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How To Build Email Spam Classification Model With 99% Accuracy: Multinomial Naive Bayes Algorithm
{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/vishal-verma27/364721427fd79905721ef47965347c6e/how-to-build-email-spam-classification-model-with-99-accuracy-multinomial-naive-bayes-algorithm.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"source": [
"# **Context**\n",
"**The SMS Spam Collection is a set of SMS tagged messages that have been collected for SMS Spam research. It contains one set of SMS messages in English of 5,572 messages, tagged according to being ham (legitimate) or spam.**\n",
"\n",
"In this case study, we will use the popular Multinomial Naive Bayes algorithm to classify the labels (spam or ham) for the given dataset.\n",
"\n",
"By- [Pykit]('https://pykit.org')"
],
"metadata": {
"id": "_CnPwKxRHTHi"
}
},
{
"cell_type": "markdown",
"source": [
"**Mount Google Drive**"
],
"metadata": {
"id": "HHStkPmnHafu"
}
},
{
"cell_type": "code",
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "pTMoFR6fHZTH",
"outputId": "fa0436b6-332f-4809-b4c8-6e75fa7c312d"
},
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Mounted at /content/drive\n"
]
}
]
},
{
"cell_type": "code",
"source": [
"# change directory\n",
"%cd /content/drive/MyDrive/Spam Email Classification"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "HZ75n2i3H9K7",
"outputId": "6cfc114f-a2cc-441f-da2a-410407da4e7f"
},
"execution_count": 21,
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"/content/drive/MyDrive/Spam Email Classification\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"**Import Necessary Libraries**"
],
"metadata": {
"id": "yXRr26mNITAI"
}
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"id": "3vJkQQX3HCW_"
},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import pandas as pd\n",
"%matplotlib inline\n",
"\n",
"from sklearn.preprocessing import LabelEncoder\n",
"import string\n",
"import re\n",
"import nltk\n",
"nltk.download('stopwords',quiet=True)\n",
"\n",
"from nltk.corpus import stopwords\n",
"from wordcloud import WordCloud\n",
"from sklearn.feature_extraction.text import CountVectorizer\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.naive_bayes import MultinomialNB\n",
"from sklearn.metrics import classification_report, plot_confusion_matrix, accuracy_score\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\")"
]
},
{
"cell_type": "markdown",
"source": [
"**Import the Dataset**"
],
"metadata": {
"id": "20ZoM5n5Ig7A"
}
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 112
},
"id": "rmHkZyQ-HCXC",
"outputId": "dcff3e06-0459-4905-b60b-af92fc0140d6"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
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"\n",
" <div id=\"df-864ad4d1-05ea-4574-8465-26121e9ef6e4\">\n",
" <div class=\"colab-df-container\">\n",
" <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>type</th>\n",
" <th>text</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ham</td>\n",
" <td>Go until jurong point, crazy.. Available only ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ham</td>\n",
" <td>Ok lar... Joking wif u oni...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
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" <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-864ad4d1-05ea-4574-8465-26121e9ef6e4')\"\n",
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"\n",
" .colab-df-convert:hover {\n",
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" fill: #174EA6;\n",
" }\n",
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" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
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"\n",
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" filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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" }\n",
" </style>\n",
"\n",
" <script>\n",
" const buttonEl =\n",
" document.querySelector('#df-864ad4d1-05ea-4574-8465-26121e9ef6e4 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-864ad4d1-05ea-4574-8465-26121e9ef6e4');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" type text\n",
"0 ham Go until jurong point, crazy.. Available only ...\n",
"1 ham Ok lar... Joking wif u oni..."
]
},
"metadata": {},
"execution_count": 23
}
],
"source": [
"df = pd.read_csv('spamsms-1.csv',encoding='latin-1')\n",
"df.head(2)"
]
},
{
"cell_type": "markdown",
"source": [
"**Rename the Columns: text-> message and type-> label**"
],
"metadata": {
"id": "yz7xZ-ccJaFq"
}
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
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"id": "aOYv2u-oHCXD",
"outputId": "11a8491e-cbbd-4476-cea2-5d0b2363d02c"
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"outputs": [
{
"output_type": "execute_result",
"data": {
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"\n",
" <div id=\"df-0fd8c36e-1fad-4af8-ad75-6c15be92d720\">\n",
" <div class=\"colab-df-container\">\n",
" <div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
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"\n",
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"\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>label</th>\n",
" <th>message</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>ham</td>\n",
" <td>Go until jurong point, crazy.. Available only ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>ham</td>\n",
" <td>Ok lar... Joking wif u oni...</td>\n",
" </tr>\n",
" </tbody>\n",
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" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
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" }\n",
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" "
],
"text/plain": [
" label message\n",
"0 ham Go until jurong point, crazy.. Available only ...\n",
"1 ham Ok lar... Joking wif u oni..."
]
},
"metadata": {},
"execution_count": 24
}
],
"source": [
"df.rename(columns = {'type':'label', 'text':'message'}, inplace=True)\n",
"df.head(2)"
]
},
{
"cell_type": "markdown",
"source": [
"**Check shape of dataset and remove duplicate records if there is any**"
],
"metadata": {
"id": "lDd9FTpjJu5n"
}
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "GEFvygTNHCXE",
"outputId": "d265d844-6fc3-49ff-8b4c-db52c9298b4a"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Shape of dataset is (5572, 2)\n",
"Duplicates present 403\n",
"Shape of dataset after removing duplicates is (5169, 2)\n"
]
}
],
"source": [
"print(\"Shape of dataset is {}\".format(df.shape))\n",
"print(\"Duplicates present {}\".format(df.duplicated().sum()))\n",
"\n",
"#remove duplicates\n",
"df.drop_duplicates(inplace=True)\n",
"\n",
"print(\"Shape of dataset after removing duplicates is {}\".format(df.shape))"
]
},
{
"cell_type": "markdown",
"source": [
"**As the label column is of object type, we have to convert into numeric data by using LabelEncoder()**"
],
"metadata": {
"id": "FG394plXMeKF"
}
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "dAUJP-kqHCXF",
"outputId": "57037ee3-f173-48c6-a6aa-0c48d61bc338"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"0 means.... ['ham']\n",
"1 means.... ['spam']\n"
]
}
],
"source": [
"Le = LabelEncoder()\n",
"df['label']=Le.fit_transform(df['label'])\n",
"print('0 means.... {}'.format(Le.inverse_transform([0])))\n",
"print('1 means.... {}'.format(Le.inverse_transform([1])))"
]
},
{
"cell_type": "markdown",
"source": [
"**Overview of the label encoded dataset**"
],
"metadata": {
"id": "SAhoGlquNDzh"
}
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"colab": {
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"height": 144
},
"id": "jhfUWmzkHCXF",
"outputId": "74d200a2-1381-4dd8-916b-adfb5d731cd9"
},
"outputs": [
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"output_type": "execute_result",
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" const buttonEl =\n",
" document.querySelector('#df-b23f457b-40d6-4198-b038-9fa46cb6fe04 button.colab-df-convert');\n",
" buttonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
"\n",
" async function convertToInteractive(key) {\n",
" const element = document.querySelector('#df-b23f457b-40d6-4198-b038-9fa46cb6fe04');\n",
" const dataTable =\n",
" await google.colab.kernel.invokeFunction('convertToInteractive',\n",
" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
" const docLinkHtml = 'Like what you see? Visit the ' +\n",
" '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
" + ' to learn more about interactive tables.';\n",
" element.innerHTML = '';\n",
" dataTable['output_type'] = 'display_data';\n",
" await google.colab.output.renderOutput(dataTable, element);\n",
" const docLink = document.createElement('div');\n",
" docLink.innerHTML = docLinkHtml;\n",
" element.appendChild(docLink);\n",
" }\n",
" </script>\n",
" </div>\n",
" </div>\n",
" "
],
"text/plain": [
" label message\n",
"0 0 Go until jurong point, crazy.. Available only ...\n",
"1 0 Ok lar... Joking wif u oni...\n",
"2 1 Free entry in 2 a wkly comp to win FA Cup fina..."
]
},
"metadata": {},
"execution_count": 27
}
],
"source": [
"df.head(3)"
]
},
{
"cell_type": "markdown",
"source": [
"**Check the countplot for 0 and 1 label in our dataset**"
],
"metadata": {
"id": "F3TOySmTNYEN"
}
},
{
"cell_type": "code",
"source": [
"label_count = df.label.value_counts()\n",
"from numpy.ma.core import size\n",
"plt.figure(figsize=(4,4))\n",
"ax = sns.countplot('label',data = df)\n",
"plt.xticks(size = 12)\n",
"plt.xlabel('Labels')\n",
"plt.yticks(size = 12)\n",
"plt.ylabel('Count Of Labels')\n",
"plt.show()\n",
"print('-'*50)\n",
"print('Count of 0 and 1 is {0} and {1} respectively.'.format(label_count[0],label_count[1]))\n",
"print('-'*50)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 336
},
"id": "EEgkmowKN_G-",
"outputId": "6f6dd7f8-0670-4561-f45d-6625e7b0a8ce"
},
"execution_count": 40,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 288x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
},
{
"output_type": "stream",
"name": "stdout",
"text": [
"--------------------------------------------------\n",
"Count of 0 and 1 is 4516 and 653 respectively.\n",
"--------------------------------------------------\n"
]
}
]
},
{
"cell_type": "markdown",
"source": [
"**From the above plot, we can observe that the target labels are not balanced in our dataset.**"
],
"metadata": {
"id": "pktJ41MwQqFU"
}
},
{
"cell_type": "markdown",
"source": [
"**Create a function to pre-process the text data that performs the following tasks:**\n",
"\n",
"1. Remove all punctuation\n",
"2. Remove all stopwords\n",
"3. Returns a list of the cleaned text\n",
"\n"
],
"metadata": {
"id": "lqri4GyLQ_4v"
}
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"id": "l_2yBiCgHCXG"
},
"outputs": [],
"source": [
"def preprocess_text(message):\n",
" \n",
" \"\"\"\n",
" Takes in a string of text, then performs the following:\n",
" 1. Remove all punctuation\n",
" 2. Remove all stopwords\n",
" 3. Returns a list of the cleaned text\n",
" \n",
" \"\"\"\n",
" # Check characters to see if they are in punctuation\n",
" # To check punctuations, we will use string.punctuation\n",
"\n",
" without_punc = [char for char in message if char not in string.punctuation]\n",
"\n",
" # Join the characters again to form the string.\n",
" without_punc = ''.join(without_punc)\n",
" \n",
" # Now just remove any stopwords and return the list of the cleaned text\n",
" return [word for word in without_punc.split() if word.lower() not in stopwords.words('english')]"
]
},
{
"cell_type": "markdown",
"source": [
"**Apply the function \"preprocess_text\" to the \"message\" column.**"
],
"metadata": {
"id": "rH3Vc7GjR5Jo"
}
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "i37hbFBTHCXH",
"outputId": "d2b503ee-98a1-46cf-b8ed-5ea2c1fc9680"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"0 [Go, jurong, point, crazy, Available, bugis, n...\n",
"1 [Ok, lar, Joking, wif, u, oni]\n",
"Name: message, dtype: object"
]
},
"metadata": {},
"execution_count": 44
}
],
"source": [
"df['message'].apply(preprocess_text).head(2)"
]
},
{
"cell_type": "markdown",
"source": [
"**Visualize the words available in message column for spam messages**"
],
"metadata": {
"id": "WttRp94NS7GS"
}
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 486
},
"id": "5Lml7ZImHCXH",
"outputId": "a5392653-2b54-407e-a732-2d16bf7805a1"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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s2xFkz6MKqiKQwEzeRdcVvvwPkzz9/QoH9pls3q7zsc9EOH7E5uyQQyAg2H61xvCwy+Apt2V8WDQq2LBBIzflcvbsxfvn85LBUy6bNmlce53+vpCtaUpuu83gU58KkckofO6zed57z2l5bcfKr6GIxVHslrc6k8CVYI1srxA0Hbp6NX7uywnufzSC68Hbr5vse7XGxKj/APeu07j+1iAd3Rpvv760H+JKIHXL3QhNRwk0FqiQc2GNbrVM6dhhiu+8QX181J9+SznHY0tcwJyUo1BVAp3dJHffQWTrDtRwZFlRvEIIAp3dxK65gfzLzzZVm3LcOoqik81uJ5vdjuc6jI+/Ta2Wb+tc8wh09ZK975FlE610XTzbojp4nNm391IbOonn2M2lGM+TdFSDISKbthHfdQvBvgE/5arN6FyhKIQ3bCF9+31MPff4ilZdAE61glMstPTbCtVfUa4G2erJ1CVZD9RwBD2VXRWy1efcK836IqXEKa5sZWvWJf/md849j56EZx6vLLxCnvRfrT/6jzN+NsWcfOF/+7czIPxtngeKIojFBMPDknobVjFVFYRCUKvLhubYUslntUTi8llxmn3FXV0Kv/wrkbmIZcGjHwty4kS5JdmWncWiJlEtzWrku68Ua2R7hSCEYPcdIXbeFGTolM0f/UGBV59fOsCnq1elVHz/fAxGOtt0u/Q87NkC5aMHKLzxMs7MMkhLzkWAOx710TOMj36LYN96Mnc9SHjDFkSgfZOhYgSIbN5G+ejBlgIChhElGunmxIkfoCgamzY+xMzsadpd3arROB0PfQIj29l2/6SUvirXyWMU9r6EOXqm7WPPJ2K3WqF4aD/FQ/sJb9xK8pa7Ca/b2LaYiFAUYtfegDU9RWHvS8gVON6kZWLPziBdB6Hpjc+laRiZ9u9RM+jJNGok1nC7Z5lN09DUcAQjlWY1hC2NdLbpdQPgutjFworTfi5087pLDAEXZnRdeIznQakkiUQEoWDrZ8O2JaWyZMMGgd7g8hJJf2JXyK989j//OAtxMbEqCsTijSePgYDgicdrfPc7df7JP43x818IMTbm8pffrnFh0LeYI1OJRBWLL6gvtJ3hykFq3urnoreDtao/VxDRuEIh7/If/+U0r73QOJJ2YtSlWv4g6gJLpOtSOXmUyR/8Jbnnnlge0TZAfWSIse/+GYW9L+EsM10l0NlLsLd1aoiUHlJ6BINpgsEkUnrEYr2EQs0nFgAoCunb7iWycWvb/ZKehzk+wtSzjzP5g79cHtE2QXXwOOPf/Sa5F5/CmppAtplHqmg6qdvuIbx+y4rPbc/kW+Y4C1Wbm6xd+gpCT2bQmoislN871DQiXQkE0ZMZhHrpawoj04nSiI3m4NZrLV0alxumKTn6rsPAgMqmzRqtFC5LJcnJEw6ZjMqmTepF+3d1KWzcqGJbkoMHVx4dZdv+j65BKrWYdgxDcO11je9tsSj53vfq/PjHFr/zO0Wmpjx+9csR7rsvcNEEIaKlCKsJADaEd7I+fN3CT1LvQrTwuV+IQADiMcFqxIeuke0VhGVJXvhBhfcOWj+RGvtSSmbf2cvk09+jcuJoW5HA7cIz60y//Bwzr7+E22ZKD4AaChEa2IgabB6443kOrmsRj/USi/ZRq+WJRXsIhzMtzxHZcjWJG25tu09SSmpnBpl8+nsUD7y5asFC8/DMOrP7XmPqme9THz/bNuFqkRiZez+CGl1ZBLU9k8dtRbZCoMUSKC00sltBGAH0dAZFbxycV3r3IPUmkdZCiLnc2Mgl9QXAyGRb+o69eg270NhkfdOuAF/62Tgfud9/Vtf3a+y6xkBvMZD396o8dG/z53selYrkqafqBAKCL/5CmPvvDxCJ+BMfw4CB9So336wzb0CqViWvvmoxNubyi78Y4YYb9IV5a0eHwi9+Kcy6dSrPPW9y4sTK/bWuC8eOOaTSCg89HCAW808SDAoeeTTAvfe2Z9Hav8/m9/9tGSnhK38vws6dOud7VFzp4Eq/nx2BDdTc0sKP7Zm0a8nqyCp86ecj/P7vpvjnv5Vk2xYdVYW7bg9w9TZtOWnfC1gzI19B5Kdcjh2yqNd+ApkWKL7zJrkXnlyx368VpGUy8/br6Oks8V03tTkLFYT6NqBGori1xlGGrmtRN2eJRXuYmDxAKJRmZuY0XosEdzUSI3Pn/csiD3NyjInHv31ZtXGl61A5dQyvXqf7Uz/n50e3MQIEe/rJ3LmHyae+u+xz2rOtyZY5QQk9kcSsr9yAq4YjGOmOhhYLz7GxpsapnR1qWhhAT6VRI9FLkk9UQmHUaKJlJLJbr2HlG69sH30owkuv1Dg15K8Q8zMulaq3pLn4fHRkVG7cGeCHL7a+n44DLzxv8a2/qPG5nw3xL383zviES7Xq59lGo4LxcZd/9NUipukhJbyx1+ZP/qTKV74S5ff/XYKhIZdaXdLVpbB1q8aBd2z+4PfLbalWNcPX/rDCf/rPSX7hFyPcfrtBoSBJpRQ6uxRefMHkUz8dbNmG58GLL5qkUgr/8KtR/vFvRfkHf7/IyIg/8a+5xYV9h6uHGaufq7QWUCK4svUCIZkQ/G9fifHTH48wnXfp6lR57Mka775nc/89QZIJwT/+ZzPLvh9rZHsFMVtwyU38ZKhJnQ8pJdXB4+RefOqyEe083HKJ4sG3CPavx8h0tkUgerYTLZZoSm66HiYcymBaJaSUJBLrmZo6QquZbmzHLoyOnrZnsk65xPj3/vzKiNB7HrWRIca//xf0f/7LiCarwAUIQey6GykeeLPpqnApuHOav9LzmgZoKcEQWjx5SUpS2lxwUyPY+Wlcs0b97FDToC09kUaLxFiZF3WujVgStYV/XHoeTqm4pDZ1JCx4ZE+ER/ZE6O/WePyZCrW65Ku/nmL4rM3//FaRm68P8rd/OgYChs/a/I9vFvnbPx1j8wYd25FMTLU/bkxPe/z7Pyjz5hs2P/PpINffoBONKpRKHidPOvzwaZNK5RzDV6uSb3y9ytGjDl/8YpjdN+kEAoIzwy7/7b9W+Ku/rDE+fukxJM89Z/IbX5nhl345zI4dOlJK3n3X4f/6FyXKJY877zTwvMXvo+f6aT/yvNNbJnz/+zW6uxV+6Zcj/Mvfi/HrvzaLdUH2xnj9OOe7M87UDi+sepvh1psC3HVbkH/0TwrsP2Dx/BO+aI2UMHTG4eE9UVYie75GtlcQtikx6+9/cvVy4ZRmyb/8HM5lKFm2FGrDp6idGcRIZWnpdMIPAAr2raM2fLKpadtxTTzPRteCba2atXiS6Pbr5tJuWrOt5zjkXvgB5uRYy31XDVJSGx4k/6NnyNz7kZZl6MRcdHPq1nsY+/63lq2hbE5NEHUcX2WsAdRAEC2eXFa7F7URjWOk0g23W1PjSMfBnBhBOg6igT9VCYXRkqlL0knW4omWpmjpupgNKi9VqpJvP1bm1t1B/sv/mGHojD/gP/5MmQ3rdBTh+y1tW/Lb/0+Oz30yxk89HCGbUvmt/zvHA/eE2b5lebnulYrkBz+o8+STF7swlnJhmSa8/GOLV162/MpokagvlCwNnIoDS0xXlFAYZc4eLW0bt1ppmhVgW/DDp02e+eHituYPufWWqUWHl8uS3/vdEr/3u6WLmq3X4D/9xwr/+T9VGl5TNjBANrAOBXXh7T1Wfh3Ta24h6O9XOX3GYd/bFjOz3qL5+PS0RyatrJmRrxQUZWXBH54E7yfMguw5DqVD+6mPDl2xc0rXpXL8XaJbd6C14V8UQhDo6PYrwzQgW9f181hj0V4i4U7KpTGar2oF4Y3bCHS2lugDf/VfOX6E8vEjqy5+3xqSwr5XCW/cSriNIC6hqIQGNhEe2Ej19ImW+58PKzfhV/VpQrZKIIAeT/om4BUEJwhNI9DR3TSwyZwjWw+feIO965Zua06/WtGNFfvOtXiipZiHdJ2WkyzJ4tux6NZIGBz2RRocV9KV1Zgte7guTE+7sMK4tuXefilB6EES9z1IcP1G9GyW6Sceo7j31Ysai914E5Frd6Kn0phjo+S++22c2dalMBv1aanPL/pMCNRY3LeweV7T61sf2cmZ6uE5bWR/R99v2xyeB4qfoXgROrIKlYpcUczNWoDUChCKXJ7blhqIcs3H17PtgT66dqRauYiuCOx8zo/6XIGw+qWgNnwKp1w6J5rRAka2yy+8vgR0PUIs1sdscZizI68xnT82t6UxiaqhMKGBDW0H17iVEqUjb192M3sjePUaM/texW3TT6pGY0S2XN2W5eB8mJPjfo5wEwhF9YOkAq19cEserxsEe/oabpeeh5mbQLqOv6JsYa4OdK5M8hEARUGLJ1uLu7jOsszmHRmVm3YFuW57gBuuC6Dpiyfip8/YxKKCRx+IcP21wSsaUOnVa0w/+Ti5v/4O1mRjbe3Z115m4i++TvnA21esb0ogSGrPQyih1jEURXuSlN5DUu8iMfejitbry9NDDpm0wn13B0jPrWKDAdh5rc6jD4d4+XVzRfPptZXthWhj0drRpV6W1OjsljgdWxMM7Z2g/8YsIJk4cmlF0y8F0nWonT19kW9PC8WIDWxHug6eY1GbHsMuXXoK0PlwqxXMyTECnT1tVXzRk2lEA4tDf9/tmNYssVgPiqIBYk7QovEIpqcyhNZtbFNQQVIbGaZ2ZnBFK7lVgedROztEbXiQ6LZrWu6uaBrBvgGMVHbBv6yqBp29N+BnKwo86TIx8ibyPIeZPTONW62ixRJN740Wi6OGI20Xi1jcN51Ak7qxbq2CUyqC9FPR6hOjJJq0Z3R0I1ZItmowhB5PNvVRSylxK2XsmeZulj//qxK5ad/yYtuSt96pc9AQTOc9BocdBodsbEfy0qs1qjXJkWMW8ZjC4LBNrX5lnytpWbiVCtJt4uN0XbxyZUXf8UoR6O8nuGFTW+lcYTXBeP3kokIEXhsayW+9bfHjV02+8uUYn/5kmERc4e//3TgBQ1CrS/74z2ZXFCz2oSdb25YLsxRFgUAbieBbdhgrstm3g5mzZU6/OomiKfRcmyacCtJ3fQZVV9j35ycIpQyuemgdwZjO298+RXG0yq2/dBXVGQuzZHHsmRHM0uqohbu1GpXjRxYVAxeKSqRnI05lllp+nFj/NlJbb0A6DsUzR9ECYcKdA5RGjuNUZklt241VKVIZOU60byt6NElx6AjSdYhvuAazMEF5bBDpXtxnc+ws7LiedqIRlGAQoQdgiWjZUCjN8JkfkUlvIxBMMjV1ENNssgJVFALdvb7PuJ37ZJrUhgd9Angf4ZRmqZ4+QXjTNpRWAgz45tVAd98C2bqeTaU0RjCUojQ7Qrpjux+Be350iutiTY0R6Opp2roWi6OGwqzkSdTiCfRk49q5zkzh3ADvub7/1nUb+qvVUBgjncWeXn4FJCUYbsv/XB8fben/3n/wnHVopujxyhGd4JbN1CdO4RbPPTuDw/5IPjHlEti8CS0Wp3K8vdVjcOMm4jfdip7J+uIzuUkKzz2DMzcREJpG5JrriOy6ES0axZqcoPjGa5hDp9tqf9kQgtCWrcR234KezuDMzlB6602q77276LkShkHkmmuJXrsLNRbHM03qQ4PMvuzXrw5fdTXRG3YTHFiPGovT+8u/thCfMfbHf7To/s3D8mrEtAw1t4Scm1iLNpZJxaLkv/5RiUNHbD7xSIiDhy0cR/LyaybffazKkaMrG18/9GRbLUsc2/8idEPQN6AzeKzxzezsUbl6Z+Cyqn5JT2LXXZJ9EYyIxuHHhgglDK7/7GZe/u9HmB15j55r06y/tYt3nxgi0Rdh3zdPUJu1cO3V8RdKKXGqZSqDxxdvUBT0aIKZ44M4tRLSdajnRqkXJujYeQ/l8UHyx94ks+N2kJKZk2+jhWJE+7ehR5NURk9gV4ukt+3GteqEOwewSgXM2amL+mBOTfiRpm30VwgFLRrDKV68ugiHs2ze/BEMI4aiaIRCKUBy7NhjLLW6VYwAof4NLYON5m4UTmmW2tDJ929VOw/PV+Wy8znfItACSjBEsKuXyrHDvuqRlNh2lUi0G0XRMIwIQigX3aHayDCxa25oanHQovGV5bcKP5WrkUsA5sQ1zjOX+7rNhYbKZ0IIgn0DVE4eXbY/XZFyHZAAACAASURBVA2F0ROtyFZSH1lBTIOmokQiiEDAL5gwRx7zz510XZRgECUW9bfPV35XVb+GMRKccwQf3XUD2Z/6GcyRM5QPvg2KSnDdwLmJiaISv/0uErffSeXwIWrH3iW0aQsdn/w0049/n9rJ4xd18VIRuXYn6Qcepnb6FKU3XyfQv47Mxz6BMHQqc+Znoeuk7nuA2O6bqR47SvXYUZRIFD2ZXPCzW1OTlN54Hc8yCW/dTuH5Z3ArfnCUV1t6ZV20c6hCRTnPH9cO2QLMzEoee7LGU8/UUOa0qV1XXlLVow892Y4M21RKHlJKwhGFux4M8+YrNerViwfOcETwmS/FSaaVy1rtRSgCPaiihTSy2SCxrjB2zWH6VJENt3XRf2MWI6xhli0kYJZsyrlVFtiWktrQSeSF0nOeh1MpEUx1UUciVBV7toRr1xGKPwiouuFPRqSvKKRoGq5dp3rqAOmrbkYLDTMv6FoeO4VdXXpF6JRml0VgSnBpH+HhI99i6dnR0m3Pk207kIBTnLmyEchNYE1PYhemfdNpi2dUCEGgpx81HF2QGKxXC9SDBVLZbUxPHcVbwuJQHz3T8ntRQmG0SGwFQVKC0MCGhlullH6+b/3c8+7Wa9j5XFOZ0VDf+jmCWh7UcBgt1sxIDUioj6ysqpKWShG/6y7UUIDiK6/iVirEbr0VNRajevAgKAqhrVvRsxmcfIHK/reJ3rQbNRpFui7lN9/EnphECYdJP/wo9cGTTPz51xeI+/zsYqOri+i11zH745covv6KH4h46ACZj32S6K4bMMdG8aqrVxFHTSSJ7rye8pFDzLzwLNKyUA4eIPPIx4jsuJb64EncUgk9kyV2863M/uhFZn70wpLPi5OfxslPY/T1IddvpHbqJG6xee70mdrhFfU7GBBEIoKZWQ/TgvPHiXRKQUoozCx/UfOhJ9uzQw6Dxy3Wb9HRDcHt94c4OxTn5WerFHIurgvBkKCjW+POB8I88jMxzLrECLQopL1CJPoibLitk9T6GMefHSG7JU7+dIl6ycYs2vTdkCV/uoiiKcQ6QxeHOK4WPI/qqYtnutJzqUycJj6wHTUYxjVruGYV6bq+6bhaItq7lfLISZzKDNH+bbi1CvWZSYx4BquUX1jJRro2zDW6dP/daoXlVOZppPBTqy1PQk9PpNBb6EPPQ7oOtZHhRab29xNupYyZmyC8+arWWr749WLVaBR7xr9Hmh4kFM5Qr+UxAjF/ZXuBEIA5OYZnW6hq4yAVIYQvtKHpSNtqu/9CVQk2mehI1/E1ms9r0zPrWPkczdbRgZ4+vy/LUT1TFPR4qmVwlGeZmCvMq/ZqNSrvvI6Qkvie+yk89jiVdw6gZ7PoPT3YU1NYo6PMPv8CsVtuJnzNDrRMhspb+9A7sgQ2bMCemCTQ148SDFJ8642G16glEohAEHP07MI+bqVCffg0sRtvQo1EVpVstVgMvaMTZ3aG8PYdgP/9Ct1AT6VRQmHcUonghk14tRrVk8fff+sQsPsGg49/NMR/+VqJkdHF9/Jn/1aYjqzK7/3b2eWWLF4jW9uU/NXXS+y4PkB3n0a2S+MLv57kjvvDjI84OI4kElVYt1Fj3Uad4ozHN782y9/5P9KsguTqIuROFglEdYyIzpm9k0y+N0NpskZqIEo4HcAs2owemCa9IYZdc8ifLmFXHY4/v3LxgEaQntsw3ccuzzB95LWLPp89dQCAyvjgwmf5d19f+NucmWRhyQuYMxebjhf1wbaW9fK1Qy6tG/FNju1W1ZGOs+JVzeWCOTmGZ9bb8NuCFo5ipLLUR86A9NC0EIrqHxeN9ZKfeu8ispWWiZWbaLn619NZFN3AXQbZ6ulM05WkW61cpAblmSZ2IeeXKGxgflZDEYxs57K+K0XT2yo8YU6MLmtCsQjzhTk8F6FpBDdtREulfCWu+dzhhUpaviVJCQZQohGcUhl7yn+H1FAYhMBtEjcwPxmV55mekRJpWQhNb2q6XwmEpqEYBoHePtToYo3r2snjCxkOaiTip3E1MAdfaWzcoLF1i4a6xBBQrUge/myQf/UHa2S7Ihx4s85/+BfTfOW3M37R5rjCrluC7Lpgv6GTNt/47zO88IMKP/srCTKdq3v7CkNlCkOLhfjzgyXyg4uDeaZPLn6hBl9ZfbUiuziDc1nSWNonT+k6yzL7tUuQLVrxi4S3Cek6q1JObjVh5Sb9gaxJxZwFCIHR2YNQDyAdD8ssUa3kCIWzlIpn8BrI29XPDrUkWyOVbSg20QjhgU1Nt88XsV8E6WEXZ3BrVd903QChgY3LIluh6+htVDCqjwyveEUmDIPojTeihEJU9u9H6AZaRwfeeQU5tHSGxH334tXqVI8cQQQC6B2dSMvEmfYtEm6tClKiRhtfv7T9wKtFFiAhEEYAadvNI49XAOk4eJZF+Z39VI4c5vx3X7regi/ZrVTmJhFtpIpdgYVvOCQoFj3MJUoU5vIeqaS6JmqxUnguvPJ8ncHjE9zzcJg79oRYv1knllCoViRjZxxeeb7KS09VGTpp49iSoZM26azaVh7o3KQUf1X3/tVTXA6sqQlUTRDJBEFAoifM2OECjrk6AViqapDp2E406hcjHxp8DtddvDp4XwxKAoJNCqSfD7+EXvWSdHfnoRMgIEKU5aWnetn5HJ5ttaw9O49AZzdCVZGOjaoF0PQQs4WTKIrO+s17mBjdR726OLWrNjpM43hhH34hgeWRbWhgc8NtfopNZcmob6dUxCmXmpNt/0YKvNh2X4SmE8i2KBgvJfXRlVk23NkixRdfBEVFKAK3UkUoCubgoF9cQkrfcnLipF/D1naQ9TrFl19B6Bp4Ejm3OjRHzuKZ9YUgo6UCwZzZAl6tSqB/HebZYaTjoEajhDZswBofxa02y9E+Z5G66ONG11cqYk9NEujtp3zg7YYr1/rpU6QeeIjQ5q1YY6NNJy5evQaKghIMtvTZrhSmKYnFFIzAxReXySiYlreiwelDSbZC00jeu4fkfXt8k4rn4Vl1zLNn+N5zL/O//mTQf1iFn4aQuPcBQluuQn5KJzsxzswLz/EPfuEUSF/BpNmE8Ad/VeaZJyx6fvXXMbp6ED/nsEFKpGVj5SYpvfUGlYMHPjA+v3lY01ME4zpb7+uhkjfp35mmMFymvEriFroeQQid04PP+eXvWhQEuFRoWohYrJdC4WTT/YSitrWamYeVzy0aHDQMBoyr0YTGjDuJK10Sagdlt0DRm6ZP34opa0w7o6TULmJqijH7FCElSlbtY8IZpuCO47Ly++GZ9WX53oxM50IErKYFMYwoWmKAUCTL0Mnn6OzeyWh1sdugPnqmtUZyIIQWT2Hl2ky5UVSC/eub7uJUSjjlpch21jehNpkoBfvW+ypjbUpUqsEQWqL5lEJ6HvWxFVo2PA+vupiApOviXhDyKq0LJqH1OvKCeEivWiX/5BNkPvEpun/xV6gdP4YQAqN/HYUfPok9NYk1OUn5nf0k7roXPZ3Bnp4iuHEzeipN7onvLzwzSiiMnslidHX5aVPd3QQ3bcItl3Hy00jbRug6WiaLFo2hZ7Oo0SiBDRtQpqdxpnN4tRrO7CylfW+S/sijdHz6c9QHTyEUBaO3l/rwMKW9r/k++Okcpb2vkbjjLozOLqzREUQohJ7OkH/y8UVCMfXTgygPfIT0Qx+leuI4iqpSfHPvxYGcl4DBIYe+HpX77gryvSeqWJY/p+jqVPjkoyEOHLJbFo9YCh9KsgXf5Ojk8xTf3ItXq6IlU0SuuY7Mpz5D7nt/Se3EcZRIhMxnvogaj1M6fAi3VCS0eQtdP/dFJr71DWrHj7U8j/T8XF7HVbCHzvqyZ0KghsKEr9pO5pGPo+g6xb0X+0DfT9iFaTxHYoQ1ZkcqnNmXw3VWb63peQ5CKCQSA3ieQ3H2zEW+wdWEquqEgmkKDEKTxHYtGmsv5WcOF5ZUCylRTFmj7NUxvTphJUrOOUvRm2ZAv5q6V0YKiCgJZr0pXGxSahc5dwSBSs5dXnGARrBm8oSkB6L1tWix+IK/znUtHKfm+24VnXA4e5HFAebSbWbyTSOA56USq6ePt5VyE+jsRg0GG67GpW1hXzC5WejPfJGEBqt5XxM6SKCjqz2lJyEIdPW21NC2pifxzA+Gr7F8YD9uuUj0+t2Er9qOdFzsyQm8uRQZPI/iG6/jlkpEd16P3tmFnZti9qXnqQ+fi88Ibd5C4q57AN88bfT0ku7pxS2XKb/6HLI4hYh3MvCFT1OcsJFSIl2Hzof34LmS3NPPUDl0EADz5FGmv1chct0NpG69ASFdiseHMc8MIecmPdK2Kbz4PNbUJJEd1xC+9jq8uol5+tRFEpt2boqp736b1O23krnjJmpj05T2v7mqVrB971g883ydf/5bCT720RAnTtoEgwq33mQQDgt+46v5Zftr4UNMtgBuqUT1yCHsaX/ArB47SvfPf4nQpq3UTp0kdsNNGD095L7/HUpvvQFAaf9bdP/8L5B+8COMDp2+aNbZDE5+mvL+txb+Lx98h95f/TsE+gcQ+95EXmoNq1WEWy1j111GDxXQA4offGGtnuav45pUK5Ooqk4wmKJUHLmsZIuEYChFd/f1uK4JEqZyF6cGLFdA/0L/YdUrscnYyaw7RUnmCcggHv51WbJGQISpekUE0KkNYEl/Ru5JD01ohEWcmjyXhL9SzCsstQNFN1BDYZxyEceuUpo5g2WW8DybZHoL+dzFk0pfJnGkKdnCnIm6zZSbYN96hNJ4SPJsC2t66aA66TrYM3mkbTVWi1IUgn0DbcoqCgLdrd0J5uTYqtZ1vlTUTp2kdqqJ9cZ1qRw+SOXwwYa7VA4doHLowJLbMlel6X9kE9PHC/Rob3DyG6+R3JDALFqo6+LoIY2oWsWOGSiqILUlycypcXLf/w767i7CHWGmnxok2h0hcU2G0miZWr6OtEzKb+/DGTpMOBNGj+jYY2XCKZ1awSXSEUYLaehhHac+hnLsafRkEHO8TCAksaVKanMKq2JRmagS7Y6gR3Sqk1Uqk8sr9VguS/7L10pMTLncdnOAXdcZOA68fdDiu4/VeHP/yuqRf6jJ9kI4hTxusYgSCiE0jfD2HTilEuWD7yzs45aKlA8fJHXvAxjdvZjDp1d8PmnbeLW6L4c3/+WpKpHtOwj0r0PoOk4+T+XdwzgF32emJVNEr78Re3KCynvv+knuQhDcuJnwlq0U39yL06SmZrtwKr4usV11EEIjuyXO8D4FVl6i9DwIAoHY3ApEEAgl26xdu3I4rkmxeAZF+HKNiKXfFi3eIqfyArgXmGtTaieTzjCWrJNQO5h1p3CkPyHLOSPE1DS2NHGlgy1NPCQeLpasUXQv/Xtb6Fet0rYgCICWSGJOjaMbETQ9RKU8DsD01JGlD/BczPFRYldfGEa4GEZXz1wd2NaEFOodaGpV8CwLK984gt2ansIzzYapOkJRCPYOMLuvDSuSEATbCJQzJ8Y+UJPkyw3peii6SnJDgvJEhb5berFrDqF0iFhvFLtsowVU1t+zjrOvjRLJhqlMVKnl61hlm3AHhNMhend3owZUuq7v5OCfHVkY/5Ibk0S7ItQLNTZ/ZCOlkTKj+8bpubGLxPo4hVMzhFIh9IhOLVdDNVQ23L+eykSF+EAMz/aYfi9Pz41djB+YWnGIzOSUx3/9ozL/319VScQVHEeSm/YoV1Y+Cf4ASN1/cCB0AzXq67kKw0CLx7EnJy5avVqjI6AoGF3dKz6XEgoR3Xk9ajhM/eQJPxJQCDIf/TiZRz6Onu1AMQJEb9hN1+c+j57JAL5ZRwkESD30UYxOv86ilkqTuu8BlFB41QoGeKaJdCWlyRqzo1VUTUHVV+9xURSdYCiN61qLFF4uFzzPwXVtgsEkxeIZbHvpWYMaXJ7qkVNdHD1uSxNVaASUEFWvSE2WsfGfHwebgjtB2ZuhJsvMeFMUvRxlr4CLQ9GbpiqLl7yqBXz/2zKaUcNzqRlCIZneTP/6u+hddyuigRlauh71iRFanSSQ6WqY/3w+lEDQT7Np5AOeS1GxG6xsAaz8VPPKPkIh0NXdVn+E4puRm0F63pxU5IeHbH0xGomqK7iWR2pTkqlDOeyKTSgVpDReZuLAJKlNSeyqjV21UdTFjBdIGGhhnfJ4hZnBxUFOqq5Smaww/vYk8f4YWlBF1RT0qIEe0Zk5XcS1XIQiqBVqTB6aIjEQI7U5SS1XZ3a4hFW28VzJ1OEclYmVrw6khKmcx4lTDqeH3UsiWviwr2wFvvSZrqNnO0g98DCebVMbPOlHUSrKgiTY+XArFd8HFG5deeJ8RK7bxfqt2+bOLXBmCuQe+96C7zey4xpiN+6m8MKzvg9XStRYnJ4vfInMoz/F+Nf/J9I0mX3lRwR6+8l+/FNMfPNPiN9yG0JTKe59bVHKwKVAug5aQGXgpg5CCZ3cqSJmcbWCuCTVyiT1egHPdbDtMp53eQPEDCNGIr4OxzXRtBDZ7A5mZk5zIVksL1VFXjQRm/WmKXszSGRboueXC55tsRy2nY8aNuuzjI++hSJUQC4qQrAYEqdYxCmX0ZqkmwhdR093YLaI2DXSHajhxgXapZTYhdyC0tVSsPNTuGatid/Wz7fV01msyfGm/dGTGZRg87J6TrnYJD1uPnp3vh9zfwvOM++fv22ZEML/ucLlHKWU1PJ1UEAxVEb2jrHzCzuoTFUpjpbp3tVJz+5uJt6ZIHNVmr7bewllw0hgw73rCCYDFM8Uceo22e0Zcu9OL758KXFtD+lJnJqD50qu/dmrEarAm/vcc/3fyY1JsldnyL2bo3C6yJaPbiR/fIbKRAXXujym/e4ulT/9WoaPf2aSZXgQgQ852QY3bKLv1/+eXxfRk7jlEoVnnqZ27D2/4HQjzL3Iy7XbW+NjlPb5vl81HCG0ZSupBz+CdF1qJ44R3n4NIJh99WXmy0o40znKhw+RuP0O1EQSd3YGt1Qi/9TjdH3+F+j87OfRs1nyTz2BtdKoyCUwP1tXNUG8O0y8O8zwW9PY9dV5iA0jSk/fLQuBOcODzy8ZiLN6kOeKx+uhhoP6clNVLvbXyUuKJF4tSNdd1hguNL8+raJoxBPrCIbSCKFwZvDFhr50z6xjF3JNyRYg1NPXmmw7u1CCTSav0qM2eqZpG57l+3SDPf0NAsMEihEkkO1uSbaN6uOeD7uQW1TSUA/ECMc6Kc+cJdNzLcXpIToHbsQ2y8xMHSeS6COa7Gd69B0cxyLbex1mJU9+4l0ce3lBVvGH7iV6+y3k/vibWEOrE1Q3DxEwQCjI+sVWgsLJGQonF8cpTB6cszbMPW9CFUjX/2fi7XOR6G997Zw7burw9KL95jGy95zs6Wv/4U0QcOqHp/0Uy7ldp987l4Z2fp2M6ffyfnyAJ5k5fXnSguIxQW/PWp7tsmFNTVLc+5pPYNUq5tjIwgPmmXVwXdTYxQOJGo4gpcRrmpd2MeypSYqvvbLw/+wrP6bzZz9P4rY7sCbG0WJxfyV9gQ/InS0AAi0ex50rzmyOjlA5dJDEXfdQPXbU99+uJjyJEVJRAyqv/o9juLaHVVuaREKRDhy7hmNXUbUAwVAa26pg1hvnjErAtqtYVgnpuXgNV1CrA794vEMs2kM43EGptLQJtB0T4/n4IAXHnI/l9mv+ugOBOIFgglo1Rzja5Q9eDUh7XiYxtG5j07bbEQkxMl1N699Kz6N+9nTLduqjZ4hdvauhGpJiBDA6ulq2006f7fz0ovJyrl1HUTTS3TtwHZN093bq1QLStQlFO6mWxpGeQzy9idncSczqDJNn97U8z9KYWyWvdt6+EMTuvh00jeKTz7Z3zAXPx4UE2vCwdvaTNNUyWDRstNi3EdYPqEQjCoff9a1rHVmF/r6ln5+tm3UCS+TftoMPNdl65TK1995diEZetK1exynOYnR0Igxjkbkw0NcPnoc1cWni89JxsMZGCW3eghqJ4tbr6Ibh+63OMw/NF0o+3x+ld3UT3LiJ+tBptESS4MCGOXP06gXBu7aHdD3W35zFsT2G9k5h1y4exDdc9RFmcieoVXL+y5pcB0jOnnppIbz/QggEQlFRFA0p1EYp86uCbHYHilBwPQfTKiOli9fIz7bsTrz/Wq6rgrnxw7arzORPYRiRudznxgOLZ9Wx81O+iafJVL9ZbVrwqw/pqQxKA/1TKSWebVFvQ6nLHDsz98wtbaEQuo6R7vB1kpvktgd7mvdZSg+rMI173jvpeTaOXSOR3cz40F486RGOdlKv5JDSJd21HceugxBI6eI6q5cbumpQFEI7d2Ce+mBJkF5O/NIXoly7Q+czX8jhefDg/UH+wVfi/pt9wesdCgpSiZXFmHyoybYppKT67mHSDz9K7PobF/Jg1XiCyDXXYU2OY41fGtkKXcPo7cOrm0irTn3wBOGrthPaspXasff8fQIBQpu34hTyOAW/fJwajZK6dw/Sdck99l3it9xG4s67cWYK2FPLr9nZCI7pUi/arLsxQ3643LA4u5QeldI4ifQGqpUpivlBUh1XIVCQDaJQbbtCPndsrph7M9/gpUNKF0UNEI10UyqPoszl905OHeLCt2m54iLLycm9klhuv+SckILn2hhGlGiiD1U1mgZrScfBningWWbDVakQAiOVQehGQ/1gLZ5EjyebErY5Od5WkfL6xJjfHyPQMN9Wi8XR4gk/Z3cJKEYAI91cOcqfjM9wYcKlY9eplidx7CqzUyew6yVcp47rWFj1op+T6rnYZqlhkB6KgjHQT/DqreiZNABusUTt3WOYp4YWnVNNxoltuhu9txtpWVinh6m8fYjza8FpHRmC27ehd3eiBAN4tTrmiUGq7xxa8IVpXR2Ert2B0deNsa4fJRJBS52LzM99439xSfXlGkAgiJIgIhKEiaCLIBoa4rzY3Rk5xZgcumzumSeeqvH6G9bCKjmVUBgadvje4zVq9cXP/4YBjd/4tegSrbTGGtk2QWn/W0Su20XqgYcxevtwi0VCm7eiZTJMfOOPFwaodqFns8RuugXwV6vhLdswevuZ/fGL2IUZnHfeJrLjWjp+6mco7X8Lt1wmtGUrgd5+Jr/9F/75VJXY7lsIrhtg8tvfwhodofj6q2Q/9kliu29m5oVn8ZbwtawEekhDCyi8/qcn2Hh7J6qhwBLCRLZVprPvelQ9RDjWzez0SXQ93NTC5XkO1crqajo3Ol0+f5xAIIGmh5iaOgRANLp0vdflk+0H8xUSqrosC6M39ywbgRiqHmJiZB++QH7zAW4+SMhoYgL2V5PZhvmtejyBFos3PU99+FTzC5iDtEysiTG0aOP21GgMPZ5sSLZ6OoswjKZSl26ljHOBXKCmh4gmeqnMjuFYNUBSnjnnZ7bqF/gRl/LTKgqRG3cS/+gDSMfFOjvi1+PdtgWvWsM8efrcrtEI8QfvBdfDnsphrOslfMN1qMkkxR8+v7Bf7L47Ce3YjjUyhlevE9g4QPiGnSjhEOVX9gL+JEQ6Nm5hBqGpeNUq9uR592eVq/HoBOgU/fQoAwQJo6KjoiI4V750vvas9Dwm5Jk2ksdWhtfftC6yrB04ZPGdv65SuaDU6vZtOr/0hRXUaeaDTrbzs3PP8wWzhbJglhSK6q+GPElo0ya0RJLSeYIR5yAQirLYnCnnRLKXmGkLoS4EhHi1GuPf+GNS9+4hvH0HQtexxkaZ+JP/l/qZ5sEaF0JaFkZPL5lHPu7/73k4+WnyTz5O+Z194LnIeo2JP/86yXv3ENu1G3QNa2KM8W/+KfXT/mATHNhAdOf1zPz4RepnfVOPNT7G7N5XSe15iNrgKWrHjq7KyyEEaEFtrr6u1nDhMXj0SXQjgm1VUFWDZGYzk6NvNzbVXmFI6eF5LqFQmoGBu1GE1tCnt9Qz0RgCxTAW/svueQSjsxvPMqmfGWLmjZeX1c9g7zriu26i8OqLGJ3dJG+5m5Fv/OGy2piHohssh22lYyOESjCcRtdDGEYMz7MxKdLMVO5rEhcxMk1WgkJgdHQ3JFstmmhKjgDVofbIFqB6dpDw5qsabtcisabiJYGOnpZFLZxyEfsCQRPHrpEbPTDnN1zZ+6d3dxJ74B7s0XEK330Cd9aXphSq6jsoz3cvBYO4hVkKf/nXuOUKQlPp+DtfIrRrB5W39uPm/f4Vn36B2cd/iGfZICVKIEDnb/4qsXtuXyBbe2ISezKHEgwQe+AezMFhZn/wzLmOrVLUs4JKWnSxWbmWKHF/BSvaL+reCAGC3Kjeh3ae+2BcDnPce6fJUedw/rf16hsWugb1JQoRlP9/9t47SrLrvu/83JcqV3V1zmlmMDOYgAwQIAkwU6QokpJI28o6svfI9vqsvdaupN31kfd4Jf9hb/J6fVbSWR1JtrRLaklJRxDBDIIgQGRgcuqZzqG6qyunl+/+8TpOV8fpAQeSvzh9Bl396r1Xr96733t/4futHrzX9p4lWzUWJ/XkB3CLBay5WUJ9/WipFhqT47jlEvEzD+IW8lSvXMSr1dHSbU33E2/pJdV5jLkbL6y9Jj2Xwve+gx5ObCIlVQvT2n2S/OJVPGelUKpWI/fcs+See/bAn0U6DvO//x/2tK1vmpSe/x7K5XkKi9fWzmMV5sQtZv/9/3rbASS1C+eoXTh34HPcAhH0Gpbn6zz008MsXC1iVZuTZyo9RDE3TjI9SCiSprA8hmPt7hikaWFUNYTn2/uuxmyGnR4B264wPf0DIuE0vvSoVOabvsPdp5/nWn8qQe/p8vPfwF4xkhe6HlifyeCe8xp11FggB+nbFr7ZQI3EgnajFYs1xQiBqhLuGQgIUNOCYygCv17Hd2y0RGotTOyWS037PNXozpGF2+E16ghFJRROIqVHNN6BqhnUa9kdlb3cagW3Ut7R9EAIhVBHN83uCKHr6OnWHQvTpGNjLuy94tacntjx72o4gt7Suq1OstHRtSPZSilxv7lGxwAAIABJREFUaxW8JhrNd5QOEQK9qwMtnaL0tW/j5Qvr+21S8OZXazQuXV0jZOl7mFdvEHv8IdREYo1svXIFJR5DS0eD+0ZR8EplQoMb8tKSQOt99Ti+PPS2IoMQ/cpRhsUJFNRD9QN3canKEl3KehV5L8NMcnWtz32veOf89tsvZDy+8AvZfbf9wD1MtqiBo075zdcID40gVA1zdppQbz9uqYg5M4XR3oG6TbtANNmNqocJRYIZrBFpIRRpQVE1qsVZNC1MW99ZPM+mtDSGWc8TirZgNoLeT02PEI63IxQFgUKttICmhzEiKfRQHKtRpFbcWrARb+lHUXUcu45ZWyYcbUULxZC+R72cwQgHYTohVFy7jhACx67h2nUSrYNUi3OEIi1Y9cLaytAIpwjH2/B9F6uWDwavaAtC0agV5/Hcwwkbb4SiCs5+bgjHdKnlLdpG4ky/odFocpe195ylVl2itet+HKtKNN5BaRey1bQIre33oWlhQJBZeAvfu7Oc0E6Prq5HSSR6WV7euWp7i33bLlCj6yGlQKFoADUaxS0W0BIpEqcewFrK4JQK2NlFUo8+hW/Wka5L/dZ14qceRFoWQtMCArYt1EgEvSWNWy4S6uolcfoh3HKJ+sQN3EqFtqc/jm+bqJEYue9/C6eY33pekdi+BjOnXMT3bPLZG4TCSSqlWdo6T+76Pt+s45YLwcC8XZ54ZWXbDEoojJ7eWfLRXJhFunsf3cwVf9ltZRtXjO3VSASvSV+60d65onrVHNLz1nLVhwpVRWtrxStV8Cq798tL28YtbLhfJcG9pKgIbeW7UBQiZ+4PwsurugBCoPf1BoWYQmwTBTvcsHGIMKPKKfqUI3e8im0GH4+snKOTfpSVfK+GQafoY07uPPm6HS0pBSGgWPK3XBrPh5nZgwW072EFKbmWe/Rq1eBGTKSwZqcJD48S7htAaDpKJEKopxe9rR11RWpPM2K09z+AEUqska2q6mhGlETrEKmOIyhaCD2cQNNCKKqBQGCEk7T3PYCmhwlF03QPP4ERShBvHaCl6xipzmNEk9209Z0h2brVnUQIld5jz2BEkqhaCD2UoK3vDEYoTjzdT6r9COmuEyTbR9BDUVTNIJrqJdk+ihFpobXnFIqiYUSStPWdRdPDCEWla/hxjHACTY+gGVFSHUcJxzuIxNtpH9hZLu+gEEKghVQWr5coZRpYFRehNn9IPM+iq/8RyoWpoCJ5D8+pqhkIoZBbvr7iNJNAVY3d37gDdjqsEAq6HlspyNoeTqmw499vx6ZwpBCo4QhqNIbQDVBVnHKR0rk3qN+6TrhvED2ZwqvX0eJJIoOjhDq6Ai9SwGhtxynkMNo6kZ4XNPDbFm61jFer4JZLCCVIizilIvXJm9uuxNV4cseCo43wXWfN8UVVDWLxbqLxLuLJvj3JaNr53C7KTQK9Jd109aqEwui76Cubs5OB5dwe4VvmrvrHerodtYlohTBC6InUjtfOt03s3OEVIm4+AbH+swukH7iH7YTQyBCtX/wsimFQfuElCn/xNXJf+nPsqZldUk2HR4gaOsPK/fSK0W2JVq7IlrrSPlAboERSk2VMuV50JhC0i73ZZW7E0+8P8Tu/1cIv/kyMo0cObz16z65svXp9TSzbyeeoXb2M0NTAbSSfQwmFkK6HV68hXRcrs7Dm7RiOpfFcm3zmKonWQZJtwxiRFOFoGk2PEIl3UFq6Sb2cwazlqJeDsF+1OEeidXDtHGyrQj5zjXhLP8m2YRy7hhFJ4fsuxaUm4uzSp5ybIJLoxDGrhKNpYi19gEBVDTzXBkWlVpynvLwiFi4EyfZRNC1MOTeJ5znUinPEW4IQjx5KoIeizN64hPQ9QtE08XR/0JvqOXseUPcLKQNBi95TaRRNQQspSL/5w7kw9SqaHqVWyaDr0W0NxzfC9wLXn3TrUaSUtLSMUK8tUS7vLxe+VwihkG4ZJZUcwPOD3NXYzee4naL9Rj1YHezFyJrAIH0V0vOojd9YCyNHokfwbXstVCkdOyCCzCzm3BRqJEZkcARraQErM4fekg4KZI6dxM4uorW0YueyyCvniQ4fJXbsBNXrl5G+T2N6InC52WZ1pbe07rg62wivVl0LRVtWiXotSzTWQTF3C38P1odOfhnPMjet8jdCiCC3rSVSOIXN+s9qKIyxTQpoFY3ZqSCsuVdISWN2asf+X6O1DSWylWz1ZAoRal7JvArfsrY1RLgj+B5esYSaiKPG91KEs/s1CR8/ihKNUPn+y5jXbwYvCoES2ybNcLu41SGgSwzSLQabXtOqLJGTC1RlCQsTX3qcUB8hzv40ygEcbGqUiLIqPQoxUhiEsdl79C+z6BGLC/7rf5Lgl34uxjvnbZ79usnrb1rUGwdf8d+zZIvr4q6Gx3wfd8NDevu85/aWAM+10fQQQihB6DecIJLopJKfChSEjNiaSLuyQWlmVRh/9U5b7YML8jBB0UMlP0WtOI9jNwvzSJam3iCS6CTRNoxVy+OYZZam38T3XHzPoWv4ceQGaULHrCA9l0TrEPO3Xlrp0l6/KT3XQtMja200vudgm2UquUka1eU9DYYHge/6vPpHY5tes2rNZ9GdfY8QCq+IfwjITL+xS85WEI13Eot3I4RCIX+LUnES/w4VpHYaH2y7ws1bXw++Y8lKS8vWB0f6PlY2Q2RgeE/H1Ns2rspu36fctHpozEwSGRol9fD7cPLLVC6fD0LLDz+BbzZwSkXcUgFF02jMTJJMtxHpHyZ55mEUw6B0/g3USAw1FiP10OP4jQbFt17ZEvpWjNC2xNcMTmF5beXoew6V0gxCqPjSZS8Dul1YxrfMnfO2mo6WSm8mWyHQW1p3VI7y6rUVYtsv2U7ueD5qLI6eSGHeFkbVU+mV4rLtdi2RtrWjRvOB4UucxSxevUH04bNYUzP4q+FkIVb67/enDCZtO9h+Q9te5NQJ9M52mj0x0vOQDRM1ldzS738QRInTLQbQMdari6XEosGEf5WsnMPFwcdbazNzOVg6ycGiKsu0i96gjx+BhkZMpLBvNwDeAW+fs/mn/22enm6Vz346yk/+RJTP/XiUGzddvvKXNf7i2QaF4v6vy71LtneARmUJ1zYZPv3pIHdaDwajzuHHcZ0GjlnB92wcq0rH0CPooTil5Vv0HXuGaKon6BstzeO7gb5sUCAiUFSD9t6ztPWewaoXmL2+WWFFM2IMn/7xlffPUc5NoIfiDBz/CJ5rszx3Ed+z8TcUZdhWBc+zcJ06jlVBM6LBeSS7AMnS9NtkZy8w+tBP4lh18vOXqOZnaOs9g6Lq5DPXKGS2cWa5Q5iVvd30QgjmJn+4lju2rZ3zTaqq09IyzOStoNqxb+BJSoWJO5447BZGTreM0Nl5Bt93mZt/HdtuMiGQEjMzt2eyVSNRtGQLbrlI7sVvbybXqXEaG4p1fMtk+fmvbzpW/pUXthy/dut6cB7zQaivMTO58jef9BMfpPj6S1iLCyQfeDSwxruNbPV0+7Z9ps1gZRc3FeBI6e+r0MctF5vmPjdC0XT0VJqN02KhqiuesTv11y7sHKLe7n2Z+cDk3GhOnEIoQSHUmLap3UtL7ky2IHHKRbz64WiQ3w57foHK918m9cmP0vmP/z721AzSc9G7u7Ampih/+wWktfdJaf3CZRIfej/pn/4s9XMXURNxQiNDOJkl9O7OrW/wfWpvXyD68Fnaf/lncPMFRChE4at/Be7+c5Vp0UlCpNe+YykldSrc8N9hWe4smblfeHhYcrM2toJKlBj7SQ65HhRLkmLJ5fpYmX//uxWeel+In/1ijP/+v0nxL349xclH5tnH1wD8DSVbgLmxF3bdprB4ncLi9bXfJy99rel2teIcvmuTbB8hM/kqvufQPfrU2t/FiuG1rwrGrwZVy1p7O9JQWV66RK54A6Eo+KZJwy0g9CDX7Ns2WjJJvjBGdu58IMSua0zf+i5+Y31YshvFLYRaWg1D3wNQ9RDd/Y8E4VkgO3+BWnn7nJmUEt93SSQDSTzfd/YUer4TGEaccDjNlSt/hlA0jh75saZGBEgwM3urfBVCIFSNUFdvQHjNcmC3v7bb7xtfW/t3nfhq4zdInn2EyOAoTiHXtDjKWHGM2isC55o7uP5SYmUzRIeOwDZVxULT0FOb9caFou7qrGMtLRyoEMl37CBC0Te47TZGR+AAtJlsUzubUfj+npSsbocWD74Pt2ZtOysUuop0PKovv46bzRF94DRaR3sQ2VvOYd64hXSCCalXLCGLOaK9cXSlDTNTxms4eKUy1vQsvmmhJ8KEkoL8n36Z6GOPEj1xBD0sKXzrOzhlk8QzT209CSkpPfdtvHKF0MgQRn8vbn5/dQxrnxmdpEiji/XJi4vDjH/z0Il2FQ4WLg4GwfVWUAiLoCNADamBY5CqEEqGsMsWvrvzpNL3g1t6ds7lr79RxzDggTPGgcrH/saS7WHDahQx60WiySD0mRlf1zgODw6ixGMo4Qh+vY41N4fR3Y1fr2P09qJGIkGYTtOCgdPzQVNxlpYIj4wEii5TU4SPHcUrFLEzmU1k+6OAUARDj7Wv9DeD70nmL+Zxra03p2NVV0LawaDl2ju3z/i+Q2bhHWKxTkCymDl3xyHk3SBXJAUDgX11bWLQZEuszBy+Y++ywgkgVI1w7wC1sbsTXbgddnaR5e8+t+M2oY5ulNDeyNa3V/KPTVpgdCO+TbpkK6zFeaTvIbYZUoSmb+1tVVVCnc3FRWA9pL+/3ueV9zo21uL8jmQb6uzerLQlFLREcuc2JN/HOoDhR6gtBlLi1u2mEywlpNFyppf8m9PgBS085tWtdSGrMC9epOOIgjEUxe8dIPvSLbyGQ/3cJernVoRbRtsZ/aX3cesPfkjuP34ZozXK0BcfJhIxqb51C/PaWNN9+7U65W8+v+/PuOUzEyEm1nOvUkpqlFmUd08K0sVZUZoK7n+Bgr7y/10PdbN8OUvH2S4SfXHyN/IsnWsurKNrMDSocfp+nccfCfHowwaKAlevO/zOvyndLl+/J/xnst0jfM+h1KQoCgBNC1yCFIFQFbxSCb9eR6gqSjiMnVnAq9ZIPv1BzPFxzLGbtHz8Y0GLSKEY5FUUgVBV6levbrFt+1FBj2i0jSTIjpXoOp4ie6uM2yR2Usje2CQSsVs4WCgq6daja78boRTLS5fuOIy8U9DUcepUKwu0pIaQSLLZK2y3xHArJaylBSJ9WyvOtxxT0wj3DSJ0fd+KYncDSiS6smLbm3uRvbyEWwn6NBVFI5le/8zJ1CAzkz/YVUUKwMrM7bg6FopAjcZQjNDaSnVVNnE7ePVasHI/QN7Qd53dK5Jb2lDD0bUQuBIOr7RM7dT242+KfER6U7Sc6UMo4Nse2VcmiA21Eh9uQ6iCpRdvgiJIneqlNp1DCIgdaSd1ohuhKjQyZWpTOdqfGKH1sUG0qEHpygKhjkSwD01h+dUJrOzmSU/8SDtaKsz4H7yC7wTXvevD96HFDdyaw/Kr41THl6nPFNbI3c7XKd9YwrfeHbEZDZ0w6/l4iaToZ7G5e5rQPh7+Bq0pIQSqDGgufSRNdb7C4IeGmPz2OOmjrU3J9tRJnb/7U1EeesCgu0vl8lWHL3+1zrkLNtfHnAOLWtzDrT/vHfj1oG/SK5UDXdPubsJHjhAaGkQYK4PwaijQ81bszyTW1BRGTzciZCAte2W7e0PYXvqShUsFPNujMFsDwRYT6FVUijOU85NrP84uK1uBQiiUwKznqJRnqZRnN+WxD3zOOx1TKDhunWz2Ctns5R1bgHzb3pRr3QlCCPRUK6H25n2k7zaMtg70dNue87Xm4tyG/KNAVUNrOVtFDe25KNXOLa0VSTWHQA2HNxVuhbv7t1XyAnBKebxt/WJ3gecF/rc75HsVXd/U/6tGY4EIyTaQUgbylKX1HLnRGiV1uofS1QyKrtL90eMkT3RRm85Tny/S9xNn8Oo2CBmsbhVBpCdJbKSN8vVF4iNtqFEDM1vBylYpX1/EqVq0PTqIW7MpnJ/FqWz9DLH+NPWp/BrRApSuZShdyaAnQsSHd67wfjegCm1tVQkB2Zbl1rTHYcKX/hY9b5XgHrPrDmf/wUPMvzJLdaG6bSvjow8bPP2BEC+9avGP/lme3/yXRf74/6ny1jn7jgzk33Mr23/x60kuXHY4d8Ems+ixwlvvtofyJljT09hzc2uJeen72IuLa5WD0vdBSgrPfT0gWs+j8M1vBS1Ls3MgJdJxcAuFe2J1tIpG2Wb+coGjT3eTHStjHpJ5vO87zM++FrjvHALJ7gWaFiGZ6FtrLWptPUo+P0bTimTbpjEzif+Yi7IHyz0tmSIyNIq5cHfalvYMIQh39+0snbgB0nOxMvNrfb6+75Bfvr5GmI5V3fP3I10Xa2kBLbW9D7QSCgftNit55lD3DvlaKXGKedzaAckWcGtVnFJhx1B1qLuP6rWLgESNxNYctraDtTCzKYcOYC3XqE8XMJIRuj95P6UrGeozBTzbZeBzD+DbHk7JZPVek76kPl2gOpWj5WxQt2Dl6jgVC3Mx+LxLL92i91OnSJ3uYeKPX93SgeHWHULt6xMXNazT95kzICVGKkJ9/u74ue4HAmVTtwfIu7qqXT3qdhh/7iZT35nAqTsIRTDxreYSoH/5bJ3nvtGgVPEPpBS1Hd5zZPtf/sMEISMwvphf8Dh3wead8zbnLjpMTrnU6xLTkpimPNQLtSN8f611YnXobhZS2xgeXv3/1d5g4J4iWgBFU0gPxHEaHlKCogkOK7V6d43it0IQCDYYRgIQqMpOYVaJnVvEmp8hMrizVysErTaRgREql97BbSLh925BiyeIDB3dewg5l8XKzG2IpgiUDdclHEnTqOf27BFqzk0TO3b/tn9XQmG0aGxtuA3vYL0npcQp5AJ/5wPCq9dwCrkdyTbc3cuqCr0aiTYVutiIxuzUltciXQmM9jih9jjVW1mUkEKoPY4SUqlNF1AMFS1qgAAtFqz0fG+dPgXgmQ5aLISeCuPWHaxslakvvUnXh+6j7YlhFp/fnMIqXVngyH/xFNGBNG7NJjbcinR9Fr5xhc5njgbh06iBGtLQE2HUsI70fbSYgVAEWszAKR++8txGBE2Um8nP3zJtOFyoQkVhA8FLueYW1H5/B/kbOaQn0WMGid4EVmHrNTCtYNF02FbV7zmy9T0Z9M9qMDigMTig8dkfjyKlpFSWXL/hcO2Gw7UbLuMTLrm8T6EY/JTL/qFfwL/JMKIaya4Iy7fKdB5Lsni9hFPfegEV1SAa60AoKrZVwTZLd9Uy7yBw3DqWVaG//0kUoZLL7ez96xQL1GfGg3zsLnZ1QgjCfYOE+4eoXr/EjyQVIAShrj6iw0f2FEKWvo+1OI+VXa8KVVWdju4zaznaZHqEYn5iz9+lObdz4Uuwsl1ZjSnqthKOEPTOO4XcllXkfuDVa9iF3I79tqHOnjXJQjUS3bHnF8Cc20q2QhF0ffg+vIbDwreukjjaQeujgwhNYeYvzhHpSRHpSQW52/t7sIt1fMdDepLGQgm3bmPlargVk84PHiX/9gyJ+zqJ9KQQiqDwva3V8Va+xsK3rtLzyfvxLZfsy7eQnk/7kyO4FQu3atFyqgcpJamVf726TagjDhKcqkXu9cnDVmXcBB8fT3poYp1mdGHc1WNqGGgbaM1H4ig2kbYove/rQygCs2gS64qR6E+wfHlrv/QHngzzsQ+F+T9+t8JC5vAI4z1Htv/7f6jQ36fR063Q063S062SblFQFEFLSvDEYyGeeCyYPVqWZHbeZWbWY3om+Hdu3mN2zmN23mNx0TuwIkgqOUQi3o2i6HieTaW6QKU6RzjUQnvbCQrFcaq1YCDr7nwAVTHIZC/geRbRaAep5CC6FsX3XRpmnlJ5Gtf90VYg3w7XdCnO1Uj1RrGqLq7V/Mbr7HsoMIEnmM0Wlm/QqN6Fpv87ggi0pa0SUsptjcpXIR2bxtQ4zv0P7qpwBKAnUiROnqUxM7Frz+ndgBIKk3zgMbRYYk/b+2aD+uStTYIwvu9SzI+vVYa7rr2jCcHtMDPzSNfdtnVGCa3nbPWW9La65gBevYq9jQXeXiEdG6eQ31EnWUuk0KJx3FolKODaoQLdtxpNlaNq03mm/+ytNRIpnJulcG6dIO18nfE/frXpPrMvrbfwbdymsVsY2JcU3pqh8NZ66qI6vvV65d7YPDmoTuS2bHM7hKLS0nEMzYhRXLy2aw3G9qfo4WKtkZ9AEBHxu0a2AoWoiKGL9e/ax8NU6kTbo0Tao7Td346zIs5TGGuePx4eVBkeVA9dnO89R7b/87+rkIgLWtMK6bRCa1qhq1NldFhjdFTjyIjGyJBGPC4IhQRHRnSOjAQPv+dJSiWf5bxPLu+zvOwxOe3xe39QZW5+74NKW/oYg/0fpFiawPMcwuE0nudQqc4TjbQxMvhhBMoK2QpGhz6K5zssF64TDqUYHngGyy5j2RV0PYKidFKtLd5TZKuogjOfHiKU0El0hqlmTZRtzOPjqV4mr30Dz3No7z6FYcRpcG+RraaFiMU6KVfmAgLZw+qzMTNJY2YSPdmyuxm7EMSO3U9sfIzyxTff9SKCxMmzxI/tbhwAKwo+uSWqt7UrSelj1tcHY8ss7jmEDOCZNZz8MqGu5mFboWqokRis9tfuMJq59RpO/s7vIaeUw6vXtu87VhSMzh68WTNwZNrB7cdaXNjid1yfLgTh2HujrvFQoCg6bT2niSQ6qRXnDky2DjYmDcIEEyyBQpoOZmjecnSnMAiTpG1T6NrHo2wXKN3IcfOvx6jNV3AaLr7r4zaap+1sB2p1ib8fidA94D1HtlJCuSIpVwKihEBVLBIWRCLBTywqGBzQOHlc5/h9GseOaIyOaLSkAoJOpxWOHQn2Z9nw7HONfZFtV+dZqrUM03MvB1WbihbIuK1UcbpeILGoKDqGHgOh4K6oK6WSg0hgdv41bLsauAoJ5V3PYe4G35dMv5ml92wrV74xy9Bj7dtW7wH0jz6N65hEE13YVploopvM9Ov7WhndTQgUIpFWND2yJr+ZL9xip1HStxpULr1NbPTYrn6rEFi3tT39ccy5SezluyRU3wRGRxdtz/zYnoUspOtQPv/GFos4IRRiiV4i0TSqFiaR6ufW1Wf33pK1onq1LdkKgRqNouj6jmIW0vdxy0Xcg1Yib4BbLODWKoFW9DYId/VgLc6hxXeOCpjzM1smH07ZvOu5z/cqbCzqskJKrBCggARpUqKV0l2oSk7QQqtYV8WSKwVZFfJIT2IVTY585j7CrYHuefbSEhNf3yoOdOWqw499NExHu0pm8fAmze85sm0G3w9mIrX6+oNwfczluy+Y6BrousAwBJ2dKmdP63z6E2E+/pEwkYhCOBSQ9X7g+Q4hI75mSr5pMBJiTdxB16Mk4r2UK3OEQ0E/oS9ddC0MyEA16R4xWN8CCbWCjRHVCMU0oukQirb1QgmhUMjeQFF0JD6NRh7pe2zVCf7RwpcepfIMpdLUhu9r9/Or3bpOfWqcxMmzuxqKQ2AA0POTP8/sn/4e3j69cQ8CLZmi5/M/h5bYfTIAwarWzi1RvvBm079J6YKEcmESTYvu7xuUEnN+itRDj2+7iRoJQrWhrr5tV7ZytUf2EHLfTjGPV63umLc1OrpRdGPHELzcIJ/5n7E3OFiUZYFOOYAmNASCMFH6xBFqsnJgDeRmCBNlVD2FuiE/jJRk/Xm8lb7boY8Ok724SGWmgiSo6G6GS1dsnv1Gg3/1P7Tw5b+ocf26w+3mSleuOfu+Ff5GkO1GhEIQjynEY4J4XGF0ROPMKZ2zp3VOntDp61FR1VWdTnBdue8ajLm51zh5/Kc5cezzLGUvUaktYNsVpPQRCFzXAuljrJJteYZoZzCzLhTGaUvfx4ljn2cxe4liaRLLLq8R9L0Es2wz806OzuMpJl9folHcXLavh+Kk248SS/ahaiFcpx703ObG11by9wykJBxKEe15dM3Cc2zsr9mVcKXP8vNfI9I3uOPqaBVCCELdffT85M+z9I0/D/KOd2OAFgKjrZOOT3xuV33hjfAti+y3n0U2lcCRNGo5XNdC+i6F3I2VidPeYS7MIn1/24mJGo2iRKKE2rdvT/IdB/MAKk1N92Vb2IVlop63rTKU0dGF0A3UHVa2QWtT5pC/S4FmRNCNKELRAYn0XFzXxLXrWwrTAtvOOIpqABLPMbGt6ibREU2PoIfi2GYZRdXRjBiKUPB9F8eq4Tr1zaewdg5xhKLie86hqrkVZZYaJZK0IhAoQqGTfhqixqy8hXOHrUACQYQ4J9SHSYnNz6eNzZxcX7k6VQe7YuOtiHr422g9f+4zUX7znyeJRRXOnGrZ8ncp4fTjf8u0kQUQTwg62lU6O4Lc7fCQxvFjGseP6Rw7qhGPiU0DkW1LFpdclrI+S9mgWCqzuL8BpVpf5PK1P6Or8yx9vY/jeTbzmbcoFIMv1nUbSOmj63ES8R6mZl6kuzPwnbXsMmO3nqOj/X7a247T2XGaXP46maXz91TOFsCIaERSOhf/qnmVaWvHCTzPZnb8+/ieg6ZHaOs6RSzZQym/P8Pmuw1fetQbuSDCIALv4b3CKeRY/v436frUT+0pVCuEIDp8lM5Pf4H8D5+nMT1+qG1dQtOIDB6h9akPER06uqcVN4D0PYpv/ZD65Pa62qoWorX9PgwjjufZ1KtL+0oFuJUybrWEnmzeb6tGYoFMot7cKEHKwMPXWrEpPAzYSxmkY2+r26wlW9DiCdRYfNt9BAIZh/l8CuItvXQPv494S3/gqb1CiqXlW8zffBGzvh5qDUfb6Bp6jHTncVQjDAjsRpHF6TfJzV9aMwFp7T7JwPGPkZl8lViyh2iqF12P4EtJIXOF+fGXMGvreflIopO+Ix8k1X4EkDhWjVJuAlXbu7b2TqhSIuvPE1OSaCKondF5N8MIAAAgAElEQVSFwbBygrCMsihnqMgCDvtjLoFChBgtop1B5b4tlnw+PjPyBibrkwurZDL0kWEa2TpSSooTJTJvbFUZe+e8zW//m51b+Jy/DXKN6RbByJDGyHBQCDUwoNHfp9Lfp9LboxKPrQ88UkpsWzIz6zI+6TIx6TI17TEz5zE75zI375HL+weqZak3lpmY+h6RcAt9PY8z0PfUmmCC61m4nk000oaqGjTMzULetlNlbuF1FrMXaW87QXfnA9QbOfKFu1M4cFAomqDreAt6RMOzfabfXMYx1wde1zUJRVLEk334voumhVBU7Z7LPwNoWphwKIVll7HtKi2p4X29v3LlPOGefloeeWr3YikCR5vo8BG0RJLK5XNUrpzHzt65+LrR0U3i/gdI3P8ARnvXnle0IKmP36D45ss7t9NIGdhBrvol7xO+62AvZbYn22iMUHf/jmIhTiG3JZ98J1g1M2imDiWEQFkxk1Aj29sSWtnMoU6YNCNK9/CTxFv6WZp+E7OeR1F1jHCKtRTT6rZ6hL5jz5BsGyE3f4FaaQFFM2jtPMHg8Y/jew65+YtrK2EjnKJz8FGK2TFmrn8HgSDVPkrnwCPYVpX5my/i+w6KajBw30dItg6xNPMW1dI8mhairecMidZBGrXdK5d3g0QyLydIylY6WI/AaEKnXxyhTXZRkMvUKFOXFSzZQL2NlhRUwkQJEUEXBhHiREWCFK0kRRpV6Fv6eZf9Beb8zaIV86/Ns3QhqKXQIxpquPk9OHbLZezW4af33nNk+4e/10ZnR9Du05JSCIXYNODUaj43x10uX3W4dMXh+phDLrfea1utykOMBEkaZoFCaYLWlqPrmqpSYtklOtpOYZqlFV/QrXDdBsXiBO2tx9G1nfv7fhSwai5Tb2RRdAXf21qdV8qNE4m3Ewq3oKtxPNekmB2jXruzlo27ASl9bLuK65iEw2nC4d1Dwpve79jkX/0+WjxB4v4H2Iu7thAKofYu9Cc/RPz4aRqTN6lcu4g5P71NGHeb/Wga4d5B4sdPEx0+itHWibKNddx2MDPz5F5+fosd35ZjKQqqFkIo6gYf571jNdwaO9q8MlqNxUmcOL19hGDFi/YwYS0v7ui3qxghkmcf23ECYGcXVyw3DweqqhOKpmlUs2Tnzq/7PwuBomj4G2o5Yske2npOk5l8jdmx76+FeevlRY499EXaek5Rzo1jm8E+FFWnVs4we+OFtf1WS/PE04PEU71oRhTbLBFNdNHafZLs7Dnmbr645t9dryxx8olfPrTPatHgpn+ekBomxeY2uoiIExYxfOnhCBsXlwibJ0WtopOomgj8x1HRCaEJHWUbteGiXGbCv7KmVqUaKoqmBDUJK2OYGtZIDqZYvrRzxXsyIYjHFHIFD+sOxa/ec2T7vsdChEJihTAlubzPxUsOb52zefuczfUbLuWKj2VLLOvuqEgN9L2fWn0R0yyhaxF6Oh+iVl/aRKqmWSIaaWUpe3lTBWNr+hi6FqFWX0RKSXvrCQw9hmkezMbqrkIGwhZdJ1pAQmGyimevr4qk9KiV5qmV5onGu2jrPoXvuchqcyeNHxUURcOyKmQWzyGEQktqiOnyDPslEreYJ//KC2jJdCB2scdVpWKECHX1YrR3kTj7CF61TGN2GnNhFiefxS0X8W0L3/VQNA3FMFATKUJtHYS6+4j0D6EmUihGGKGq+1jNBtEdr1qh8NqLNGYmds052laVxbm3QIh9+9rCumzjdsQmVA29dQc5SSlpzDSX0TsopG1hZRcx2ruaF2WpKqHO7QU2pO9j57KHurJ1nQa10hzdw+9jyPsUmfGXqZbmVyILG44jFFLto/i+S7U4u/K34DM4VoVGNUs00YWmR9fI1nMtqoWZdQIHPKeBVc+j6uG1HvNk6xDS96gUZ9aIFsCs56mV5lH18KF93hoVLnqvclp9IiBcsa4uJRCoQtuyol2FIcIY7HwuEgkSKhS56V2gvMHBNtYTJ9IWoeeJPsKpEJ7locd16ku356/XMTKk8mv/VYpnPhCiVPL5jd8q8tqbFn/3p2PMzrm8+LL1t6dASkq4eNnh2a83ePNtm7GbDg0zyMk6juSgmv5KxEBoKiDxLRdpb12BaGqI0eGPoWsRXNckX7jJ7PxreJ4dFCK4JqZZoGEWKFVmglWVUwvEFBSVnu6HiURbUSIaldoCE1Pfp1S5TSVGEagRI1CaWTkHJWIE1c6N7T0xDxPhlM7Qox0sjpVI9US3tP60d5+mUpyhXs3Sf/QZFmfeJJbswffseypne/LkF7h8+Ut4XjCgLOeucd+xz1Iuz7LfC2nOTbP8vefo/MTnMDp79kx8QgiEpqFoMdRIDKOjh9SDq1W7cv2ftd2J1TeuvX+/kFLiNWrkX/0e5Ytv7bH3V65dpwNB+jilIr5pojbRGd7tc0jfxZw9fAs2c26KxIkzTf8mhNi557dSOnQZTs+1mL/1EkKotPeepaPvLNXSPJnxV8gvXcVzghysQGBE0oQiKY4/+rNbJj9CKFj1wianIt9zcO3NRCIJRPrVFRFFAD2cwPddXGtz1bz0fRy7dqhkC9CgygXvhxxRTtPFACrage7r2yGlxMejRI4b3nkqt1nFl6dKlKdKqIZK7uoydsUm2hGl/VTzSV9fj8rv/MsWzp4yuHDJ5tGHQxiGwHXh2KjGj38izA9ftfadt33Pke3ktEtHu0IiofDAGSMw8pWSel1yY8zl6nUn+Lnmspj1KJZ8SmWfWk3uOtYoEYPOn3qCUHcLXs3CzhRYevatwH92Ayamn2diurnfY6E0QaEUEM2lq19ae/3cpT8CgoF+OX+N1PvuI3FiCOn6yLAOy7BRNlRvjdP9d56kem2O4otXAWj/1IMYHSkW/uRFvNrdFvQGz/bJXC9i11xCx7Qtrj9C0YjE2hFCwXUaW6z27hlIiRDqWqFPIPd58IGkPjFG9rt/TftHP0NoH4QbQKyP64ctUXMbvFqV/KsvUHjtB++qyIZv1nGKedRI377fay0u7OjUc1A05qZWugX2f386pcJdaeOyzTITl55lceoN2vtOk+48wciZnyCVOcr0tW9im2WCNZuPa9fJLVzeVNy0Ctcxsa3NPcm3O980Q0DcYquloNhLkuRgsGhw3X+HosjSI0aIkcSgebHcbpBIPOliUmdRzjDjj+1YaJV5c4FYb5xYdxzXdJl/rXnF++OPGnR2qPzSr+a4et3hnZfX+8av3nD49Ccj7ODCuC3ec2T7a/9dgfuO6hwZ0RjoV+nv0+jtUenoUHjoQYOHHgxyWa4bFEaN3XK5OR7oJM/OBXKNc/MehWLzwcct1Ki8PY6dLdP9996PoqtETw2g6Cp2toxXswgPtIEiQII5m0ONhbAzRRAQPdZLY2KR6GgXwtAwp5exFzdLr+ltCdJP38/M//VNvHJQ4RgebEfvSKLoKpUL0zjLFSrnptYNDlyf4svXST+9nguLHO1GT0XxTYf6zQyh3jRK2EAxNOylEtbCnYWmHdOjvNAg1RullrO2yDVa9TyRRBdGOEW5EMjCOVbtzlZGd4DtHtdqbZGe7oep1RaRSKKRNizrzlxRajev4TsubR/8KNHhY3uuCH53ILGWMhRef4nSO6++672hXqOOU8wR7tk/2TamDjeEvAprMSiSUvZo0rAR7l0i21XUKxmmr2XITL5G39Fn6Bh4hHzmMvnMFSSSenkR2X0/xewYy3PnD+24Zi0XmHNENlfyCqFiRLa2vBwWPFzm5SQ5uUir6CItOoiSIEJshXiVLQVPq9hIsDVZoSxzLMsFquz+PHc+0EX6WCuqoeDZPrmryyyd35ryamtTV7jC3fLoNOqSWFQcaJ78niPbl1+xefkVG1WFttZ1feT+PpX7jgaKUceP6bS3KYwM64wM63zio4GTw/Kyx0Im+Jme8bhx0+X6mMPFyw6NFY1kNRGh5QMnkY5LY2KJyHAH8VMD1G8uED87hFdpkHx4lPwLlwn3txHqTYOAUtUEAeln7kfaDomHRqheml5LyG9EuL8NczqLt8GnUno+0vUIj3SChNJrO1cma61xWt53jOrlWUL9bSghjejxXpxcFWuhsEbSdwJVV+i+v4VYWwirsjVfVVgeo7A8BkKsPRy18vy+JP4OE9sddX7+TdrajhFPBKpFvmczv/DGDu/YGxpTN1mqlWl5/GmSZx5GDR1u2O0gkJ5HbWKMwqsvUJ+4+SMRYVgl24OgPrV9W9KdQNoW1uIC2six/b3P94OVbWP7/N5BsFp5bDUKa73MtlWjVlqga1hf91uWknJuHM99itbu+6kUprHq65NozYihKOpKvnZ/33UlP4nvu6TaRsnNX8I2A8JKtg4RT/VSq9zd2guLBgtykiU5S4QYYRHFILySow2hoiJWiqB8fFxsbGlh0cCiQV1WV4qg9va5W0+0MfuDacozZVqOpOl6sLsp2ZoNn2hEoBtiy75HRzSWc/6BHqv3HNmuwvNY6ZX1OX/RQVUhERckkwrJhMLgQKAWdeaUwamTOn29wSq4vy+QVnQcqFR8yhXJL/9qjguXAjLxTZv6QgFzNkfH5x5F0VXMySXKb47T8dlH0Vti2MtlqheDVWfyoRHs5SCfs0o4draCV2kQP9mPObN10JGut7l9RFWIDHUQ6mnB6ExuMoTeDuH+NqLHegK5R0PDLTcQikL9VobGrcN5SKQvaZRswkk9yNfeNp0Lx9oIhbfOgOvVRRzr3Rfj3w6OU2Vx8TyqGoSrXNc6NBlJe3mJ3Atfx1qYofX9H8FIt9/18PB28Bo1im+/Sumd11Ycc35Ekx7HDvK2joOyjSlBM/iWGShH3SWYMxPE9km2vm3ilAqBN/UhwginOPrgT+F7LmYth+uYhKIpUm2j1Ipz1DcQXb2yxNytl+g/9gzHH/1ZqsV5PMfEiCSJxDvIzrxNZuq1/QuQ1ItkJl6h98gHOPbQF6mVF9BDMRItAzTexY4CD5cqJaoyIHtFKiioK+NpQHiBHp2Pj7enEHkzuA2Xvif7SfSXSQ2lsErNI3BXb7j8/N9T+JVfiPPlr9YQIuCWz346whc+H+XZbzQO5B73niXb2+F5UCxJiiUP8LhyzeE73zPRdUHIEHR2Kpw6qXPmlM6DZwwef9SgrU2lrQ0ikfXBUbo+dq6CtVBAT0Up56tobQmUqBFUCroewlyR6vIl0vMRqoJiaBjtSQTgFKpkv/4OiQeGST1+lOxz72zK+9bHl+j64pPorXHcYg2juwWjM0Xp9ZvEzwyiGFpwjykimNkpChAcB0WAouCW6liZIot/+Tp4Pr7tEhnpQO6BqPcKRVNIdIbRwypmxdmySm/tOE4k3kGjmt20mrXN8j1FthDkp+6WaIhXr1E6/waNuSnaPvhx4vedQmj6oRR/7AYpJfg+5sIs2eefw5yZQN4DEqCroVcltfdw5Gqo926hPj1O6w6yjc3g1es4xd3TMULfMHn2/LVnZe311baTldd9aVEtz9DafZJkxxDSA9drUFi8zsL4K9QrS0HuVFWQrsvS1OvYZp6uoSdo6z6JUDVcu0q1PEu1OovQBEKqoAik9BCasvmcRCBqsi6lGhSjzY+/hOuadA09RqJ9gFopw8Tl5whFW2jvPcudRn8OAn/lv8PGra+N0f1ID8nhFIWbBRbPNe97P3fB5j99qcZv/LMkv/xzMZIJhf/zf2kFCS/+0OSP/7T2t5tsAVQVwqHA7Sf4gb5ejfuOahw9ojE8GPjfDvSrhMNNHjgpUUIanZ95BOn55F+4Qvn1m3R94Ul6f+EZaldmsRaLREe7APBtB3M2j1AFHZ95BKdYxy3ViR3vo/XDp0AIct+5sKU4xa9bLPzJD+j9lQ8jbZfq5aAqtu2TD+LVLZzlCtEj3SQfGQ367kIa1YvTtH/yQYyeNK0fcii8eIXGzQw9P/MBvJpF8eVreBXzUMnWc3zKCw30sEYsHULRNl+zxdm36Op/lMXZtza1DvythO9jL2VY+Op/IjI4SuuTHybcN4ASjiDUw6m6XEVAsB6eaWIvL1J842UqV8/fU7q9TrmIV6+g74NsG/PTyLtoOG0tzCEdB7GPHmWvXsMt7iKarwg+8NVfxVos41kupYvzTH/lLdyKyZN/8is4ZRO3ZlF4e5qZP38H33IZ/MWHaH+qC8UoU756nWv/23cZ/fvvp65kqK+QQOsjQwz+zGOc+7WvIMIK7V/owXEmePs//r/4jkf/5x6g52dP09n6aXzLwa3azD93iWuX/29O/MbHGI2cxnc9fNvj8v/0Ncbe/vKWU3edBvO3fsBy8W1O/8vPkP/ONQqLQUFmZuKVvV/cQ4bQFYSi4FuHN3GM9ybofKCLeG8cI2ZQy1QpT2+tMvc8+NMv13jzbYuf+FSUIyMqDVPyyus23/pug1L5YM/Ze5ZsdR2SSYWWpEIqJWhJBfnb0RGNI6NBAdXQoLpFrlFKieexbipf8ClXAjL0TYelP39ty7EW/uTFTb/Xr8+v/LtA/XogK5fn4qZtale3Gj5v2sfYAlP/9q923Gb63z236fe5P/zept9z376w6ffGxOE6zYRiGh1Hk2RvlWkbjm+x2PNci/nJlw/1mH8T0JgeZ35uinD/MPH7ThHuG0RPtqDGEvsKq94O37GDwb9cwlyco3bzGvXJm8i7uBo8KNxyacXXd1M/07ZYFfq/m2TrrxgcRAaG97R9YLhexansLAQC4FZM3vn1Pwfg2D98mpYzfeRencBarnLpX30N3/G4/zc+Sf7taUoX57n5uy9SvZUl3J1k+stv4dsu+dcnaX/qCJlvXkH6kvQjgyy/HOSww11JfNcn3J1EixpYy1VmvvI2M195m6P/6GnK1zIsfX8MfEnieBfFi7PMfPUdzMzeWpaSJ7upXF+k9bEh5p698COfuLWc6UeN6Guf/zAw+MwQsy/PUBjL035/B31PDVCevrzt9tfHXK6PHV7L13uObD/1iTC9PepaYVRvj7r2eyK+tSJUSkmt5jO34DG3Yho/t2IoH/wEso2tA1EiKZ3seBW7vvmBNyIqiq5glndvatcjKl1HE8xe3P0BfTfhlIrkX/rOni2OfMvE8Tym3siCEKT7D1N5a4/wffI/fB6xi9H7KuylrWEhXY+Sbj0GQmCZRUrFKd6N0Jj0PBpTt2hMj6On0hid3YTaOtFbO9CSKdRoHDUWRzFCKJoWfEYhgjCf5yE9F8808eo1vHoVt1zCLuRw8lmsbOZHmpPdC7x6NQitz8/svjGsiFlM7CwleYeQnkv+1e8Tmrix53OylhaQ+1DGcQp16rMF9FQkSPkAq6lHz3bZaeJRGVui+2MnCHUkcCom8SMdLDx3CQSEu5PY+SpqWCPck8RaPrw0jVAFiSMd5N6YZPCLDxPuSgQkrQjio+0kT3SjhjSsXI3sSzeRviRxrJPkfV1BTUu2wvIPx1HCGukHBwh3JnCrFvm3p7ELdTo+eJTiuVmcUgMtESZ1qofylQVazvbhlE1iw21Iz6dwbhYrW6HlwQH6PnMGr+EQaotRubFE+dqdS526pkOiL4FqqCT6EoRbwnQ+1EVhrIBTXf+OdR00TWCa62NeKikYHdZZznnMLXgH6qR7z5Htb/9WC50dCtGYQGkSmvN8STbrc/OWw/Uxlxs3HaZnAg3kXN4nn/colTcTR7w9xMOf70dKcEwfoUDXsQTlRZO5yyVOfKiL5akqmRsuw4+0kugMM3OuQKo7QqIzRHXZInO9wrEPdCAERFL6PUe2bqlA7sVv7es9tg3zFwvoEZXSfL1pRfJdhZTkf/CdA79dCIX+oQ9SrcxjmxUcp867noOSEqeYxynmqXEFJRRGjURRQmGUUDjI7apq0DokBPg+0veRvofvOPiWiSZsHn6/wbmrWarF5mG11m6dE48m+OFfH75P6CqEqtE6cIbi3DU8Z5f8t5RULp/bw04V4u2D+K6DWyqAgIEPjzL40dEm27L29Zn5Ohd+/02cyj4k4nyf6tXzVK8eXvvMptNTBOHuJNH+NIvPX0P6PnpLlGP/+ENI16N8eYHaxPaFR27VojadJ360A6fUwMpWMLMV1LBOpDuJuVTBWq6RfnCA0uWFtfxvMySOdnLfP/kwnungWQ7X/u23t93WaIujGBrWUoX8W9O0PTnK3F+cI3Gkg66Pn6Q6thSQ+0reOXmim66PHKd8ZQG3biNdDwR0f/QEeipC9WYWoz1O/+cfZOYrb9P1kePUp/I4pQZ6KkzHB47QmCvS8+NnqN1apnhhltjRDro/cZKZ/+9t7HzQZmUXGzTmSziVw+m7Lk+XifcmiGkKakijnqsT701QmS7jbJi7nDim8zNfjPH7f1hhctoj3aLwm/88yVNPhMgXff7Hf13knfP7Hwvfc2Tb16uymnKRUuJ6cGvc5cJFh/MXbS5ccpjPeNTrPo2GpNGQW7wIb0ejZFNcaJCfqVPKNDj2/g7qBZuFa2U826eas4i3hei+T9A+EqdetHnfzw2TvVVlcaxCx0iMjtE4y5M1GiWbkcfb7/6FeJfgexKr6mJVf/RFN/tFJNqBomjkl6/fM+YIvmXuW7RBiSr0DnZzpVmdwQoicZWBY3dXX1sIhUiqm3LmJgfwKNhmnwIj2oJnm6svkBxpYeAjIzu+rzpX5vIfndu3W8zdgp4Mc/a3P4ddrJN/c4rSlYAM3arFwjcu0/7kKI35Im59+/P1TIfq+DLxI+14pkvp8gLS8dHTUTo+cIRQV3JVCoqpL73RtK1wFfW5AovP38Baru7aBhjtT9P62BDtT42ihDTM+VJAtvd1YefrZF+6iddwEIoAX9JyqpfGXJHsy7eCnKoiMFJh4kc6yHzrCqXLC4Q64gz9/BNE+psbUgAousryq+OULs3jVEy6P34SxVCp3sxiLlWoTS6Tf3Nq12u/V2TeXEBoWzs1PHPz2Hb8vqCQVlWDftqn3x/iw8+E+bOv1nj/+8L8g19M8E9/I88+5M2B9yDZZpY8bow5vHXO4a23LS5cdChVAuce3wtqkfa7dvEciV33MKsuruXjWB7VnI1VdVFUgef6hJMa4bgGvsSquFz+1gLtw3EK83XahmLE0gYzFwo0ivvViQx0QX3pITdU4AXejxqedNntE7WG+znd/mPoaphrue8xX72ypTxeQeWxnr/Dldx3qNjbi293REYYTj3K24t/iSf/f/beO8iy8zzv/J14c+6cp2d6enLGIAcSIAmCBCCSoiharF2qZHnllayy5LXXpZK37F3LtbvmrkqypaXWtrSiKJIiKZIgCYIESOQweQaTO+d4++Zw7sn7x+npnp7unukJAEYSHxSm+/Y9OXzP96bn3diI6mmbKtiuteIcAERBRkRcHCOWvw8rdWxJ3M9w/hhF472p51PVMIZewrnNso1th8J07w7xk7+aZ/9jMVwXunYEcWyXUETi3TeKnHt7ZWwnmpL5zG82E4zKnHolz/ZDEb71x9P82r/r4LXvZFB9Im09fuL1Cv6gxDf/aIr2ngDbD3uC66OXqlw4UuLTv9mMZbnEkgqiJPCZ32om2agyP6nz6t8u8OAnUzRv8mGZLpblp677EJXsFKZWpGP/0+RnLhNv3gaiSDk9zMLwyVXdfNr2PIljm0hqgML0ZVzXJtG+B1kNMNf/NqZWoGXn456l5o8giCKtuz+KGohSK2dIDx8n0bqTYLIVAchPXyZc14WsBnAsA1FWmTr/Ek3bHkbxhclNXaQwfZn2/Z8AQfQmROOL+Qeui2PYmBXDq98WWPopKpI34K8DQYDtD8QZPVemtjg5lK400bBddjwYJxiROf7CAk3dAbbsj3D8hQX06vIzK4re2+Y6ICsCju0iKQKO440T68Es1jj/b3+Ika3g2A44LqIq4Vo25aE0oiwS291K7t1JzPw6XgHHpTZTILatifCmOkb/+hiu7aCmQtQWypz9N9/HtV12/N6TRLc2UbiwfpmUrZlo0/kbx2wlgWBbnOnnzzPzk4sIosCuf/MUoc4kgizi2vYSqV+pOBAUEUczlsnedUHwPDOOtSjCY3uZ14Lkif9ckXoVFQnRt5y3oKc9k9K1nEWlt+X7e6ez+W3DBuPGY0EsKrCQsalUHBQFPv+LIY4c0/mj/6fE1LTNb//T6EajcSvwd45sDz4we6164h2BVjAwNdtL1CiaS63koo1+OvYlcB3oe32eeEuAeIuf+eEKlZyBbbpU8wbp4TI9DzRQLRgUZjduuQTkKL3JR5irDDBTubz097pAFx3RffRl36BsXr/mLVub5K2pr7C7/qOrpdeuPkcrj+3cwBIQRERBYqOCbYoYoDG4he74PQwXjjNZWk4UC8kJNsUPE1KSgEtaG2G8eAbL0b3WZoL0ntakmmYZVY14HWxuI/FGEEFazMSWJAHXdUk2Kvz062lGLqwtdlAt2fzgv81R3+pj854gil8kXq9Qytls3R9m6FyF176TwQX2PhSl92AYAZge0nj9uSyO7XLgQ3FGLlR59/UCT/1qI5t3h4gkZZ7/izm2H45w/1NJAmGJr39pii37Qux+MLCsvrPYOk4QRCq5STKjp2nsfRhJ8a8iWzUUZ/bSa1TzM8hqkFTXfkqzg5h6mYae+8hPXqScmaQ420/ztkcJpzqQ1SAzl18n2riZVMde1GCc+YF38IXipDr3U5wbwg3GyM/00dz7MJG6TiytTGb0DKmufeC62KbO9IWXqe8+tHwwLvT9zTnGfjKIGvOjRn34Yn78qQDbfmUPocb1e85GUgqHn6qjod3H4OkSwYjMtvtizI1qnHk5SzlrEo57Q16tbOPYq8uANu2JYNQcZoaqPPb5JobOlNjxQJzpoSoX3sxjaOsPPrZhrVsjnz09Qf0jW4lubyZzdAR/QwRfQwQ1GSLYFqc8mvEm8pkKgizhWA5mQUOQBOJ7WikPprGr3n3Lnhij/pEt1yVbOeQj1JVCDvvAhepEFmcNolGjAXypMPlzUzg1E1oNM3oAACAASURBVESBwsUZEgc7vBjy49uJ72nFyHrHVR5KU+ybo+HRHqpT+aX6/spYBm06T2J/OzgugXZP7KcyvEBttkBif4eX+7G3DTlwdTb4NROYxduhzxUJdqUIdaUwclXMwsbK9gRE/ASR8QjdwabCzSU5uS5Ylvezq0Nm9y6Ff/n7FUwT8gWHePwfiILUe0G0AANvLRPa2Knlurr8tMYbf74sIZceLiOIK/M4+l7zsoCnzudvOmfFsKtUzCxhtQ6pqmC7JqIgE1Eb0KwiNWujD8r1S70dbM6mX9jQdjYKEYn2yC7Cah26vVrOLqBEKRnzDOeP4pPD9CYfoajPsaCNbngft4NqZQHHtair345pVND1ItXKzWdsO7aLJIMogRoQ0as2lumSnVtn4iJA964Q+x6NUqs4hGMS08Ma93w0zoUjRfY+EiMUlXjomSSFjEX71gBjlzQM3aFSsrBNF0EEn1+gVnUwdBfLdAmGJRrafOy6L4JhuJSyJorqkX+1uFw/iSAsNf92HAtTK+E61rqC+45tYWiLz5koogQiqME4eiVHYboPUVZwbAPHNnFcG0nx4wsniTZu8XrfWhXCdZ3EmnpwLJNSegTXsXBsE9v0MqVlX4hAohnbNqnmZkAQPLF918GxVpK/YzhU5ytU55efKckns+mpnuuSbXHBZH5M4+jzCwjAtk/FmR7SiCRkFN/GTBF/WEKUPEss1exj4nKVqf4KZ16+Tq2t65J+YwDnmqYlru2ycHQEWzOwijVmX7yAmgghKhLJezrx1YcRRJG6BzajTRewayZmXiN/dhJRkTCL3qTdqhiU+pe9P7mT46ix5TZ0pb45z4JdHHzMgraUmCRIItEt9Yx+7RiVkQzl0SzR3gbKIxnPBSxAZSJLZXwx1u+4ZI6NEu6uo3hxFlGWSBzsQPLJaLNF7HKN2myB9BtDpA51IqgS1fEs5ZEFpp8/T8OjPTQ+sR1JFdGmckR7G8idmiC6s9mL3U7mmf3ZJayKQfbEGLbm3XuzqFG8PLvk0p19uY+2Z/fS9LEdZI+Nkju9sUQ7PwG2iwdJil55ZsUt8Y69kXFvGbPzNnUpiUcf9vPYQ37Gx23ePuI9x3Upyesk9w9JQepadHVKbNuq0NkuE42KBAOgGy7lssvsvM3AoEX/oLUky3g7WC9h8laSQ23XpGikaQpuRZUCaJaJLKhEffUsaGNYroEs+qgPbCKkJDxLxcySro5gOhuzoJtD24j6GnFdm4nSWbRrCLw+2E1cbcZyvbZR6+mSroIABX2OqfJFdqaeWPX1gjbGgubFXKpWAcOuEpTjV60uEPc1U+fvRBIlCvo86eowLg4CIl2xA0yXL1EX6CKoJNCsAnOVQUxHQ0CkLtBJ1NeEKEgYdoXZygC6vZzp4Lo2U+NvE4t3IUm+ZQm8m0R60uCRT/m4/6kkLZv8DJ2rXPdeC0AwIuHzi+TTJv6gyMiFKr/wG80c+VGOnn1ek/JgRCI3b1Iprg7+uA5MDdV48Okkql8gHJcZuZijsdNHTXOolmymhjRat/i5/6kkvoCIbRo4tkWseatHZLeglm4bGpXMBL5QEscy0CuenGCycy+irCKrQSrZKfzRehzLwDI1aoU5L+5q6oukbCHJy9aL67qUF8a8LjOWgakVqZUzRJu2kOzciy9Sh6Hdnlb1FRQzJtvvjzPVX6GUNUg0qswMayg+kc6dYeKNKnWtPura/DRvDtI0WGX0/DKpl3ImPQeihOKK5zq2HIwbvWYuDH75jdV/th1G//LI0ufM0dGl36d/cG7V8lfWSb8xuOJvMz86v+KzNl1g9KvLJYpzL/et+L42W2Tov7wJeKIY9Q9sQpBFUoc6sMo6zR/dxujXT6KnyxjZKnM/vbxi/VLfHKU+j9xzpyeWiE6QBOru60KQJeZfGyR7fHTFelapxvQPvfNKHmin+SO92FUDya8w+e1TmKWVJWrj3zixfMxzJWZfWj4OI1Nh+M/fXvMaXQ8iEqIgsdy+D0JNIZoPr9bpLo4XmD+zOoR1+l2D0XGL3/2tKJbl8gf/sUC+4CAKsHuHwsiodb3ctHXxd55sd+2Q+fxnQ9x/r49USiQWFfH5BBTZK042DJdyxSWbc+gfMPnO9zWe/7H2fjZBuSHKRgY5rOCTwmhWEVUKokohirr3IIhIRNQGqlYeAYGmUC8CItPlS6tipGuhZKSxHJ3d9R9nvjq8gmyT/na2xB9gvjqA7djUBzchixvT+HVcm0xtHE/q5voDu1+OIIs+yuayfGVAjpH0t5HVxnFcme7YYVzXIa0NIwoiLeGdhJQUZSODZuZxsJfcfjFfE12xg8xWBnBdm4AcWzPGYxgl0vNrD2wbRW7e5Cd/NY/juAydrVDKWUwO1qgU1nYZui70nSyRT5sYuoNjueQXTL7xpSnmJ3Ve/Os01ZLN4LsVBBH6T5epVRwcx12hCjg1VOP172VwHBh6t8LMmM7L37TwByVM3SE7Z/LGc1kCIQnLcHDsAoV0BsUfwbUtSulRzFoJAbAtk/TQsVXt1ABmL7+ObXhuOtexKc4NoQYWPKUyvYKlV8mMnMJ1HSoL49RKaeYHjyLKKq5tYVSLZMbOIKuetWWbNVzH9lSO9ArTF35GrZTGGTuDIMnYZg2jWmCu720EAcoL41i1O1PK8u4rWcIJheKCyfk38kSSClrZolax6TteQJIEKkULc7hKKWdSXFhpVc8MaVg1B8tymR7wlrm2vvzvElzbIf3OCHJIpenxXqSQb9UykS311N3bhRxSmfrxRXzJIPHdLUiKRHEgzcLRUdo+sQspqCJHVAqX5qh7YBORrhSIMPNSH7W50qr9lkezFAfS1B3uRJBF2p7djRL1U5srYddMSoMLtD61k7nXBlAifrTZItr07U26xMX/roZVsyhPlWg80ISW1ShNlQgvdv+B1WQ7O+fwpT8u0tEmUa64XO5bfEYE+O4Pq+gGN50cBXc52UoBmWBTlNLI6nIGRYHPPBvkd/5ZhM52GVVdHVCXJFBVgXAYmholtm6ReewRPx/5sJ//5d8XyK/T+ef9RtXMUbNKxH3NFI05kv5WDLu6REyGozFcOLrYnF5AkfxE1HpEYQDbvXE2ZtnMUDHzrOX7aI/spaDPMlI4CbjIooI/vL6r7lYgINIU7KVmlSgby+56x7WZqwwyV+lHEATCah0Jfytpbdltb9o1Jkrv4rg2IODisZFfDiOLKhltDM0qIQriYjLZnYfrwnjfyphRMXv9fWllh9GLK+O5g2c9opsb92b4pdz1t2GZLpMDK82q+YmV91ufuvb+6+sSl15euzlArbjStW6bNTRz5X61wso6x2u35WiexboWrqxbK61MzKsV73xiXClrUbrq3lQKy7/PjS6fk1ayKaRXJwCaNYfpofdG1vODgms5+OrC+BJBtJnVJYmV8Sy1dJnYzibq7unEyFURJJHply7T+GgPds0i0BJl7FunaXhkCwiQOtjO3GuDVMZzWKXVoiqiKtP8kW3EdjQx+dw5Qu1JlKifqecvkNzXRuOjPeiZKr5kkOT+NlzbpTx8+3rMItIqstXzOnOnZ0lsTTL9zhSVuTLR9igN+5rWvl4uS93hrobjwNETBq57a17Mu45s6w+1EWqLgQtyQAGBVWTr98EXfjnE7/3LKPG4d2FdF2o1B8ME2/bqaAVBQBQ9YvapApLkZZp9/peCtLZI/LN/kWN65r1TrNkoXBzy+gx1gS6kskIy0EFWm1gkGFClAJ2RA8T9zSiiH1UOktHG70jPyYiaYrRwepHIoWrlsZ07V08rIFAf7CYVaGcw/w6GszyQ6XYFzSrgYIMrYDgairhy5p3Xp9fMil6ojpLyd7G/8Rky2jhT5YuUjYVbFin/OX6OOwlBVpAU3woRGceo4ZgGiCKS6l/q/exYJs6ir1qU1cW6a8lLZHNBVFQcU/fWxat3FlU/gih64idG7br9itVEkLandzH2N6dwrmmTKUieezmxtw05rGLkqujpMtp0AX2hgiAJBJqj1ObL6NnqUvbwxPfO0f7sblzHZeSvj2MWVk7OHMNi7uV+zJKOFFBQIj5qM0WMbNUrf3JcYjuayJwYJ3mgndpcEWO9LO2bgGfXru5Z7DouRkFn22e3U12oEqwLsnDx5sn9djyidx3ZVmdKaPNlXNtBDqoEGlZaWaIIjzzk53d/O0oiIeE4LlPTNpcHTI4dN+gftEinbTTNRfUJxGIiWzbJ7N/ndQDq7pJRFHjgPh+/81sR/uD/LJAvfPADdF6fpj26l6ASJ6ykGMwtxyt6E4+gSH4uLLyEZhXpih0iKMeus7WNw3FtJGH54RQQ72iGcMzXTGt4J1PlCxT1ldaRuwHB8fWsVcs1uJj5KRG1jubwdvbUPcmFzE/J6+9d15g7CTmoEEgFUSIqkuplZbuWg1WzMMs6tVxtVf3fRiCpEr5EADXmQ1I95TPXcrF1C6OoU8tp2PqdmWAKooAv4cefCCAHFQRJxDFt7JpFLaeh52teCcg/MIiqn7r9jxCob0NS/fgS9Timwew7P6I4dB41VkfDPY+jhKMgiJjlPLPvvIBVLZPcfT/B5k4kXxCzlMOslgi3dFOeHGT+2EuesMjOewl3bEVUVKxqiXz/GUqjl9ZsQCEFFHp+/QHyF2YQJBEpqCJKIuHOJErEt2T15i/MoIRU/E0Rb7p61WupTReou6+L8KYU/sYotXQJ13KY/OEFGh7YRGxbEwtXxaOvwLFsCpdnqTvcSbE/TXxnE5EtdaixALmz08R3NjF6cpzYjqZbetbXvPbCclu+azHy02H0oo4/4WfyrQm0hTvbNvFGuOvItjJVQAmrhFpjiKqEtrAyxpSIi/zWb4RpbpKwLJfX3tT586+U+dmrOrq+9ov9EiDLsGeXwhc+F+LzvxTE7xd58iN+Xnm9xo9fqt3WjMXX2oavrWOpbZ5rmdRGRzDmN+4mq5p5NLNAZ/QAmlWgbC5b8wE5Rl6fQrcrBJUYUbUeZ1WW1vUJ8oqL/drkp2xtklSgk3ltGNd1iPmakIVb1++9GhG1ge74vWS1cTLaOKIg4+IuWdHrHOmGth2QYwgIaFaRscJpomoDUbVxBdn6Ojrxt7QtWReuaaIND2Jm1p/RhnbsQo4vF+I71SrlS+dx9ZvQHxYgtaOB1M56ALJ9C2QupHEtB1ERSe1ooOXBDur2NBJujaLGfAii4JFUVqM8WSTbt0D/N8+j5zaWBCdIAoneOpoOt5La2UC0K44v6kcOyti6jZ6vURwrkL00z+zRKbKX0ks1kdeD7JfpfqYXAKNoMHNsEj2rocZ8tD7USdPhNhK9KYL1IUSfhFU1qWWqZPszzB2fYvqt8Q2fw3sNQRZp/9Am/AkvJ8E2bMZeHMKq3pwnR1Ql6vc0Euv2nhPXhek3x6jMeFZfqLmLSMdWJn7ydUytRP3+R5H8QY8QHRurWiR36Th6Lo2gKLQ+9hmiXTvIXjyGqPpxDIPs+SO0PPopsufeYfbIj6k/8BhyKEKoeRORru3Mvv0jzEqBaNd2EtsPoWfn0HOrM+3lsA9troRjOUS21ONcniV/YYZgexx/U4Ty0AKlgTShriSWZlK4NEctXUaURFzLoXBpjkLfHHLYR7grRW2uiDZbItSVRI360TMV8hdmVu23li6DIFAeyRBojlEanEfySUS2NKBnKxT75nAsm9p8mczxMczyndH3XsuNfAWN+5qItkcJpIJMHZmi6WAzE6+N35H9bgR3HdkCNN7fiRxUcR0Xs6xT6FuO9dx3j8r9hz1X47GTBv/+/yjw7jnzhj50y4JTZ0xGRouIEvz3vxKmpVni4Qd8vHVEp1BwEQMBEh/6CFJgWYnHdRycmoYxP482PIiVWx0/lhMpQtt2IEUiKIkkuC4LL/zwpsjWxSWtjbI18RCD+be5Or46WT5Pa3gHO1KPYzkGjmtjOt7DKQoybeGdxHzNxNQm/FKYmNpMwZhhsnSOkJKkObSNgBxFElS644epmHlmKpcp6DOMF8/Qm3yUbckPYTgVHMe+Y7HP7tg9JPytgEvM58VHdLtCX/a129521NdIU9DrTeriUrPLZGor1WbUVB2hbTsQw959cW2LhR9877pk62ttJ7CpGzEUQoknsLJZtNFhrJsgW0EQaL6/nV2/dgCAwe9epDCUw9IsNj21lZ7P7iTaGUeUVw4KYkhFCalE2mOkdjXQ/83za21+FURFpPdzu2l/vJvY5gSSstKNJsoSSkgl3Bql+b5WWh/uZOzFIQa/dwmrcn2iUUIK+//5/QiCQC2rUfn9MmVJYM9v3EPLAx344iuT6dSIDzXiI9qVoPlwG02H2zj7p8eozH7wLRcFUaDxQDObf2E74JFtZa7M7DvXbxpyLfzJADu/uJ+Ggy0AGGWd6TevGrRFERBwXU+owfufpVfadWzkQIhw2xZE1YcSiqJEEiz2wcMoZqnOeh2QypODOKaOa1uIskq4YytKKEpq74Pgukj+EMHGduRgeE2y1dNlhv9yZXOVmdnLq5YrXFpbezhzzHun5l4duKlrpE0XlpKd5l/3sqvn3xxescz0CxcBWDh651Si1kqQuoJkT4qJN8fZ/rmdyD6JYF3oju13I7grydaXCLLw7jR1+1oW1UlYelA/+fEAsixQqTp89/tVzl+8MdFejVze4Y/+tMRTHwtQXydxcL9KKilRKFgIqkp4zz7kSBT3SlWzJCHgyewZ6XmyL76ANjq8IkJe7b+MPjGGoCgkPvQRQr3bbum85ysDlIw0mrkyiWG20kdBn0ESZCzHXIphWos/F7Qx8vosY8XTS+tcKQuqWWVmK32Igrz0vYtDzfKyB6tWnkuZl1GkAK5rYzo15JK6YfUoFrd4OfMKlrOSkIbyRxgpnFjxN08py6Vi5ricefWq+lyX8cKppaxm27V4d/6H1Oy1B+msNk7FyCIKIi4uhq2tKPsBqFy8gDY8hODzkfzwRwh0b7nhmeTfep3iiSModfWknngSUV2dvXmz8KeCiIrIpg/3sPt/OIQ/cdVkzvV6IovySoLMXJjfkEUoqhJ7fuMeup/uRQ0vl9s4tkMto2FWTdSwii/uR5S9tmXxnhTBxjBKSOHyX5/FvAHhXoEv7ie2KU7vL++i5YF2RFnyYmElHb1QQ/bJ3rkuTiJ8cT/tH96EGvVx5N++gp7/YC1cx7QZ++kQnR/bghxQkFSJ7qe2Mnt06ro6wysgeK3akjsblv408/YE1bnlZ68yPYyW3kbnJ76IrVcxywWy597BsbyYa8O9H8MXS5G7eAyzUkQJx5c8Tq7rIFyRsMJdWsfbt4jkD6ItzFAYPLc0BmXPH6GWuX2h/r8PEBHXdSPX8hodj3UQ64qx6cktFEZu3Kf4TuKuJNupnw1gVk1i3UkqM6UVSbR7dnsDytSUzeU+85ZSsOfTDkePG3zy4wE62mXC4ZWuS21kmMwL38fMZEAQ8DU1E3vwEULbdpD82FPMfvUvsMtX1XMaOpahe3JltVuPA1iuQclYPTt1XIuKub7AfNVav+mB7Rorym3WQs0uUbOXU/fXEqi4EdY6huvt13GtVetcS6zXW990ajesM17SIZYknNrGBnqnWsGpVhAkGcc07wjZBlJBGg60sO+37kUJqWjpCpOvjTL52ijF8QK2ZiEFZGLdCZruaaXtsU1Mvr6B2b4A2z6/m83P9CIHFVzXRc/XGPlRPyPP96Olq7iuiyAKRNpi9Hx2J+2PdSH5ZdSoj83Pbqc0XmTsxcHr6uwu7U4U2P1PDqGEVFzXZeadCS5/7Sz5gSy25ZVl+VNBej61nU1Pb0UOKIiSSOOBZnb92gFO/t9vfxC9yJfhQmm8wPyZGVru6wABWh7uJFgfpDq3sWdelEVaHupE8i2GjByX4R/0rbh+jqGjhKKkT/yM0kQ/2M4K1a5Yz17m3/kxxdHLCKKIICnr50m4Kz8YxSxKJE55on8xRit4xsj7UMu4HondTZCQ17VsR382QrI3hVEyyQ1kyfZff1y807gryTbUHqfhUBuCLK6KKzU2eBeyWHJuuYmvY7OUhRyNCqiKsGoBp1bDqXnZcdrIEFapiKiqBLZsRalvXEG2P8fPcT1E2mMc/J37kQMKs8enOPOfjlIYumbyVNLR5ivMHpnk7J+d2FCOWsOBFjZ9city0IuxV6ZKnPnTY0y+OrqqNiF7Kc3R/+1ViiN72flrB5B9Mr6Eny2f2k72Upri2Ma6VKlRH67jMvidS5z54yOrEqDMssGZPzlGaaLArl8/iC/qR5BFWh/pYuLVUeZPfrAJbHquxsxbEzQdakNURM+6fbqX8//11IbWV4IK7Y92LeVAZC+lyQ2sHLQlXwAlEsd1XeRAZFHvuYZVq4LroGdmCbVtxihlCTZ3oUbj6NmNhZxyF4/R9sTnaLznI1RmRhZbNKqURi5iae/dmCQicVh6/D3b/p2Cgm9RbnY1ep7tJdmTxHFckttSRN+NMvT84JrLvhe4K8k23lvP2I8uY+Q1T9T7alylfX0nJskbFbu2clmM9DzBnl7UVB21kdtvaiwGAqh1DYjBoJeNauiYudyacWEAKRxGjiWQgiEEWfbasNVqmNkMdmntGkfR50dOppDDYQRZ8dbRdexyCauQxzVXuxAFVUWtq0cKRxAkCcc0sAoFL9Z5B2fQgqqiJJJIkSii4llmrmFglctYuczKY5Mk5GgUORpH9AcWyx5M7HIFM7Nw05103k+oUR+u67Jwbo5j/+F1tPnrW1FradheCzmo0PF4N6HmCIIgYGkmg89dYvLVkfVfDBcuf+0sdbsbaX24E0EQSO6oJ7W7gdJkYUOZw4IgkO1b4NyXT6y7vGPajL04SGpnAx0f2Ywoi/jiftoe7SL97qwnOv8BwbEcspfTFEdzxHtSALR/uJv+b17AKN44Ll+/v5lQSwTwrNqJV0ZWJVgp4Th6Lk1q9wNe3FYQsCol0idfQc/OMvPmD0jtfoDkrvupzo4xf+Jlz43tOl7SFF6uSHnCi9cCVGfHcAwds5xn8qVvEN92kMT2QziG7sV171QbpnUgIBAmfsebA7yfcEyHmRMzVNMVcEHLvL/11Hcl2WpzJZK7mrA0g9pClfylZdfqXNohlZKIx0US8Vtza0gSdHZ4s59CwcG4TjePtXA7ovZXoDY1E7vvQQKbNnukJgo4uo4+NUnx5DEqly6ssE7kZIrUEx9DbW5FjsY8t5Mg4FTKaCPDFI68iT61MtFDikSJ3nMfoe07UeJxT9xXAEfXMdNpMi+9gD6x0l0pxxNEDx4mtH0HciLl5WzYNsb8HOWzZyieOOpJc90m5HiC6KHDBLb0otbVI6iqZwHUatQmxsi+9GOMucUsR1Ek2L2F2P0PojY2IwZDXkzLBSufo3LxPIUjb2JXbt79/X7BNmzOffnEDYl2o4htSpDa1eBljbou5akiI8/333AG6tou/d88T8uDHQiigCiLtD7cyeQrIxuO3Q5+5wJW7frLGiWDyddHabq3FX8yiKRKxHuShJrDlCduThj+TqM4WmDh/DzR7gSiJBJsCNF8fztjP7mBlSPApk/2Ln2szpZJn5nFMa/qGqT4SO19iMrMCIWBs7i2hRyM0HTfkwTqmtFzc+jZOaZf++7axzZ4dun3mTeeW/o9ffKVpd9rmVlm33r+Zk/753BdgnXBpQRC13Epjt0ZmdCN4K4k29JYno4newGXmTdHV3x35qzBjm0KLc0S27bKvHNUv+m4bXOzxKEDXux3ZNSiXLox2cqJJGp9A65pLpPALUJOJKl76hl8be0Ujr6DPjGG6zioDY3EH3yEVF0djmGgDfYvr2RZSKEw1b5L6NNTOHoNQVaI7N1PZN8BHNPwLLwrsUlRJLhlK/EHH6E60Ef+jVdwajUERUFJppbO5WqIwRDxhx4leuAeSuffpfrKz3AtEzkeJ3rPfSSf+BiuZVE6eey2zl9QfSQ/+hSh7TswZmbIvfJTzHwWQZRQUikQxJWWqut6lrztUDj6NmZmAdc0kWNxoofuJfbQI95k4PzZ9YWrP2AsnJ0jc/HmmyCsCQEiHTEiHYu11i7MHZ/ecIlNfiBLLacRSHnyinW7GpB88obI1ijpLJyf35BbKX1mFj2v40sEEASBYH2ISFvsAydbs2Iwf3qG1oc7CNSFkP0ybY92MfnqyHVrkCPtMer3NC59nj89Q3l69bmIiuoJWrgugijiS9Qj+QOe+MStSA/9HHcEtuWgygJKyKO9K3H39wt3JdkmdzUy8r0LSH6J2OYU2aukbV96ucbnPxskGBD47KeCvPamTv/AxtlWkeFf/26UZMKzCE69a7CQWeMFu1KXqvrwtbYRu+8B/F3dlC+ew1zHzbtRRA8dxt+5idxrL5N/81Vcw8s41Ab7cQ2TuqefJXrwHrSRoSUr0ioWmPvW13EMA9c0ll5aY27Gq/NtakaKxpbIVpAk5GQSQRQpnz29wlIWZBlBUXCuKWcJdG0ivGsP5YvnyL74o+W4tChhl0o0fOqXSDz6OOWzp9d0P28Uwd5tRHbvRRsdZuH55zDT80veAkFWQBS9c7wC16U60EdtfBRH171McfCWcxzqnnoaf2cXlcsXcM27k2znT82ssIBuB7JfJtoZ88Qwrmz/3Y1no9qmTWWmvES2vngAf12QWvbGbrXydAmzvLF7r+drVGZKRLviIIAv5idQH7zxiu8D5k9OU54q4U8FQRSIdSdI9NazcHb969j+2CZP1Q4wygbps7OrMqwdUydz9i3q9j5E99YDCJKIWS5QGDpHZXrkPT2n9xMudyiO915AWLuZysK5ebZ/fhe1rMbIT4aWnv9rsXeXwqEDPr73wyqZ7J0bT+5KshVlETkgI4giom/lIb76eo1zF0x271Q5uF/lj/9jgn/1b/L0D1iYprumh1MUPZJtbJT4/f85yjOf8EovxidsXnmtRvEayzawuYf23/6frpqFerVy2vAg2Z+9iKPdDF36UgAAIABJREFUuq9f9AcIdHUjyDKVi+c8abar6nprYyMgiMiJFEosjpldTr6wK2VveUVdbJfmuXitQh5BURDlZTEK17Iw02kQBGL3P4RdraLPTOGaFq5lLRPWIgRZxtfShhSNUe3v88pRrjouY3YWxzSQIhHUxmb0yVsvBo/s3odjGlQunseYXeklcK21B3LXsrAdxzt/n28xdiTgaFWcWg0xEHxPe+PeLkrj+aXm27cLOaAQbosux89cFz2noUTU66941fqWtnydBVFYEnq4EWoL1Q2JYVxBabJAk9OGIArIIcUre7qqlO+DQi2rMXtskkRvHbJfJtgYpvGeFhbOza55bJJPovWxLoTFfsbF0RzZS+k1l61OjzAxO774PAoIkgiSiCs4nodmPVecIHgxrlspsXif4eIy7Q5jbaAmX5DExSHUub37LuBdI8ddDKOxqmQrIsRJCo1rrt72UAfDLwyy6aObsU2HaGeM2ZOrvZT79qh84mN+XnpZI3N7dtUK3JVkO/7jflo/tBlBEkifWBmHLJVd/vA/l/jSf4iTSkrce4+PF77TwPM/rvLK6zpDIxaViovjeD1BVUWgrVXmgXtVnn4qQEuzhCAIaJrDD36kceT4aiF/p1bDXEjjmAauaWIV8mjDg1QH+m6LaAHkaBTR7wdBoO1//OdrLuNaXp9JQV0ePEWfH39nJ6Htu1GbWxADAURFRpAUpGAQfXZmpfiS66INDZB/+3XCe/bT8qv/BGN2mvL5s1QH+zGzmRWqSKLqQ47FEIDGz35+XWJwDR0xsLGBeT2oDY1L13hDEATkSJTAlq2Eercjp+oQVRVBlr1szEAAhNHbOqb3Gkb5xg0jNgpREVHDyyVJgiTyxJ89c1vbVCMbK3Eyq+bGa1LxROCXPCqCgOSTEWXxjln5t4OJV0bofmYbks9zJdftbCDUHKEyXVq1bP2+ZoINIQRBwLEccn0ZiiPrZ3C7V9o3CQKBXbuIPPwA5swcxuws5bePrulOlpNx1M4OqqfevWPn+F7BdHWGnUvYEQVcF1uvLb2PdrXiCXeEIriWSaB9E65toafnvO+u9lqJInIoArg4ix4+RBEcB9e2kIJhXMvE1jSUaBwpHKE2NY6vvgnRH0Sfm16qGgFoYRNxtw5JWE1ttm5j1Sxkv0ygLoi7TnN0RYFM1qG2jiLhreKuI1s5qKBE/eQvzyMHVaKbU1Rnlh9+24aXX63xJ39W5jf+cZj6OolgUOCznw7x2U+HFlvqOdR0z5oNBQWCweVEKtd1qdVcvvN9jS//tzLl8uoLqk9NkH7ub6+rNHTLEBe1h12X/FuvrxvDsYqF5YQfQSD20KPEH3wYK5dDGxnCzGVxahqCKBF/6NE1t2FXymR/9iLV/j5CvdvxtbYRf/BRYvc+SOnUcQrH3l52FQvCkqxh6cxJrNLqAQfAtS2s3G0Wg8sSuO6GE82kcITUx58m2LMVfWqSav8lrEIR19BRGhqJHjp8e8fzPsC1bnNWfxUESVwq97lTEKSNJRs6pn1TFrqtWytOW/JJ3r7uArItjuRJn5qh80lP7CTekyLRk1pV2y9IAs33ti2Jhuh5jdljUxu28F3DoHLiFOUjxwGQEnGUuhQIgpdNPzeP0lCHGAxhLXimlFyXQop7bSONqRmkSBi7WMLRNPw9m6kNDq87drwfMPG8XMEd2zBzC+jzM8jROIGOboz5GfTMPLF9h6kO9SFIMnI8hRSO4tQ0ypeX44KCLBPa3IsUCGGViyAIi/kZNtWRAcJbd+I6DpWBC/gamxF9AWozk6h1jajJepyahm7oS1USDjYONtIa1LZwKU397gZcXFLbU8yfWjtkMDFl89D9ApGwyHz677EbWVQl6va3YBZ15MVuEdeiWHL5ytcqFIoO//iLYXp75KWek6oqkFTXD3xPTTv8f18t841vV1e1UHo/4FSrS/HO4pG3sAo3rm9UknXEH3wYp1Zj4Uff92K5iw+XGAwSvff+9Ve2bWqjw9RGh5ETSfztnUT2HyT20CNYpQLFUyfAtnEtE6fqCXKUz5+l2neZ98rXZxeKKPX1SJHojRcWBPztnYR37aFy+SKZH/9wxSQouG0H0f0H35PjvJtxdQmG67pLury3iqvdytfdryRuVL56eZ2rP9xlcb7B716i/YluJEXCnwpQv6+JuZPTmFd5IkJNYRLb6xBVaSnzO31m40mSgizj79kMkow5PYMUjeDf1kOtfwi1vQ1H0xYJKYra3oaVyRLYthW7UkVQFEJNXl2/FItizqcJbOulNjTygZKthYmvsRkjm6YycNErR5QkjIU51LpGtOlx9NnppUm8PjeFPjNJ4r5HV5CtEk9hV6u4jo2SSC3nbkgiciSGVSoghyOIPj/63Ayhnp1g25iFnEe0cyvrtp3rNDcpjhVIba8j159l4tUxBHHtCebxkwa7d6h87tNBnn9RY2bWXhWevJVY7l1HtkZRZ+H0FEZBR1IkfMnAmstlsg5f+2aVYycMnviQn2c/GWBbr4zft/oCGobL0LDFj17UeOlnNc5eMNG0D+ZBtcoljPQ8vtY2IgcPk3v5xRuuI8fjXoePbJba6MiKWlc5nkBJ1W/IJWvlspTzOVzHxtfS6jVPePc0rm3jGAbG/ByOrhPesx9taGD92NJtojrYT7Kzi0D3Zqp9F6+v7iQIyIkEgiShz0yviGEjSSh19YihO9t/926H67grS28cl2N/8NqGS3fWQmVmbU/GtZBU6aZqLSX/yiHGNqwPtM72WmQvp8mcn6dhfzOCINB0XxuD37u0gmyT2+uJtHlWpm3YTL81saGa3CtwHQdrIYM+OoZTLiOFQ5hz82gXLxF58D5Evx9jcgqnqqG2tyEnYp4Hrn8A13FIfe4XKb36OnIijtSzmer5i++LYtT1YLoGtfQMoUOHEFUVW6vib273vhQEpEAIORpDDkWWwnGu46zKq1DiSQIdm7AqZRxDx3UcXNNADkdR6xpQU/U4eg0pEESta8Df1IJa34Sj6wRaOryqjamxayzbta9N+6Od1DLaYh9bgYZ9jZTXCBkc3KfysSf8bOmWeeYTQcoVZ0WRgwt88hfnMW7ydbvryBbHRQmq1OYruI6DYq8fS6rVXM5fNBkYNPnK1yokEiJbN8s0NEhEwgJVzSWTcRgasZiZtalUHTao2neTWAzWLwqQg7CYwHQlgWXpH3C88pVATy/xBx8Gx6Z48jh2uYzo8yEnUwS39GCm570MYrxaUtd1EINB/J1dnmUL+No7qH/604jq6sQYwecjvHsvTrWKNjK0SGgCUiiIv70DMRDEKhSWX1rXpTo4gDY+Snj3XlxDJ/fGq1i5HIKiIMfiBLb0gONQPPr2qv3dDEqnjxM9dA/h3ftwTZPCO296Gd6ShJpMoTa1UJsYw8pmwHW98wd8La3IsbiXECZJhHfvI37fQ0vdlta7L4IgXvV5nfuytIpwzU+uWeeDN81cy1lBrC5QmStTmdoYYd4OlJCCIG6cbL2EqCu6vy5WzV4tVPMBwjEdhp67TP2+JgRBINoeo25XI+XJIq7tIvllktvr8ScDi8dvMfbSTaoOOQ5WvoA5vWgNuy6uYS4/S9cK2NV0xMWKAVGWcSoVzEwWKR5DbWxAu9zPBw0LA7OQI/vWy4shIYva9PhiIpQLtkXhTNHzmrmOFx91bHJvv7JiO9XhPmqTozhXtOhhqWTKdR1PiMe2wbaozc1QunTeE/pwXKxiwZOsvGri4bjrW7a+iI/ZkzM03dOCqIgogbXpT9NdzpwzOHt+fTa9ibSFJdx1ZCsqEql9LRglz42c2N5AZap43bPTDdANh2zOYWjYs8aExYzH93poVBoaiew7iJJIIgYC+JpbEP1+4g89RnD7TpxaDbtcIvPjHy49TPrEOPPf/gb1z36GxGNPkPjwR1k6aMfBrlbIvfLTpX2YmQWKJ44S2X+Ipi98EatQQFQURH8AbXgAfWIMX3vniuMSJIlAVzfh3XsBAbtaRcBF9HuegtrYCOVzZ1ZYr1YuQ+Ynz1P3iWcJ7z1A5OBhvCu4OFhapidqcZuwCgXm//ZvqPvELxA9dJjYvQ/gOjaC6LnpzIU06ee+vUS2tYkxqpcvEtyylbZ/+ttYpRJyOIzrOFT7LqE2t6zah9rcQmTvAeR4AikQQG1uQQoGSXzoCcJ79+PUaliFPNmXXli6L8HtOwn1bkcKhpayrgVJovGX/hF2uYyjaWgjQ5ROn1i1v/cTlmZSni55useCN7GLdyffF7INNoYRlY2LyYRbI0vkbFVM9Lx217mSZ49OUpooEO2II0giHR/pXlKGCjVHSO1sQBC9LOSZt8epzt6EMInrgigSOrAP/+ZujKlpzNk5XN3wxqeaDlcmHwKAi7WQwSoUiD3+GEgShZdeximVEWQZO5v31vmAYWJ4/ahryx6Aaz1hrrZaJ94xVh67a1nYa3jQlupAri4xtO0Vj46jr05WvRKzXQulmSI9z24l2h6l5xd6mT2+tnTom2/rvPXO9a/xrcy57zqyDTZHCLVEaftID07NInth7pamEbdyMVzLojY6gpXP4WywjlT0+TzJwbDnyvTa6nk6p6KqIqoqUsC/lBR1BdpAH1P/5U+I7N6Hr7UN0R/A0XWsYgFteJDa6Mp2VJnnf4A+MUZgSy9SIIitVdGGBiife9frZiMIy3WzAiRaVMJGH+GqDKEk2byBrdvYlQr6xBjlSxeIJmxqtg8tu/xgGdNTzP7VXxDatZtA5yakcATXsrBKRY/0+vtueE0izUFMzaKWX5mBG0z5ibZ4ba3y4xPMfPUvCG3fSdODO9BrErVcFatQoDY6vKI9oV0skn7u24T37MfX3oEoK+gTo5QvnEefmiB2/8Pe7PeqGa7o9yMnEoRbksTawsh+B7OaIy/q2Iv3RVTkFfdFjkSRE15tshoQCUh5SjMVrw+t3+9tMxtbdS/fb5hVi+JIDsd0lmptG+9pYeqNO9eqbD0EG0OoUR9a+sYNN3wJP6HmyJLlphdqG1rv/YZVNRn/6TA7v7gfQRRo2N9CqDlMYThHpD1KfEsS8NS3hn9w4+f/WmgXLqFduLTmd6W3jyL4fChNjch1Key8J5JRPXOO6pnF2KYoIqeSiIEg+sjobdW43w4c7CUWNFzdq7W9y+Dg4F5j2SohhXBLhPJU2Us4KxmUporkh6+TTb54aooMsiKg6+5te+7vOrItj+cZfe4iSlgFUcCs3LmSiRvBqVSY+8Zf3dQ6+sQ4c3/z1Vvan10okH9zY71dXduidPoUpdOrBdOrfZeo9i2/zIIAdZujdN/vI9oyw+DLx0l/Zxi9tPIl3f+bB5k4Ns/ATydW/N2paZROHKN0Yn2lKEkVCSb9aDkd6xrVnXh7mEpao1Ywll5OURHZ80tbUPwyWq6GXjLIjWYpvP0GKXWI7ECB4tT6FoNVKJB/49U1v1sr7l0bGUauzrDlcz340gpmzUIom5RemWJhYG2JtuKxdygeeweA1gP1tD3ayui3LlPN3GW6y65LcSxPeapIbFMCBGi+r51Qy/k1y1buJGS/QuOhVgrDuRtaqPX7mvDFfEsxXi1dpTz1wapHrQXbsJk9Okn3070E60NIqkT7h7upTJ+lblcjSsgL0+T6F8hcuEMqYFdBDPhRW5oRfCqVM2dXfS+IInJdCiuTwUxvrEIi2Bim/mAbM2+PYtyB1oYODsPOxaXPOXduFandDVgrZuuL+2k80ES0I4ZZMajlaqS21+OL+Bj8wdp9euMxgQfu9bNjm4wgCHzn+1VGxix2bVcoFB3GJm4+ufauI1uA+Lb6xebxDmbZoDL5/ulX/n2A60DfT8YxNIu2g/Wc/eYgpnZnM68jzSHaDtYz8sY0VnrltieOrR6Q/DGV1OYYb/7RuxQmVmbODr/63nSC2fZUJ/6IyvG/uERprorsk3A2ILa/jLtv5n4FheEc6XdnibTHEGWRYGOY3s/t4uyfnVgljH+nsfnpXkZ/PIBRWN/VpkRUWh/qRI16Ndm2aZMfzLznk4FbRXmqyPypGbo+5pUBtT/WxfBzl6nf37y0zMjz/djvQcmSnS9QOXVm3e9dy6LWd3PN28MdcXr/uwPk+9N3hGxdHEbdta3zW0GyN0nd9jokn8TE6xOYmknr/a1eXPXULEbRoPm+ZiZenSC1I0V+OE91/sZeEQcbx3VWxMErM2UGvtfH1k9tY/bENKWpEtGOGIme5JrbiEYEfv2LYf7RZ8OYlks8JnLitMHImMUnngzg9wv8r/974aYl4u9KsvUlAovN41uXQ4YbHPfWzZW5Du6Arv7fCQiiQPu9Dez+1GYqmRqRZs+lK0gCzbtT7Pp0N76QwujbM1x4boRYW5h9n++hVjRo6E0weXKe03/dT2pLjMO/vpNkV4TNH2rDrJi88HtHUEMyvR/vpPvRVt79m35G35zBdaF5T4oDv9JL084kj/2rA2jZGq996TSSKrHjmS467mviyJfPM33am7UrQZntn+ik/Z5GXNfl/HeHGT8yR31vnIYdScINAZp2JsmPl3jzP53F1lcPgGpEoXl3ijNfH6A443X5MKtebCjcGODAF3qJd4TJjZU5+81BCpNlYm0hDv/aDpSQjJbVsWregxFM+bjnV3cQbQlRmCxx9m+HyY99sKRhlg3GfzpE48EWj3AVkc4nt2BWTfq+ce66RAiAAKGWCA37mpk9PnVTDRKimxLs+637OPmlN9fUEhYVkY7Hu2m+v32pkbyeqzH5+thNqU+9n9BzNeZPTdP6YAdKWCXcGqVubxPxxQG5MlNi7uT0rWXG/Byr0LCnAaNkMHtqFr2kU7+zHlEWSZ9P0/V4F5e+dYlAMsD2X95Odb7K3JmNtSA0MZh3J6k6ngdFp4bruNi6jWM5dHyoi/J0mUhrhMrs2uVyB/apfPyjQf7wT4qcPmvw7a/WA16Uan7B5gufCyFJN88bdyXZTv5sELtqEuteXWB+BZIEXZ0yzzwV4JGHfGzqlImERcRbINvPfmGBE6feP3f1BwU1rHDoi9s4+uULVHM6H/13hxFlgWDSz+5f3MzJr1xGL1t86F8fIDtSwjZsWvbV89qXTnP+b4f55P/1IMOvT7MwUOD8t4fovL+J898dpjRXxXVc9LLJhe8NE2sLoQYVPD1Jl7nzWd758nke+M3dvP2fz1Gaq2JqFmBy5msD1PXEUYLLj+KWD7chKRKv/+EZ1LDCI/9iH4XJMkpQYccnuzjxl5c487V+ZJ+0JtECKH4vHlvN6iueH0kReeA3dzNxdI5j//UiHfc2sveXezj6/17g/sW/D782zY5nuqjriSOIAg//zj4ufn+EzGCBTY+20vtkB6e/2o9xG6U2dwLp07P0f+vCYkN3BTXiY9uv7KHpcCtjLw4xd2yKynwF17IRFRFfPECkPUqit57GQy3Ee5IYBZ38YGbDZOtYDoIo0PmxzYSaw1z6yhkyF9PYi20B/YkAPZ/ZzuZnty/JRzqWw/SbYzfsZSvKIv76IGrEhxr2oURU1LCCEvbhj/sJ1IeWllWjPrb/yh6qCxXMkoFZNjArBkbZwCzpaBntpix813HJXExTGMl53ZQUic2/sA1psbZ2+p0Jau9zS7b1IEgiggiO7XqTmUXZwjVVuf5/9t47uq7zPPP97Xp6BXDQO9gpUr0XWs0lLrKd2KkznknzzVxn7iR3brImk0zxytyZ3GTWykomk+oUx3EvsS3LsSVZzaRYxE6woPdzgIPT2+73jw0CBAGQAEhItKKHwhKJs/HtjXP2/t7ve9/nfR5BcAltouASsix7pTWiKCAujOmscowgCa4rmem4YwmADbZprZibBVFAkEWX1mDjMs9XWaBMHZpi2we3kdiX4PTfnKZuZx2J/Qka9jSgl3TMisnka5Pc82/v4dgfHcOqrS+yGehMOoMIzgKp84rXBr55ifpd9QRbgky8Nk5ucHVxnp4umekZkxdeqpHJLhejSSZtEg3SppRhb8lgG2yPkrirDSRx1bRNJCLwcz8V4FOfDNFQfyUzUtjUm7CZ3fCPIkJNfiRZYmphB5kdK+JYDuHWAF0PNRNMLAlz+6IeSrMVClMlpk+ksU2bYrJCoN5HdqSIqVlYho1eMRd3jDhg6Ta2YS8jT9iWg1E1sU0b48rjAXNhxXkZskci3h2m57EWeg60AlDNaXgWJu754QLJsxm0orGiBn0l9LKBYzl4QsuVloKNPhS/zPjRWWp5nblLOZr21tGwPUqkOcBLL01Ry+mk+rOEGgP4Yh4SO2MEG/2LE9DU8TkkVYS32NHPsR0Gv9qP4lfY/vG9eKJeJEUivquB+K6GpeMsB0Fa/cEwqyYbUakY+Go/sZ311O9NkLizmcSdzRhFnVqmgqjK+BP+RTUqQRBwLJv0mRRn/uINnOvsCuv2JHjk99+NEri+OpYSVNn+k3tXfc2xHc799QnO/dX6DOEvozCSZb5/lvjOegRZXOy9Nco6qSOTbyp/5FrY9Qt3U7e3ifHnLtH1gZ146vwUR7P0/8UR8lcY2TuOQ3xvI7t+/m7C3XHMqsH0S8MMf/0cet5NLct+hdYDPXS+bye+RBCjrDP9ygjDXzu7eMyOn72TxvvbGf76Obqf2Y037kfLVRn4/CmmX1nyT1ajXro+sJvWx7pRI16q6TLjz11k8vnBFQsfLa9x4SsX6Hi0g9b7W8kMZKjlakwdmsKqWQiSQNeTXUwfniaxL0FhorBwr14fzsKfqxFuD9P+aIfbK/36FIn9CWaOrhQnEQRXntpa5X6NRkS02ubaXG7JYBvd0cDYcxfQ89UVDfCqAv/ypwP85q+H8fk252f7zxVmzdVc9oQVLM12d5OCgFk1me3P8t3ffp1qRkPxyZi6ReOuGLblLAuGi+2mtrOw4r2512jbDnrF4PRXhjj7tSEs3b1Oo2rScnuDu4NaRybSqJikB/P0vquV/GSJSqaGKInYpgM2+KMeynNV1ICCIAloRQNTtwnU+9DyOp6ggqiIWLqFXjJ46X8cJ30phyi7q3xLvzXSoY7t0P+3JyknS/Q+s5Nob9zVTb4ifgryymDqOA5G2aAwmlu3ehS48ovH/+CH7P2Fu0jc3owa9ix+XQ29oDF3MsnxPzy0wh3nWliPaMa1jtksS9axHJKvT9J+oBt/45JQSuZ8mvxI7pYq4Ue21ZPIVBj4wikESaTnw3u4/f9+lIO//uySIIcDPR/ew9izFxj+6lniuxtpf/c2imM5pl8edol1D3XR9/H9TL00TOZcCn9TiJ6P7EENezj350ewqgYIEO6J0/7u7Yx+8zx6QaP96W3s+9WHyJxLUUtXkLwyfR/bR/3tLYx84xzlZJG6vU30fGQvZtVk6sXBxcWqIAk07G0g2hNFlETGXnLLC+2PtNP9ZDf58TzlmTLFySJjPxij8Y5GvHEvpakbU0lrfbCNkX8aYtuHd6IEFMId0VWD7eS0RUO9yB37Vd44oSMIbtzp7pR44oCXN07pbKZV/JYMtpfN462qQTVdXmYev61P4d/8Umgx0FarNidOGwwOmRQKNqa58SdieubWLNqKooI/UI8krS7sUSpOY1krV9uCCD2PtdLzWAuRtiC7P9jN+W+PUp6tkurPcPcndlFKVtxUr+OQnyozcybNHT+9nVpBRxQFznx16JrXVk7XEEXY+0wPpbkqZ74yhC/uofP+Jhp2xvDXeVG8MiOvzqzJ5g23BGi9s4FYZ5ieR1vwhj2MHUoyeXSWvifauPNnd2BbDlpBp/9bG7cnu/CdUe76Fzu551/volbQqWY0xg4lGTuUZPu7O+i4vxFPSCF9KUd2tMDQDybZ9+O95MZLBBq82AuB9uw3htn7TDeFmQqCJDBzMs3M6fSa1rmO45B6Y9pVzLn8fm0xMWjse4PMn5ul+f426vYkCHfH8NX7UfyKKzNoOZhVAy1XozpXpjhRIDeYIX02tW71KHANC8rTRY7+v6/S/kQPjXe2EOmN4Y37XDehmomWrZIfzpI6NsXED0bWnX4tJ0v0/+2JZdaBm4Fju166m0H6TIr8SBZfQ2BhUWWRPpOiskZ972ZAln34Aw1XiK8swcGhmJ9wHXOWveAw+PnTZC+4c6Olmdz9Hx8nflsTqUOuI5cgCkw+P8jQV87iWDbFsSyRHfVEeuMkD40hSAId79nO/Jkkg1845S66BLBqBjv/5V1M/WCI+cuWg4LA8FfOkFwY2yhrNNzVSnRbPcn0OKHOGA13tTL0lTNMvTDkGrMPZQi0RWi8r53Zw+OLqluO5TB1aIqpQ1PLfqXBby0XC8kOuWneydeWm9FsFnpRJ9QRwVfnp2FfI0Zl9UzFGyd0Tp8z+LX/M8z5iwaBgMDPfDyAzycQj4n8p9/dODkKbtFgmz45jRxQEVip2fqB9/lIJNyHMZmy+KP/XeSFl2ukZm1qVWfVrf/1sBlVwt6HG0n25yhntq7BPBhqorPnCby+2Kqvnzv1OSrllcxfx4HCdJmB708giAJ62cQyXZLA8b+7SKwzhFGzSJ7NUJqtoJcNTn1pkFhnCNkrY9ZMzJpFdqzIsb++sDju0c+cp7CwuizOlDn79RECCd/iztfULHITJU587hKO7WBUXZcNgGpG49jfXqCau6Knt2yQGy9y+M/PYZs2etnA0ixS/RlqeZ1gow9BEqlmajiWQ2Y4z9mv62jrrJXmxksc+at+oh0hZFWkVtCpZDUuPDdGfV8ENaiglw0ywwVMzaL/myM0bI8iyCKTxw3MqkmtoHP+Wfd4T0hxJ5GZ8rU96h2YOzHD3In16+feMBwoTRYY/Pp5xl8YwVfvQw16EFUJURZxbAfbsDArBnpJp5apLpMkXC9EVQJBQMvVGPrGeaZeGcOf8CP7VSRVwjYsjIpBda5MdX5lZupaqKRKXPj7la0vbyaMsuFet+MgIFCZLZM+nVysSW8FYnV9dHQ9hiitTJ/btsmpY3+JaS5fsNimTX54KWVERPiTAAAgAElEQVScu5TGNmwivXWLwRZg/kxy0d3GrJmYJd2dW0UBUZYIdkZJHZlYmmcdyJxLIXllAq2RxWDrWDbzZ5YWMFqmimPZKAtsc19DAF8iSM+H99D2hMvoFiSRUGeUSrKEqMrAWyvGMXVwgvjOOjIX59FLOvPnVpe4Tc/b/NGfFnnvUz6eetzLyKhJa4vE6TMGf/xnRQ4f094eohYAeq62Jl39wKPuLs80Hf7+C2X+7vPlReeeSKufnU+0kJ+pMHUqw84nWxElgclT8zTtdlOiggAXn59m7/vbKaSqTByfp+/2OsItPmbO5agVdPoebSLZn2PsaHqxZhxs8NJxVx3hJj+jh2ep6wnRvCdKIVVj7MgcHXfV44+rDL6cpL43TLTVT3aizMTxNHt+rAPLsBh4KUlpbv3ptECwiXC0E0VZXR96tYcTcCf7iznmVum/L81WKc2u3GlUM9oycQsAy7BJ9S8ZOqbOLf3dthwyIwUyI0t9k0bZJHlmntVgahaz/csJCbW8zszp1Y/PjhXJXsX4reV1t3d3AyjOVCjOrGwZSJ5daVSpl83FevbVuPJ3f7Phj6k88sldjB1Lc/H5qWs+6I7lettq2a0h81yZvXUsxw2qc29x8fomItAcJNYXX1SMKo7nSW9Bb+2ViNVtIxBqRlyF3WlZ+popc/uKBYBtuH8XleVjLFtQXZZSvGI8UZZWMMQv/3uZUphz9Vhu3fLyUO6CziZzbpZqaikLMHt4gupcGaP81qteBZqCzJ2eI3UsiWVY17R5nJ6x+PsvlPjHZyuoqoBjO1SqDqWSs6kUMtyiwfZa6GhzL3l8wuLg69pioJU9Io3bIoy/kSZ5Po8oCQwfmqV1X4zeR5vIT1UwaxYNfWF2vbuVWtHAH/PQtCdKfV+Io58bQiuZqAGZyZMZGndESJ7PUcm6N5gnqGDbcPbZCe7+qV7KmRrDB2fxhhTu+lg3F1+c4eKLBQ58ajezlwoMvpqi694G9j3TiVG10EomvY80cupr61P5cVPIDcjyjXnHvoMffQiigBqQUXzSLWG8/nZGy8OdBJpDi8So5OFJjOLWEaNkxUcg2LhqCvlaEEQBb72fWtpdSF5Oe1fnrkp3X2Nl5tgOWqaCJ+Zfdl95Yi5RciMLNr2kYesWs0cnmTs2ufwWdd4E3dx1IL49TnmmdF3+gKLAnftVHn7QQ32dxNXuk44Dv/VfcxvOiN5ywVYJqphVc01j30DAXUplshbp+ZXHKD4Zb0Sh9bY4DX1hirNVBARMzcZY6Am8vMOdHy6Sm6kQbfZjGTayR2TXU65I9TIjgQVIiog3omCbFo4NlYyG6pOxbQfZI+KPeTB1C9OwqeZ1V6B74RJrBZ3p0+uv+6ieEP5g44YcVt7B2xPleY1v/cc33urLWDdkGSIRkXJ5q4w/tgb+xiDND7SjhFQcx6EyW2by5dEtPWcg2IyiBjb8nIuKRNuT25h8fhAEaH9qO5ZhMXd8/QIxlmaSPDhG3d5G6vY2UZrMI/sUej+6l+J4jtyla6lVLb/e4liO/MA8ne/bQXWuhJatIogCSkBFL2o3RVjjRmGUTRpuS5Afy4PjoBd1KqvIhz7+qJf//B8i2A5ks/bKnayzIjSsC7dcsG16uItKsoSec1dVRlmndkWaKpOxCYdEbGf5os3UbGYHC7Tuj2NbDuV0DW9IQSsZzJzLUkrXsAwbQYDpM1k672nAtl0XkvRQ0WWpAtmJMv64x603XtWw74+qtOyJM/hqCsUno5VNinNVLr04Q6DeQ/OeKP3PTSKpEqZmkR4pkpuq0H5HHa4RxvqXd6onhD/QcP0D38FNgSgJ1PeEiHcFUbwyhmZRTFWZGyigX9Gq5IuqNO2MEqj3YJsO82NFZi/ml9Vw2++swzZtMhNlWvbE8EVVzJrFyOE59JJBXU+ISLOfiRPz6OWlsaOtfhp3Rhk7OketYCB7JDrurifU4GY3ps9lmRtYXe4w3OQjsT2MN6KCDdW8zuTJebTSFeO3BUhsC+MNKdRKBrOXCuSmyjd91xGJiLznaS9vnNC5cGFrbBpvNmSfTMeTPdTvSSAIArZlM/a9ISqprSNGgcvLUJXA9Q+8CrZpEemrI9wTR/ErBFojDH35DJXp9cth2rrF2Hcu4msKsfMTd1Gbr6CEPSh+lYEvnFqWDr4eanNlhr9+lr6P72fvrzyANl8BUUANeRh99jypg+PXbf3aamj5GvW7G4h0R3Ech+xAZtVgm2iQmJ6x+I3fyTE4fPPu31su2KphL4IkutrIQC1dXhZsh0ZMujplIiGRSGT5/j43WSY3uXRs8nxuRRYldcGVfjz77MRi6uTKOurY0fSqqTpLt0iez5Hsz2Fc0WBdza2dYho76q4M89OVjaX/BBGfrw6PJ7LOH3gHN4qu+xq46yd70Csmlm6jBmQqWZ0jnx0kM+ZOOr6oyv2f2EZiW4RqXkfxSngjCm98YYQL319iVu7/cBeeoEzqQo5oWwBREgjEvUyenEcvQ2JbhHt/ro/v/u5Jkv2uGLooCWx7rJkdT7aQupinVjAQRLde27wnyrbHmjn6uSHSQ4UV5KzGnREe/qUd+GMeCik3k+MJyaQu5ReDbfOeGPf+XB+KR0SrmPgjKrWSwet/M7D4TNwIHnxApa1NckstZw0iYYEn3uXlofsdXn5VY3bO4onHPfi8AsdPGOzepfBP36/xzAe9HHvDQFUFmhpFYnER24KXXtFIp6/ov5bh6ae8DA6atLdLpFJuL3dvj4zfJzA1bTE+brF/n4LXK6CqAs+/UCOZun6BzZcI0Pl0L30f3r3YwpS7NM/QP164zk/eGNxSUQJJXttGdC3YusX5zxylbm8Tsk+h8u0LpE8s7WqL4zku/M2xZfV0q2Yy8f0BHNNeJHyVZwr0//kR4rsTqDEfVtUgN5CmOJIjFG3H0CukDk9QyywPSlquSv9fHiV7RadI+sQM1bkK0e31qBEvtmmjzVfInp9dFmgl2Usg3EilNIep31xjCgEBFS/SQmizsaktNMRPHZxk6uD1mc1Hj2vctkfh/e/xcXHAoFJ1VsSR1w5qGxYTu+WCbXE0S2kit9hQfXU6+Z+er/LEAS+tLRJ9PTKHDmtrujFclzG21uurfL84W6OS1RdT0RvGBj4YSVQIRdpWJUxsCQTwhL0IItSy7vsuSAK9P7aNwW+u3zsz1ORn9we7adwdW+zhBchPlDj+9xfJDBcQZZFd7++i4/5G1IBCbrxI/7dGSF9cuTB6syCI0PdIE7bl8OqfXkArGihel8VbTFUXjhHoe6SJtv1xDn7mEqkLeWRV5P5/tZ27f7qH5PksuUl34hAEaN4dY/LEPK/92QVMzcYTVChnNLctZaCAUTFp3hVl9lIe23Twxz207o8zeXKecsb9DIyqRf93J0n250hsX33hJakiB351D4E6D899+qRLfhMEvCGFyrxLSvFFVfY904GpWRz6zEXKGY1oa4CHfnEHu9/dRm6yvGwHvBl86P0+nvtejakpi1rNQVUFxsYtiiWbn/yYj0OHdUIhkXPnDJ5+ysue3TKHj+g8/KCHUEhkZNTkA+/z8eWvVZietimXlt8Msgz336tSqzo88pCHbM5mdMxkW6/Md79XY/8+la5Omdv2KvzDFyr09Eg88biXz31+aTIXZZG+j+6mbk/CJfs4DmrES7AlRKA1hGeBWasXNU7+ryNbRjK7DI83gt9fv+F6LeCqo00XqazRUlZNlRj/7vJn1zYs5o4tb7fBgepsianZ5btYQZTwhxqpVebJnh9ZFlTBJUuNPbtyMVKezF9Xy16SVQKhZvRa6aYHWxUvPeIeIoIrs1l1KpyyX9vQGKIosGObwsc+EqBUXmgnveJ2dID73pVE32Ap/5YLto5l0/XMXnLnZ6nb30zq9TFmDy+50jz73Rqf+qRJW6vEhz/o45UfaoyMbn2qyjLsLREhXw2SrBKOdKzr2PYDHYRawhgVg+nXJ2m6pwV/3M/0kSkCjQGMqoEoi+SGspQXfDhD7WEUn0J2KEPPe/qYeG2crqe7mT2VwqyZ9L1/G4Io4qvzEtsep+3BdtL9c2SHsvS9vw+9aDD+0ii1zFJGwBNWeOTf3Y4nrHDpnybw13m4+xM7mbuY4/SXBihMlREkgXf95p30vquVsUNJ0gM5mvfV82OPtPDd33p9TSbzVsOxoVY06Hm4kaYdES68MOO2dC2TeRTY/ngzuakKY0fm3LKDAJdenKbv4Tto6IssBlsAy7Q5860JKlk34F2ZPclMlJgdKNDzcCPnvzdFrWgQavQR6wjS/91JjMoVLFPTwahZa6bgGndEaNoZ4eX/1c/M2SW29+VFAkCkxU/znhiH/2aA9LArf2rWLFLnc7Tsi+OLem442H7xKxV+8uN+0nMWX/xylUzW5uKAQXrO5mM/7iM5K3P2rMHxEwYf/YiPdNrhoQdVjp802LNb4Vy/wd98tszHf8JPatbif//pcoazbUOx5FBf79aCe3tlbBsGBk3OnjPZ1ifT16swOWVxacDEtuHJJ66a3kSBSE+M9se73c/WcVyvXdH1BL5sDn/yjw6TPrW5Pt2NwOuN4vWvLob/lkEQ6d79XgRBQpJUapV5One+B9Oooqg+5pPnUVQ/scR2FMXP5PArRBu2Uykk8frjaNUstm2SnV0e6Fu6H8YXrMc2NdLJflRfhPZtB5BkL1PDr2FoJZq7HkCSVeYmT1DXchuTgy/Tvu1dZJL9CKJEINyC6g1hmRozo4fQqist8iRkAoQICW67pMjGNyz33qWSaJD4jd/OcuykhrFKUN1ooIVbMNh6G4KMP3uB7g/vYfDzJ0jcuzzopGYt/tPv5vmD/x7lkQc9/O5/ivBf/lueySmLau3GPQdvBahqkGCo6brHCQIEGoIkj8/gjfvo+8B2apka2aEMfR/YRi1Tw9ItJFVkvn+J7KCXdGLb4nhiXhzHxiwbZAczeMIefPsbyQ5lyY/muPNX7qbx9iaKU0US+xtpurOZgW9dQhAFWh9oY+jZpSb0UHOA5n1xXv79kwy+4KZqQgk/bfckXCa4ZtH3RBu9j7dx6E/OuKIZDnjCKu/7Hw9w4P+5gy994oUNuvLcPLzxhWG8YYXHf20vD/7iDs5+e4L+705SnK3i2O7ONt4RJNrqp+fBxBU/KVDNaUjKcsaEVjQWA+3VsHSbiRPzHHh4N8EGL0bNovW2ONW8ztzgxizowk1+RFlkdo1aLoA3qBCq9/Le376dp39z3xWXLpC6mLthFTBBgKFhk//vD4p85BkfDz7g4bK9sOO40rhTkxYd7RLJlEQ2azM0ZPFj7/XyJ39eYlufjGnC4KDJ7y2M8cADKs+/sPT+WRZMTVn09MgMD5skEhKDgyY7tss0NYl4PALZnI2qLpBf17iNbMPGsR1ESXBTGg44po2pW1SSJfo/e4qJH4y8CYYJAl5/fFOlIqO0nMdyMxGKtmObBlPDP6Cp4x4A/KEEo+efo1py+1JFSaWQHSNS10sssQtRlBFFCY8viuqLkBo7vGLcYLSFqaFX0ao5REnFti2mRw5iWyZtfQfIzw+RTw9SyI7TseMpFMWHovoQBJFwXTe59CD+UCOTgz9Aq+YwjdWzDiISgnBjGcH0vM0bJzROndVJpWw3XXwTpqVbLtjiOASaQ1g1k1Bn3O0LuwK27ebL/+wvS3zyF0K892kft+9T+ca3K7x+WGc2baFpDpa1fn/voRGTSuUW4KYDIBCJdiOK6/toHNtBK2h4wh4sw0KQ3HTZ6PMj1O2qd28SkWU7I20hVdxyXyv9nz+L5JXx1fncXrqygRJU8Ua9WLqFZVhIqkTy2AyRrii+uA9BFBbFKi4jEPdiaja1wtKSrzRbRZQEFJ+EVnQ9YgXgwrNjizevVtAZ++EM9/3yXiJtwRW9tZchCm4q0TS3xnilnNH43n8/zYmvjLLz6VZ2Pd1K+531vPA/z5AZdVNspmYxfGiWI58dXHZv2aa9bFd7+XvXwtTpecoZje2PN3P8yyP0PNhAsj9LfpWe4GvBWjiPrKwdMW3bwaiZHPmHIaZPZ5Zdu14xKaaWM0WlkB+5LowgiYi2QfLwlKutLAjkhrIrSjuqCh/6gI+6JhWjYvD6YY3uLply2UHXHc6eNTh8ROMnPurnI8/4ePEHGhOTFnfdpTA2ZnH8hE6hYPOhD/qIxUQMw+H4iQWRBdm1V7FtOHNOR1VVLl4yEUV49YcaTU0iP/VxP0NDJqcvOey8I4ztVCkWbcbGlpd8HNNm+ofjOJa9qHhlmza1bJXM+TlSR6coz2wtIeoyZNlLcI3e2uth4HMnGfjc2pZ8NwJF9WPoZWzbwLIWFJ9sc3EXKUkq9a37UdQAHl8EU69imRqyGsA0qviCDejayvdw/OILJNpuBwSysxcx9RKWqWPbOpKiIskeapUMlqkhySrVcppow3aKuQki8W4sU2Pswj+RaLsDcEiOH0OvrUxXiwt/bgSj4+5i7n/81xgDQ6vXbD/93/OYP+quP/mheXwNQeZPzyDIIvmB5fTzX/75IC1NEt1dMobhvgPNTRL/xy+E+KV/5ZDL2+QL7kO+3mD7yV/NcPrsjTm4CJJMuGkb+anzSB4/ijeIVpzHsReazWUV27x+7kEQBGJ129Z1TseBzKV51/N3pkQlXSGQCIADtUyV1IkkgiAgqdIKK7TsQMaVI8xrqGEVZ0FhKjecI749jq/Bz8Sr45SmS4umyxOvjFF/W8LVUj61vIZTTFawTZuW/fXkJ0ooPonWO+vJjBYWd3iesOqqRBnLr6WS1XBsB3+dd81gGwwK9HQqjIyb5AvLJ/vmhMTuHSrRqMj4pEm57DA3b9GYkBCAtlYZVRE4c15j+Dolh7nBAumhApMn5nnq399GXVeIzGgJ23JIXsgTSnjJjpcppW+slaGYqjF1KsP2d7UwcmiWSLOfN740ssiKXy/mR4oYNYvuBxqZODG/qrJVJatRSrtp8emz2WvqOguKjP+2bpTGKHa5Rm0kycu/9hxKYxxBEtGnVraDaBp89os6/v1tlI+56cOR0aXP+I//xN2F/dlfLt+N/dZvu7vxL3zJ3aWc67/qs5FEfNta0cZS2BWNM2dMzpxxjzl12n1e//pvlxYnns4EyUwPuj3P6JjB6Njy3Y9jO8wcmmDm0ARvNWTFRyjU+lZfxgpUikmiDduIJXbg8UUpF1MLKXf3dVFSkWUvxkJAFUUJvVbA649Rq8yjeIIrNkiCIOENxCkXkgQiLaje8PIaqG1RKc0RjLa758zPUCmlaOl6kImBFwmEmwABb6COcmHGTSd7QmsEW+mGg219nUgy5d6/quqS7Vbg7dD6UxicpzC4du3ut38jjN+/+pspSQJ1cYm6DZZBfL4b72UVJZV4zx3kp86DbWNb5uJNJ3v8hJq3kR09dd1xJMlDJNq57vPOnXGDnl7QSdzRxPyFebR8bfFm9tb5CHdGF+9tJai6xJ+JAsUJd7KrpquMv7QktlG5ym6tMLZ0U09ccdyVyE+X6f/mCLve30XL7fVYukWtaHD8sxcXlVq0go4akJEU0bXnWoAv4nEb8nPL06733OEhX7Spj4mYFjQ2SDgOqIrAsVNLkmmG6RAKiezf4+HCJYOGBpH3PunnwoDOwLBBQ51EU0Li2MnVA6QalNn+LtfhJT/tTt7td9S5rkYL0pCWYXPuOxM8/u/28tAv7mDw1SRGzSLc6MMTUjj1jbFF/9v14uKLrpLZXR/voZzRmD69XGFLlEW8YYVQoxfZI+GLqYSb/GglA61s4lgOuYky/c9NcNv72zFqJtNnsiBAfXeIiy9OU0zVyE1VGHw1ye53u5P7zLkskiwS7wwyP1Zk/Gh6KX0viUhhP9r4HOUTA+CA2p4g+vgdIAqUjl6kemGC8GP7ED0KxnyB2sAUgf09hB7cgxzyU7kwjiAI+HZ1IPo8lI5dxLejHRAQFFfusfjaWQK39yLFgphzefTpebzbWhE9CoIiUzo+gJqIETmwj9pIksrZEWpDK+Uvw4/tQwx4MdMFrEIZuT5M9Mk7QBQpvt6PFPDh29HmjnnUvQ5tYg6lMYqZKbokqbYGRL8HM52ncmYEu7r17j6X++hvNdQqWeam3HlqPtlPrZxhevQgtuMucgyjQnbuErLip1JMYVnGQj03gKGXKRdS2PbVC1oHy9CwLZPs7EWqpbS7g9aKODhMjxyiUkxiWzqCKJNLD2FbOtNApTRLavwN9FoeIVCHbRlkZy9SKa7ubysKN76z/eHr2qLlal1cpDEhUdMckilrMQO6GYnfWy7YXg/SGlZhNwOipBDr3o8/3ko1lyIzcoKWfU+il3MIkkxuoh9vpIFAQyeCIDB7/jUUX5ho516wbURJRlQ81O98ANvUmR84iuwNkNj1CP54M4o3QG6iH728srB/GaFIO/Ia8oyrQoBwZ5Sme1vx1fup5Wq0PdYFOEz/cBwEgUBjgNzAPAgyHU90k72Yxp8IoOVrVGbLdDzRTebCPC0PtpMfypAdzND6cAeSR6Y8U6KarpAfytD2WCeTL4+tStYRBLdXcX6owKkvDlAr6K4W8RUmBFPH59j53k62PdVB/zddYwE1qNBxfyOF6TL5ieXppzv3eRAFCAZEsgUL04CdfSpf/MfSsqxFOmNzacigLiZx7qJOd03myUdFZtMWl4YMYlGRmqYwtYbhhGNDqN7Lzqda8UZUTM2iMFPh8GcHmT63EAAdmDqV4ZU/Oc/tz3Ty+K/tRRBdv9yhV5Ob6iGc6c+SGSvR92gTRz835AqhXPG59j3SyGOf2o2sSgQbvERa/Gw/0Exxtsorf3KeyZMZbMvh4GcuUUpr7Hy6lX0f6sTSbfIzFS695AYns2Zx8quj6GWTXU+1cvtHO7F0h8JMhdxkedl76Wg61fPjhA/sx7+7g8w3D2HlSujJDHZVQxtN4ZgW5ZNDSEEfvu1tSJEA+kwGYzZH+cwwjmkT2NeDOV/ArurEf+x+bE3HSOUQPDJKfRSjtxlPdxOFl0/h29mJvy6MpyNB7rtHUVvqCOzvoXJmBH02R+XcKPrMKnKZgkD4kb3MfvYFrHwZOR5CUBTKZ0bxtNYRObAfM1tCn8lgawbxDz2IY5hY5Rq+nR3YlRrlE4OEH97L7Ge/j5WvYGtbT7YUBJFQuBVJUrf8XJtBMbt8QW1krnguHXvVQHd5l7nabtNxbIq58WXfM42ljMTl8xWzy4/JzQ0AUC64LU2Gfv06tYiEcIPB1jAgEhb4lV8M8u4nfPj9ArYNE1MWf/pXRV54aXNZrR+5YPsf/nNuhXzWjWJ0zH3A1FAcb7SJqePP4dg2jm0SSHQy+9ohjEoBxRfGH2smfekwaiBC457HqGaTFGeGsE0NbziBbWiUZgbx17cjCCJ6KUdu4hyWXmXu0pHFtPJaqKvfvqFrl70ydbvrSR6ZpPm+Nlof6nDdXfI6bQe6mHhxdHEytTWLwmgOT8xHcbxAw75GyjMlPGEvzfe1oRc1Gm5vQi/rxHfUceKPj6L4Zepva8QT8aAE1p4cZI9E464YufES2dHCYi+yJItuXdGB4Zen6Xpoiof/7T6a99VRnKnQelcDdX0Rvvc7h1ewvQ3DIR6TECWQJQG/V6Cjbal8sBpEEaJhEQHXe9KzjvnMqJgc+fsh3vji8GK7kmM5mMZyE23LsBk5mGL8WBpxwbbOsV0LQuuKa3ru0yfXRTqyDYcv/spBBGkVyz4HBl9NMnZ0pVi6Y7OsBa2WNzj2D0Oc+MqIy65duP5lxxQMTn51lDPfGl92jLlAGLryvNp4ivTnX8S/t5v6n3iM2b/7Hlaxgl2uYRUriH4vdR96ENswEb0qtZEZrGIVu6phpgvI8RDevhbkWBCrXMMqVsGyMHJFRI+KFA6gtjXg392JFPLhGBbaWApjLoc+mwVJJNiRwC5r2OUa5nwRu7IK2cxxyD57hPj776fSP4o+mcZIZTBmswiKSOCe7VjFKnoygzlfIPEvnqJ8ehg5EsCuaqhNcXKzObLfOUL8/Q9QOTdK8Yfnlrk1bQUEQSIW63lHHW4LcDNqttGIwO/8ZoT3PuXjxVdqDA6bBPwCD97n4Q9/L84nf3Wel17buBnBj1yw/czfbZ3ouewNYlaLy2qrtmWgF91Vtax68cWaadwbxjbd7wuihKVXMKrFRRss276SneXgWNZi8L4WBEEkVte34esWRBFBFF2nEtEVzTaKGtmLaWSfjOJXkH0Klm4h+9y/l1MlWh/pILa9jktfOufuhm2H1LFptGyNWraGrVtouoVt2TQ/0MbgV/vX3MEJokB6MM/ej/Sy4z0ug9yoWWRGChz96/PMnHIN6F/43WPMnu+l9/FWEjtjZEYLvP7vz5I8s3LncmnIoLvTIZuzCQZEkrMmB4/WeO8Tfv7mC8VlzHNNc8jmLYJ+ga52hT/8ixxPH/ATjUpUqg6FwrUnULe16/rvteO4RKlrGZhcrTx2LRjXSD3bprPulhzbcrCr1z7veo5BFJCCfgRVxsqXcS4zDS0bKRJADHjxbWvDKlUpvn6ewF0uv8DRDUSvBzkewrFstNEk5RMltPFZHMsi9p57FtttAPSpNLWBSTLfPoxjWSh1Efx7upbX8kwLQZaQ4yHsqoZd01dcqzYxi/lcGf/uTpREdIk954Bd0XBMCzURQ44EqI3MYKYLKE0x9Ol55KjrWauNpzBzpcUxVqtL30xIkko41rWl5/jnCrdme2Ns5Afu9bBvr8rP/5t5Xj24FFSDQYHf+3SMT30yxGuvaxgbpPn8yAXbrYReyhFp3UEg0YWlV9EKyx86vZynPD9JZX4K29AwamUCDR34Ys0o/iiCKCLKHryRBGowhidcTzU7g6VXUfxhfLFmtOL8mkQpfyCBxxPd0IrX0iwyl9LU7WnAKBvMHJokcXsTkiojSALeuA9REfE3BUFwBcsdy0YNqWTOzxFsDVGdr5J6Y5q63UDACU0AACAASURBVA0guB6ehdGlVHctXUXLVNFLa9xdAtz5s9tp3FPHq//z5ELq2METUtn7kV7u+rkdfH8oj1Y0cCyH018e5PSXB1cf6wq8drjGayu7CDh2cmWkGxo1GBp1r+/r33EXZJ/7ipv+Ss1anOnf+jrc2wGiR8G/pxO1pQ6A7HeOuDvP6XmCd23D19eKNpbEu70V3452zEwRq1TFSBfQk/ME791J+eQQ1QsT+G/rxtPeQG0shTYxh5ktIsqu2ElteAYp5Cf80B7MQgV9eh59Og22jVWuoU/OYZWq6NNp/Hu7AGdFzVZQFcIP34Zj2xipLPpUGkczwHLHqPaPoycz+Hd2IHgUMt846O6kHQdtfBYsG0SB8CO34VjuGMbcjatpXQ/BcAuqGrz+gbcgZBQ8+BARMTGpUca5Tl+MsBk20SYh3QSCVEuzzMSkycCQuWz3Wio5/OCVGr/9GxHEtwNB6q2EUcmRnziP6o9gCCKakGF+4Nji66ZWJj95AW+4HknxYGplynOj+OMtOJZBZvQUgijhWCa13KxrgScIaKV5yrOjyN7ANeu10XgPwgZbARzbIXcpQ+7S0s6wOFG4Qh4yz9yppRrL8LeWfPfmsrXF1/IjOfIjS9c28YNRAJSAgq/Bz+ypFEZ59YAlSgK7P9TNqS8Mcv7bo0vflwUa98Rp2BFD9spoxRtjfL+DrYdd1Ske6l/xfX18lsz4EgN9/ksvrzgm+63Xl//M9BpEx4suG7h48NyqL5uzOYqz7r1YPHR+zWt1ajqZb/xw+Tkn0yvG0EaWBCrM+QLaaGrZ9zNfXz7GViO+wVLRrYIAYdrFPoJCBBEZA42MnWTCGcJm9YxJjAT1YvObdo0hoog32DhuWQ6KIqxarvR5BaxNagG8E2yvgGNblGZHln0vM3Ji2b9ruSS13HJ1Gb20nEWaGz+7Yuyrx1kN0Wj3zZNovEm9qJZhkxvKouVqy+qXV5+rOF2h84EmcpMlKvM1VJ9M4944PQdaGXxhcgXT+B2sE6KA2tGGb9cOpFBwmd1I+fgptIHht/Di1oavoxtLq6GnZkAQ8fduw8hm8DQ24zgO5Uv9eBJNRO66H6tSoTYxSmV4AMf60TAuuBHE6370gq2ASJe4k2axc5GA5OAQFuNotkbSWb1LISrU0SXufDMv9YYxOm6SaJD40Pv9/PVnS1SqDqIIu3cqPPMBP4eP6ZvytH0n2N4i8Hgj+AL1bKqBawthLyjrXPMYy+H5Tx/jzp/Zzr3/ehdqUME2bAozFU7+wyUuPjd+TaPmNxuy4iMQaMTnr8fnr8Pri6EofiTZgySpCKKEbVnYloZl6eh6iVo1Q7WaoVKapVxKYdtvzi5daWok+r6ncQwDcz67XKnlFpZLk8IRKC8sHEUBNdGEVa2g1jUgR2NUR4cQvV6sSplS/2kCO/eiz89hZLa2XvpWwx9owOu7xSQa1wERkTqheRnTV0BAQSEhtKwZbH8UceQNnZdfq/GpXw7xiZ8JkExZ+LwCzc0S8/M2v/PpjXvZwjvB9i2AgCCICKKEIIhIkoLfX09dw2483siG6rWy7EXZhD3XjcDBWZBKW77LTQ/k+P6njy74AF8+2MGx1i8ushUQBAlRUvD764jV7yAW7yUUakGUVLeWJMD6FjiuBqADmEaVYmGKXGaQ9Gw/ul7Ets1FgtzNhByLYuZy5J/9PlaxuPxtX/ONFZBl74YF7h0cLLN2U34PxzAQJImmj/wUhVPHkfwBRFnBLJdQ6hoQFdUlMWkaemaegAOCfO3pSJZ9G/+dHBvL0rbks7k2BARRQhREBEFEVnz4AwkSTfs3mL0SkNUAb/Yi3HYsLHN5i8vqtVDhhglJtxoqFYf/9vt5Tp0x+PhHfXR1yFQqDl/+eoW//YcSo2ObM6N5J9huJQQBSVQXd0yy7HWdPgIJAsFGd3cVqNt0v93td//iTb7g68Mwqhw79IdotZW1Z8dyrkuWeLMgyV58vjjReA8NiT2Eo52bc1dZhHD5P1RPkLqGHcTrt9PV9xS5zDDp2XPksiNotdwqTf2bh2PbOJqOswGdSq8vyo49P0E01r2hxZthVLh07mvMzZ7jRusQdrWCEq/DLJXwdXUjKgqix4MUCGIWcniaW7ENDTkQxN/Vg12rYFXW7jQIhlq47c5P4PGE130NjmOTz40xcP4fKZe2zljAXTS7z7gke5BlL15fDH+wceE5T+D1xdYtwXolJEnhvod+fQuu+trIZUc4d/LvMQz3M3GwyTlp6oXmRcKTg4ONRd5ZpQf6RxyGAd/4doVvfPvmuRK9bYKtIEpE4j14/a7bg1bNkU0PrF8geQGS7CUS70arZl2psg1MOrLsQ1EDqGoQRQ3i8YTw+mJ4ffGF/8cWVue3Vqr47QRJUglF2onX76ChcS9eb2zL3m9BEJAklbqGncTq+igVppmb7Sc7P0CpOM3NKJxbuTyi10Pg7tvRJ6ZwjKVAbmZz2KWVAapWzTI2/AK+PT+Ox7t+drss+2jvepRKJX3DwcmqVgk2tVIdHcLftwMcBykYQgoEsEolAn07KF08hxKvR0xOUbpwDqu0ulSnqobo3f6+DQZaB62WZ2r8IOXS6mpDm4OAovhR1CCqGkDxBPF4wni9cXz+hWfdG0OUlLfVc25jM+qcR7DBJ4QQEbEwyTlpppz18QYcHAxHJ+9snbuXV/ATFCI3xIBuqHeNLWaSFtZVm9hoVCQSFhifsN7efbb+UCPRul48vhgCoOslirlJCpkRt37gCRAINRNP7KRaniM/P7woM7ZeqJ4Qbb2Pkkmdp1Keu64IhdcXJ16/HZ+vDtUTcr/UIKoaRFY2nvZ6B5tHINhIS9v9xOp68W3WJ3STEEWZcLSDYLiVhsQe5lKnSSVPoWsbc/G5GoKiIDcmULs7sfIFnCua+0qvHaZ6dnW2bi4zxNjwi2zb9UEEQVnfuQSBQKiZlvb7GR16HkPfvCi/VS0j+nwY2QxGNoPa2ITkD5A7+DJmsUDTR34ax7apToxSPH18zXFEUaG961Eise4Nnd+2dJJTbzCfvsjNWPSEI+2Eo114fXH3+fYEUdUQqieIJHneVoF1LeScNOedN/ALQQQkLMegSA6Ldc6xDpScPOftY9c/dpNoEjrolW5DuoHU9mMPe2lrkfjLvytRuspXef9tCh97JsD/9RsZjA0msH5Egq1Aou0OWrseQlZ8C+LYNtH6PvzBBKXcJJalkZ45S25uEI8v+qYZr4fCrXR2vwtFDSEIwj+Lh+5WgyjKNDbfQUv7/QSCTW/aZ7/6tUiEIm34Aw1E4j1MjLxEPrd58ogxlyb7lW+u+pqZWbuNDCCVPIU/mKC985F1n0+SFBKNt1HMT5CaOYnjbK4+ZVXKZF55HjOfxywXEb0+l+RVLIDjMP/S97DKJYz07DXHaWjaR2Pz7RtaODmOQzYzxNTEIWzr5vRX1yf20tx2zz/7zFSNCjVn86lVnSoaq9vj3Qzo1LAdC+kGbPYS9SJtrTKytNg/uQifR+CRhzyIEqx3jXEZPxLBNtrQR3vvuzC0IuePfx5Dd9NNoqi4Ck4LD5Rjm5hmzd2NvkkTrijKSLIXUXxnB/tWQFGDdPU8TqL5jgVS0Fs/EQqCgKx4qavfgc9Xx/Dgd8nMXdgUScep1tDHJ0EUEYMBMC3sWm1dTGTb0pkaO0gw2OL2cK83naz4ae9+jGJhgnLp2sFw7ZPbGPMus9gqGStSxMa8K0Np19aeeIOhFlra7kNRg+u+9svp48EL31qsN94MuLyLfx472K2Cg4PB1orL2At/NgNBWP4liu7XlYjHRffR20Sy5JYPtpLsoaHpNkRR5tKZr1GrLLUGWNfSzFsFoqSiKH50rbhsxS4rfkRJWSai7eAgKz5EQQIELEvDNFxlpHewtRAUxQ1M1zGM9Pnr6ep9kkTTPlyW9601EQqCiD/QwK69H2P40ndITp/YeMuQKOLd1kv46QMoza5LjDmXpvD8y1T7L7GiqHQVarUs4yM/wOuPrbt+LQgCfn8DXb1PcfHcVzHNG7MT3AxkxU9z272EI20bU1SzNC71f41aLXv9g9/Bmw59y4OthbOGwMa1IAjw0Q/52N6rcO/dHqJRgV//VIhabWm+DwZFnjjg5Wz/27TP1uOL4Q81MZ88i1G7sfpXfdNeevd8kNOH/pRycYkA0rXj3cQbd3Pkhd9d/J4v0EDXjncTDLcgSSrl0ixTw69QyE2wqmnoO1gdoogUDLiaygI4NQ0pFnEl9QoFBK8X0efDrtVwqjWkWBRPZzvGXBp9dHzNYQPBJnq3v++WV+MRBLcNp2/HBxBEheT0MSxz/YtEJdFA8KF70YZGyX/n+zi2jbeni+CD92FXqmhDo9cdI58bY3riMB3dB1DW6SglCAINjXsp5MaYGD/4pt7zgiBR37CLRNO+DaWPLUtncvRVstlbU+jjHTgYztaK22x6Z+uAbQv0dCt0tssEAgIPPSBgXeEvbVlw5pzBH/xR4e3ZZysrXlRPiHJxNZ/ErUMk3k1q4ihzUydRPCGaOu6hrfcxhs59E6167VrZO1iC6PPiu30fjq4jyDJWvoCgKjiGiRSPIUcjAOjTSaTmRqRIxE2Xzq3NWAyGmund8X5i8d4369e4YQiiTHff00iSytT4QSxrfZOOXBfDrlQovnJwkXlszKQQ/D6UpsS6gq1tG6RmThAMNdHQeNsGWlAE2rsPUC7PkklfWufP3DiCoWbaux5BUfzr/hnHsZmfO8/M1NHrGn68g7cGDmBsMBu5UdiOtalg6wBf+2aFb36nwi9+IsiObQp/+belZQYmuuGQzdpom9yc3/LBVhAkxIW6rPMmqiMUs2MkJ465vosLxKeuHe/G5697J9huBIKA6POBx+M6uMSiFF/5IYKq4tu5HVvX0YZGMOczeB99iOrZfpTWljV7+AOhZnq3/xjRWM8NXZZt29RqWarlObRaHl0vYVmau6BzHARRRpJUFDWAxxNeUP6pQ5I298hcbhNq63wI06wxM3lkXeQjx3GWikhLo7mp1Q08DrpWYHzkZQLBJgLBpnWnZhUlQGfPE9SqWSrllXZ/NxuS7KW772kCGzRWLxammRw/iKat3j70Dm4FbH3N1mJzwfYyTBPOnTcolRzGxk2KpZsXc275YOvYFrZtIssuOeHNCrjV8vwSk9Fx0Kp5HNtGUYNcofJPuTzL1PjBTTWsXwmvL06srg9Z9qz7Z5LTJzCM0ptaRrZtY0NpUMeysEslN+h6PWgjY24KtFpFn55BDoXdXmjHwZhJErj/HrAdqv0XVoylqiG6ep4gskGxhsVrcWwq5TnSs+fIpAfQ9QKWpWNbJrZjuXVixwHcACcgIorSYuBV1SCxum00NO4lEGzccGuRIAgoSoC2zofQalnm51b+jlfDzGQRg0HCjz/qvie2jXd7H0pbM5VTqwv5r4VyKcnQwHPs3f9zSNL624FC4VbaOh5i6NJz696Rbxad3QeIxnvZiGKSrpeYmTxCMT/BVj0M2flBLEu/YQebYKh5gay2vnvHti1mpo5ir8f/8SaiWs3cFEnSEnlm7FHATfFWnM23k60HN0KQuoyjb+icPK1TLt/ce+mWD7amUUWvFQmEmhAlZUMT/Uqs5cUqrfIIXX3sgjrSVQeWCtPL6r+rQRRE7IWalyCIC7J/y8eP1+8gHGnbULCdmjhIqTC97uNvFjbSDuJUa5ReP7LwLwFsm9rQgtmDaaIJwmI9sDYwRG103GXaXkX8EUWFlvb7iddv33CQs22LSjnN+OhLZNIX1ydJ6ICDtTjhGECtmqFYmGRq/CB1DTvo7H4cr79uQ61GgiDg89XR2vEglfIc1cq1G/zN1ByF518m8t4nCN5/F4giRmqW/HMvuCxlcCmT69RJzqYHGB/5AV29T677fRQEifrEXvL5CVLTx9mqgFbXsJvmtvvWfV2O4+A4FunZflIzb2ypJGN67hzzc2s7EK0XLW33LSwW13e849iMDb+Aod88JaN1nvmmvJ9zzgzzTnJhRFeJaithY7nz0w2siao1h+pVnEBBAElyH7PNSpLf8sFWq+UoFaaJN+4iNXWCUn5y02PZlgkLLOPLEEQZrzcCVz3gHl8UQVJgof4jqwFESV646ZcJ1F43+LSF9jNd6gcEmgLbyNamKBnLJ1nHsTcsdeg49qb7IN9UXE3du9J1+cpMheOAvjLNJAgidQ07aW67x233WncbiI2ul5iePMLk2Ks3uFBbGtM0q6RmTpKeu0BX7xM0Nt+JovjXfV2CIBCLbyPRdDsTo69cewfhOOgjY8z9yWcQvR4ERcEqLt8dRPbeTf70kTUGWDEgE2OvEQq3Utewa12BTRAEFDVAS9t9lItJSsWpdZ5r/XDZz09suH2rVJhiZPCfsP9/9t48yM7rPO/8nW+7+7297yv2jQQIcAFFUSIl0pSo3bKd2E7GnmScSVKTpDKTqVRlKqnUZGqSqXElNXaNPfHMeNPYUdmSZYnaKIoixR3gAoDYl270vnff/X73286ZP75GNxrdAO5toClQ9FOlBd3f1t9y3nPe93mf5zbiM3cMpTbFcl1/mHpHaoWSwYfjO98QCvkBpt4CfGzKWCosJ2ymJ7ilWaO3x+DiZY9KRWEY8PARi08/EWPoqsf3f2STy9X/N93zwTbwHRZnzpJpGmTbvs8xefX15ZqpQjei+G6ZcmkWgQh74YwImm6gaQZmJEXgV5GBh5Q+dnmBwHdo7X4gbGdQilRjP5H4eheOTNMgTa27KBdmMMwYrZ33US0v4tj1txRUvBw9yQNIJI5fwvbvjFX9UUM01khX76N1yfVJGVAsjDM2/BKLC5fYitVY4FcZvvRDysVZ+gY/uaxaVXvA7e77GLnsMPns1dvvAMiqA9VwwqA3pEHTCJZyWA3NaKaF9Gqrh8nAZWTox0SiDSRTXTW3A6UzvXT1Pszw5R8um1HcHZhmnJ7+x0gk2uoKtE41x5WL38Nz714/7d9g69DRrjMzuzWThrZWDaVgfqHKZXmK1maTTFrjytX6a8SHD1n8i3+S5p/9yyznL3oc2GvyH/7nRjxP8ctfiZNKavzff1yqe4V7zwdbgPzSVUYv/Yj2ngcZ2P0MgX/NxUMxN3mSSnmBRKqDroFH0XWLZLoLoWls2/s5At8htzjE3OR7VEpzTI28SVvPYeKJVmTg4bpFSvlJ0o0DK+cLfBe7NE9T2x7ae45gmDGk9Jm8+hrVOoJtU7SXmJFBCI1UpBVTizNXGcLQIgQfcA3mwwohNNq7DtNw3fO5HZSU5LLDjFx5gUJh6+p4EKbU52ZOIqXP4I6nicWba97XshL0DzzBmfx43Uz7yPZBRMSi/MbbCN2g6ZEnCeww6JSvXsJdurUYRbk0x8Toawzu/EyY2akBQgjaOw5RLs4wOf4Wd+O+Cs2guW0/LW370WqsI0NoiDEy9GMK+Zu3h30QaGnT2H+/RSKx6nb1/nsuE2Mf1pXoxhBCZ1vzoyyWR8jZG2cXDQMeuN8ik9Y4d8GjrVWjuVlnfiFgYVHyD34zyQ9+bHN1xCeT1ujrNZidCzB0OHvBo6VZR0rF7FwYxSIR2LXdxHEVui6YmQ04eJ+5QmJqaw1XoBcueezcbqJrMDTik8t7NHVIHj4SYXiqyq5eg6GrPju3G4yOB9j2rd/bjnadpaykWJQYBvzil+IsLkr+9f+S40ufi/Hlz8X5w6/9nAZbpQIWZ89TKkwTiWXQ9QigCHyXamURJQPcap6F6dMAzE68u7ovrLCHlQqYGn2T/NIwhhFFKbkSPCOxZQODap7Riz/CdQroRpRIrAEAt1rAXj5XrXCDykrpYNLLoQkdqfy69Zo/ykilu+nuOVpXHa9Uml4eiLc20F6DlD4L82eJRNPLvay1t6w0NG2nuXUv87OnV35mtDSDpuHPzaPFYxitNwRwIbC6OkPLPSB/9l30SGwlRRlUb586Uypgcf48yWUt5Fqdp3QjQt/gkxQLk3cl0CUSbfT0PrpMPKwNSkmmJ44xP3vmjs9/p/jV30xgVxTZJbnyqun6vSWucjegCZ3+5ofxpXPTYLtvj8mh+y1KZclvPphgYjJgbMLnyCGLl151aGzSmJ0L8P1w9bi4KFlcCti90+SxoxFAMDsXrATbeEzjU5+MUrEVkYhgbi6gpVmjVFEcus+kUFJICQ8+YPHuSZe9u0yEgNfecqhUJEophCbo7THIZDT6egxm56q3DbaWKSgUJa6nSCY0nvl0jD/6/0qcOefR36vzt76aWKcsVQs+FME2hMKxszdN47pOkaW527M7ZeBSzI2v+3m1srTy+1JhuSblFLHvoN2h5C1S8hZpj+9gtnJl08f5KKN34JMYNQYvpRS+V2H06ssUcmN8kDRtGXhMTRwj0zhIc8vu2slHmk7vwCdYmDu3UpfLPPsURnMTs//p97EG+2j+O7+ybj/NMsk993x4bs+l4eAjVMaHcWYn0Qyzpuqi71eZGHuDVLqnLoa3FUmxY88XeP/dP8T3N59O1vUI/dueJJGqvRVJKcXS4iWmJ9++a8xoXZgMpo/QFtvGWOl9JkvnaI72ESiXrHNrAqJdVkyMBZw+4eIF4ftW2EQ97+cB7a06nqeYmg6Ymw9ob9W5cNFj+zYDx1EUCorxiQDTEHiuYmTMZ3pG4roe//1/l+b4uw5vv7t2IWKakNQEpino69WZmpaMT/o0N2m0tehcHfUZGfVIJjQGBwzGJ/1Q9WnZp7paVSwuBnz583Gef9GmWLr9crRckcRjgogl+MxTUSIRwfM/DhlTlqVh1p6AWYMPUbBdhWnE6Gh7gIZUL6XyHGPTb1xHMhFkUj3Y1SyuV1pDSOhoPYRpxJieO0Ff16PYTo5UopNieQbXLaLrEfygGtZ7jTiNmUHGJl/DcYt0tR+hUJokm69fnaYx2s1sZYifhdSjMK2QSieD8P8rhXQdhKat/tupriUqCYEwTYRurLZbSYnyPdSN8oBCoFkW6Mby+33doKnULT1Kb4dMw8Ay+7jWlYJiduYkC9etEj9IBL7D6NCLZBr66xKsj8VbaGrZtcJ2Xfr6X62IsgrDoPzm2+R/9BKr748g+ciRlXvdcvRTZE++RWJwF9Jzka6DV6it3OFUcwxffp79h34da9lMoxYkU50M7HiaoYvf2yR5R9DZ/RAtbQfqCrR2ZZHJsTc3ZHELIyTPSc9F6Pr6d/UmGEwfoSnaQzUoYYhwha9rBj2J/WTnbxNsK4rf+icpStcN4v/P7xZ59aWtbZG6F/HOCZe9exIc2Gty4bJHtarwA6jaCikVZ8+5/Ld/L8mLL1exqwp/WZ2pUlGMT/gIAeXK6jjkuorR8QBdg0RC483jDr/yi3EiETh52iMSERzYb3LqtEuprPjBj2xMU/D4xyLs2WVy336Tk6ct5ucDiiVFsaRqUn46f9Hjv/rVJH/wu83s2G7w9b8sc3U03HGgT2dhUdZtrwcf0mDr+TYz86F9Wa44StTKkIi34fk2Snq0NO7GdUss5YcoVVa9LAUC04hhWUkiVpqqU+DyyPMM9nwSP6iSjLfh+mUmpo8TizYiEJTteSJWmlikgXJlDiG0uhmFvvRoifXjBGHgqXg5AvXB1GybPv4kZksr7twM6UMPozyXpVdfxEhlSB95BID5579D5dJyW4OuE+/fRubBR7HaO9GsCMgAL5+lcPJdCieOrwRmoevEtu2i8ZGPYzY2IUwLPZ5Asyz8YgG/WGDij38vFM6vE0Iz6O77WF39y6GP60/qPtfdRLEwwcLceTq6Dte0/TWxi9b2AywtXEKpAOWuvhuyWMKbnkVV1w7eQaGIsMLAELhO6BcbjaFH40invtVmIT/K6PBP2L7r2ZrSyaG7lUFrWyjnOD97uu5vItPYz8COp+oKtEHgMDP1DtnFy+t+b6YbSe8+hJFMM//686R330/udG0M7bb4Nk4vvEBjtBuNcJJT8fLE9dvXsgd2GPz7f5NjcixALg/A+dzWtrekIm14skrVKyCETtxsRBMaJWcBhcTS45h6jIqXQ6kAS08QMZNowkAqH8cr4gZrSw26ZhE10hh6BJC4vk3VL95yIqUJnWSklUB6VNws2Zzkd36/iK6tbUD4s78Iz/X1b1Yw9FDy/OLl1ajX0KAxvyh598RaMlO5ovjLb629zn/7v+ZXjn/ilHvTrrdXXg+/F02DPbtMzp53mZhcPWckZRJvtCgvOghN4Ja9FUXS02c9/q8/LPJLX4rzznsOv/07IaFV1yGd0vjhC9XbSZJviA9lsL0RZXuero4HcZ0iY1OvEY+3sZS7QtVZr/S0kLtEa9PecI0gWO7xDD94y0xiO7ll84EQAo14rAU/cIhGGrDMJI67lk0ciQm2748R+IqhszaZZoPFmdUHWw1KZCIdKwPStLyA7X9wBKlY3yDK98kff53Mg4/S/Olnsa9epvDuMTJHHqHlU59hfOgSKgiItHfR+uwvIislCu+8hXQd9Hgcs7kNcUOhItrdS9szX8TLZ1l48YeowCOxax+p+x6gePoE+RPHkc7mZvipdDfpTG9dtdqxkVfuCWbq5PgbtHfcH7aO1QBN00mmuognWteZtjvDozjD6y36nJHxledRHr5AvH87wrQQuo6Xr58xPz3xNolkB109D9d8z61Iiq7eo1TKc5SK0zWfKxZvYdvOzy5zL2qFYnH+PFMTxzcM7JGWDtz8InosDppGpK275iML9HX9n1Ejia9uz2Q9f8bj6WdjLC5IguU08isvVrl8Yet4GbvaP4XtZjk38zwxM8OejqeImRmOjfwpvnTpSO+jId7NhZkXiJgp+pseIm42glAINIrOPKOLxym7YXbAMhJ0NxykOT6AJjQQAj9wmMydYr40tCHHRNdMujL30dt0hMnsSSayJwmucQZuMdfYyFukvVVneMRnfLK2CHb98W9HUjINSMQFFy/75PLh89FNjX3PdJNqizHy9jyZLWUA+QAAIABJREFUjhgXfzKNWw7/ziCAb3/X5tvfXTtplRJ++3cKeL766AbbRKyVajWL51eIRZvxvDIN6QHyhTFsZ2nNto5TwPNtYips2u5sewDPL6NkQK4wQiA9Muk+dM0kEW8jGm0gk+xhbvEc6WQXphFbF2zveyRBc7vBwO4o06Muhx9P8sJfrgb6ucoQHYld6EInV52m6m+tisqN0KIxcm+9hjs3g55MkT70IOWhS5TOnMTINJA6cBA9kcIv5LBaWtHjcfLHXyN3/PWVYwgrsqL0dA2xge0YDQ3MfPvrVMfDgODn80Q6u0Pj8MV5NpVvAZqad2FaiZq3r5TnWJw/t6lz3W2UizMUChM01GF4bkVSpNLd64LtzRBkV98vL7dIrKsP5fsY8SSaWRvZ6XooFTA+8lOisSaaazR3uNYO1NnzMCNXflyTpZ1hxOjp/zipVHddq9pScZqRoRdD+dQNIF2HaGMrZqaJ9O6DBJXav7GF6gj9qUOAQCHpSuymK7mPmfLt9aCPv+5w9uRqUE6kNIqFrS0X5e1pmhP9AESNNFL5GHqUqJGi4uVIRJpWVr07Wj+BEBpDC6/i+jYxK8O2lscYbHmUs1PfC9n+qT20JncwmTtFsTqDJkw60nsZaD6K7eUpVFffSaUUhmbR23iE9vReri68yWzhPPIO+oBPnt46CUfHhbffW3t8zRA09iUZOTaPEdHJdCXQjNu/i0qtTXPXiw9tsPV9m6X8MH7gEAQeMwvvhyk4pXDzpdBKz1/78S/kLuH7VeYWzpBd3tfUY/iBjVQBAhEaD2vhYFWpLuK4RabnT1J1ctjVjSXMWjpMLpyosH1/DN0QZJrX3tb+9CEW7FGk8slEOnGlTdlbWnecrYIslwjscijIkM8SVMoEhdBO0C8VAIEWCVcZ7twMslol8/BjyEBSvnCGoFxEuetXqFokFioa5VcH/qBqI10HI3FN1rJ+RCIZ0pleNK12JsL87Gm8TfR+Gs3NJPbsw52Zwc/nSB/9GM7YKNXJCYxkkkhvP/bQFfx8lsS+Ayjfx52bJb57D0GpRHV0BG9uds0xlZIszJ2tK9iaZjxsWZs5uYbxrjc1oqcSuKPXMUA1DaO1GeX5BEtZGh98nNLQBdRyn22wibQ9QNXOMT7yCrFYI/FEa037aJpBe8chCvlx5qZP3iadHDoJtbYdQNShuuX7Va5c/C72dfaa6659bjIcDYUgsMuUrtQuZTlaOEFP8gDt8R1Yeoy01cZcZYip8u0Jlze2+HzskxG6enRmprau9SdfnaK74X5MLUrUTFH1Clh6nHSsk6pfImKkWChfJRPrIhPr5PTkcyyWRwAoOnM0xnvpytyPoUfRhUlLcht5e5KZwnkCuRyYhKA1tYNkpJVCNXy/lVIIodHbeJi21E6G5n/KQunqlqtC3W0oCTJQbH+sHTOqU846qGA1iH7umRi/+es3n+gr4Nf//sIabZ5a8KENtkpJPD+c5fpBwI30Sz9YP+Bcm3n7QbDy+41m49fM6F2vtPzvMNBcO9+NyC36PP75DP27Ivzib7UwdGbtoG9qMXLVKRSKhNm0Jk39QUB63soKUykV6hVfy4NIGcbE5VWGMzvN3Pf+ipZf+Dytz3yBpsefpHzhDLnjb+BlF9esVP1CDuV5xHr6KZ0PSUlmQyNGIkVl6OKmbdkSqU5iidoFInzfIbt4pX63FyEwUmmUlDjTkyu15crF80jPQ1araPEEse07KJ8/g9nYTPblH6MCSWzHLuzLl/AL+Q0OrMhlr6KUrEMSURCLtxCJpNf0clvdnVi93bjjU6s5M00junsHynEpH38PhKAydgV17feb1ZNDkc9dZWriGAPbn6rZLN0wowxu/wUKubFbBsRUupvOnkcwrUTNz1ZKydXLz1PIrU+lA2iRKB2f/kqoWaxpIaGvo5dYVz9zLz9X0zmqQYnhwtuMFk8iECgUgfSQN+F0R6OChiaNmamA7bsMkqnVv+XgEYtL57e2RFSwp9GERjrWQXx5FSuVTybWzWJpGMtIYLtZUtF2dGFyf/cXV+RiAQzNQtMMLD0OCOJWA03xPjrT+1dU7DShY2gWph4LU8uE72hLcjvpaDsjS8dYLI9uQaC9tfq0uu6/NwvfCXjnvwzRfV8jIJg4tYhTWh07TBOSydWrEEKQTAp6u3XKZcULL1U/OgSpew0nXi0xPeoydKbK1IjD1OjatIUnqwxkjuBLl4geJ1f9gPWMlar9/VSKytBFxv7zZZJ79pM6+BCp+4+Q3H+Iue99k/KF1RVD6cJZErv30/aFXyLW24/0POKDO0EpCiffqZkNuhaCRKK1LrWoYmECx9mEKpdSuNPT6Kk0iX33UT5zKmSyGgZGPEF89x6k5yF0HRQElRJqeTqrlhmvNxO59dwSdmWx5hUiCCKRNJaVWgm2wjIRloWIWAjLXAmiwrLQk0mi/Z1EtQx6LE7H01/GzS0BitKVczjztaWj190SGTA79R7JVPeyn2wtE0NBJJph554vcfbU11Ymq9fDNEO5x1S69vSxlAGz0+8xN/v+TVfM0nGYfek7xLr60aNxKuPD6PEEif7afY4NESFQHp5aO0E3tSieXD9pb27VOPp4hG/+eYV/+i/TJOIC1ws/sLZ2nbGrW9tH7/glHL9EOtpJRI+zWJ2j4mbZ1vLYMhFKw3ZzpKKhc9LQ/Ot4wfqsj7O8ClYK5kqXWSgNryv7FKozSCXRhY6hRYgYcXL2JL0ND1CwZ1gs16Z+thEEAh0DA5MYCdKiibhIESWOJSLoGAg0FJKAAB8XR9mUKVJSOcqqgIeLj19X0DdjOk/+s/1cfWOOyfeX8B15vbcMf71BvRYBg/0G//7fNvDeSXdT89mPbLBNJgQH7zOJRgXvnHDJ5zc/W3roUyl8V3HyjRJCwOHHk7z1wqrVV8GZxdJjGFqUpeokTvDB1mw3BSkpnTtN6eI54oM7aX3mC7R8+nOUL19YMQnwCzmKp09gNrVgtrRD4GOPDVM8fRJntnbCzPUwzRjxZFtdLORyceamtbxbQgiMxka0SISgWEBJSXVoiNjuvbjTUwTlMpoVwc9lUZ6Lt7Sa+nfGx4gOboORYbyF9as5Kf06gy1YkTRWJBR3ENEoyYcPE9k+gN7UQOYXnuQa3VVEI5itzVROnMMbncJZmMMvhStszYoSbJKUdg2eV2Fi7DUSiVaSNQZHIQSNzdvp6f84YyM/vUH8RaO1/QBtnYfqq9MWJpkce/M2z1aFJZIgtEZE01BBgBGvXSRjT9MnWKyOMV8ZwV82N9eFyZ7GT3B68Ufrtp8cD/jmn4fXdPqEy198rUxhefx4+tkYlcrWp1Xz9gypaDtKBVS9Ao5fJmIkaYr34/oVqn6RirtEID2coMxs4UYThTC66NLC9rIEgctCaWjDoHwNvnSYzJ1mOn+GnW1PsKfjac5MPke+Wt+3LtCIkSAjmmgWHTSKNqKiRiGY614fTznk1SILaoa8WqBMkYDbT3Q8O+CF/+19Bo628fDf3UHgSl75/fMrBCnYYG2iYHjE57vP2/zGryX4L98obyTjfkt8ZIPtwIDB7/8fTXR26Hzuq/Mcf2fzRfrGFoNYUiPTbDB2uUp7z9pao0ISMzJYepyIHqfqF6j496Ynrp5MoXwfWV3+6IKA6vgIXj5LrGfg+glg2D50+GGqk2PM/vXXV1Z9dwLTSpFIdNS8vZQ+lfI8/mZMBpTCnZnGnZ1ZmdHbVy6Fq1WlcKfXZiAq51dX9c7EOM7kxE0JYFIGVKv1sYJNM4YVSYemGDJA2vZqatjQV268chxKb76Dff4SynFofmQHpcuhmlKsZxAjFsevsc/2ZigVJhm7+lN27vtyHSYLgu7eRymXZlmYW71XmYY++gafrNnWDxSOk2di7PWaCWNudhEz1UBycBcIjdLIxRrPJeiI70AgiOlpJsvncYISAp2GSOdt9/7uN23K13meXjzn1tTLeacoVKfpb3qYQnUa2yvgLq92W1M7ydvTSOWTrYyzVBljsPkoAo2qlwM0omYKqQLmihfxggpzxcv0Nh6hp/EBcpUJpPIx9RiGFiFbGcfxr/cIVrhBheGF19nd/hS7O57m/PTzFJ3Zm13qGkSI0i76aBM9pEUT+h2U1EwRoUV00aw6KVNgXk0xK8cpkbulqYvQoLE3gW5ozF0qEE2bNWf+KhVFe+tGLnG3x0c22JoGpJIahiFqtru6Geyy5OQbJRIpnQc+niTTtPYFaokNoFBkq5OUvaWVftt7Eck9B4hv342XXSQohR+Z1dZOtKuX4tlTa/yEVeAj7QrRzm46fvHXwtWMlAR2BXt0mNL5M3XXD00rQSzRUvP2nlfBcfLcUR3nxoBZa0HmFtspGeA69WUwhNCIWGk0zUC6LuW3TxAUiphdHRRfeXP1Xt5wXqu5bWWCoMcSSP3ucAIW5s8RG21mcMczNV5/6A7U0/cYdmWRcmkGy0qxbedniNSovwwQBB6zUydYnL9Qc/+uXy6ggoB473b8cpHChZM1n8+XHiOF9+hI7GJb+iFGiyfwNuB8bISZ6XAFf600Pz4WbJaqUBfy9jRRM81i+SquX0ahyNmTdKT3MJk9BYAX2FyZf4WexkP0NR5G0/SQJCld5oqXYJkQOle8hBAabcldtKd2oQh9q/PVGfL2xg5Ptpfn0txL7Ov8LDvaHufi7ItU3FtP8FI0sE07QKNoxRT1M+ZvBiEESTLESdKotzImLzGvJm/qa6vpGu17GyjO2MxdzpObKOPZq5mYZEKQyazlWggRtih9/rMx5hc+QqIWdwOGLojF7o6G6dsvF6mUJJ7jsjDjkWlae1tH8u9i6lGaor20xo8wnDtOwa1tJvhBw8suInSd1IFDaJaFkhK/mCd37LVQ0OLagC8E0Z5+zMbmsH5pGAilIzSdSGcPqX0H0eMJ8m+/WcfZBdFIGsOI1n69bvme6K29EUpJvE2ktk0rgabpXMvCOlfHQnLULerflYmrdD77KwTlEmg6uVPHNnvZa6BUwNT4MZKpLlrb76sxnayRzvTR2f0go8M/oX/7p0lleutKHxeyo0yMvlaXHGOssw+ExsKxn6BH4zQd/jjzr/2wtnOiKHs5Rgrv0ZPcz97GJxgpvHv7HYH7H7D4R/88RWu7DgIqJcnv/ccib722tQpSRWeOt67+EbIxSurznyC6a4CcrSgsTDH7zdVVfcVdYnj+dSwriZFIEhTLSOXhBjbXJqheYDOVO81CcQhdt5a7Mny8wMFfTisH0uPYyJ+u6fCouEucmXqO6GA/+uFBeOvmwTZNE/v1h0mI9C0pUIrb8EvEzSlUmtDJ0Mwu7QE0qTGjxjZc4cpAUZiqsPeZblDw/rfHmDi1hFou03zx2Rj/wz9dzxmxLEEsKvjX/y63qezFRzbYWpbAukuTq8JSaFYstHCV27dz7cpisOEhpAqoeFlGCyc+0LafxVd+zNJrP1lJ8ebffYvCybdRy29L9s1XyR1/A7UsslEZvow9MhxKr1zLGSu1smq9hmh3H81PPkPx7Clyb726mkIWYV9vz2/8QzJHHq0r2GqaQSzRWpfNmudV7qrd292CUnJT/rmmFSr9rBzH81ae1Rpo2krfc/HCKeyJEfRYHC+fxa8U12+/Sfi+zcjQC8QTrSSStWkYC02nveswkVgjmYaBmhnZAK5b5OL5b9XUs7vmnLqBXyniZhfQdIP07oM17xv2iCo8WWWkcAI7XmJf86dqWlV/9dfi/MkfFPnbv5HkD3+vyMeeiJLNbr3jj1IBJWceZoEfTqGnEmTfOIE3OQdI0LWVGrYvPbT2CFpfC+U3J9YrS2haaP8pKiivtFIXFZoGmh5O9KSiInMooViRgTJ0HGGDXsG4RTYqQYp9+kMkWB9or2XKQtdbFV4HFTzlEeAjCdDQ0DAwMYmSQKAhlv8bIdYcUyCIiCh7tCM40mZJrXe/MiIag4+28cr/eR6lFA/92nbmhwtU8+EYdmXY56++s3aiLCUsZSWvv+Vw8ZK3ohZWDz6SwVaIkNpdz6C+EWIJjXSjTiwR1muVVCTSOgO7o7z3yupgsWiPMVMOZ5tpqw1Dsz44i70gWMsKlnK1Dgggg7VkFqVCssltxgsjncFsaKQ6MbZa3712CN9D+V6ovVwHNM2oi1AEoR7xRm1e9wLUJtydTDO2pgfV7GjDGuzDPnUOWQ7fKS0WJXboAN70LO7IOC0feyrseRYCzbTInnwTe7x+De+boVJZZHT4J+zc80WsSOq22wshMIwYLa376vrGfL/KlfPfoWrXPxkN7DLJwT2Y6Qb0WAJnsdbMkeJC9pWVlKNCMlO5iO3naIr23nbvSEQwMhzge4rzZzwGd5j09BpcPPsBOXspwA9QUoaTMimJHtiB0dxIUChiNDfiXBgm9fTH0JJxFGCfOI8srQaT6L7toAniR/ZTPXMZLR5mlsyudtAE1XNDVM8P0fxbv4w7NI6sOtinLpL69NGwBGcYeDMbG7YYGAxoe8NAe8O7EKgAF5uiyrGoZsipBWzKtyQ5XSNXpUQjzaKDDE1EiYfM5eXjCwS6MNinPcTx4EVc1o8PgS8JvPCZ++7a1fTxd12Ov3v3hTbuqWCraeGEbKuh64KGzJ2fyIoI0k0Gew7FiCU0irmAWELDioYPXRM6caOR9vgOKl4OgaA51se8PXJP121rQVAu4ZdLpA4cAiUJKhUQAj0WI75jN0a6gdyx1+o6ptB0ostWh7XCtBI0t+y59/yBBaTTtx+sb4SmGWtWgnpTI1ZvD/b7q+pYSkr0htAn2R0ZZ+HNn4R6xYZBvH9HOFm6m1CS7OIVZqbeo7v3KLpxe5nFeieyQeAxOfYmiwu3F5LYCG52gWJwFiOZpjo7Eb6PNWLeXj8xybuz5Gso9YyN+CSSgvlZyS/9eoKuHoPjr/8MJ39S4g5PYPV2EtnRS+6vfkywlKf81vvojSnKr65Pjys/wGhM489nMfu60CwTb2qWynvncEenaPo7X8C5PIrQNIovHUPZDlZ/FyoIyH37JWKHdqNnNmZ/N4p2GkXbSq8uhKniqqowryaZkiMUqZ3Mp5BUKFJRRWbVGDEStIte2rU+UjSsrHIFgihx+rXdXJan1t4iX5Ebr7D3mR5AUZyt4LurC5CGjEZbq8bYuM8NkuTs2G4gA7g64tfNErmngu3Hjkb43DO11+s2CyEEu3be+Z+eXwrIL9nkF30K2YBqRRKJCfp3hX+DQBAxEhiaRdoKV2zVoIT7IQ+0AM7MFLk3XyF98AgtT38+XC0rhdA0pOOQO/56nfXasN5n1eFrCpBp6CfT0F/XPvcyhGasTYtpApS8ITuxPBNfJkJF2zoRugFCYKYb8IsbCW3cGXzfZnryOIlUB03NO+tKDd8OSkmWFi4wNXEMWa8wyTIirR0oKSmPXASh0fzwEywe27wphUDQmdjDVPnGlpm1+M43KpSKim9+vcxTn40xOuxx/sw9MPGTCuX517XKqHXa5iubFksYe7fhjk4R3bsdYeooIcLcqZIrveTK9VD2cvRZcRtQN+UT6Bg0itY1bT0KRUWVuCrPMacmamrVuRVsyoyoC+TkAgNiLy1a5+r3IwStdDHOZaqsTr4CT3L6u2M09oUqUZoukP5qsD3ygMVXvxjnP/zHPGMTa/+2z3w6xo7tBv/if8rWXbe9p4LtwQMm//C/uX2a6l5DNK5RLoYPxbEVV5YVpALls2SPI9CWhSwUUgU3Vab5MEE6VQqn3iGoVIgP7qB08Uxo1+d5BJVy2Jtap9mCEFpdJuI/j9C0tUIZsmJjZNKY7a24I6EPs55JY3W2UzkZtvvosfiKXWJ1dqpuQYvotm34+TxBqUR83z6CYhHpOLgTa1ub7MoiY8MvkUi0EYk23HEZ5hrKxRkmxt7AqW5+kqBHYqs1ViGwMk13dE0Cjf7UwdsG22tyjbmsZHS4SCKp4bo/Qz9bXSOyvQ9ZqWC/v0D8yAGKL75JkC+SOHowTAGfvoSqrK6+g3wRLRElKJSQpTIK8CZmiR/aQ+z+XVTfv7hOoMabnCP+0H1kPvs4wjTwc+t5AhFipGhcM3n0lceEHGJWjd/VcTCnFriqzhERUdIifPYCgUmEBtHKjAoVyOJNFpoeXk81H6aK9z/bS37KximG41VPl05jo7ZhI8VSNuDRh3/uzePvXWzfH8VzJOVC+HTWlECROEGZnY0fY8EexQ4KuEFlncXV3UA00kA63YsmdGbmam992CyU5xGUCvi5HJWhS5s2HbgG04zXJWbx84hQsWl1cPKmZ/GXcjT/3V/Bm5hG+QFWbxfu9CzO8AgAzuIcLY/9Ano0RvHKWeyJ+lR99FQK6fso18VobKR65QrxffvQk0nsCxfWPNd8bpSR4RfZtfcrNapL3RxKKXzPZnrqnWU5xs2/P14hS8PBoyQH92DEU5Su3jwdbWpR4kaGkpclUC5NkZ51SmC6MDC0+jgHngeHHrSwK4pjr3+wfraF776MrDoQSKoXwrS42dGM1RMSl7zJObJ/8UOU56+za5Rlm/y3XkQ67jLBSqFcD39mAYRAVR3STz9M4Xsvr+yjHJfCcy+HK1wpN1SLM7GIiVWNYaUUFUpMqeEtWXAUyDIjx0lqDStpax2dJKvM4qf/x/txyt6aoap9V4Yzz41z7a5EIoJKRa6ogl2PfEGRTmubahe9Z0e2bE6umAtvBaIRQSq1dnqimzFk4NWtsWuXJZ19FpWSRErwPYVdXp0WDaQPM146Q8pqwdAilFjYmmAbbaBQGL9py0li516MRJrC2fdoOPwolauXaTz6SdzFOYRpUrpwBmdmta9OT6RoevQJhGGglEKLRFl48Xs0P/4UQjewJ0bwS0WiXX20PfMVVOCRPfbKTfSCb496NHN/biFYo5IjKza57/2I+NgE0V3bQdMpvvoWlfdOIcvhc2566BPM/fR7BJUyqT0HiXb0UBkbqvmU7vQ06UcfxS8UwPOwursxMhmC0kZ9woqZyXfJZPro6H5w0+lktey6tbhwnumb2ObVA2dhhvlXf4CZbiSwy/jlm/c4Z6x2djQc5fzSy+TdOY60fQlP3hAchVgV5b8BiYRg3/3mhnPL+w6ZW5dG1jRExAz1nz0fFQRoEQuEQDouBBIRjSA0EQY/TSA0ERKe/CAkRd2wXBOWsSxHuswKtqvh9qaB8n2UG8qVFl87hSyFGTthGiEjWYRBV3k+ImKixaNI11thO+vCwGS1vq9QLKgpfLbm/igkBZXFpkRiOcBqaGEae/lZDb8xx7nnJ5DXxZaDX+nHd1eDf7miaGrSSSY15uZX75cQ0NujUyr+nPXZ/upvLnBqi6yXdF3wlS/G+N3fvi7VJAS9+5+mtDROJT+N55TxnHJNYvqaBo9/PsPjn8sglWLkgsNzf7rKqPSkgwAsLRayfe9wBXgz+IFDW8t+AukxOb3eOFsIsTyDX/5fAUa6gYWXvo9f3EBbWIBfLqJ8Hy+7SGrv/SS276Y6NUHx3EkaHnwMzbTwSznmX/gO8e17iA/spPD+O5u6/lqMyz+KUFWH8tsnKL99YuPf+37YCmFFQvZ5nUIi3twci889t6aH2r548RaZCsXwleeJJVqXW3s2N0EqFaa4euVHm67T3gjpOjgLt0+hL1THWJqZWF5dCRxZ4bXJP12zrjY0g0c6/taG+/cOGPyrf9fAlUvrr7uzR2fo8hYwkQVEd/cRu28HANWLo7jjs6SeOIzekKJ67iqV9y7Q8pvP4meLeJPz+Et5zO5WMs88gpaIU37zfaoXx677I3WSHz+INdCF8nzcq1OUj5+j9R9/FfvMMMr1qJy4iNXXQcMXH2f+D/4afy5LZHc/0Z29RPcNUnzpHdyxWZKP3Y/QddyxGUpvnQF/uWXnBmJUUW2tcp6LjYvDynpaCDS1moE5/dzYun3O/WAc9zpRi8tXPBozGr/0pTjfeq5CsSjRdMFAn85XvhDnjWPOmuxlrbhng+30dMAmncJuC01TZJduGJCUYvT975No6CLdthNdt6iWFihlx3HKG7ci6AZ0DUQIfHjhGzkunbLxN0g9LNqjNEQ6sbQotp/fMiaykpJSZRbDiN3090LXEbqOZoSPXvk+funmfZlhS4GH9NyQAGVaBJXQ/xcROq0oz1t2E/Lrsk67EfVY6n2UoGfSWAO9GJkMpePvLrNHGwiKJVS1Snn0Cskd+1HSXxYh2cSAdn2ArmEy6LkVRq78mF37vkK8DsWva3CcAkOXvn9HddrNQ12XxlRMFM+uS2v6UlF0N3Ywyuckf/yfS3z7L9dnkJ5+NkrlDjxPbwZhmVj9HVTeu4BzJbRb1FJxqhdGMZozmF0t8L5BULJxhifxJuYRUYsgXyL37VeJDHYR2dG7NtgCBBLnwgiV00M0fuUJKqcuI0yD0ivvISvhat/OFokfWjZ2UIrqmSHwPJTnUzlxieQj+0EqqlfHie4ZQLxzHuUHGwhKKDy1ten1AD/sm75u/ncr6UYAt7L22Z8+5/GNv67wD/5ekk8/EWVyKsCyBLt3GCwsSf7fr5XWtSrXgnsy2HqeolDcuhSylFAsrz9+sqmXeLodzylRdSuhhNngI4yf+cGGx2nuMPnYMymWZn26By0SaY23f7I+fWX7edKRdhSSiJ5AF8aWJFLCBYbiZrUvd2mR5O4DpNQh9FRmUyUye2yY9IEHMJIplOvgV0pEO7rJHHoEPRanPHRrQsmt8FGv124ELZUk+fhRrK4Oort3Ujl7AVWtEr9/P+7EJNWLVzBTDSjfw1mYxlmcW9f3vDVQVO0lqnZ2U8HW88oUCxO33/ADwHBhfRZIIRnKb6zEtTAf8MqLG68ETp/0CLaw/LUCXSO6qw+jpSFM4xoGSEn+B28S3dVHdP8gwVKBoFAOs2m+f/O+yuUs10oq2fNXAu1GMLtasPo7Kb15OmQ8I0ATyEqV8punUW64spdIfOVhidVUsmBrezvD469GWqWRsoBTAAAgAElEQVQUHvVlSG1b8adfLzE04vHwkQjtrTqFguT4Ow4vv1bl7CYtFO/J0S2flwTB1r6w1arC8xSmee3BCGKpNoqLo3hOCd8JzdbN6M2t3mJxDcdWvPxcnlRG55f/UcuGwbY/fZiZyqVlpRrw1dakx6UMiFiZm8odetlFsm+9gpIBleHL+KU88y9856YrmaBSoXj2ZNh64nksFnJ4uSz5E8dB10Kh/MDHmZkK328p8QqbTxNpd7Aq/nmF2d6KnkqR/9FLmN2hML7yfDANjOawDFKZGCLW0Utqz0FihRyFC6e2pP3negih0dSym3RD36b2j8db6eo9ysToq3f5yu4eSt7ihj/3XFYyY5GowHXUNd96sktyS4Ktcj3csVniD+0lfmQPztBkSJYb7CRYKiI00BNR0s8cBU0QZIv4nn/bLIUwDaL7thHZ0UP18gTK8dZMwoVlkjh6gMj2blKffIDK+1eI7RvE7GhBS8ZxroxRvTxGsqOJ2P7tuOMzOFenQIbMY5cq1krdVoSBdwuHdh0D/ToFNkmATf2ZxEJB8YMfVXnldYdYVBAEUK7Iup1+rsc9FWwDCa6rmJ0PNiWHVQ98X2Hb1wdbxcLYu8um6opk8wB2YYb50ZvXH01LcPjxJI2t4W088HCC//pftjN+xeHH31wNOgpJtjqxRppsK2CZSRLxdpZylzfeQEncxbXyZTf+ew1kQFBareVKN5zterm1g5B07k6+f6tq2R9maLFYaO83Pbfc18iKTOO1PltnfgYvnyWaXSBz8CjR7CKlLQ62yVQngzuexqhB4GIjaJpB38AnKRUmyWXvXO0q3rudhv0Pcq0nIygXmf3pd2vadyB1mDn7KhW/fqekf/6v0nzzz8tcvuBjGPDsl2PMzwa89tJdTpcqqF4YxRmeDKP6smpU9eLoyvugXJ/st14Otw8CVBD+Xnk+ztVp3PH137qsulTeu0Dl/SvhJM4PmPu9b6ye1vUov3WGyrvnUYFE+QHu1WnQxPKKOYBAkvvWT8OfBcEKQcqlSlkVVvSQBYK0aGJWjd/de3MdYiJOlNjyLVME+BTk5uVxy2VFeYMs6GZwTwXbP/yTEn/29TKBZEvqHtfD8yCbl1gRQSzdRbJpbQBs7NyDa+cJvJsHkolhhz/+31cJGT99LgywleL6YLqn6UmqfgEFzJQvYvt3fzB0vCL54hix6J31GP6sIGV96RmlFL5v4/v3plzjZuBU82vkM6VtI0wLo7UZNIEWjaDFoqGf7anQxi695yCJwd34lRJLb/8UZ25zXsK1wrIS7N7/VQyzRg/SDXDNIWhw52c4f/rrm5JovBHl8StUZyZCnsEtjBtuuBJ6U/exUB3d1DmbmjVy2fB797ww3iQSW5QqlRJVXbu0WhGZuNm/r03QpES563kq0naQtrNmv3XHcD2Uu/ptqg0KlspZv+RzqVJQS7SqLoTQEQiaRBsG5pYwkjV0UjQRWQ62qFD0Is/GGYoPGvdUsHU9Nuxt2grMzQf8yZ+VaWzQkImnyLTn1nyg0WTLbdsaqhXF8Lnbz2DHi6fXNHbfyqD5TmDbi9j2vfFibQb1BlspPabG32J85O6lIjPxLjTNJFva3OB7p1BIAn914PKmZwnyBdJPfxItHifzzKfQYlG8mTmckZDsEjhVZl/8DtLZ+lqtYUQZ3PFMzaYEt4IQgmSqk57+jzNy5QV8f/PXLzSNaEcfVkMLKEVQrbD0Xi1yoWrZAWdzyC5Kdu01sSsu0aigoVFjYf4D0kW+UwSSyrubk8esBQrFkpqjjRxpmhBCEFNJOsUAE2rormf40jTRrvWsvJeSgHF5+Z4REbqngu0Hidk5yX/63ZCFG294Ezs/i1LXeRo29eHfJeu2onuLVO3fYAX16hsLoYU67HcwSN+IvuYHiZgZ3sr9wV075p1AlisUX36dyM5teFOzoVrP3AL2hcvIYsgPKA9v3YB5PYQI3XxaO+6/a/3Qum7S2n6AUmGK2ZmTdfe4X4P0fbz8En65GK7Y3NrTuJPls3TEdzJvG7iyulLnlEic4NaexM9/1+ZzX47z4NEIliUolyRXLt4Dco33CIpkmZajxLUUprAwhEmPtg1blllSMzf1nK0XaRoZ0PaQEKscm1k1zpy6N0h4cI8G20hPM5HuZgrHLt1yOy1mIT0f/Dt7YJXcFADRZCuNXfsQQqO4MIK818TtbwPDiBEELqYRw/XqMy6/F1C/VZ5A/wgwmGWlgn3qDPap22+7lWhs2k5Xz1F0PcKa3oo7RCSSoqf/McqlmU0zlN2luVV5UCGItnXXvG97fAdps4222LY15MWqX+T9xedvue/Jd1xKRUlnt4HnKUaGfKYn742V1L0AhWJajWCpCAPsRRMaCZFhl3aQKZlmWo3isPnJskWUNtFDlzZAWjStZBDn5RTD8uxdC+Z3A/fkSGWk40R6m+EWHtjC1Eke2oZ9ZRpv/i7UP4VG567HWRgLZ9eNnXtxKllce2ubsO8mmhp3YOhRDN1ibPL1Nb+LRZvZ3vcpLDOJ45UYn3qDQmmSiJVhW9+TRKwM5cos49PHcL0S+3Z8hdHJ1yjb8/S0P4Tt5nG9Ih0th7g4/J3wfA07SMRamZx9p+4U8EZw3RJSBjWzkoXQ0PVIuMK9QwWiDxsiOwYRhkH1wk3IcHcZsVgzXb2PEk+0bIHKlyCRbGdg+1Oce//rBPVYJgqBHkuiAo9gmagnNA2rsbnmQ1zJHdtw6hDUYJEoJVw673Pp/IckdfwzgI/HiLyAJ1x2aPehC4O4SDGo7aOLbeTUAlk1R3FZ/Sm4RdpXW7bYS4oGGkUbDaKFKHEMTAQCpRRzapIheXpTLOStxD0ZbAHiu3ro/sfPIh2Pxe+/Q/L+AaLbOhACFr77DtH+Vpp+4QG8hQKFty7edhVcC6TvUc6GTLlkcz9C0xGavtbvdQPsezDO1FWH3OLNthNoQkcpudxgvTV16UJxEt+3Nwx8XW2HyZcmmZk7gaYZBIGHQLBn+xcYm3yNSnWRjtZDtLfsY2L6OGOTr7O9/ylmF05jRVLMLp7BcUvs6HuaRLyNir1AU2Yb+eLE3VMAkj6eWyZyi3ar6yGEQDci6Lq1aZKUJlYt7aTyN2iAD59duI3gmpnEaslBoGtmuO8NAV8TOght+f7U8cyv9T3eAkZrc2g+cOFyyMBdEaUQ9Z2rBui6RVvXAzS17KpZnvGaHKMQWm2G80KjqWUXvQOfYGToBWr9G4Rhkty2F+U5pHbfH8o0CoHVUDtJMO/WZ9zws4TQBZqpE1RDRx/N0JDeDRKMyzKN1zvZIEDTtbU/qwMaOoe1T9a8vVqxgpdIghUj+BI5MrQgEBjCRFcGcZGkU/Qtj4wSHw9PuUh8ZHjp6BgYwsQksqxoes00fq0veZXQus+hiob2NyvbWuDnykz9wfOkH95JwxP3IStVZr/2Eno6TvNnjzD3jdcxMgmK717Bna6fsr8eCs0w6d3/TNhfG8tgmFECr8r05VsTcNp7TIpZ/6bBtjnWT1t8G7nqFLZfpBoUqPo3V23aLDShoVRAKtlFvrBWKWZu4QyDvU9iGTGW8lcplCYxzSSpZBcDvU+s1KmW8lcQQqNQniKbH6Gv6zEuj/wQxw1bgCZn3qaj5SAz86cQCMr2PHdrcFdK4jqFmoMthIQd3YhuKtg2JHrZ1v44iUgzbmAzmz+PJtZ+Ek3JfrqbHiARa8XQIgTSY7E4xNj8MapegZjVwOHtv874wtuMzR/n2r0wtAg7Op8kaqW5MPE8Va/27EvswF60ZOKW20R3bsMdC1OuqV33UbwQ5pit5jZU4K9rz9o8BI3NO+jte6zmjINSCtteYmH2DK3t9xGNNdYccPsGP0GxMM7i/AVqea+U55I/cxyrqZXq3CRuNhTPbzx4tKZrvQZLi2PqUQThN+RKG0/eeyz3joe72fXVfbz+b14i0Z6g6+N9nP/a+6sbCGg91EGqN8PQt1dr+VY6QseDXUy/NYFXrj8LJRA0iLuf1Vg1fL/2bukYmGts+epBTCQ4oD+CrcosqVkW1BRzavL2O34AuGeDrTuXQymFDCRazMLPlVFSIasuWtQEtc6o486gFNmps8TS7QgEpaUxXDuPrEEEM/AVhx9P0tnvIaUit+hz5fTqh9qZ2M1Y4SQN0U5AECiXKnc/2Oq6RTzWQizaRL4wzvWDle1kOXP5L2lMD9DZdgjTiLGUG8LzKly6+n3KlblwJYZAKp+IlSYebaJYmiIebSKvWQTSZSF3hebGXTQ37sD1yzju3WthUjKgWs2RyvTUvI9pxTHNOE61vnR/xEyxr+dzeIHN0OwrBNKjJb2TVKwdx1tNP5l6DNvLs1C8jBdUScc66Wy8H9vNMrF4AtcvsVgcojHRz2zuHI4XPlfLSNCY7Gc6e2blZ7Ui8+xTBIVQk3pjCIzmRrypGayWdlK7DuAVsqAg1t2PMzd914JtItnO4I5nMMyNJUA3gu9XmZ44zuT4m3humYEdT9Wsey2Ezradn8GpFigVax8kvdwSRipDpLULIQT2dO2130ykg77k/USNFAKBRFLxcowWTlDeRO/tVsMtOHQ82EVxPPz2Ep1JYq0JNF2QvbT63GOtCay0RWEkR6ItQWWuTOCF41nj7hbMmEHgS3KXFgncn686c0wk6BbbaFAtzAV/E2xvg9VA4U5nEbpG5rG9aFGT4juXQ5cLAemHd1I6OUJ1tD7Gb3ubxt/+pQSZjOCPvlZmfEISz3ThuxWUUkQSTRQWruI7t8/7Twy7GKYgmdFQCtzq2tSFF9ikI20kzRZskafgztZ1rbXC9cq0NO5CqvVpy+bGXcRjLYDC96vhf4IqE9PH6Ol4GNctAYLF3CXK9gL93Y9TLE+zmLtMV/sRGjODLOYuEwRVlvLDtLccYGL6GEFw99SwpPSplOt7jpaVqttwHqA1vYuImeLy9E+YL4QliGxplKZdf3/NdrP5C8zmVyUo85UpEtEWUtEONKETSI/5/EV2dj5FKtaxHFgFjcl+hNDIl8frbnFQfsDS17+FrNzMGUqQePgwmmVhxBJoVpRIawcokFUbL3/nPasAppng/2fvTaPkSu/zvt9d69Ze1fu+oLGvsxGzz5AckjNcRqRkkRJtWZItybLsL9FxYicnHxw5jp04iqMjKYkU2UdyJJGRKFGkSFGc4XD2HZgBBnujAXSj9659r7rrmw+3Ud2NbnRXYyNo58HBAbqr7lK33vf9v//teXbseo5QuKvlYzzPJZ+dYGnhBJ5rMT/7HuFoD92997fo3UoEQx0MjT7N5Yt/0zJ3cqCzl2D/CHq8HadeQQIaS62RJ4zFjlJ1CswWzuIKG0026A3vZTT+EGeyP2jpHHcTqRMLdN3fQy1V8T3Wj/XjWi6yIhEdilOeKRLqDNH36ADVhQqlq0WCnWG6HuihPFPCtBpoIQ09phMbTuDZLvnxH9+WwR8X3JPGtnE1jZUt+31gF2aRJAlJlVEi/u7anMsibJfiO+MokSBOcfuJ8O4uhX/0SxF6umReeKnBzJxAD8ZZvPQWQnj07HwcWWmNGD89b7P3/iC2JXj9O0X6d6xl1ZkpnyJu9FC1cxTNRerOBgo7twFGIIbjmhtyDJcqs81QsOPUqTX8BXkhfYJwpRNFCSCER90s4HkOS5lTVKqLuJ7N/OJxPwcj/KxKw8zjeTbl6vxtvX/Pc6hWfT3NVqtdNT2CbkS3fa1osBtPuBRrK7tey6lSNwuoygrdpaoE6IjtJB4aIKCGUZQAUaOTfHV6OWckqDQy1K08yfAwhco0rrDpbTtEtZGhVN9+PrDwre/hFkvr5NBWw0mlkTSV+twU0odvUZ+bAkC4ziYecevwQ7pPk2zf2fIxQgga9TzTV17BMv2x5romU5dfIhzpJhprrUJYlhXaOnZTrSwwM/VmS8V3aiiCUymhBAzKE2dI7H+gxbuWCGttjBfepGqvbFJcYbOv7RMtnuPuwjFdMmdSdD3QS7AtSHWhzOJbczg1m8d+4+NMfLNK3+ODXPnORdKnlxCOR34iS2Knn8eWdYXYSBxZkzHaDEKd4f/f2N4F3JPG1q02cKt+GNYtruzu7czacJydLmGnb85wqQpEQhKyvLKoq3qQgX3PIIRHMNaNomo4Zo3Fy29veq5HPhUlu+jw4McjHHulzOFHw1w5txJGHoweIaCGfboyvYvJ4rEb8q7eChqNEkIIouHeda/VGznqjfUej+c5lKvrGYeK5RWvoG6uhNJkWScZ30GhdBXTut2hcIHZKGJbNTR985zlyv2ohMJdKEoA1229t1JeFj6/vuLUFU5zUuhqhN19nyIe6mexcNb3UoVHf/v9a44x7TK5yiR9bUeYz51AljUiRieXFl69oSbqZjAvby3+3rg0SXh0N2okhqSot40y8xq6eu6jq/c+n/mnxXyNEB5XLr1ApbJ2g9Go55iceIF9h7+Kphm0spFSlAC9/UcpFefIZ7cufhSei1evAhLRsf2osVYLpARFc5GgEl1jbENqgqLZ2kZp116Vnl6FN1810XVwHJ+18E5i6YMFPvbPH6eeqSHLMoquIKsyZsnEc1wW3p4h2BEi0huhOFlYyY1K0La7HSMR5Mr3LjL86bGW9rUCjxkxcUd5je8ErNusMqR2tOMUisjBAMaeXTTGLzX73bc89rbeyY8RVFUiGFytw+SRnT3le4US1EqLuI7VWpO9BJlFG0WBUES5Rs+6Ch6ThWPNHr47JbEnywr1Rv62VQdfj7b4DsaGP02pMruuteh2wbaq1GpZ4i0aW0mSiEb70PQQbr31iVW3Sn7IUktQcf2wvoRMUI838/SJ8ADJyDDjcy+QLo4jEAS0KD3Jg9edTVCoztKbPEw81E8s1I/jmqRLd7AtR5LQ4km8Rp3I6G7fs71GxmCZCPfmx0A01k//0KPoenRbhnZu5h0yS2fYaEUuFKaYvfomwzs+0ZK6kyRJBIwEw6OfoF7LbEnnWL3qP+v64gzhoZ2Uxk9t+v7VKNsZ9rd9gpw5h+01CKoxkoE+5isX2BV/tPm+qfJJbG9tT+inP2/ws78QwTAkjr2b4UtfCTFz1eGtV++MlJxnubimi1OzWTo+j6zLVJcq7P3qQWRd5cwfniTUFqIyUyN7fpGRz+1k4pvn2fMzB4gNJ0AI5t+ZJdwbZveXD+BZDsL2x/5m6Q4Pj3FvYz3lm4Ek+1KfyLIfiRECSdX8zg/PI7r7EJUrF/xxfG0MCsBz/Sp8z/MlPRW1yYcdGhjBqVUx0wvLbIDL41CSkDV9OTInIRwLLZ4EJOxSHklRkWQZz7bxC2V1X65ygwhR6IHDVN//kPhzz2Cn0oQfPEL51dbWwv9ija0RkFaJEPiQJJlApB1VDSAQLF56C7uxtfc2N2lx/xMRYkmVj38xztlja3NtqmzQH92Pu9wuMlc+Q825/f27kUgPihxAkiQq1dvQziDLaMl2hOvgFAvkilfInfr9dW+TFHX7i7uibLj9t6wy1fICsfhgywt9JNpHIBCnUW+9mCVbvsRgx4MMtN/PdOZ9hPBIhAfRlBCm53/nfouPh6LoaGoYWVJIRoaIGJ2U6mujAZVGmmJtns74HuKhfjKlCUz7zqQLAIL796AMdBGNtxMcGKXz6c8215biqfepz98c3aSuR+gbfIRorH8bhlZQyE8yfeUVbuT6eK5FavEk0fgA7R17WmohkiSJRNsoA8NPMDnx/RvWB0jqqnSPEFSnLxHfc4RCsbXoUVhrI28uICGjyyFczyFTn0ZX1lbEyhvc88efCfKv/kWBf/NbSRp1gW0JItE7JyO39IE/7nQ5xMQ3L6BIKhIymbezKJKG6daxFmzUy3EcS+Lc75/GFQ4nf/s4qhwABKoU4IN/+z6ecDHUCFGtk2Sgj5x599iWAl29GL2DyJqOXczjVMuEh3dhF/M0UrNE998HCJxaFTUWb/bQ2oUsRu8gXr1GfXGW0OAOJFmhkV4AyV+vFCNIfX4az/KjPVqineiew+C5yHqA3LHXCY/uwUwvogRDGD0DyJqOVcjhlAtEdx+iOjVBfXZy3bombIfA6BBevU799DmMvbtb/sz/RRpbWYJI5LqFRJJp6z9IdvYURrjd3+202FN47niNxWmLU+9UKeUdnOsktiy3RsXONkOWzoahxVuPz5TLC2hasCnld6uQFJXw7n1Ikkzh2NsIe/19S4pKcMdOahOtUwbKAYNAbz/1qcvrXnPsOpXKAq5rtawoo+lhEm1jlEozW/ZEX0OxNsdM5hhdiX2EjU5st4bwPIq1WQwtDkC5vkimfImh9o/RHtkBCFzPpmbm8a7rqRXCJVOaYG//s2hqkPlc657V9ZDD4aaiz0aQJFA72rAKacqvvUXswIOUzn5w09drXldW6eo5QmfXwZbHPkC9luHqlZex7RsVdF17X5b5mXcJhToJhtpbNuZ9A0epVZaYn13PciNpOolDR9dq+MoyoeFdFM4ca+n8Z7IvtvS+jdBoCLTlQutwRCKe2Iob+Wbm+frnlAz0UbXzqLKOWDag8UAXRXOJgrWAu5znbgsMULazOJ5FT2gXttcgIIdwhEXVKRBWEyiShu3dWVH36yFrAexigdrMFbqfeR4rm8bKpZA0HbdWxS5kKY2fQk92EhoY9Xu2FRU92U7+w3fQ2zoIdHQjBwwKH72LsC0iuw8R7BumdP5E09ACyKqGW6vgWQ2M7n6E49BYmkcJhhCOjV3MU5uZpPOpZymcfA8zs4Rbr26oQmZdnSYwNkLlrffwLBsnnWn5M99TxlZVWOdt3gkoCrS1rV/MbLOCWc0SjHahG9EtFxxFhUhsOffnCJZmLSJxhUOPhPnBN1Y811T9SpNGLKTFUWSNdREbIbY9DxV5bQGXroX8xvBtsimFkjrDD3Vw/gdrC56EbdGYmULv7mv+Lnb/x5A0HadcwpydJrhjJ9GD96GEwjRmfG8qODSKHAhQuXDWD3PuO4ikBzAXZnFKRaIH78foG0A2gjSmJ3Fra8Pq1coSZqOAGulu+TN09RxmfvY9bKt1msqp9LsUqjMEtCiecCnXFlEUvWlsTbvM1NJbRIM9aGoQxzWp1FPIsoqqBHDF2sKdSiPln6e+SLF+88Vj8ec+idq1mSC7hNqWoPKWb3wqE2ear6jROMJ1cWvbp+uMJ0YYGH5yW20+tl1jfvZ9SoVpWhnAhdxlFuaOMbzjky1vpiRJYWjHJ6jXsuRzl657TUaLJqhkFtf8bjvcyLeCH/xtnS99JUTfgMK/+I04+ezm3MjbZzqT/ELN605ZspboD++nbGdpuBVkSaJq54lobRSslaiLImkokoYnuYTVJFUnT9UpoMk6Ma2LdP0KIS1xG8k3W4dwbPCcZR3sPHqyAzOzhGeZOOUi0V0HsCtlXKsBroscDGFlUkR37Ud4HnYhixqOrIjeOw5WLo0WS2Ll0ms3YNeUoASo4SjB/mEkWcYu5nGrFfAcf/MnSajhKJKqYhdyeMstUWpnO8GD+5av4xI8tB8ksBdb7564p4ztT34xxK/98vbbOLYLSYJk8jpDKjwWJt7EsWpUC/PUS0vYW7T99I8G+MqvdZBbtZMNGBLCgx8AmmzgeBamW20a24jevkbc+Bp8b3R71nbdoijLRIKduK5FrZZu+TyBsErfoeQ6Y7sR6lOXkYMhjP4hnGgUp1jAKRVpTE/iOQ6h0Z3+zjSfJXH0cYrH38EYGKZw7G2ccsnXZi3kkINBzPkZPHP9olgtL1CrpgiFu1r2fkLhTjq7DzE/807Ln9vzbHKVqXW/L6+qIG7YJRothoPDgXZUJcBM5vgaUYvtIrBzlPLLb+DVb1D0JEkY+3ajGCEkRUU2Qighf94YvUM4pRz1bRpbTY+wY8/nMIKJlo8RwiOXvUhq4WTLdJ2e57Aw+x6x+AAdXQdbbgcKBOKMjH2Kej23Jn/r2SbZ91/Bra+dq07lzur5XsPxd03Siy4fvm9hmoLLFx1Sizf+7m+mnkJVDa6fJaZXX2bnkkF4xPUeXGHjCY+I1k5bYABVNmi4FfrCe2g4VRpeBU84RLV2SnaahlulN7wXIVzy1p2VZbwejSU/ZC1cl+y7r+A2ajQWZ/FsC8+2KJ75AFkP4DZqfs+4EEiKgms2UENRhOvgNmqY2ZS/sRKC2rS/EZMUFW+VyruVz+BUSgjh0Vicxa3XqFw87fs3joVwHITrknv/dVyzTvniKTzLwrNXnrpXq2NdncHYuwu3UMLOZFA72lFCrZNv3FPGtqtD5v4jrTW/3wlYNT/nV0wtF7ZssQutVzze/F6Jk++sTPRYQuHBp/2Fr90YIteY5VDHs1RsP9wQUhNUrPW5JOGtp/vbCtfridpWFTncgyduHIIMRFR2PtlN9mqV4lyNj//Tvbz3J344t2dfnMEH2jn7t3PUcuuNoBQIkHjkKYTjIAcMzIU5nGrF7+3M51CiMYy+QdRYHLdRx62UcCplzPlZkg8/QfHE+zRmp3EqZbRaFae08YLoOA3y2QkSbWNoLWqmSpLM0MhTpBZO/Aj0bSVkWaEzvsdvmyqc3/qQTeDV6tTPXrixsQXkUJDoviNUIzG6P/2Tzd5aLZag8NH727t7SWbX3ueJRNZXsd8IQghq1QyzU29ibbMq3XEaXBr/LtH4EIYRo5VyWEmCaHyAwZGnuHLxeyv5WyFw61X0ti4QAiuf9ukaO3ows3emn/36+5qadJi87CAEhMISAUOifgM97u2Km0hIG+oGe8LhcunY8pohqDoFn5pQ+ESJFTu7TA/rUbJTK5t5sez5L/9ctJaW2/puvPZIstRkARXe7SlHXh15sEv5db9z69V1G6jm+1fl4l1n5XneqCJfOHbzfde8Xbu4vr6jeR8bnMer1jAnrxLYMUxjfAKnUMIrVwmMjWx4zY1wTxnbewYtGr30gk16Ye3ksU2Pd170F5/Fmt+yMFM+xWJ1HIB2Y3jDamTbaWzbGwqHO9f8rBizbTIAACAASURBVGsRsvlLRCOb9DNK+G0CioQkgx7yh0BiIMzoY91MvLKwYmgVBdkIIQcCyIaB0d2HW69TOXuSyN4DAAjbRtYNlEgUPA9zaZ7qpXHMpXmEZYHnUpk4j10uYvQNYqWW/GOCIeRQCK/R2LCfNJO+QN/go6hqsGXvNmDEGdn5aS6Pf++WPMvtQFNDDHc+TFBPEA/1c2XpTZztEOlvgPTv/RHC3nxRtuYWyC2msIs5imc/oHz+JABG3/CK+k0LkCSZ/qHHaO/ct62CKNdpMHv1jZtW6TEbRSbO/xX7Dv0sqmpsfQASkqTQ2X2QcmmOpfkP1hgILd4Gwmsa2/DgDsrjd14m6bf/QzsTF2z+8Pcq5HMezzwbpFr1+OH3Nx4DllVluzzZoXAHxfyVdS95q9rWVqsVAbirno1zfT521dy4PhWy9toQ6Y8x9MwOosMJqvMlZl+dojiZR7g/Zj1AtwMC3GKZ6NOP4ZQqKLEI5uT01sct4541tu8dMykU7wyJtCRBX6/Cwf235kVLMgQCaxeoUFRh7wNB3v7+ym4/11jpWS1ZqQ0HuG1VW6KGXI1YYoTVxPOWXSYc6tw8pOcndZFlCc1QQPbJzeM9QVIXizjmyj2okSiB7l7kYJDgwDCNuWmMoRGCoztxqhXceh2nVMAu5IgevI/qxAXqM1cJ7dhFoKeXxvwsdi5L7PADfphn8hKeZWFn0wjXJbxzH7XL437O5DpYZon00pnlUHKrKkAS3T33UchNkkmfa3nTdCuQkDG0OEJ4XF58jVRx/JZFsW9oaBXFz095HvbsSsjfTC+ghKO49Sp2MYeeaEeLt7XAJCWRWJbNk+XWCFyW75DU4ikW52+tKCufvcT8zLsMDLVGICNJEroeoX/gYWqVRUrFWa6NfeE66PE2jO4BZC2wYXriTiCXdalUBD//KxG+85c1tqorM83iNm2tRCw+xMLs9qIVtwPh3igP/PqjRPqi1NI14qNJuh/q58Rvv0vuXOtpqu1AXuZGVlCQkP0q5KasgS9o4FyfwL6LqJ0+h2fbaB3tWNNz2DOtU0Hes8b2v/uXBc6cuzMPVVHgS8+H+L9+q3VlkI3Q0aPx5OdiVMsrBioYlkm0q2uMbU94N9Ml3/OI6h3UnRJ1Z20I1bHrOE4DIcQ2Wl560APRJluPqhoUS9PEY0M3PMaxPOyGy8B9bdSLFooqI1zBzMksMyeyjD3exdkX5mgUbZxigfxbr6w5Pvvy99ed8/r3FDNriwZyr7+05mfPbJB7dbkCVJaRo2G8Sq1Z6HANC3PH6Ow+RDjS3eIz8UNuQ6Mfx7LKlAo31/6yHVhOhTPT37qj11DiMYw9O9F6uhBC4GSyNC5M4Ob9MdT55HNUpyawC37oMNg7BJJE7r1XN23JCoY6GBh6gmCobVsE88X8FFNXfnjLsoae5/h0jpEe2jr2tD7uY/0MDD/BxIXvNAvizPQCajBMsG8YSZIonv/wlu6tVXgufPPrVfYf1njuJ4K0dyi88+aNIxuWWcb1LGSl1aXX7yNX1SCOc/O6rzeD9gNdGMkgp37/OKkTC0T6Yxz8hw/Q9+gghUsrxUO3CoMQESlOiCiGFELHWGNwVxtaG5OGqFOnSlUUqVLG20SSb7uQAjpIMsI0161H4IuEKNEInm0hh4MobUmcTGv0qPessV1a8tgiknbTcBwoFG7d69E0Cc+DyQsru+hITEbT/O2tKgfoCA7TFdqJ57lIkkRE72CufGadXLIQLvValnh8CFr05BQlQHfv/cxMvQaA61rEY8Mom3gJruUx/UGWRH8dx/TIXC5TTjc4+VfT5KcrVDMmrrX1s5GjEfTBPpRYFPPyFF6tjnFgD16xhDW7gD48gBINY80tYs+uFF8Edo2itrfh1eo+JaEsocbj1M9e8I9JxPBMC/PSFFa9xPTUa+w7+JWWngf4nkAk2svI2Ke4cvFvqZRvL6Xk3YYcCRN56jH0ni7sTAbJEwT37UEfHKD00qu4uQLCcTCX5ggN78TMLFGfmyI8sntTpQ5VDdLb/zESbaPba/Op55m89GJzg3eraNQLzM28TTDU1jIHsyRJdHTup17LMnnJl+Nz61VKF0/75AWuc0ukHtvB4oKLbcNbr5rkcx4/9w8jqMqNn7vn2dSrabTEcEvnlyQJ3YiTbN9Feunm28luBkZ7kMpCmcypJayiSaGWZen4HIldHWhhDfMWjW2EBD3SIHG5gyC+kZUlpVlMuhEEAoTAxqJBjaookRbzpMXcLcnpqd2dRJ96GK27E2t+ifIrb+GWKoQfvo/GxUncZYOqtiWonTyDmy/4AYpt5LDvSWNrmoJq7c6FAIWASsXblhe5EZbmLL7/9RyN+soDVzWJmct+/sT1LEpmCitUo+GUEEDRXKRib7wTqpYX8HqOoNCasQXo7X+Ixblj2HaNWj2HZVW3DGNWsybV7NowW3rCXzzTl1srdlGiYeRQEHNymvDD9+PkCkiKijrQB7KMsXOU8hvv4VXX5qcDu3ZgTc2g9XUjKTLW9Bxyfy/IClp/L/bCEnI4jNbph2myqXPkMheXtVRb+65kWSGR3MHOvc8zcf7bVCv3pl5pMNhOZ88hpidf40axRa23GzUeo/jCD7GXMoBASSSIffxxAiPD1HIF3HqF+KGPIRu+IEH16iWUYHgTYyuRbB+jb+BjLavxALiuzezU65SKrRH8twZBPneFpYWTDI48haIEWvqeZUWjf+gxSsVZsulzy6fy1vRX3g38yX+sUi55eB6c/cjm3/1GkUZj8wW4VJol1qKxBdC0IJ3dB8hlLtxW4Y+toKgKdsVqauB6tkcj30A1FGS19TXqemjoDEg76ZWHMQgh0zolqITfnqNjoGMQlRK0i1762cFl9yxFWu97vQa1o42Of/AzKO1JRKWGpKlUdB1cl/CDR1DbkxS/sxyd8wSxTzyBncr46ZzFFI3xS5tf4Np1tn1ndwH5god7h9NtpgWWBYHWWv02hOv4/bUdvSoPPBWls0fF8wQLV21e/esiAkHNKXC19CFlK71MhHDjiVgsXEV4LkJWWx58RjDJ8I5nuHzRLwq61eKcliFJCNfFq9WRDQM5HMYtFLEXlnALRbyBXtxyxQ8jrD4McCtVNMfxqdpcD0lRkBQZJHCyeTRdb5I6uK7J5KUXCUe6CRjxbRnceGKEQw/8AybO/RX53KU7RmPZKiRJQVE0ItE+egeO0ta+G0mWl43txpCDBp7ZwE5l/NAW4OZyPj9rxK9SXXrlb9DCUZxqGUnTCI/spnT+xA0LpYKhNsZ2fwGlpcIkH0J4pJdOk146c9uLz4TnMDf9DrH4EG0du2lVhEJRAuzc8wXqtRS16vYX2WsIqnFGYw8S0dqanNkAdafMR5nvbXpscVWEzPP83nvDkKhWbjzP89lL9A8+to2Nvp9b7+w57OfJNwhv3hFIYCSDtO/vbGrgRgdiBBIG7fs7aeRW2jQbuRqVua036iGi7Jbvo13q8eXfb1EnVUJGk3TaRDcRJc6kd555cQV3G6HlyBNHkYwAi//mt9H6eoh/5qnma9bsAoGdo82fGxOXUTIr7XFurfXQ/j1lbNNZj1NnLKamnTtO5O04gnrdIxC4+R3aNTz+XIxS3qW9V+PMe1VCsbVhub7wfkraIgVzEdttYHuNDb3PSnkO0ywSUlsPp0mSSlfPYWrVFIsLH267teBWoPV0ofV0Uj97ASdbIHT/QYRt4+YLuMXyhouCWyghLBu3VEG4rh+Kbk+iDw/glasI20HUGwhzZQdfqy4xPfUaO3Y922Llqg+/PzPGgft+jsW548zPvk+9lt2WYMGtQUJVDVQtSCAQJ9mxi87O/YRW5aBd11pd47YOXq2BbATRerqxl1J+U35bAjWZoJFaNjCu02xbEK7TFJLfCKoWZNfeL22zn1ZQKS8wP/vettt8WoXj1JmceIFQuBMj2FoOWZIkjGCCHbs+y/jZb2LbN8c5vi/5NEiwWLu0tsL3BqxKkgSqCrbtb9blVWHjR54wKOQ9Xv/hjTe9pcJVbLuGvg3+b12PMDD4GGa9QCF/5Zbz5a3Artokd7fzsf/2yXWvPfDrj675eer7E5z6veObni9KkgPKUaJSa2NPLE+KzcLKzdclCBBkTD6I4qnMikstF1JpAz3UT5/HLRTRutd2eHiVKkpkpfVKuB5qIoaSTCIsC0mSWi6SuqeM7Te/VeM7f1PHE4I7XUxomoK5BRfHXed8bRv1qsfFj+qM7DHILNrsuW9tX9yF3KvEAl10BEdQJI2qnaNkpdYVSQnhV3mOjH1qW9fXA1GGRj+OrGgsLZzcFovSzUI4LublKaypGYTlD+rSC6/6K5EQONmNeYorb/sUes4q5pX66bV9qWZp7YLueQ7Z1DmisT66eu7bNCd9Pa5tSHoHjpJs20U6dYZC/gq1aopGvcBtlTGRZDTVQA9E0QMxDCNBJNpLND5EONKNvI2IxTXYiymcfIHYp57GzRdACJS2JG6hiDm5vQIwWdEYHHmaZPtYy8cIIXDsGgtNlqg7h0plgakrP2TX3p9oeVMlSTKJ5A56B44yN/3WTYRZJcJakhPp77asxBVPyoztUvngPYtnn/eLoq5R++07qPPyi5tHl1zXIps+T2//Q9u600isjx27n2Nm6nUy6Qt4dzikvPDuDNWF1nLz1cXN15wYbexXPrahoRUIXOFiUsPCxBEWLi4CDw+BhIS8/EdFR5N0AhhoUmCdIdYknRF5L57nMiMutdQZIGwHSdfZKKKidiRxyyubuNDh/ZiT02i9PTSmppH01teie8rYOi44d6l/a27e5V//LyXCYYmpqzdpbSWfZ/nCiTqFrMOZ96sMjgWYPL92skX1DiJaO5ZbwxU2EjID0YNM5N/m+sV+aeEEA8OPt0zmcA1+OPmTROMD5NIXyGUnsK1bVxeSJAVNC6JpYVQ9jOealEtzuMUSXq2OsK97dncoxGWaRWavvokeiJFs24ksby8iIUkywXA7gyNP0dVzmGplyf9bTdGoZWnU81h2tSWVJ0lSUNUAmh5G0yNoWhjDiBMw4stGNk4gmETXo9u+z+vhVSqUX38LY+cO1M4OJFXBOnWWxsQV3MJ2WJIkuroPLy/w2zH4gvTSaZYWT3I39NVSix8RifQyMPx4y4Vbqhakt/9BqpVFspnxbbZ8CWpOkYASatnYeq5o1mk8+qTBqQ8tKhX/muWyh7dF0YznuaSXTtPZfahlyspriMYGGNvzBeLJUXLpcYqFqdtC4iLLGpoWQtVDaGoIyypRnU9TnV+78ZVUCQmpmcdtBQZhxpRDRIive60uqmTFEiWRo04ZUzSwMHFxEHhN79Y3tQoaAQIYGFKIqJSkTeomSnzNWLlmcGtemYzYmhnLnJgk8uTDGAd2I2marxIUMgge2Y9xYA/ll1dUfYRpYs8tIA7uRdI15FDr1KabBLDuLlRDpnNHlHrJpjhfY/D+dqY/uLcFjXsGNcYOGLy13OajKNA7rLPnviA//ObKQjgQPUjZzGJ5VUyniofLYPQQM+XT608qyezc83kGhh6/qXsSQmBZZeq1LLVKinJpllo1je3UcG1zuQdXQpIVZFlFUTQUJdAMd6paCE0LoTcNSQhZ0VAUDVnWyWXGuTT+nZu6t9uBSLSPvQd+mnC095byPUL4rDl+y5XfduW6Fo5dx7ZreJ7jixpIvqGWJQVZ0VFVA0XRkWUVWdH956LoqGoARdG3VdkLvpfzxsv/srVNiiz7uztn+zmWWGKYnXue35aaD0CpOMPZk3+MeZuqj1uBEUyye9+XaOvY0/IxQngU8lNcPPuX1OvbWzd2xD9GpzFCpn6VhltpekOOZ5GqryeTWI1PPmvwzhtmkzHqqWcM6jWPY+9s7nXqgRi7932Jjq7927pXYNmL9rWfa7UM1fIi5dIsjXoO22ngOo3lsSv51b2yhqroKOp181wPoesRND2yPK615X5riYW5Y8xN+0YmsaudgaeGie9sQ4/4BXV21aI4WWDu9Sly52+cL5eQGJMPMiTtXkNT6+Kw5M0w512hShl7HSHl1lBQCRKmU+pnWN6DJq0t9iuJPMfdV3C3CCfLkRDJLz9PYOcIwrJREjGcTA4lEsa8cpXc176FV/VFNpS2BG6pjD7Yj9bdhTUzhz3XGtXlPePZJvtCjBztQDiCxfEiww913PPGNhCUaetaCSO4LtQqHj1Da79006nSHz3QLL6YKh5nrnJu45MKj/mZd+no3E/ASGzboFzLU+p6lFh8iK7eI37RFcKfpEI0HZtrlX0r/8r+v5K8HH6V/Xct34MQomVR9zuFSnmec2f+jINHfo5gqOOmDa7/+RT0QAQ9sFLoIYTXXMyuO2L5OLl5/N2A0p5E7+ulcWkSUa+DB5JhYOwZw1lKt0SErgei9A08TDTWt637duwGE+e/fVcNLfjtQDNTbxAKd7U8ByRJJp4YZmDkCS6Pf69lrmaATmMEVQ7QFR5bkwttOOUtje0bLzfWtCi++0ajpX2TZZZJLX5EPDGCqrXOkgbXxp6EEUwSMBIkkqN4roMQrr+JxPOHrwTNjOfqeS7Jy/+Xm3N99Tz3FbcMJFlixxf3sPfvHkGP6lTmy5iFBiAIdobpPNLD6Gd3cfEbZxn/+ukNqRyjJGmXeptrn0DgCZdpMcG0N451E0b2GlwcKhSpiQplL88B+eia0HKEOL3SELNivbrYaniVGrn/99sED+4hdOQAXrWGW6lSfuVt6h+daxpaADfnC8xYUzO4xRJq52aCIWtxzxhbx/ZITZS5/E6Kw58foHt39Ed9S1vCcyEYkensVamUPCQZ+kb0dZOtP3qIi/k3mrJXtlffVAavUc8ze/VNRnc9t6385GpcMya3Gsa8F1GrLHHqgz9k3+GfIRobuK2f0V98btvpbhladyfBA3swr84gmoWPAr3fZ/baytjKskpX9xE6uw9ty+v2PIfJyy/8iPqUBcXCFPMz7zK84xkUtbX2JFlW6O1/mFJhhqWFE7QatHtv6S+A5naqGbpsBe2dCtm02zS4VstpVEE+e4ls+hxdvfe3zJJ2Pa7VJMjy7V/KOw53s/OL+1h46ypn/+gkVslsPhkJUEMae756iLEv7qV0tcD8m+tz+kmpkzCxpgEUQpASc0x5528bE5SHS1YscsH7kP3yx1AlbfkeJfrkEebcyS1zt6LeoHbsI2rHV/Uyb7ZrWha71/t7MH/cWn/K6QZWzUVVZaaOZahk7q6+4s1gadZiadbmS7/kK//oAYlEm8K3/nBtH63l1vwkf3Ox23w19zyHdOos0fggnd0H78hE+nFHo5HjwplvsGPXcyTbd7bcn/njBklREY7r80wvQ7guwnFbKs6IJYYZHHlyW5u2aznF1OLpu1L1uvE9OCwtniQaH6S9c1/LGypZlhnb/Tnq1TSlUuv9wEE1RkiNo0gqtmdScwobcphfj3/238f4nd8sMT25/dC+bVeZn32PUKSbaGzgnhu/8R1tNPJ1zn/t9LJHuwIB2BWLC396isRYGx0Hu9cZW78PNomyyqs1qTPrXb7tlIsCQV6kSYs5eqThZltRQISJkaTI5lFSORpBTcaRNHVdf7qwbJxMDrWzfc3v1bakn+NtEffMKh5K6Iwe7aRWsBh7tJPLb7euE/ijgmUKXv9ukbPvV2nv0TAbHnNXLGxr7Y6o4ZbpCe/Gcn3XJF27QsPdvIXCbBSWC4KixBMj/1l6qLeKei3DpfHv0tt/lJ7+BwkEYvfcgnWrEKaFHA6hJOLNCm4lFEJtS2Jemdr0WCPYxo6dzxIw1hem3PB6QlAtLzA3/c5dqWrfDGajyOz0W4TCXYTCnS1/t5oeZsfuz3Lh7F/SaCF/G9e7GY09gCJreMJDlhRMt8pk8ThVZ+Oq+mvIZT0U+ebHXKk4w/Tkq+zY9VmCofZ7avwquoxTdxCbkR4IgV21UPT165NOgJC0KkIpoCIKN0U80QosGuTEEh2ir5m/VVCISkmK4sbjQO1oI/bcxzF2j/mG9rqvwElnyX392/7rqyHLOEutc0TfM8bWtTy0oEJHMoIakKluIPF2L0J4kFl0yCzeuIo1W7tKLNC97VBRuTTL5MQLjO56lkRyxz01EVej4/5e8ufTdBzpxczX8RyPRrZGdDhB7uwS4d4YWkTHKpsEO8LU01Wq8yt5QFlXSO7paOZ8zGIDPWZgJIMsvju9qcKI2Sgwc/U1KuU5+gcfJdE2ds8+p5uBnUojbJvEF57FujqDcD30wT4kTcOcvrHijqzojO78NNH44PauZ1WYn32Pcql1gvU7iWJ+ipmp19i170ste+c+ef8ggyNPMDnxwpbVuqOxByhbGRZrEzjCRpMDDEQOMBy7j3O5VzY99vKEwy//0ygfnbAwl5mjThwzmZ5q3dPNpM4hhMuO3Z8j3CJl5d1ALV0j0hel6/5epl+e3JCasONwD8nd7Vz+6/F1r6noGKxU6wo8ciK1rTD9dlGlQoMaGr6xlVEISZFNMwrhRx7A2L+L0guv+Xzj131OzzRx0llqJ06jRKNYC4uIhokUNFCTrfer3zPGtpqzOPWdGTpGo0Q7DVIt0gZegyTdPBuUZW2o8gaAmgjhlOrrB5okoSZDuBUTYW3eLtIf3U/ZyhJW49ieiSJrtEpwUipOM372L9mx61m6eo60dtBdRmJnO3okgFO30eMGpSs5nJpFdDhB9vQikiKhGCptg3EUXSXUE1ljbDvv66W2VKHz/j4yHy3Q9dAA+fNpjI4wkrR1Ds11TDKpc1RKc7R37Wdw+EmMYPJOf+xbgue5lIrTLM4d3zQ35BZLlF56nfCDhwmMDoMsYy+lqB07gZO6sYcwMPQ4HV0HtnlPDtnMeVJLp+6aROHWEKQWPyIaG6R/6JGWj5Jklc6uQ1RK8yzOH2/2wW7wTmJ6FxcLb1Nz/OIX060wXx3nYNszW16nVPDIZlza2uXmGmIEt7vZE2TT41hW1U+LtLXeB30nkT65QOnpEY78k6MMfWqM3Pk0jXwdBAQSBsk9HbTt7aAyX2bujfU934qkoLKSbxcIauLORkts4ffpXvNOZWQ0NjcM+lA/jTMXqbx5jBuxKWn9vYSOHMQzG4QffYjyq2/hmRb60AD2fGt0sPeMsQ2EVfoOJrBqDtW8Sf+hJFeP3dj1Nwx48jGDn/qJEA8+oNHepiBvr+uiiS//vQzHT2xc2dD/y5/CKVaZ+4Mfrvm9EtIZ/NXPUDx2idxLG7TwrIKETKY+iSdcPOFuyYhyPRr1HONnv0khN8nwjk+gB6Ksrh78UcNpOCy+O4MeDxDujWGVTQLJILHhBIk9HcRG2rBLDeyKhdKuUpoqNI9tO9hNYk8nnuPhmg5OzQYhiA7GUUPaNlpCBY1GgfmZd8llLtI/+AhdPUfQtPByBeaP9lldazVyXZNc5iILc8cpl2a3JmEQAieVpvjiq0jLFJbC8zZlYmnv2EvfwFFkWduWRm2tmmby0ku4zr0VVfI8h6nLPyCWGCQSba2iWpIkND1M/9CjVCqLlG/I5yywvAYhNUbdKTaLeMNqAsvbmorvpe/XeeXFui+wDnieYBtywmvuo1yc4cLpP2dg+HF6+h9CVYPNz/KjQCNb58P//W12fmkfI5/fTdeDfSsbQ0nCrlpM/+Ay4392hkamtu74tXUqPm6mxWc78NWBVhlMCRSxeUSxWRNxI48LkDQNeylF/aOzyJEQ8S98Bmt6flu8AveMsY33Buk7mEAzFM6/tMDB5/q5ejy7ofvf16vw3/xXMb765RB6c+Mk3VQVqRCCzdSuwrv7WPrG2+uPc1ysTAljYOvS77pTxhMeIS2BJulU7O3nLFzXZH72XYr5KwyMPEGybReaHt7WgnorEMLD85wNF+Kp71wAoJGpNSddPVXl1O++C0DhwqrPe11nd+7MErkzS2vON/nt8zfdAS6E18zlzk6/TU/fQ3R2H0TTw6hqAElqnfT8VuAbVxfXtXAdk2o1RTZ1nkzqDNbN5EJdF9ECh2kw1MHAyJPbbhtznAYTF75z29R8bjdsu8ql8e+y//BXCQRiLR0jSRLhSC8DQ49xefx7N6SanKucY2fiUaK1biyvRkiN0RUc42LhrQ3fvxqqKrF3v8auvSr1muDcGZvpSWezdXtTmGaRKxPfJ5sZZ3D4CSKxfr/X/S4VSQrh4TpWk/bVzDc4+4cnOPtHJwh1hgkkgyCBWWhQT1U3bPdpnmv5z2rnQt6GyMrNQFrmm7r+PjZD/cwFIk8cRe1sxy2WlnPUq44Rvsa0cByEELiFEvk//2sSz38Gr9H65uGeMbaNisPMiRxm1aEwVyM3XUVWJDxn7YMyAvCrvxTm7//d0JrCBCEErt/HjbxFwYLnCRaXPFJpl1TGJZe/8cyQAypubf0DFQKE7SLrWz/CK8X3AJgpfYQia9TswhZH3BjVaoqL575FNNZPe+deYvHhZeai6G2syBW4ro3jmDh2DduqYZpFatU0+VxrZe6bnPr2vm8TNOo5pi6/yOz0myTbxkgkRwlHfA1g3/hur79xM/jj7xopRhXLqtCoZSmXZinmp6jX89x5/hiJYKgdyyyTSZ3d1pHFwhTF/OY9pbcDkiyhGip23W4+DiPhh/kahc0XrnJpjqlLLy2LFQASxPqi1HJ1nPqNPX2/nzq6ibE9iytsOoN+v63t1pkovE26Prnl5/nsTwR58pMGk5cdQiGJo48bfP2PKpw/c/PVtkJ4FHKXKeanSLaN0da5h0i0n4ARW2Yl2z7t5wZXQQi/p9ZxGsvzvErDLFItL5DPThDui6IGVUpXiwjHo5aqUku1zkrn4eEKB7lJNiERkIw7Og1UNNRV5BlCCFw2T/M56SyyrtL5a3+f+plxvFLFjx4tw6vWqL53Anthqen9Csui8NffRw61zvR3zxjbas5EuIK2oTChZIDiYn2doQXYOabx81+NNA3t7JzD2+9ZTF11ME3BkcKZJQAAIABJREFUI0d1PvUJg2LR4z/+P1VsG4IG9PQoPHifzuiIiufB2++Z/J//d5lLVxzK5Rt/+1a6RHjfAIV3Lq7J28oBDWOog9pEa+wh4Fcl3w6dYyE8SsUZSsUZND1CJNLTJHAPGDH0QAxNC6GsYju65tH5pA0ewvND2q5r4joN37A6DRzLNxSWWcayKpiNEo1GDsss/8jaQG4Vjl0jvXSaTOoseiBGMNROMNjWJAXQltl0NC2EohjIsoIkK6u8YIHnecvevY3rWLiuuWqRqi0/sxKmWaRRL9Co524Ljd72IMhlxsll1her/KiQHEtQmikjyRKRnjACQbQ3wsKHSyiqTNehTiI9YcrzFayKhR7RyU7kkDWF5Gic8nyF8lwF4Qk81yJbPIEdu0wgplOYKjG6d4iaU6dSrVKcLhIfiqEFNbKX8oQ7QhiJAPV8g4ZTpvfBboQryE3ksaorxnAoeoSGW+Zq+SMst0bdKbXEqQvw0CMBfvc3S1yZcFBV+PLPhekfVG7J2F6DEC657EVy2QmMYIJwpJtQqBMjmEQPXJvnRnOe+/22PhGNP89df557Lk5znvt/bauKbZUxTX+u++M2v6YCfffnDxIbTnDq945hlbYf/nWFg0WjWawkIRGT2lkUd45j25BCBK4ryqqz+QYheGjvsocqERgdWve6k8tTfffDdSFjYTu+JneLuGeMrWt5hDsCdO6MImsSib4gkiytC1M89xmDRMIPE5y/YPPvfqvEW++YZHO+puQ/+ZUIn3jKoFaDf/87ZWo1gaZBIi4zOqzyC38vzFf+Toj7Dmvs3KFyaotJkf3haXp/9jGccp3yySncqomWDNP29H4C3QlS33yv+d5dD0Z5+HPthBMqS1MN3vhmmuzcxoN05GCYR77QgesIvvcf5qkW/N3XjvsiPPK5Dmplhxf/0wK10ubW+Ym/E2bn/QJVz1JMpfnhH+cp5xTfyC7Trz35U91k520uHi8vGw0BwlsJDXs2nmsvGxITxzFbKpA5/FSCaslh8lRlTdhs7EiEo59rR9VlXv+LFFfP+oP9kec7mL1YY3Z8fX5nO9gTeoSgHNn6jdeh7OaYbpyl0LhMgctIkoyqBlGWqRYVNbC8MZGbf5vx7GVmHs9zEZ7jPzfXboaJXddqPrP94SfQje3T8BWcFLPmBb/A4z8TGPEAoY4gjXyDUGeI4nSJcGcIRZPpe6gX13bxHI+2nUlc28WpO3Qd6qB4tUxlqUr34U6sstX0eo22IPHhGJX5CqOfHEKSJDzbI9IVomNfG6XZCo1cnd2fG8MsW1QWK3Qf6iQ5GifYHsSpORhtBlMvr17wBTG9i3bZQJMNXGFTdfKUzDSZxtSmn+/sKYv+QYWZqw7xhAwC0qnbvSkVNOp5GvU8WS6gKLpPuagGl+lCteUw87Vxu1IjcC2d4XnOyhx3bTzPIrErjByCzKk0kd4wXftiLHxQw7P9+1d0BdVQbprk5ZrAexg/7C8hkZQ60AncEnPUjSCjECWJzoqIhYtDVWzOIV5+9R2q73xww9fFrSrVLOOeMbYAelBBDchEOgw6x6Ib5gOOPuSHnExT8PVvVPneC/U1rC224xeUBUMrOVzbhnTGI52xmLjsEI3JfP5Zg1/95ShXphw+OHFjg5t/7RxGX5KuLx6l8/MPIFyBpMrgCRb++HWqF3yGnb0Px/jyPxviB3+8yPylOkZYwarfeNItXKnzzncy/PSvD6IH5Obea26ixrEXsjz7i71ousxWrvAHP8hRK7s88EyS174xR2axgWuvfW7BpImXqpJJZ7bH0Q4YYYX+XUFS0w3KubWD7tLJMp4r1hhaPSjzxE91cvbtItPnqxSzK8/27JsFzE2eSato1/qIKK3JsK2GYmnMMg7LE10ID9uu3rQ0243QoQ1gyJFt359AMG9O3NZ7uZuQJLj/mTaCUQXhCcaPlUmdTfPQP76f0myFyZen8L0uAZJEpDfM1KvTeMMxkmMJitMlKqkajYJJqCtE7u1ZOva0renhlGUJt+GQv1Jg5JPDVBYq5C7lifRE6L6/m6WP0uSvFNj7U3tY+ihF7lKB+FCMxEic0nyFymKVenZt4dN05TSKpKJIGmEtQbsxSE9oN13BHWQWpzb9zCNjKr/4jyM0agJFlQgYEo26wHEElin4ymc37sMMxRQOPJZAD8p4ruD4Czlsc2VuKJrM6KeHCSaCXH19Bj2iMfBoP6nTaTLjOfb+1CBW2SJ/pYBZLpOfLLLj0yNcfmFV6FuCsWdHCXUEWfqoiGd7zXMsniwhSSFCXcv0qwLCnaFmodc1aFGD2Fgbdnlz42gWTerXhZgtGlRFiTa6l5muJEIiQq80wlVx+6MvYaL0yEPNoiwhBA42hU16bMGnYLwbtff3lLGdP1dAD6m0j0Y4/o2pDd+za8y/5ekZh5On7XX0aI7jD/RwaOOCqXzB43/410WefjzA/Yc1nv1UkPPjDrXaxqFkr2Yy/59eJfviR4T39qOEA1jZCpVTV/2WICGQZHj2F3t5/S9SvPc3ywZt2SFSVAnd8IXRPVdgNTyEB2bNI7dg4l33LZtVj/yihdei+lEpY5NfsqhXXLLzVtPQXruuEILV7b2yKqEHZCQZHFtgN3yayUBQwfP8BcN1BFbdQ1agZ9Tg0JMJPnwph2MJ6hX/hrWAhBD+OZrnVqCtW8eIqOQWLMo5B6vmIUmgBWRcR+Be97m0gISq+ZPDNj0cWyAr/v1LsoSi+tGNRvXHM4R9RyH5VZLIsl88db0C011GOKHyq//bzuYY+oN/fonjL+SoLFZRNBmn4TLwSB/dR7qwyhaLJ5Y48JW9WFWbhQ+XSI7Gad+VJHMuS3muzH2/cJDCVBGrsnaSt+1qo/NAB6nTKQLRAK7t4TkeiycW6f9YD8NPDjDz5ixKQEG4Hq7lcvWNGcY+PYIaUNYZ297QbhKBXqK6r2VaslJMlU5QMLdOEf0fv1niD35n41zwJt1GDO0P84/+151IMtiW4NzbRYqrjG3P/d3oYZ3SbJndz49x+k/PkTqdpm1XknqugREPcPnFSVzTpftIF8E2Yx2xRNvOJBJw7hvjeLaHHtFInfHPkRnPrVljhCc2zKX2PNxP55HuLfOsV747zsnfeW/N71wciiJHj2Q2vU0FjT55lLJXICeWNjrVTUHHYId8gBBraX4zYhGLm0/naP09tP/8T7P4b3/XFwKRpJX2IAmQ5E2rmFfjnjK2kfYASxdLXHozxegjHWSnquu+5FjUt6CFokd+g8ImyxI4DoTDEqGgRKWyfpQspVx++FqDn3w+xGMPB/jan1eZunrjvY1wPBozWRozG++Q4p0ayW6dU68VVjzH5cvuezTG01/pRgvIVAsOL39tkcsn72yvmazA01/p4r5PJCmkbNr7A0yfr6KoEg99po3DH09ihBTSMybf+4M5gjGVX/mfx5j4oEzfziDlvMPX/qcp4p0an/+Vfgb2hBg7EqFRc/n9//oSqiZx9LMdPPNz3bz2Zyle+0YK1xUM7Anz+V/pY8eRCNHkIOW8zZ/8q0kkWeKxL3bwya/28Jf/fppjL+ZAQFuPzmNf7GD4QARFkZj4sMxLf7LAwO4wRz/bjqxIdA8HKGZt/vR/nMJqLKuxCBsXB1nIy+IJWwtM3034epx3/v60/m5CjxxBTUSx51NU3vgQr3x7vfTtYP+j8eWNnL/TvOYlnf2zC833TL0yzdQrKyHczHiuOVem35hdkzqae39h3fwXnmDpVIrUqTT2qqKo6uKqz31dJfv4t/2ivsz53IapqdHYgzTcMnOVsxStJWyvgeOZON7W4fxiYSPRis2hqhJ7HoqhBfxNpud561rcrvUFCyGYeWuekU8OIyv+BtQsm1x5+Sq7n9/J5EtTAAw+1s/pr60XNxECjIQBCAYf7UdaPoeiKxjxAHpY+//Ye+84yc7yzvf7nli5OufuCT05KYw0GhghI4IJBhaBTVqbNXhtbHNt1rv2+t6Pr+9ee73+sN5dh8+1vV6DDSwGCxAGEwQSoIRQ1uScOueuqq5cJ773j9PT3TVV3dM9SSPwT39ouurUqbeqznmf932e3/P7oYU1jJiBETcwYjpla3EuTB2fZuDhc0FL3goojNWvXc7JGXIyQzMdC7vbGEm2KLdxwT9BRs7gcvVlExWNCDE2KXtoUTqrnrOpMOKfvepzAyjRCErIRAmHMPvXB6IWk1M445Mo4RBGXw/lo8uYylyGWybYaqZC965GNFMhM1qia3sDgy+matSDNHW+n00uXpBLUa5IrHm5xM4OlemZ2oDsuJJTp10eeCds3KCRiF85XVsPSthADRsIYeO5Etepfa/0hM1z35zF9yS772tg0+3xGx5so0md+97bxl//+3MU5xw++sfBbiPRovOWj3Txw3+aplLwuO/n2tlyV5zxCxWMsMLTX59heqjCb/zVVjr7w5w/mOfbnxpj39uaeeJL00wPBytE15Y89dA08WYNx57/zBKGTxZ58JODvPe3+nj4U+OMX1jcQTz62Una+0ILO1uhwM4DSbo2RTj8eAZVE7zhg+2cfDaor7RvCPHI309w9qUcuqksBFqA4cpJImocVRhoQkcTOgoqqtBQhIohQkTUZJWl183EYPk4ITWCJgw0YQTjmh+fKjQMESaiJhacUK4WoW0bsc8Pkz87iLmjn8hdOyk8/sJ1+hRrx+7XNazNKhfqBtPlngMoZyp4todrr3C/rqQfX6c0dXT2EWJGM1G9ibjRgicDB52iM8dYcXUT6Vqg6oJt+1ZuX5o+PhvY2QmBU3LIj+UJNYQoTpdQDZVIc5j0uQxW3qY4U6KUKmMXqgPi3EBAGGvd3kx+okBuvEAoac6fQ8FMGPiuJNIcxkwaeLZHpCVMObW4EyxN5hn/4SBW9upqrBVKTMphEqIRnUVHnrhoZIdyN1NyhJScoCTzVChV98guA4HAJEyEOI2ilU5lPSGqWcEeHkP+GUrUzrVm/zp828EZCUqARl83SrQ+q9jcECiw6R3tGN1d2KNjhLZuwujswJmZRU2srg0NbqFgixBUCi6mr6HqCud+OFVXpi+f90kkFCJhQSRSq2JRKEjK88bO27fqHDlWuyKTfrAzBmhsVDCMq9h1CEFkUweRTR1kHn4J25J09Uc4k15c4WmG4P4PtDM5UCGXchBCoOk3fgcWbdAQqmB6KLhpMlM2vgfxRp1IQsW1gnTxj742zcRABYkkn3EZP1/C9yCfcojEbmw/nKoJEs06SFDUYLfx3c9MkEs7NLQapMYsZkYDu7KlgRZg0q62zBIoC4FMRSOhtbI1sg9VXTuJ6npg3K5eTV8+via9i02RvZjiym0DSiKOEg5Va7AKgdqQRGtpBENDmIGJdWjXJvxSGevCCN7s1beXXQ3MiMLmvTfeqcvO29j560sgc6WN5RVRhIqmNxPTm9CEga6Eb0iwjTVorN+1slWlW3aDDMDSXfqSf+cnCoGSU8Ig2hZh/MVJPKs6UPmuz8APhpY9R2FiMRuQG80zeai+Hv21dupMy1FiMkkfW6p4DIYw6aGfNtFDkRxlWcCSZSzKuDh4eEh8xLxxvIqKSRhThAkTISqSmIRrhDMkPpP+IGOyfitb8h1vwk1lSP/DPwGQePN9mP19dT+oMA38Yingd6TSlE+do3zmPOGd24js2YFffhX22boVj4HnZ0AGtc2O7fXF0weHXbq7NZoaVZqbaoNtKuWTzQWT8333mjz4UB1lEwGReUk1XePqlKcEGG0JzM5GHMvn0A/S/MyvdFHIOEwNVTAjKkZIYeu+BN/5+3Hsks+u161eEP5akE85SB+6N4eZm3Fo7jQYOgnZWZu5aYexcyUuHCnQ0GZQzLq09przrRXB6+X854Pgt9AMBf1qFiQrwHMlmWmbZKvB4cfS5NMuzV0m2Zkg2PqeXLU4i8THlfYCi1f3zVWtkG8WLh9f2I+vaLG4FEZ3J0Z3J7nppxaLgKpCaGs/eAJvdg7pefj5IuVDp5GuV1fD9kZj3fYo8aabI7ByvbGj6X4sr0jZzZK1p5kqncfxrVUpSF0NNt2ZIBxb5dQrl/n3/PrTLXtMH5uhMmctLzCx3DmugNGnBpl62bhiCvlK8HAZ9E+jKwbdYmPVc0IITEKYhJCiFSl9XFwkfpUoxqX/VILs1XJlGYlkyh9hYAULv+w3v4dvLz6nJOMUXzhC+dS5mkK72b+e2P47cKdngzYfKcH1KR87iZfJooRWrxF8ywRbI6LRuT1JY28U3VTo2t3IP//fh2qOO3rc4cBrQrS1KfT1BhKNS+vTE1MeqXRAef/pN4Tp7soxNl49sRmG4PY9gah5aZ45eAlaIkxkcyflgWmcdIHka7Yg1NpoLFSF6I5emHfEeOLBKcywwq/8t80YYYWzL+f49t+O8+J3U/z6n28lN2uTzziUCh5CwHt+q4+Ne6L0bo3ybz+5iae/Ps1L303z3t/qZd3OKB3rw/zb/7qJJ788xZEn5haZipdWpvPmFD/7H/q4801NRJMaje0G//CHA8yOW3zvf4/zb/5wI5kpG8f2scs++bTLw58e512/3kO8SSefcfjs7we7xKUsZblEQGV2zKKYdfnof+mnVPD484+dpqFN510f72XLnTFcV3Lb/Y187S9GGDsX6Kb6fnWg7N0W4a0f6WLr3XH674hz11ua+ee/GuXok3M0tpl8/C+2YoYVBk8W+cIfDdSM56Yj6J1Y+gALX8jSYLIGqbarHoppoETCVWMSQkGNx/FLFnpPG6Ft/aAIcFyKLx3HL93s/l7Ycndinj3/6sPR2UeQePjSx5feqntsrxa7r+Oi27M9SjM3ZlGQH55vmVmB6LXi80vgYHHOP4KHR4/oX7DAqz5d4MFtXIXKlJxvzZuSo1zwj63YW2tdvKzPV0qsi0NYZ+qbzMf234FfrgQi+vM7M2HohLZuIvf406se41WK4l1/CFXQs6cRVRPkpspse0MXz3y2Vq3ozW8wefBzLQgBX/6nEr//h1lmZhdvDiHgj/+ggY/+QhRVhUe+X+F3f3+OdCbowzV0eP19Jp/6y2YMQ3DqjMNHfjXFmbMB2SK6s5fej7+F8b9/nNxLF7jtK/8e6fl1bKYEiqmRfuw4I3/9yKWHFudiOT83Cjjwb/rJz1RQVEE562BXPFrWRRk6lEbTFfSQSilr45Q8NtzTwszFPGPHgzRgsj3M3vet49i3x4g2mxghFSnAjGgUUxZSShq6wowczpAaLlYFKaGw8OsujQtLsy6Xjl8aX+rFmkufa+nxSxeXVe97+esvP14ueb7OdxYTSTzhUvavjuyT1FrZHbufqFo9qc3aoxwvPIUllz9vZF0/jXvvZexrnwfp03Dna9HCYVIv/JCmu+5Fi8XRG5rRYgnG//kL2OnVW2xdQrPezc7o6wir1WnXSesip4rPYMsywjSJ7N6BsXEdenMTpaMngh2rCEgboa2bwIT8E89QPnIGPB8RMogduBNnYprKifoTx42AosIn/uc2dt/XsKDe5jqS//Xb53jxO1e2uPtJgqoL/vsP7qCxY3FHZFs+v/OGg2Rnrq/H67VCjxkYCZPyTHGh9/bS452v6aVxawvFsRyjTw5SSa8u4KtodIn19ClbCREJSFPXSB70pY9NhTF5kSH/LN4avXIjt+/EGhipK1Chd3fQ9KEHyH77MRofeDtevoC0AqMDvb2N3ONPU3jq2VW9zy2zs5WeZOZ8nliLiWqojB2v7yP58iGb0TGPvl6N1+wz6elWq4KtlPDYExXe+bYQXZ0qP/3GEOv6Wnjq6Qr5vGTjRpW3vyWCYQT9fgcP26RSi68vn59k4I++ipMJJmTf8Rj5/76DNVldAxOqQnL/ZrTEkrqbrLPZkVDJOwhFEG02yYyViLeGgj66u5s59p1xWtZHMWM6ZkzHKri0bYozejR4v7nJMpmREoWURcfWBOmREuvubOLEo+Ns3N9KtNEgP2NhxvSa3eByu8N6jy8dd73PcPljcgUSZr0N37LHz5/bJLxw08VEA2VZuKLyy41AaWSQxr0HCHX2YM9OEe7sYe7Qc+D7qKEwQtUZ/8YXkb6HdG7g5KgItLYWjN4u1GSCqKEvarw6LpVTZ8EU4Pko0TDMm8lL11tRr/ZGoGNDmOYu84oyqT/pECIQfIk3rd5w/JVEy+52dv7Snbzwx0+RuxjMx3rMYOdH7qT73j4qc2W6XtND52t6eelPnqZcx4zgcni4jMjzZL003cpGkjQTJoom1vadSCSedKlQIiczjPjnyJG+qs9ZOry8tKkzOc3sp76AVyiR+frDGB3tWCOjeOks0dfevepAC7dQsAUwohotG2IYEY3W/nhgRHAZiiXJQ18v8eEPRTl5urbPFuDpZyy+91iFn/9AFE0T7Nyus3N77Y85OubxnUfLVdrIvuVgjS8G+srwLIWTo7jZyy4kRWB2NxPbeWWSy+TZHIVZi7ZNceyyR2q4SG66Qma0RKzZDHpdRbC7z02VyS51bJKQHgnadmYuFhAChg6lqeRdps7l8D2JANIj16bK9EojIZoW2Lk6BoVXqubqe2SPHyS+ZSdFw8AtFbCzaUDiOzZ2No1v3fg0rSxXyD78PayBIYyeriBddaleIoMVit7bQWhHP1pzw3w/tYp0Xdzpq5t0VgM9pJBo0mhoM0i2GDS06WzcE6Opw6g6TlHgttc30tRuLHOm+hg5W+LUwQpGTyd+sYybzqB3tqGEQriZ7AJRrH19iJ2vTdakritFj+e+PYtVuvpUsBlR2P+OFkKR6nSmBA5+L83sMqpwlyMUVUm26iRbdBpag+9q+2uSKFr1okRVBa9/fzuVwuqvec+TnD+UZ/D4jVuQRtqjOAUbt7g4yTZta6H19nbOPHiMkccukuxv4rZf30fn/h4ufmv1bTY50uT9OeI00CBaiIkkYaKYIoSGiYaOIhQEgcXmJZ1lBwubCmVZpCCzzMlZcmRuXOrf8/Hmgh1v5cQZnNEJQts2o7e1IktrS9/fUsG2lLEYPZpB1RU6tyfr9sTZNnz+i0WOHHU4fNSuqcdC0P7zZ3+ZJx5XePc7wqhq9cUtpWRqxuevP1Xghz+yVuxJHvu7x3Dzdb5UX1IenKoqtC97jmPBLjU7UXue/PSVJ+7BeavB/Ez1TX7pvD8OCCtRVHQURECNuAn10OVQGR8m0tdPfMtuKuPDeOUy4pJqY0054cbCHh3HTaXrWuopkRCVUxeDfIChIysWbiqLLF/fxUA0qXLXW5pp6w3R1GkQb9aJN+nEGzViDTq6qdQIyCiq4N4HWuGB1jW91xNfnmawFEJtbgQpcVMZlGgYoWoI01gItp4jufutzWy7J1FV+7NKHkZI4XufX53H6OUQAu772Tbe+1t9mBGl6tynn8/y0iMrp8W7+sPseG2Stl6ThnaTeJNW9V0paq3YjqoJHvjN3jWN0674/NNfDN/QYKuFdOychTffZqWGNFpu66A0VWT8mWGsrEX61AzZixni61Zvon4JEp8caXIyjSo1TMIYmGhCX5gLLlU6JYGhgIuDLS0sKtfUn7taqA0Joq+5i9wjT6A1N4KiUjp6gsT9B/AKJYSmrVrO8ZYKtrHWEH23N6GZCgMvztZNh0kJg8MeQyPlFfkpwyMev/cHczz1tMV73hVm+zYd0xDMpnx+9FyFL321zJFjNsXiypP6SkYDlZFU1S74X3D1mPZG0YVBs9LJpDd8w30vV4JXLmLNjJPYcSfZYy+C74F6Y1uhloOfL+Dn6/dl6z0dOGPTOOOLLRtC15Cudl3VpJq7Qvzcf+jDjKhoxg32BhagtbfipjP4hRJuZo7o/r342RzWxUWD8tkxi3/85BC//XfbSDQv7p7NiMo7fq2bi8cKV9XPvm1fgvs/2FETaGfHKnz1T0dITyw/wQslEPZ44BO9mGElUEF7FbKzL8Gz3XkhjSB7EGoM07Gvh9EnBhZSxtKXOCUHNXRtocTDpUSeEvlbhEUUQGtqIHr3bZSPnSZyx26EpgESZ3wSYZqEb99F6aXDqzvXjR3q6hFpNNBDKkMHU+x97zrs8sopldVsfKamfL7wpSIPfa2EqgVrJN8PRC1se41kUiVg8iwwynwffIm8XG/xOkLMr+xWIhAEdbxL1bwbe5VeeTyL47iSh+Tl8Of/A5DCf0V3ttL38R0HOzWFnQp2UtLzSD33OLfKTBDetY3E/Qdw51J4l7GPCz94DuvM4HV7L00TxBpvUp1RSiqnzxG563ac0Qm8TBatIYGnCPTWZqwlClkjp4p84Y+G+JU/2YS6pH890azzod9bz59/7HSNnvdKaGw3eNOHO+nYEKrZLX/rb8YZOL5y8BYE2uDRxC0zrV4TCmN5NrwjTuvtHcwenWTbh3ajqILpQxMLGghCERhxA2vu5jPgrxprWDgrsShCVRCahjM+SeX0eRre9RZKh46hNjYQ2ty/6nPdMldFOKHTsiFGJGlw7OExdr61C6FcewuI5wXtPVcNRWB2NhLf00e4vwPF1HGzJQrHhimeHqut5V4TBLow0EWIuNZEUmsjrjYSUuMYShgVDYHAxw3sq3yLip+n5OXIe2nybgpbVqp6Oq8FCiqaMDCUMDG1gbjWTFxtJqzE0BQTXRgoKPh4ONLG9svzY0kx50xR8vM4fuWKfpIA7WofCgoaOr3KZib8oSu6ddwIKIaJ0dxGpHs9xYFz+PbiDlt6N0d7WGjBylA6LigKQq+9TdXGBnzLJvOPD+OM1RcjuF5wLJ/JgeXrU2ZEJdGsoy6pRUopyc44VIprW4zmZhzsoTHsobFAOOaOXeQffwYvlydy156qtg0p4dAP0nz/CxO88V93LGhsCyHo2xblnb/Ww0P/Y7hGFKUejJDCgXe3sOveZFWgdR2fZ74xy8vfS1XpgNeDBIpZd8XvKpLUiDdW+9FKXzIzaq1aDx3AsX2K2Rt7Pc4enWLm8CR3fGI/qq5SyZQ58+AxMqeCSUbrAAAgAElEQVRnF45RdJVoR4z0qbWz8l8ptPzyhxCrDLhqw3zHgOchXRe/VKLwoxeCe9PzqBG3XwG3TLD1PUm8NUQpY5OfqZCfqQT+q6/wTiK6vZueX3kzQlNw00Wk52M0x0nes5nSuQnGP/cE9tS1BgVBWImS0NpoM/po0rsIKcsrzCgEMoCmEiFO48LjnnQpelnm3ElSzjgpe3RVge5yGCJCTG0gqbXQqHeS1NowlNCyx6soqEInpERJaC10sBGJT8HNMGUPMmMPU/Ay+CuQnnJ+mpLM0aGsw0euWvThesNo7aRhz92UJ4YpDlybrurVInLHHpRImPyTP0JvbyW6787qAwQY3V24kyn8YjCxC9NA72nHL5VxpzOLYunXAWPnS/zhzx1b9vk9P9XI+//jOhqXkKF8Fx7602EOfn9tZC3HqqbFV85dxNy4Dq2pgdKLR2qOtys+P/iHKbo3R9jxmuQCI1o3Ffb+dBMXjxR48bspvDre2JcgFNi6L9AwN8OLk7DvSS4cKfDEg1Or2iFLH3709Rle/O7ydd03/nwH7/4/elGXzLyuI/nTXz5FLrV6druU4KxiEXEtcMsOxz/9MpMvjGImTOYuZsier/49haaTPusy9dL4DR3L9UR4x2bskQn84io2SvMLIHtiEjE9s7Dw1drb8PN57NHVf+5bJtjmpsqcfWoKK+9QyTlcfGZmTSu9G4XO9x/ATReY/NIzVMbTSMdDjRhEt/XQ/t57aHjNFqa//uJVn19Fo8XoodPYTLPehSquXoVHFRoJrZm42kSD1k7GmcSTqw+2phKhRe+lWe+iUevEVCJXPRaBQlxrJqo20mqsY7hygilrYNkeuEalFcVXkICLjS5MyvLGakjXQ2VskMmxwZv+vkshkQs9yVpbC+aGdVTOXWSpsIb0fdSGBCJkAnmid+9CaYgjLZvKyQvXdbfr+6zoq2yVatuNJGCV/Sv6MV/xvfNFykdWlkycHa3w6GcnaO406dy4aBze1GFw/wfbGTtfYuT08hNrc6fB23+5i9bexQWllJLsrMOjn5lg6NTqSUiuLVfUba4XICVQLnjX/F3dCLglh8nnRpd93nd0pg6HyQ2+esia0nbJfPVh7OGxKx4b3rGZxve+HVwP6XqE9+yYl0ptJv/YD9GamlZ1HriFgq3nSOZGF2+IzOit0cpi9rUw8b+fpHh68Qv1yza5l84T29mL3rp6IerLoaKzIXIbXcamq/I/XR6SlDOGI9dWRwkpUXpD20moLddtLIpQSGjNbArfiZQek/ZAXZr+jD9GVCRQhMCT7isSaG8VVBEufEn51Flyjz5edUx0/10k3vY6hKGjxMKEdm8h/YVvEtq2ETUZv+Gp5VsJvg+nn8/x1EPTvONj3USTwbQmhKD/thj3f6Cdr/7ZMMVsbTBTVHjnr/Ww5a7q+9j34NHPjnPkycwtUabX443EN2xHNcPkLp7ATLZgF+aozIyR6N9NeXqMSFsPerIJr1wke+EYsZ5+FCOEaoSw5mZACKzUJE4+S8ve1zN78Ikq4krDtr3kLh6n9c77yV44hmKYaKEIRqIJoWpkTr6E0DTi67cF47hwHN+Zl0hNNBFu66E4eh6vcuW5W2WRfawKHQVlCfv4+sHFISWrmenl46fxlmH4Xw7vMnKi3t5G6fAx4m/8KYSuocRX1rheilsm2N6qqIzMokbrpFAVBWGo2OP1raWuBAWF7dHX0m5uWLahey0koaXB0UcyZq3dnLnoZSl5ORJqy4rjkEgcWcHxLXx8NKFjKhGUJTJrS8cjEISUGJsjd5NzUxT92lWwSQSBgi2toO68RhWYq4FQNZK33U20fxsoAjeXpXD2BGo0Ru7oS6s+T6ijB6Olndzxl6/PwJZ835Uz57AuDNSw+ZzJKawLQ0Tv2YPW1kTxmcP4uWJw3E+guIRd8XniS1Ns2B1j7083LbT7aYbCgQdaOX+4wLPfmKnhgNz7QBv739lS1R4opeSlR1M89sUpXPuVj7RC1Qi39eCWCpTGB2naeQ9zpw+S7N+NVyqgRxP4DRVC7d2kjz5DpGM9sb4thNt6KE0MURg6g/RcIp3rCbV0oej19XyNxlZUM4zZ1ErM3oxnlVFDYQpDZ1CNMC133Edpahi3mKc0MUTTrv2kDj+NGooQX7+dyuw43go96CZh2kUvTaKdiIgtcFDEDQiyl1CmQMqrDraZr3xz1ZKmzuQMma8+vPC3l88T3XcnRnc7sQP7sAdHVj2WWyfYioDZJgSol8zE6zCSYzHB7/5WgieervDSyzb5glytd+8CPvBzERqSgmJJ8tTTFkPDy6dvpr7yHN2/9AbcQpniiVH8io3WEKXxddsJ9bYw++2DqPFLqSuJl7/yjyhQ2BK5h05zU41jBQQ3u4+H5ZeYc6ZIuWOUvQK2LONKBxUNQwkTVZMk1RYa9HZCShxFBO4YGWecorf2OrIrbabtIZr0TgwRDnSO8fCkS95LkXLGmHOmKXhpXFkdDFU0GvUOus2tNOldaFSnw4UIAm5feCeni8/U1OIDsf7gnI1KG8IXZOWNlfqTnsvcoedxi3kUI0T+9FEivRvQIlEUw0T6PtJ1EJqOUJSAY+24AblCEQihBM/rOkooBIoaHOdev4WCtB1knV5ue2CY9PAYelcr0nYWhCysgVFwb7105M1AOe/x4CcH6d0WoWP9IqPYDKt84HfXcfFonsmLi/fnup1R3v0bPRihxXtQSsnYuTL/+MeDWOVXUqB7EULVCLV2E27pxCnlcUt57GwKxTAJd67DrRQRmk6kYx2qGUF6LvmLJ0D6WJkp3FJgbu+W8hjJZmK9m+efv2wBl58jvn4H+cHTRLs3YhdymIkmQs2d+K6Nk8sQbu0m1NyxMA4UQaRjHW4xT/bs4bqMVg2D9WIbvcomFOZNBG6SB7Uja1sIL/EcVgNZrlA+emrh7+JLh9E7O3CmZ3DGp3AmV59BumWCbbw1RLwtRKTBoHN7knDS4NH/XiujtW2Lzsc/FudjvxTj+48Huscjo2ubXA7sN/n5D0RxHMn/80dZPv3ZwrIZhfYH9qElI/T88ptqnpOOR/8fvH/BqMB3PE784l+u+N4CQbe5lW5zS91A60mPvJtizDrLpH1hWVZxyQ+IUGOcQaAQUxuCeqvRw3Dl6m3BZp0R8t5WotKn7OeYsgeZtYcp+fkVX+diM+MMk3JG6TQ3szF8B+HLUuNCCLrNzQyUj1Dxq9MzGbl40bq+ffNce6QPvo+UftDGJQThvo1o0QSeY5E9/CKxzdvREw0I0yR/6hjRdf0ohoEajpI/ewKvmEfRDeJbdqJEIuSOvIi8jgQlNA0lHKphUPrlMs5I9ar9Zlvr3WpIT9h84T8P8Kt/uplYw2LGKN6k8eH/dyN/9ZtnKc65NLTqvOcTvTS0GVXX6Ny0w4OfHLyldIql51KZGcWem6E0OYRvV/Adi9LkMLHezeTOH8Wam6U8NUr6+HNI38MtF4j2bqpKgVtzsxjJJtRIDLdcW6apzE7Qtu9NTD79LcLtvbj5DH6lRGlyELdUxHdtIh3rsNJTlKaG8e0KQtUpDJ+lNDlIfMN2sueOIt3FOcskzGblNtpFzzX7N18vGH3d1CiLrADpODjjUwCENm3EGhzBGRlDiUUx1/ViXRxc1XlumWBrRDSa+qKkh4sc/dYoe392XV0Fqde/zkQI0HWBZUucK9Dx6+HhR8r8/Aei6Lrgjtt0mhqVuibzAOknTyKePr26E69CkzamNtEb2oZaJ3Xs+jbj9nkulg9jrUGEX+IHrT9emqHKCRSt+mcNxVtw7TKudeVzutJmoHwEBUHGXRvBCoJ+2Usp7G3R/aiyeoeroNGsd6+Y5i7LwkLP7c2HxJqZIvX090ns3ove0EhlYhRrZoJwzwbM1g581yF36jDSdWl+7RvJHXuJyLp+itK/7oFWhEJEbt+FuaEPNRHHr1gopolvVSj88LkqoYd/QYATz2R5+FPj/KuP92DOSy4KIdiyN87bPtrJo5+b5L73tbN5bxxlSfq4lHP5/ucnOHcwfzMMnVYN6bnzgXUTsd7NWJkZiqMXKE8OoZphKrOTuKUcheGzxHo34TsWxfEBylMj+PbiLs63KwjNwEpNVrW0XYKVnqI0OYydy1AYPoc1N4Myv6s2mwXlqeH5cfTPj2OayuwkxbELFEbOEe3uRzVM3Plgq6DSKdbRKrpumUAL0PzRD1S30/k+SiiECJlIy0I6DkLTECETv2xhnbnA7Ge+hNbcSHjXNoSu4RdLqI0NqPHoqy/YlrM2ruXRvC5KU2+UseNzdRWk7tgTtBd4nuTIMadK13i1OHbcoVDwicUUNvXrJBLLB9vME8uLVK8VChodxgaiakMNAcmTLkOV4wxWjl1bj6wqSHZvIzW0SLIRQmEtNZG0szp23UqYsM7RqvfRZqyrea5J76wJtq1K92KKCZjzZ25K3bYGErxiPtjxSonR1IqeaKA0OoBihoJeO6sS/N91gt2mEPhWGaGoKEYIr3z9yH16ZxvhXduwLgwS2rqZ7He+j9bUiNHTedOlI18tkD489dA0nRvDHHh360JAVTXBve9pI9aos31/kkh8cfpzHZ8jT87x7DevTVf5RsEt5pg7fbDqMTubIn30Rwt/F4ar7yknt6huJ1SdaM9GtEic3MXjdcV4fLvCzAvfAyB3YbHVqzxdzUa+fBzZs8Fck79YPVeGiNCsdNRwUiQ+FVmmSA5LlnGw8ef9a683G61eGnnua9+pMjFXk3ESb3od5RcPYw+PLQRbvauDyB07Kc63nAnDQBgGWnMTfjQapOnXsNi9ZYKtGdXo2dNIrCWE5/jMjZc483itvunGjcGQc3nJyKhb14jgSsgXfUbGPLZvVejsUBeM5G80omqCJr0LVdR+7dP2ECOVU1WBNt6ynkT7JlQjzPS5ZzEiSaT0KWbGaF2/l9mhQ8RbNxBvWY9dypJPDZFs66ehewe6GSc7GfSJtm68m9TwEVyrgB6K07J+L6puMjd+EhA0dG4FBHY5R2rkKJ597cEi2OGerhtsY2pjzWNR4uRkBotgJe7cBN3T5bF4w0vXQUs2EPZ6F2TrLp8QpO9THhumMjlGYvde0s89WZVKuxaosSheNk/huZeI7L2d0pHjCCGIvW4/WlMj9tDqCRo/SSjOuXz/HyZpXx9iy96AaSyEINGic+DdrVWKU1JKJi6UeeQzEyvKMb6aIX0PKz2NlZnBLdwcsRgDkwjVNpKOtBnxzzEjx7Cx8PDw8ZZwOK5vsK13tstbyRJvfyP28DjZb30ff4m5gDANlHgUc8sGykdP4oxPUnjmRdxUOnD88v26fIrlcMsE2+xEmac/fZ7tb+5k9HCa3Ex9olFLUzDhzWV9Mlexq4WA1j855bF9q05DQmDoNyfYxtQm4lpzzeMlL8e4dQ5LVge5YmaMcm6aRNtGGrq345Rz+L6HEApmrHk+cN7JwEtfA9/D912EomBEG5gZeBF/nqjjVAqoqo5QVBKtG7BLcxRSw7T130Npbhw9nGTs+KM0dO0gnGijMDt4XT5vxp3Cx0O97DIzRC27e1qOXZGF3N2lUChIsjnJrh0ax09eHwWd4sWzwcbf8ygNnac0chHpuuSOvQxSUjh/asFpR857BV4SH5965Gv4jkNlchTpelhT49ct0MK88YGUCEXBz+bQuzqxh0eRjrfQdtD00Qewzg5RPnQqYFneSjnQVwhSwvCpIo9/cYrWnhANbUE5Q1EEilkdaMsFj2//7ThDJ3+M282kj5O/uTruqtAwWGQ++9JnXA4yIE++gmWiWpgb+7BHxqsCLYC0bNyJaSL7bp9/QGIPjy64bynRCHp3J/bA8OWnrItbJtiqukKkycAIq4SSBq7jY+VrJ9NQKLhRHEeyhkVFFaSE8ryEo2EIlJtQTtCEQYPeVtUeE4xFknVnyLrVcmdC0Wjs2Um0oQvNjGKXs9jloM1IiEAk3Ygkccq5qp2o7zpI38NzFhcrvu8ikQihoIfiFDNjWMUMmhlFCIVKbhrHKiJ9F0W9fpeELz3KfoGYWu0IoggNBbVKUSohmogo8fluO8GkP0xeLk4OmgY7tuukUkFW4s1vCnHqTOG6CCUtlWGUnregvnSJVbySTOMlu71Labnrbb/nZXNIx0GJRikdPUnTe95B5fxFjJ4u8j8MvDQzn/sG5rYNJN72OvxyhfLx87hTs8jKj+cubbWQPrz4SIp1O6O84UPt8+5E1Qtr34MnvzzFc9+aXeYs/4Jrgaz6t8+MP3pLBVoAv1zB3NCHEovglysB90YIhGlgbt6AXyojwiGErqPGoohQCJCoyQRaIv7qC7ahhM66O5uxSx4t62M09UbJ1PFoLRaDWqthCMy1WWUuQAgIz6eOHZc1tw5dDTRh1BWLcKXNnDtVI0ChGSF0M0ZuZhAzkkQzo3h2mXCyA7/JRtVD2MUMih4i0tiN79rYpTk8p4Kqhwkn27FLWYSiYYTieNEmrOIc5cIs4WRH0OBeTC8E4hsF17dYur4QQoCkJthO+kMkRTNNSvtCr+1SJBMK/Rs1btujkM/7HDrsXE9FwlsWzvQMuceeCmQY0xm0piRGTzfl46eonL0IgIiG8QpFyicvYHS2Er17F36xTO57z/zEtgFdgmtLHv/HKW5/QyPt62ozKpkpm2/+z2vnKFwviJCB1taEUFX8fCnomVYV3JkMekcz3lwBJRZGCZlIX+LNZlbdM7oWKIaK2bC8ROvlcMsOTr56cedIG4tSVSpZCOWWEAlZivLB4zS+72do/vD7KB8/hV8sIUIhwjs2Y67vJfO176BGIiiRMJHbdyF9D9+yUSMRpLX6Be0tE2zz0xUOfe3KK4SZlE97OzQkFBoba1tnVgNVhZ7uIALk8/5VMZrXCk3oRNRkzeO2rJB3a/tJXatEMTOGGW3EqRQo52cpz01ghBOomklu6jx2Jc/MxReINnbhVIq4dimo3c4MEE6047s2imZil7MIRUEPRSnMDqN2mJixJtKjxwGJUykgpaSUncSzr++Nu1qN4wbRSkgEwha6MIK69pKfJZX2+fo3yhRLklhULGjg/rhDSyYwN23Ay2Rx57LkHvthzQ0e3rkJYei46TmKzx3BL5VJvPXeeW3xn2wIBTbsiRGO1U9fhWIqW+9OcOgHt4BVpiIw1ncT3rkRN5PHnZjF3LoONR4l990fkXzn6ykfPo3e24E7k0E6Lla5ckOCbXJ9Azt+8Y7VHSwlE8+O1JjHVyiSkTOERRSBgkChkVbSTF338V4LSkdPIsImkTt2Eb//AMLQkY6Ll86Q/c5jFF88HCxaUyBdF3c2PZ9tiqC11JYFl8MtE2xXi5OnHXbtMEgkBNu26EQiFUqltU0pG9ZprOsNPvrEpLesK1B4z07UxiTStqmcvYDR242ajKOEw5QOHcMvlgjv2oYSiVA5ewFnbGLZepmpRNCVWuUWV9qUvFoVKil98jMD5GcGqh6fGahWNirMDlGYrWbEzQ5WKxmVs9VEs/TI0aq/KwQp7GJ6eQ3UGw0Pl5LMU5S5QNBD1jae9/Zq5PM++/cZmKbgb/+u+ONfnlRUtOYmjO4ulJCJMAy8bA5naobKmfO4symsCyO4qTnwPNTGBIqqUnz2CPInfFcLsHF3jDd/uIN4U33N8WhC5YFP9JIatxg+9QpLxAqBGg3j5YoUnnoZXA9zcy8oCmoihjCCBajamCD3naeDnW8dqM1JIndsQ5gG5SNnccZnCO3YiNHbgZfOUj5xAb+w8md1ijaZM4updT1qsP5tm8mcnmHuQgbPctHjJi272xBCkBuuJV3ZWEz4QyREEzGRRCBoV3qZ82drJBRfUXgexWdeonL6fKA3rmvgenjZPG4qUzWna20thHduDf4QAmd89Z/jVRdsn37G4n3viaIogre8KcRDXy9x+szaiDK/8ksxDCO48c6cc8lma/PIemc7encHpYNH0dtbiO27ExQFa2AIfEnstfuonDkHikLl/EUid+4mNzO7TFpBEFKiNYopUkocv1I3sNyaEISVGBE1QUiJYihhNGGiCR1FqKho8/9XUYSGikpUq2Ue18PS+uxyaGwQvP2tEb73/Qp33WmgKj/+WVJ3dpbcYz9EMQyUcAijr5fQjs0k9uxAhE1KB48gXRc1GQPA7O/FTWexL/wLS7mhTef+D7azbkd02UyIEILuTRHe+Ws9fO4/XaSQuTk2inXh+ViDY8R6O2j8wFsp/OD5oBUtm0drawJf4s5mKL98kqYPvh3r4giFpw7WMGL9XJHS4TMYvR2Etm3AL1WI7ttF9ltPIW0Hv1zbDnM5ChMFzjy42P6z52N3M/6jYY5/+mWckoP0JIomiLTH2P7h2wk1huueZ45ZzvlH2arcQUTEiMgYW5U7mPAHGZeDC90HtwK89BxeemVRGGdyGi+fDzKFHe0o4fqfux5edcH2B09YzM56tLSo7Nim89ufSPAff2+OTMa/YspM0+AXPhjlgXdGALBtyUsH7bq9umpzI142hzuTmvfV3I01MII7m8a3bGL37sPo6cLcvBFzfR9+ubzsrlYAhlLvR5E40uaWK2LMQ6BgiBDNRg+tei9JrQ1dMRDM+4Yu0TRdqoR8o/DMszZnz7mMT3ikUv6PfaAFUBMJInfsxtywDqOnCzebxR4cYe7Qw5jb+mh4/9uQlcXJU21MUHjihVdwxLcGNEOw981N7Ht7y4LPrZQS15bk0g6JZh3dCB5XVNh1bwP3f6Cdhz89jncTykrLwUtlyX7rScyNPcTfuB+/WMaemAlkOSsW0vMpHTxF5dQA0f17iN6zm8IPl/S9CoHe10l0/x4UU8MvVdBaGvDyxQVJz1XBl3jW4g3WdW8fR//mRcqziztiz4LCWI7iZJ6W3W2MPjlYcxqJT0pOcNDLsknZTZvoJUKcjcpO+thKQc6Rk2lKFLC41HPrzZOorv138KVPmSuI+SgK0bt2EzuwD7WxYUER8BKcmRTTf/5pgCAepIJ5zy+WMTfWtjYuh1ddsE2lPT73xSK/+WtxdF3wnneF6WxX+C//LcfAoEuhKLFtiecF3AJNE4TDgtYWhQ+9L8pHPxzFNAW+Lzl0xObZ5626Uo3ubBqjpwutuRG9tQl3Nr3Q/hEsN33ssQn8UpnyidPLatgGEHUVoyRcF5P3tUATBroapuwu32unCZ2o2kCPuZ02Yx26WEx/Xz9nolqERWxesUri4tSwFjds0JiZ9bDtICPxkwC9s534vfupnB8g/eWvzy/2LKRl4ZXyuDNpvLlFKU2jv3fZ61CY5oIJ9gJUNWAIXlooahpC05CV618HvJnovy3Guz7eg17V5gMXDuf56p+N8NO/2Mmdb2pC1USg2x1VuPc9bQyfLnHsycxNIU3WQATtJCJk4Fs2vuMEOun5IlrrFtzpNMLQURsTCEXBncujhKtLU0LX0LvbsC+MID1vPnWcQ03EUFsakLYb+LiuURBFepLE+kbU0AheZfH6MRIm8e4ExYmV5VwrlDnnHyUr0vSru9Ax0FFopI1G0bamsawFJfI8431nxWOid+2h8f3vwk3NYY+M1ZRfvOximS+yZwdaW2vwW4VCOJOrrz+/6oKtZcGDD5W4e6/Bgf0mqip4zT0hHvoHkxcPWhw/6TA55VEsSnRd0JAUbO7XuXuvQU+3iqIIpJSkUj5f/mqJU2fqT0zu5DTO5DTh3duRtk3x+YNoLc1Iy0a6LtbFQezBUbREnMide3CnZymfPLPsRXx5y08Aib9GOcSVEFITmFoEgaBgpzDUCLoaRkGh6KSRSFojGwlrCSaKZ6g4ucsM3QVRNUm3uYUecxuaMNYUXKWUgVh/YP+OlBJN6PMKVldGUjQTVeJ4+Ez7o5RkdS27pVmhu0tlpMnFceDsT0DAtQZHSH/1mxjdnUTvvh3p+vjlMn6xFFiFzeURIQO9ux2hafiFIu5M/ZR8eOtmpO/jZuZwZ2cRuoHe3oozPolv2xgd7ajJBMI0KR2qNWp/taClx+R9v7OOZMtiu4KUkvSEzdf/cpRzB/PoIYWuTWG6+sMIEQTc9nUh3vTzHUwNlpkceAUWG4qCsb4Lc2MPSEnpuWOozUm8uTyV4+fxsgWEphLdtxtUBb9YpvRitWqTdFyckUnCO/vxCiWciRncbJ7SyyeJ3rMnqNkeP7dsvXc5DD5yjo3v2IpQBXPn0/iOhxbSab+7i8SGRgYePrfsa3UMmkQ7nWI9TUrbQt/9JUOCG4pVbI7Du7djj4wz+78+v2yKXRgGqCr26DhuNofR24U7k6J8YpVSvrwKgy3AwKDLn/xZjv/rt5Ps22ug68Hu9b4DIe47sDJdXUpJKu3z158q8NDXSytaGpYPH6/6251dTMPknwx6HAvPrtaKbbkU89Uxqi+HroRojazHky6KUIkbbQgEmmLi+BXiRivT5YuEtQSaYqIrISoiXzWspNpKf+QOmvXuZbVMpZRYskjZK2D5ZRxp4UkbT7pB+kf6gfTaPAt5Y/h2QmpsVZ/Bn9eT8aWHrOMeMjTksnuXQV+vhmXJn4hgi+viZbLYgF+pYPR0Y/R0IwwNZ3oWZ2KS6IE757MuPkLrpHLy/LJ+tmoiDgL05ibssXG0lmbc2RRmVwd6c1Mg2vEqloEMx1Te/Rs9bLyt+ppzbcm3/3aM088HC7gzL+R4/MEp3vvv+ghF1QVd+h2vSfLmD3fypT8Zwr7Zrj+eT+X4eSrHzy8+NjQOUPV7Vk5cWP4cUmIPjGEPVLczlQ+foXx47babl3Duq6eQvqT9rm56Xr8+YLp7kvzwHCc/e4ipl8frvs4gRJ+ymW7Rjy6Mm+L0s1YI08AeGsOvLF/L1tpaUJMJKidOE+nqRI0GmxqzfwOVk6v7Xl+Vwdbz4PkXbf7P35/jwx+K8nMPhEkmaxvWL4frSZ5/weZv/q7AE09VKBRvXm2mfgtM/fTy1SAIaIKZ0gBS+tzW9namiufI2nWypF4AACAASURBVHNkrQm2N93PaOE4OWsKTQmRtSaqXh9WEisGWtsvM+uMMuuMUfZyONLClQ6+dPGkO7+brf4+FVR6Q9sJsbpgq6HX9N8uxeCwx+h4QKjYuf36fG+3OozeLhJv/CncbBYvm8M6f5HSy4fximXcdLD407vbmfvKI0jHIXLHdpTY8obWzvQM9tgEiZ+6l/K580HKWVEwujqpnDmHMA30trWl9Ty31uZSUavkZ28KhAJv/Ncd3PWW2naMpx6a5pl/XhSO8VzJj742Q9+2KK97T+uCC4yqCQ68u5Wx82Ue+8L1Z8w6Vh1+iCbWYkLzisDJW5z5x2OMPD6AETdRNAXP9rDSZUozxbp7CYFCu+ilR/RXlaJuNdijExjreoKLdpnmfSVkBil+0yR8x27mvvFdlEiI0JZNP97BFsB14fhJh//8X7N85vNF/tU7QhzYb7Jrh0E8MX/xyuC7Gx7xePaFCt/+boVDR21mZ/2bLIgg6wpiCwSauEpljssQ7GgVFKEihI7jWyhCRRMammIu1IYl1ARTBZUus78m0EokSEi7Y1woHSTvZeY9Z2/MIqUsCzSIVkrzeqlLkUgIdu3Q6evTME3B7p0ah47cHI3XaOdGSlNDNeLtzdv341klSjOjhBrbyQ2fWuYMVw97dJz0Q/+MdFyk4yDrqLAIAcl3vR6/VEHvasWfK2D0dZJ//PkaunZ400ZCmzZij45h9vUS3rIJoapYw6PEDuzHLxRxZtampmSVfXyv+poQQhBJaChqoNJ0M3Db6xu5731tmOHFhbeUkvMH8zz62Ykag4Fy3uOhPx1m8x0xOjaGF14Tiga748HjBS4eub4SjuW8Ny/5ucQJSxHEm3Tmpm8dW7968B2fwkhtm+JyCBOhVXRVzXGX5hQAF4ciWSqyhI21xIzg+sGuM+9ejsKTz9L8kffT8pH3UXj2IN5ctqpuKz0XaTuYfT2Et2+mcu4i3lwWYegB52GVeNUG20vI5yWnzjicOeegKHmUeXWoRELBtiXZXBBYfb+aB3IzIQHLr18jMZQQKhoe15YSLblzWG6RjQ37UITKwNwLNIfX0R7dQltkMyP5o/jSpexm6YptQxEqE8XTuL6FoYTpDe2o3dFKyawzxqnijyhfwc92eax+yZ5UWjntvUSDaMMUoaqWqHJZYhiCwSGX2VmPRHz1lPt6aNx8J04xhxFNUsnOYMQaibavY+7iUYx4E3qsAc8uU54dpXXXAQrN3RTGzlLJLBIiVDOCHk1iZWfRwjEa+m8n3NRBfvQsRrIFp5hDM0OUUxNU5mbqGmtfCdJxUaJRQlv6gxSwlAHzz5eUjpzAHhymdPAkajSCdF2csanggqtzsZeOnaB0/ERgej8fsCvnLiwQ/+yxsUCqbo03SSnn4tq1C4CeLRFCUZVS7sZH244NId784U5ae8yqQJudcfjW344xPVy/BpubdfjM71/k3/3NNiKJxekw3qjxC/9pA3/xq2eYm75+JMbsrFOzVhUCNu+NM3L6xvX5GgbYdtCRcWkuXAuEKoi0RWna3kqoMYy4rJVq7kKa6YPV2TKTMDHRsJA6lgTa4nkyDPlnSMnJhXnv8itOCEHD1r3EerfgWSVSR57GKWYBgfSc+QVLANUwad/3FrxKkdLUCMXxi6AoQZBchahO43t/BnNDX+BlvXt7zfXvTM0w+cm/wisWA/GYmRRIiZfLUzmx+gX2qz7YXsLSC8h2JNmbcIOvHpKyX8CXfpVhvBDBzjasJih4a6DlL4PJ0lkmS4GKiyp0En6Z0fwx0pXFnsuik+boTDU7r1nvxlQi1SOWkopfYqB85BoCLWtKH7nYxEQDutCxL+s99jx4+aBNxZI4DnzpK9c2MemRBHokiaJp+J5LOTWO73vEuvrxHIvc8CnMRDNIqMzNkD793IKxw1LkR8+Q6N2GYoZxillK0yPE+7aD76GFYiiqRjk1eVWBFgI2cuM734qUPuaGdZRPnUVragQpKR+bdy/xffT+HtyJGeyLo0jbxRmvU7OVwa5CLs0aLJ1YrrKXambUojDnIqWsKuXsujfJ0/8UYuDY6r2ZrwaRhMrr39/O1rvjVe9vlX2e/Mo0p5/Prbh+GDhW4OFPjfPOX+/GDC/63/ZsjvCuX+/mK/9jmHL++swnQ6eLOJaPZlTn2O99TxsvPJy6IX2+qgr33WcyPOzR061y9pzL6OjaPk/Hvh7u+p0D+K6PZ7k13+fIDy7WBFtFqOhLM3cSMkxzwnvhiv21Ukrmzh3CKeXw7DJOKUvL3vvxrTLZC8eqTBXiG3eSHTxBcfQ8QtVo2LoXPRone+EYVvrKbOHii4epnLu47PN+KWjr9FLVxENZruCUV0+k+7EJtrc6HN+i4heIqImqx3VhElWT1yXYLoWUPkUng+1f+WJo0jrrPp7zZsi4E3WfWw0UodZVzaoHkzBlWSQqkoDEvYyl3dKs8Nr9JufOO8zM+tfcmuFWimihKJ5toUeT6LEGpOsEzGlf4tmVBZKWVykRbumhkpnCs5YEeQlWNkW8e/PCTlI1w+SGTxFp6Qah4C84BV0d1MYG3Lk55r71KG0f+0XSX/wqSiRM/HX7EXpQt47cs4fcd58mctcu1IZEQPSoz1e5Ifj/2Xvz8LrO+77z857t7hf3XuwACRDgvpNaLFGybEu248iRl9rZ46TN0qbPpNNM2yTTmWmm7fRpnTzppH2madpJmqYTx0kcJ/EiJ7GtzbItSqJEivtOEPt6cffl7O/8cUCAIEACIEAKkvDlg4fkPS/e855zz3l/7/tbvl+z4tF/vkrvgTiaMWfsWrsj/NAvdvLsfxlh8Pwy2b5mwj/LhaoJHvhwhsc/3TxbTwtBTPbi6yVe+crkkvq0jiU5+vUpuvfGZsuBAPSQwgMfzTB4ocorX5nCsVfvFqvkXK6fqbDnsfniHFv2xvjk/7SJ578wxuSQtaaRGumDaUp+4edjXLzkcOr0yt3Vu37qALmLWS5+8RRmzlzwTLu1hX0GO1k/CKYzI7vpX79LIguBXZzGq5VnBUJuQDXCmObcPOVWS3hmFd9e2oUMUD+z/Izi1eA9YWwFKi2J7Uh8spVr+NJDVXSa49ux3Sq52iD3mljClTZlL7fA2BpKmJTWwpQ9eNvEoLuBj0fBWo6hFItyNkskeWd1CSJxNX2bkqeFaFW6qFNBFwa2tBbEbsJhwe7dGpmMEtTaWvCt5+++PKMyeg3FCCM9F0VREZoOCKT0ka6DZ9Uwc2P4roM7UEePJhZ4xMvDl/DsOvmrJ1F0A+n7KLqBWy1RqpcRM3JSbn35ca5bIQRBrNZ18Wt11EwadyqLV6miNTfCpaAkJLytG72jBRwX89L1pTteY7z2bJYjzzQRT4t5u8sHPpIh1Wxw/tUiw5dqFKcdPEeiqGCEFcIxlWhSI57SSKR13noxz+U3l3+/uvfE+KFf7CSRmUuYC8p8LL75B6NMDi5vws2P27zwx+O0bQmzaWdsNmGpoUnnyZ9oY+RKnatvldckDPXCn0yw65GGWVF7CL7nD/14K21bwlx6o8TotTrVgovvS1RdIRRRiMRUog0asQaNSEzl6NemGLm6DMMlgrj5l/+iRjSqoN3FrB9ri3PtaxeZPje1dOMZONKmRoUENxYWcoHAyHIhFAXPqhHv2olnm7j1uVh6deQayd69GIkUdqWI79okOnchPQ+ncmdGqBtQImH0jjaU2MLwlG9ZWJduv/NdLt4TxlbiB26h1AOUzUnqToGY0UhbcjcDuWPcDwYnV9oU3UlajO556e+KUGnQWojeg93tcqEvmqQlMf3VJYc06ZuX3TamJKn5ZaIiQV2WFyw8xsY9vvE3JvW6pFRa/c7WLi99r21nZqKuV7BLC5OG6tNBeYVVXP4EtFJ41RpC1VATccxr10n90Eepn7tAaGsP9dNBjWXlpWOEtm7Gvj6M3TccxG3vM/rPVnnlq1N87Gfne0kURbD1UJzuPTGqRRfb9PH9wN2sqoG0pmYIdENBDylMDprLNrbRpMqP//Nu2nrmT5C+B8/+vyNcPr58oy0lXD1Z5rt/Mcmn/tEm4qnAeAsh2LwzytO/0MH/+PU+StOrT2K68GqRt17I8eAPzGVNCyEwQoL9T6TY8VCSWskNdtJSIhSBogo0XaAZCrohgp37sdKyjK2UYNmSI48aZKcl586t/BrKIyVibcurKriBGhVycoKYSM5KZ8ZFkrxcvCxtwbg9j/rEINL3kb6LmR3Fyk/iVueHtczcBP5MYo5nm7iqilMt4tWXF2pSmzJkfvQZ9PY2hK4yb1Xte5iXr6+JsVWBf7XqXt4BqNsFMrEtxEIZivUxujIPY7llxkrnCIytmPlzg4pQWZDac+P47WrFbhxb7LhEogqNjNa+wLUaUiJYfpWSm72ncneLQ9AZ3rEwZotkwu6n6i1vZXgrdBFmT+zxRYkxPOkyaJ6bZ1BVAi5lCxOBWCAk7/uQzfrk8j7VqryteARAWInRavRgKPNrrmteiUl7AO8OAvX3A1E1GTBz3fIcVLw8WWdoXrKcb1o4E5N4+QL2yBjRA3uIP3wYZ3SM6uvHkaZFeM826icvYveP4GULbwthdMDOVKFrd4zmrjAwV84ihEDVBOGYSqxBI57Siac0okmNSFwlFFHRDAVFEZx6KU//2aVjvEKBn/zfezj8VGbeDlFKydGvZXn2d4e5gwzxovA9GLlSY/PO2Ex2cjB2oQhaukLYls+VE+W7Db/PwrElY9fq9OyPk2oJPCo33yvNUIgkgt1+PKUTawjuVTimYoQVNF3BdSVv/O30bRO/boauww9+LMKf/lmNxkYFy4Lp6ZVdRG28wq6fPBDkMOTq+K4faL4qMz+wYM8i8TFljbhIEWamLlWEyMmJee/2nSA9N6gCkBLfNvHM2oKqAAhCPZ5VR7oOvmMF7bzlnaPho08QObiH0jeex7o+iBqNUPrmS0jXQxgGuT/96jxK1LvFO2ZnK1QNoelBFpwMxLp911l2Wp0nXQZyb3Cg8xPUnAINkXbOjjyLlD7paBdd6YfwpUPUSJOt9JGObkICJ4f/Cl96NMV76Uo/QFhP4UuHydJl+qZfRUoPgUJHaj8dDfsI6Qkcr85Y8RwjhVN4/twXXnbzFNxJwkp8ngESKHSF91J0p8i5Y9xvrmTLX2x1LIgoiUU+XxoKCt3hfYSUyAJDeztM+EvLK74tFHpvM6Rp4o7PTKi2Q/b3v7Agrhne3kX95IW3XZWhXvH4vV+9ymf/SRcPP91IJBEwti23hnSWDXUJKCo88ZkWHvmhRpSbohRSSgYv1Pjz3xrAvUt+Y6vm86XfHGDzzihtPXOLNVVT+MQ/3MT10xVOf7ew6ld06FKN//Ev+vjsP+ti+wMJwjGFm43unXCDMXYlLm0pobVFIRoVd+UK3/P3DhNpiXHof36Eg//okQXH+569yMn/5/UFn1cpcd47xg71EGlaiJNmr/oIfd5ZyhRneZDl2ygor29qp3b8DJWjbxLa3oO3pQvz8nVqx8/Q9HM/QeKJRyh8/durPs+6N7ZCNwi3dBDd3Eu4uQM1Ep31xddHB6mPDmDnppb15JXMMaar19nR8iR92aPUnLldWyraydnRv6YxtoV0tIvr06+yo/UpkuE28rUh6naB/unXqdo5onqKvR3PkK8NkasNEDVSdGUe5Fr2FYq1EcJaMmBD8ucvrW1ZY9IeIKO3ExJzO0khBGE1xq7YES7XXmfaGV3Vwxfsv7Vl7uAkVa9AM/NdvgJBRm9nyDy/orIkBZW2UA+bwjtvy0K1gVXilkfdNy0iD+zBL5QBiTM+jV++uwxgEQ6hphIzGqkSJRQKqAFLVZREFKGqeKUKvmmhNaUDFZlyFSUeQ4QMatUaf/ab/Zw7WuB9H2+irSdMIq0RiWuouphNPpKexLEltuVjVT1qZY9qwWVycGm3aKxBp31rhKsn5rsTfV/yrT8co5xfnedietTiTz/fz0c+17bg2IEPpDn/ahF3DZKlBi5U+YP/7SoP/2Ajh55Mk2kziKU0wlE1uFdqYBh9T+LYPnbdx5y5V/lxe9klSS0tClevOjzzTISprM/U1MoXZcPfuc7oKwM3nIABbvxbQqHv9qpddaqc8V6jU/SyWdlOWjRzUHs/Zb9AWeapUcHGnOVDlzdWE/NPAYuc+tY24pZjHh5lllIUE8i6GdgQzwOFoIYWMK/0ETvyILzbja2ih0gdfITUwUdASpzCNG6tglAUjFQT8Z5dOMU806+/SKVv6YwygYoQGqZTQlNDCJRZo+b6FrlqP4YWRVNDFOojWE4ZQ40CEturEdFTNMe3IoSKlB5hPUgscj2LipUlE+1GoFCqj1F3Fne/TjvDTNlDdIS2LTBGCS3Dntj7GTTPM+0MU/Hyy3YrCxTCSoyYmiKhZjD9KmP21aV/EZh2RuiO7Jvn/hZC0KC10Gr0MGZfW5bx10WINmMr3ZF9GGJ1dbAbWD6c0Sm0xhSkkoDEq9TvzthqKuFdPehtzUjLQfoe0vORrou0XdRUAjwP82If+qZWQr2bkaaN1T9CaHs37lQeZ3QCa7zKm9/KceZ7Bdq2hGntjpBuNQhFg7gsBNnC9YpHreRSzDrkxm2ywxZmdWlDUM45/NlvDCzZbjU4/XKB0y/fXQhlJShOOTz/hXGOfm2Kzm1RmjeHSDbphCIquqEEMpy2T73sUSnM3Ksxi+yItWyD/6lPRpjO+RRLPuGwoLFRpVBYmY/92lfvLmM3SoKUaCJEhLCIzm4ANHTSSjNpmoGZzGXkLOVrMO+tfkFTkxXe9F+8Yxt3Oo/e2QpC4JsWwtAxOtswy1W0xvSaia+sY2MriHVvI334CJVrFyhdOo1TKiAdOxBTDoUxMi1kHv4ALU9+Ais3hVOYvmOPjfEtxIwMVyZfpqfxEbKRDgr1QDA9cPcGqepyhptXEtTF6mqULZlHUYRCyRzD8+vzamYtr0rf1CukY100xXpoS+5mrHiOqfKVBUbKkRb95mniWooGtWXBFxlW4myLPkib20PRy1Jyp6h4QQmPK2186aMKFVXoGEqEiBInoiaIKSkiapywEiesxBg2Ly3b2JbdacruNEmtad7nugjRGzmEquiMW304t8kk1IRBk76JVqOHtN5OaEZOMKjVrRJZJjfy3UBFRxUaqtDRZv5Oao1oYuGjbShh0nordb+MN0Mz6UkHDxdPeqy9+14Esehbx6c2oS4yvpASIaW3YvnV+eOT7h29C7VjZ257bEWj1TW01ibcbCCYrWZS2NcG8AplIod24xUCMW13YprI4T24+RKyZoLvIxQF8/zVebEtq+YzcL7GwPm3WZT9HYBayePKiTJXTtx9TfvtkEopPP+8yZEjIXI5D/0uZ301rNG4t4V4R4LCtRz5S1mkL9FjBm490Li9FY2ija3KvkCQ5A4EN3MZM8qaihMsJzZsXrpG4kNHQFPxCiW8QpmGZz5K/PGHMbo6qRxdLv/9nbFuja1QFRr2PYSVnSD72gt4tfkrda9Wwc5P4xRzdP3oP6Bh74NkX7n9Vl9XI2xKHWKkcIpctZ9UpIOOhn2UrRuZcTc/KPNXVYYWJRXt4Orkd8nXhkAIdrQ+Oa//qj1Nzc4zpV2hObGd1sROyuY4dWchpWDVK3C+8goHEx8mdkvZjRDBBJ3Um0lojbhGL5684V7xb2qnoKAEIu0zwu031HUWI/G/E2xpMmxeZHf88QW726jawPbIg3SGdlB0p6h5RVzpoKKhKyHiapqYmsJQIhgiNE/hZ9zuY8oe4EDiqRWNZzHE1TSdoZ2ElCiaMNCEjir0mTS2gJ5v9nUVKsYiZBoxNc2u2JFA6OCmtXSgVuTjSRdXOrjSxvQrjFnXKHt3XsDdQIPaTHtoG4YSQRcGmjBQhDYzeQjETdOJKrRFM8CTWjO7Y4/NLPQWG5+DKx0caVP3yozZV+86gW0xSNvFHctibNuMMzgW7GwddzZE45cqhHdvRWga1uUBog/txRmZwJ3KzWv3TkW0OcKDv7Cf1v3BbqueN3ntPx5n+sra3ePNj3dy8HO7Of77Zxg7cX+yxm1H8tGPholEBY1NChdvo3R2J+hxg4f/1/fTdKAVNaRx6c/OULyWQ9FVHvrVx+l79hITby4s7tZY/FlfTzDPXcIeHAHXw3drVL77GkIRaK3NVI6+SfnF76/JedatsUUohFo6yL353QWGdg4SKztOpf8y8S3b72hsWxI78KRNttKHJx3GSxfY2foRMtEuXP/OD98Nyq+okcZ2q2xKH57nAk6EWoiHW6nZeXzpENGSyBn1mtuh7E3zVunb7I9/iITWOGssZi8fgRAqhlCBOysZrRYSn0l7kLTVTpvROz95Swh0ESYpQiTVxlvc2nNjvvl3fOkz5QxwofoKughR9yqr3t2GlXhgzMRN90Jwx9XyrQg8AtFFj93M2RqUPVUpulPLNrZRtYH20Lb5jFkrHp+26I53sfHV/DJ5d+yuja1iBM+vb9/0jHoe9bOXMC9cm6FzlLP0jZWXj4EvsQfHAj1cKXGGRoNEHc/DmcjeWS1ICNSQhu+4i+6A1gOsks2Vv73O1IVptv3AFtK9DWiRtZ0i9ahGtDmCot8/5YELF1w+/FQIIeDqNY9iceX3f8/fPURqeyOn/vMxWh/uRA1rIATS83FNl8Z9LYsaWwmrInVZLZZzZmk789ihnNEJcl96FqGI4D1YIxWs9WtsCTgvb62pWgx2bpJoZ89tjxtqlJiRYaxwDtsLEjBqdp6pylUS4RYK9VFqdh4JuJ6J6QT1pXWniONZmE6JwdybbEodor1hL2PF85i5Es5MX550aQi3szl9GIGgbE4wMH0My71znWrVL3Cy8jy9kcO0GF0YIrxs7delcKvw+lKwZJXr9ZNoQiejd6CgLjC6S5kOKSWutBm3+7hSexNHWggEJS+7Jq7kYAFybyap+dqacyVgK+thaeWpu8XC8d39eZSQxq5/+mFUQ+PC//08buWmsgZfIhdbfM5MONKeS8qRzk2u7SUMaLynkUOf/xSX/tN3mPr+HSTi3kZ4lsf4ySnGT06R7EiQ6llI9rJa9D03QN9z9zbefCsefFDnV361iJTw9NNhmpsVJidXNj90vL+by39+loFvX6Nha2bWiklPYuVNQg2LbwiqlJiQw6u9hLvG3bFVAZ6H9ABNQ2tO4U6tngNhXRtboelEO7oRS2h1hRpbEXdQX7C9GpcnX5r3mSedGUKLALlqPwDZah/ZalDAfHH8udnj46ULjJcWJ52u2TkuTtxdtprpV7hUfY2cM0yr0UtCaySixFecySsJhOhNv0rVK5JzV87XV/ZyXKy+Sld4H01GJ1EluSzjL6XEw6Hs5hm3rzFmXZ1VOXKlQ8nNLiDz2MAG7ieiTRFS3UlCSQMUgVt3qU7WyF8v3tVOW6iCWFOERGecUMJA0RTsmkNxsExlrIr05/pUNIXGHWmSm4IFp/QkE2eyVCfnx7L1uE7r/iaKg2WSm+IoqsLE6SnUkErz7kacmkP2Uh6nujI3cDbr8+ijBp4LibigXlv59aq6gl26Kfv5xqusCLSojmctnlMwJUeYkiOLHnsnwGhvIfO5zzL++f+06r7WtbH16jUSO/aT2LF/ybZu+d5nDt4reDiM29fJOiMk1WaSWoa4miaiJggpMQwRCuJ/Qp2N3/nSw5U2tjSx/Dp1r0TNK1L1CxTdadxlSEsthppf4nLtGJNOC2mtnYSaIaYmMZTITIxUnckZdGf4nqvUvBIld4q8O0H1lgxqH49Ju39eHNnDxV+hylHVK3Ct/hbqMukfVwtXOlTcpVezAkFcb8QTLtfqx29LT9lgtNFgtDJaC5SWVgtHWtS8u6eBfC+h9UATez67g+ZdGeyag5RgxHRG35zg2O+eXLHxAki0xzj4uT0072nEc30URWAkDPJ9BU7897NkL8w9O4omyGxNsflIBw1bEjRsSvDSvzzK9VuMbbwlyhP//BGGjo6Q7k2R3BTn3JcvE06FaDvYghZReesPznL9pUF8d/kG88wZl09/Ksy5cy6vH7MZWqEIAUD27CSdT3SRPT0eUIj6wYKj+UAbmZ1NXPmr8yvu850AJRZFCa9NzHndGlvpuYw8+8fLb++uvVrG/YYrbXLuCDl3FF2Egh/FQEFDEQE71Y3qMyl9PLzZbFVbmnhybZiRfFxyzii1dJ3WpxoZfO4NZNEOtHIRswTjHi6ub2NL67aZyhAwI1W8pWrdAkR3dtD6I48hNJWpr75O+dRAoHDjlxk0z67J9a0lBAoxLYPrWwzcYXxh5xo7tfczaJ3H8tZWI/XusT5jp2uJ5OYEh/7ePtJbkhz73ZMUB8pIKQk1hPAsD8+6OyIQp+YyfGyc698Zop43kb6k7UAzh39uH1s+tJniQAmnFsxJrunR98IAQ6+Nsv3pHh74uX237TfaGEaoCsd+5y0e+Pv72fdjO+l7YZBjv/MWB35qN5sf72DotTHs8vJl/x58UOevvmLS2qpw8eLdzZMXv3iKh37tCY7866cIZSL4tkt6RyOxtgTT5yYZe21o6U7WCRIffv8dPaE3Q+9oWbPzrltji5TUR+9vbGP9QOJIMzBg95BYRQnrwU75Ni4gIhqiO0aZPI679iUJi8Hsn2Lsj1+m8xc+it6UXLEKzGqhRAyk5yHt5U/CmmLQHNlCW3Q7U/U+pswBuhOHCKtxSvYU4/UrmF4FZ2ZHG1JitEW3E1bjGEqYa+U3qLkLs9bvNYSq0PLB7bQ9tQMjFaV4foz+PztOfWTOS5R5YDOtT+0k3tOIEtapjxYZ/uopcicG530voaY4mz65n/ThzWjxEE6xTu74IENfOTU/JnwT4lub2fXLH2L6jQEGv3wCz1z7BXPHAy20H2rmlX//JtdfGprvMl7Fs1XPmfS/PBS4i2f6sEs2m490kOpOokW0WWMLgXF2ai5m0bpj0rZne+Su5Jk4k2X85BRtB1voQmgo4wAAIABJREFUf3mYsZOTbH68g+Zdjaj6yvIJWlsUDAO6u1UefFDnyhWXUmllF164muP1f/Mduj+2jZbD7egxA4Tg0pfOMPyd6/NdzOscDR9/CqFry/vuVRVvem0469etsRWaRteP/SLTR1+gcn2uoLrp0Q9T6b+EOT4XdE8deJTkrgMM/vnvLdrXDdenRKKhL1p7paCioOJiz/ssSDSa/62o6PeJXzeoO1tLNaCb0fKp92GO5il8b3EXkDkwRf9vfTXISL1P8C0He6KIb749L2/nzz5F/uglKieXr5wjpSRnDjNtDdIdP4QrXTSh01c+Tmt4K3EtQ9GZK/MQQkETOiPVCyAEXbGDXCx+97b9GxEVz/XxZigIFTXgz7Xrq3su0gc7UcM6+ZPDCEWh/ek9RDenOfcb38YcD1zU7U/vRU+GmTrah/QlzY/3su/Xn+bNX/oStRmjHOtpZM+vfZRQY5yJly5hTlaItCcRurpAZDy4AEFiWzP7f/1pCqdHGPrKqXtiaFVDoaEriVNzmTiTXRibXYPHWo9oKJoSlIqENZy6gx4zFr/uZcC1fayZXatdtpG+DGLAnsSzfRRj5XWor75q05hRGR7y6dqsMTLirdjYIqE8WOTsfzs+79puXmy8kzD1e1/E7l86cSuydzsNH//wmpxz3RpbEIQaW1HC85mIGh99Es+szTO2WiyOkVl8u69j0KZuoehnKckc+43HOWm/vICZqVnZRKe6lXPOq7MZbC3KZgr+JCa1ef3t0B/kvPPaPRcNiBKnSe1gzOvHYf7uwGhP41sOajSEGgsjbRd7soBXDdopEQOjOYkSMUBK3EINezLYPanxMEZ7mvihHoSh40yX8W0XezyPVwncwdFt7QhDxavZWKM5pD03GQpVQW9pQEtGgnKQ6TJuLnCNag1RlJAeJE40RJG+xJ0u4+QrIEHoKkZLA2osBELgVUzsiSJyLXh9VYVobyvWaA69uQElrOMWqtgThZnrjqA3JlDCOnj+vHHrjQn0xgSJB3oxR3NBOUDNxhrLI61gYaVn4uiNCRACt1jDniqCHyTbub6F6zsoQiWixmkwWtk8k51tL8I97UkXXwZueEO5M9vWQ3+nk8nrVa6+GpQhNffEOPB0G8/9p+WRltwOVrZK3x+9TvFskEyXPzXMvn/xNE2PbGH4a6cBuPBbz80rD8qdGOLQv/0EqUObqI0UEJpCxw/uJZSJcupffJ3y5dsrukgvIK9PH9rE9l98guljA1z5/e/j3wNDC6AaKkZMxyxa+M7auohCSYOuxzvZ/HgH8ZYoalhDC6nEmiOMnVqFCpQv8WcWBTdYC/2b3o27SXb/+rN3L0W5AJJ1W7q1XHiFEu7UNH5laZY1N7d2Hqd1bGzvHQQKKaURBZW6rFCTFSb9QdJK62ybsIgyExUFwCBMXEkxQyWBQCGtNCNQMGV1ll6sJssYBMQGVTn/i1LRSYgGVKFjyho1WSattMz0UaEqyzSIRjSh40oHHw8Ng7TSgsSn4GdnjW7bDx9BGBpe3UaNGKjxMJXT/WS/eRK/bhPqyND08QcQmoKiawhdZeS/PY89UURvSpB+/y5CHWmEAC0dwy3VyL90dtbYNhzZQWhTI3omzuB/+AbW6IwrRRHED3ST+UigAIIikLbLxJdfxRqZJvnwNhqO7MSZLqOENNRICLdQZeIvXsWeLKIlo7R86n0IQ0NoKoqhMfWNN6mcHVz1DlqNhen9Vz/GxJdeIdSRRo1HqF0dY+rZNxECYjs7ST22A6GqiJCGb7uM/vcXcAs1wt3NJB/cip6OkzzcQ7irCWs0T/6lsziWg9GWovVHHkPR1dnrnn7uFLUzC1fHRWeSqN1A3h7DlTautEnqLYTUGA16C5ZfRVfCpEMdCKGSsxZfYSuaILMpQkNrGM+VVHM2QkDbjgSquvoSsfp4ifrY3DNaHchh52tEOhoQqoL0fBRDI7m7jVA6hhLRMJIRFF0llA7qlY10lOjmFLm3hqkNLR2XT+1tJ/NQF4Uzo1z5ve/j3y6EsQaQvsRzfVRDZY0q6gBQQyrbP97D/p/czfBrY5z90iWq2TpaSGX/j+9aPQPSOiQHSXQ1IBRBqT9YuIbSYZoPtWPEdfKXcxT7y+jNrSihEIpuYA4H0njh9o6ABGVsFC2VCSQDDR18H2t8DC2VRo3FkI6DNTqMdO69x7Dw1W/i5ZdnRL18EfPi2pSqvSeMrUGYNnULKdmChk5SyZASLZRlnkalA88bwl6kHqtZ3URdVnClQ4PSSFjEZ0paZsjUkRiEiCgxqrJIRrTR550lqWQQsMDYJpU0CZGZ97lEEprpw/ZMurVdjHn9MOOm1oWBkAJDRGlRNzPize1mIlvbGPjtr2NPFml4eBupx3ZReO0Kdt3GHi8w9ewbONMVlLDOll/7NIlDPUx/6yTmwBRjX/wesZ2d5F48y/SLpwMDclPx9tgXXiaytZVN//Bj865BCek0f/JhKmeHyL14GkXXaP/cB2j9kSMM/sdvABBuT5N74QyVMwOE2lO0/fgTRLe3Y08Wcct1st8+iTNVAkXQ9mPvJ3FwC9WLI/N2z3cLRddQYyEm/vK1oD8hwPORAmp941hjOdxiDTUZoff/+GFiOzspvn6F8lvXqZ4bIv2BPUx+/U3KJ68Hk97MAqD5mYfA8xn90+8hXZ/mTzxEy2ce5frZL1O0J5AzyWpjtctUnBwT9KEpBnM+NslY7RKOHyxmgsQ2D9evUbDGFr0WVRO0bkvQtj1BY3eU5p4YAL4rufT91WvoStdDOnO7JulLvLqNYmgIVWCk4/T+7KOEWxLUBvO4NRs1pIEy58pUQxpqSKNWqM8rd1kMeipC+vBmjGQEPRlG0RTWIDH7tnBNj1q2TiQTJtoYoTx6d+IMtyKUNOh8uI3SUJlTf3SO0nDgHYm3x0AR69JYrhY7fnQvVsHi7H87jmKobP/hvXQ91YtdtrArNuf++DI07sKeHEcYIeL7D1E+dQIpJXoqjRqNE+roxBobxWhtw3dshK4T3tSNOdQfGGrDoHbl0j2/lvqZ5fM8u7kChW88t3TDZeA9YWxdHCp+gaos0qR2kBSNVGSerD9Kj7YXXRjYcr6xNWUNS9aQgIqKIcKU/Wnqskqj2o6GTko0owgFBY1pfxRNMQiJgHB70pufnaegEhIR6rLMtB9Mrgahm/pQUdCY9IZIKy2U/BwVmceSdfL+JLow6FS3z+uzdmmU+rUJkBJrJAeKCHZeBO7a5ANbiW5vR40ahNozaJkZYokZwxpImklwb+NiW2TO0JJRjLYU5T9+GTcfTF6FVy/T+fMfRokG7EnmSI7a5VG8ch1bCVyuanyu6D3a20b8k+9DS0YwOtJUzg0FbC3L+TKXgG87VM4OBsb8FqjREOkP7iWypRnF0FGTUdSGGUYpKQM3JwRafrewxjQc2QlIwj1BuEJriKFn4qCKeZScBTv4bm+O0QI4vknJCQxkWE3g+jZFe5z6Hcp3HMun79g06Y4IpUmTkfNBW9fyKE+vPqathDSUsAYzQxCqQEuE8eoOvuPT+tQOWj6wnfOf/xbFC+N4lku0M0XLkztm+/BMF890MTKxJeOUvuUy9u3zmBNldvzSB9n6C49z+T+/jLzd87dKSF8ydX4as2Bx4Kf38PL/9Sp2ZW7nZMR1nJqzcn1aGfTtu/7sAkOogpa9TbTub2L89OoXQusNTQfaZsUI0jsb6XyimwtfOEX+6jT7fvYwbe/rZORMlfrAdRCCzAc/TD2RJLypCzUaDQQtADs7iRKLIW0bo7mVUOdmUBQUTcdfptj7fYXv37WC1q1Y18ZWMcI0PvxBkrsOznwiUHSD9OEjxHp2zrYLNbbc0XXj41GXFSqyiMTHknUMEUFDm+WhnWNHurkjMVvq4uOjCgMdB4FCRmnDwaLs5ckobUgpmfAHaFY6kUhs5sdJbnDcquizJTzpeX20AzDpD1OQWVqUTSRI4zPH43srKYRbqjErRXVjNS0EQlXo/MWPgusz8RdHcbJluv/JJ1i9fyvIYBZCzJsgfctBqMqs4KxXNZHeTTFYKWeDTe0//QGiOzoZ/6PvYI7maH7mIdRkdE3GBjO7s+rC7ZLelKTjZ5/CHJhk9P/7Dl6lTu+v/+iyg2BqRGfir16ndPwml5Jk3s5wuTC9CsPVc0uzfEmol1zeenYkSJypefOOrRbRTWniWxqxslWEgOTONvRkmNpwIERgzLiKC+fHcIomCEjta0eL6LN9WLkq1f5pOj6+j3hPE6WL43NyaGJ+fM+3PcyJMlNH+1B0lZ2//CRWtkL/n7xxz5Jsxk5Mcvmv+9j/E7v41B98jNHjE0hPktqSxKm7fPffvoZVtEFAsiNOZkcaI67TtCeDHtHY8qHNJDoSWCWLsRMTuKaHVbIYPzXFAz+/n0d/+UGmr+Rp6ErQtCtDaaSy4FoimTAt+5oIJQw6H2pDNRQ2PdaBFtGxKzbjpyaDMaxjhJIhauMVENByqB0zV2fs9SHssk3xeoFoezPyZIkbosTCCBHq3Iw1MY5QBKGOTQhJQH/oB3OhX63g5nMUj343mIfvgwv5bmGIME1aJwVvkpp/d5UZ69jYStxSDjUcRg3P6Uo6xRyKbhBunq816RQXT8+WyNn4J4Al60z7o2zR9rBNO0TOH8eRFt3aLiIiTqe6lSl/hKiSIC5SaKrGlD9CxS/QrvbMEtVXZJ4tyl7CahRXukgkRT9Lp7aVAW+hKyQ4Pk272sMu7SGK/jRFOU3PTX2oQmWLegiBwJQ1KrJIgvSssb/VgN/WXaUIYjs6GfmDF6j3T6HGw2iZxDy7In0f6Xqo0RBCC8gy8P1FJr35xsiZLuFVLSI9LVhjeYQQxPdtpj6YxTeXflkSh3rJPX+ayoURlLCO1hBFaPeeqEKNhtAaohSPXcUay6OnYkGy002YvSexMNyIic7scKuXRjGak9jjBaTjBYuLm26oYoQQqoZ0HXzHRjHCgMR3HdTQjArSzDFmaEEA1HB05twevr24T9WqebRujZPujKCowTlzwzWGz66C1EJKhCLo+uEHaHq0NyAoeLyXwplRsq8Gmdi544O0PbWTPb/2UQqnR4l2NKCnI8GO7kY/vmTkb84S39bMgX/zDNPH+rGmq0FMVxFc+4OjWNlbdga+ZOKly4SbE3R+cj/mZJmJFy/PeRbWEL7r89YfnmXq/DQ7P7GV9kPBwrwyXmXwe8O4MxndQhFserSdA5/bM/u79YJFz5Nd9DzZhWd5fPOfvkR5tIpn+1x69hrSl/Q82UXvh7vIXSvy3X/3Oom2GK0HmuctMhq3pznyvzww+7xUp+p0PtRG50PBHPbS//kKE2eyeK5PeayCUw/CKXbVoTxamU2YskoW1cml3fX3ArXJKvHNSVJTGZoPtjF2dAi7ZCEUgaIrCCHxTXOGUxvcYgG3VCCx9yBetYxnWoE3zXXxTBPpOthjIwhFJfPUD+CbdcrnTmOPrZz5LvAKKrgEAikSOfu3ECJIRlykokPDQBFqQBCEPcO7Lmb/r6HPMvkpqKjoGCKMJ1wcaa+4SmTdGlvpulz9vd9YdT8uDmP+XBnHeed1AK66p+a163fP089cCUzZyzHhza/zLbvzE0DOukdn/60TIikasTCpyMUTRUyqXPfmEx/c3AfAJff4/HPO9OVKm+vuMkkdpKR2eZTkw1tRQjrhzY0g/fm2WUL1whDJB3vx6hZe2aR6aQQ3V0FvaSC8qZHw5ka0RJj4gW70pgTViyP4psP086dJPbYLLRVDCenE93Yx9oXvLGtoldP9xA9245Zq6Jk4ofYM5liwUBKqQrinhVBrCj0TJ9LbRrJYw54qYfbfPst1OfBqFm6uQsMjOwh1ZIhua5/xDNwEX1I+dZ30B/egRHScbJnqpVH8msXEX7xK+099gJYfPoKTLaFGQzj5CvmXzqIYYZLb9qOGo5iTw9RGB2g8/H7cepXqwCVSe9+HV69SnxymNjL3LGqxBOl9j+BUirjVMvWJIbRoHLdWwavPGaidTzRz+IfaqUzbeDNZtUIRd21spS8pXZwg/9YQ1nSNlg9uw0iGGf7aaUa/eR47H9yX3JuDXPqd79D8WC/JXS1UB/P0f+k4bR/ZSX14rha3PlLk/G8+R+uT22nY1UqsK4NTMsmfGMKtBDs2t2aTOzGEnZu750NfO4US0Yh1ZTDSkYVGea0gYfi1MYZfWzw2DsEO/PxfXuH8X15ZVpdW0ebMn1zkzJ/Mj/9NMMXVb/bP+2z49TH+7DNfX7LP0mCZr/38HO3r1b+9ztW/nXtezvzJRc5wd7qyq8Xg8330fmonHY93ATDx5gi+46NFdWLtcYpXJyiffGu2/fS3gvyN+tXLC/qyx+cMqj05ASdWN7aU2kJSTTNoX6RV68aSdVq0Lip+8IwWvEnK/vzNWFjE6NC3AZKqX2TKHaZd60UXBi4uo841uvRdSHxc6ZD3JgiJCBG1C0VTKXpZxty+FY3zPlMGvHsRFQkaRBNFmaUm7z0BRMORnfiWQ/lE8IXrTUkSB7spHe/DLVQJbWqk4eFtiJBOvW8CPB/fcamcnltAaKkoDY/sQG9K4kyXKb1xFWe6THRnB8kHehHGzFpMglcxmf7WW3hVCyWskzjUQ3hLC9L1qF4YpnouiFFHtrYRaktROtGHX7eDtg/04mRL1C6PoaVjpB7fjZaMYE8UcKbLoCjBuBRB6vFdhDc1BokmAJ6k1jdB8ejSk8yN5K3p50/j5m9haVIVotvbSezvBiGoXhxGCWk4hRr1K3OTsN6cJPXYTtRYGHMoS/nEdbyqCUIQ2dpGfN9m1FgYr2JSOTdI/eo4ihEitmkrQjOojfXjWyZtH3iG+uQI5sQQsU1bsfJZzKlRnPLcQiy54yBevUp16CpCUYn37sZoyFDuu4Cdn4v7vf9nusmP1Dn/4uQKc28EkYYWjGgKx6pQL0wgfRdFM/A9l5UHKzfwXoUe09ny9HZCqQiTJ0bJnp7Ad320iMaunzrA+LERsqfvj2Tgrcio7bPGtk3rwZJ1OvVtXLZOYMrF2doyahtxJc2gE/DdCxQa1Q5UoRJXUky6Q6TVVjzpBBUrfplWfQs5dxRHOmwNHeCceXTRvm+H9WtsFZXmxz5M6fJZrMm5lVC8dxdWdgKnNDdpRbu2Ee3sJvvqC2/HSDewAdRIDCPdTKSlE6dcILZpK261jFsroxghzKlR7PwUbm3u5U9uP4Bn1agOXgUhMFJNRNq6sItZ6mODs2GCXR9opqE1xNnnJ6jmlxfXEopK2+4Pke7cgx6KUxi7wMjZ53HNCl0PfJLi+BWKo4sLa2xgA7fFrRZDMCMe796TMMBykFZaSWutDNgX6NS3UfWLtGu9XLBevy35UFptJak0MuAE3syU2kKj2kHBmySttjLhDlD3KyTUNA1KMzVZwhBh8t4Ejm+zM/wQZ8zvrWic69aNLBSF1IFHsbIT84xt64c/TfbocxTPzblbI+1dNOx7eMPYbuBtgRKKENu8DaMhg2/bxLq2kz32YmB82zajReJokRg13aDSPxfPrw5do+nhDxFq7MAp5/Fti3BjK9L3qI8PzRrbhtYQH/r7vbz/726ZZZE698IEz/3O7UktGrsP07r9MaauvoaiG4Si6VkFJ0XVyWzev2FsN7By3Lo1k+BU3t7krrKfp0vZRa+xH00Ys+7jO6Hml2lU29kVeh9lL0/Jn54p2RQoQkETGpuNnYEIDBoFd3K+lvZdYN0aWwgoG2+tRtdicRR9vgqDUBSEurpLucF6tAFAymUlO60aAhRjpm7z7cDNPtkbZVBS3lC8nkkaW9rx41t1ytfOBWLavocQCtJzcWtlaqP9M3kxYjZ55AY8s8rk0W+CUILfQ1Afu47vebOZ3QBv/fUYF7+bRVEE3kyyjLMEVWOm6yC5wZOMnnuB9Ob9hKLp2WP10gTpTXsX/0UBQteCBLANBIxOtvv21M6qSvB+bAAI9JMXKxNzsTljfp8bKwEfScGbuGO2vyVrXLNPzwmr4HPKfBlm6YkkBS87UwESJKgWvalZ1sBz5isrHv/GNzmDXb/900S2rJ3CwzsZ5kCWC//sj/Dr93bFGurI0P1LHyNxsPuenmcBPInvBi+u77hIx8OrWrilOl6phlOs4RZrWBNFrLE8btnEt5zgp+4sOvlKb46QQ954yaUE6d0xThOUSHkzvxdkJS9o40uauqO070pw9E8GiSQ09IhC/Q6pAZoRwazkZqQN549AKBrIxReWRnOSrn/4AzQ8su0Oo37voHppjP7f/gbm8PR9P3fmiV1s+eWPz+VOvMcx+F+fY+qvTyy6AL41M9hfRnRU3tLq1j7kLYS886VDV+4y3/gWb4G4G/LRDawK9/2eawJVW55GpZQSr2xiZ0tYo3nqg1nMkRzOdBk7W8aeKt1Vre1K0Ptwhl0fbGHbIxle//Mh2nYk6HkgzfP/5fY0crXCGMmWXvKDp7lRviUQhOKNpNp3Us3dWRJt4z1YP9j4Lt4dWNfGVmg6se7tKEboxicIVSO6qXeOxAGItG9eK06EDWxgHoQQaMkIWjJCtLeVNODbLk6ugjWWpz4wRe3aJNUrY1ij+bURVLgFTd0xLn13irbtcaQPtYJDKH7nV3fy6mtsefgzdD/0aYRQCSUaad/7FOFEE4qmM9X3xpqPcwMbeLdBTcaJHN5P5eVXV93Xuja2iqbRsPsgiR1zYstCVUls30usd+dN7fR5WZ4bWD0URaN55/vwXJtabphafuXF5ghBvLEbKT2q0+8ccemloBgaobYUodYGEge7cYt17Okytatj5L9/idKpgQV0j6uBVXMxomogrRdS6HkwTWUJusZafoT+N75C05bDxJu3oCgqscwmKtl+sn3HMUurq1vewAbeC1Ab0yQ+8Mi729hK1+Hqf/13y2/vb9QMriVSnbuxq3lKE3343vxkqXCyhUz3AeqFcTzHIhTPoBoRSmNXCCebCcXSlCf7qEwPgVDQjAiRdAe+a2OVp2nqfZBs35tBZ+9kj4QQCCHQ0zH0VJTIlmbSj+2kPjjN5DeOkz966fa80yvA5e9n+eDP9dDaG+OX/vQIoxdK/O1/WEgWcCtq+WGGy5MoqhFQbEqJ79n47vqmBtzABtYL1NjaMdytW2ML4NYqQeLJu1BFY70jnGxmcvQYnrNQDcmplyiNXyOa6SSsalSyQ1jlKdr2PEl1epBs/wmat76PWn5sljjBNcskWrdjRBvmhQDWaZX3yiEEiqaiJKPE90aI7Wyn+WOHGPvSKwEL1Sqk5MpZi+f+81Xe+KsRFFVQHDex68vrz3cXN65CURdNxtrAyhCJKZi1gJ1NKKDrAteRbKz91y8af+7Hl21A1XTDmp13/RpbRaXpsY9QvnQac2Lk7R7New61wjjxxi4qUuJaNXw34O0Vikq66wCqNhdHV/UwWjiB7zkIVUMPJ5C+j6LpaOE4qmbg2nVUVSPWsZvRc+/uemghBELXSB7eQnRbK9nnz5D91inMoem7Wjh27k6y58kWwkl9lo554FSBk9+4Pf3gnaCH46Q3H2DyysoYcDawED/5j5r48u9NU8p7NLZoHH48xsmjVabG7p1O7wZWh+ihvbjTeXzTXLKtGo2yVjuCdWtshaKQPnQEa2p8w9i+DSiNX6GheRfRVDv1wjjWjLGVUmKWJtEjSXzXJhRPY0STCEWlNHaZSKqNaEMrpfHLCEVFUVV830HVDKxqHtWI4DlLP+TvFmiJCK2ffpjY9nYmnz1O8Y2rK65hbt+VxHV8Tv3NGK41I4xQuHtXsBFN09z70IaxXQO4jkTTBY88FSefdREKNLfrbN4WQjcEF07UybRoZFo0DEMweNVCSujYYqAoUMh69F+22HkwTDiiYJmSS6fr2Oa7xeWz/iAdh9wX/wp7YGm7Et6znfRnnl6T865bY7uBtxe+5zB9/fjCA9KnMtU/+9+G9h2YlRxWOYseSQJQmR6cdV3mBgLBBz2SRI8kKAyff8+FBYQQxPduItSeJrKlmcmvvYFbWuievx1KkybbHm0k0RTCtQNjO3SmSGFs/KZzKISTy6sTj6bbV3YBG7gtijmX5naNj3y2gfPH69TKHtWKjxESdO8NDGgyrRKOCqbHXT74TAPDfRYHjkQ58b0qB49EKRU8PC9wQ+84EKZe9bl67r2zIL3fMC9dw83mlyXp55XXLvF2XRtbRdOJb92FFkss2da3TQqnj92HUW3gZpSnBpB+4DJzzQoVx8R3Fz7Enl2nNHYFx7pHyi7rHEII9EyM1k8+hBYPM/alozi55b3IDW1h+k/kGTxVmI131wrz77EWirH9iZ9ZVn+KZuDUVyHPt4FZTI27HDwS5cyxGj07Q1w+XWdzr0HrJp2m9sDtn5t0Gbnucu28yd/7lRhD1yyGr9m89UqN9i6DhozK7sMRFBWa2nUaGu+95OR7GfkvfwOvtDyxGHciS/Gv1ybsta6NrdANkjsPkti+b8m2TqmwYWzfBtyI5QKBAPRtMl19z1mQ1fxegxACJWrQ9LGDoAhGv/g93EJtyd8rZ232PtVCNKVjzwjIT1wtUxib2/0IRUWoGhOXv49r3rnPaKqdREvP6i5mAwBkx10++TNpfvdfTrBlR4imdoNI1OP1FyscOhIjnlLwPIkzkzR1g5nUMuXswmnnwQjhqODbXy7yoU8k2eCwuLfw8sVlt/WrNapvnl6T865rY+ubdaaOPkfl2vkl226U/mzgnQAhBOgqTR87iJOrMvHVY0vSYhbHTYbPFlENJTC2AhzrluddSqzyNNm+47hLeA/iTVs2jO0aYWrUppB1mRixuXy6jlmXZFo0nv6JFPWKT2HapV71sU0f35fB/2s+iiqQPlRLPkN9Fh/9bIpnPpfGMn3M+sZctm6gqqiJGF5h9Z6gdW1spfRxKyXs3NTSjd8mSM/HKVTxrXfPrs2eKi6LgH9NcJereOn5VK+O45WOUsVgAAAgAElEQVSXH/sMzieC+lhl5kdTEbqKomsoYR0lrKNGjIAA/h5tMYQIztv2I4/iFqtMffPkHe93brhGZlOE9p0JXvvTQeJNIYzIfFej65hM9R3Ds5eO9blmhfo9ILWQUgb0lfeARevtgpO98/XkJj0+/48DwpdvfmnpHdMf/tb8uexbXw4Uas4fX+FzvAS8moVbrM0vs3uHw6ta971U0OhoJfO5zzD++d9ZdV/r2ti+E+BWTKb++i2ql+6CYWmdwjNtfOc+lS7c5cvjmw6jX/gu5TMrY6YSCqAqM0pRSmBcwzpKxEBLBLSMWkMUoymB0ZwMmKI6Mihhfc05atWwTsdPfwBzJEf51MBt2219X4ZNexvY/aFmvvP7fWQ2Rdj2aOM8iT3ftZjuf2tZ57VqeUbOPLfq8S+ALxn74vexs8uLh70T4FUtnPw7L8+gcmGEqb956/6od90n3G3p3GqgxCIo4dDSDZeBdWtspecx/u2/DES01zGk41K7Nk7pretv91Dec5Cuh1zhomDBq3qbzYgwNLRkBD0Vw2hKEN3WRvKBHqJb21D0tUtg0ZIROj73AfqGvnLbhKlUe4Trx/N0H0ohJZhld8HOdiWQvodVuQcqNlJSuTDytijkbGA+nOkK5VMDeDVrybaaBo2NCoWCj3VL881dKj09Kq9838Z7lzgs4h88smwJSb2zdc3Ou26NLdKnNjIAUqLFl2bxkNLHq757VtQbeHshbRcnW8bJlqldHad0sp/st04R6Wmh+YcOkzy4BaGra7LbjW1vo+VTDzPyhy8tetysuISTGqou0MMKOx5vojS59CR6O6h6mERzD4V1LB7foDSxSdvOgHOBilxaDHwDy0ckIvjMZ8M0NiqcOukwOeWzZ7fGiy9aGAZ8+u9E8D3JK6/Y+D50dqrvqqSt1DMfQejLNH2qipfLr8l5162xFZrO1p/7laUbqgpCKDilPNd+/zfv/cDeadDUgJpMiEAg3XVhsRiUqiA0DZSgHd7Kd43vZBhGHNc18X2PpsZdCEVlaurs7HHfdLBNBztbonSyn4bDW+j4mQ8S2dy4Ku7UGwlTqfdtJf/9C9SujC9oc+E7kzz5D3rJdEb4x3/xONeP5/mbf3/xrs8Zimfo2PvUuja2CiqGCKMI5b7E6QTKrGz4ux29W1XKZUl2ysW2JaOjHtu2aYTCAs2Frm6F3/x8Bc+Djg713VcWryhk//BL2P3DSzYN79lOww9+aE1Ou26NrfQ8Jl56dvGDQqDoBnqigXjvbtRoDLuQu78DfAdAbUqR/MEniOz7/9l7zyDNrvvM73duenPo+HbunpwHGACDTEAUGERSFFekFXa9pqSytPK6bGv3q235k8t2SV67dmvLu2Vp18uVSJGillyKQiBIkACRZwYzmBw75/DmcN+bzvGH29M9Pd2TGjPAAOKDQgF9w7nn3vfe85zzD89/B8IykbZD7bWjVF9+c81xIhoh9ZknSDzxAFosGprGT5yn9O0XPqKebx6RSCisIQjNRI5bxTITCC1Usgp8B8OIhT5bNFy3hm5E6ep8gHJlgnpjAU3TMc0E0WgrQeDgeQ1WBmEVrnpL716henaK3q8/Q+szezHSsU33WQhBpCtL9omd2KMLqOuKFzRKHs//6UVe+3ejaJqgsrRxoIhuRpHSRwU+uhlZdlCvuxpWPIvQ7u9czqKcp+jMfyjX0jEYMHeTD2aoyE/+ODIy7PM7vxNnZMTnO992icUEqVT4b7mkyC8pfB90HdJpQSqlkUwKSqVPBusG1Sre3AJB+dYRxv7S3Xsf7luyRUlKp95dt9lIpIh295MY2kks14eTn6N65DzVy2fWHZvW23FkA1fZWCJKQstgqzq2/HtgbtZ1Yvt3EH9wD/W3T+CMzyB0A39+ad2hVn8X6c89if3+Rewzl0Bot/Ui3n8QDPQ9jevVMY0EmqYzN/8+He17cNwqAmg6ZbKZLTSdEqaZpFqbJvAdkqluhKahlEQInVSqF8OIImXA7NwxfH99lG9QazL5Z6/QnC6Q+/VHiXRuXrRci5ikHxii+PoF7NG1kcIdWxI0az7VxdB0HE0ZZLtjzF1afY91M0r33k9TWxqjNH2e3M6nsRLZDa9lxTfe/vcVlojSqQ9QDtZ/G59EDG0xmJgIWFpUPPlkhLFxH00L/bZLiz6XLoUWrUhE0Nam4fuKri6dUumTYekq/eBHBMXbG9+CUoXm8I2DF+8E9y/ZXgcjnSU5tIvE0E6MVBpnYYalIz/DnholsDdO4t8efZhFb4KGLKMLk6hI0CK6GXbe55NuLhKmgdnVgTe3RO314/gLNw5aMfu7wlXvW8dxLny8A70C6VOrzRGJpLHMJNnMIHazyMzsMdrbdpFK9eH7TWbnjhONZOns2M/k9NvEK+0s5S/QbJaIRrNUK1PML56mr/cJdD2yIdkCKC9g6UcnQSm6fvNJrNbkpvseG+ogvi2HPb64JhVoxxNtLIzWV8g22xXlgS92rSHblf4s2/xa+w/g2hXcxu0n8N9L6Jh0Gv00ZBVfubTp3VgihqccloJp6irsZ1brpFPvBwGucpj3x7DVauCYJWJ06n0UgwViWpK01oZAUJcVCsEsLqu/k0WUNqOHuEiji9WVfFM2mA/GMYnQqneS1tqJa2n6zJ20q14ACsEcS8Gqdm5Ka6FFy2GJGD4e5WCRslxCErpkOvQ+TBGlHCwu31sUT7kUglmqaq3PL6N10KJ3YmDhqSb5YG7ZL/3hjEmZjMbwlQC7KdF1wdkzPmfPrBLpT18J37NGQ/HGGy5vvPHJKslonzh728f6+SLl//yju3Ld+55sjWSa9N6HSG3fhzAM6iPnyR99Fbe4hGzePDfNU00qQZ6M0Y6nHErBPF3mNgQfT6oVUYv4w/uJ7tuOFo/gLxSpv3UCd2x1ULCGekk+8wh6ewtWXw5hGrT9/tdQno9yPArf/CFBvoSRayP51EMYvTmsvk70bJqW3/wC0g4Hq+K3X8CbXPUfGm1Z4k88QGRrHyBwx2epv/M+/vwqiWupBKnnHscdncKdnif17GHM3i6U59F47yz2ifPr/cD3IPBCqgCpAkARBC6aHqbtCKGhVEAQuIBCqgAhNEAhhIZY7oxSEj9ohqvc2+igbHrkXzmD1Zmh44uH0KPWpvqtRy2Se/sovXuFoGpjRjQGD7XQsydNotUilgrl/3I7kqjr3O6B12Tm7E/XlM2bu/gG9cL61KhU+xC9Bz67qT5uFrow6NQHCXSPq19foAJiWoq6KlEPQrL1lEtT1UmLNjqMfkrBwnVkG6Xb2EaH3o8mdJqqho5Jzhgk4acZ987h42FgsdU6SEykKMtFdCL0GNuoyhKjwWkC5RPR4gihoQkdUEgCguUHq1g15bdpPWy1DqJUQEPVSIosOX2QSf8Cc/4oEkmr3k2n3k9ZD1fHvvLo0PvpMPq46BxdIdxufStD5l6aqoGjbLJ6BzljiEvue5Tk3c993gjvn3Dp6AgnH0tLH0xAw4in6HvuNyldOkFtapjsjgeIdw2iWRZetURl9By1qSuoDSRcjXiKzPaDxLuH0K0YfrNGfXqE8vBppBOO7bHOATof+yxLx1+lPj0MgJnMknviC2i6zvyRl3EK4XOLtveQe/xXWHr/depTlz/Qfa1AytuWdrwV7l+y1TTaHvs02X2PoJSkfOYYlYun8OvV8IdTsH6kXkuhgfLot3ahCQMBLCiwxN3Jmbod9Pbq/JM/iNOS1ZhfkPzJn1a5lfa1EJDLaczNrf0IhGmQ/drniD+8D29yjqBcJbp7C7EHd1P81t9hvx8GzCjHxZtZwC9V0OJRtHgU59I4smGjfB/phLNU5fl4CwUCuxnmm8ZiOCOTBIVw0JP11YmM2dNJyz/6EnprBufyOAhB/NEDRPdsIf+NH+DPLq700RroRkvFSX/pWWTNxi8UMTrbMFozG6t83fVZjwpz8VQoh1csjdLd/TA7tn8Jx6lQLo+TTHZdc3GF74f3OjjwLItLZ6/r1u11MKg7LPztMVIHBohv79pclLKA1MFBzEycoGqjFBgRjXRHhGSbRao9glKKyoLD+8+vz+u+VjqzNHsRuzxL4K6fkDp2+SMRO9AQpLUOLrjHKAbzKBQCsbI6BKirEg2/QofeS0bv2LAdgSCupTjtvEFDVhDoDJi76NT7mfPH8FWZmJagXe9l2HufeX8CgcAUEeIiRTGYw8ejKvPUZJGm3iCttTHnj1EIwgnmVbKNigR95g5cZXPZPYGjbHQM+s2dDBp7qAaFFSI1hUVNlpj0LiKRxLUUD0c/Q4fRR9UrEhMptlj7yQdzjLgnkUgsEWFf5Cm2Ww9yrPnyPf4FQjSbMDl5d/J4hGGSGtoDQGb7AZL9O5FuE82MIPot0tsOMP/2ixTPH1szEYx29NL9qV8j3tkHQkN6TTQrSmbbATLbDzL58rcImg2ErhFr7ybW2UdjbhwV+BiJNNmdD4KmUbx4PCRboRFr7yHe2Yem3zmt6Zk00d3b0DOpdWI2Qa1O/c1jH+xBcR+TrdB0Op76HMr3cUt5Ujv3k97zYKgBu8E45tUqTHzn/12z7aJ9hKiWxFVNDGHQoncx4V5Yjjq8t4hE4J/8fpwXXmhy7L2QYTUtDDgQAup1RRBAMinQNHBdhefB4IDO174W4//5N3VsW63ktkX3bSfx1ENU/u5VKi+/CYFERCw6/+i/IvNrn8adnCPIl/BmF/FmF9HiUYxMCr0tS/XVIwT54hreCApl6m+8F6opSYWZa6P+9knckeW85uVjhWmSePphtHiUhf/7GwRLYRpGZOcQrV//ConHDlJ5/rU1K9bkUw9T+IsfUH/nFEjJiinhng/wipHRn6x2fvnCwyM/WnNMsTQCgO83GR79MaCYnHoTNrB5jI7/bN22G8FdqDD//SMM/vdf2LQIRqQ7S6Q7S3M6j+9KLvx8ETOqU5q1mTpTvnoLt3yUUydfumG/m5VFxo9+/477djdQlIuU5SI+NzZNKiSSm6+4FvxJ6rJMgA941GSJbmNLaC5WEBNJJAG2rK2QeU0WSRpZDGHiKw+FQhGs7JcqWEP8ADGRIKW1ctk9TkOFfr4Aj3wwS84YJKm1UFtelTdVg6VgCo9w0lOXJRxlExWha6FN7yYi4iwEE2hCQ0NDElCXZXqMrVgiiqs+htV+hCA1tJv61DAj3/u32EvTaJpBy55HyD3xBVoPPEl14iJeNRw7zGSG3OHPEO/sY+7tlyiceQclA8xEms7HP0/LzkN0P/1lpn7yHYJmA7dcINLSgWaYBFIS6+zDt+uowCfa3kNt4hIIQaStC69exmvcWbyJNdRP+x/8Q7RoDEQ45inXDbMzBNTfO/3JJlslJcUTt19vM9jApJwzt5DUsyumwCn3EnX54eTs9fcb5POKkdGwfJauw6OHLZ55JoIQcPy4y9vvuPzx/5RicVFy4n2Py5d9fuu34hw8YPKVX5O89prD1HT48SeeOIQsV2kcOb2SuqOaDpWX36Ttd3+d6I5B6vnVe1PqmhFZqRvzhVLLg87Gx+ltGawtvfgLBazuTmR7S7g9lUDaTSLbBsKs+GvI1h2ZpHl+hJWZwoe6iFIb/P/NOrDR8Tfaf2sU37pE7h8cJr5jc2XshBAkdvVQOTEWygQquPDaAjJQqDuy+N243yrwqBdvnfZwL+CqJoH64IE2TdVYQ8jhGyy4au1qqsbyCjhDTZbR0EhqrTjKxlW3n6OsCQNNaPisNUn5ysNTLhEthgjCawbKx7mmbUVI4NpynyIihobGPuvxdRN+W9XQub8jxG8EIQRutczi8VexF0K3hZQu5dGzJPp3kN6yD82Mrhwfyw2Q6N9O/vTbFM++i1ouUOLVSuRPvEaie4jszkPMvf0ivl3HrRaIZDsRhonwPeLdgzTzs0jHJtbRG5KigmhbF161jF+/M7JNPvEwyvNZ/MZfoKcSxB95gMqPf47V30P8wf1UX3r1rjyn+5ZskQHzr/zglocZiRRWW+eGwhdtZi8X7XdXZquB+vCky0wDfH91gEylBFu3GrzwQpPhEZ//808yvPOuy+KS4tRpj3PnfaanA158MRQz/+a31gZ9mV3tSMfFv65ihTezgIhY6C3pe3IfWjyKnk5itLdgdLSuW1J5+eK6bX6hhHI/OTJxdwLl+iy+cILBP9p8zdjEnl6Eoa1o8ppRna2HW8nkoggBMlDMnK8wduLWE0czmsZKZNA0Exl4uI0SXvOjjMaXd8WypAh98jdCQ1bIB7P0GTtIaS3LZmSLce/8utXrTa+jJEoptOuIUBMaOvryxEEt90kt92tjBPgo1LI5en1Qp/NxXNUuwyku4hTX+pyl6+A3amiGgWaEVCMMk2hrJ0Y0gZlI0br/8TUuDc0wQxO0phNt7aI2fQW3UiDZtwPNMJGaTqyjl+r4BaTbJLvzITTdRClFpLWT6shZgltUvboeelsL9pmLOJdHiGzfgnI9/KUC7sgEZq6D1Gc+ReGb3/vAz+j+JdubQIvEiPUMEO8dIprrxWrpIGjWqZw7vuY4qXw6zQFcGa56S8Eirrq7gt83wty8pLVNo61dYykvQS1bVMWyvoQKTcnf/naDw4ctnn7K4sWXmgQSTHMj86Na9iVct0+Eps97vXi0j5+l/s6pUBTj2l45LspdaxJUXvCxKhAvTJ22x7cS1B1KJydRwcZ9N5IR/NqtV0Xlo8MEVRsjHd9UfxLbcmvk5LY/1kbPnhTbHmvj7Cvz9O3P4NrBzclWaHRse5SW3n1YsTRCN1CBh2tXKE6dZXHkKHe4VP5YQSJpqjpRlaAuy3jKYdq/QnWDPNoAH4FAF+uHQ0fZNFWdrNZBIZhdOTYhMujCpC7LyNv8+soyT4BHVCSYD9amk4SiGh/f3yNwmwTudd+GUqxE8i3nfAtNx4inQSlSW/aRHNi1YXteo4rQNJASr1JEGAZGLIXQDYxoEqewgPQ9NDOCmcwiAw/diuKU82t8w7eDa11gyg9CHYdYFFmp4U3PkXz28Ttq70b42JCt0A1ivYOktu0l1r8VI5FCuS6N6VHKZ9+juTC77pyCP7scbbg8q7oXoa83QKkUmoF/9+txggAmpwJOnfL48q9GMQz4T9+36ejQ+J3fiWOZgrPnPDwPJiclO3bo/MF/HeeFl5pMT4cfoDs9T2RLH0ZbBn9hdcAwezpRjnvzvLEPcNuy0SSo1BDRCN78Eqrx8Z193wip7R1kD/ZSG1kKHesbiMBarXHaHtvK7Ivr87mvh1+xqZ6bouXxnZvqj56KYaTjYZUTIJ2LMP5+iWxXlLe+NUHvnjSDh26eK9s+9BB9+z9Lee4y+fETBF4Tw4qR7t5J74HPoaTP0uh7m+rfvYJAEBEJTGGSFBl0dJJalkB5eIRRyrcLHYOs1klNFpnxh2+6mrVlFYGg19iBKcIgtLoqU5F5bFVl3h+n39yNIUxKcpGYSNKlD4ZpPbLI7boaysEis/4og+ZeolqCqiwsm7dbcFWTEe/u1E39SKDkbU+wlQqnJ3NvPU9jduyGj8+tFlf+GzQbRFo6QAhk4NHMz4YLGK9JvGuAwLGRnotbvnNdbn9hicj2QUAg7SZaNEJ0x1YatQaRnVtRzc1Lo16L+5pshWESac+R3v0AyW17MZJplOvgFvNIo8n8Kz+gMT2GCvwNf+g5bzVnNK23fahkqxS89ZbL8RMeQkAQKFwXTp4K/242FUrBv/i/wrQGzwv3NxqKf/bPywQSHGf1nmqvv0fsgd3EH3uA6kuvowKJiFqkP/80fr6Ec+UmidcfYJHp50s4wxOkPvUI9XdO4VwaC29OgBaLhMUAmh/vPLzqpQWMZBQjFfqVjHSUwf/yMYy4ReG9cRpjeXq/eojEQBtGOsbia5dozt04f1UpRf3c9KbJNlSUyuDMhoNN4Ck0XSAltPbHQYN4xrxpG21DD1Kau8T40e8hpR++A0JQmDjF0OGv0jr44IdOtmHY041fxoiI83D0OQxhEYYP6Wy3DqGQeMrhLftvuZqic70tRy2ncl192SUBVVlgwNxDr7kDAF+5FIMFxrwzNNSqKb2pGlx0jzJo7mW7+SA+PiPeKSoyj0Qy5V/GVQ795k46jX5c6TAbjDHtX1kJhgrvbP3KVBKs3LMk4Ir7PjWjRI+xnZw+QLAcIHVtTu8nGcr38Crhey2EhlNYuOVK1KsWCew6kZYO9FgC6dg4+XnQNHy7TrxrEL9eIXBs3NKdC5PYp89j5DoQlklQKOFOzpD92hfJfvULCE2j+J+e39S9Xo/7lmyFbrDl63+E1dqBVypQG71A9cpZ7MlRot39dH/2a0jP3TB/KyaSYQ6b0bkSRNGqd7HkT9MMPrxyWYEMTcXXotFY+/f1+wFqG2xzLo9T/fFbpJ59hMiOQWS5ijnYg2aZFP/6pZUo4bsOz6f22jHMrnba//A3cC6MEtRt9HQSq7eT4t+8jH3i/MfKbHw9VCCRwepAqVk6QtOY+KsjOPk60vGZe/kcmQO9TH7n6K0blIr6pVmUUpsuVBDpboETYwAMHymgG4Ij353kt/63Azg1n5/9+c3FR4Ru0ihMIYNrvg+lkIGkUZwm27tvU/3aLFxlc9J59abHNFWdN+2bx2nUZGnDFJnFYJLFYDWnuM/YSbvey6h3Gkc2UCIUuegxtrHVPMh5993lSOaQqOeDCeaDjSuMSQLmglHmghs/88vu+omLQnK0uVYQQRIw4w8z4w/f9D4/qVAywF6awasUaNl7mNrUMG5pcYVwhaYjTAuBIHBC36tXLeHbVaxsB1a6DXtxBumHE3y3tEQsN4AXiRI067iVO5dXdK6M4VwZW/m7+rO3kLU6RlcHzqVRGu/dHYvDfUu2V+EWlmhMXMGeGUe6Lno8Gdryb4KolsSXHgPWXgp+aF6OaSk0bq+s0n0JP6Dyws/xpueJ7t+BFo3QPHuZxpHTuKMbzIoDiTs5h1au3jJYyV8o0Dx7BdnY2J8dLBYofOMHxB/aS2T7QBiJXK1T+cnbuCOTK0SrXA9neBLZaH6sC4h7JZulN6/Q9Sv7qVycp3B0FOSdEae7VEG5PiJy8xXojWC2pVb+f2F4VdTh3379CJoBdvnmEb3lmQsk2gaw4mfw7BpKBQhNx4ylSbQPUprZfCGD+x0aGoPmXib9C4x5q2pBAo2IiJLSWjGEdVeion+BO4e9MEXh/DHaH/wU/Z/5TYoXj+NViwjNwIgnl1N7asy9Ga4olQxwSkukh/ZgplspnFnNUrEXp0lvO4AwDGrjF+/YX7sRZK1O9We3nwlzu7hvyVYFAbMvfZdoZy/RXA8th55CMy3cUh7l+wjDQI/GQsf7dYEexeXE9BHnJJVlvdOrfpGPEtFkO9ncTgoz53Dt1ZWoGU3T0rWbemmGenmaeLqb1u69wLJ5zHewq4tUlkZpHD1D4+iq31A3o7R27yOSbEMIge80qBWnaFRmqb12lFT7Fnp6n1jXlyBwyU++j9uskCok0N7O06hcnesDCLK5nRhWjMLMWVozO4jOZ2B+1XwaJ0W26zHoUhRnz1Mvz1B5/rV78eg+VBiJCGY2jltqYGaiaLqGV2oQ686QPdRP7fLCLQOllB/gFetEujanQ6zHVlWo+g9kqBddClM2Tt0n0WKy5ZEWRo+tygDqZoTcrk+t3oMVI9O9E82wcCqLyMBDMyyi6U4Srb0UJ2/te/44w8cjpbWS1TrxlYsuDBJahla9m7JcxLuD9J9f4O5Cuk0Kp99COjbprfvJPfpZNCsKSoWm4HKextxat1gzP0frvscAQWN2dZ+9MAUozEQae2m90MvtwOjqQIvHVjUGrkF03y78pfyGmvJ3fJ0P3MI9g8KeGceeGUeLxDDTLVjZVmK9QyQGtmEkknQ8/Sskt+/Dnh6jMTmy4gtYbWHVtOkr945C/u8FYqlOerY/Q6M8t4ZsrViarq1PsDB2hEZllmS2l56dz1AtTBB4TcxICiuaojB7jsnzP15RCjKjKYYO/iqJTA9us4qSAZF4C8XZ84yfCWeFmfZtYVv5cWSw6lv1XZuibgGC3NBjxNI5QDA3HFYEEkKQ7dpNLNlOaf4SkUQriWw3ILBiGWKpTuqlaXy3jlKKan7sQ3qK9wb1kUVs00D5EukFOAuV8N/FKkHTo7lQZe5HZ/HrDrqQfPlrMX7ycpNqdWPzuQokfrVJpGvD3beEFl1dEfcfyLAwWqcwFVoeUh0Rdn2qYw3ZCs0gndt2TQcUdmkWw4pitPevadsuzxHLdG6uYx8DSCSX3eP0GNvYbh1CQ6z4dAvBLNP+lY98LPikwG/UGH/+P+BWS0hv7QRG+h6Fs0eoT4/glhavO69K/vSbVMcvYKayaIYVkq3n4DeqK8FRV1GbuMTky99GaGJNilFzaXZle2N+vTTp7SDx6IMYne3kRyfXucMSjxwkqDUo3QW/7X1MtquQjo2zaOMszlAfv0zhvdexsm0kt+4muXUv6V0P4BYWGPvmv15zXpc5RDUIo9MyRjv1oEJNfcTBPLdpinSbVWavvEGtMImmG3RtfZLOwYepFcbJT58GBEP7v0S2Yydjp35IefEKCoVhxrg+/NhtlBk/8yKufW1QjyLwwpV+mEsYkO3cQXH2HE7jukmLkswNv7Ws3qXR2rOPnh2fYubyz6nmw1lm4H+8VwpeadWEHjRcKufWRrcrX1I+E86cIxHB7j1Rfv7qTVS2pUJ+gFxjLWpixnR2PN7KwANZWnpiZLuiCE2Q257Eqa81gfpug+E3v3Xb7avrxZU/YVgKpigHi+jCXA6MDAOrPOVyrf3mF/hgUL5L+coNfJpK0lyaoXmDFacKApziwrr83I3gN6pUx86t2y59d8PtdwKrp4ugVGGjb9kvlIju3rb+pE3gY0G210K6TpgsXS3TmBpj8Y2XiXb2EB/asXKMKaL0WNtpM3ohKhBoWFoUW95+tYePHEoSeE18Nwzomht+g+5tTxFPd8AhR90AACAASURBVJOfPk26fYhMbicL40dZnDzB1RdlI8ECpSS+W19pay0ESknq5TkMK0aipW8d2aIguFr1RggCLxTpDzz7Bm1+eHjwkMmXvhwlk9X47nca7NxlMDYScORdl3/63yX52+/b/OpXYnR1a8xMB/z1X9n8w38cQ0pIpQUXzwcYJhx912V6KuBP/kWGf/4/rI00/h//OMW/+dc1/tf/I8N3v2MTiwnSGQ0rAr/3+3FmpiU/enGti0IphXI3P6gLQ0cGCs+RRBIGVkzHiGgoBaVZm/efvy7VTakNf3sh9LB27XJyt1LBXfFrfZjofihHx55WTn3z9ovdK1RYAega15Fuaez+BzsY/vEY0WyUvse6uPjDEbz6308Bll8ghLAsAru54bxZNR202OZrVV+L+55sNSuKkUiCpqN8D79eWRVWUBKhh+Y2I74aUOKpJtPuRSwRYdYbAaVwVfMj99l+EKhlUry6Ikl3bEPXLRYnjvPB9RAFXrOMa5dpye2isjhC4H044h8fBKmUxt6tBsff85ibDfiN347x//15nV/9tRjlsmRxIWBwi057u+Df/1mdw49aHHzQJJfT+fa3Gpw5Hdbx/OXnIvT16/T06Pz81fUrdM9TdHZqFPIBDz1icuaUR9OW/M7vxbl8OVhHtCE2ECC5A0jHJ3All9/Ko5sa5fkmsxfuTPkpkmyldeAB0rntGFYM37WpzF+hMHESp/bhFEk34wZGzMDON7FSJkbEQOgCTdfQdEF9sQFCEMtGELrALoSFMYQAt+YSa42hR3SslEWqN4n0JI28TSRtYcZMENBYtAFFrCWKZmq4NQ+35pLoTCADifQlzaKDlbKYensGt+oRa41ixk1S3Qn8pk9tvoFmaESzETRdo7HUwG/efFKim1Fk4KPktZMqgWZaSN/7RIuGfJLglypYfd0Iy1wbTKrrmP3dBKW7U6byviZbI5Wh9aGnSW7djRaJ4teqVC6coHT6KNLziLR1kt71ANkDh2kurjVV+Mpjwjm/Iotmigg6xsfPhCQ0DCtOR/8hfM+mtqxpG423olDYtdBxH4m3kGwdQNMMQJGfObvi2zWsGG29B/HdVRkz1y5TLUyEqSECpPQpLVyhf89niKdzVAt3p2DyvYRuhAWvBwY1Wts0Xn/VZWlJ4jqKxx63uHLFR0no7dN54qkIrqMYHfHxnrFYmA8HQilhdjagu0dnz16Db39z/SRjZDjgc1+I8tabLs9+OoIQgnhCEIsJGg0PXV+vgyEEaNbmPy/lemFubaAYfiePDBRmVCOetWiUXTz75gN5JNXOlsNfQzMsmtVFmrU8umHR0n+AbM8uRt/9G5rVe18svX13K7n97Zz85nl6Hu6idVuGaDZCdaZOrDXKwpklfCeg93AXjSWbqXdnyQ6l0U2d8den2PPVHdTm6mSH0gw81YMZNxl7dZItzw2gAoVbdRl/fZpUd4LuhzrxGj75KyUqExUe+W8OMnNsDrvgMHNsjo69bez4/Bbe+Veh0lwyl6DncI5YS5TZ4wsgoG1HC5quUZuvc/mFm6dXtQ4+QKM4Qz2/6ivUDIu2wUOUZy7gNj4cHfbbxQdRqQrLU4ZVsu4Elh4nGe0koidQKLygQbW5QKB8WuMDmPr6VWPJnqbhFhBCIx3tImZmUCgaToGqE5qcLSNBNtaHoVkoFH7QpOos0vTunBibZy/S+ttfIfnsEziXRpBNB80ysbYMENu7i9LfftLr2QqN7IHDpPc8SPXyGbxyESORWo5KjhA0G2T2PoQWiVI89S7VS6dXTtUxkcs6pJYIf8wWo4taUKAu749i2reCGUnRvf1p2ps1zEiSSKKF2eE3qCyFA4Cmm6jAX1npRuJZ2noPkMj0YMUyVPJjOFfJ1ozR1rsfGaxONKqFcRqVOWTgIZb/qRUnadbztPUdpFa6/5Ps6zXFqZMe27Yb2LZkdi6gVlWMjgY8+0sWb77hsjAfcOG8j21LalVFrbZ+sBgZDti9x6TZVFQq6wejs2c8fv1rKf7uB00OPWzhNBXlouKbf9ngc78S4dlPR/jpT65bEWsCLfoByNZ2eOTXe7nw80UqCw7xrMnTXx8imtCplzyOfW+K8vyN/eSd259AaBqjR76LXV4IV1lCI57pYvCRr9Cx/XEmT/zdpvt3p7gqUwrgVF0uvzhKvD3G9s8PMfrTCZrFJk7FpbFkkx26qvO9KkNTna5x/ntXGHq2j5atGWozNaKZKHaxiWd7pPtTLJ4rMPVuaF5P5OL4DZ8rL40RuOFvOn1kju4HVwPD7ILN5edHSXTG2f/bu6jO1NEMjWaxScfetluSbSybw7PXWhuE0EjltlDPT9xXZGtoUdoSgxQbU7ib0BroSu+hYs9Rd29focnUY/S1HCJmZXH9OgINIQRe0MR2S0TNNBEjRczK0BofYr5yHl+61JwlBBqdyR30Zh+g4ZZAQG/mICNLb1Gyp0hG2tnS9hjV5gJe0CRipsixm9Glt++ojwD2mYvU3jhC+rPPEDz6IMpuIiwLozVL4/gpGsc+4Xm2QtNI7dhP9cpZFl//EdJtIkwLv1Gl48nPETQb1CeuUDp9lObc1BpxixYjRzlYYmfsME0Z5igmtAzjsgF81GR7k2os1+wTQqDpJlYsTTa3k4XRo8yPvLsSURwEHkI3lmerAbXiNOOnnye35TG6tj21pl3HXg6Qaq5KOkrfw3PXCnYHnk1h9hwDez9PNN5635vBPE/x3lGPqYkA3RSUixLPg7fedLh8yWdi3Mdx4Dt/ZRNPCDxHUa8p/uN/aFAsrd6b3VSk0oLjxzzcDeLnRoZ9/uR/rzE1FfCX32hQLkvGRn1mpgO++x2bVGp9/rbQNYzU5n09QbnOQ1/p5ewr4Uz+4Oe7iCYM3n9hlsFDWfY9l+Otb20swgCQbOunNH0OuzS3ulFJGqUZStPnyfTs3nTf7gSBG2BEjdBEmwlrSXs1DxUopC8RuiB/pUSz4tL3WDcDT/fi1lyspIWVNDGWJyx6REdoIDRB4EhG35oi1ZOg/8keupYJVBjXmO0V+E6wQrQbQbN0EGHbvu3j2z7NssPSxSKTb984jUS34sQynZixDLFMDt8NzdgA0XQHZiyDus++HcuI05XeQ9VZ3BTZDrQ8zCXvtTsispiZJRXtZKr4PiV7GoHA0Cw82SSQHtOlk4CgNTFI0mpnvHAUx6+FlZKEzpa2J1isDzNROIZAsKX9CbZ1PM17E98GwAnqTJVOUneWiFlZduWeoz25lXrhzshWOQ7ll1/DvnCFyGAfejJOYDfxJmdwxqZuqD9wp7hvyRYhMJJpmnNTSHc5atZzqQ6fp/2Jz1A49jql00eQ14tfE2oiSyRVv8CMdwmANqMP/yOORFZKhhG914lyaJqJphlrAldWopGLU+w4/Nu09Oxh+tKruMtk6zQKoaxfopVmbREZuDgNdzlg6TopOxngNIrXRSNfxVq/Ymn+It3bnqBr6+MfiwjjWk1Rq6214ZaKilJxdRU/dV2h7NGR1b9bWjS++hsxLFMwOhpsKITlunDqZDiZmxgPzy2Xgmuutd63JwwdoyWxuZsC3KUqVqSFRtkj0WKx7bE2Xv13I0yfrSADyaEv99z0fBn4aEZkw326GQ0lTj8EFIbLHPjtPRz+bx9EaAI7b4fBYxDW1tAEfY91M/ipXsyEydm/vohdcDj8T7eQHUoTbYmgRhSRlMXj/+xhnJLDxeeH2f9bO0nmEuhRnbHXpjCjBju+uIWhZ/qYO7nIzLH5NdVkzLjJwX+8h+5DnQSeJH+pgGFqPPIHBzHiJif/4izRdIQtvzxA7mAHM+/NU5mqbXhPVixN975fItm5lUzPLrqueZYy8FgcPopbv/mqNpHS6OgxGbsYfmP7Holz9tidVau5XRzo+TLZeB8RI0k23o9SATPlM1xZfJ2E1cq2jk8xXTpJvj6KQONA75epOQuMLL3NQOthejMHSEY7eKDvK6G7yZ7m8sKr2Lcw2QrCEoVS+QQyHLd8uTqmSLVaR1ihCJSPXBYaSUbaiZhJFiuX8IKQ7ObK5zg08JvErdawAaXCtpWH7ZZoeCUi5uaqnym7iXNxGGd4HKEJlFShb+guKuPdv2RLKN2lggDNvGbQCHyU74eFiBUr+xQK5YU/6NUcugn3HBo6gpCAP2qyDTyHwHeJJdupLI6umICtWBrdiuE0StfMiBUy8Ag8m4kzL7LvmT+kf+9nGTnxfZQKqCyN0rX1STr6DzF14Sd3bSYtfZf50SNseeArFGdvP/rz44hccicRleAv//0FetIHiPk229syjBTeoT2xhaTZhkIxUzlDxEjSmdzBlfwbt9W21ZlGGJurT6qUojG+RH4qwr7nOsl2RSlO2yt5troubqnzXZo+S/eeT1NbGqNemF4xIyfb+2nf8ggz517ZVN/uFL7t88ofb/DMFLhVl6P/8hQKxcSb0yvbAV75n9eec+n5kTXnvv8fz635GyD/r4prtr3zL1ergHkNj/f+7BTH//z0cq1nmPjZ7Gqh+uU25k6tzQfdCHZ5jsuvfYO+B79AbXGcytzlVRU1JW8Z7a3r0Nlnse+ROIszYczEp389w7n3GvdE9fTc3EukIl3syn2ac3M/ouEWl8ceRcMrUmyM05M9gO2VyKV2EzGSnJ8NJTGniseZLZ/h6W1/yNmZFyg0JlBKIW+jXGndLVJ38uzo/CVmSqdZrF3BC5orhHozxM0WpArWEHrDK4U1iq3sClFfha5bWHqciru+IM0dwffvWQW1+5psNStC9sBh4gOreU6aYaJHY2QfeJzEltXyTEGzweJrL6w5v93sJaFlsUQEiWTWHf5IfbZOo0CjPEvn4GHsegGnXsSMJGnvO4hrl3DqhQ2tzI3KHHMj79A5+AgtXbsozJ6jmh+jvHCFzi2PYdcWqZemUUphRjNcv1oVmk4k3hKmgFyFlLhOFSXXk3Rh5iw9O56ltWcf1cKNTZUfd+Qb42xtfYJcYg8Nt8xi/Qo723+J9sRWklYbE6UTdKf2kI310RYfZLhwmxJumiCxo3vTush+xaa5UOHNv/T51O8O0ax4vP6NMeyyh9DAShhMn795gezFkaPEsz0MHf4qgecgAxfNsNCNCMXpMywO34bG893CDUYvgUaH6MXHZ0lO39Y5N91//bYN/r52tdsqctRkGZvajc+54fUV9aUJnFp+Raf3dtGWM/nUF9P0b4uQzGjohqBWvnfpWIH0CJQXrh6lt7LKhHByMF+5SCqaY0vb42RiPZye/ju85bKkUgWowAUU/nXn3gq+bDKy9Ba59C660nvoyR5gsXqFqdJJvODmq/ir1r9rA7quLk4EOhCgaxaZWA8xM0s23ocuDJbqN/ezf5S4f8lWSWqjF4GwQPy1qI1dWrd9o4Gty9zGtHuRFqMLTzqIj1gb2bUrLIwdoWfHs2w5+Gt4bh1dD4t6T196Dce+selpbvgtsp076Bx6lFppBtcuMXH2JQb2fZ6+3b+M5zZQgY8ZSVAvTq0ZAKxYhsH9X1gTIOW7DSbPvbwSzXwtZOAxe+V1tj/yW3f3AdxnCKRLyZ6iJ3OA4fybSBUwWTrO/q4vMVY8ii+bLNQusb/rC+Qbkzj+xmbF6yGEILmnb9P9skcXUL5k7HiRseNFuEY7Q0kYP1FaQxobQfou4+/9ZzLdu4hlu9DNCIHXpFGYoTx36SPLtbWIkNRa0NBpqjBoJimyoQKQqtJQFVq1LgQarrJxlE1CZBAiXM2XZRg8k9SyaOg0VBVH2aRFK7owqMkSTdb6JFOilYaq0KZ1U5F5NGGgEebfS+Ryfdo0UZFAoNFQFerq5pMZYNOSlwszHj/+bpGt+2JcPmUjpaK05H9ktTzcoEGpMc3O3KdZqo1SdebvWtu+bDJdOslc5TxtiS0MtT5KoDwmCsdu3iffRqBhaFH8ZYK/GrnsBTaapmPqMTqS23H9Ok2/yuWFV1eile9H3Ldkq4KAuZe/d/vHb/Cm+sqhHpRpNbqJaDE0sTmz3t2DorRwBadRJpbqQDciyMDFri1hV1crX1SWRvG9Bs1riNBzaoye+lusaGolr89pFBg99UOS2V4MKw5K4ftNnEYRzwkHnMLs2Q1JXAZXA6QUUxd/us4/W5g5y5Vjf43brKyrHFMtTDBx9iXs6q1Nbvc3BLpm4QdNdBHma0eMJA2vgLX8YZt6LPQFGbfvf9XTMZJ7N0+2tbNTKP8ai8N1r7Zr3x5RysCjOHWG4tT9oYMsELRq3WhCw5Z1FGq5kJ6Ohkan1s9EcIFA+VgiSkZrx1E27VoP83KcmEiha+YyTQpsFb6/Ka2FpMjSVHW69EEmgotr5BhbtRxB4NGtb1mpV1tVeVq0HK5q4qkmGdFORMSoqwqd2gDjwflbSjoKoZHMbSXZ1r/OP75w6S08+8aEXS0FzI67LEyH39buQzEunLiXue03ZvKokaIl3s9c5QKZWA8tsX6K9uS6czdrqYFwYrtYu0JrfICE1XbL42tOOLakYzma1fA5ZmI9K9HK6ViOpl9hNP82FXtu0ylNHybuW7IF8Gu3MPkKQaS9i+TWPUQ7u5n+4TfX7C758wgg789gigi2vDNRgLuFZKSD/tZDgGCxeoWl6gh2df3s0dAshtof48rC6zTr1684FbVlk65AY1fXc+iaSSA9lmojLM1f3PDajfIsjXLox9CETldmLwuVy/hyVYihtMG5ge+wOLFxvVOnUcBpfDiiCPcSph4jHelkoXaJpNVOwyvSk97HaOEIueROElYrHYltTJdPh+bkaA+l5q3FzjOHtqAv18a9UygpqZ2bRG1QwP5WiGW66Nn33G0d69SWmDp1d/IHbxc6BpaIUJQLVFURgUZatFBVRYpynqzRiYFFm9aNEmBg4isPR9kU5QKBCGjTe/BUk4Kcp6ZKaOh0aH1ktHZsVV9esa4lBU85ZLR2inKOtGilSpGqLOOoxkoGgCSgqkqU5AJZo/O2al+ne3bRs++XceqF5YjkVQhxcytaIqOzbV+UkXPhd/jk59NcfN++Z6vbQHpoQicT7UZKn0D5eEEDTRh0ZfaiUIzn36UtuY0duU9zcur7OH44Xiokjl+nLTFEwykgVYAX2LckuKvm3VpzAV+6pKM5svE+Josnbtlf16+Tr4/Q3/IwbtAMKzm1PcpM6eTq2KVCs/jHgWjhPifbdRACoekYyTSpnftJ7zyI1daJ0HQaM2PrDldAf2QvpojgK5daUPzQq31owmBX13Ocm30J168jVRB+xssfYxjYJMJUH2EQs8IqMQINhFjef90XuHzs6OI7uEEdqUJT2NWjxLLwejgTXW1DKcVC5SK+9FavsYyrg45ALF83WD3mRv34mKM7tZvF+iil5gxbWh5lMPswS/Ux6m6eijPPUMujYYK9V2Si/D5bWx+n1Jzlps9BE3R86dCm+2SPLeLMlzf1qM1oktb+A7iNMo3SDE49NEErJcMAnqshwITR7h82wpWiQMdYXpsuFwhArrx/rXoOH498MEOH1hfWNb2m7qwkQKCttAFgqzq+9JgPJpaPWBuAU6fCgL6TMf88CT17zeB8dY2sXdMPbotoAZLtA5RmzrNw6e211h+4ZbS3rgviKR3DCq+Wbrm3VjfHqzJTPsvW9idRAiYKR5kqniQV7aQ1Psho/h1sr8xM6SSZaDdb2h7n4vwrK8/q4vwr7Oh8llx6N4vVK4zm38b1b55CpGsW3em9xDueRiCwvQoThWPMlddqGavlqOJrZxoKyeWFn7O1/Un2d38RqSRzlXOM5Y9cc04Y5HVXsEH1uLuN+55shW6gRaIYiRTxgW2ktu8j2tWPZhjY02MsvvkyteHzeKX1uVUSGWr44uMp5yPJfcvG+yg3Z7Hd0JQrhE5/20PEzDCQabp4ioiZpCO1HSk9NGEQMVIMtj2CrpmU7VnmyhfWRf8JITD0CFIFSOXTkdqOHzjomollJHCDBq2JQZQKKDWmmSufpzu7n47UNs7P/AjHr7Ej9yxe0ETXTPK1MYQQtCe3YegR5irnqTeX2Nb5NEpJ8rVRFmsjnygB+/HS6sp9uPDmmn2L9WEW66sFvn3pcnb+pVu2mX1sB7EtnZsyuSmlqJ4axy9vLgWkWV1i5vzPSLb2E8vkiKTasEtzNIqzNIrTOPXCcrCUd8dBPXcDEklBztGlD5FjgLJcwsdbqSvr0qQi8wzp+zB0i0B5eLgrE0lJgKNsKjJPlz5EF4MU5QJluUiPvo1txkGqssCsHFuz2mnICkqHhqpRVxVc1aRd6yGltRAVcSIyck0/FA72mpz3G0KB32wgffeOfeDlgo8A/vB/6SIS1Tj+89o99dmGftKjTBTWBsaV7RmOT/71yt9SBZydXV/hJl8fJT96Z8FHNWdhTds3QrExzpGxv1i33Q3qXJj/MWzgQi42Jig2Nhe8KXQdK9OGU1j177bsf5zq6Dn82r0TIrl/yVYIEgPbiXb2EOvbgtXSjnQd3GKeyrn3iPduZeHnL2LP3FhWMKO3La9oSwTKw/8IpBoNzcIPVlfTyUg7AsGVhdeJGEm2dDxBqTHNbOkMvnTY1vE02XgvUgUsVUZoS27B1CM4/lqyNbUoXZm9eIHNUnWYQn2C/tZDWEaCi7M/oSO1nbI9w3z5AoNthzH1KHOlsySsltU29DgzpdPUnCVMPUpP9iA1ZxHXb9CV2s1w8w3cwCZfHaHmLH2iiPZewGxJ0PHFQ5uWafSrNtVzUwSNzVlf3EaJ6WXTsG7FiKU7iWVyxDJddHY8uZxK5+PUi9QWxyhM3h1lnDtBTZW44r+/4b5RP/Qtn/Xf3nB/VRWpBmF6z/VtjAY39kt7uJzxwkjyieDCyvZ1EdDX9eNWqBemaB04gNso4a5J2wOnVrjp6rZRk7zxQpm+bRF8T1HZIFf7F1iPaEcvaBpIGU4YlcKtFNAMEzPVgl+vYKZaEIaBW1hA+h6R1hxCN/DrFQLHJtG7hcTALoqn38atFtEjMdzSAtJZTq2LJcM2NA2nMI8eiWIk0iA0/EYVr1LYVP7tfUu2Qjfo+dV/hNB06uOXWHrnpzTnJnGLS8S6B4j3br1lG5UgjyFM4loKTRjUZRnvQy5GUHfz5DK7V5K7BRpy+aNUSqIJfTnYVK3kjmmagWXEMfUoxfrEGrK+CjdoML70Lu5yCH3UTAMKKd1VXTylVszUG4niKxXg+FdXUQJdM9GETiBd5irncf0G8+ULtCYGiJhJFiqXkcpHj1vEt3fRnCrgFW4vQveTDmEZtH3mAIldPetES24HSinqF2dpXJ67K5axwLVplGbxPRu3USGWyZHqGCKe7SaaagchPhKy/SRB0w3iLb3Est249eIasp08/jxO7cZKRtk2gyd/JU26xUAGCisq+MafLnxkEckfBxjxFC37H6U+PUq0LYcKfKTvUzzzLmYyS8u+R6lPDWMmMyiliHX0URk5Q+vBJ6lPj6ACDxX4RFo60aMxjHgKv15Bt6K0PfAU87WXcKtFEn3bMGIJlAyIdfYRuDaxXD9Ofh69ZyuFM2+vEPMd9f8ePJO7AiUltZHzRHN9WC0dpHcewExnaUyNoum3121b1gBFUc3jKucjEbVoOEXK9izbc8/gBw6lxjRCCAZaH0bTdKaLJ9E1i87UzlApRQhKjWkSVisxqwXbLW7YrqXHGWp/DE86VOw5LD1OuTGLoVn0ZPbjSydUjTFT2F446+7J7icVy5FL72KhenlNe37gULZnyca6iVktePYcUTO1YlZ2/dWXy+pI0/NfPMrM3xz5BdkCaILMQ1to//wD6ImNVZtuhaDWpHJ8BHdxfQTr7mc6wqo/F0M/a6YrytChLCdfnFtznGZYJFr7iGe7QjNyog2EwLOruHaF8uxFFq68i+/UcG8SKfsL3B7qhWkm3vvBhvu85s2/i1hCw7QEC9Mus2Muh59L3fT4XwAi7V141TLV4TMITcNKt67uFKBFosRy/WhWhMBuoEdjSM/FKS5gpjI0F6fxGzUacxOgCepTVwAIHBu3Eo6zejSGEUtQm7yMVyky8OXfo3juKM2lGapXztD28C+hGeYni2yRAfM//SF6LE60o4fU/8/eewfYdZXn3r9dTz9neh/1Llm2imXjXrFxAUyvSUiAXFJISHK/L7k3uR8hyQ35Um4gCSGEQCgBg3HDxt2SmyyrWF0atZGm9zNz+u573T/2aEajGZWRZWlk9Pxha/ZZe+21y1rvetvzLlxO+VXXUbHmRhA+wvPQkmWY/V2njNzMeW9/VZMzQeDTPbwTTY0ghMD1TXJGL4qsBVUwXANJkskavSB8+rL7sdwiHeltSJI8Skc20RwlhMeBvheQJAkxGpEH4/RnqhKiIjabTKmLwfwRXN/G8x36cwcZLBzF9x0c3+LIwKtjVGgCn5FiB3mzPwhK8R184dKTCbQf17fHmF/kkIYSj+AbF5eRa0ZAgtiieho+eSOhuvJz9tUanWlGXjsI/mTVpqIpguuMa02RpEbDsuQkYRsrb2T+dZ/EtYrYxWFK2T6s4jC+6+B7dlD2DYEaiiHJ8mlTU84JiszCr3wE4V7aJtH87g46//0FfOv0bicrP4R1jpWTfF9QyHrYlmDJmijN8/Vz6udUKLt+MfHlTeeVbvBCwzMcBn6+lfSLgVnfty2UcARJlpE1HeF7SIoKkoSWLEN4Hq5RwBnowujrQPgevmUwsncz0fpZxJrm4RSyCH+8NOvJEJ4XWBxVDSUUDqiChY/v2GfMbT8TZq6wBXzLwLcMnEyafOs+ZFUjNmchycVXEp01n/q7P0LV9e+meOwguYO7MbrbLvaQp4QnHDxnos/1RI5QIXzskwgT7DMwrJyOYMF2g6Ap23UntLO9EiemDp5MSH78nDNdx7ddvKJ5Wt/kr3w+QfMsJQhs8eCVFw1ef2Xmcy1PB5IiE1vcwNw/vB+9LnXOgtYrWgw9sxMnPTFCWI8qLL2lmvnrKqldmKB+cQJJKJop9wAAIABJREFUkqieHWW4e4qdtSSjqDqyqqFHU8Sr5pwy0Kc03M3Bl7497fGeDpIkEaorO699XgxYPSPjrpjTQJJk4jVziFfNQdHDgWCTJITvnzHPtr/LYf2jWWRFYtmaCFtezJ9XuajGQqjnaGWZKfBKFkp8PIXO6OsktWgVtTfcF2imHUcIVdRQd8M9uEYRt5DF6G0ntXgViblLKXYewRjopvrq20BA7uhehGNjZwYJr76J6qtvJ3tkN7Gm+URqm5AUlVzrHqzhAcqXX4OshRjcuh4tWcZoWP9owZtze1EzWthOgO/j2xb5Q3vJH9qLEo0Tm72Q+PxlxOYsJto8j2Pf+8eLPcoZAsFA7tDb1rudzlM81EtscQNm7whe0QqIu0/A9/89z6c/G+eJh0vUNyrE4xeXveu8QpbQymOUX7+Yhk/fhBo7t5za48hubWV4w75Jxz3HJ9Nr4lgeqiYRiioIAe27MuzfMJkpJz/Qyps/+7O3NJbLOHuUNS6jbsWtOKUsybqF5PoOE05WY+aGziisE2UKTfNC7N9WYsdrRa5/T5L2Q++szej5h6DvlcdBlknMWw5CMLj5+UmtjP7OCX93P/fghL89s0TnU+PRz/bIICN73pjQptQ9zsVtDvag6hE0LUpu73Y8Y/pVk2CGC9uTaRpPhBCCQut+ci070ZJl6FW1AISbyonNqTpj307OJLe784ztLmNqeLZL5S1LiS+qw+hM4zsTTYeDz+0mPeSx4iqdaFSir+fSNi0CgbmqMk5ieTMVNy8juWYusvbWplCptZ/u77+M8CanpXmOoH1HBlmRKAzZDLad2yS/jLcH0cpGRtp3M3B4E8vu+h2OvPpDYpVNVMy+6rSkFrGEzIqroyy4IoLvCWRZ4po7Erz+TO5StvpeOAgRRARfIChaiIqG5RznTU137T6nimgzVthKikLduz946gZC4Ds29sgQuYO7KB4NQvojjeVUXr8oaIJATYSJNldidA3jlmy0VIRwXYrex7ZfFrbnCC0ZIbG8Ca9ooZbFSJRNpjIcfu0ge3fmed+Ho2zfYtPfe+kKW0lViMyuJnHlLBIrZhFb3IBaFn1L9HUAZvcwXf+xHrv/9ExpHbsyhGIqlc1RjteSMAsu+aHLPvOLCUmS8RwzyOV3LPRIAjPTj7YoiqpHsItTBzfKikSiTCVVrtA4T0eSJDa/cFnQnjWEwByYOm3r7YAkKUiSQqb/UFCJzTtzxaOpMGOFLYBnnjriS1JUtFQF8XlLSCxYRvfPf4idSZPb00WpLQhakFSFpo9fQ8+bbWS2teE7HnJIpeaOZUyVCnMuUJNRGn/tFmo/cM156e9iwewYovsHr+AVzpwaZQ3kaP/XF07bxh7Mc92nwrQecoOSYrXKJSVwlUSY6LxaYosbSCxvQq9JoVclUKLh8/LpOMMFen70GoW9Z97w1S5IcMOnZ6NHFY6nOrduSfPGTy5vFi8mrMIwoXglsqxSGumhYcUdlLJ9aNHTF4/PZzzeeD7HsQMmXa0WQoBlXBqUg7+MEL6H8D1SNQsQQjDc/Q7TbIXn0f/Co6duIEkgy0Rqm2i4/5OUr72J/hcexSvZeKVgxy+HNWJzq+n8wetY/ePBCiNbjtH0sWvoeeT0lSfOBrKuEp1b85b7udiQQyqSdnaUccLxsHrPzLQSj8vYlk95hYrvvw2EIrIM8vQknyRJSKqMpAX3q8bDqGVRtLIYodoyQo0VhJsqCNWVIesasq4gaSoBi+Vbl7JCCNy8Qe9PXmdk48EpzccnY+7actp2jNCyYQDfC9Qfx7q8OF9sZLoPoGg6nmvTf3Ajc9Z9gGT9QgaPbMYqTK3VHodtC2YvDHHXR8tQVQnfh6//Sc9l7XYGwnMthrp2IUkS0VT9OUclz1hhC+A7ZzaTFdsPUzi8l9gJNW/HIAI+4PjCWtyChfB9ZFUhsawRzzw3U8BljEKWUKI6enkctSyG2ZXGGSki6SqSJOFbDg//uMj7PhSlr9dj9/bzG/whR3UW/eXHOD/cqNKE/40dPQ/C9UQIIXAzJfof3cLgMzsRztlp+q7pkeu3KI44Y8L2Mi4+fNdCCA9F1bGKwxx48VujqTZnfkeVtSp1s3V+8i9DuM7xwvNv84Av46wgSSe+C4l4RTPRRG2Qx56qp7P4HLY3fRfOjBa2Zwvh+yBP1sqE6zO04QD1H1hL+TXz8Q0btSxKqDZF14+mpoS7jLOALBGbX0vDR64lvrwJLRmh9f88RXr9fsrWziPcWM7A07tYslwQjsgM9ttU1SjksudPu5UkaVQ4nl+B+HZBCIHVm6H/kc0MPrsLzkKjPY6RHpMVd9YSSark08Ekzw2YDLReDpi6mKicu5pE7fyArrE4glUYwTHzeLYR0DWehi/ZdQRm0UcPScjyO63Ex6WLeEKioUGhs8PDMIKNk1UaQdWjlAb6gvf7TvTZngmSqhKuayY2awHmwOTSZ8Lz6XtyJ6WONPEFtcghFXMgR/dDWykePn8Fkn/ZoKWi1L53DXJEp/ehzTR+4rrgByFACFKr5jK88RArV7scPezQPFtF0zyOHr7w3NQzAcL1yO/poP/xbWS3HJn2+Z7jY5c8Zl05nsPasTNzWdheZKTbdlAY6iAUKyecrKJyzlVokSQIwbHNPzst4YVjBRSN625LYBo+woenf3x60/NlvP2YM1flvR+I8N1vFTFG60Y7VgGzMEg0WTO5vvc0MHOFraxQe8t9p8xXk2QZJRIlVFWHpOsMb39tyna+5ZLZeozM1ulVrLiMU0MrjxFurKDnwdfJbG2l/oNXj/3mjBSRwypySGXTK0VWXKljmoKerl9OQetkiqTX72Xo2V2Ynafmyj0dBo4WMHITJ3gpe9kNcrGhqCH0aIpwqppwvBLXNnHMAq5t4Dund5sUch7thyyufFcMxxa89vQZandfBgBf+GKcXTtsrlipUd+o0Nnu8chPS4yMBLaBqmqZO+4Ks3S5Sj4neHmDybbNDkLAXfeEaZ6l8J/fLuK6sGiJyi23hXjqCZPuLo8vfDHOyis1Fi5Wqa+XKZUEG160eP5ZiJc3Y5UyRBI1GPkBXHv669mMFbaSLBGfv+SU+WpCCHzbpNR1jOzebRi9U0dm6tUJau++gkhD2YQAIKNzmI7vbZzynMs4PSRVDnLdRopT2r+k0aAlwxA88/MSkZiEZZ7CUHZpWIGnDeH7lFoH6P3JRvK72vGK5+6znreukqveUw+AHlMIx1Ve/1EHbz524dIfLmMyquavpXzWSnK9hxg6+mZgYnQsPMc8YwnDVIVKdYPGMw+OoOkS192VpOXNt694/DsFd9wV5tbbQjz7tMnONx0e+HCEcFjiG18vEItJfOTjUWrrFDa/blFWLvPFP0zwja8V2PSazZHDLr/xmzH6ej1ee9nigx+JYBiQzfoIARteMDFKglSZzJOPmwwNefT1+MhyBEUNYxaGiJU1IEnnVnt4xgpb4bqnYIQ6cXUWCN8PSllN8ZVKmsLcz9+CXhknt7cb3xnfjVgDF7549jsFvuUihECvSlA80s9YVSFZItxUEaRYeS5rr9V55MEidY0ayaRMetCa/JreQYuLEAJ8gVs0GXh0K4PP7MDNm1PyHU8He5/vo+WlgDFKUSUW31iNqk+1CZWQZHnatVXPF47f/6UuMc4mQhwg07UfRFBEvuzaZRiZPvKDbeQHjmKM9J72PSgK2KZP20ETSZK47YHU+Ro+QMDo5l/aEevC9SfNHSHgyGGX73+niO9DMiVx6x1hJAmaZyssWabyo++X2LPLQdNhyVKNu+8Ns+k1m9YjLl/7+zxf/qsUzbMUmmepfPUvcuRzwTUO7HepqVHIZnz27HLo6Q7enySVKGV7qJm7juJIF65zbvWmZ6ywBUCSkSQJzxy/ufi8JVOals2+LtziRAEqKTKRpnIO/s1TGG0XvyjBOwX2cIHSkT7qHrgaJRZC0hTCdSlq7rmKmruvIrP5CItmOVy5OkRZhUIh57PxJfNSX4NPCSEEwnZxRgpktx6l7+HN2APnzyzoOQLvhMjldEeJFXfWTmqXqJ5D7ZIb6dz51DkT5L8lCEHfw5txs+e2GM0UWH0jZxUpbmT7sQrDDLZqqHqUePUcyhqXUrf0Jg5v+A6lkclxJGPXsASJMoX3fLwcPSwz1Oee131n6XAvmTcO45+DuXOmQDge+ZauCcc8T3CgxeU41Xw2I4jFg2DJeFzmuhtCXHGlxomJLK9vtMYijDe+YvP6qxaf/kyMv/6LPB3t4+9ZnLBPPHGtkhUNs5TBbAtSRTU9huue2XpxMmausJVlKq+5FYTP0KYXEKME+U0PfAbfNvGtcfIFJZYg/cZ6hjadRLQgBE7BGjNrXsb5gZc36X9iB3UfuJr6D1+D8Hxq71uFkzPI7Wxn8PnddPUVsLJakJ8K5LKX9i57KgghcLMlzK40hX1dDL+8H6Nj6C1rsiejZn6M2vlxIGAfqluUIDc42SwtKSpaKHZaqsC3Fb4g/cIezK5z801fakjUzCNROx9Vj6DoQTUaM59mpGs/1inYo44jP+Kx8ZkclbUaluGTSXvn1cpjtA8x8MSbeKV3GN+yCDYqJ0MimI8HDzh8/e8LHGwZ32Q4jhgTnk3NCvMXqBw84LJ4icpLSWlMsx3tPuhPGu85VtZIqmYhjhkoc5Ks4NpFBju2T2voM1bYSrJMYsEyCq0tE0roCd8ju38Hhdb9Y8cqrr6JSNPcSX0Iz6dwqI+GD6xhZMuxwKQ3+tTdonU5IvktwOwepvM7LxGdU41WlUCSAtaoUtvgmH9yyQqdkbSH7zP6Qb+zBG7pcB8DP99G4UA3Vl/mvAvZ40hUhahfnASCBSXTY9Dy8uCUbSVZRY8kz7jr9n0X9ww1Vy/j9BDCxyqkyRczWMURnFL2rCNVU5UKsxeFee2pgGznI79VxUP/OvSOtf683RDAQL9PetDnqtUanR0utg2VVTLFgqBY9Cgrk/idL8U50OLy6M8Mfv1zMW6/M8wvnjDGNGHLFERjEg1NCqWSwLYFhZFOHKuIkR+XF9WzVk97jDNW2IKEEo5ijwxN0OmtoX6M7mMU28ar2kSb55FYdMXkLmSJ2NxqQnUpIk0V+JYztnUptQ1x7LKwPWeoyQixRfVo5TEkJdCkws2VhJsrARjZeIhUmcSenS6FnCCfO4WgvYSNDkpUJ/vm0anNprJMaO4s9DmzcHv7MQ+3Ik6IGUBRUFIJvEzujL61o1uG6T9SoHFZElmR6NidpTg8tTCNpGqZteq+M+YCGtl+2rb87Iz3eBmnRr6/lXx/6zmdq4dlKmrGl9/6Wee3nu0vI3p7PH7yoxL3vS/CV76aQviBAH74pyX6ej0+8okoqTKZ//P/Z0kP+Tz3tMn9D4Q5dNBh/95gbna0uxw+5PK7X4qTy/o88pDBhhcsjMLEKlsjfQemPb4ZLGwDBiklGp9wrOvR7+JZE/l7lWhiygVLOB6t//jcKfo+P76Mt1pQeMZgGrehVyWY9bnbSK6cNRqgNvnkQks3PV1F1qwL43uCPTttWvZOIQAu4ccXaiin7kPX0vUf6yf9Jkcj6M0NGDv3ELlyBZFoGKu1DeG46I11IEApS1HasQelvIzIisUI18PYfxBvZKK/t6whwh1fmI+sSviu4OoPNPHM1w4z0DpZM/Vsg3y6A9c6fQ6uXbqcanIxUcx5JMsUvvDlOsJRmbaD1kWdCsmUjGH4YxpeKAR6aKKJdboIhSV0nbfUx8n40m9n0EPjO/QXnjXZvMnC94K62Zs32bTsd4nFgjaWJTBNQSQq8fBPDR7+qUF6KJAVL6032bnDJpsZlx39/T5f/7s8iWSgQGRGRn87aZ137enHJcxYYSt8n1JHK4mFKyi2HcIa7EF4Hm5hnONYUlRCNQ0kFi4jf2D3FJ0EpPmSpkzy255cf/Vc4Rs22S1HMLsn+mgkWQZFGfM1y7qOb53kP5FA1oIdre84Yy9U1vWgCLXrTjChI4GkakiqGlBROs7E30/sWtOCa5/lZsAeyuMbZ+fwV8uiRJorOPbPz5LdenTKZylcj+5yncZmFVmRCEcuYRX2VJAkqu68gszmw5MKCkiyjKRpuOkRJFlCq67C6enDl22UqkqMPS1EqytAlnGHRzCPtKHVVuPlJgvQxddXceSNNHtf6Mf3BAuureTKu+t4/l8mE2RYxREGDr2OkTuD1eYS3uS8E5BNezz0b0NU12vYliDd71ywdxIKgaoGwRRGKQgwevc9YXZtt2k75iIBq9bqJFMyL79oYtkQDksockB85nsCRQmYr45Pfd8fPSYFKX+KCqvXasQTMq+sNzl56QNQVQiFJATg2IFfVQ9JSBKYhkBWQNeCcbqOwHUhFIY77g7zg+8UsS2B6wnyOYjFJUolge8H17csgeMIJGDNNTqRiMxrL00ch2VBf99EJU34kM0KstnzH9E/Y4Utvsfwm6/SeN8naLjno+QO7KTU3R4ERkmghKNEG+eSWr4ar1ggvfXlKbuJzKqk8voF6NVJJGlUCAKFQ330/WLXWx6mV7JIb9hHdutEc1KooYnwrNnkd+0A36f6gQ/T/+APJrSRVI2yG29G1kMMv/QawrJAlqm69334xSLFg61Y3eOLuKTpJNddS2R2M75lUTrUQmHPFPcgySRWr6XYsg+/dP5ZhryCReFIP7KuopbHpozcdLMl7nhPhJ3bLCoqZRT1PPMMez5mz8hZbxBOByUWQq9JIZ9lIYbjkCQJJR6m7kPX0tYxhJsbr1IlPA/fstAa6hCAME3UinK8koGkKMjhEHIkghyNQCREZNkiSrv3T3kdRZex0x6uFeQDmnkXZcrUHwARVJx5p1hc3sGwDEHX0QtfJvG2uyIsWKRSUyPzk/8qUVuvcMsdYeYvVHllg0k2I3jvh6KoShAotPUNm0/+WgxZgVIx8GOGIxLzF2i0HXUor1To6XKpqVUIhSReetEkPeTz3g9GkWWQZHh1vTVKfxhAluH2u8KsuFLDMmHz6xahkMS663RUVWLTaxaJpMx1N4Yo5H26uzze2GjxwY9Fmb9AJTPi8+pLJmuvCTF3vkp1tcwPvlMkFJK47d1hVFVi1w6b/j6P934gGlxTgVc3mJymmNzbipkrbAErPUDv849QfuW1JJdcRcWaG8fCxITv4xZyFNuPMLLjNZzs5GLCkqbQ/Ml3gSyhpSLYgwW8okniiiZyB04dlv+2QAIlHkevqUNSVayeLrxCgeK+PUQWLg6a6CFC9Q2E6hsYevoJnJHJUZ1esUB28+s4w2kq330PxQP7CTfPxncchOvgDA6gVVThFfIINzDbKokEenUtSOCk0/i2jV5dg6Rp2L09eMXpBcq4uRJWb4bGT1yPPZTHK1qTzOmd397Anh0Wh1ocbrsrct5zP33LofPfXiC/t+Mt9xWdX8us37yT6MK6aRcfkGSZ+OIGKm5ayuDTO8dyNH3DxGrrJHLFUoRlYx5qJTR/NpKq4fYPIsdi+LaNkowjXA/ftFDiMbxcHmFMfFYDRwvMX1eJHlHxPZ/6RQm69+cmjcUx8mT7DuM5Zy6T+MsARdZJJZrxfJtcoQchJn+DIT1BZdlCjgcPFI1BcoXuKdvqWpzK8kVIo21LZppcvgtfXDrpNbIMrYcders9Vq3RWLhY45X1JvX1Ci+vN+ls99B12PCciesKNjxvsfpqnfoGhScfN1iwSGXBIpVnnzSpb1B47imTX/lsDNuC55826e50+eJ/T/KV/5Fhw/Mmti146YXJam0iKXHFKp3vfrNAesinskrm9rvCPPGoQV+3x1/8XRnPPmnSstfhycdKfOrXY+SyPs8+abJ6rc5DPyohy3DkoEt3h8dVazWuWqvjOrBti83rrwTXDIVgw/MBWcUrGy5uZPaMFrYIH6O7DTs9gF5Zg5ZIIWs6AvBtCyeXwU7349tTP0RJkYnMquDQ/36SypsWUTjUT+bNNmrevYJIY/nbPnytuobk2nXjWoYkIykKWnUNcjRGYeebE8crgaQE20lJVjhl9JAkoyaSeKUScihEct27yG/filcMFnpJVUisXIXd14frecRXXIlXKuEZRSRNI1xbh5pK4ds2idVrybz60rTuS69KUHHdQoy2QYqH+/Cn0Gw906Gny2Ow3+PV9SYjw+c5ElkExCfiPOQRlg73MbLxAKHGctRYeNrnK8kIFTcvJ7+vC+PYaCCF7+N0dOMNZ9Dqa3GHhnF6+ydonPax9rF/O929p+y/bccIWkimblESSYaeA3kOvjo5GtnI9WO2DJ3StfDLBk2L0lS3DtPKUiwN4k7xXBQlRCrejK4nSCWa6E/vo2gM4rqT1R9F0UnFmwjpCZLxJtKZQxSNwfMW/3EhUFuvcP3NYY4ccEgkZfKFIFtAlsfTXQTBZ6oowQFJGjfvHmxxcB2BZQdm3TFtdZTXZixP9aQ+JkMK5vAJe3Qx+h8hgmu6niAz4uO6o6UxpcBcrWpB+/oGhetvCXFwn0MiIWOaHq4zuU8hpqxTc8Exs4XtKDyzhNHdxrlo/8L1EZ6PV7LRy2NIskzhUB9Vtyw57+M8GV4hj9nRDsInNGs2ajKJXlePEk+gRGOTyDl8y8JoP4ZXLGK2T83lrMTixBYvxe7vI7d1U/BxOjalI4fGgsSsvj68UqCtKpEISjRKYe9uvHwOORIlsXIVSiqFXygE/t/pQpFx8yb9T+0kv7tj1Gd7ktlSwJoPx2nZ69B+bGYvRsL1SK/fR9m6BcSWNU1fu5UkogvrqLhhCb19mQmmbb9QxDrWDt6551H6ruDga0O0bhkOSF4cf0orsR5JUTHryrPq0zFypNt3nNuALhHYdoHWjhfwfRfPm3pDbpjDHOl4nmikkoWz7z5tf6aVobXjBcKhMhbOOX3bmQrbFlRWyoSv0saEVrEQrBsf/XSM9c+Z7NgaBA3d/4EIANu32rQddblqjUZmxEfTJs+PWEziPfdFEAie/YWB6wS59fe8L4IkwWsvWZgnULbmcz4t+xx+9XNxSkWf7Vtters87nlfBFWFxx4yGA1NmYDebo9FSzU+/Iko+3Y7VFXLaKP3YluCo0dcbr4tzJp1Ovv3OLz0gkk+J7jrvjCyIrHxZRPrIhl+Lglhe64Qno/RkSY2v4ZSe5qGB9agJsPEF9ZhD779dI2+YWAP9IPvI4fChOqbsHp7UCIR9Nq6oJEkje7apLNai/1SicKeXZSOHEbYNkosGmgyJ0RjB8FgEkgSvuMg6aFAqEoSwvdwchmsvh6MY63TKvV2HHZ/jtzuDqrfvZJIUwVOzpiUY5rdfgxVlfjDP00xMuzz5maLXW9eeP/UyYiSwMHGYeLi66Tz9P98G3Pm1iBH9GkLXFlXqbzrSjJbWykeOImz2H1rmubq+xsoZR1aXhrE9wVzripj9qpyXv7OxA1ZKFZO/dKbJp0vYDRq3EGSVbRInOJQ5yUibI+/B3HCERnByRs8aWIbSUbgUzLToy6OqWeXED6OW8J2wmc0Bx9vK8sqvn/uG8jf/d/1qJo0oW6q712Y4vHDQz7f/FoeSQ6CgVxXYNvw0I9KaDqYZhBktONNm4MtDrYd5J5+55sFFDVYZoQfEEUc2OtQKgn+7esFrrspxPatNocOOJSKQR9vbrVp2Tfax0lEFL4Pzz1l8Op6E0FwDSFg13YbSQ58w7ISvFXbhu98s4BpBG3+/E8yeG7Q57/8gxs8x9F7cRxoPewiS2A7wXW2bbbYt8ceHcfb+3xPh3e2sHU9Or6/ETdv4tse0dmV1Ny5Aqs/S8f3pq4SdN6u7blB9PEoB5g7MoJXLAQm3WIB3zRRU+Uk116DWlaO8FzyO7fjWzZe4VQ+VIFvmXjFImLUdC58gVcaD0OX9RCp625Ar6klufZqCnt2Udy/l/IbbkYIQelgC1ZHO/ErVxFZsBCz7RiFXdNbdEP1ZdTcuwpJkkiuaJpyGTv4pz/l8YeGSSROCqE/GRc4SDkqxbGFhRgl2HAZT0caee0A5Tctpfy6xefUt1Yeo+7D19L2D0++pcIDJyOS1MgNWmOF4y3DI14ZmtQuP3iMHY/+5aTjsqqhRwOtt3ruWszcEINHt5638b2dWDr/vUTDVexo+R6+71JZtpBlCx5gYLiFI+3P4nkO1eVLmNN0EweOPkG+2EM8Vs+qpZ9GlhQURadnYAdH2p/D9WaGL/v7fzdAVb3GldfF2PJiHi0kcf1dyQtybSGgUJg8Yw1DYJxgOgw00/F2pdLkc5zRove5nE8h75PN+BPOObmPSefbQRTyVH0GHYz/s1QcP35in4X8FGmH+ZP7BOc047hQeEcLWwRY/eOBJL2Pbqf30elRbJ0r7P4+7P6+sb8HH3sIgGLL3gnthn7x+KRzj7c9GcJxKO6feL5vlBh+7qnxv22LkZdeZOSlFye0O9ksPfzc0xP+VhRYMEdD0yQOttpj3KNTwWgfZN/vfR8AWVOQIxoI8E1nzH/rZkusvlFn3gIVWYHd2212bJ1Cs73Ac8ASJhVSDUkq8HDoFeN+UwT0/OBVEkub0Spi0+5bkiTKrllA2XWLST8/RSraOcIsuKRqw0TLNHxPUDUrilU4lWY1/kAVNUQ4VUuqbiGp+sX4rk3P/vWk23dOm9f1YqFkDFORmo8kKUh4hPUksqwRi1QhSyq+5BGNVmE7RRynOHrOELsPPkg0UkVz3bWBt2YGZZ5lhz0icTlInfEDgZOqvHSX4nxO8PQTM2MjM5Nx6b7htwBJU0iuaCS7461Hsr5TEAlLfPaTKSorFf6frwwxlD616VO4Pm7eILaonuQVs9BrEiACusbcng6Kh3oRns/qq3W2vG4xb6E2IRH9YsKgQIEwpihOKefNzjT9P99C46dvHmPGmg4kWab+o9dR2N+F1T05Qv5c0L4zw+r3NXDTZ+aCLwjFVbY/cepoekWPEK+cTap+EdGyemwjy8CRTWR7D52R7GKmoWQOIcsqIT2BZefeuTBBAAAgAElEQVSJRKooFHtRlTCKouP7LrFIFbaTxx4Vtr7vkM13YNsF6ipXXOQ7mBqFrMfIoMvqG+NIMux+o3g5W+sdjl9KYatENOrft/qysD1HSIpM2Zq5NHziegCsgSySJBFfVE/5dQvp/q+NZLYd5eUXTXq6XJrnqBSnMF1dDMRIEiGGL3mEiVISJ6XQCMHwS/tJrZ5HYuXsc7pGqC5F/Uevo/2fnj6r6jFnwkBrgW0Pd1E9N46kSKQ7SvQfmRxzIKshUvWLqWhegR5NURzuoXf/BoqZnkuWB7lkpPF9h3i0Ds+zCOtJMvkOKlLziYYryXkW4VAZI9ljl1QKjlnySfe7LF2ts+n5HOHIRSoecRkXDO84YauVRdEr46dvk4qgJSMXaETvPGgVcarvvor8vi4GntqJVwhMSGoiTM29q6m5+0qKR/qYO9/n5tvDxBMyne0zYyFUJR0JmRBh4kztJ7OH8gw8vYPo/FqUc0gFQpJIrZ1H2bsWM/LK1EQV04GsyqQ7DQbbAt+8qsuomoxjTfSDR8vrmXP1BxDCo5juQlE1ypqWUda4/ISxBf+zCsP0HZiaCGYmwTCHcT2beLSWQrEPXY/TN7SHZLyRRKyBQmmAkJ7EME9fZWemobJWY8GKMI7t4zqC696f5ODOC1M8/oE/mI0eknnpwT7e98XZ6GGZF3/QQ8e+Avd+oZm5KxMc3JzlhR/0UBge9yfpYZkrb6tg9bsrqWgIYxU9Dm3N8trD/WT6J7slymp11t1bzYI1SVJVOmbRZajHomVjhpZNGYqZiWtCzaww6+6vZs4VCRIVGqWcy2CHyd5XRzi0JYtZHN+4Jqs0Vt5awZJryqhqCiFJMNJns/ulYXa+OEwpN7FvRZVYcVM5a99TRc3s8KR60MKHb//hQfqOjTuuGxdFuf4DtcxeEUdRJfqOGrzx8wEOb8vhudN/Ue84YVt9+1KaPnnd6aNsZQmj48KUAVMU+JWPJPjw/QnmzdaQJNi0zeTLf5umrdPlmtVh/vj3KvhfXx1iT4vNn36pgk99KMHn/2iAVzYZfOHXUtx+Y5RPfqGPVFLmv/1qijtvitLYoJIv+Dz+TIG//ecM+eL4/X7jb6oplgSP/KLAH/9uBSuW6gwOeXz6d/o4fDSYPJXlMr/3+XI+fH8cz4PHnykQj52dqVdNRVCTYUYePoTZOf4cnZEiI68fpPkzt6Amwjz9+BCKKjF/kUpkhtA1ZkUaTdKIEKdbtE3dyBcU9nSQ2XKEiluWn1MqkJqKUv2eqyi2dGEPTiagmA7WPtBIccRm//oBfF/QfEWKuWvKWf+toxPaCd/DLo4AAi0UQwvFTumrlOVLY+r7wqVkDBGLVqHrcWRJwTDTlIwhErE6RnJB0XXDOj8m+wsFWQajGAhaTZcJRy+cZlvZEKZ5aZS6+VEqG0KU1eqE4wrFrEvjoiiyJHHLp+rJZxxe/F7grtAjMh/9H/NYd281RsElN2hTPTvM3CsTrLy1gv/6civt+8atJxUNIb7w9SXUzo2QHbApZF2qZ0WYe2WCWUtjZAdtDm8bnxezlsX4zFcXUdkQYqTPolTwqJ8XZf6qBHXzIgx1mfQcDjab4ZjCbZ9q4LZP1eN7gsyAjesIllybYsVN5dTNjfDUt7owC4FwVjSJWz5ezz2/2UQh43J4W45oQmHRNSmSFRo71w9zeFuOXDpYGyUJVt9VyQf/aA6xMo3sgI3r+Fx5WwWr3l3J4//Yzks/7mW6PD2XxoybBiRZpuO7r5J+7dApY29CZTHm/u4dF2Q8ngfXr4uwbZfFfz6Yo7JC4Qu/luJv/qyaj/+3XkqGj4ygpirIur7x2gi+DyuXhXhlk8HiBRqd3Q6eL4hFJWY1qjzyVIG2TpcVS3R+6zMpSiXBV/9pfGcfjcisWanTUKuyfmOJHz6cY/UVIbp7g91eJCzxR79Vzoffm+Dff5Clvcvh7tti3HVrlKfXn5lgW5JH04qmIJTwbW8060imsVklkZJpbFamjBq80IhTRoM8B5Dw8WhgDkfE1IFMznCR4VdaiC9rQq9JTV/gIhFbWEfFLcvof3Qr4i2k/+gRhUyvNx6NXHSJpCZXiSmmO9n37NfO+TozFflSH7UVy4lHqrGdAqadpVDqp6luHfFoNZ5nXXKarVESRGIKcxaHWLgyStsB84L6bGvnRtny5CDf+O0e7vxMI+/93Wba9xX56sd2E4rI/OH3rqBxYZRIXMEoeNz6iXquua+aV37ax1Pf7KIw4iDJcOsn6/ngH87h3Z9p4Ed/eZRiJkjFueLmcurmRXn6W508951uXFuABNXNYaqbw3S2jMcOqLrEFTdXUF6n85O/PsYbjw/guQJZhrr5UWIplcHO8QAss+ix9alBug4WaXk9QzHrggSzl8f55Jfns+6+at74+SA9R4K1rGZ2mDV3VZLusfi33ztAuicoJr/qjko++eX59B01ePnHvdhmoLDMWhbjrt9owix4fOv3D9K2N9hEzF4R5xN/No8P/fe5tO7I0b5vevEPl6SwHcsZnYJov9SRxs2bOCOnERquj9V/4aqefPZLE8szVZYrfP7TSRQZsjmffNGnqlKhLCmzcJ7Gg4/mWb5YJxqRaG7UeOqFIr4PxzpcPvsH43099jSsWRni2jUTTZ2SBI31Kn/8l0Ns2BiYRR76+fiuc9E8jRuuifCv/5nhn/8ji2ULtu20aGo4u8/BM2yE4xFf0oDRPoRvjtJCRnXiSxvwTQfPtFmyTicalejr8yhkfWrqZAYHfMRFKmtbIENa9OIKlxI5muSFp42Gzu/uIPvmUaruXImkTXOqSKBEQ5TfuJT87g6KB8+dHtTMu5Q3RolX6viuoGZ+HCM3OVxcklUULYRnGwE/8ikgqzqyol0ywVKFYi+z699FLFaHYWXwPJtCsR9di5OMN2E7hbHgqEsFmSGXp/5rmMZ5IWzTxzIu8KQQsO3pIRzLp7+thJH32L1hGLPgInyFvqMlogmVUFRBEAjVoW6T57/TTWEk+PaED5seG2DNXVU0LY3TsCA6QVv1PYEsS+hhGdcOSF0GO0wGO6aOXPYcgapJqLqE5wa5use12ZPRfahE96ETfhPQc6TE/o0Z3vO5JkInWAqiSZWy2hB7Xho3LwsBg10mQ90W9fMjKJoEJsgqLFybon5BlO/9ySHa94+vm+17C+x8cZiGhTGue6CW9n0TLUtnwiUlbNVEisTCK9ArqnHzGbL73sQtFYjPWYQ52IubzzKy9dgZ00k8w6b3sQuTAgTQ1KBy3dowjfUqsajMNavDVJQryIpENu8zOOTRUKuy9qoQ6RGPF14u8Ue/Xc6ShTrJuMzeFgvfB02FZYtCrFoZoqZKIRKWaGxQyeX9CQnyAOlhj41bp+bcqqlWqSxX2L7bwhrNc0tnPA4esYmcRaCGky6Q29VO9R1XEGmswBrIgQSh2jJii+oYfuUAzkiRxqYwhw86hENQNlultl7htQ3mlDl7FwqmMIhJScJEMMTpg4Z8w2bomV0kV84m1Fgxbe0WIDq3hspbl2N2pc8597Zt+whr3t/AbZ+fhxBBFZTtj3dPahdOVlPRfAWDRzZjG1kkSaZu6U2MdO7FzA+NtUvVLSJWNYuunU9N6mMmIl/sQ5JVUvEmuvq2AAGHse87VKTmMTh8gBMnfSRcgSLrRMMVqGoEXXgkYw3YThHXszCtzGhLiUioHEXRiUYqUJUwIS1OMlY/2tbEtLJjbcOhMlQlRDiUQlMjgCAZq8ey8yf1e3rEkzJGyUcPSQx2B77Ouz5Wzk+/cWGLx2cGgms7lsCxfTIDQak6BDiWj6xKyIpE48IoiUoNSZa45RP1E5ZXVZOIl6nEy1Xi5QEllRBwaGuOgXaT6z9YS3mdzuFtOVp35BjsnDwHPEdwcEuWq++t5vZfaQiE9ps5ju7IMdw3dYqarEBVc5imxTHKa0KEojJaSGb+VQlkRULRxtcxx/Ixix5ltfqorzawMkUSKtGkQt9Rd0wBiMRU6uZF0DSJ5TeW07R0YvxP06IosgINC6PTft6XjLBV40nqbn8/kcY5CMfGLeYptLbgFvOUrbwGo7+L9KYXJzEZTQXh+hQO9p2x3fnA0kU6//DnVZiWYNM2k74Bl6HhgI9UAgpFn7Yul8Y6lbKUwo49Fm1dDkLAu9aGKRmCgSEPRYb33B7ji58ro/WYw/5DFkPDglzOP04WNWGiFg0f+xSplMfp1uwTEsiPM7JEziJuzCvZDDy9E8+wqbhhMeXvWhiwwPRmGHpuN+lXD+CbDuFohERS5vpbwmx82SQckVC1iUw/Fxo+HkWRQ+BjnQUBaOloP0PP7abxV24CdfoEq5IiU3HrcrJvHiW7rfWcbn2ovcjmh7qoaIwgyRKZPoN0x+QdvxaOk6ydT7p9JxggyQp1S26ilOmfIGzDyRpStQvomv5QLgosO49t59HUCEUj4IR2PZOSkSaVaKZQmmg5Wjz3XnQtjqLohPQkUVFJJFyB77sUSwPsO/IIIJBllUVz7yGkJ1AUnbCeJBIuJxqpwvddCqV+9h95BAh83Avn3DUqnDVCegohPMKhMnzfpWSm2Xvop2d1P++6K8nezUUe+GwVIwOBpnXl9TF++o2hM5x5/iB8gTs2/wUIAlPv6AcqBBwnoiurCRjVInGFq+6onLK/oU4T2xx3lfS3GfzoL1pZd28Vq++sZOWtlQx1mbRsyrDx4X7S3eNCV4hAa/zRV1q59v5q1r6nilV3VjLQbrD31QybHhsgOzi+mOkRmXX3VnP9B2tJVGhkB22KGRfX8YmmJou0oU6Lg1syrLunmgf+YDZHtucIRRRW3lqBHlbY+eLw2Ni1kEwspSKARetSo8/kpP66rDH/7nRwyQjb1LLVhGoa6HrkuyixOFXX3Bb8IAR2Jk189sJA2M4w/MbHk6xcFuKG+zvpH/RwXEFluTLGruh50NPnsmCOxhVLQzzyVJ5iSdA/6LJuVZj+ARfDEIRCEr/1a2UMDXv8f3+bJpP18YXg7lujVFZMFgKn2yEboyarSHh896fr0hjb09nAGS7S/+QO0hv2I42WpvNtN6gANJru8thPizTPVvnmP+ZYsjyo22maF8mGPIqolMAQBUqcZSqMLxj4xXbKb15KbH7dOV1TTURo+NSN5Pd0jJncpwMhYKTbINNj0Lg8yZr3NWLkHF75bttZnC1dcD6HiJqiPrEUVVLpL7aStaYusiBLKjXReaTNThwv2PiUhRsJKVH6i4dPaCl4c993kZCwnAKVkTnoSpi2jpeYX/4uBof3E1YSeMLB8U0OHH0CSZLHNzZj+zuBL7zjf+D7DgePPYHE1N+9f0LlH993OHTsaWTpVG3P/rve9FyOUFhm75YiuzYF5u/oNObe+cApl4fjdQVO+Gg8VyB8QeuOHN/7n5NrKAMBO13uhOflCtp25+k9UuKlH/Wx4qYybv5YPe/+9UaaFsd46G+OTTAnO5bP4W1ZOlsKPPef3ay6o5IbP1THvV9opmZ2mMe/1k52MJg7zUtjPPCl2aR7LX78F610HSrhOT6yLHHbpxuYdZI2Wsq5PPcf3ZTXhLj6nmquur0Sx/LpbS3x4F8dZe+rI2PBTkIIfE9Qyrr84M+O0Hd06g2560x/HbtkhG24rpnC0RaMvi4i9c0TfnNyIyQWLj/FmRcX8ZhMoRhop64H5SmFa9aECZ1A8tDb7xIJS6xcqvPHf2lSMgRdvR7vf0+Mh58sUDIEkgSRiMTRDp9MzkcATfUa110d4WDr9NiAOntc2jod7rkjys69FoWSz9zZKqtWhNjdchZ9SRKSKiMcF2fEneI3BeF5dLV7dHd4CAEdx8Z9JRcTvvBolOfjCQcXhw5x+MznGDZd317Pwq98dNo1b48juqCO2gfW0fvg62f9EFRdRgvLVDRFWXRDFavubSDTa3DwtaEpq/7MFEiSTMkeZshoZ175tbi+RV1iCaabw3Ty2L5BwRpidmoVIDE7VE3BGmSwdAzPt1G1MiRkKqOzKA83Mmx2ky61M8FUrJUhuxoFox9NClMVm0e6dIxkqJa4XoUq6wyV2tDVGOWhegZKR8mYk03v42biM8Oyz0+cRyHrU8z7bHouP0ZX+JN/Hbzoc+NEnDiWvqMGvi9IVesYBQ+rdHbBfkIEwUxm0WCg3WDjw/18+P+dx7r7qllybWqS71b4YOQ9jLzBM8e62PhwPx/7n/NYc1cV258dIjuYQVElFl2dIppU+cU3O9m3MTP2WYSiMqo+9dayYUGUxkVRHvn7Nl77WT++F/As+76YsPMwix4jfTaxssAknhm0z5sh7pIRtgGmfpBqPBkUlZ+B+MWLRW65IcI/fKWaw0dtViwJoSpB9Y3j77C336OmSsF2Be1dLqbp09HlMHeWRnevS8kMfLJPry/ywXvj/K8/qKBQ8rl+XYTd+60JgvtscLTd4dGnCvz+b5ZTWa7Q2eMyp1lDlqWzmvCh2hQVNy5m8Pk9uJmJ5sxQXYrU6rkMbzyImymNl9yaIQtJjhEc30ZGwebsfaiF/V0Mr99L5Z0rRws9TB+171tLdmsrpSNndmHIisStn5tH/eIEtuHRumUYNSzz/d/bgWudelctKQEPsu85yIqGJMmo4Th6bLykpKq//TnmgmBjIyFRn1hCZ3Y3ES1JTXQ+Q0ZbUClJKydn9dFfPEx5uJGQGuP4yhZWE0S1CrLWQCBwS52IUV/b8aevq1Es38DyihhOBkXS0JUoeXuAkj1CfWIpBWeYEauXkjOzopXLKlXmLgmx/dVAsy1kLq7F53ToazM4ujNP89I4V99TxZYnB8cidwEicQVFkyhmx32fyUoNx/YxC95xengcS3Bke47rP1hLKDK+aZUkSFRo2KO+VUQgeM2CR/u+IqvuqJyQFyvLQQDVcVO3L4IC9Y2LYixcMzl3XpZhweokoZjCoa1ZHNs/pQC1Sj7H9uQpjDjc8KFa+o8ZjJyQQ6xqEvEKjfywg+dMb1G7ZISt0ddJaukqIg2zkDU98FNqOpGG2STmLyN/ZO+ZO7kI+MXzRRQZrl0bprZa5fmXS+zYY/HpD9t4o6kcfQMuTzxX5OVNBoYpcFzYvN3k2z/MsnWniTuqPH7rB1mGhj2WLtTxhcw/fHOEobTPrddHJgiz9a+V2Hvg1K/W9+GHP8szmPa47uoIqiLx40dyOC5UVypnNPWqqQipNfMY3nhokrBVE2Eqb15Kfl/XpN9mAsJEiUsp5NHKMb3i7KJYheMx8IvtxFc0E26smPZ1JUlCiYWp/8i7aPunZ/Dyp/cXSxJUNEUY7jIYbCuSGzARvkA+ZX3QAJFENU0r7w64jyUJRQtTt/hGquasHmsTipfjWm/vuwkpMSoizRhuFl+4JEJVKJKG6RWIqClESAASsqQQ0yqQJBlJUohq5YTVBIqsI4SLroRJl9rHCkcAIIHr28iSgiTJ6EqUqFaGNNqf41n4BNafkp2hNrYAGXnUND0zdn2aLlFRq6Fq0gm+05mDCbGAAh7/egef+vMF3P3ZJspq9THzaiShUD8/Si7tsOGHPVglH3k0JSiSVOk5UqKUdRECUtUa1763hoF2g+5D4/NOj8jc/qsNqJpE3zGDUs5DkqCyMcQ191fT0VIk3RNsjH1P0L43j2v7rLqjEjPvUsy6pGp0rripnFgqEPJMHD65tIOqBmbmzpYivh+Yi828R29rid7W0phr79DWHFufGuS699fie9DyRga75KGFZcprQ8xdmeCnf32Uoe7pBTxeMsI217KTSMMs6u58AM8ooZdVUX39nWiJFG6pQGbXlos9xCnh+/DY00Uee3riov4nfzVOBlEsCf79hxOJD/a02Hzpf00MmBge8fn2DycTJOzaN/Glf+8nZy4faJhiynG9VUiKgqwr3HBrGCUdBQSaJnH0sMO+3dP3V55vRKQYJVGgRI7Z0vRqGpudaYae303Dx69HDmnTvrakyCRWzqL8hsUMPbPrtOq+5wp+/tUDVM+JUTUrSt3CBIUhm7u+uIj+I3nato8wcHTiuzPzQ/TsXz/hWLb34JT9O8ZbI9o4HWyvRM4eQJZk+guH8IVHXK/C9ktkzF4iWhIhBD35fXi+jSJrGGYW2y1hSjqub2F7JdJGJ7oSwXKLnCgkC3aakpNFlhRkScEXHgV7CMezMNwcllvEEw7DRgcCjxGzG9MtMFMELQSa2OKrItQ1aVimwBeCh7+VnklDnIBju/M8+FdHufb+atbdW00kHtS/81zBUJfJG48NjrEqCSA/7LDy1gquvqcqKB86GpDVdbDI89/tpnXn+Brle4EWu+7+at71/trgmC9wLJ/2vQU2PtxPb2uwORQCWnfmefpbXVx9XzXv//3ZOLaglHfZ8/IILW9kufuzTRPGHooEmR+uI7jqtgqWXJsKat0rEooqMdRl8cy/d7F7Q0CMkk87PP/dHoZ7bVbdUcEDX5o9FoBayrp07C9inqUp/URcMsLWzWfoX/9zkgtXEJu7BCefRVI1cgd2kzu4Cyc3s8xE70TEFtcTqisj3FCOVhalfN18nMz4gi+pCsmr5oCicGiPgZJ1uPG2MJGoxP49M6PKTE6MUCHVUEYlafqnda5vOWQ2Hya1eu458yYr8QiVtyyn2NKN0XZ6v6uRdejYlaFzT4ZwXP2/7L13lB3Xdeb7OxVujp1zo7uREwESBEmQYJBIURJFKlG2aDqHsWdZHq+lGc88P9szb/lZszy2Jzg8W+ORLduUlSVKokiJErPATOQcGp3zzbFyvT+q0UCzu4HuRoMAKH7/AF1Vt+rculVnn733t7/NsecnSTQFaN0Up31LfI6xNcpZxk+8tKhxuFcwrm85+pz8aFY7z33W7YXJaXn9vMdv2OV5w7+aNXcxmanOXTQWdO/3rZiLK8l5J5GdtHjySxlkWUyHWd0ramgl2WMTl/MWT/x/gzz/5dEZ49i7r8jffuY46RGvxLBasnn8fw6wanOE+tYA+UkD23I5/Wae0dNl4vU+/CEvDGwZDtWiTSFtzDB3XQde/e4kx17JEQjL02U4nvEsZa2Z852DqTu89LVxDjyXIRCSSDT4KGYt9IpNMWNSSBmz1JqqRZsXvjLGweczhKKKV3YYlOg7XEIIOLu/yMSA9xwpPsHOj9Sz6xONPPsvo5x8Mz+ThhGSoG1tmAd/p4MHf7udwy9mZsLgmTGdF748xsFn04TiCrLiha6NqkMpa86RmlwMrhtjC2AVcmT2v0ru8JteIN51cS0L1742dHff7Qi01tD0sR0E22qQfAqtv7B7dqmV8AzS6DdeY1OTzvo7g7y6R2Ooz6JYvDZyUgoqWXcKC5M485cxXAzaYJrsyycJdjUgRwJLV5aSBOH1rSR3rUMfy+Lol352XQeqBYtqwWKqv0z/voUXlu7bNeQWGt+1kkT/KYXqEwgEvUc9rsnmnUuv21wshIDm7iDt68O8/uQUE31VpgaYaT1YKVgMHCld8Ei4jJ+teqFb1/NehfC88UrBmsnNCunc4+V5rhfiHNHp3DHudB723N9CeGuLc/SHatGiXLAIhmVWb49x/NUJz3t0valekr0oIa73WU+Mw9OSjtWo7H64kROv53EdZslGhuMKOz9ST3pY460fpmaVHAGM91a44+FGurdFERKzBHdM3WFyAQGO5eC6MbZC9Wq9HEP3JAEv3CfLSL4A9jyr2/lP5uUWrcK1Saq6VpF+7ijpF46R2NFNy8/exti33sBInQ9HupaDkS5iFarsfiSMP6Bwz31BLMtlz/Ma+964+t5tSETQ3SomBjGRJONOsiSXwnXJvHSc+M2rid3Ytaw+qUKRqH3/FgoH+ikdW2K167TgwHyQFB+BaD1GJYellxGSTM+uR+Yc59gWEyf3UM5cL5W2oEh+FMmH49qYtjY7h3udQVagqcPHph0hUuMmQsA9H0tw9M3KFVkDNa8O8aF/00YkoeAPSez9cZpP/YdVjJ2t4AvITA5q+PwSB57PYOoOj/xBN4//rwEe+K02Bo+VeeU7k2y6PcnOB+rQKzaZMZ0935rg/l9pRfZLdG2O8PQXR3jrB7P15uva/Nz+iUZitSp9B4scfDHLR/5tO5IEQyfKpEd0dn6kHq1sISuCN55M0b4h7DU6aPax75kM5ZzJnZ9qJFbn45XvTHLqrQL3PNJM46oAE31VTr5V4JaP1NN9QxTXhX3PpGeV60iyIBxXKGXNOQsCIUFtW4BARCY3YVxxZbvrxtjW3Hg7SiRO7tBr6FOz2ZyBlk5qd9zJ8OP/tKhzKeEAq37zHs78+Q8uffAiICRBvCOKElBwbIdcX2HOD3vhsbH2KMWREo516V9XUiXvuHP1b5KnIOTay38rxTTJZlnncFy00SylU2NUzk6gj89fDpFJO0RiNrIs0HX3mmmxZ7jatIJUGJvzNZdLgZWvMPXUPkKrG1HioWU1KvA3J6j/0Daqg6mZrkmXC3+kls4dH2Pi5B4ygwcRQiLZtoVqbgzzAmnGSG0DRrVw3Rhbgcy62ruQJR9lM81I4ci8oeSVhiL5AIHlLE/5y4NAkXy4roPtepyFmnqV2z4Qo321j0BYQpYFudSV4zOM9VZ49XuTJBt87PmWJwASq/Pxnb8aJDtuICmCOx9uJJpUaeoOsvdHaa+DzvNZfBfU4qeGNH7whRFu/0QDjV1BglGZl74xQX7SYPjEbMKdJHvlNqlhje/+ldfKdOcDdQweK/HGkynu+nQjDZ0BzKrNN/5bP+tvidPQGeTg8xnCMYWn/2EEveoQisn85JuTNPeE6NwUITNmUNfm51/+c+/MtRzHRa/YPPX3c59nveLQd7DIpt1JbnmwgVNv5TE1B1mRSDSo3PrRRhKNPn78xdErHuy5boxtqL0bf00DgYYW0m88T7nv1EzITAmECDS2AiAHfcjhuSLtF0KNhwg0xVdsbEISxFfF8UVUkqvinHiil8LQ/JOBEpBZ/1APB790DC178ZdYUlkh4VcAACAASURBVCQaNteRPpXFLJsgINbuNWrPDy6T4CIg3hbFdV3yg8ubsIx0idSzRzHzCzNqN2xWeewfihTzLtt2+GhqlTl57OoTpAwMQgiChCi5y6+bzL91ltzrZ6j7wNZlnyN5+3ry+/rIPH902ee4EOdKevTy+Q44llFl+PCPyI0cn9nWeeNDhOLLE+i4GggqUeKBFl4begyHy+8PvDgI6kJdGHaVTHX5fa9loVIf6qZkpCkanqGbGjN55ptZujYGOHO4iuNAPm1d2cne9UpmzsE2HQrTBt6xXMb7qiQbfXRtifDE3w7N/bjrkp30KihcF/SyjeNCfUeAweNlUsOzF4xCeFKPF5bHKKrANBwc20XgjSczYeC6nkiEoghcx/NGEV6+de3NcerbA6g+gS8oo/oFxtsiO67jtdCbD9WixQtfGUMNSNz+yUZu/2QjluEgZIGiCLITBs/88ygvfW183nW3ElIJtyWoThRRQiqRjiTFvjTVyaUTS68bYwuQP3EA17Kov/1+1FiS/NG9OMZsg5Xc2UXjhy4+AQqfvCyd24XgWA5Db47iOi5bHllPTXecmu444cYwvojKwIvDlFMVeu7tRMiCYM38PVK73tdOuD4EAvqeG6JmTYK1D3STOpFhdO8Ejumw7qEeXMdl8CcjjB2YpOuedoI1QYqjJRzTxh/1E0j6MasWtmFjaTbhuiBqROXM0/34Yz7WP7Qax3IY2DPC+P7JRXnYs75v1bhkreiBvQYffDCELAu0qsvBfZfjHawcgiJEQARxcAgSAXfy0h+aB65lM/71V4htW4W/cXkLNymg0vzI7ZSODF12Gz4PnlSSO13D4Dg2Qwe+TyU3xoUziW0byIp/Ba53ZSEQNEbWUhfqwicHWVO7m5KRYqx0nKivnoASI6BECKk15LRRxksnUCQfLdHNBNUYulVivHSKqpVDlYK0xbbgVyJoVoHx0ik0a/57rkg+2mJbaYqsQ7fK1Ie6GS0epWhMEVCitEY3o8oBSkZ6mm1t0ZW8hdHCETS7TEt0IwV9As0q0hm/kdpgB1WrgGaV6Mu+geFUmBw1yU5Z6NqVj/i4jlf6suP+WgoZk5Ovz11k9h0u8r6fayY1omNUHRo6AmzclUANSJiG482XFwzVF5SRFUG8zkco6tC6JsTAsfMGyLZcpoY0bryvlvt+uYWJ/ipn9hW582caSTb40KsOuUmDlp7ZuepyzsIfkrnrZ5s48XoeX0AiUa9SLdnguqRHdcyqw/2/2kJmXOfYy3myEwZ1rX52fbyB46/kZtXFui4MHS/zrT/vp3FVkHBimuxku2glT8Biaqg6rywjQNfHN6PnNRp2tuPaDlqqTPuH1nP6S/uWHBm8roytVS6SP/IWZi5Nzc67kEMRMm/NZl/6G+OUzkyQ2z+wYIRQjQVp/uj2FR2bYzn4Yz5q1yYZ3DNC1/vbyZzOYVYs1j7YzdAro0iqxNTRNDU9iXnPMX5gCsUv03ZrM3XrkuSHSxSGi4y8MU5+qIjsk8gPFNByOqmTGeIdMZI9CU4/eZaWmxqpW1/D0Cuj1G9q4cwP++m4vYVKSiN1Io3ruKz/6GqOfv0k+YEClUyV9MkMzsX6/i4AIUvIIT92VcedNtSSXyW+owu7olM6PkogIGhuVZBkT3d5eNDi7OmrT2STUai4RTSql53308dyjH/jVTp++/5lL94CLTU0P3I7A391+SkN29QQQiYYb/QMrOuQ6ts3i/UhJJlY0xr0wrWrQHUOLi6Z6hCOYxPzNTBUOIjtmDiuTUCJ0Z28hVPpl0hXB7EdExeXruROctoYqUofiUALLbENDOT2sbpmF6lKP1PlXmpCHTRF1jGUPzAT2r0QtmMyWT5DPNBEtjJMqjqAbnmkmzU1uxkpHsGwK7REN1Eb6mSyfIaykaYreQtZbYSQmiBV6cO0NSbLvQTUGFPlsxT0CUzH8wAdG/TLSAUtFWNnKjz5+WH0qoNetfnK5/pmMYL1qkO0TuWNp7xmCLlJgx//yyhCeKpKlukiywJLd3jj+1Ns2JXg6J4cvQeKNK4KsvrG2CxjC57y1EtfH0dRJfSqTTlv8cxjY0iyQC/bWKZD7/4ituXSd7jE0IkKWtnm6X8YQZIF5bzJ5KBG7wHvGMd2KecsnnlsFH9InmkwYNsu3/rvA1imSyk39/c8933ONV5YCiJtcQa+f5zm3V3IQZWxl/rY+Fu3TjPD3sXGFsAxdPInDmBVSzTc+WGUSAxt7HyYx9YMtNEs+X0DC55DjYdo+OCWFR2XpErs/O1tHPnaCfSigZ4zKI6WqWY1NnxiDeGGEMXREtn+AmZlrtFRAjIbPrYaJagQrAsy8sY4ZsnAKJmUpyqYZRPXltELBtWshl4waL25iZYbGwnGA9iGhWU4lFNVbM2mOF4GITDKJqWJCuXJChs+uQazaqEXdLSsjl5YHmFJrY3Q+Zv3kn31FKlnjiAUidX/10NEt3bg2g5jX3+Nl57ax9SkzS23+8mkHUaHFzC077Bwr4lBPa3EEViYFLm8spDMnhMk71hP9IbO5RlcAcld68i9eor8m72XPv4i0IspipNnabvhgyi+EOn+fTi2CciAIBCtp3XLvQTCNddNxx/DrqBZRWzXmlMGVDYzZKpDM4smVQpSE+ygPtTjqVcJiZw2SkhNUBvqJBlsx3UdhJDIVAeRJRXbnmdyxqVqFrxOPlZp5roBJUJDpIeovx7XdacFNDRAMFnuJeKvoy22hVOpF2dyyppV8LoHmYWrqmJlme4sEYZzIhHgEZl2P9zIRH+VfMqbEwzNmcPcPYdSzmMv3/fLLfTcEMW2XV57Yu7iTappwKyvJ3/8GDXvvw+RSaN2dWOmpjCOHSO0eS1SwE9obAzJ7yfY3YM0NAjBEJZWxTxymPitu7AtC39rO/rIMO5LL1DKWpSmZWID3T24Y2OkRqdTWpIE0rQRPKdSIUkIWUapqcFKp73Iz7l31fEo0kIS3nZn9gK8Ml7khn9/J2bZwCzqrP/Vm5FkaTlUj+vP2ALgOJT7TjGmVWm86wEiXetnJu2JJw9dsmbNrhpM/XjlFKdkn8z2X9lE9myealrDF1FxHfd8LaPrUklVSayKU01rKMG5tz3eGUPIgpPfP0vnbi//bJsOkioRaQxjaRaO6eI4LqG6IP6Yj2x/gcnDUxz5xikc06Fjd+u5Bh7n9UJjPqLNYcL1QTJncriOd47g9Dn04tK1P5VIADUZxsx4K9n4jh4iG1oY+PwzqMkw8Zu64PhpbKuIYbjEExLJGpmRoXnybVdoca/GAjiWg13xJg+hyqhRP0ZGQxMlFHw4K8BotYsaE4+/QainESW6dBlEIQRyJEDjx3dSOTOOmV2+yIht6Uyc2oPsC9C88W5at9yHqRVxHRtZDSKrPiy9wsC+71GYmF9Q/nqC5Ri4sx4gB8e1ODzxFGUzgxeIFiiSH8e12D/2HapWYWb7pSIbLp7O88zfrothVXlz5GuYjoaYViEDF78cRpVCWI6JqoQQupg1tpVMW600UsM6j/+vpeWlJwc1/vWPL9HPVQiELE/rpXtzXuXEcVzLIrxpM/rIEMboKEgS/rZ2ykePoA30E91+I3I8jhyOYJfLlI8excrlqZw8PssYypEIkRu2YTY3Uz3bC0IQ2rARc2oKIclogwO4pkmgcxV2sYDa2Eg5nye8fgNyNAa2hTY4iL+tDaWmBmNigtLet2Z9hcGnT6EEVWzdQo34CDZEKQ/ncZcREbxujG1lsBcjMzWrPlAbG2L0B1+n7rZ7kQJeHnQxN8HRLaaePX7J4xYLX8xjLQpZ0HFHG/mhAvnhIkbJxNJtxg5MMXU8Q6wtQrInQfZsDlufbXgKg0WqWY2WHY1oOZ3iaAktr5Pry9O0rR7HdkifzJIfKNC6s4natUnGD04xeTTNqrvb0bIaRtFAy+tMHU1jlAyyZ/ME4j7qNtTimA4nvnMGW7fJDRRovXn6HAcmcaylWTwhS7iOg1WsgiSov38rxaPDpJ45TGR9K8mdPWzbFcaX05iadCjmHVJT7xSxxUP9nWvQp0qkX+8DINgUo/lDmyn8n7PY2JhUCBK+/Au5LuVTY2RfPkHdfTcg5KV3bxGSINTTRM09m5l84q2ZrknLgVHJM7j3e2QGDxOp68QXiiOEhG1U0YpT5MdPoZcylz7RdQjT0Zkq99IW20pWG0YSMlUzT0GfYKJ0mvb4dnLaCJKQKZtZivoUC632PO82RyLQguNa5PVxdLvMVKWXzsSNFPRJZKGS1UYw7Spt8a1oVp6x4jEaI2vQzCJFYxLbtTBtjZpgO7LkJ1sdmjd0/e7E+ZZ9AEgSgVVdWMUCVjaDa5qo9Q0Eu7sx0ml8dXU4uo5QFCrHjxPetAmnujAJ0y6VMFNTlA7sx65U8Hd0YKVSlA8dRI7FiN6wHSOTxspnMdNplLpakCSkUIhq72mkQBB/SwvYDsb4GObU3BaHrff0oEb8BOrDaCkvWthyZxf7/+yFmRTaYnHdGNv0Gy/Mu93MZ5h47rvIwcVPnMInk7hpFdlXLy9sdw7VVJW9P1j4XMe+eWr634U7zJhVa979fc/NZgamT2VJnzofjjr77NwV6YkRz2vpf2GIzjvbGNs3Qa7/PBkkfTJL+uTyQ1qu44LtIBSJUHcDkXXN9P3lD6cFxB2EKvPiszqVs++8NrJQJMKragm1JlDCfqyKgRAQ6qxFCKi4BWxsEqIei5WZ9Kx8hcxLx4lsaifYXrescyiRADV3bqB4eIDK6cvrtezYJoXxUxTGTy14jJAUXOfq59AXA80uMpQ/MGtbyZjCcgzebiwH8weoDXUQUKI4rovjZnFx6c/tpS7USUCJ4LgOrnupsi+XsdIJ6kKr8CsRJMObKnszr1Eb6iSgRKfzxA4CgWYWmSifxp7WbD7nNVuOwXj5FIlACwElPIdo9G6GU9WQfH4im7dgl8tg21RPn0IKBHEtC7W+AbtYRI5EIJXCNYxp5QuBlc3imCaS/+JEPrtcJtDVjT48DLaNM93E2y4UcIXA19RE/vQpfE1N+OobMFOeQXV0Hcnn9z7f3Y1r2+hDc0uH+r59hEBtiOa7uxl86iRCgp5Pbf0pCiO/DZ7QxeLZrnLAR9OHb1gxY3utQsvrDL48suzc7EKwSxp21aDp4zejxELoYzkKB70cuRIJeEZ3GWGWlYAQgkBDlFB7DaEO8DdEAY9BPfmTMzg4WJhk3HGiJC9xtsWjfHyE/Otn8DXEkZehm4yAYFcDNXdtRB/NYpeXz95W/JGZZgN6Kf22vYKa9s2E6zoZ2v/9ZV/jnYRhVxgtHZu1rWxmKc+TA7Vdk8ny3Pfado239ci9NDSryHDh8KxtplNlvHRizrEjxfNpqXT1Qr6IS8lIUTLeucbw1wrsUpHqmTNIwSDV/j5P8c80vRyqJCF8foQsk3/1FRxdxwyHcapVSkcO41QrlA/sRwoEcCplqr1ncPS570Tl5EnkSARHq+JoVazseQ6Gnc95CoOmiZXNUjp0ELtUwi4UsEslnEqFYHcPWu9ZzGya8MZN5F6cXZ1g6xa2bhGsC9O0qxOhSPji81eTXArvCmPrS9TR/MGHGfjq51Frwvjroxc9Xo0HUSLXfunD5cIxHcoTK+9dGqkiqWeP0vrIbTiGzcD/ftZrii48SUe7omNXr45alGPaZN4aRI0HMfNV8ke9xuWu7WBVDGpF40zz+JCIknYnWAlXw9Etpn50kNiOHoKddcvK0UmqTN29W8i9fobSkcGlD0sIEi0baN3yAXyhOK5jkxk6xNCBp3Bti2CskdYt9xFrWk1xqn/J43sP72FJcBysXBZyC0XRZtf52/nZJUl2qYRd8ljgdnH+Mi2nXMIpz9XaDnR2IoUjFN94DVwXu1jELs6+nmua6GOjhNasQ0km0frnz0Hr2Spnv32E+Oo6XMfhxBffenfnbC8GKRRGTXg6t/Xv30j7I7fimBcJkQmBNvJe44LlwrUdMntOkH3llGcPzj14LqSePULq+WMrpoq0HDiGxeSLp8F1cS7IfwrAcR2Sop6QG8MvAiuqEawPZ0j98ABtv3I3+JRlGVw5GqTlkdvp/dzEkr1bf7iGxrW7cCyd0aPPofiC1K26EUuv4NoWDWt3gQvDh54m1fvmksf2Ht7D9QJtYABtcPCS77eVyVB44zXvjwWOFYpEfE0dzbu7cCwbq2x4+dulEkuXdvg7BzVRC44z081HiSWQffN7o4G682o4Ahj4x5dI7Vm4d6UvEab739270kNeEWxcp6LIgqMnDex3llO0NCwQKr6c8OeKQkBsfRP+htiMck5lNEf2wDCGG8NHgD7n2CVOsnSkfnSQmt3rCW9su/TB80AIQWzbKmrft5nJJ/Yu6bNqIIqsBhg68BTFybMgBKZWouPGB9HLWdIDB5g4ueeKttf7aYcIBBCS8Ig9C0zGcjKJpCrYpTJO5drr+fyuwWIX0pc4zp8IklhXz5G/eQVJldjw6ztJHRx79xCkGu9+ALtaZezpbwBQd8v7CHV0z/sAy/7AzObSmUnssnbxxuWWgzZy7bXdUlX44l81oqrw4KNjjIxdm9ZWiQdJ7Fx90WNyr53GKl4977bmxg5qd3WjjRWm2b0uStaT8SxToMzlGxyhqASbO6kMnS+jcTSTkcdeoucPP+nlr5eJpodvpXh48JJt+C6EJCs4toWpTZcPuS7l9CBmtcDwwR+QGz42TQy6QhDC64YUfvekaBzNQBvL4RqLI5PJkQhCVXA0nYWU7RP3vh99YBBjeBjjChlbJR4itLYZ5yqlc64E9Ik8Vm5l+28vBq7j4Nou4bY4QvY6HCXW1WOWDEoDi4+QXrPGtnD8II51/kFR40m08RGqI31zFiL+uiaiazYDkD8wyKX8e7tqMvrtty56zNWCC1jWnNrqawpqTYTmT+6ctU0oMmo8hOu6VAemKB4evKrG1pcMkX71LFM/OXPF2J+Sz09i045ZxhagdHSY1DOHaPrYzgU+eWmotRGaP307/X/51OInTCGQZJVAJDlTs+8LxnFsC4EgEDvPlHZsc+VLgCRBy6N3XFbp0rWG6sAUI4+9hDFxaR1tKRgk0NWFlc1iiknUpiYCq1aBENiFPPrIKP62NgKdnWinPcKPr60NX0sLQpYpHzqEU14ZYxLZ0IqvITa7BeZ1jrFvvEr2Jyfe8faQtmFjFDXiPbUIWVAeyRPrqkHPVt8lxvbkwTnbSr3HKZw4MGd7qK2L6JpN3h+L+CFc26HSd+2xA00TfuUzE0gSTLzDdalLgT6S5cyffm/WNiEEak2Yhg/egDaaxSosXB/3TqAymCHcVYevJoKRXrhZ+RwIQc0Nu1DCMbTUOEZukkjnOoSiIoRE9vDrqPEawu3dXhh9nrysazukfnCA2LYuQqvql/cFhCC2rZOa3etJ/ejQoj8WSjTTuePjM2U9QlLwBeO0b/8IrnO+1KmSHePMy19a3tgWHLIg2LG80qdrFY5pI6mLmyYdw8C1bZR4HCFJKMkkvtZWiq+/TqC7CytfQB8Zwa5W0QcHPTGHjnbMiQlAELvjdnJP/2hFxq3EgiixpYusXMtQ4qFz8t/vGLb93l0oIR9qxIfrglHQGPzBCQqnU0vWlL9mje3bkT+6n+rE/C3BbK06t2n2NOSwj8SOLgLNCY9uPj03ahMFpp5ZmW4r56Cqnq23piNOQoCieM+HcUFJ57lt5zhckgSKp6hH74CJ6y7s2U4LsmDbXuNlST7//Nn2O+MRO4Y1f3iz3/NwGz54A0o8NKPedFFcIWGdQHOczk/fTOfP7Zxud+iS2tNL/1+/SqvUTcadQLgSOWZ/j2BDq6e5ffAVoqs3Ewp24kvWMfGTpwg2dRDfcCOOoVE8exzZ58eXnN+46GNZpr6/l/bfug9JkZc8fiEEcjRI7b1bKB4dQl8Eoa+an2Rw3xOLOr+pXfkWdT91sG2ccgkpNC2u77qYU1OYExP4O9oRsoydzXqlKJkMalOjd8zkFHalQvzuu6/q8N/DXBz9u1dnLagDDWHWfHob+99NOdu3o3B834L79Mwkg1//P3O2C0Wi89fuIralDSFL2EUNoUioiRDDX3t9xce479l2plI27//EKC6wbYuPr3+hiZqEzJY7Bxkdt/H54PF/akZR4MOfHsN24JFPRPivf1BLMCCIRiWGhi1uf2CYqfTsHzMUFHz23ya4+/Ygf/I/snz43hAP3R+ipkZmfNLmn79a5J+/WiCVuUoxaBfMbBklEUIOXLzN4YWfuRIYf+YEUy/3IqkytmYiEDiWTY2oR3MryChERYKcm5o1CF+ynnB7D7I/iGPo6OlxjGwKR9ewtQpKOIqhV7GrZex5Sg5mvpblUNjfR3F/H7EdPctiJgshCK9ppuauTYx/87VL5g3Nap7JM68u+TrvYYUgy0iBAJLfP6No57Ec53/InUoVhORJE8bjmJMT79xY38Oi4Fjno1cC0CaXzkI+h+vG2F4UjoOZe3vxvudlRdY2cfrPniK5s5vSyTHy+wdpe/S2ZcnqXQoHjxrcvN1PLCaRLzhsWufzei3KsH2Ln9HxCq3NCsmExJ7XqzO/2YuvVPl3//cUNQmZz/1BjffbXmRuXt2l8j/+uI58weapZyq4wM7tAf7ws0kc1+VvvpDHvJKKcJJAmke4QVJlgqvqEbKMu1gq9RXybCWfTGJLC5HVDQx8+U188SC+UBhjUCcgwgSJTGsjz35zqpMjBEYHyJ88gGOZKMEwaiw5c5ytV3Fdl0BdyyXHro/nybx4nNDqZtTk8qQhJb9K8o71FA8OUDo2dNEXXVb9BKINC+53HQtTr2BWl9/H9z0sDCWZRG1oRCgK/lVd2IUCVjaL67ieItK09KA+6Km+2YUCxtgYgdU9CEUh/8KLV3P472EeNO/uQvafi0wJ1JifQn9mWbnw68bY+uubkXx+qiP9S/qcEGAVqji6OcMOzbxymo5f2c3Y4wt7y8vB3oMau28N0LNKYd8hg03rfBw5YXCD7OPGrX6e/HGF9haFeExi70FjJr08PGozPOqxEv/j7yRQ5IvP4q3NCqfPVvmd35/ixGkTIeCWmwL81X+t4+cfjvKFxwqY5pVLbPjqojR/4m3kHwFS0Ed4dROVs5OYi83ZXqFhJra0Et/UQu3OVQx9fS+Bxhh1t3Uz8IXXiVOLjUXenbtAMzKTlAZP469pwNIqWMU8ldF+b8Is5ij1n8TRNfy1jTiGRqn3IuVDrkt+31niN/eQvH0dYhnhZIBgRx21926hOjB10frlYKyJrlseXmCvwHUstFKG3PBR0gP7cRdgy76H5cFKpcj9+Mfz7qseP686lfvh0zP/1/v60Pv6rvjY3sPyUB7JI/kVIu0JQk1Rpt4axshr55vMLAHXjbGNb96B7A9QHR1ckFI/B46LPpEn1FGLNpqjZtcaXMch3NO4uHziErH3oI7fJ1jdpXLyjEnPKpWjJ73rbN/qlUO0tyqEghKHj+vLJtW5LnzpG0XO9Jkzfx85rtPbZ/LAB8LI8pVlEUiqjO/tKl0uOLpJ5sXjZF89fdUJUv76KPmjY0TXNuK6LmZJQwoqhInj4qJRISoSlNw8b79X5YHZmsLJUAeOHMGu6ERcGdv1o/cNUTYy1IW7qAl1IEkqmpmnpM8m3lm5ClM/PEBkczu+msi8hKpLQUiC5B3rKOzrI7vn+II/rVZKM3x4foKNQCD7QsSb19J2wwexzCq5kZWvM/5pgKqECIXqyRcGiEXb0PQ8hnE+Bx7wJwgGa8nl+95b0FznyB6bxJcIkNzQgF0xMYs6TXesotifefc2j/clajBzGZZiRBzLZuQbb6KnSthVg+jGFjp/eTdmvkL/P7x06RMsEYeOGUgSdK9SaWtRaGpQ+Nb3S1SqDp96MEJNUqKtRSFfsMlkl/8SFssOfYPmDBELQNNcNN0l4BfLmc+XBH08T99fPz13h+Pi6CaOfvUF7u2KgRLyIakykipTu7MLI1VCESoCCT8BIsRYzPMUVOOYtoZwJAJqnKnSaeoiPfjVCNFAA1WzgGFXpnubzkXp6BDZPSdo+MhNiEtELRaCEg7Q8ugdFPb3LejdWnqJ7NDhefcBICSyI0dYvetRaju3vWdslwlJVgmHGjCMIrFoG4ZRpK3lNmxbI5U5BUIQCCQgL1CVIE0N2zHMErnCALXJ1UiSj2yul3isAyEkXNchlT5OQ8NWLFMjnTmFab3z9aTXMyS/QsPOdjKHxjDyK1tyKCkyuFAeKyBkgT8RfHc3j7dKRYTq877kpVzCmcbALsUTYzP3ZPCf9jD02CveritQC1guO/QPWXR3qnS2K8SiEsdOmUymHH7152LcsMlHa5NC36CFri/f89Q1d05O9tzZ3om2ma7tYJc0j+X79tyFJBCKjGtd3dKl9Jv9dH76ZoKtCW7++5+ncGSM03/3ArZrIAuZIGGG3MU1oihqE7Qnt6OZRSxHJxZoIqjG0c0iU6VeWuJbKOmTlPX5y8lcy2HsKy+T3LUWX3182d8p0F5L88/uYvgfn19eraHrYGklSulBog09yx7He4CAP0Z93UYUJUBd7cZpsRBBMtFNoeDpWgshEY91UKpMkMv3UV+7iWJpDE3P0d15L5VqCk3PEw030VC/FdexEUKQTHQxmVq5ftvvVghJ0HLvGsItMfInp4h0JEmsb6Q0mCW9f4TW969BDqpMvTlIpCNJsDFC7uQUmYOjrPrkFsy8Rmr/KDWbmwg2Rhl7qZfCmbmpJce0UcI+mnd34VoOpeH8st6/68bY5o/tp/6OD+Cva8LMpacJOOe/sOsC0+U/0U2tSIpE/tDQLGPgWg6u5RBaVYdQZMpnVpb950yHc5sbFHo6VdJZm0LBYXTcQhJwy40BGutljp0y0I3lG9urXaau1kVp+NAN5N88S+nE6Kx9iZu6iGxoZfy7e7HyV0+Kzipo9P79Txj6+l5QJIyUxxyOkiTvpphkWu0UtQAAIABJREFU/jKy+VDUJzk+/iMuWNIwVTw90xz81ORzixhPldEv7aHjMx9EUpeXuwWo++A2cq+donR08eO/ELIaIBhvxDbekwlcLlzXxnEsr4uN606X3rnoRoFKNY0s+1EUP4rsOQcCgSIHEAIkIaPIAVzXxnVsHNv0mtTjNafXjTzlyrWnAXAtItKRwLUder96wGuCUh9h/KWz1NzQghrzM/H6IPE1ddRua6UyVqT/u0fp+uRWhCzIn5hi8vVBare3IvlkcscnaL6zZ15ja+Q1znzlAPE1dTiWTXmksOQQMlxHxhbXwSrmaX3oFyidOYpdKc1KUju6Ru6QV85Tc2s3dtmgcHh4ZkK8EOHuehI7ujj9Z0+t7BBd2H/Y4Gc+6mPrJj9DIxblikO16tI/ZHHTNj+JmMSJH5kYl2FsrzbUaJD4jV2Ujo/O2ec6LtHN7aSeP3ZVjW2wNYGjm+gpLxwnh1SCzQl8ZxUChNDcMg7OEmQb3Vn/X86vl9lzgsQd60jcfHGpy4UghEAOqjT/zC76/uf350iSyr4g4WTrQh9Gkn1EG7qI1ncxdGBln/2fJti2Qb44hG0b+P1xCsVhahOrEUgIIeHzRQAXvy9GoThCbc06XFzyxWFi0XYCwRompg4jSyqGWaZUHqdQHKI2sQaB9F6ed5GwDRtJlYmuqsEs6TiWg1kxwHWp2dyMGg94778AWzexqyYCsCsm/towkfYE4CJkgRLyMb5nLlFNDip45EKX3EmvJr/9/rUMfO/YdP3+4nHdGNvwqrWosSR2pUSwpXPOfqtcnDG2ajxI6fTEgjdDT5Xw1UZWfIyOAweO6Pzuv4mjqj6+81SZcsXFdlyOnjD4wD0hMlmbwRGTqxxlvSwIVQLHndeYWiUNocrLEnJYSSS3t6NPldBT3gvkr43QdN8GRj6/j6hI4CeEg70iGsmLhaMZTDz+JqHuRny1F28DuRCEJBHe0ErN3RuZfGLf+Y5LQCBaT8dNH12gplcgJAlLrzB+/EUyg3MV2t7D4mDbBtncdDu2ohdhGJ3Yyzl5mWo1fX4/MDZ+XhpW0+aKk5TK43PO8R4ujep4kXIyiBxQMMsGuRMTWGWD7PEJhCTwJ0NYVZNifwYjr2GbNhOvDVA4k6JmSzNK2EdpIItj2ghJwsjNJXWu/vS2OTngxl2dDHz/+JLLf64bY5s79Ma8Uo3ncKGClF02CDTEEJKY1933N0a9/qtXAMOjFooi6OpQOX3WRNNdJAn2H9b5tUdjZHM22fz5CTIWFdxyY4D6OplIWCIek5Ek+MWfiTE+aVMqO7z4SpVc/tpZ7bqOi5AEUmCeWlu/ipCkZVHjVwKSKhPf3EJ0TQOBxhiSX0YIQaizFsmRkJDIupNYXAUSlwuVU2NkXjhG48d3IqTlJdjlsJ+aOzdSOjJM5cz4zHatMMXAW4+zUAGw69rYRhWtlMa1rz6J7d2HlXjm3zO0i4XruGSPzk0FFs9Oa36L9JzbmTnk9beefH1wZpueWbhyQvYrpA+OzdoWXZVc1nivG2NrlRZfiF84PEzbo7dRPDVO4dDQhak2As0JWj52E1MvnJj1mdN/9HWEsnShC9d2sYrnf6xK1aVvwKSxwVN1cl1PRObICQPHhbEJe5bh7GxT+dwf1NLZpiBJEAl7Y/j9301iOy6OAw89OsabB7zWdZ6UoztvINNxPS/6Sr+vdtkL2cS2dFA+PT6zcJH8KrHNbbiWjaNdurRKH89x9s++i+S78DFc3MreXcCzdvEELfx1EQKNUdSYV1ttZMpkfnCWRtFOgSyGW8XBpcQ72/3JruiMfnkPk99767IEPVzbmVNeZZtVr7XeZcBIFen/y6eQPn/dTA1XFI5pX7Uyttyrpzly9O+vmPDL5cILoIiZV/ZKL7CtorY0b3IFhnPqX/ZiVWY7Zme+cnDJUo1wvcUsJAnZF0Dy+ZH8ARzT8GT0dG2GHAWALOj8pTtouH8zpVMTVPqmcG2HQEuC+NZ2SqcmOPWnT2IvspuKkCWUWAAhBFbFuKRXLE9HUB179s1VZM9Yvr0N7Dm9YwA5oCJUeVbHHNs6fx5J8jSRbRtcAWoihBACx7BwNQOBO6skCDx9aNe0cYyViV0LVabxge20PLKL0olRSsdHvFztxlYiG1sZ+corTD65H3f6ekKWkHwKru1Q/74NlHonqQ5nvP2yQFJkHN1CCqhEN7RQODyEY1izFkmST/E8ZtvBMW3kgIrruh7rWVzwwlsOuC51d/Rg5qrkj02vSl0XnxugRazCFjamq2NjM+WOrMg9eQ/XLtSARDAsIyTvnSznLZwlEFxkVRCMyMjK4q2eVrbRK0vUzvUJfAHvOkLy5ARs28Wo2ljXGMcjEpd44NEk9zwUJ5aUmRo1+cFXc7z0VIFK8dqJwl0uhOTlay8s2Wt9/2pGnjmz5JztdWNshaISXbOJmh134k/W4+IihMAs5MgefI38kbdwjNmNy5O39lC7ey2BxpjXSDtTJrd/gMlnji26PyVAqKOG1Z95H6HOWoa/uZeR7+y/Ym3E2n9mB4ntHRz+/W9f8lgpoLDxjx4k0BSn0p/i9F8/h/n2Pr6yxNrfvZfs3n6mXjq1Yr+2Eg1Qf/9WkrvWokSD4Hr52uyrp5j64aHz3r4kiKxpIra5lcpAmmBrAinkw6malE5PIAc9b7hwZBi7YtD0kW1MPXuM4omxmUb0csRP7R1rUUI+rJJOpT9FdFMrdkX3dI8lgaQqOKZF7q1+rKKG5Fc8SU7BTA7TsWxkTcLGxuHSv59AQpUDKEoQRfIhCS8k7brg4uA4FrZjYjk6lq3hXKRXbECNE/Qtv+zn7bBsjbKewXEv/Rwrkh+fEkaR/dPfwSPh2I6JaWsYVnlR5zmHaKARRb54z1rXdXBc27s/to5pVy56f64EhIBEo4+7Pt3M+36hmWBEYXKgyt9+5jgjpxZP3lt3S5xH/0sPzT2hRX/me38zyFOfH8JehJKb4hO0rA6z9e4km3YnqW8PEIzIVEs26RGNQy9kOfxSlrEzFUz96huyUETi13+/gVvfH+WN50v0ndTpWu/nxtvDPP7FDE88lsG6knKx7yCSGxsp9meov7kdW/PekY4PrmXv55579zYiiHSto/GeB6mM9FM4cRDH0JBUP4GGFupvvx9sm+zB12Z9JvtaL9nXej1XEJbd27EymOHIH32Hnt+663K/xorC0SyO/NF3qL9zLfW718x/kOuSOzBIZSi7ossqq6gx9s03SD13DF9dFHAx0iXMTGnWdWS/ir8+QvbNPqqDafz1WyieHMcu6yR2rKJ4fIzS6XHCPQ1M/PAw5TOT5PYNzKpjE7IEjkNqzynqdq+j9s61jH13P5JfofmjN2JmyoALkoRV8tIDSsRP7S1d+GvPaxKX+1JM7VlMba0g7K8hGe4kEWol7K8j6Isjyz5koXiGyrU8Q2WWqBg5ynqKkjZFUZugaswNTbfVbKOr4XYksTKa3JnSAEeHn6RiLNyTVpH81ERWkQx3EA81E/QlUeUgkpBxXBPdLFPW0+QqQ2RK/eQqoyzmIVnfcj/JcPuCzRVc18V2TWzbQLdKVPQsheoYucowheoYtnPlZ2JJho6NEe775RZueF8t/tDyCXv+kIzqX3ktdYBARGbnA/V84FdbaegMzLqnvqBMvN7Hqq1Rdj5Qz4/+cYS9P0qhla4uu3LTjhA33hHm6a/neOwvp3BszwD/0mfreeDRBC8/XWRy5N1hbdWYHyXso/7GVjLHvPzw7LTX4nHdGNvoms3oqQnGn/kOdvm8NJrkD9AkScS37pxjbGewUg2U34EYwLIucbFcieMy+dyJhfdfJszMtIFd6PKWja1bxLa0oYT9CEXGrhi4toMaDxHf0jZDuPL6w0JsSxul0+M41fMvrGs508pULuWzUyRuWoVr2lSHMghFwtUtr3/n9K1Ibm8n1J6keGICZ5r6rU8tpq2coDmxibaa7cSCTfN6cEJISCiocoCQL0Ei3IbrOuhWmeHMfvomX37Hvbi3I+SrYVX9bdTHegiosTn7ZeEj5PcR8iepi3ZTjG9gNHOIocy+JXm580EIgSJ8KJIPvxohFmyiIb6Wip5hIn+CofRedGsJPYaXen0JbvxAHff9cgudmyPIy+BiXIhASEL1e6Q/U3Po3X/p5yg1pF1S90DxCXY+UM+Dn+kgXu+RDQtpg/7DJUpZk2BUoWd7lGiNSsuaEA/9TgeW6fDWD1OL8pivCASs3uRH9Que+25+JntXKTnsf6XMrvujbLwxyOSISU2Dwu4PRTn0egVVFex8X4R4jczUmMXLPywy0u+l8dZsDrDp5iANLSqKKkiPW7z6TJHBM97+tm4fd3wwynPfzbNpR4g1WwK4DvQe03jj+RKlcxwYAS0dKjffE6V1lYrqO79wGTxj8Px38+TSNrIMN90ZZtOOEMGwRGrc4tUfFxnqnZtWnHxtEEmVOf3l/VQnvGe2Mlrw5qol4roxtkJR0KbGsCuzX1JH19AnRgg0LFBfeIUhBVRqb+2m9rYe/HUR9Mki408fJXfAY7t1/fpuiifGiG3wOtBo43lGHt9HecBjyvlqwrR+fDvRdU2U+9PYK8iSjm1qoetX70BSZYa+9iapV87MGKOGezciKRK+ZIjEtg7MosbkM8fIvNk/0xS9bvcaGt63HkmVyR0YYvypQ1jlpWlKu6ZN8egI1eEMdtVAG89jl3Vc12X8yYN4cV4XbBe7YpB64YQnFnBBftku6WTf6scu60w9fwK7aqDGQ2A7XhhZkXBtd5ZYhBxUyR8eIfXK0ghDbTXbWd14Jz41jLiAmeK6LqZdxXFtZKGiyD7EBV6qEBIBNYpmFOatkzRtHc3Iz/rMhZCEjE8Jzez3Qq8Ly87pVmnBesyQr4b1LR+gNtI153q2Y2HZGqocQJKUmbFHA410N96BogSWtFiwHAPNyM/yViUho8pBfEoYSZJntkUC9QTUGKoS5PTY81iOvtBplw3VL/Hh32zjjocbiTf4cGyXM3sLtK4LEYwsb7rzh897tlNDGv/8h6cv+ZlKwcKxLm4Q29aF2f2pxhlD23eoyLf+op+pQQ3LcJFVQbLJz0O/08Hm3UmSzX4+/Fvt9O4vkBpe+Xu3GPgDgpoGhfSERSk/+xkZHzSplh1Wbw7wwhMFIjGJ2z4Qpb3HT32zSmbKwrYcWrt8RJOy1/9awMO/UUNNg8Jgryd3+/5PxLn13ij/5TeGKGRtahoU7n4oztobgkRiMoOndRJ1CrfeGyVZp/DEY1kM3aWhReUXP1uPogqO7a3Sskrlvk8mOPhqmWe/k6c6nUP/xK/Xct8n4/Sf0ilkbW67L8KdH47yF783Rv/JuffVdVxCzTG6H96Ka9mMPNe7LK/oujG21ZEBQp2rEbKCa3keDgBCItDcMUc8/h2D6yIkifQrvWgTeZI3dtDx6C1okwW00Ryh9hoa7lnPyOP7GfzK6zTet4nWT+6g9/Mv4Jo2zR/ZSri7nuFv7sVXG6Hz52+lMrRwaHApKJ4c5/ifPMm6/3g/ajI0S+rSXxeh5aEbmHrhJP2PvUp8cystH92ONlWi3DvpfY9HdjL4r69jVwxaPr4dJeyj/19eXXKkwK4Y8zZ+MObxNI30XI/nQuatFzIG/RJt4sp9aRJbWikPZtEnCt7T4rgXXZFGA42eoVXCXmMFbNKlPkYzh8hVhrEdY0btR5b806HmDmqj3Z5GspEnXxmZlyk+lH6LkezCpWuxYBNb2z+KX/Xqb8fzxzk59syCx5/Lub4diuSnq2EXtdEuBJ6BsB2LTKmfwfSbFKrjOK6NJBTioRZW1d1MItSOmDaQbTXbqehZxnIX0Vi+ABUtzYmxH1Osvq0EQwh8cpC6aA8ddTsJ+ZKexyv7aUtuJ1ceWfQ1FouaJh8P/6dubrgniRqQMHWXV749wem9BT71n1Yt39iGZJRpLyk7rpMeuXxDp/olNuxK0L4xghCCYsbkC//hFFND2qyJPDdh8NXPneU3/mIdHZsiNHcHufWjDTz5d0OL7seyklB9An9QolxwcN52/WrZxjJd4jXnF72KIth6a4i/+L1RBk/pOF62B3NartZ14fP/7wSG7mJNe+vbd4f59/+thc03h3jlR94cIcnQ1Kbyn399iGLWxhcQ/NJn67n7wRjPfDuPadisWuunc42f//0nExx5s4LPL1HXqCIkQe9RHb3q0r0xwCd/rYZv/YOXW3YdiNUo/OmXOvjFz9bzx785V5nNXxOkaVcng08dR1Jkuh/ewoE/f/Hdm7MtnjlKdM0mWh98lOLpI1iVMnIgQKR7A4HGViZe2E941dpZNPly/5nFdwhaJhzdIvXKGZSwJ3qfOzhMfFs7/voI2qiXuyudmWT4m15huxxUaXloG5JPBlkisa2DsScOkHnDE1+Ib23DlwiuyNhcy8HIVxbUgdbG8gx+9Q2sgoaZrRDpqcdfG6bcC+0/ezOZN/oonfVUU3IHBml58AYG/vX1WTXN1yoCTTEa711PywObZ7ZNvXyWM3+3cM/QtprtqErQY507BoOpN+mbfGVeD8y0NTQzT7rUR+/ETwgH6vArYarm/IsAx7VwLlLbatvGLBPtuJ4HulTURXuoj66+wNAaDKTfpG/yVey3fY+pwimy5UFWN95FW802JKHgVyI0JzaRqwzNm3t+O1xcbMeY9x5ZtsZg+i1Gc0fY1PphGuLrkYSEJMn0NO5mIn/8skPW5yAk2PVwE1vv9gxtOWfx8rcmePLzQ3TdEOVy6mf8IRnV593P3OTKRJ7i9Spb7kwiSQLXdXn6C8NzDO05TA1qPP/lMX7+/+lB8Unc9ekmfvzFkXnZzrE6FX9IxjYdCmlzhsWs+iWCERnFLyHJHsPWMhyqJRujuoQ50p1er8+rm+JVBbx9yn39uRJDZwy06vyL9GLeIRyTCEUlZFlQSHslkw2ts+v4n308T2bSwrE9ffiRPpMdd0VQFIEkQ22jQrnokEvZWCY4jsNIv0HPpgD+oKBahl0fiKCoguP7KiTrz5u/4bM667YGiMSl82FpQI34UMM+jIKGnq0CArO0vI5x142xrblpN0o0gRIT+Oub5+xvvOfBOdvOfvG/45or30rvQvhqwjS8f4MnmuCTkf0qaiyEJJ9f3VX6z2udOrqNkKdZrTIoYR965jwzUvv/2XvzKLnu677z8/bat94XdDd2oLGSICFx3ynSlETKlmxJHilWYs9JYjtjz0mUZMaTTMaeMz7jOZnE47HHkWwrsqwllK2FkkWK+w4CIAFi33pD713dtS9vf/PHa1Sj0HujCVIyv+dIRFf93qvfe/Xqd3/33u/93vHcuhnb5VAdzdV2Z57j+rnT2fxWqCuFmgwR3TF3r/WJgu8c35DZXR+mXrzAzFuDqMkQgihgZivYS7RVlESFWLCtZqTKepqx7IkVhTo9XEr6FO9dFnJlUOUwjbEtaIqvjuZ5LuniJQan3sBxF75229G5NPmyn7uNbPaF8MNdpMI9jJkn8Lj+zart6FyYeJGgmiAeagcgpCaJBprJV+dLfq4Fngtv/N0k3b1hWnqCvPjNcV75zgSO5fmlNGu0tbIiEAhJPqfA88hNrc96Em9S6dweRhBALzkcf36+AMMVuI7H6IUyEwNVOreHiTepbNoX5eyb9Rs7QYRf+Z82cfCxJiYGKnz9f77EpXcKdGwLsfe+BnrvSNC6KUgoKmOUbaaGDc68kePkixmGz5ex9OW/a9PwMKou0biIeA3nLBQRkWWB3Ez9Bio7Zde81msRjorc98kY+24LowYEZFkgEBIJhOZ/Z1NjVp0htx0PUfQNvOvAzJRNMCyyYbPKzKRFOCbRs00jPWbVDGhTq0IgJPKb/6F13u0e6TdRNRGueuY7H9qKHFIJtUTZ9It7fLIm/Hw3IsidOkqp/+yqjvGuLTh9DxDf20li/waGv3WYwvlxtMYoO/71o3VjFq1v9Txc00EKzu3g5LD6Xk63/uNtZ9EfuF0ymHrxPKPfP1b3+mpqdYMdceSwRvHC1PVMc02QggpNd24m2JEEAax8lcnnzmFmFm5dpkhBJFH2N0F4GHaFijFfWu+DjKASJxXuqv1tOTr9U69jL2Jor8B2dPonXyMV7q7loxujm0gXL2KuU6s3wyoyVThfM7YA8XDHgsZWVgS27A7Q1K5QLjiceafKrgMhbMsjO21z+eLCG6DMmMEP/+Qy4ajMubfmDJEki2s3tpqIFp6zKvmp6w8hi5JAx/Ywwai//I5eqFDMLr1W5aZMJgd9Ywuw687kPGN7NWINKuGEzN77Uzz6G51s2h+tYzormkokpdKzO8L++1M+0/mZ6WW9XNPwmJm0STUrxJIS2fTcetDerRKKiFw4UR+RcVxvUdt056NRvvg/NvG3X8nw9mtlilmHxnaZ//XPN8wbay1Ra+x5cOmUzsWTOo//Wor9d4SRFQG94vL0d3I1Y18pORhVl6/+4RTFXP1aZtsehWz9a1NHRxBliciGOMmdLXiuy+ShoVXX2MLPkLE1pkZZL0pA8ok7kRJhKscuUXl3ZW3W/BCJMK/cQZBFP+yoW6jxEG2P7kYOrcxguoZNeWCaho9uQh/LIUcCxPdtmF8ruxxEYU7Y4dppz763WmnAiZ+epunubRTOjFEdzaEkgkgBhfyp0RW7tqHOJMHW2PtibBN7O1BTYTKHB3Btl3hvG833bGXke4vnTa+GgFCrqf1ZgIBYIyBdQaY0SElf2b3PV8fJV8ZJRXxjnQx3ocnhdTO2rmdTMXOz+WLfeAXkhfWhPdfDMj0aWmQqJZctvb7hPXesQmWZspfhM/PnK4qsOYqsqCKB0BzJbD08W1GCto1zNbtj/RUca2kjV85aZCfmVsDOneElRvslRbf+QhMd28O0bQoyOajTf7xAPm0iyQKtm0Ls+GgcNSDRsS3MJ36ri3LO4tQr2Xm52Gtx8aSOXnH52C8n+Is/nMKxIRwTufnOMJWSy7njK1fc2rYniG3D0/8tRz7jf7f77wgjrcEyWaZLtewwOmBw4lCFUsFh/LLJ+NBc6P/Y6xUe/kyCplaFt1+pf1YURZjngZeH86jxAM0HNzBzYhxBFEjubGH6ndGf3+bx6wVBU0k9fjuIIk62uKyxFWSRni/dScPBHtTGKJ7t0PJgL9kTw/T9yQsUTo0S39XBji8/glM2yL49RP70yuoVHd1i7Kl36f7CbfT+u09QHkgz/eol4rvblz0WoP2Jm2h9ZBdqPIQUUtn/f/0ypcEZzv/R04iySNevfpTUgW601jix7S20/cJeMm8PMfCVV/wTLDHF8R+fQECg59fuQA5rWIUqk8+dIX9q8WsLtsVpe7QXOaSSfr0fQRJJ7u8k3JWiPJxl4rlztD60g2BrDCtfpTQwg10ySN3aTfbty0hhDVEWiWxpQg5rpF/rI3t8pC5kE97YQLy3jfGnTxPZ0kxyXwee7RJoiqDEgwz/3XGKl9JoTVEqQxlyJ0Zr97r90d0LzhvAtCs4ruW3TBMEVDlEUE0u2qP2gwZRlIgGW+rYx1OFlZMGPc9hutRXM7aqHCasNVLU06xX4sB17Tpjuxgz23FgYtikuUNhfMjkpjsjnDpcZujC2rbboiisOWOraEK9Z5teD2Mr0NQ1V1KWmzRZjgZhmR7lvM/mFSWB1o2hJVt7i6LATQ81IMoCz/3XUV78m3GqRQfbcv3nOyiycU+Ez//7zSRbNRo7NR775130HS9Szi3tZZ8+WuHISyUe+FScxlaFvjM6m3sD7DoQ4ht/nCY7vfKI4oWTVe5/Is4v/7MGzr5TZeN2jR37g354eJWIp2R6tgd4/ZkCrz9TWFBY4/gbZV77SZHP/4tGNu7QGDhvEAyJbN0bYOCswZP/ZX6LPVHx036Tb11GAJpu6fz5bh6/Xgju3IAYDvgKUiuILXm2y+Bfvc7Q19+of302jKBPFLj0/77gx/I9arWiV94/8wc/qmPvZo9fJndypKZAVbo0yZnff6omC4brMiyurC5w/Kl3mfjJNYzO2dC0Cwz85WsMfu31+rdnd2MjT/ravFdytvpknvN/9Aze7LbWKZsMf/coo99/p8Zi9hx3yVyFkgz69+ubR7AKOqlbujCmSwx84wit92+j5X5fBar/a4eI72yl45N7mXj+PKIoEt/TjiAKlPqm8SyHwW8cxirq8z5P0mSUeAAEASkgoyZCeI7D2E/PIkoCbQ/3UryUxi7qBNrjqKkQrukQ296CmV3cS3M9m0J1glioDQGJcKCR1vhOBtOHcLwPfoG+KMhEtKba357nkS0Preoc+fKcdKUgCEQCTQiFc+umeSuKMpIwt+SY9soiOJm0RUunytiQiWt7ODeQnydrIoGrBDEe+2cbiCQVki0aWljEsT3KOZvLp0ucei3H6deylHPWksZTECCamksdFTMW7grCktWijWW4aCEJLeQTnirFxT9IVgXeemqaH/4/l+eRqfSyw8lXsnzrDwb49T/ahhaS2Lgnwp57khz6QXrJeRi6x1/+n1OMDZk8+Kk4O/YHmRyx+PP/fZK3nityhQfouqBXXD/8u8gz9Nzf5kk0ytz3iRi3PRjl/LtVvvJ/TPGPv9yEZc6uRbZHteTOqy22TI9Kya2dulxwGBsy+NK/auaLv9uE5/nkq2Ovlfjbr2aYGLYwDY8//Q8TPPipOPc/Eee2h6JUyi79Z3ROHl74efQcFzUeoOeTvUiqhGM6P9852/VCaN/mFRnZq+HZDkuRJq80pV/wvWuZwK5Xz+b1/DF1X90KVxPPcZcsZZl33muOrX9hNod7zVxXk6MtD8wQaouz8b87yMTz5xEEgcpoHke38FwPrSGCPlnAMWysku+lhDoTFPvSJPb6HmrmnWGkoMrGLxxk4vlz5M9M1G0gr3ieQK2u1pip4JRNbM9Dmg3hzxwdovtXbqH33zzij5ku0fcX9RuPazGWPUFzfDuaHEEWVboaDwIC47kpC2/3AAAgAElEQVRTVK083vssVLEUBEEkoM6FkE27jO2szgvzr9GteZwRrdHvr7oOJClJVIhoTXXe7FJRA9fxF0/LcDn6YolP/9NGmtsV+s/pnDl64/oky7KIGrjiiQvsu79h3phYg0rb5hC3fryJib4KT391hOPPZaguEvL2Pcs5A24Z7orWbtvycB3/eEHwFaaWMraW7vLSt8YW1Wh2Hb+299QrWQ480oggCtzxiy0c+mF6rrJyke/fqHr84GtZfvC1xXkNI/0mv/el4SWvyXHgO386w3f+tN6j/Hf/ZK4E5/TRKv/DpwbnHfv0t3M8/W2fMa8FBZ74UorWDSp/9Udp8hl/wW5qV3joF+NUyx7f+OM0pu5hVD1+/M0cP/7m8mz7aE8Sz4PxV/tJ7WnFNR2Gnz73c948fh0gKBLBnd2rNrYfYmWQAgrGTJny5QyhriRWod4zLQ/NEOpMktzXQaA5yszRISLdDRTOjGOXdHB9YpMxXaI8nCW0IUXh3FTdxsDKVVFiQRJ7OohsbMRfFeZXttolg/6vvUmgMQKSgDFVwltmE5OvjnF55iibmm5HljRUOcjmlrtojG5iIn+WfGWUsjGD5bw/XWCWgoAf+r4C3Sqs2ki6ro1pV9EUPx/o1/yuz28lqCZpjG6u/W05VbLlxRfiatnlxKE5o/qtP04j+qqdNxSVgk3fsQKJFhVREqgWbYyqi225iIKAGhKJJhUSzSqiKNC+Ncxnf28zDR2BRctzEKiTf3SsxT2/q+HYXs0DvhIKXgqjFyvkJpfecJWyFv3vFtn/YAOSLNCzJ+rrMhcdBASiahNlK4vjvbdVHdeLcFTino/H+OafTPPTJ+eIY+GYyIZNKvEGCS0gYuqr2zBv+8LNKPEArm7jWg5mwUCJapSGcj+/zePXA2pXC0pjfJZx+iHWG4IsIoVVjHSJ4sU0giSgTxTwbIfcqTHMbAV9sogSC6BPFSleTFPdmqM8nMUx7PpzTBUpXEzP88D1qSKZo0OIqkTxUhrPdrCrpm+sPZh8yc9Txnvb8GyHwoUpcD2CHQnCPQ1Mv750jv7y9BHwPDY03EJQjSEIAvFwB/FQO2VjZlbjd5Rs+TIlfZoPSiGUIIjI4lwe0HaMNUzNmy0R8o2tLKprSU3NQ1hrZFPz7cSCLbXXxrInl1TIWgg32tCCT4h6+qsjnD+cR5IFynmbasnBNl0EUSAYlog3+6zemz/WSOtGv7TmY/+4g8yYwRvfW56g9l49QdMjOuYy5TyO5TEzZlAt2UQSCoom0LopyNC7VeKBNjoiveSNSbL6KLpdoDHUgyjI5I1JwCOmtvhsf6dKRh9Zt7rp1cJ1PPSqx65bQkwMW1RKLqGwyPZ9AbbtDfLC9/NUy6t/gM5+9TCBpgihlgjBliiBhtCimuDL4efW2AqyhNyaQu1orP1P29CMFPV3/4KqEH/gAKE9m5Y8z/h/fBK3vPJFQUqECfVuRNvSjpyKIgY1XN3EyZbQL41SPT2InV2JRi9I8TDJx+9A627Bs2ym//pZzFE/9CYGNYK93QR39SAnI4hBDc9ysLNFjIFxyscu4eTWXvmpdbcQ3NWDOnvPBEnArRhYUzmq5y6jXxjBrdYTVox0CSO98GeW+vx5m5n6EGD22Mi8142pJebtwcyRxXORmaO+TGZkc5Nf5nPeVzaSAjLJ/Z3LGltnVsyiqE/R1XCAVKQHSVRgNocZ1hppim6lauUpVCcYy56Y9dDeb6Mr1IVoHc9aUMlqKXh4dflpSVpbGZokKihyiLCaIhXppiGymWiwuTa/QnWckcw7vP/3bGUoZW1Ovrx0GdjpV7P0v1vkid/ppnN7mEBE5hf+6QbefmYGo3KNN+VR52EpypUqh6XvhyQLNeKQ53nLGtJy3l6RhrJestFLDpGEAggkmjUGKWO7vmRo2cpguVUSgXYUMUjRTNMc2oxu50kGOhktnSSmthBRqhTM+c3cbwRKeYe//k9pHngizpf+VTOKKuDMlvK88P08L/6gsGit71Jov3cz8myLUj1ToTJe8NOGa5jjz62xbfjsfcTu2Yeg+v1hBVkGca50R5BE1PYG1Pb5OZgr8DwPQV5ZtxAhoJJ4+ACJRz6CGAkizPZfRZwjF8XMm7AzBXI/OUzhxeN45tLEG0GRCWzpILSrB9ew0LpPYI7NEOztoeFz96F1NiFoqk/Omv0cHBfXsklli2R/dIjCC8fm52KXgNLeQOoX7yK8fwtiQEVQ5LnSItfvH5t49CDG5Sky33uVyskBWMX5bxg8rz5bMFu6tRI4nsV0sY98ZZRUpJsNqZtJRrprgheKHESRg0QCTTRFt5IpDdA39SplYz6T8UZh3m57PUhNK+hQFA20cHPPZ+u0lAVBQEBEECQkUUacJUV5nkfFzHJh/EXKxvpIkn5QYOoup17N0twd5Inf6UINSDS0a2w5EOX0q/W5Qc+jrp5V0cQVRetlZVb9yfPmnWMhWIa7olCnZXo1MpIgQDAq4eFhOhUMp0LZymI6VUJKkqKZJmeM0xbZgemU0e0CBWOSkJxAk5YuR3ovYdtw6LkiJw5VUDWhxtS2TA+94mIaa/s9+ExkQBbRkiGUqK9NsJaAz8+tsRUU2TewzBKFLMc3nJoyWz/p4Zk2nrVM2GO5RUsApSVF86//gu8lX1EYcT0/R2h5vpGXJMRwADGk+WN3b2TyKz/GLaysjlEQBdTOJiIHd9D0pUeQG/3eqD55azYEK0kgS0iyhBjUaPzCQ4jhILkfv7l8/15RJLRvE01f/BjqhjlWK7Yz1xRAFP1NhCoT7O2mrbuFme+8SP75d/CMDxZjtzyUoeWBHf7+o2LScv8OMu9cXsUZ/MYDk/lzTObPE9Ya6EjupTm2DU2JIokKAiKqHKI1sYtYsJULEy+QLlxaF0LRauF5bj15TJRZfb5VqBlGAHcFBCtRlNDEyDJz88PT+eo4FydeJF8ZXXL8zyocy2PoVInpEYP2Lb5yWef2yALG1qMwM/d7iSQVRFFgcTqjj2BkriGCbbhUS0v/pq+oKy2Hq0v0vdr/+c+UKIgooobtGhh2iaAURZejWI6O57kElSiqFEYUZWx7ZRG79wqOzTyhiuvFhb9+e+E3fp4bEawW+Z8epXz0Qp03E9zVQ+KxjyAFNTzTpvjqCYqvn17yPG5l6do+pTVF0z96hNDezb4H6LiYExmMwQmskTROWUcMB/wwdk8rSksSUVWI3NaLEFCZ/NMf4KwkrCyJhA9sI3zLduTGOHamiDU2jX5pDDtfQhAElPYGApvb0bpaQBKRQgESD92McWmEyqmBxR8QQSDY20XTP/oY2oZmAOxMEXMkjTE0gT1TwPM85HgEbWMr6oZm5IYYUiRI4xcexjVMCi8cB89DDGooLQms6QJuyScSCQEFUVNwCtW1eVyCgJwII8XDIIA5OoOciCAGVYyRaViAkZ0/NUagI0XLg73gOswcHmTqleW7tSwMj7IxzYWJFxhIv0lTbCst8Z3Egi1osq/MEw40sr3tISzHWHXJzXrgikG70hJQWkO+VQAkYa4kxXbNZb8u13NxXauuA5GHh+c5OJ6N7RjoZoHJwlnShUsfSHLZeqKct6gUZo2gAKH4/MiY63hMDc3dh0SzOk/68FrIqkAoLiPJvqMwNaQvK/uuBn1PeDnIqoCsXpEhpMZwNl0d3S7SGt5OujpARh+hI7KLjshupquDKKKGLGp0RvdQtfMUzBsvXvOeYx0zHT+3xtYcna7lN69AjAbnQp6uizk+Q+XEChWkFoAYChC//2ZCezchSCKe41J84xS5nxxG7xurNwKiiNbTQuLRjxC9rRcxqBHas5HUE3cw/e0X8KpLexGCKBLY0oHneuiXRsn9/VuUDp/D0+uPUzubSP3SXUTv2guA0pwktH8L1Yuj88ZegZyKkvrUXTVDq/eNkX3qTUpHz+Ndk5cVVJnwrdtJffIOApvbEVWZxs8/iNE/gTEwjhQJkHzkFopvnKF8chA8DykUQE6EccvGqkLatfklwsTv349nWn4HoOkCWncLsdt2MPm1Z3EK80tBPMcldz7NzJEhrPTSHYJWA8upMpY9wVT+PA3RTXQk99EY3YQgiIS0JBubPkqhOnZDGqRfDQ8Xy6nWjK2vj7w6z1YUZRQ5UPvbr4NderUxrALjuTPoVzVgcF0Hx7Ow7AoVM4du5q/b2+/ZEyHZonL6tdyyucr3FV79vxcK9bqOx3jfnLFt3RREUuo1ea9FOC6TaJ7LoY9eWD4iFk36/WGXQzAiE4xesfbeVQxmj7FyvUTuYOFo7d+NgW7yxiSD+aN8iOXxc2tsbwTUzkaid+9B1HxvoHKyn+lvPIc9U5g/2HUx+seZ+c6LSNEQ4Zu3+pqbB3dSOdFP+e2Vqf1YU1my33+d0pFzC3p05kia6W+9QGDbBtTW1KzX2oMUOoS9iLGNfLS3RhSzpnLMfPsFyscuLeiFeqZN6dBZBEmi6QsPI6eiPpHrk7cx8Z//DiudxxiaqhlVIaAQ3tODUzUxhqdROxoJ7e5GEAScsk7pnUsEelpQOxrA8ygeOodTvMr7EQQCG1vBdcn8/ZHaNVdODRLaOaefGrl1G0qDX6pSeO0UYjhAqLeb8okBBLlE7PZevz3erBpM4bXTuIvcj5XAdg0m82dn5RAfoim2BYBUpIeQmqS4QpnE9YLnuehWkaCaAHwpREmQcVj5NWpyxCeDzaJszCxLsjLtCpP5MxSqE2ub+ArheR43PZCi73jxA21sw0mZUGwuR50Znx8Zcx0Yu1ShlLOIJBQ6toWJJGQq+cXDwvFmjZaeuQYlV2s/L4bmnuBsPe/iGz9JEWho12rtBy3DY2JgZXXMRWsG3VkfOc9/CFiZVNGHmAdBkQnfvA25YS53OvPfXlrY0F4FezpP/pnDuBXdD482RAkf2IYQWJ756TkO1dODlI9dXNDQzn1GgcqxS7W/1fYGBFVZcKygKiQeOVjrZlE6fJbquctLh3sdF/3cZYzB8dpLwZ3dyI2xeUM908EpVlFSUQRJRElFCW7roHJmCCmkEblpM8HtnVQvjGLnysTuvEZSURSQm+KY45klr1nvG6f87gCe5xHcvgE7V0ZQZaRYyI8qdDcjBlWkoIbW1YygLXw/VouykWEkc7xGEPK7B61MbnM94XpOHelIFGWiV5XarASxa8aXjPSiDerfMwiw+64kn/qdLj79L7vZfXcSSRYYu1ilXJiLitz2ySY+9btdfObL3XRuD3HzQymSrSqCCJ/5cs+NnfMsRBHaN4dItfnRBc+FvncWXg/yaZPLZ3zWfTAqseee5OLnlaBjS4jWTb6xrZYczh9egbHtCtDcFViSFxhNKmzcF62FmwdOFNHLK4s+GU6JkvWzIWe6nmi8qX1NWg0ferZrhKDKhPZtrhFS9AsjmMMr82bKJwaw0nmftSyKqBuaUZoSyx7vlHQqpwaWJyN5HvrAnCEUQwFYhFUd2NSG0uL/0F3d9Et6lslTA1gzBax0vkbKEYMa2qZ27OlrFhfXxS5UkFNXDLGHOZbBHMugdbWgbWhC62lBbUuB7VK5cE3zZs/D1U3EJTYjgioTv3cvYkhDTkapGP49csuzohqCvxlysiVcRUZOLE3oWR08dKuAZVdrre00+cazMl3PoVSdwPP21p7JxugWZkoDKzyDQCqysfaX41qUqlPc6PIcAQgnZKolh6NPT/ORTzQxcr48T6/3nedmkF4S2Xdfkq6dYYyKS2tPkHiTWifYfz0QRZ+8ZFT9nq9L5q8FaNsS4rZPtaCFRL8LzTsF0pcXLhsspE1OvZxl+8E4kizysV/v5J1nZsguIEKRbNG4+7OtKJqI53kc+VGaanH5elZZFXnw1zroO7awARUlPzy/+y7/9++5nl8X7IEclNn62GYSG+NMn8vQ95O+2vV7rldrbOK5ns/OleZ6b15hQNckaG8QpGiU1MOPEtrRiyCKeJbF0B/+/nWdM9wZn5eNabt7IzMnJ/DsD0UtbgiEgIrWM+cJVC+OzJdmXAyOg35hGK2nFUQBpSmO3BBb1ti6FR3z8koMuud7zlfmKlALdV+LqxW1nLKOoCooS5RDXQ1BlmaNmeB7rQ0xnwwVVJEiQcSQhmtYSFH/32LE1zTmKmlLO1MED/KvnMStGjjXGnrXwxicJPHATVQvjODqFk6hghQPIQYUpEgQpSWBIIvknjtG9OB2fz4BBTGoIUWCSKFZsQfPV5tabwPiy+fNBYlW0gN3veF5DgV9AtvVUSTfA2qN76B/6tUViUdocoSGq4xttjyM/j6xS13Ho5ixyKctVE2cyzvO/icQkbj/V9uQZ0Ogl94pkp/RCUVlNu6N8uZT6xPClzWRuz/bytYDMV75ziSXz5TQKw6O5dYENiRJQAmIdO4I88S/6KJrVwRB8MUvvv+fhxY10Lblce6tPAMnSmzeHyXRrPIb/3E73/6DfjLjBo7tIUoC0QaFX/qXPWy+ySfi5aZMXvib8WUbFwA4tsuuOxJ87n/ZxI//bJhSzsYxfe12NSDRsyfC535vE2rQN+IDJ4qcfHk2OiKAntXpv5QlczGLFtfY/vg2bN0mP5Qn0hYhkNBIn52hOFqk5/5uCpeLCJJA+mQaS7dp3d/C4As3jizolMtkX3qe0vFjJO97EK2z87rPuf/L95K/WO+9J3e2rKmv94fGdo1QGmKIV4VmrclsTcR/JfDJWx4gIEVDSNHlG8Z7po2dWTpMPTf4qn8v0n4PQN3QXHtPaYjR+ltPrOz810IUkCJBtA1NiCENrasJt2pijE0T6G5BDAcIbu3Ani5gjs/guR72TAFz3EIMBYjcug0cl/LpQYyB+sJ4cyxD+eQA8Xv34ZkW+ZdOEN63Cc9x/RD0+RGcskH0wFbcqok9U0Db0OzPY0MjnmlhjExjZ0sgSwiytHzJ1wrht7ZrRJF8YpHnee9bva1uFsiVR2iKbQVAVSJ0pm5mcPrQkuFgUZDobjqIJPrRA9d1yJQGsez3hzksyQJtm0NsuzVGOecLM7RvCRJNKrR0B7AMD1kROHcoz+b9fpu+sYtV9t6bRFYFysv0hl0NZEWk944kO29PMjOmM9FXJTtp1IQqwgmFtk1BunojtRrY3JTB3//5CEMnlxaVGb1Q4bXvTtDQoZFoVtlyIMZvf2UXl47mKUxbhOIyOz4aJ96kIggCpazFM38xQnp4ZSI7l94p0tih8dHHm9l2a5wLR/JkJ0xEWaBtU5De2xOoQQnPg5lRnR//2fAck9oDLa4R74kjSCKlsSITxyaJdcVIbkmS7ctx6Sf93PKbNzN2ZJzRN8eYPjtDqCnExge7KYyUqKRvnIY14EfRZmawZ2aI3nwLWsf1G9tL3zrO5Jv1G4bOh7d9qI18I3FFieoK3PLqylquJgH5tavL5xA9170uUs9CWImRXxkEPEFAvziGfrG+IfjM999Y8IjK2bm618rJxcOdnmVTOnKB0pE5Elnumfr6N3NsvoHTLy5cz1k9N1+TN6jEkUSVsjmzqjxlPNTOhtSBmmdbNbMU9fdHRUe3S0wX+0mGu5AlDQGRDQ0HqBgZpooXF2ykIAoyLYmddCT31l4r6lPMlAbeN+k9zwU8j3Bc5sybOaolm87tIfqOFdBCEjPjVYZOl4ikZEYvVshPm1QKNuGYTP+7xZpAw/XCdTwyEwbFjEUkqdDYEaCxI7DoeMtwGTxZ5PW/m+ToT6Zxlgkzuo7H0Z9MowYk7v9COy09ARJNKrc82lQ3zvM8ZkZ1Xv72BId+MIW1QoLY6deylGYs7vnVNrp2hrm9c34O33U8xi5V+OlfjnLurXxdOVF1psrEsUlyA3k2PdRDvCeOUTAQBAGrauGYDp4LVtkiuTmB63jkB/OIkkjD9iQn/uupRecmJ5KEdvRSPnUCpakJrb0TJBFraorqQB+eUR8dkhIJgt0bkRNJPNfFmppEvzyIW13lhlAUid9xF3Y2S/nUibq3BFUlestBrPQU1UsXwfPmGVqA4mB2TZ2wPjS2a4Sg1OdA/fZzKz/+alF8QRRrBKWlD/LWVDqzFITAnJF3yjrm0CROefUejWc580qtfpaQDHfRntqHaZXJVUYpVscp1ZoO1H+xgiASVhtoim2lNdFLNOAvYq7ncHnm7VVr/q4XPM8hXbxIY3TLbDmSQECJsrXtPsKBRiZyZ6iYWcBDQCSsNdKW3EVbYheK5Gu+Wo7ORP4MJX3pNmvvJRzHY/hchcM/nnueTr5SLwyRGZtbjIMRiY881ogaEhk5X1m2/nSlsC2P48/NkE+bbLk5RveuCE0bAkSSCooq+C3kyg7ZCYOR82UuvV2g71iRqaHqiqUBjYrLq09OMHy2xJ57Uuy4LUFjZ4BgREKvOOQmDM4dynNqVg5SX6ST0ELQgiIvPzPN5XNl9t2fYudtCVo2BgmGJYyKw9Swztk3cpx4McPw2XIdy9sxHdKnp7Eq/oZr4t0p8sMFbN3xUzsFA9d2Of/9C5Qnyhh5A7Nk4rkepckynuPhWot/EXIyRfyOu1Bb21Aam3D1ClI4inQgTPHYEfKvvoI326tPbW0jcd8DqM2t2NkMgiQj7b+Zyvmz5F5/Bbe8OkZ0cPMWpFAEfWgApziXKlFb20jecz/ZF5+netHf2KvJ4Dx1ttbbuyn0TX/YPP5G4VoSkaAqq9LwujoE7TnOysOa68w38PQ5spWTK5L5/mvol9ag8ON5uB8wFanVQJJUYoEW5LBGY2wLjmviuhamXcG0K7U8rCIF0JQoihREkQK10KvneUzkzjKRO3PjGbxXoWrmGUy/QVhLEVQTfv2vmmJj0210pvZjOjq2XUWRQyhSAFUOIgq+qprrOcwU+xnNvrsmr7Z1590U00OEkm3ohTSe4xCINeI6FtX8JCD4JUr5SVJde8mOnCaYbEPRIgiiRGl6iHjbNkb6LcAjlFRQQnHUcAKrUsDWS7iORSXrR07UYJxIcw96YYKhi1EuX5Io5dKkuveTGTqOGkogB8Kcem2CP/rieZKd26nki+jGBiJNJkogglnJAR6Rxh7y4xdQwwkcs4ogKVRmhnGFDkYHEowP6Tz/9T5kxUWUBcTZZiau42GbLmbVRS87y3qzC8E2PS69U2T4XJkXvzmOovliFK7jYVsu1aKDUXZWrQejaBKuB0OnSoz3VXjl2xMogVnJR8eXaKwUnPnazYDneFSm5zbdlakKlan5YeHsJV8zeua8n+tt2tVIIBngwg9XJiAT2raNib/5Ok4+h6CoJO9/kMSd91A5ewZzcgJRCxC9+Va01namn/oe5sQEiCLhnb0k7roXc2qS0onjK+9S4boUDr1B0y/9CsFNWyi9e6z2VmTPPpxKBX1wTnvhpn99L9WJ+nRAclcLF//mnQ+N7Y2CnS/XyePJsbBPX1wJcwGQk3OMWNew3jdD5eTmdoWCouBZDk7+H17tnOd5s8ILAoqkocyKQwTVKyUZV35Ys9ras5KfcKXm9hx9k69gvM+SdeCRKQ9xauQpdnV+gqAaQxQkZElDljQCV63YV55dX33KYip/nrNjz6xZ5ck2yqS692IU/ZC+HAihBKKk+w6T6NhJeWYYSdH8kjcthCirxNu2YVVLSIpGJTuGrIVxHIviZD+Jjp2+AQz63ZeCqXbK6bmwXqx9O5mhdxFEkYoWRYsmEeQJZC0EgogoKUiyRjUHprOFS4cvEG3ZRLUwQaxtK7mRM0SbN5O9/C5apBFRVrD1EsFEK5ISQC9MIWth9GIO26igF97bHLZRcTEq65cmEgRIyE24aoB0dYh8dVbWFcFX+cJFRKppfl/hkMxqgK3pM9Nnppk+N7NiQ1Q5exZzbLSWgiudfJfglu2EendhTk4gp1IENm2mdPJd9KEhPMu/P+WzZwhu3U5kzz4q587i6iv/bvSBAZxCgeCWbZRPn8SzbQRFIbJnH9X+PszJuTTQ5FvDDD11pu74LZ/dvyaW9YfGdo1wMkWcbLFW0qJ2NfkqUisM82ob2+ZYwLnygipINwL60DhRbx8IICUjyKkoNRXvf0DIVYaZyJ0lEe6seayiICMK0qxRmjVMuLieg+NYOI5B2cgwljvBZP78B6q5fLZ8mSP9X2dT0x2kIj2ocnD2miSuLKi2Y2G7vpziaPY4I5njXE/oxKgUENUgRjmLKMl4roOlF4k09WBWCsiBCLIaxI6kEJUASjBOJTOG6/pGINLUjVnJE4g2Eog2ohfSaOFkTffZLOe4mulXzU+Q6NiBUcogqSFss+IbcUVDizagBKPIWoRoyxZEWUEJRrH1MkowhmMZhFMbsKoFXNeZvSWeP8YoYxtVIk09uLaJ5zpIWhBBEN/XqMXaICALKimlHUlQUIUgiqiiOyXKbp6U0o7pVmsdnxQxgOUaZKwx7LX0sPVYlcdnzaTr1ho7m8UzTZQmX81ODASRY3GsdBrPuioKVy75BnPrthU3i7kC1zIpHn+byL6bUVvbMEaG/XIhVaN8+mTdfAa/dwoEkIMKcsiPYk28PvihsV0W7rW5t7U3xnYtm+q5YaK37wIguKMLMajirMBDleJh39jOwprKYk+vn6TgalA9OYDnOAiijKjIBLZ1Ujp6vqZr/H5A0DS0nm6/XvjifCWrwJYtyKl6EQBzZARzfKJurJxKora3IwQCuMUixsjoovmdkp7m7NjTqHKYiNZIUE2iKWEUKYgoyojIs4bWwrKrVK08JX2aYnVyXRoPmE6FidyZGqs5V75+sX7DKnJu7BlCWop4qIOQmkSRQ4iChOtaGHaJkp4mWx5elTc7XbxE1cwAAlUzV2MtFycuUpxYWfhw4sxLAOj5a5WnBGKtmylMXJp3zLUoT1+mPO23NyzPzJHeqlm/xtwoLJ53DsZbsIwytu6HCDODx/03lu6k9zOJqJREE4JMWUOIksiUPsDG4D5CXpxh4ywRKUmz2o3hVhEQkEV1bYZ2HeA5Dp7nIlwRi57t1uW5DnUbQfF0JqgAACAASURBVNfFcx2/+cpqG264LtWLF4kdOIjW2YU5MU70ppux8zmq/fOfOzms0nHfZgKNYQRRRFREzn7lrQ/DyEvBM6xa6E+QJV/sYa3nMm1KR84TvmU7oiqjtKaI3LqD/LOLdIm4CtHbdyEn/Xo817DQ+8eXVZ56r2COTqOfHya026+xDB/YRumts1RO9L8v3q0YChL9yEGid96BNTWFMTAwL58dv/9e5FQKY2gupOiUyzAxWZuz0tRE/MH7kWIx3HIZKRbDGBgk/8qrSxIqTLtMxi7DDW4mUDVznB9/dt3P6+GXIq1nOdJAemF2+frAo5geXNX4tUAvpNfEKP1ZhOFWMb0qMakBx7NxPAdPgIqdp0HpQECg4hQQkbCwkFidp3g9kGLxukiaFA4jyjJO3ifEeaaBW6kgx+MgSTBLLBUDQaRQGDufmzXEq4Odz1Ed7Ce4cRNWegqtYwOFI28tyG6Wgwqh1ijl0QJWySC1q4W1NNn7wBtbQZQIRpoIRpopZodoaNvNeP/raKEk4Xg7tlkmkupm7NKrBEIJQtE2yoUxjMr8Lao1k59rRCBLqB2NSMkITnYNTdZdF/3CsG+o9mxEEEVSv3Q3xuUp9PPzS0uuILB9A7H7b0LQ/JCEPZ2nfPT8utV9rhae7ZD5wesEtm9AVGSUhhiNn3+AyWIFo398+RMASlsKt2zgrLBd4GIQAhqJhx9G7WjHLZUWlWeUImGq58+Te/a5ueswTK5SGiC0exdyKkXuJ89gTU+jbugk+fCDGKOjVE6cvK55foj3FldYqO/pZ/zMhYPXhrKTI2PkcHFRBBXbs3CwGamexfCqBMQQjufgerYf8Zhtq3ejEN7RS+6VF3ErFV/HfeNmpHCEyiwb2M5lMUaHCe3cRfn0KeysT8RS29rROjopvXsMz1y9F+7qVap9l0je+wDRA7cgyArFY4s0VPA8jFwVq2gQao8R7pivKrUSfKCNrSRrJFt7EQRQ1AiVgoqk+N6orARRg3E816aUuUxD225kRQNBRKpoC57PGp3GzpWQkr4aS3D3RuL33UTu6cO4VZM5gsBVWGL3a01lyT97tGa05cY4bb/9KWa++wrFN0/P9pD1zykoEuGbtpD69D1o3a0g4Leme+n4ovWgNwrVM0Pk/v4QyU/cgSAKaJvaaf83nyP/zBEKr570Q9xX3QZBFpGbk4R6uwkf2Ia2sY2J//RdqtdrbAURV9fJP/c8od27kZOJhQYhBoPY2SxuaeHPkyIR1K4N6H39GCMjeKaJMTiEOZVG6+qieu48nmmS/OQnEEQBc2SM6B23IWgq1TNnyT3zbC0/FL7lZkK7dlF48WXiDz+I0tiIOTZK7tnnscZnmZH79qJt3IhnWQS3biH7k6cRw2Hid99F+dQpiq++hlu9znKgRZvDC7V844LHLPo6LLgzn/c5i4xbyWfUzXOB8culcVYy7urzLzZuqfOsh3e76HezMsR7D9B424OIiopdLTP9xk8pXqyvUVVTzTTf8xjBlk5AIH/2HaZe/tGy57Y9E3OWS2B7cxUUFdePpJWdq9JX3jX/vREQBNp+7TeoXryAGAoR2rmLysXzGMN+Db5TKlF8+wgNH3+cls9/keqF8wiaSmjbDux8jtKpE7V+3mIohNrSiqgFkZMpkCTCu/fg6jp2Po+Vmal5xnge5tgoTrlMaOcu9MEB7Ox8B00KyOiZKkM/OosoiaRsh+ypCb/Uc5X4QBtbD785tRqM49gGnudgW/6iVS1NE4q1Eoq1Uc6NguChBpPYVmXRsIJnO+SePkzzP3kMQVMQQxoNn3uA2L370fvHcKumL14fCSInowiqwuUv/zmeuUge1vUoHTmH0t5I8rGPIEaCyK0pWv754zR89j6MwQmcQgUxHEDrbvE1iAXBDx+bFqVDZ8n88I2V09bfI3i6Se7vDyM3xIkc3ImgSMipGA2ffYDUp+/ByZVqrGUhpPlNBQIqtYXe9WAldcLLwK1WyT39DADB3bsWXBzFYAAkCc92kGIxv+TIsvwi+NlFTgwGkBMJKqdP13a9nmliT8+gtDQjBgI4pokUCRPq3YmeSlE6fAQpFiN6x+2I4TAzT/4tuC6iqhHY2IPS3ET56DGqZ88RufkmGj/zaaa+9nWcUglB0wjt7qV0+AhOsUjDLz6BOT5J5cxZwnv2YPQPoF9aWytHUQsS3bqHxJ5bUZONeJaFPjXGzNGXqY4O0PbIZwh1bqbvL/6wbpGP7zlIy72fYPjJ/0J1Yi7SEtt5M20f+zSFs8cYf+bJus+K9x6g/dFfwbUtPMfB0atUxwaYOfwSxsxk3fkFSabpzkeI9x5g4vnvUbwwJxAQbOui4+O/ij41xvizf4dT8RnaakMLbQ/9ErlTRyhePMmWX/+3tZybIM92yrH9DaoxM8XE899Dnxhm0xd/B7WhFc+u/x2a2WkGvvHH4Lkk999O6wNP4NpW3TydapmxZ56kcvkSXZ/+7wl1bfZDk7aFmZ2mcPYY+XPHcY3VcxQEWSWycTuJPQcJNLWBJGOX8hT7zpB9+1UcfYXdc/pOY8xMEGjZQNOdjyDI83XArfwMUy89hZJopP3RX0EKrJcYzXsDRQ1jW9VlIwj5119BDIaI7NkHskz5xDFyr76Ma8xtTqt9F5l68tvEb7+T8N69eJZN5dwZCm+9gTUzmx4RBIKbttDw2OOzy5KAW63Q8HFfEU/vu0Tm2aexc3MG1crMYIwOE9i4ieI7Rxdch2/6t/dx9N8/i1O1cYDJNy+z93fvJHs+jWevbt3+QBtb1zaYunyUq+PjE/2v++85Junhd+p2yjPCqWV3lYWX3iWwuYPo7bt8FSgB1I5G1I7GeWOdQmXZcIFn2mR/8BqeZRG7dz9qe6OvE9yUQGma75l5joM1XaD45hmmv/3CXFj7fYY9nWf66z/FyZYIH9zuz10QEFUFsTmJ0rxwVxLPdrAzxUV75a4Vi912QZZxcjkitxwgeustIAqYE5MU3ziEMTgInocgywiyXMde9NW3dMRAoLawIwg45TK5Z5/DHPYbILiWRfzuuyi0tmCN+WF0QVXJP/Ujym/7NXlWOk3jZz5NYMsmyu/6IWl7eprS28cwh0dp/NXPUnjlFex8Hq1rA2JwbQujqGo0HLyXeO8BKsN9FM6fQNICaI0ttcVWECVEaX6OTWBWr/nqDYsgEN26G6dSJtjWhRyJYZcKde/b1Qq5E4cwczMoiQZi2/bS8YkvMPLDr2POzJVEiIpKuGsLgigRaG6n1H+23hh6EO7eRqCplfLQlXIooTYfz7GZfOlHvq60qpLYdQsAuZOH8Wwbx6hi5WcXRkHEzKTJHH2l7hodo0pNwULwDWvm2OvYxblrcm0LMzM1exoBu5hj6tWnkbQAwbYuGm97kFD3Viae/z5OeeW8CVELkrrlbhK7b8WcmSRz7HVc20JLNSMqKst2g78KrqGjT44uWcngOQ5mdhq7WKh7rm8kJEkjGGmiUprCdfzfuxqIoWpRSvm56Jwka+z6yJe4cOxJKqVl1NQEgdzLL5B7+YUlh5ljI6S/++3FB3ge5VMn5qlCLQlRQpAV7MwM+mD/IucFURFrAh2CJNRYyavFB9rYzmEJA3q1cV1J+MZxmf7rZzGGpwjv34La0YgcD9darrmmjVc1cQplXwJwBV6nb3DfQD8/TOT23Wg9rSgtCaRwEEGR8Swbt2JgpXMYgxOUj56nfKL/A2Nor8CeKTD97ecpn+gjcmCb342oMY4YCfqNDAQBz3ZwKzpOoYw1XcAcTaOfG8YYvjGKQ06xROapH4Mg4tkWciJJ9KMHSX3y40z95dfqFGHmPTazHYCutuRupYI1MbcgVM+eI/HAfaitrTVjC9R5pub4BE6xiNbVVTO2rm7gGQZOtQKuh52ZNRSuO+u9rR7Bti7ivQfInzrCzNG53b4gre1nq0QTBFs6yb77JondBwm299R5pACuqVMeukhl2L/eynAfG574EtHNvcxcZWzVxhZELUip/wyB5g7kcBQrP9fiz9EreALEd99KZWRgXh7Wc1zyp48AIAZChDo3I+CRP30U15q/cbOKeXKnDi95fY5epXDhZN2mYP6YCoWz7wCQPXGI2I79tN7/OKmb7yT92tOsSH5KEAh3bSHRe4DC+XeZPvQ87tVerCituN5+PeF5cPLlLPm0f/8uHMljL6HitFoEIw1s3vM4F9/9LpWif49TLb00d97Eidf/P6784FzXYWr0OJa5Ei7M2itCrhdqczOBri7Kp07g6gunefIXp+l6bCeF/gy4LuGOOPp0eU3ph58RY3t9EESBzru7ab99Awhw+uvvkn/mCOWj51FaUkjRIIIq+zVitoOnmzilKnautPJOPp5H9exl9L5xlJYkcmMMMajVjK2nm9iZAtZUbskWdm23dRLvSXLuWydxihUy33uVwou+R+UUV6i/7IHeN8rEn3yv9pI1mVvigKsO1S0q71ykenoQpSmBnIoihgL+/REEsB1c3cQpVnAKZTbe08FUZnL5tn/rBc/DGBis/WleHkYQBVJPPI7S1IhTLPrlA44z58HiS2KKmopnmnVSmbhuvQes67Meff3u1dXnvjPPsvBcF1HT5jxH1/UX6tnOQp7j+HXXa71OUSS2bS9OtUzhwsm6sNpaCUShrs0Iskzx4inCGzYT7Oj2c4NLGBh9fBgBkIL1bQNjW/dilwsUL52m8aMPIEfjdcbWcx1Kl04T2dxLoKWD6tiNZXevCK5L4dxxYtv2EunZRu7kW1i55VnbohYg3LMNu1wkd/JwvaGFOkMbbO8m1LERJZYEUcQu5iicP4GZfQ82px4c+sEUh36w/qde1TRcm7H+197fSSyB8O49CJJMaGcvAOUzpxaNFgz96CxNBzcQ35wCBOyqxdCPzn7YiGAxeK7H9OkprLLJbf/+XvqeukBpuICdzmOn16e+VdJkwMMxLMzhqRX3tr0WiU0pWm5t59y3TuIZVl0T+NXATucpvHh8TceCXyZljqQxRxZfFERZpHnvTRQv58hdzCw67r2GW636efpZ4+rqOk6xiByP++Fk20aQZaREEqdQrBc5l2QETau9JkWj4HrzSgCkUAh7dsyVULRTrrxn5VGCIBLo6MEuZGth0Os8IeENWzCmJ7GKOcrDfYS7tqDE4nPh2gWgxH1RibpwsygR2dxL8eIp9KlRnGqZUEcP+vjl2kZGECUqIwMoiUZSN9/F6AfR2AK4LuWB8zR85H60ZNOKjK2kBQk0d1Adv4xdXHz9EESJhoP3IwUCGDOTCKJEYs9HCG/cwcj3/mrFOd2fJWza/Tix5AYsq8rAqaeolNan3eG6QRBI3PMAUjiMlcmQfekFjInFqy7MvM7YC5f80LEATtXGXakDdg3+QRhbgGq6gms6OOZ7E97Z/tldFAZzjLz8AV1U3gO4tsubv//Kmh++tUBQFPC8uXaGgoDa1YUAWLMya26xhDk2RmDTJkrHjuMUCkixGNqGToqH3qpjBkuRMFpXF3pfHwgQ2r8P1zAwRuoZ4qE9uym85vMFtO4upFgUvW+RPM86QQ5FMNITNU+29eFPE9u6B0GUKPadZuL57y1zhjmoiUbUVDPFCyfwbIvKcD+JXbegNbRcY2wFBElGDITQGltoufsxzNwMxYtz5VLhzo1IwRDlyxexCjmMzBSRnu1kj785FzUQBDzHJnf8Ddp/4XMEWjpwryNtEunZyrbf+t/qXsu8/SrTbz7HlfClmmpi4+d/u46UUxnpZ+rlH2FmF2+SYRVzCLKMqK0sty5IMlIwhF0p4tqLcxU812H8p0/6YfHZ5zWyuZf2R36ZYEc3pb6zK/q8DxJESSYQTPqbWwFULVL3/uDZn6CoYfbd9ZuICxC9rkAfGmDkT/5vsB1u6/gCZSuD7eqMFE5SMN9DA+15jH31zxAEAQkFbHuOobzYIY6HVbz+HtU/U8ZWCSto8QCCLOI5LkbewCqbtYodNaahRv2yH6tsYuT0FdPY5ZBCIBlAkATsqo2R0+u6VsghBS2uISoSnuth5HWsookcUgg2BGk72IFru8R6EriWQ3WmiqPbc/NOBHyCRtVGz+k1JpsgiwSSAeSggmPYrKrETRSItEeppstoySCSKmGVTfRMFTw/ma/FAyhhBc/1MIsmZmHuoREkgUAigBxSZskxNkauWrvu/7+9O4uN474POP6dmd3Zm7skV7xFURQp6pZl67LrOD6TJm4Op26Dxk0TtA9FW7gpij6kSFD0pe8JkhZoihYF0jZOkKtwXN91LDmWLFmSZZ00by7FY7nce3Z27j4MRWot2pJtsanQ/+dBAnbI4c7s8fsfv//vryZU1GTI3w1GszCK9ZUyZcFYkHBrFEkCPVfD0qyVc0Zao5hVE7u2PDQjQbglgmu6mMtvWrUphNoUQgLMD/BaRYa2kjh8CGshi6PXCLa1EdrUS+nIazjLS4E826Z2/iLh/n5aPvcZzNlZIoOD2MUi+vBw4y2MREg+8HEigwMoiTiRHdupvH4Me2m1h+PZNvH9dxJsbcW1LCJDWzGnMysJWevmXctuqiPnsAo5mrbfiayGPlAFtHB7N8GmFGa5gNqyATkUwnNdQulOqpMjK0OfaqqVns9+GTwPORShlhlj9tkfYpVXA3Ji627wPBxdQ21O4+g11NYOgvEkxtXh7uXnVp24jJGbp3nfveRPHf3Qt8Is5CicPd7wmD43zbX3x9E1iudOYmur8/ZWuYBdu8GSNFlpbMDdUGOd7PfjGnWUcBQpEESSZX/IWZIIxJM3+bf+b4nE2+jf/bmVFR+BYARdW23IuI6Jbd7E+9J1V0aTLFfn7ewzK4dUJbpcd17GcU08PIJyCAnJLy3puQSVCBIytmvgeNcPAQfkEIoUBDwst44iqSulVy2zjiTJpKPduIrDkjuN7RqElPhKyVV3uSqc7RpIyATlEKb70arq3TbBNhgLsuMrd5DobkJRZRzbJfPyBJlXJ3Etl0RPE0Nf3EV0QxTPA7NiMPzUeYpjN66/pjaFGPriTlL9zUgBGUuzyLwywezrGVzLJZKOMvDYNlqG0iD5w9JTL4wz9eIYyf4UA58dIrWlhWBMZcOeDuq5GiM/v0RxJI+aDLH9iT009TYhyTKWZjL5whjzJ66AB2172xn64k7kgIKeqxGM3nhf25XnHQvyiX/6DG/9w0k27G4n3Bohdy7LpX9/G8/xSO9qY/Ojg4RTETzHpZarcfk/zqHNVZEUia57NtL3yQECEX++ujxdYuSnl6jOlImko2z/8h5i7XEkCcyqyejPL5M757c6U4OtbH18B+37uzj9reNMPucPdwejQfY9eZDsW/OM/vwynuMRaY1yx58eYP7NWSafHyXaFmPb7+0m2u7PA5oVk5EfXyR/efVDa16ZxS6VrqtBWp+aRkmlCHV3oTSncKoahaefQX9npKGFamYyFJ7+BdE79qJ2dFAfG0c7cwZ7qXG421pYoHzkKNHdu0BRKD73ApUTJxt+RgJyT/2I2J13EkglqZ0/T/XkKX+oWZKwl/LLRdJtXK1G7cJFf17XkTEmJrGL/nx5IN6EFAj4GaU3Me/q1Cp+TV4lgOfYVCeG0TLjhDt6VpKkPM9bM/P1alKWX9IuQLitG0lWaPvYp1aXSIUiRDp6CUTj2FV/ONTWKhTe+hV2pUTrwQewtTJWZXW+Xw5FiPYO4Dk23Y9+aeVxRQ2RGNjlLxF6l6VTr9J+/2epTV9fevNmmaUC+VNH3vdnHL1G8cKb75sgtZZQcxrXtnD0mytu4zkOjq4RiMaRAyquuXZyjRKJkdx1gGjXJr/8oKygqCqSrKzsf3y70UqzjJz9yUqCVEffYdq67/hI51TkIKlwN65roVlFBprvpmL63wVlYwFViZFQ08iSQsXMoZlLdMSHcHExbY3Z6qWGXaoUKUhPYhcgocgBqmaeWLAFWVZQpABVM0fFyNEa6cV2bWzXpFCfYeeGR8hqozieje0aRIMpMuWzxNRWWsO9TJbeo+jFTbptgm2sK8Gmhzdz/O+OUhzNE24OY9dsXNsFWWLgsW14nsepbx3H82DXV+9gx1fu4PW/eeWG5+59aDMtQ2nOfPcEZtmg5+Ob6H90K4XhJWqLGj0f7yO9u50L/3KG0lQRNa5iL/daly4sUhzNk+xvYeRnl5h6fgzPY6WVvPlTAyT7Upz5+xNYVYu+T2xh8LHt5C/lcC2H/t8aojxV4p2fXEKNqxz663sxKze/jEZRFZp6k1z8t7exaxaSLOHaLqFkmL7fHKA8VeLc906jhBT2PXmIwd/ewVvfPUHTphTbn9hD5pVJZl6dxDEdApEg+pI/jzTw2DZCyTBnvnsCx3QYenwH239/D69947/xbJfFt+bJnV/goe98uuH5mBWT7Jl5uu7ZyMR/jWDrNoneJIFIkMKIvxvI4GPbUUIBznz7DVzHZfsTe9jxB3t57Rsvr3QaKsffWPN63UqFymu/4mb21jGmMxjT713NCwDHRb88jH55+L1/RlawcksUfvHM9cc8j/rICPURvyawW6+T+8EPVw6XXvaXNCiRGKk9B3Fdl9rEMHatiq1VCLf34DkWSiSGZ9vUs7N4lonnuehz04Tbe1Cb0xi5d9cQ9rlGHVkNIavhhrWiwSZ/6Zaj1wgkkoTbuigPn6UyemGlVxLt3kzT0N7lJUB+sHUtg9rMBLXMGFJQpe1jn6JpaA+lC6eWf6ePQDRB9uizDUk+rQceIDG4i9zJ6z9v2tQoZiFHYusefp3Zp2uRAkESAzuxq2WMm5wbd406Rm6eSEcPgXgTZn7tYJvccSfpg/eTO/4y2vQYTr2Gmmpl4xf+8FZewq+Bx8oH9RaM7EjIRAJN2K6BblcIyCFytQl0u4yqRElHN+O4FoZToyWykYCsEpBDlM0sCTWNIgUagm00mCKuplnSp1GJkFA3YLl1FqvjWK7OQPM9zFffYUmfxrA18vWM/ywkhbnqZRzPQkJmoOUeAnKIZKiDnP7Rpwdvm2Bbm6+ycHqOnV/ew8Lpea4cnaK2qPnDpTL0PtiPUaoTbfN7S/GuBJHWKJIs3XCHhs7DPSR6k+z9E3+tXygZJtmXIhhXkfM6bfs6yJ1bIHt2HjwwCtd8uDz8YVfPw3NcP/hfo/veTUTSfs8OINwcoakvRSASwJagaVOSyRdGqc1XqQHZswsk+9de07oWx3KZPzlLZboxUSMYC9J190ZqCxob9vibmyf7UoSbwyBB89ZWXNtl6sUxf9gZgNUv694HN+M5HvuePAhAtC1G08YkcsAfVbh67WuZPT7DwOeHSA20UBheonV7Gm2+ijbrh8iND23G1iz2fe0QALGOOPHOhP9afYgsv9uB59i4jo2ZWwBZJpTuwKnrJAZ3YFfLWOUiUjSGalsYC1f8TNnht4lv2UFiYBdmKb+yvdi16tkrgEdq513kT/sZoIFEkujGLf4QarVMpKefQFMz+dOvoU2uNipc0yAx4GcLG9nZ685dunCKxMBOWu66D31uGjO/SGzTII6hU750GtdcnZJQm9O03fcoodaO66/dtiidP0H7g5+/BXfy1pGCKq0HHyCU7mTx9edxtJvbHtExdLSpUWJ9fkGL3LEXG+7FVZHOXlzToHTh1EoyVGJw940rZ93uZL/XLt1kw8p2Deaqq/PXnudiLe8fjefheQ6Go6FZeUrGHAl1A7ZrUDVzlI0FbLfxc+F5/s5cdbuMZvkbZjSpbbievVyOUmGlst81r4XrOStD0h4uBX2G5nA3ISWGZn702uK3TbA1KyZvfecEqa2t9D64mUPfuI/hH11g+uVxJFkiEA4w8tMJcudWh5A8x7vxVkjLc70Lb84y9WJjlZ/qlbK/vVI44M9JftA4IEEoGWL+jRkyv5xsOKQv6ahx1Q9exjXDnx9wIt5zvIZ52KvkoIJjOkw8N0J5cnUY8Op1KCEFp25f1zi4+rzVphBj/znM/MlrEoU8birBTJursHQxx6ZH+tHmqqQGW5l9PYOl+T1vNaYy8cwI2TOrWYDeB9ya61a58V/0aGjJf0iuaWBrVaxqCc9x/CFlWfaTcjQNYymLmmptWHKkz09TvnSGlv0fI9TWhbFwBTkSIdq1GX3BL2dXGT1P897DpO9+hHDHRqxKkWh3P+ENXcw+9yOQJMJtXbh1vWHeFcAq5jALS8T7hihfvj5z3TXrZI8+y6bf+WOa997N0ptH/CzczATuu5ZKaFMj4Hk0De6iOnH5XbfQozY3jVlYJLpxy4e6f2qymZa77mt4zKnXKF1YHdpTIlFSO/c3zNl6tkV14vLKtQcicZr33UMg1kR04xbCbd0Uz71B8e21R1LW5Hlok8NUujaR2n2AaHcf2vQonm0TTDZjlQvkz7xObXaKeP8OWg89SH1+hnBHD5H2nsYQJMkEE0mUSIzQhk5kRSHU2ka4YyNOvYZVzAMecjhKMJEkEE0gBYIE4kkiXX04ho5dKa4Z7G8175p/15JKb6Fn4AHC0WaCaoxt+5/A0EtMXnqWcn7yhmdei+nWKRkLpKObSYY6yOsZivVZEuoGuuI7qJg5alaxISlOswpUzBztsa04nk2pfm22sbe8naCD7Zp0JXYSkCMs1q6v8JbXM2xLP8BibeyW7Ox12wRbSZGwahbZ03Pkzi2w+dODdB7qJnt6jnpBpzRRQA7K5M5n8VwPSX7vVlXDEQ/Kk0VCyRBLFxf94CNJSJKfbSsHZLS5Csnl3qhjLO99KUmr5bqWA0UgFPB7Z5638v1cGi+gJkMsXVjEdVy/JSX5vWHXcTHKBvHOOIuK38pK9q1RD/h9eWuO5Nh1G31Rw65Z5M5l/YQDWVp5X9eyGpHWKJHW6GqSmSz5NT89KI7mCcaD5C4s4jnu6v28mX0cPZh8fpTD37yPzKtThFJhli74Q3Se61EcL6CElZt6rdZT7gc/vGEvo3LsDSon3vSzFj8iz7HBdXG0KsG+rbQc6MZz94nU4gAABW9JREFUHbzl8oieazdsvuAadRaPvYRZypPauZ9o1yZsXUObGaN88RSOaYDrkvnZv5K++2HifVuJbtyCmV9k5unvU5247C9T2dCFPjeN9a5lKk5dR1+YIbX7AFIgiGfbuIbeUO60np2lcPYY0d4tpOo6shqiPHLuurW5VnEJfT5DdOMWKuOXrjuPXa1QuniGULqzcZ0zgOfhmsbylubXc406ams76cMPNTxuFnKULp4Gz/XLPEoyqd0HG69R1zDyWaxyAdcwkNQQ6bs/gVvXqS/OMnPsJbTpkQ9cMtWp18geeQZ9bprUzv0kd9wFElilIrUrU3i2TfHsMZRwlKahvSQGd6NfmWD2hR/T+fAXVur5BptSdH7ydwmlO5AkCQ9o3ns3qT2Hceo1Jr//bTzPpXn3QVoO3O9/dykKkc5eej7/VTzbInvkmTUbS7eaVprl7V/9Y8O+zfPTb7AwfRLwKObGKeUnafyGvXHi2am5xqz684svXBPcPJb0KfJ65urZAI+R/Gsrx9/9rvFwyZTPrvSsV4/7/5/PPg94LNbGydUmVs55Zn51gbKE5M/xysFbMoTsn/OjNtn/l6R3tZHe046eq+G5Lh37u6ktagw/dR5Ls+i5bxPbvrSLmSPT1BY0Qs1hzGKdqZfGUcIBYp1xYu1xDn/zPs7982mWLi6i52rUl3RSAy0c/Pq9LLw5S2Ek72fn4pF5ZRJLM2nd0ca+PzvA4rksheEcgVgQo1jnytHpled359cOkehNMvb0O1hVk+JoHqNYp2UozYGv/wazx2YojRUIxoN4jsvUSxN4rsfWx3fQsb+LzC8nUNQAmz89iFk2eOUvnrvhPVETKo8+9Ti//MsXKAw3Lm1QQgoDn9tG+4EuZl/PYJZNwq0RKtMl5o7PEIgGufPPDxHdEGPq5XEcw0YJBciemUObq9K2r5N9Tx5k5sgUlUwZNRnC0S0mnh9DliVinXHCzRH2/9U9zByd4spr0xiFOtq8n2QiyRKPfO8zmFWD0liBM99Zrf7TebiHXX+0j5kjU2izVUKpMFbVYPL5D1c/+PZ09Qvptvj4CcL/K/Fgms7EEEt6hrw+feNfuAkK8Le35EzrTFIkUv0tpAZbiHUkKI4XmH5x3F8yAlSuVNDmqjQPtJDYlEJCInchi56rEUlH2fRwPxv2tFOZKRPdECO5uRlLM6leqVDP6+TOZ0n0JkkNtBCMBilPFqlkSni2Rz2vU54skuhpIrmlmWBUpTiyRG1hdUlBcbyAmgjRMpRGVhUq0yUszUJfqrF0aZFkb4rUlmYC4QDFsQLVmTKu5VLJlFFUhdSWFsyqycSzozh1m9z5m0jWkCHcEiV7ahar+q55C8ejPFnE1i1ahtLEexI4hsPS+UWMkr+sKXc+61dfGkoT60xgVkxKYwVs3UZbqFKaKJDsS5Hc3IwckMlfzlGbrxKMBdl4fx+dh3uo53WCMZXmgVa/zunocravB1bVRAkFmH55HH1xdQG/NluhkimR6m+mqS+FLEssXVyklv1ouwYJgiDcCqZbI69n0O1bU/QIbqOerSAIgiDcrm7PxV6CIAiCcBsRwVYQBEEQ1pkItoIgCIKwzkSwFQRBEIR1JoKtIAiCIKwzEWwFQRAEYZ2JYCsIgiAI60wEW0EQBEFYZyLYCoIgCMI6E8FWEARBENaZCLaCIAiCsM5EsBUEQRCEdSaCrSAIgiCsMxFsBUEQBGGdiWArCIIgCOtMBFtBEARBWGci2AqCIAjCOhPBVhAEQRDWmQi2giAIgrDORLAVBEEQhHUmgq0gCIIgrDMRbAVBEARhnYlgKwiCIAjrTARbQRAEQVhnItgKgiAIwjoTwVYQBEEQ1tn/AGwnpwzbYRDFAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {}
}
],
"source": [
"spam_words = ' '.join(list(df[df['label'] == 1]['message']))\n",
"spam_wc = WordCloud(width = 512,height = 512).generate(spam_words)\n",
"plt.figure(figsize = (10, 8), facecolor = 'k')\n",
"plt.imshow(spam_wc)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"source": [
"**Visualize the words available in message column for ham (not spam) messages**"
],
"metadata": {
"id": "-gVKdQjuTUGR"
}
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 486
},
"id": "0MnYB5dAHCXI",
"outputId": "4c43689b-0d47-4e13-f94b-d543c0ad37a3"
},
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 720x576 with 1 Axes>"
]
},
"metadata": {}
}
],
"source": [
"ham_words = ' '.join(list(df[df['label'] == 0]['message']))\n",
"ham_wc = WordCloud(width = 512,height = 512).generate(ham_words)\n",
"plt.figure(figsize = (10, 8), facecolor = 'k')\n",
"plt.imshow(ham_wc)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"source": [
"**Separate the target column and using CountVectorizer convert the text data to a matrix of token counts**"
],
"metadata": {
"id": "mOSq_SEQTxzD"
}
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"id": "jhTT9RCVHCXI"
},
"outputs": [],
"source": [
"X = df['message'] #text data\n",
"y = df['label'] #target label\n",
"\n",
"# CountVectorizer is used to transform a given text into a vector on the\n",
"# basis of the frequency (count) of each word that occurs in the entire text\n",
"\n",
"cv = CountVectorizer() \n",
"X = cv.fit_transform(X)"
]
},
{
"cell_type": "markdown",
"source": [
"**Split the data into train and test set**"
],
"metadata": {
"id": "1LW8P7BNVsXa"
}
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"id": "BCktYfwMHCXI"
},
"outputs": [],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20, random_state=0)"
]
},
{
"cell_type": "markdown",
"source": [
"**Fit the training data into Multinomial Naive Bayes Classifier**"
],
"metadata": {
"id": "A6XLulF_V2ZA"
}
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"id": "x8ZijWIXHCXJ"
},
"outputs": [],
"source": [
"classifier = MultinomialNB().fit(X_train, y_train)"
]
},
{
"cell_type": "markdown",
"source": [
"**Check the Classification Report, Accuracy, and Confusion Matrix for training data**"
],
"metadata": {
"id": "rNJWRSyGWjMK"
}
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 532
},
"id": "xAkjm5tTHCXJ",
"outputId": "f6e839d6-1456-452a-9319-79fd68b68591"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 1.00 1.00 1.00 3631\n",
" 1 0.98 0.97 0.97 504\n",
"\n",
" accuracy 0.99 4135\n",
" macro avg 0.99 0.98 0.99 4135\n",
"weighted avg 0.99 0.99 0.99 4135\n",
"\n",
"--------------------------------------------------\n",
"Accuracy : 0.9939540507859734\n",
"--------------------------------------------------\n",
"Confusion Matrix:\n",
"\n"
]
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"pred_train = classifier.predict(X_train)\n",
"print(classification_report(y_train, pred_train))\n",
"print('-'*50)\n",
"print('Accuracy : ',accuracy_score(y_train, pred_train))\n",
"print('-'*50)\n",
"print('Confusion Matrix:\\n')\n",
"plot_confusion_matrix(classifier, X_train, y_train,cmap=plt.cm.Blues);"
]
},
{
"cell_type": "markdown",
"source": [
"**Check the Classification Report, Accuracy, and Confusion Matrix for test data**"
],
"metadata": {
"id": "JnnHtAGAWtsh"
}
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 532
},
"id": "b6Dc5Ar6HCXJ",
"outputId": "272af53f-e90d-4563-bb19-2003a4f07d2f"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
" precision recall f1-score support\n",
"\n",
" 0 0.99 0.99 0.99 885\n",
" 1 0.91 0.93 0.92 149\n",
"\n",
" accuracy 0.98 1034\n",
" macro avg 0.95 0.96 0.96 1034\n",
"weighted avg 0.98 0.98 0.98 1034\n",
"\n",
"--------------------------------------------------\n",
"Accuracy : 0.9777562862669246\n",
"--------------------------------------------------\n",
"Confusion Matrix:\n",
"\n"
]
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
}
}
],
"source": [
"pred_test = classifier.predict(X_test)\n",
"print(classification_report(y_test, pred_test))\n",
"print('-'*50)\n",
"print('Accuracy : ',accuracy_score(y_test, pred_test))\n",
"print('-'*50)\n",
"print('Confusion Matrix:\\n')\n",
"plot_confusion_matrix(classifier, X_test, y_test,cmap=plt.cm.Blues);"
]
},
{
"cell_type": "markdown",
"source": [
"**Check the first 10 samples of test data**"
],
"metadata": {
"id": "f-s0ckq_Xrod"
}
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "myjQhXbFHCXJ",
"outputId": "d8caef3d-aa7f-4548-c598-bd15c81f91df"
},
"outputs": [
{
"output_type": "stream",
"name": "stdout",
"text": [
"Actual Labels: [0 0 0 0 0 0 0 0 1 1]\n",
"Predicted Labels: [0 0 0 0 0 0 0 0 1 1]\n"
]
}
],
"source": [
"# print the actual values\n",
"print('Actual Labels: {}'.format(y_test.iloc[0:10].values))\n",
"\n",
"# print the predictions\n",
"print('Predicted Labels: {}'.format(pred_test[0:10]))"
]
},
{
"cell_type": "markdown",
"source": [
"The model is able to predict the classes correctly for the first 10 samples."
],
"metadata": {
"id": "zSLreop9bla5"
}
},
{
"cell_type": "markdown",
"source": [
"**Create a function to take input from user and predict the label**"
],
"metadata": {
"id": "ssAgnM8nYNnc"
}
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {
"id": "WY8dVXooHCXK"
},
"outputs": [],
"source": [
"def sms(text):\n",
" # creating a list of labels\n",
" lab = ['not a spam','a spam'] \n",
" # perform tokenization\n",
" X = cv.transform(text).toarray()\n",
" # predict the text\n",
" p = classifier.predict(X)\n",
" # convert the words in string with the help of list\n",
" s = [str(i) for i in p]\n",
" a = int(\"\".join(s))\n",
" # show out the final result\n",
" res = str(\"This message is \"+ lab[a])\n",
" return res"
]
},
{
"cell_type": "markdown",
"source": [
"**Take the data from user and predict its class**"
],
"metadata": {
"id": "AvMdSizxZTU9"
}
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "Dzjy20pcHCXK",
"outputId": "8f6a17b7-10a9-4b76-df68-7109473f6eed"
},
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'This message is a spam'"
]
},
"metadata": {},
"execution_count": 63
}
],
"source": [
"# sample 01\n",
"sms(['Hurray! you have won $3000. Get your money using this link.'])"
]
},
{
"cell_type": "code",
"source": [
"#sample 02\n",
"sms(['Hey! I hope everything is fine. Take care!'])"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 35
},
"id": "L-MzSIbEZ7-u",
"outputId": "b54d9324-538b-4245-dc45-a2786d73184e"
},
"execution_count": 64,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'This message is not a spam'"
]
},
"metadata": {},
"execution_count": 64
}
]
},
{
"cell_type": "markdown",
"source": [
"We can observe that the model is able to predict correct labels for unseen data."
],
"metadata": {
"id": "DRwjx_cabzRa"
}
},
{
"cell_type": "markdown",
"source": [
"**Note: For running the Tkinter GUI you have to download this notebook in ipynb format and run using jupyter notebook in your local machine/pc because in google colab, you cannot run Tkinter apps.**"
],
"metadata": {
"id": "dwrND8W5bOaM"
}
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "dhNYWCZ8HCXK"
},
"outputs": [],
"source": [
"from tkinter import *\n",
"import tkinter as tk\n",
"gui = Tk()\n",
"gui.configure(background= 'light yellow')\n",
"gui.title('Spam Detection')\n",
"gui.geometry('450x150')\n",
"\n",
"head = Label(gui,text = 'Type Your Message', font=('times',14,'bold'),bg='light yellow')\n",
"head.pack()\n",
"\n",
"message = Entry(gui,width=400,borderwidth = 2)\n",
"message.pack()\n",
"result = Label(gui)\n",
"def sms():\n",
" global result\n",
" result.destroy()\n",
" global message\n",
" text = message.get()\n",
" # creating a list of labels\n",
" lab = ['not a spam','a spam'] \n",
" \n",
" # perform tokenization\n",
" X = cv.transform([text]).toarray()\n",
" \n",
" # predict the text\n",
" p = classifier.predict(X)\n",
" \n",
" # convert the words in string with the help of list\n",
" s = [str(i) for i in p]\n",
" a = int(\"\".join(s))\n",
" \n",
" # show out the final result\n",
" res = str(\"This message is \"+ lab[a])\n",
" #print(text,res)\n",
" result = Label(gui,text=res,font=('times',18,'bold'),fg = 'blue',bg='light yellow')\n",
" result.pack()\n",
" \n",
"b = Button(gui,text='Click To Check',font=('times',12,'bold'), fg = 'white',bg ='green',command = sms)\n",
"b.pack()\n",
"\n",
"gui.mainloop()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
},
"colab": {
"name": "How To Build Email Spam Classification Model With 99% Accuracy: Multinomial Naive Bayes Algorithm ",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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