYP+k75M2m1ilEpmTJ0gbDV2MYGC4nzaffvNHJTFJrYZdLuEdniPJ5ZD9vq46GYXaFNb3sUYG10KkeEePak+U6sE8LYWA2pagtiWA5+NP9VA/lKTTW8N1C4yW5rEHZdmlEggREkYHu9ZqkJKapiGW6VDMTYFhkHHLWObTz7+22zIfaCvrlrGsF2dfMBRNhvyNJOpEpEFKpuQy8dIocTfBrwU4OZvJ8+PMvjFJpuJx7V/Vifu/uFKKT0u41aF9eRVvVE+4DNtCxinNz5Ypn59j6ptnqbw6SF8yDIL1Nms/ufLEEt1DhvzHjmm55McOM3L4HJan09hE5BO0N9m69QH92q5AWjl0jsqR8+THDmHZHoZlkR2ZpTR7CpHE1O99gl/f3zdkyJO5dSfhpx+G/OP/okijKej2FPcWUgoFg5dO61zmn34QEr6YOR0Aa2uCk8ccfvVrGT78JKLdlrz5usd//vfzlIrmcxNslJKIJMbAIDcyqyvYWBa50TnGjr6Om9svzPjgiCQiCfsoKciWp8iWp/Cba5iOi4hDpEiQUiDiCNvNkymO0asv4uZHKE2eoDx9ZsdY9JcTXSVmdU0yO/MVpqZewzRsFIJq9Rr1xk18/+lM8KUUNBq3mZp6jYnxlwepODdoNG7R62+glGBj8wLjY2c5NPcOpqk9X/p+lVrtGnF88JQGKVNq9RtMjL/MieO/QyoCer31Pd4sIOn7Wyws/pDZma8wMX4O09TRhbX6Der1G0PRZMizISXJ2jqdH/yQwlffIf/6qzuRq/7lq/jXru+IJvnXX9XpK8UizvgY+TffwJ2dJVpdo/fJJ9qUv1ojbbYofv1dXf637w+86/ZGj/jXb6DSlMJXvkzhjde1l0ezRXjzFv0LFxGdLvboCOVv/jpWqYQzPoaZyzLy7d8i2aoS3LiJf/kqKorxr90g+9IZRv72t3Vqtu8T3l+k+9P3EUGA6R1g0SslaaNBWqvhzs4w9vd/Tws4zdbelKUDooTQfUwSCu++jek4O755/uUrutLPflUTH4Po9fAvXKTwztvk33idtNnCv3KV4OYtRLOFaHfofvAR+Tdep/Cl18AwSDsd+j+/QHDtxlP34cWh2KhfZnL0JSZHX2Ju8k3AoB9UqbVus5VcPVArUib0wzp+1GSkeJTR8gmEjPHDBmH8dKKUlAlB0iKIGoyWjjNS0qXmg7BJGD2D5+ABGYomQ/5GEvcT1i9UyVQ8Dr09w/w3DuuMS6kQiaS36bPwk1Xqt1skwQsMKf2CxA2f+ieL9O7VCKtdHcqn9M83v3+DuOlTOTcLlkFU69G5vkH1p3decOWcIUN++Qla66Rhl+bS5R0jTSUFMo2I+y1EsjvBaa9ep19fxnIzGMZunobeuVfEfhuRhBimRa+2RBJ0EbFPd/MOQXuDNPKRSUivukDUre9pewisrAm++5ch+ZzJ8Xmbf/ZPy1g2xImi05F8/GnMe+/zQr00fvDjEMuC3/hGlv/+vxkhihW1uuDytYRyyaTVfn5GxJ2tO5i2S3HqBPmxI8g0Igm7bN7+gMmTb3+hvGklBVG/wdbtD8iWp5l75beQIiaNQ6p3P6K7dQ8pEmr3P6Y0dZLx428xeuQ10iQk6tWpL37G1Jmv/bWn4TyONA3pdtdYjH+IaTls+yXEcY8k6SMHfiCLSz/eSd0BCKMW1do1Gq27JMnuxoFSgl5/g2Slz4b96SCyo78nRDuKOlSrV2m3F7UJDyBETJL0kDJGSoNm8y5B0CAIdYSpkDF9f5OVlfdJHyih3O9XSZJPqNVu6N3OB9KLokj7nUmZ0O9vsbzyU72LOoj+0VEmu+fVaN7B6iwhRPwMETZD/mPDv3Zdp2pE0SOjXGUUEa9v0P7BD7UpqmHoFOJuD/FAhRb/0hXCO/cwbFunmCQJMo5RYYj09f2T1uq0vv+Xu6avgxLHKPZEfcggILxzj6Ra0681DJ0e1O8jfB1tlzZbtH/4453jGZaFjEJUnOw5r7TRxL9wmejegm5nkE4swhCk1N4ii4vU/sW/0iWM0T4u8VYV+f6Hu9dF6QpD8eo6hmOhpI4K2U6VFu0Osq/TyFWS6tLN7TbxyirC9+lfvASWpaviCIHs9ghu3ibe3NpJ791OXZa9PkpK4rU1Gv/635LUGzvXK6nW6P7s44fGXBmGhAuL2g/FtrUBbreH3I4MSlPi9XXEe33MbHbnZ6Ld0Z/BLxFJGlBt3qTTW90R5cUgak5IndJda92i218nSvQYmIqIbn+dxaRHnG6neyk265ept+9gGtbAByVBKqHTt2RMq7dMN9hEynRQsecqpmEBiuXNj7UPVRoM2rpGo3P/4baU3Bmzg7Cp3ycSkvSLbTg/J2efIUN+8Xgll/LhIuMvjWrfEcdEpYqoG9Na6tC636G7/jdXXLCLHpmpEvn5MQzDIG4HhBtt/KUXp6IOgfxrX8IwTaLlJZJG/cWU6x0y5Jecs6dt/ta3snz0SczNO8lOaWCAr7/j8co5h59+EHF/MaXXV2QyBmdO2Zw763Jo1iKbNYhjRb2ufU7e/1mESOHrX/U4c9LhZz+PuLeg37vN7/2dHNmMwYefRCytpHzzGxkmxy0+/izi/oIgjPRrDQN+/x/k8QPFzy9ELC4LMp7BmVMOb37JZWpCT6DXNgR3F1KOz9usrgk2twSeZ3DimM2N2wl376Ucm7d56bTD0nLKxasJ80dsXj7rUK0J3nt//9AY28uTKU1SnJjHsj2kSIj8Fr3qAuXpU8RBh9bqNQBGDp3DcnP0a0uEvfpOqV/DtBg//mVE7NOrLxP3d8d103LIlCbJjx7CzZb0jmcS0l67SdDeAMPAzVbIjx0iW5rEsj3S2MdvrZPGAZW5l2gsXCDobIJhYnt5KrNnUSKlsXTpr7V6zpAhQ4YMGfI3kaFoMmTIkCFDhgwZMmTIkCFDhgwZsg/D8gJDhgwZMmTIkCFDhgwZMmTIkCH7MBRNhgwZMmTIkCFDhgwZMmTIkCFD9mEomgwZMmTIkCFDhgwZMmTIkCFDhuzDUDQZMmTIkCFDhgwZMmTIkCFDhgzZh6FoMmTIkCFDhgwZMmTIkCFDhgwZsg9D0WTIkCFDhgwZMmTIkCFDhgwZMmQfhqLJkCFDhgwZMmTIkCFDhgwZMmTIPgxFkyFDhgwZMmTIkCFDhgwZMmTI/9eOHQgAAAAACPK3XmCEwoghTQAAAACGNAEAAAAY0gQAAABgBGGF9qyfugxJAAAAAElFTkSuQmCC\n", | |
"text/plain": [ | |
"<Figure size 1440x720 with 1 Axes>" | |
] | |
}, | |
"metadata": {} | |
} | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": { | |
"id": "6pH5gYhz17jf" | |
}, | |
"source": [ | |
"#### Ofensivos" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"metadata": { | |
"colab": { | |
"base_uri": "https://localhost:8080/", | |
"height": 755 | |
}, | |
"id": "e0QFZyP919MI", | |
"outputId": "75ad3efa-9964-4488-a20a-ee089414b0e1" | |
}, | |
"source": [ | |
"offensive_df = df[~df.has_anger.isin([1])]\n", | |
"flat_list = [item for sublist in offensive_df['tokens_no_stop'].values for item in sublist]\n", | |
"\n", | |
"wordcloud = WordCloud(width=800, height=400).generate_from_frequencies(Counter(flat_list))\n", | |
"\n", | |
"plt.figure( figsize=(20,10), facecolor='k')\n", | |
"plt.imshow(wordcloud, interpolation='bilinear')\n", | |
"plt.axis(\"off\")\n", | |
"offensive_df.info()" | |
], | |
"execution_count": null, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"name": "stdout", | |
"text": [ | |
"<class 'pandas.core.frame.DataFrame'>\n", | |
"Int64Index: 2848 entries, 1 to 6632\n", | |
"Data columns (total 8 columns):\n", | |
" # Column Non-Null Count Dtype \n", | |
"--- ------ -------------- ----- \n", | |
" 0 Unnamed: 0 2848 non-null int64 \n", | |
" 1 docno 2848 non-null int64 \n", | |
" 2 has_anger 2848 non-null int64 \n", | |
" 3 origin 2848 non-null object\n", | |
" 4 txt 2848 non-null object\n", | |
" 5 tidy_tweet 2848 non-null object\n", | |
" 6 tidy_tweet_tokens 2848 non-null object\n", | |
" 7 tokens_no_stop 2848 non-null object\n", | |
"dtypes: int64(3), object(5)\n", | |
"memory usage: 200.2+ KB\n" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"data": { |
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