{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## NLP处理实例\n", "\n", "### 数据集: Disasters on social media\n", "\n", "推特(社交媒体)上有许多的信息,其中有关于灾难,疾病,暴乱的,有些只是开玩笑或者是电影情节,我们该如何让机器能分辨出这两种讨论呢?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 为什么这很重要\n", "我们将努力正确预测有关灾难的推文。这是一个非常相关的问题,因为:\n", "\n", "* 对于任何试图从噪音中获取信号的人来说,这都是可以采取行动的(比如警察部门在这种情况下)。\n", "* 这是很棘手的,因为依赖关键字比在大多数情况下像垃圾邮件更难。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 任务\n", "对文本数据进行分类,并分析找到相关归因。" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import sklearn\n", "from tensorflow import keras\n", "import nltk\n", "import pandas as pd\n", "import numpy as np\n", "import re\n", "import codecs" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据输入\n", "需要对数据做一下编码处理" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "input_file = codecs.open(\"data/socialmedia_relevant_cols.csv\", \"r\",encoding='utf-8', errors='replace')\n", "output_file = open(\"data/socialmedia_relevant_cols_clean.csv\", \"w\",encoding='utf-8')\n", "\n", "def sanitize_characters(raw, clean): \n", " for line in input_file:\n", " out = line\n", " output_file.write(line)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "sanitize_characters(input_file, output_file)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据预处理" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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textchoose_oneclass_label
0Just happened a terrible car crashRelevant1
1Our Deeds are the Reason of this #earthquake M...Relevant1
2Heard about #earthquake is different cities, s...Relevant1
3there is a forest fire at spot pond, geese are...Relevant1
4Forest fire near La Ronge Sask. CanadaRelevant1
\n", "
" ], "text/plain": [ " text choose_one class_label\n", "0 Just happened a terrible car crash Relevant 1\n", "1 Our Deeds are the Reason of this #earthquake M... Relevant 1\n", "2 Heard about #earthquake is different cities, s... Relevant 1\n", "3 there is a forest fire at spot pond, geese are... Relevant 1\n", "4 Forest fire near La Ronge Sask. Canada Relevant 1" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "questions = pd.read_csv(\"data/socialmedia_relevant_cols_clean.csv\")\n", "questions.columns=['text', 'choose_one', 'class_label']\n", "questions.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到数据里有“#”号,通常这是作为一个话题,点击能进入到话题页面。这里我们不需要,删除“#”字符,但保留“#”符号后面的单词,因为它们可能是相关的(例如:#灾难)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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class_label
count10813.000000
mean0.431610
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" ], "text/plain": [ " class_label\n", "count 10813.000000\n", "mean 0.431610\n", "std 0.498302\n", "min 0.000000\n", "25% 0.000000\n", "50% 0.000000\n", "75% 1.000000\n", "max 2.000000" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "questions.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们使用一些正则表达式来清理数据,并将其保存供将来使用" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "def standardize_text(df, text_field):\n", " df[text_field] = df[text_field].str.replace(r\"http\\S+\", \"\")\n", " df[text_field] = df[text_field].str.replace(r\"http\", \"\")\n", " df[text_field] = df[text_field].str.replace(r\"@\\S+\", \"\")\n", " df[text_field] = df[text_field].str.replace(r\"[^A-Za-z0-9(),!?@\\'\\`\\\"\\_\\n]\", \" \")\n", " df[text_field] = df[text_field].str.replace(r\"@\", \"at\")\n", " df[text_field] = df[text_field].str.lower()\n", " return df" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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textchoose_oneclass_label
0just happened a terrible car crashRelevant1
1our deeds are the reason of this earthquake m...Relevant1
2heard about earthquake is different cities, s...Relevant1
3there is a forest fire at spot pond, geese are...Relevant1
4forest fire near la ronge sask canadaRelevant1
\n", "
" ], "text/plain": [ " text choose_one class_label\n", "0 just happened a terrible car crash Relevant 1\n", "1 our deeds are the reason of this earthquake m... Relevant 1\n", "2 heard about earthquake is different cities, s... Relevant 1\n", "3 there is a forest fire at spot pond, geese are... Relevant 1\n", "4 forest fire near la ronge sask canada Relevant 1" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "questions = standardize_text(questions, \"text\")\n", "questions.to_csv(\"data/clean_data.csv\")\n", "questions.head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Unnamed: 0textchoose_oneclass_label
00just happened a terrible car crashRelevant1
11our deeds are the reason of this earthquake m...Relevant1
22heard about earthquake is different cities, s...Relevant1
33there is a forest fire at spot pond, geese are...Relevant1
44forest fire near la ronge sask canadaRelevant1
\n", "
" ], "text/plain": [ " Unnamed: 0 text choose_one \\\n", "0 0 just happened a terrible car crash Relevant \n", "1 1 our deeds are the reason of this earthquake m... Relevant \n", "2 2 heard about earthquake is different cities, s... Relevant \n", "3 3 there is a forest fire at spot pond, geese are... Relevant \n", "4 4 forest fire near la ronge sask canada Relevant \n", "\n", " class_label \n", "0 1 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_questions = pd.read_csv(\"data/clean_data.csv\") # 读取数据查看\n", "clean_questions.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据概述" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "查看正负样本分布情况" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Unnamed: 0textchoose_one
class_label
0616261626162
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2161616
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" ], "text/plain": [ " Unnamed: 0 text choose_one\n", "class_label \n", "0 6162 6162 6162\n", "1 4635 4635 4635\n", "2 16 16 16" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "clean_questions.groupby(\"class_label\").count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "样本看起来还毕竟均衡,1是与灾难相关,0是不相关,2是未知" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 数据处理\n", "\n", "为了让模型能够理解文本数据,我们需要:\n", "* 将句子标记为单独的单词列表\n", "* 把数据分割成训练集和预测集\n", "* 对我们的数据进行更多的检查以验证结果" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Unnamed: 0textchoose_oneclass_labeltokens
00just happened a terrible car crashRelevant1[just, happened, a, terrible, car, crash]
11our deeds are the reason of this earthquake m...Relevant1[our, deeds, are, the, reason, of, this, earth...
22heard about earthquake is different cities, s...Relevant1[heard, about, earthquake, is, different, citi...
33there is a forest fire at spot pond, geese are...Relevant1[there, is, a, forest, fire, at, spot, pond, g...
44forest fire near la ronge sask canadaRelevant1[forest, fire, near, la, ronge, sask, canada]
\n", "
" ], "text/plain": [ " Unnamed: 0 text choose_one \\\n", "0 0 just happened a terrible car crash Relevant \n", "1 1 our deeds are the reason of this earthquake m... Relevant \n", "2 2 heard about earthquake is different cities, s... Relevant \n", "3 3 there is a forest fire at spot pond, geese are... Relevant \n", "4 4 forest fire near la ronge sask canada Relevant \n", "\n", " class_label tokens \n", "0 1 [just, happened, a, terrible, car, crash] \n", "1 1 [our, deeds, are, the, reason, of, this, earth... \n", "2 1 [heard, about, earthquake, is, different, citi... \n", "3 1 [there, is, a, forest, fire, at, spot, pond, g... \n", "4 1 [forest, fire, near, la, ronge, sask, canada] " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from nltk.tokenize import RegexpTokenizer # 分词器\n", "\n", "tokenizer = RegexpTokenizer(r'\\w+')\n", "\n", "clean_questions[\"tokens\"] = clean_questions[\"text\"].apply(tokenizer.tokenize) # 对指定列进行分词\n", "clean_questions.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### 语料库情况" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "153895 words total, with a vocabulary size of 18065\n", "Max sentence length is 34\n" ] } ], "source": [ "from tensorflow.keras.preprocessing.text import Tokenizer\n", "from tensorflow.keras.preprocessing.sequence import pad_sequences\n", "from tensorflow.keras.utils import to_categorical\n", "\n", "all_words = [word for tokens in clean_questions[\"tokens\"] for word in tokens]\n", "sentence_lengths = [len(tokens) for tokens in clean_questions[\"tokens\"]]\n", "VOCAB = sorted(list(set(all_words)))\n", "print(\"%s words total, with a vocabulary size of %s\" % (len(all_words), len(VOCAB)))\n", "print(\"Max sentence length is %s\" % max(sentence_lengths))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "不重复的词只有18065并不多,最大长度34,那么平均或者绝大多数是多少呢" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "fig = plt.figure(figsize=(10, 10)) \n", "plt.xlabel('Sentence length')\n", "plt.ylabel('Number of sentences')\n", "plt.hist(sentence_lengths)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "绝大多数在25以内,每个句子有长有短,长度起码要做到一致,去掉较长的小部分句子的后面内容。比如这里选25以内,那么句子大于25的词我们直接去掉。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这时候数据已经准备好了,让我们深入到机器学习部分。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 机器学习\n", "\n", "#### 输入Embedding\n", "\n", "图像机器学习可以使用原始像素作为输入,欺诈检测算法可以利用客户特征,NLP可以使用什么?\n", "\n", "为了让计算机理解文本,我们需要将文本进行编码(转成数值),用什么样的数值来表达才能让模型准确地理解并进行预测分类呢。\n", "\n", "最简单的方法就是词袋模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bag of Words Counts词袋模型\n", "与第一句text的just happened a terrible car crash为例,上面已知有18065个不同的词,那么我们可以构造一个长度为18065的列表,假设just表示这长度为18065的列表的第3个索引,那么第三个索引内容为1,其它词也是一样,有则为1无则为0,出现两次则为2,第一句text会转成如下样子:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "|索引1|索引2|索引3|索引4|...|索引18065|\n", "|---|---|---|---|---|----|\n", "|0|0|1|1|...|0|" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.feature_extraction.text import CountVectorizer, TfidfVectorizer\n", "\n", "def cv(data):\n", " # 将文本数据转换成数值\n", " count_vectorizer = CountVectorizer()\n", "\n", " emb = count_vectorizer.fit_transform(data)\n", "\n", " return emb, count_vectorizer\n", "\n", "# 把数据转成列表形式\n", "list_corpus = clean_questions[\"text\"].tolist() \n", "list_labels = clean_questions[\"class_label\"].tolist()\n", "\n", "# 切分数据集成训练和预测\n", "X_train, X_test, y_train, y_test = train_test_split(list_corpus, list_labels, test_size=0.2, \n", " random_state=40)\n", "\n", "X_train_counts, count_vectorizer = cv(X_train)\n", "X_test_counts = count_vectorizer.transform(X_test) # 用相同的词袋对文本做转换" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "已知我们有1万多句话,也有仅2万个不同的词(维度),那么就是1万多 × 2万的维度。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 可视化Word Embedding\n", "\n", "现在我们已经创建了Embedding,让我们将它们可视化,看看是否能够识别某种结构。多维数据很难可视化,我们利用PCA技术降维到2维,进行可视化展示。" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.decomposition import PCA, TruncatedSVD\n", "import matplotlib\n", "import matplotlib.patches as mpatches\n", "\n", "\n", "def plot_LSA(test_data, test_labels, savepath=\"PCA_demo.csv\", plot=True):\n", " lsa = TruncatedSVD(n_components=2)\n", " lsa.fit(test_data)\n", " lsa_scores = lsa.transform(test_data)\n", " color_mapper = {label:idx for idx,label in enumerate(set(test_labels))}\n", " color_column = [color_mapper[label] for label in test_labels]\n", " colors = ['orange','blue','blue']\n", " if plot:\n", " plt.scatter(lsa_scores[:,0], lsa_scores[:,1], s=8, alpha=.8, c=test_labels, cmap=matplotlib.colors.ListedColormap(colors))\n", " red_patch = mpatches.Patch(color='orange', label='Irrelevant')\n", " green_patch = mpatches.Patch(color='blue', label='Disaster')\n", " plt.legend(handles=[red_patch, green_patch], prop={'size': 30})\n", "\n", "\n", "fig = plt.figure(figsize=(16, 16)) \n", "plot_LSA(X_train_counts, y_train)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们希望数据区分明显,但这些Embedding看起来并不是非常清晰地分开。我们尝试在上面建立一个有用的模型。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 分类器\n", "\n", "这里我们使用简单的逻辑回归做数据顶层模型,它能快速的训练预测,并容易理解。" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "from sklearn.linear_model import LogisticRegression\n", "\n", "clf = LogisticRegression(C=30.0, class_weight='balanced', solver='newton-cg', \n", " multi_class='multinomial', n_jobs=-1, random_state=40)\n", "clf.fit(X_train_counts, y_train)\n", "\n", "y_predicted_counts = clf.predict(X_test_counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 评估\n", "我们使用一些度量,看看我们的分类器的表现结果。\n", "\n", "第一种是预测的“成功率”。" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy = 0.757, precision = 0.758, recall = 0.757, f1 = 0.757\n" ] } ], "source": [ "from sklearn.metrics import accuracy_score, f1_score, precision_score, recall_score, classification_report\n", "\n", "def get_metrics(y_test, y_predicted): \n", " # true positives / (true positives+false positives)\n", " precision = precision_score(y_test, y_predicted, pos_label=None,\n", " average='weighted') \n", " # true positives / (true positives + false negatives)\n", " recall = recall_score(y_test, y_predicted, pos_label=None,\n", " average='weighted')\n", " \n", " # harmonic mean of precision and recall\n", " f1 = f1_score(y_test, y_predicted, pos_label=None, average='weighted')\n", " \n", " # true positives + true negatives/ total\n", " accuracy = accuracy_score(y_test, y_predicted)\n", " return accuracy, precision, recall, f1\n", "\n", "accuracy, precision, recall, f1 = get_metrics(y_test, y_predicted_counts)\n", "print(\"accuracy = %.3f, precision = %.3f, recall = %.3f, f1 = %.3f\" % (accuracy, precision, recall, f1))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "准确率(accuracy) = 0.757,表示100个中有75.7%的概率预测正确。精确率(precision) = 0.758, 召回率(recall) = 0.757, f1 = 0.757。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 混淆矩阵\n", "\n", "第二种是查看具体的预测情况。" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import itertools\n", "from sklearn.metrics import confusion_matrix\n", "\n", "def plot_confusion_matrix(cm, classes,\n", " normalize=False,\n", " title='Confusion matrix',\n", " cmap=plt.cm.winter):\n", " if normalize:\n", " cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n", " plt.imshow(cm, interpolation='nearest', cmap=cmap)\n", " plt.title(title, fontsize=30)\n", " plt.colorbar()\n", " tick_marks = np.arange(len(classes))\n", " plt.xticks(tick_marks, classes, fontsize=20)\n", " plt.yticks(tick_marks, classes, fontsize=20)\n", " \n", " fmt = '.2f' if normalize else 'd'\n", " thresh = cm.max() / 2.\n", "\n", " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", " plt.text(j, i, format(cm[i, j], fmt), horizontalalignment=\"center\", \n", " color=\"white\" if cm[i, j] < thresh else \"black\", fontsize=40)\n", " \n", " plt.tight_layout()\n", " plt.ylabel('True label', fontsize=30)\n", " plt.xlabel('Predicted label', fontsize=30)\n", "\n", " return plt" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "[[982 242 6]\n", " [268 656 3]\n", " [ 3 3 0]]\n" ] } ], "source": [ "cm = confusion_matrix(y_test, y_predicted_counts)\n", "fig = plt.figure(figsize=(10, 10))\n", "plot = plot_confusion_matrix(cm, classes=['Irrelevant','Disaster','Unsure'], normalize=False, title='Confusion matrix')\n", "plt.show()\n", "print(cm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "左上角的982为预测不相关且实际为不相关的,中间的656为预测灾难和实际灾难的,Unsure不确定的几乎没有,原本的样本也不多。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 进一步检查模型的关注点\n", "\n", "第三种是查看下分类器决策的特性,即它是以哪些词来区分的。\n", "\n", "使用逻辑回归的好处就是,可解释性非常高,因为其公式可推导,可以知道每个值的大小。" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "def get_most_important_features(vectorizer, model, n=5):\n", " index_to_word = {v:k for k,v in vectorizer.vocabulary_.items()} # 给每个词做index\n", " \n", " # loop for each class\n", " classes ={}\n", " for class_index in range(model.coef_.shape[0]):\n", " # 获取模型的系数(词的重要程度),获取前几个和后几个。\n", " word_importances = [(el, index_to_word[i]) for i,el in enumerate(model.coef_[class_index])]\n", " sorted_coeff = sorted(word_importances, key = lambda x : x[0], reverse=True)\n", " tops = sorted(sorted_coeff[:n], key = lambda x : x[0])\n", " bottom = sorted_coeff[-n:]\n", " classes[class_index] = {\n", " 'tops':tops,\n", " 'bottom':bottom\n", " }\n", " return classes\n", "\n", "importance = get_most_important_features(count_vectorizer, clf, 10)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_important_words(top_scores, top_words, bottom_scores, bottom_words, name):\n", " y_pos = np.arange(len(top_words))\n", " top_pairs = [(a,b) for a,b in zip(top_words, top_scores)]\n", " top_pairs = sorted(top_pairs, key=lambda x: x[1])\n", " \n", " bottom_pairs = [(a,b) for a,b in zip(bottom_words, bottom_scores)]\n", " bottom_pairs = sorted(bottom_pairs, key=lambda x: x[1], reverse=True)\n", " \n", " top_words = [a[0] for a in top_pairs]\n", " top_scores = [a[1] for a in top_pairs]\n", " \n", " bottom_words = [a[0] for a in bottom_pairs]\n", " bottom_scores = [a[1] for a in bottom_pairs]\n", " \n", " fig = plt.figure(figsize=(10, 10)) \n", "\n", " plt.subplot(121)\n", " plt.barh(y_pos,bottom_scores, align='center', alpha=0.5)\n", " plt.title('Irrelevant', fontsize=20)\n", " plt.yticks(y_pos, bottom_words, fontsize=14)\n", " plt.suptitle('Key words', fontsize=16)\n", " plt.xlabel('Importance', fontsize=20)\n", " \n", " plt.subplot(122)\n", " plt.barh(y_pos,top_scores, align='center', alpha=0.5)\n", " plt.title('Disaster', fontsize=20)\n", " plt.yticks(y_pos, top_words, fontsize=14)\n", " plt.suptitle(name, fontsize=16)\n", " plt.xlabel('Importance', fontsize=20)\n", " \n", " plt.subplots_adjust(wspace=0.8)\n", " plt.show()\n", "\n", "top_scores = [a[0] for a in importance[1]['tops']]\n", "top_words = [a[1] for a in importance[1]['tops']]\n", "bottom_scores = [a[0] for a in importance[1]['bottom']]\n", "bottom_words = [a[1] for a in importance[1]['bottom']]\n", "\n", "plot_important_words(top_scores, top_words, bottom_scores, bottom_words, \"Most important words for relevance\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "我们的分类器正确地识别了如:hiroshima、massacre,但heyooo、x1392显然应该是不相关。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### TFIDF Bag of Words\n", "\n", "在词袋模型上,我们使用TF-ID(术语频率,反向文档频率),它意味着根据词在我们的数据集中的频率来衡量该词在某段话中出现的频率,排除噪音。\n", "\n", "如:年龄这个词,在全部语句中出现的次数很多,在这段话出现的次数也很多,可以认为是噪音适当降低权重,而hiroshima在全部语句中出现次数极少,在这段话出现的此时多,表明hiroshima对这段话有一定的权重。" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def tfidf(data):\n", " tfidf_vectorizer = TfidfVectorizer()\n", "\n", " train = tfidf_vectorizer.fit_transform(data)\n", "\n", " return train, tfidf_vectorizer\n", "\n", "X_train_tfidf, tfidf_vectorizer = tfidf(X_train)\n", "X_test_tfidf = tfidf_vectorizer.transform(X_test)" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 16)) \n", "plot_LSA(X_train_tfidf, y_train)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这样看两者区分的更开了,我们再试试分类器的效果。" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "clf_tfidf = LogisticRegression(C=30.0, class_weight='balanced', solver='newton-cg', \n", " multi_class='multinomial', n_jobs=-1, random_state=40)\n", "clf_tfidf.fit(X_train_tfidf, y_train)\n", "\n", "y_predicted_tfidf = clf_tfidf.predict(X_test_tfidf)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy = 0.773, precision = 0.772, recall = 0.773, f1 = 0.772\n" ] } ], "source": [ "accuracy_tfidf, precision_tfidf, recall_tfidf, f1_tfidf = get_metrics(y_test, y_predicted_tfidf)\n", "print(\"accuracy = %.3f, precision = %.3f, recall = %.3f, f1 = %.3f\" % (accuracy_tfidf, precision_tfidf, \n", " recall_tfidf, f1_tfidf))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "所有指标都比之前更好了,在看看其它差异" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "TFIDF confusion matrix\n", "[[1002 226 2]\n", " [ 255 671 1]\n", " [ 3 3 0]]\n", "BoW confusion matrix\n", "[[982 242 6]\n", " [268 656 3]\n", " [ 3 3 0]]\n" ] } ], "source": [ "cm2 = confusion_matrix(y_test, y_predicted_tfidf)\n", "fig = plt.figure(figsize=(10, 10))\n", "plot = plot_confusion_matrix(cm2, classes=['Irrelevant','Disaster','Unsure'], normalize=False, title='Confusion matrix')\n", "plt.show()\n", "print(\"TFIDF confusion matrix\")\n", "print(cm2)\n", "print(\"BoW confusion matrix\")\n", "print(cm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 词语的解释" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "importance_tfidf = get_most_important_features(tfidf_vectorizer, clf_tfidf, 10)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "top_scores = [a[0] for a in importance_tfidf[1]['tops']]\n", "top_words = [a[1] for a in importance_tfidf[1]['tops']]\n", "bottom_scores = [a[0] for a in importance_tfidf[1]['bottom']]\n", "bottom_words = [a[1] for a in importance_tfidf[1]['bottom']]\n", "\n", "plot_important_words(top_scores, top_words, bottom_scores, bottom_words, \"Most important words for relevance\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "所选的词语更加贴切了,如fires、bombing等,heyoo也有所下降,我们还可以做的更好。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 捕获语义\n", "\n", "上面的方法可以很好的针对高频词,但词的语义没有关注到,如good和positive两次意义近似,但词的长度不同,很容易被机器理解成两个词。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### word2vec\n", "Word2vec是在一个非常大的语料库上预先训练过的模型,它提供了映射。对相似的词的embedding相似,包含“语义”。" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "import gensim\n", "\n", "# 读取预训练模型\n", "word2vec_path = \"GoogleNews-vectors-negative300.bin\" # 下载地址:https://s3.amazonaws.com/dl4j-distribution/GoogleNews-vectors-negative300.bin.gz\n", "word2vec = gensim.models.KeyedVectors.load_word2vec_format(word2vec_path, binary=True)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# 每个句子的向量是由该句子每个词的向量求平均\n", "def get_average_word2vec(tokens_list, vector, generate_missing=False, k=300):\n", " if len(tokens_list)<1:\n", " return np.zeros(k)\n", " if generate_missing:\n", " vectorized = [vector[word] if word in vector else np.random.rand(k) for word in tokens_list]\n", " else:\n", " vectorized = [vector[word] if word in vector else np.zeros(k) for word in tokens_list]\n", " length = len(vectorized)\n", " summed = np.sum(vectorized, axis=0)\n", " averaged = np.divide(summed, length)\n", " return averaged\n", "\n", "def get_word2vec_embeddings(vectors, clean_questions, generate_missing=False):\n", " embeddings = clean_questions['tokens'].apply(lambda x: get_average_word2vec(x, vectors, \n", " generate_missing=generate_missing))\n", " return list(embeddings)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "embeddings = get_word2vec_embeddings(word2vec, clean_questions)\n", "X_train_word2vec, X_test_word2vec, y_train_word2vec, y_test_word2vec = train_test_split(embeddings, list_labels, \n", " test_size=0.2, random_state=40)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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wwzjyyCMZNGgQLVq0qOcqk+2WW24BoKCggKFDh8ZaiyRJklQfDKpAfj4sXx53FfWnUydYtizeGjZv3syKFStYsWIFn3zyCVOnTgWgTZs2XHzxxdx66620bt063iIT4tZbbwWgX79+BlVJkiQ1CgZVGldIhfje71//+tfK52EYsnbtWlavXs17773Hq6++yqeffsqaNWv4/e9/z3PPPceTTz7JscceW+39wjCsj7IlSZIk1TODqurNmWeeWe2xMAyZMGECw4cPp7CwkCVLljBo0CBef/11evXqVY9VSpIkSYqbiykpEYIg4Lvf/S6zZ8+u7EUtLi7m7LPPpqKiIubqJEmSJNUng6oSJTc3l6effpo2bdoAMH/+fMaOHVvlubVZ9ffzzz/npptu4uijjyYvL48mTZrQtm1bevToQb9+/bj11lt5++23q7y2rKyMl156iWuvvZZjjz2Wjh070rRpU3Jycth3330ZOnQor776aq3e1+7UsfX9bfXKK69Ufm3bx/Tp06tsc926dYwYMYKBAwey55570qxZM/Ly8ujTpw833XQTRUVFNdbcv3//7WooLy/nscceY+DAgXTu3JmsrCwKCgpq9f4lSZKkXRKGYSIfhx9+eLi7Pvjgg106Hxrfo74AlY9dcf3111ded9JJJ9V47379+lV5/O9//3uYnZ29XQ1VPVq3bl3l9f3799/ptUB48cUXh5s2bar2vexuHbVpGwinTZu2Q5vjx48PO3bsWON1OTk54QsvvFBt3f369as8d+XKleGxxx67wz26du1a7fVx2NWffUmSJMUHmB1Wkwedo6pEOv/88/nd734HwOuvv86WLVto0qRJra//97//zXnnnce6desAGDRoUGXPYkVFBV988QXvv/8+kyZNYu3atVXeY8OGDWRnZzNgwAAOP/xwCgoKaN68OUuXLmXevHmMGTOG0tJSRo0aRZs2bRgxYkRK69i6+NTgwYMB6NWrF7fffvsObRx44IHbvX7uuec499xzKS8vJzMzk1NPPZUBAwaQn59PSUkJ06ZNY+zYsZSUlDB48GAmTZrEiSeeWOP388ILL2TmzJkcfPDBDBkyhIKCAoqLi5kzZ06N10mSJEm7pboEW9sHsBcwDZgPzAN+XMU5AXA/8DEwBzhsZ/e1R7Vx96iWlZWFrVq1qrz2vffeq/beVfWo3nXXXZXHf/vb31bbTkVFRfjqq69WeWzy5Mnh+vXrq712xYoVlb2MGRkZ4YIFC+qkjpre59d99tlnYW5ubgiEnTp1Ct96660qz3vrrbfC1q1bh0DYpUuXcPPmzTucs22PKhAOHz48LC8v32kNcbJHVZIkqeGghh7VVMxRLQOuDcOwJ3AUcGUQBAd87ZxTgB5fPi4FHkpBu0pjmZmZdOnSpfL1zuZTft3HH39c+fySSy6p9rwgCDjuuOOqPDZgwABatGhR7bXt2rVj1KhRAFRUVDBmzJg6qWNX3HXXXRQXFwPwzDPP0KdPnyrP69OnD/feey8AS5Ys4Zlnnqnxvocffjj33HMPGRlOa5ckSVLd+8b/6wzDcGkYhu9++byEqGe189dOOwN4/Mvg/CbQJgiCPb5p20pvbdu2rXy+cuXKXbq2ZcuWlc/nzZuXspq+rnv37uTn5wMwa9as2OqAaHTE1rB8xBFH7DT4nnvuuWRlRaP/X3755RrPvfLKKw2pkiRJqjcpnaMaBEEBcCjw9f+xdwYWb/N6yZdfW5rK9pVett2WZtvVb2tj4MCB3HfffQCcddZZ3HDDDZx99tnb9dLWRnFxMWPGjGH8+PHMnTuXFStWUFpaWuW5S5YsqbM6amPevHmsWrUKgLy8PMaNG7fTa7Kzs1mzZg3z58+v8bxU9PZKkiRJtZWyoBoEQTbwHDA8DMPirx+u4pKwintcSjQ0mL333jtVpamBWrNmTeXzvLy8Xbr2lFNO4fzzz+eJJ56gqKiIa665hmuuuYYePXpwzDHHcPzxx3PqqafSsWPHau8xbdo0zj//fJYtW1arNrcOuU11HbX16aefVj6fOHEiEydOrPW1q1evrvF4585fHyQhSZIk1Z2UBNUgCJoQhdQxYRg+X8UpS4gWXdqqC/D5108Kw3AkMBKgd+/eOwRZNR7l5eXb9VB26NBhl+8xevRoTjzxRO67777KYbeFhYUUFhYyatQoMjMzOeecc7jnnnvYY4/tR6IXFhYyaNAgNmzYAMB+++3HKaecQo8ePcjLy6N58+aV51566aUUFRVRXl6e8jp2RXWrF9fG5s2bazxe01xdSZIkKdW+cVANojGZfwLmh2F4bzWnvQj8KAiCp4AjgbVhGDrsV9WaO3cu69evB6BVq1YccMDX1+fauSAIGDZsGMOGDWPBggXMnDmT119/nalTp1JYWEh5eTlPPvkkM2fO5O2336ZTp06V1955552VIfWXv/wlv/rVr6odflzTIknftI5dkZ2dXfn8lltu4eabb96t+0iSJElxS8XqKH2Bi4ATgyB478vHd4MguCwIgsu+PGc8sIBoe5pHgCtS0K7S2BNPPFH5/JhjjtmlPVSr0r17d77//e/z8MMP89FHH/HOO+9w6KGHArB48WLuuuuu7c6fPHkyAB07duS2226rNqSWlJRUzgutizp2xbbDc+t64SZJkiSpLn3jHtUwDGdS9RzUbc8JgSu/aVtqHJYuXcojjzxS+XrYsGEpb+Owww7jL3/5CwceeCAAM2fO3O748uXLAejWrVuNq91Onjx5u0WfUl0HRD2yW/eTqsmhhx5Kbm4uxcXFvPzyy5SWltKqVavdrk2SJEmKi/tNKFFKSko455xzKhdS6tmzJ2effXadtFVQUFD5vKysbLtjW7eVWbBgQbUBsby8nDvuuKNO64CvhvRWt9rwVpmZmVxwwQVANF81FbVJkiRJcTCoKhHCMGTChAn07t27slcxNzeXZ555Zrf277ztttuYNGlSjb2dDz74YOXzgw8+eLtjffr0AaCoqIgRI0bscO2WLVu45JJLmD17dp3WAVGvLsC//vWvynmz1fnFL35BmzZtgGie7d13311j20VFRdx+++3MmTOnxvtKkiRJ9Sml+6hKNdl2X88wDCvnd7733nu8+uqrLFy4sPJ4ly5dePLJJ+nVq9dutTV16lRuvvlm8vPzOfnkkznkkEPIz8+noqKCzz//nBdffJEZM2YA0KxZM6655prtrr/qqquYNGkSANdccw3Tp0/n5JNPpl27dhQWFvL4449TWFjICSecQGFhYZV7qKaiDoABAwYwZ84cSktLOe2007j44otp37595bzZI444onL7ni5duvDUU09x+umns3nzZq677jpGjhzJ9773PXr27EnLli0pLi6msLCQN998kxkzZlBeXk7//v136/ssSZIk1Ymtc9+S9jj88MPD3fXBBx/s0vnQ+B71hWi/3Fo/2rRpE1599dXh6tWra33vfv367XDshBNOqFV77du3D1966aUq73/DDTfUeG3fvn3DL774IuzatWsIhF27dq2TOpYsWRJ26NCh2munTZu2wzVvvPFG2L1791q1nZ2dHc6ZM2eHe/Tr16/ynIZiV3/2JUmSFB9gdlhNHrRHVbFo0qQJubm55ObmUlBQwGGHHcaRRx7JqaeempI9O//+978zY8YMpkyZwhtvvMHHH3/MypUrCYKAvLw8evXqxSmnnMKwYcMqh8p+3R133MHxxx/PAw88wKxZs1i7di3t27enZ8+eDBkyhKFDh5KVVfOPUCrq6Ny5M++++y533303U6ZM4dNPP6W0tLTGxZWOOuooPvzwQ8aOHcuLL77I22+/TVFRERs3biQ3N5fu3btz6KGHctJJJzFo0CAXXZIkSVKiBDX9ZzdOvXv3Dnc2/6868+fPp2fPnrU+Pz8fvlzktVHo1AmWLYu7Cin1dvVnX5IkSfEJguCdMAx7V3XMHlUMbZIkSZKUJK76K0mSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClR0jaohmEYdwmS6pE/85IkSekjLYNqRkYGFRUVcZchqR5VVFSQkZGWf6VJkiQ1Omn5v7oWLVpQWloadxmS6lFpaSktWrSIuwxJkiSlQFoG1ZycHEpKSuIuQ1I9KikpIScnJ+4yJEmSlAJpGVRzc3NZv349q1evjrsUSfVg9erVrF+/ntzc3LhLkSRJUgpkxV1AXcjMzKRr164sWrSI9evXk5OTQ6tWrcjIyCAIgrjLk/QNhWFIRUUFpaWllJSUsH79erp27UpmZmbcpUmSJCkF0jKoAjRt2pTu3btTXFzMmjVrWLp0qQssSWkkIyODFi1akJOTQ35+viFVkiQpjaRtUIWoZ7Vt27a0bds27lIkSZIkSbWUlnNUJUmSJEkNl0FVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqIYVCVJkiRJiWJQlSRJkiQlikFVkiRJkpQoBlVJkiRJUqKkJKgGQfDnIAi+CILgn9Uc7x8EwdogCN778nFTKtqVJEmSJKWfrBTd5zHgAeDxGs6ZEYbhqSlqT5IkSZKUplLSoxqG4avAqlTcS5IkSZLUuNXnHNWjgyB4PwiCCUEQ9KrHdiVJkiRJDUiqhv7uzLtA1zAM1wVB8F1gHNDj6ycFQXApcCnA3nvvXU+lSZIkSZKSpF56VMMwLA7DcN2Xz8cDTYIgaF/FeSPDMOwdhmHvDh061EdpkiRJkqSEqZegGgRBfhAEwZfPj/iy3ZX10bYkSZIkqWFJydDfIAieBPoD7YMgWALcDDQBCMPwYeA/gcuDICgDNgDnhWEYpqJtSZIkSVJ6SUlQDcNwyE6OP0C0fY0kSZIkSTWqz1V/JUmSJEnaKYOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJKnhCcO4K5BUhwyqkiRJaji2FMOrZ8Hf9oH3fgFhRdwVSaoDBlVJksTfQbkAACAASURBVCQ1HJ89C6vehSa58NkzsGZu3BVJqgMGVUmSJDUcWdkQBFC+KXqd2SLeeiTViay4C5AkSZJqba/BsPYDWDkLul0EufvGXZGkOmBQlSRJUsOR0QS+fUvcVURWz4FJx0H5Ruj5Uzjk13FXJKUNh/5KkiRJu2NSXygrhnAzfHAHbFoXd0VS2jCoSpIkSbujbOP2r7esiKcOKQ0ZVCVJkqTdse8VXz1vtgdkF8RWipRunKMqSZIk7Y7ev4cDboANn0O7w+KuRkorBlVJkiRpd7XMjx6SUsqhv5IkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSdrOnDlw+eXwm9/Axo1xVyOpMcqKuwBJkiQlx8aNcNFFsG4dlJdDZiZcd13cVUlqbOxRlSRJUqX166OQ2ro1ZGTAZ5/FXZGkxsigKkmSpEp5efCDH8DatVFYvfzyuCuS1BgFYRjGXUOVevfuHc6ePTvuMiRJkhqlNWugZUto2jTuSiSlqyAI3gnDsHdVx5yjKkmSpB20aRN3BZIaM4f+SpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZIkSUoUg6okSZIkKVEMqpIkSZKkRDGoSpIkSZISxaAqSZKktLVqFaxcGXcVknaVQVWSJElp6dln4cgj4aij4Ikn4q5G0q4wqEqSJCkt3XsvNG0KzZtHzyU1HAZVSZIkpaVvfQtKS6GkJHouqeHIirsASZIkqS7cfz888ACEIVx5ZdzVSNoVBlVJkiSlpbZt4b//O+4qJO0Oh/5KkiRJkhLFoCpJkiRJShSDqiRJkiQpUQyqkiRJkqREMahKkiRJkhLFoCpJkiRJShSDqiRJkiQpUQyqkiRJkqREMahKkiRJkhLFoCpJkiRJShSDqiRJkiQpUQyqkiRJkqREMahKkiRJkhLFoCpJkiRJShSDqiRJkiQpUQyqkiRJkqREMahKkiRJkhLFoCpJkiRJShSDqiRJkiQpUQyqkiRJkqREMahKkiRJkhLFoCpJkiRJShSDqiRJkiQpUQyqkiRJkqREMahKkiRJkhLFoCpJkiRJSpSUBNUgCP4cBMEXQRD8s5rjQRAE9wdB8HEQBHOCIDgsFe1KkiSls4oKmDgRXngBNm+OuxpJqj+p6lF9DPhODcdPAXp8+bgUeChF7UqSJKWtO+6AK6+En/wErrgi7mokqf6kJKiGYfgqsKqGU84AHg8jbwJtgiDYIxVtS5IkpaspU6B5c8jNhZkz465GkupPfc1R7Qws3ub1ki+/JkmSpGoMHgybNsG6dTBoUNzVSFL9yaqndoIqvhbucFIQXEo0NJi99967rmuSJElKtKuugqOOgo0b4dhj465GkupPffWoLgH22uZ1F+Dzr58UhuHIMAx7h2HYu0OHDvVUmiRJDccHH0S9bEOGwKJFcVejuhYEcMQRcPzxkOFeDZIakfr6K+9F4Ptfrv57FLA2DMOl9dS2JElp47LLYO5cmDULrr027mokSaobKRn6GwTBk0B/oH0QBEuAm4EmAGEYPgyMB74LfAysB36QinYlSWpsSkuhaVMoK4vmLUqSlI5SElTDMByyk+MhcGUq2pIkqTG7+24YPhxatYq2LpEkKR3V12JKkiQpBU44Ad5/P+4qJEmqW07LlyRJkiQlikFVkiRJkpQoBlVJktLEm29C375w4onRNjaSJDVUBlVJktLE1VfDypXw2Wdw/fVxVyNJ0u4zqEqSlCYyM6GiAsIQslwuUZLUgBlUJUlqiL6YCZ88CuuXVH7pD3+AvfaC/feH3/0uxtokSfqG/LxVkqSGZtlkeOsyqCiDjx6Ak6ZBk1wOOwymTIm7OEmSvjl7VCVJamhWvg1hGTRvD2XroHRx3BVJjVdFGXzwO3jtAljqJ0VSqhhUJUlqaPb4DmS2gC3F0KoAcvaJuyIlSVgBy6bC8mnRc9WtRU9C4UOw6m2YfQWs/zzuiqS04NBfSVIsPvoIli2DI46A5s3jrqaByTsUTngZShdB3mGQ2az6czevhrd+CGs/gH0uh/2urL86FY85/w2LxkbPCy6Ab98abz3pbmMREEJWNmwpiT5AYs+4q5IaPHtUJUn1bvJkOPVUGDYMLrggWqlWu6jVXtDxWMhqWfN5nzwKK96CIBM+vA9KP6uf+hSfzydGfy4yW8Ln4+OuJv0VnA8tu0YfCnU5HXL3jbsiKS3YoypJqnfjxkXhtHVreP99+OILyM+Pu6o0ldE0+rWiDAgg8J/+tJd/Eix+Lnre5fR4a2kMWuRHC5qVb9z5B0eSas1/rSRJ9a5vX5g4EVatgq5doV27uCtKY9/6ARTPhzX/hH2vgJYOSUx7B98B+QOi5/knxVtLYxFkGFKlFDOoSpLq3XnnRT2on38O3/kONGkSd0VpLKsV9PlD3FWoPmVkwh7/EXcVkvSNGFQlSfUuCOCEE+KuQpIkJZWLKUmSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqS1BgUfwjzfgOLx0EYxl1NgxVWhIQVfv+29fzzcMgh8B//AZ99Fnc1ktKFQVWSpHS3eTXMOBsKH4Z/XAtLxsVdUYM09dl3OajbxxzyrY94Y/zcuMtJhI0b4Wc/g/JyKCyE3/wm7ookpQuDqiRJ6W7DMijfAM3aQVgOa+fHXVGD9PNfNqMiDNi0JYtf/qIs7nISISMDMjOh7MtvR7Nm8dYjKX0YVCVJSnc5PaDtIbClBLJyYK8z466oQWqdvZFNm5uwuawJrXM2xV1OIjRtCg89BHvuCcceCzfcEHdFkeJiWLrUUe5SQ5YVdwGSJKmOZWRB3yegpBCa50OzvLgrapAe/N923HTdErKyQm6/ryDuchLjhBOiR1K8+Sb813/B5s0wdCjceGPcFUnaHUGY0I+aevfuHc6ePTvuMiRJktSAXHRRFFZzcmDNGpg3D1q0iLsqSVUJguCdMAx7V3XMob+SJElKGz16RHNmV6+Gjh2dNys1VA79lSRJUtq4/nrIzYXly+GSS6IFnyQ1PAZVSZIkpY3mzWH48LirkPRN+RmTJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJEmSpEQxqEqSJEmSEsWgKkmSJElKFIOqJEmSJClRDKqSJKlR27ABKirirkKStC2DqiRJapTCEG6/HXr1gr594dNP465IkrSVQVWSpLhtWgn/uB5mXwWln8VdTaOxdCk89hi0bg3LlsEjj8RdkSRpq6y4C5AkqdH7x3WwbCoEAaydDwMmx11Ro5CdDU2bQmlp9LpDh9S38cor8NZbMHAgHHJI6u8vSenKoCpJUtzWL4Gs5hA0hY3L466m0cjNhf/9X/jDH2DffeGyy1J7/1mzYNgwKCuDP/8ZJk6Erl1T24YkpSuDqiRJcev1S3jrMqjYAAf/Ku5qGpVjjokedeGjj6C8HNq3h+JiWLjQoCpJtWVQlSQpbp36wXffg7AcslrGXY1S5MQTYcQIKCmBzp3h8MPjrkiSGg6DqiRJSZDZLO4KlGKdO8O0adFqwvvsAy39DEKSas2gKkmSVEdyc+Hb3467CklqeNyeRpIkSZKUKAZVSZJqKQxh8+a4q5AkKf0ZVCVJqoXPPoPjjoP994c77ohCqyRJqhsGVUmSauGRR2DJEmjdOtoTc+nSuCuSJCl9GVQlSaqFdu0gCKC0FJo0cQVXSZLqkkFVktSoFRXB4MFw4IHwpz9Vf94PfwgXXQSHHQYjR0KbNvVXY7opLobLL4eTToK//z3uaiRJSWRQlSQ1ag89BP/4B2RkwG9+A8uXV31eixZw223w1FPRXFXV3mefwQMPwPjx0dzeBx+ECRPg88/hmmtg1aq6a7usDG64AY48En79a6ioqLu2JEmp4z6qkqRGrXnz6Neysmhob2ZmvPWkm/Xr4ayzop7rzMzow4CNG6PvdZMm0SrKZWV11/7LL8PTT0dDtR99FPr3h7596669hqikBO6/P/r1yithr73irkiSDKqSpEbussvg44/ho49g+HBo3z7uitLLF1/A2rXR93X1anj3XfjJT2D2bFiwAK67Djp2rLv2t/agBsH2r/WVG2+EF16IvkdvvQVTp8ZdkSQZVCVJjVxubjTnVHVjr72ieb3/+EfUe/2f/wmdOtXf3NSTT4Yzz4Rp0+D88xtgb+qKt6CkEDqdAC33rJMmFiyIfm+aN4fFi6Ph2VuDvSTFxaAqSZLqTGYm/OUv8M9/wh57RI/61KQJ3HNP/baZMstfgVn/D8JyaJoHJ02FJrkpb+YnP4ErroB16+Daaw2pkpLBoCpJkupU06ZRr6p20YpZEG6BZu1hSwms+xTafjvlzZx4YjTkd8uWaBsmSUoCV/2VJElKoj1OgowWsKUYWuwJOT3qrKncXEOqpGSxR1WSpK9bOAY++RN0OhEOujHuatRY5R0GJ4yHdQuhXR/IahF3RZJUbwyqkiRtq+gNmPVf0bzAohnQtDXsd1XcVWkXhSEUFkb73zbo7Vayu0UPSWpkHPorSdK21rz35bKnTYEQVr0bd0XaDb/+NQwaBAMGwLhxqb//4sVwxhlwzDEweXLq7y9JjZ1BVZKkbe11NjRpDWEZZDSDfa+ok2YWL4b334fy8jq5faMWhvDoo5CdHa06/Mc/pr6NX/0K5syBNWvgqqugrCz1bUhSY+bQX0mSttW8PZy+EIpehbaH1MnelVOnwuWXQ0VFtOLqww+7JUgqBQEccADMnRu9dsVhSWp4DKqSJH2pogKWLIF27bJp1fm7ddbO6NFRW7m5MGkSrF0LbdrUWXON0qhR0fc5OxsuuCD19//v/4bly6GoCG67DbJq+B/VwoXRfNnevSEvL/W1SFI6MqhKkkQUHC+9FF55JQo3Y8fCvvvWTVu9e8P06bBiBey9N+Tk1E07jVleHlx9dd3df6+94IUXdn7e3LlwzjnREO927eCll6IPKCRJNXOOqiRJwCefRCE1Nzead/jUU3XX1mWXwd13w89+Bs8+G82jVHp67TVYvz76c7VqFfzrX3FXJEkNgz2qkqS0VlQE69ZBQUHN80Dbt4dmzWD16ui8ffapu5oyMuCss+ru/kqOww//6s9Vbm7d/rmSpHRiUJUkxeqjj+B//zcaSvnDH0LTpqm795QpcMUV0bDeCy6AW26p/ty2beGJJ2DMmGghnvPOS10dSbd0Kfz+99E8y5/8JBqimm6mTIHbb4c994T77oOOHeun3T59ol7zDz6A445zjqok1VYQhmHcNVSpd+/e4ezZs+MuQ5JUhzZtgqOPjobahmE0p/AnP0nd/c8+O9pCpFWrqEfrww9TG4Qbgn//Gx54IJp3e9VVVc+PPO00+Oc/o9+Dfv2ihYhSacsWmDUrWjRq5Eg49VS45JLUtlGTTZvg4IOjnvKNG2HwYLj33vprX5JUtSAI3gnDsHdVx+xRlSTFprT0qxVv166Fjz9O7f0PPBDefjsKKl27QpMmqb1/QzB0aPR9DUNYtgz+5392PGfx4ijIlpfDp5+mtv0wjELp9OmwaFH0tRdfhBkz4PHHU9tWTTVUVHz1IcWWLfXTblop3wzv/Bi+eBU6nwqH3AmBS51Iqjv+DSNJik1eXtTrWVwMLVumvpfthhuix6WXwpNPNs69ShctinpRmzeHBQuqPudnP4MNG6Kgev31qW2/tBRefTWaJ7ytZ59NbTs1ad4cfve76IOKnj1T/x53y4pZsGAUlC6Ku5LaWToRlr4MGU1g8XNQNDPuiiSlOYf+SpJitbWnLzc3GqK7M2Vl0a817Vu5O7ZsSc8e14cfjlYYzsyEBx+EAQOqPm/t2miRp1RvlVNRAYMGwbvvwhdffPX1gw6KhmU3SkWvwRtDIdwCTdrAgKnQLOGTVz+fALN/BJktoHwjHP0X6HB03FVJauBqGvprj6okKVZBAHvsUbuQOnFiNJz3oINg2rTUtF9cDKefDj16wJVXRr2K6eSyy6L5oW+/XX1IBWjdum72c83IiLb6ue++aEGrNm3gqKMacUgFWPUPqNgMzdpD+QYoXRh3RTuX/x9QcBE0zYMel0P7o+KuSFKas0dVktRgHHFENJS0ogI6dIiGlH5To0fDjTdGK90WF0evjzzym99XqtaaeTDzbAjLocUe0H88ZLWMuypJqncupiRJSgvt20f7okLqthdp3ToaFlta+tXrXVVcHA1hru21hYXRNjhHHw0nn7zr7c2fH/VE779/tIrtXXdF97zyyqpD9saN0TxNJUSbXnDiy7BuAbQ91JAqSVUwqEqSGoyHH472wszIgJtuSs09Bw2KQt7MmTBkSBT+dsULL8B110VB9Y47osWharJkCRx6KGzeHL1+9NFoSOzOLFwI//mf0fVZWdHiUz/+cTRn989/jr42eza8+eZXW9BMnQonnRTVlpMDq1alfm6vdlPLLtFDklQlh/5KkvQNHHNMtBBREES9ljv7p2v0aPiv/4oWbtq0KdrT85lndt5O27bRfrNbdegAe+8dBdGxY6PjxcXRti977BGds/fe0dYzW/3iF/DrX+/6e1QjsmkV/PvFaP7snt91CxpJdcrFlCRJqiPdukXDhktLo71aa/Luu/DYY9Ec202bop7hU0+tXTvFxdu/LiqKwvGll0bDoD/7DFavjl6vXx+dk529/TV77VW7turbd74Dhxzy1fBrxSSsgJnnwNxbYPaPofCPcVckqREzqEqS6lVFRbR40UEHRXMqtw6Bbah+/3u48EI47zx46KHqzwtDGDYsCpSdOsEBB0Q9qRdfXLt2jjlm+9etW0c9p927R+G3uDh6TJwIP/pRdM7UqdF5QRCttHvZZbv1FutURga89BK8//6OwVr1rGxdNG+2aTvIyIQVb8RdkaRGzKAqSapXb7wRbVeSkQETJsD48V8e+Pd4eO0C+Nf9Uc9OA9G+fTRv9s6bv6Djv2+Af/wcNn6xw3lhGC1q1LQptGgRBdUzzqh9OzNmRHN0DzooCqgdOkS9pwBLl0a/ZmVF7SxZEr3Oz4+GC1dURN93ALaUwGfPwLKp0clfU1EBK1ZEv9aHhM5AapyycqDTibClGEKg63lxVySpEXNJBUlSvcrKinr4ysujX7OygHUL4d3hQBD14rTaC/YaHHepu+btH8Gqt4Ag6pU67untDmdkRKvz/vznUY/q7iwG9cMfRuF0/vxocaStQ3n794dvfzvqlWzRAm69tZobhCG8fgGs+Wf0zT/g57DPJZWH16+PeobnzYP99ovmvtbF3qpKqCCAIx6GVe9Cs3aQ8624K5LUiNmjKkmqV0ccEQWuNm2iVXZPOQXYvDoKUVnZUW/qpqK4y9x16z+DrFbRY/2iKk859VT45z/htdeiHtXdEQTRtdvON83IiBZxWrgQVq6Mtr2pUvkGWDMXmraFIAuWT93u8PTp8MEH0e/Nhx/CtGm7V+OuGDfuq+dXX1337WknMrKg/RGGVEmxs0dVklSvggB++tPoUantIZA/EJZOgJx9YK/vxVbfbjvg5/DedV8+v73yy+vXR/Nw27Sp+xK67Gy3k8wW0KEvrJj15QXb91rn50e/P8XFUfjNz6+bOrd1xhkO/5Uk7cjtaSQpiVa/B8UfQcfjoMUecVdTf8rWR2EqCGp3/oalUFYK2d+q/TW1sGJFtI1LSQnccAN8q4bOpfXro/mc2dlE8z8BmkTjZWfNirai2bQp6i3c2mP4xZdTWDt2TFnJtVe+GVa8Bk3zoO3BOxweNy6aN9yrF5x1VnJXCpYkNXxuTyNJDUnR6zDjHHj/Bph+GmxeG3dF9SerZe0D5+cTYXI/mPYdmLv9pMwwjIawLqp6BO5O/fznUWCbOhV+8IMdj3/6KVxzDVx0UbS40aGHwnPPEQXUJl9N6rzvPtiyJZrn+fvfR8+fegr69o0eo0fvXn3fSGZT6HRClSEV4Mwzo/1XH3gABgyAv/61hnttXgNvXgJ/7wVTT4l+TyRJSgGDqiQlzcq3oGJTNI+wrATWfRJ3Rcn08UggA5rkwsJRUFFeeejmm6MhpSedVH3QKi6GkSNhzJgdt8hZujRanTc7O9qv9Osuuii67zPPRKvqNmsGd9yx43kFBdG91/5/9s47PIqq/+JntmXTe0IChNB7CU1EKYLwE8WGDSz0qogUGy/YRXhFBQQVEEReUVFQURBUijRB6SC9JgRCes8m2XZ/fxyGySabAoR+P8+zT8juzJ07dya6Z863ZLFKr8EATJ/O7c1m/rs8Vq8GWrUC7r0XOHECSEwsf5/LQQhgwQKeu17PNSqVIx8DZ5cDOUeBpLXAjueA7COXN4GCVGD7c8Dm3kDGvgrtEh8PDB7MhwqxsZd3eIlEIpFcH0ihKpFIJNcbYR0Z/mrLBjxCAd9613pGV439+1lw6MEHgaNHy9k4sDkFvTWdea06PQCG4S5aRKFlMADz57vffeBAisuJE0tWyZ04kfvm5wNvvun6mdNJIevvTzGbnw/k5bnPD504kb1Te/bknBQFqFMHSEhgP9WoqLJP0Wqlw7l3L/ujNm0K3HknndorhVqsKSOD7XRiYsrY2JEPCAcAhTsKARQkXd4E/n0DSFgJpO8E/h5QoQTWUaOAtWtZDGrEiMs7vEQikUiuD2QxJYlEIrneCGoJdP6VTmpwW8Doc61ndNEIwRzPH35giOtHH1HUlcfIkewB6nQytHbFijI2bjQe8KzK8NNafS+8rdMxv/Lff6mdWrVyv/u+fUBgIPNHt293/ez22ykOHQ66n0XR6VgI6oMPWGyodWv+dCkOdR4fH+C111zfMxrpsALA5s08V10pj42zsylWjUbOUw0jnjkTeOGF0ve7XBYu1MT+U0+VsWG954H0HUDKVoZtB7cBgtuV2Cw9nWHYDRvSSS6TwjRA0QOG8w9rIACUHQ6elsY1zc2lw52VxQcJEolEIrlxkUJVIpFIrkd8a9/Q7SG2b6fY8fRkYZ677gIeqUAhX6uVTqbTWTIctwR6E1BnsNuPFi5kLqivL/DEE+53f+opLUe0f/+SnxsUKwx7XwCSNwCR9wIx7wMKleHw4ew3ajIBXl7ln1dRNm5kSK3BQNcyIaH0ar0hIcwTXbuWotvfn0KsRo0rJ1IBICiogq1ivCKBLqsZdm3NADyCLqyRyvHjvPb5+UCtWgyZ9vQsY8zG/6GTassGmr1bYjx3PPMMH3LodHyw8MMPdMwlEolEcuMihapEIpFIKh01ClSN2qyoqProIzqFej3w/vulb5eRmI4DX42Gn+4E8qqPxe2Pu6rgoCDg2WfLPtbrr1NAeXqWUtX33G/AuT9YHOnMMqDq/UB4pwsfX2q7mQceYKEimw0IDwciI8ve/rff2NPU0xP4/nsK1eHDL+3YVwydHjCHXPjV4QCWL2dF5KQkzjk0lH1eDxygC10qgc2Ae3YAEBUSqQDQqRPDqA0GOs+V3QooM5MPCyIjy+hRK5FIJJJKRQpViUQikVQ6rVsDQ4fS2erenTmapfHnn8A77wAREcy9/Oef8sffs+QT1PHchAKHF/ySXkVG4l0IrBJ0UXNUFKBJkzI20JkYcSrs5383XtT4pTFtGtcnNpb5lBUR8fXr82fR8OLUVBZaiopiePX1xKRJLMhktbKglMHAolS+vuXn5QI4X/m54u2G6tVjvvGiRRSSDz54qTMvid3OBxqxsZzW1KnAww+Xu5tEIpFILhMpVCUSiURS6SgK8PLLfJWF1ao5nydPUuDMmFGRIzgBRUAIqjyn03lZ83VLRHegZl8gcR1Q7QEgpPKstNLyPnNzuSZB5WjuwkIWWUpIoND98MMKirO8OFblDWrNMN0rxKZNzK/NzaVAfeMNhkjfc8+V6x372GN8VTYpKcyvDQhg7uvatVKoSiQSydVAVv2VSCQSyTVDCIaJ6vUUt4WFFduv2SPPIT6vLRzChLNBbyI4MqT8ncrg1CmG044dS6cSAMNOm76Bg1U3YNAH4/DKq8qFIkgVwWKp+PkAwF9/AW3b8jVzZtnbJiYypNZsZmuW/v2Zk1smWYeAP3sAO0YC6++9ov15H3uMQhVgQaadO4ExY1hM6UYjLAxo0IDnoyhsEySRSCSSK48iKlD2/VrQunVrsWPHjms9DYlEIpFcYZYtY3uY8HD27KxQaGgRMjOBjz9msZ7nny8/59MdXbowtNPpZOGnBQv4vtNJ4ZiRQUHdqxfzaMvjm2/oIhoMwJw5QMeOpW+7fj1F3OnTDI0NCAByctieR6933dZiAcaPB/bsoXA6fpwtZKpUYcscvZ5FnhYudHOg4/OA/e8A5lDAlgO0WwCEtq/Q+pw4wSrIrVtX7PoIAbRvzzX18GCP04kTK3So6xKLhRWaIyLYIkgikUgklYOiKDuFEG4rF0ihKpFIJJKrSkKClrtYGQwZwlxNRaFjt3LlxY8RHc3wToBC9+xZ/ttup5vm48Neqa1bA99+FEMcnwAAIABJREFUW/54jRtTNFqtQM2awKpVpW8bE0Pn9dw5TXRWrcrwWaVYmuZnn7HIlKcnx65dm71nMzIo1D08KKh37gSaNSt2oPRdwF+9WaHX6At0WeNSAKk0jh8H7r+fxZ88PVncqWrV8tcgNZVrFRjIysvGMlJ8HQ6GfoeHA35+5Y8tkUgkkpuDsoSqDP2VSCQSyVXjp5+Azp2Bbt1YVKgyOHWKAsrXl67kpZCYqP07IUEL/zUY6GDm5vIY5eXcqlSpwn0KCsoXdWYzRaCfH4Vax44sClRcpAIUtEJQ9CkKMHkyc1X9/ZmrKgTfL977FQD78965FGg+Cei0vEIiFQB27eL8AgJ4/H37KrQbQkLocD/9dNki1W5nzu699/Lcjx+v2PgSiUQiubmRQlUikUgkLmzdSnEVGMiw1crk008p/ry9K2/sF19kiK7FArz0kutnO3cCf/xRfq5o8VpMmZnavwcNomu5axfdz4owfz6F1+OPu2+z43QCx44Byclch7p1tTlu2QIcPux+3H796OrabMBzzwEtWwKffMK+tfXrs2DRiy9qVYJLENgMiO4NeFev2ImAxzObGWrs5QU0b17hXSvE4cNcWz8/rvtPP1Xu+BKJRCK5MZGhvxKJRHILMn06q5f26wc8+qjrZ3XqMLdQp+PLYql4H1R3CMGWHkuWMMQzPZ2uX/PmzE+tDLKzOXZgoPaemicqBNCmDX9351ICrDas5lDWrcv80CvJmDHAihUMD543D6hRg3myqlhr145CtF27y1v7yuL0aTqpLVteWg5wWaSlsQ9qXp5Wwfihhyr3GBKJRCK5PpE5qhKJRCK5wNy5FEFCUCht3Ajcdpv2eXQ0czRVgZSXRxf0Utm5kzmKnp4sEtStG/M++/cHgoMv50zKpk8fOnU+PhTHBw7QESwNu50vs/nKzQmgqI6JYbhuTg5w5510Ve+5h4IwMxMwmeg6P/ywe0e2Ivz+O6vvFhSwovHHH1fueQBARlImNv16BDXqBqB5B1cb1+FgjurZs8CTTwLVyzBx//2XPXebNGHP0tIeKEgkEonk5kLmqEokEonkAtu2UaR6ePDn9u2un8+fz3xPg4HVeC9HpAJa3qSiUPz+3/8B48ZdWZEKAN27UyxlZlIYenpq8zlyhJVsi2IwXHmRClCAhodTPNvtLHpkMgE//kjnOTqazrDNBvzvf9zmYvnkE6BnTwphnQ6YPZs5s25xFAJHPwP2vwdYEip8jEJLIR7uHouxE8Lx6BMeWPv9LpfPP/0UeO01FoB67LGyz6NpU+DNN+nu3zIi9To1CiQSieR64TK/fkgkEonkRmPIEODrrymEfHyYR1mUrl0poiqLVq2AAQPomN13H/DAA5U3dln0788w5vR0uriqAJo+nSIKYKGkgQOvznxU9Hrg++9ZMCkykm4jQOczKQmoVw9YvpzCUlEY/nsxAUYZGWyhYzBQHNpsLGZU6gOH/e8CsYsonBJXA13XVUgtnjmWiHOp/gjwtSA92wfr/shC1yL30r59PKafH5CSQic5KKji53HTkp8EbO0L5B4H6gwDGlWwQlcZbNvGB04dOrip9iyRSCQ3KNJRlUgkkluM225jAZtFi1hhNSzsyh5PUYD//IchwDNn0j28ksyfT3HcujWr9G7f7nrMBQsYAuzhAXzxReUff/16HrtjR4Ybu6NaNeDVV4G+fSnmrFaGvE6ezGJWNhvfN5nYv/RiMJl4blWqcAwvLzqspbrFWQcAnQnwCALyYgHhqNBxqtWtgsiQTGTlesGgc6JLd3+XzwcMoCjPzmZhqaL5w7c0J+YDOUcAox9wfC6Qd4mlqs+zbx8rK7//Ph86nTxZSfOUSCSSa4wUqhKJRHILUqMGv9ReLYcrNZVVbotX161szpwBpkyhONq3j61rvvnGtbdqixZAVhYdy5Ytyx4vKQn4+2+G0Bbl2DGG6Pr4AGPHun42ZgwLUCUkABMmVGzeGRk8VkgI+6E6nXRDHY6K9Swtirc38PnnPLcXXmB/1kGDytih7gj+tOUAtQYAuooFW3l4eeCn1bXw0aRkLP3eiq6Puy5m+/bMf16xApgx4xYK6S0P4/lGsY58QNEB+suLNz98mPdJaKhWTVoikUhuBiol9FdRlHsAzACgBzBPCDGl2Of9AUwFcL6FOmYJIeZVxrElEolEcn2zdSvDa+12hv5Om3blRIs6riqI9Xr+LJof+cknLPJjMLDgUmksWUJX0GpliO6GDRT4ADB0KEWxXk+X+LnngNq1+ZnRyAJUTmfF3ePQUIb4rllDwarSogWwalXp++XnM481N9e1ONUdd/BVISK6Ad02AXYL4F2jgjuRgDB/3D+gbamfh4Vdecf+hqP2IMASTye77rOA+fIW6M472eM2J4fXv02bSpqnRCKRXGMuu+qvoih6AEcBdANwBsB2AH2EEAeLbNMfQGshxMiKjiur/kokEsnNwZAhDIf19WVho507r2wY6FdfUYwWFLA3aceOrHjr4XFx4zRvDhw6RDHqcNAVHHHefOzUCfjrL37mdNLVUoXq7t0Mdfb2Bj74gM5rRbDZ2BonLk57LyiI7VtK46WXKKgBFiRavvzizvFm4MQJtviJiACGDbv463wzkJFBJ7VBA+YESyQSyY1CWVV/K8NRbQvguBDi5PmDLQbwIICDZe4lkUgkkhuS/HyGk1avTvewPJo2pVOYns68SV/fKzu/Z57h63KpXx84eJAC0sODhZlU5s5lgaa0NGDwYE2kAqwwXNwF3beP4ci33665vMUxGln19sMPXcdyOhk+GxfHdjXVqrmO6+VF5/bw4cs/59JISqJrfOYMc2uvlz6ndjvQuzevgxAMuX711Ws9q6tPYCDQtnRjWyKRSG5IKkOoVgUQX+T3MwBuc7PdI4qidATd1zFCiHg320gkEonkOiYpiSIlLY3VaZcs0dq+lMazz7JnaEIC8NRTl9/u5moxezZDKQ8dYo7n3Xdrn9Wvz56nFeGrr4C33+a/u3XTKg6744MP6Iz98QfDftesARYuZJsgh4MFsDZu1FzDESNYMMpmo3N9pfjwQzrhXl50ce++m/M5d44ivSIPLFTUdkWVgcXCezEggA8CZH7mjUdyMjBqFP+eXnkFePDBaz0jiURyvVAZxZTc/e+meDzxcgDRQohmANYAWOh2IEUZqijKDkVRdqSkpFTC1CQSiURSmfzxB5CYSFf06NGSPVjdYTAA/fqxFUxUVOXNJS2N4qQs7HZg4kSgc2f281T7xg4bxjY1Nlvp+wYFsVqt2cxw3vz8S5vnkiVcA19fOq3lFZT6+Wcea+tW/r5rl+YW7t1LAa3SsiXQuDFQqxbnWpSTJ+nA9ugB7NlzaXNXKSosFYVFqjp1YquhJ55gHm95ZGVxPnXq8JpURhtRPz8+/MjOpngfPvzyxktNpRvfsWPZucGSyuOjj1iwLCuLD0GKFy6TSCS3LpUhVM8AqF7k92oAXDqGCyHShBCF53/9HEArdwMJIeYKIVoLIVqHhoZWwtQkEolEUpnUqMHQ1YwMQKdzDUO9msyZwzY7bdrQdSyN5ctZ9TclhV+IN2+maF67ljmnCxaUvm9yMjBuHENuf/yRbW8uhc6dKeQyM9m2RneR/+ft04ciNTOTonnmTM3NHTeOIvTECS1/VuXllyls3X12sYwbx7X286Pru2YN5+PrC+zfT9e5KA4Hw5aNRqBhQ57/999TdPv5Ad99V3rrnovl7bfpMm/devmFhD78ENi0iYL1hRdYFEtyZVEddkWpnIcXEonk5qEyArC2A6irKEpNsKpvbwBPFt1AUZQIIcS5878+AKDY/9IkEolEciPQsSMF35YtdNNq1arc8R0OOiuBgWWHh370EYsVFRZSXBQNyy2K1covv0Yjt01Pp4vq50exfeZM6ccoKKD76eVFh/NSRcvo0Sxyk5MD9OxJ92/XLgrWY8cohMPD2VPVXf5uu3bA888zZDg4WJsXwGq/RiMd27w8nt+bb1JEpqbyGHp9xRzPsggLo9BUWbmS46alsUVPZKTr9uPHay7u4cPAyJEU7Dodr4OicF0rA0UpefxLxWbjeHo9/32l2ylJ2N7pxAk+fHnnnSufwy6RSG4cLluoCiHsiqKMBPA72J7mCyHEAUVR3gawQwjxC4BRiqI8AMAOIB1A/8s9rkQikUiuDQ88wFdlk54OPPYYEBvLokNffFF6e5eoKOD4cYrQokWO3M31t98YWti7N4Xixo3AsmXsWdq/v5ud7BbgyHRE5SfguYET8dmXVdC4MVvsXAo6nRaWm5vLFj1nzjBn12CgcDMYWJl461b3vW1HjaLg27+fX+zVSsKTJjGMubAQeP994PXXWXjJYOBxQ0Iotj766NLmXho9evABwf79zFkuHgSVmen6e1YWC0UdOgTs2MG2P5X9kKMyGDuWIe3x8VxbKZquPOHhwNKl13oWEonkeuSy29NcKWR7GolEIrl5OHaM+aINGpTulH71FfDaa3Qvc3LY4mXiRLotH39M0fXYY3ReqlRhSK+PD0XcxbbkSE/nvm6F8L9vASe/BKAApgAUdPoHI0cZ4evLsNfSqva64+D5+veNGvHntm3MgXQ4tDY0drsmLMeOBSZP5vvZ2ew5GxrK3MvyQoaffpr5sEYj3cqMDIrBzz+nE341ycoCatbkHHx9+fDBnQCXSCQSya3NlW5PI5FIJBJJqXzxhSa+hg5lwRR3hIczFzMjg2J23jyKuqeeYr5oYSHzSoOCKEx/+43i1R0nT9KxbN2aeZ0qdjtFVFBQGaHFefGAogeMvoA1E0EhhguFlObMYTGpigjjqCg6cwAF44kTrJDr6UmhrNNRUGZmci5GI/Dnn9ynenXmeKq5qJs2Ad9+W/IY27fTRY2L0/JErVaGAdeoQcd5zpzyhaoQLNK0fj0d0j59yj+/svD35zlKJBKJRHKpVEYxJYlEIpFISmXBAlZk9fIC/ve/0rfr1o0vDw8WaVLzLlNSKAwdDuZn+vnRcd23z3X/vDzmUU6dytDUgQMpuBwOfp6YyDzJtm35md1eykTqPw/ovQBbNuw1hyM/X1O0+fllF28qSnyRJmwnT/JncDCr+r77Ln8uWcJiQL6+nOeZM1oV3bg4zWldt67k+EKwJc3JkxTBRfHx4c8TJ+g8K0rZvWXXrmUo7969FL5795ayoRBA8kbg9BLAmlWxhTjP7t3ADz8wd1YikUgkkvKQjqpEIpFIKkR+Pp298HCgefOK79eqFXNCAaBDh9K3UxRg1iwe58AB5jE2bAiMGcMQWB8fitiMDBZSatjQdf+BA+kwpqVR4EVHM4fy7Fm6m8uWUTyGhLD677597AO6ejWLMfXseX6gwObAPdsBRz4MpgCXaqSKAkREVPzci7JtG0VyjRosnKRy993Mi/znH55jYiIL+URHa+HBXbu6jpWezlZBVivPNSiI+6nMns3ze/997b1FixhevWUL83Q7d2ahJoBr6nRyXbOz+XtRrFY6trV038L31OtcEN/Pgbt+A5Tyn3lv2AAMHszdwsIo9iurmJJEIpFIbk6kUJVIJJLrEacDyD4EmMP4Ok9RwXQpOBxsW7JyJftgfvxx6QWLXKbjZAjuvn089tSpDBF1h9XKsN2zZ4FBg4ApU4AWLehgdu/OfMUaNdyfQ2AgW8EAFGPr19NNbNOGY+n1DANu185VMDqdFIKBgQwRzsykYI2MpLAGuL1eTyGm01HYjR7NNf31V27bsuX5AfUefIHFfx58kOf14Ycs9FQRnnySbiZAIblzJ93EFi04pwULWCCpb18WRNq+nU7xE09QMO7ZwyJIoaH8XGXQIIZTq6gVb0eN4rXs35+9Vbt2dRWqAPDvv/zcauUYv/zCvOEePShk9+3jfdG+vev1fOQR4MgR4L2H/sQDtykwefkDuScAawbgEVzuWmzYwOsfHMzrEhdX8kGDRCKRSCRFkcWUJBKJ5HpDOIG/BwApWwGdHrj9f0BwGxw9yh6gaWkMF+3d++KH3rCBQsfHh6Jo2rSKVfBNT6dYDAjgfh07Uoy6Y+pUtlIB6F5u2cL8y23bWPAnM5NCc9my0gsELV/O3p2nTzPU12qlADWbWWTJXZ7r888zb1UIoFcvoEkT4J576OABFLPz51MQPvUUz2P0aOZTZmVxLe6/v/y1ACiWR46k4Bo/XhPtp0/z/M1mvvfmm9zG35/HczqZozpgAB8SAHQW//qLQi47m05qWQ8i+Jn2/24vcwEiq3nC6QQ++YTnrPamDArS3NGOHSl6167lg4K8PGD6dFYhBriPusZF2bePFXt9fYFmISvw0VNjEBgAILAZcOeS0h1Vpw04sQCwxGNnZn88ObQ2nE6galVg1Squg0QikUhubWQxJYlEIimG+kX+uiT/HJDyF2D0B2yZQOw3QHAbTJ4MJCVRZL72GsVYRdzQoqjbq/mZHh4V2y8gAKhfn66aogBdupS+7ZEjdC79/Chwc3MZgjt1KkNvHQ4Klf/+lyLPHdOmMaQVoIh0OCjy7HbgrbeAxx9nKGqPHtzGx4cC+O+/+W93ock6HXM6hwzh79nZLHJ06hR/dupUsbVQ57dtG4/10ktcDz8/hh8fO0YhO3cu0KwZ8N13XJOJE7mO2dncVwgKyexsPnyoVYuOY3nodK79PdvX2YR0U3ekpTHHtW9fhjZ360aBuXo1ReHu3ZyjxcLc1ebNXd1hRSkpUgEKy0dbLcSA2/6LpOyqOBH0KVq31gGhd5Qd9nv0E+DIDABAK49V+PmnLTgVZ8Idd0iRWuk4CoEDk4DM/UCd4UBk92s9I4lEIrlsZDEliURySxEfT1FRrx7z+K5LPIIBUyBQmEo1E9ACAEWO08mCQp6empC7GNq1A557jk5nv34UMxVBp2PV2f79uf+jj7rfzumkUDKZKMAef5yu3YABdA0LCymI9HqGoRbfNzubp1y3LgWVvz/HMhq5n05HcX32rCZSAYrh8eOBO+7QROqKFQyj/eADraCSEBSm6ekUbStXMrx45cqLa3GjPuQoHpR07hzn6HDws4QEHq9NG55HZiZ/DhvG65mVxRDd6GhuHx9ffrXcI0cA1VH1M2dg+pApyMxkOxizmescEEDnNCFB289m4znWqsWc3VWrKKYfeohFjkoj2C8bbz76DvwDDWhZ7zhaRawCqnQF9G5UbVGyDrF6sikQKMxAg9q56NHj4lsJSSrAyYXAqa+ArIPAzpFAQfK1npFEIpFcNtJRlUgktxSzZlE4+PtTwDz++HXY31FvBjr8AJxeCnhHA9UZVzpxIgsNJSUx/LW8vpruUBQWJxozJBY4+D6wxxtfbHsV730QjHr1WJW3tJYvCxYACxfy34cPs+1JUZKSKAxPn2b46SuvUBC1bs3wVk9PhvAajVz/fv20fVNSeC3i4vggYepUCq/CQmDECDqU991Hkd6uHQs0FWf3bu3fsbHsSaooDPWNjqa4fvVV5sAaDAwDbt+ejuHFMno0Xcm4OI5pNjOn9NVXeZ0Auq35+bzPGjdmIaNTp7ge0dEUlBkZzDFVFDrFX33F9Zk717Xw1NGjwPHjPPc6dQBxbj2wcxSg6CHazMH2p7mmGzZw+4IC/hw2jCHaycnMTf72WwriyZPptM6dy7UYMYLjjx7txmVX9DCZDAgLtgJ2ARi8K7ZIdQYDKZsAWw5Q/WHA4/wfWtJ6YFMvwJ4PNHoFaPbmxV8AiSvWDAACMHhxve25AMLK20sikUiua6RQlUgktxS+vvyiXlDAL+hG47WeUSl4RwENx7q8FRxciS7w3wOBvFjYrE4oe9JRz/cJ6JPsePONbpj1iftFWbmSbqDZTLeuOIsXUyAGBVEEjRxJAda5s1b1d8QI5ocGBlLEqvz8M0VccDDF1smTFH0qYWF0EpOTKSz1euZcbtyobaMeA6BTKQTFYno6ixhlZ7MdjJpn+/nnrkWDVLZvp4g9exb4v/8Dhg8v6V6HhTGkF6BrWbUq3dKAAIYf799Pp3bpUh5/9Wqe25Qp2hheXlrl24ICPgQICKA7/PHHwJ13cv1WreIcdDqu7fr1gG+VLsC9tKQVRYH6rKVzZ677mjXMPe7ZU8u7tdkY6hsUxOrDX3xBFzslhcdU29Oo7YQuYPAG2nwKHHqfD06K3ZelEtwG6L4VsGUBXtW19/8ZAtiy6bYeeA9o9B/AcJEx7BJXavUHElezwFWtAYB3zWs9I4lEIrlspFCVSCS3FKNGUeycPEnHzdf3Ws/oGlGQCBh8UGCxokO9DejYYAMgBA5k3Y9//pkOs7lknmePHizWU1hYMkc1Pp7CLfl8xKGHBx0+gLmoXbpQdHXv7j5kOTCQP3NytCJAxTGbXcXthg083tatrMpblKZNGVK7eDHH7tSJlXTDwljtV1HochYnLo5COjaWQnfHDjrBgwaVupL47DM6o0Yjf44aRcdZFaEmE9csL6/0MUwmViWOj+c5paYyl3bYMK2AlhDAuQQH5rz7N1581YdtdIqh09GJBpjDm5dHsS4EMHQoc1cBCuZevYCffmIBKm9vzn3ZMoZcL1kCvPMORXK3bsBrr3XBTmMXhPoD9S9GU5r8+XKZ5PkHIUIwx7UCoQFqBeSqVRlNcLX+bk+e5P0VEwM0anR1jnlJeIYDXdewWrhOf61nI5FIJJWCFKoSieSWws9Pq7Z6PZCczPzAsDDg4YcvLZz3Ujjq8Tq8T0yEgBF24QmbFYDQoUWVdej6NLd58UXXtig9erAIUFBQybYnr75KZ9HLi2Jz3jwtpNZg0CrLFmXZMmDmTIqkw4cpkKKjKURqVtAQCgsrKVIBrmNBAcWyEMyRNZs5p86dgdq1mW9bnLg4Oo8B3lmY9OjLqBt5EqdTxgG4p9Q5+PhoucMA18jPj6G03t5ck9q1uZ4Ae9EePsz+qep5qjnAI0cyJDgqikJcp6PbqRZP+vDJ0bi36m9wbgR0TSYCtfu5zOX0aRZ3Skpin9UVKyhO/fzoxAYFcbwlS9hyZvlyVpCeNImFqgIC2MP2xx/ZWsfLC/j+e/Z4PX2aAn/atGLXUzhZ4VdfscpcztsWoWBtH3jpU4EW7wG6sr+K2GwU63l5gMPuhF4n8O6kyhNjBw7w77B9e1cn+exZutIWCx8k/PjjdS5WASlSJRLJTYUspiSRSC4ZIfglUnJpOJ3M6ZwyhSJm1qyrd9xeY3qjx8x/0eWDvdiX8yRqVc9H/dp5WLHrXnh68ou5GtoKUIQ9+SQFy8qVDI0tOp7qUoaHM+fy7rsplmbMYH9OtcqwSkoKcybPnaOgysrivhkZdF0rwqJFdE1feYXia8IEupsAczp37aIb6uXF/NXkZPYyNRjoVhqNJYshtW7NQlsv3PMxujX9HdWDz6B33RcYquqGr7/mOaoFogID6fadPs2CSjYbxc6aNWwJ8+efFM3vvssiRkULJ0VFAYMHU1zn5XHM5s2Z1wsAiuLEfS1WwOr0haIzIP/oEuTnu87HYuG1UotWpadTjHp6UmSlp/NaFK1wnJys/R2nplJ4BwRonzscFHNqEaSlS4se8AywuiOwoiGw742SC1qMU6eAKo1bwu/pI2gxKQ32msPcbpeUxFDkL7/kWuTmAj6GROgK4pG08xcg+6jL9nY776ONG8udggvLl/M6DB0KPPOMazXlgwe59kFBXJ89eyo+rkQikUguH+moSiSSSyI1FejTh67Ro48yvPNquYE3CxYLHbyQELqQ27dfneM6nfzibTR6IicPeGnBK8gccifWrHHgh00dIQTDUB97TNsnO5tiUq1Ue/w43xeCruuxYxSfVauyh6oQ7PN66hS3++orIDQgCw0iDqFzVy/UatUMQlA0Op28n3JzXduluEMIFvz56y8KCTU898MPtcq+8+ZxPXNzOdewMApIvZ7iTRVln33G/apXZxGp6tUpapcvB7I35cM/A9CbjbDkOTFiqBHxZ+l4Fu07O2eOVoFZCOahvvEGKyMbjXRUiz7M2b2bc8vOpkj/+mv2f1Xp2ZMtZv75h39f3bszBJch1TrsiG2LB+7YjuQkBQs2dsLS1+jI16jB/evX59/jrFk8vsHAcG3VsV25ksKraLXnw4f5uV7PNXz5ZX7epw9Dfx9/nAL/+HEtN/gCJ74A8s8ApiC2Uao9EPCuceFju535umFhfIDx9tsUy0Yjr9933zHUuvg1Vu8dRaFTP/b5PHw0xQp/HwvG9PwMONoQaD3jwj5jxvDcFIWi8+WXy76PVH76ifv4+vIcMzO1sPOYGIrznBzeF+XdmxKJRCKpZIQQ1+WrVatWQiKRXL/MnClEjRpCxMQIUaeOEP/+e61ndGORmyvE0KFChIXxVa+eEL//fvWOv2yZEA0aCOHpKUTNmkIEBwuh1wthNguhKEJ06CCE3a5tn5EhxAsvCFG7thBNmgixZw/fT0riey1b8udzz/H9/HyOGxMjhJ+fEIriFIBD6BWbqBV+Smxevld8+qkQtWpxDsHBQvj4CDF1aulzzs8XgjJGexmNJd8DuKYtW3L8vXuF+PprIZo3F6JnTyESEoRIS+N8mzcXIjpaiFdeKXYwS4IQ63oI60+NxL1t/xIGA+dXp44Q585pm40cyb+D0FBew+XL+f7SpUK0aMHjnTmjbb9/vxBeXpy3tzfXpzyGDOH6REUJ0aRhnji29jsxqMdK0aqlQ0RFCfHhhyX32bBBiHvvdV2TadNct3E6hfjf/4To3l0Ik0kIg0GIunWFsNlKjpeeLsSiRUL88Qf3u8CRT4VYFi3EL3WF+KW+EAWpLuP368c1q19fiM2bhXjpJd5nRiNfa9aUPFZBAa9JTAzX9PHHhRC2PFHwUwvh+KkOj7d/iss+9evzWjZqJETnzuWvqcrChbwPatbkOjgcrp+npHCOZ89WfEyJRCKRVBwAO0QpelA6qhKJ5JIICqITYbHwp+yNeHEsWgT8/judpqwshtLeeefVO/6DDwIBdlUZAAAgAElEQVQNGzLvND+f19HppAOm17M1ysiRDJ8NCaHr5ufHSrEtWzI8NDaWRYYSEugQ+vhoBZjMZubc/vKzA/kWnG/7qcAh9CiwmrB/dyZGvMbQ3fvuo8OWnw9Uq1b6nAcMKPme08kwZTU8ViU5me5YmzZ0GZs25fvbt3PeTZpQvmVlcQz1/j19mi6i1RqBVatWIjsb+Pcw73GrlXMsLNSO89//siiT1co8SrWA1EMP0T394w9W0f3Pf7hfRATPeft25kP6+QEDBwJBppOY8MRceAVFYt6GEQgMMaJPHx73tdc4r8REYOJEL/g1eRx/neIxDQbm9Rbn9ttL9qn98kutinFuLp3MTz+lmxoZSee2d+/Si10Vdz4B0EEtTGX/znoj2AP4PCkpzI/19+c6f/stCyIdOMC1eeYZrkVxPDw4j6VLObfBgwEYvODRcT5wdBYr2tYf5bLP3XezKBTA1kgV5ZlnGHKdnMy1KR4VEhLifo43NPmJwK6xQEES0PRNIKxDubtIJBLJtUAKVYlEckmoPS937mRRmqLVWCXlo+bCKQq/mEdEuH6enc1QxuBgfglXlEqegHCibu4rWPPCL1h/oD1GLPgMPj5m1KlDkVOzJsNSPT0pVuvWpdhYtkwL/ZwyheGZ1aszdDcmBli3jsKtfXv2Qh3UagI++KIFvlr/COwOPQAnPD2s6NKTN8yZM8wJPXuWwrZXr9Kn3KIFq/gWJSKCosvLS2tJo2K1su2NhwfXcuJEruNvv7Hic2Ehc2KbNmX4bW4u55CSQlEYFkbhroYo2+0UlTW0yFZ4eVH4FWfVKuauFhay+m5QEEONLRbmJVetylzSv/4Cdu50Yv6giSg4uhWdJ/+Kg2epllavpsitXl0TYSqLFlH4NWtGUVycdetcBTXAUO7XX+eam80siuR0MtxXzS92J1LLRO8BNH3N7UcBAUBoKEOcdTo+4DCZgF9/LX/Y997jgwlf3yJ/G0EtgXZfuN1+2jSGTXt4uObflofaPum6Jz8JyIsFApqyV+rlsP9dIHUrr922YcC9+8otaCWRSCTXAvlfJolEckkYDMD48dd6FjcuTz/NPMR9+5hfV7u29pmao3f4vJP3yivMu7Pb6cTVrAlUqVL2+NnZFJF162ptUlxI/RvKmWXILfBB54Yb0Ou2Ffh+66PYuJHOqFosSa/XKs/q9RRNKmYz56rT8X7YuZNCZPBg9hL18wMaBa3B7JG/IzmrCjbsbw1PbxPMQVUR1ciIAwco8hwOjtGrF/dXOXKEArNJE+ZMvvIKxd+5c/x81Cie49GjnEdhIVyKC+n1FPoAHUmnk79nZ9Nd9PWlkEpJ4TkfO8Z8xOBgusRWK99v2hS47TY6s598whzYmjVZXdedSARYeEetApybS7fS25trsngxr/v06eydKoSCfp/Ow/KXH8HB+HowGOxwQl+moGvViq+i5OVR+EZGch19fbmu6el0DidM4H2nOuc+PlwXq5XbFy94dbmYTMyf/eEH3jdFc3vLQ1H4AKOiGI0X56TeUGQdBjY/ysrK3lFAx58vT6w6rQAUQDFwTFxE9SmJRCK5isjSJxKJRHIN8PWlGNy6FXj2WdfPLBa6cIGBFIAbNlBENG5MN7NmTTp2pZGYyHDFJ55gOGNmppuN9GYAQHCQFQJAXr4ZtWtTvAAUyl270qF64QWGCA8fDtSpQ8eqTx9Wzu3Qge5gt24UF97eFD4Wy/nj1B0Jky4X0WHxCAt1olqUCfkFRuTm0pEXgucpBH9XSU1lUaAZM3jc1av5fkICjx8dTbc0P5/bHjtGwVu0vUjz5to2hw5RoCYlUeB16kQhmZHBEOinn6Zzbbezl6kQXDcfHzrH777LglBxcRS2u3ZRqMbGur8Gd91F8aSKv8REHkstSGU286EDQ00VWO0eOJjYClWDk2BzGOF0Mmy5otjtdEyfe46CPz+fDwzq16dInjuX2733HisbR0dT+EdGshpwSAid1somMpJu9UMPnT9XhxVI2QLknqz8g92sJP4B2HIAoy+QdxrIPnR54zUeD/jWARQjEDNV62srkUgk1xnSUZVIJLcUyckUNU2aaPmE14J9+4C+fengqY6pipcXBeDWrfz9kUeY63fqFMWP1QpMnkzx6I6NG+miBQZSmG3b5qblS2AM0GAMIr1/wIGUTri73734dpD28ZEjdBbffVc7jsUC1KpFUXT8OJ3FgQPpZNaqRdfuxAmGuX77LQWurnZ/IKIbhoYbsWGwH7KzKaCDg3mO0dEUf9WqUdzl5FBUWiwcNziYQnTfPgrKkBBub7FwHXJy6BCq1Xw9PRmW/s8/FGsvvcRczZ9/5r5OJ0Nwvb0p4nJyKDzfe49jCMGHCA0bUlieOsX5vvYax7bZKIjtdjq7qanuc0Tbt2c4/JEj2ntVq/Icn32WDyCGDtVCev38dGjxxBjseMeI96bqEBDAvNaiZGdzTQ8fpvh78knOd8MGYO9eLcQ4K4u5sdOns79tUaKi2EMV4PouW8bqu2FhwL33um4rBM/1osOBS0M4gS1PAhn7uNht5wLhFxGne6sS0JxisiAFMAUA3tGXN55PTaDLH5UyNYlEIrmSKOJiGo5dRVq3bi127NhxrachkUhuImJjWUSooIAC6NdfKebcYbEwfDM6mq5QZdO3L7BlCx273FyKhaJhr1Yrw2eDg+mknj7NUEi7nd/xe/YEGjTgew0bMldRDfHdvZtizWajc7diBZ3QinLkCPNB1WN9+y3F8rx5wIgRWr5sy5YUagDF7FNPUTyZzZz/t7O2oU3kr0DI7UDkPbBYKAzDwrQxrLkZOLvpK1QNTUd+9edw3yOhSEnhGMHBdPlMJuYpxsZyX5uN5wgwpFQILbTXaKQYs9sZZpufD9x/P9uQBATw+Js2ueYEjxkDfPwx/y2Elm+dlMTrExHB8caOpfg7dIjuoLc3Q4jdhf8eOsS1Uvt6Kgp7qBbPn1y/niK6a1de09IQgvP8/nves+npzCnV6bguDgdfYWEMef7gAwrWN9/kGv3wA4V6cex2rl2VKq4h4vHxvJZnz9LRrmi7lzKxJABrOgJGf8CWBUT2AFrPvOhh8vN5vc6coehv2LAS5na9k7yJBauq3A341i5/e4lEIrlBUBRlpxCitbvPpKMqkUhuGTZtoisVHAykpVGI3nVXye0KCig+4uL4pX/xYgrByiQ8nCIhLo7iqXNnClcVk8m1X2VUFAXj1Kks5rNzJ0NHk5MpTpo00QoHxcRQQC1dSoGqVtLdvJn5nF27uhYEKs7q1RQ9JhNdt19/pVA9fZoiKTdXq4Lr4UFxuHo1CxHZbPwswu8UaqUMwuAPJ2DDgQa4595zmDY7AuHhrscy7R+HmoXrgLMK/tpsR0rKu/D15fWZOWY+YgK+wYJNgzFhzhPw8dXBauUcatSgmC0spFg/d47HjYqigKxRg+7uiy8yd3HbNoYNDxtWsnBVr17AzJmaezh2LEXq2rVaReP8fIYAZ2Vp++n1Ws/NohQUMDQ6O5uf16zJ8du1K7lt5858CcGHI56e7gtnvfsuCyipBaPS0ijET5/m8dSHHKNHA23batfd4eA2Tz9dsiATwPOtVavk+3PnUggGBPDfzzxTct0uGo8QwFwFsJwBdHogpP0lDTNtGuek0zEn959/eA/e1IR1kNV5r0fyk4DULYBfQ8C/wbWejURy0yFzVCUSyS1Dkyb8Qpuayi/opRVrOXqUAtLXl+LhjysQJTdxIqvrZmZSTGzdqrVQKY2HH6aYHTmSvwtBF9FgYIjqsWPatgkJdFKnT6d7u3YtqzO//TZFuNu81fP06KGFGDuddOzOnaPDFhnJENYnn2RIbGEhhWu3bhRuqanAyZNARpoTmw63x4odXZGe44fvl/ljwwaOr44LAMg5wcIwBh/UCdx2YYy6YQfRGFMQe9qAj79pByNykJpKUda/P+dXUADccQfdVQ8PjpmYyJDZRYso1qZMAcaNY75mTAxDZE+ccD3fdesoeqtW5cvPD5g0icJu8GCul6cnQ8UtFh7Lx4dCKSmJ4vfnn7XxcnL4CgjgPrff7l6kqlgszMetUYPuZ5cuXE81Lxegk1qlCkV4djbnGxenud4A74NevXisrCzXsN2UlNKP746gIE08Gww8fxeSN7J6bMrWig+qNwEdfwSavQW0nQPU6H1xkzpPbCznpLa9KVpASyK5algzgA09gd0vAxsfAtJ3X+sZSSQ3HdJRlUgktwwxMXQl9+5lz9KqVd1vFxXFMEhV0LZseREHEU5AKf8ZoL8/hUxRjh+v2CFatmTY765dnF9uLsVfdjbDhffupQuq01FQ7dhBR9huZ/hnTg5dtuLHV6ldmy5Vt26sJLthA4+3Z4cFW5YfQLo1GpE1QwGwGq7Fwu1799Yq3R6Mr4VvtzyGtJwAKIqAKDDi8GFuN28ej/3II0DdoA+w9bf98DXnYdx/QrB0Ka/R+h8LkJ4OHI7zg9OpIDDAjsIMivXQUArVoCC63U6nFuYcEEDBbjBwHQICKNh/+YXb6HQUpomJnOfmzSzYZLPxvTZtKExjYymA+/bl/XD8OHNDTSaO7e3Neah5pOvWUWS2bMk1fvRRhtt6eZ3vA6reHoIPFcxmLaR8zRrOQw2jPnuWxxw5ks65jw/XefVqPjy5805WQ7ZaOZ63N8/z/vu1e7p2bU3senhQsKvMnw98+CGd3vnz3VeQHj6cru3hw6yu7HKvZOwB/h4ECDtw6n9Ax18q7iaZw4Ba/Sq2bSk89xzv85wc9vGVPZwl14Tso4AtGzD5AwWpQNo/QFDMtZ6VRHJTIYWqRCK5pXDX1qM4AQEsMrNmDV3XDhWJuBMC2P82cPJLVtRs/zW/lJfB+PHA7Nna7w8+WIHjgO7WDz8wj/DHH4H//pcC7Omn+bmar6j2/mzalK1BvvmGuY1RUa5ussVCV0pt5QIwL9bHRxN0OTkCTz98An9NfhpeOhMQ+gPgVw+dO1MIfvWV1reTRYkUZHncBX9/gUKrAR4eCgwG4PPPKZz276ezabW2QUBAK3iYBNLm6vHJJxSJfx1qgcVbn8AjbX5As+p7sXLf/TCZGKo9YQIdY9VJU11DnU4riBQUxH9nZlLIFu1bm5bG33U6YM4cCh6djq9x4+jS9ezJ8/HwoOj/7jvmmPr7M2Q8Pp7r9vPPDL3OytLWSlEoDEeP5vYXcj8dhVj96WeIO3wWS3YNwagJ9dCzJ+davOep1epaNXjIEOD33ymo8/K0ljJOJ0OhN23idS0aNrxyJa/37t281154gXmzM2ZQ3B48CMyaxbBid/eYu/d5M5wAIACPYMCaxQq+ZQjVzZspiJs3p/BdvJi53+vWuQ+dLo/mzRnKbbG47n/4MHN+Y2Io7CWSK4pffYrUwgxWUQ8pI2xCIpFcEjL0VyKRSNxQowbdmgqJVIBf1k99BZgCgZxjFKzlEBXFL9f33MO8u8WLKz4/o5G5hX5+FEJVqmiCMzSUQuTFF1lU5+uv6aj26EGBk5DAL/oAXdm2bfl67z1tfEVxrTqr0wmcS/XHs3PeQYuRixFzWyC2bOFY8+axQm54OPdTFAqdN97Qo1NnA8LCFLRqxXmePUt3Us1lpcupg9lTj9hYuqm//AIIocPrS99F41cOYdOpB9G0qQ5hYXSHU1Ndwz3V8OeqVRkKPHw4r9urr/KhRO3adCJVbrtNbQujzVUICr/OnSlECwspMgsL+bu3N8Vrhw7M11y3ThOCycl0nIOCOHbz5gy1johwLVAkDk9DQ90M9Gi8FB890gdzZ9sAcM7PPee69gYDw8NVJ3PxYl7zqlWBAwd4PKeTcy4o4NxWrix5n+zaxbY1u3dTXH/0Ec/1ghvr6UD89jWY9sa/+GGJDU4nH3KkpfFzt4R14kMYWw7gGQmE3lHqfZqcTEd582aK988/p9Dev5/FoS4Vs9lVpJ49S4d+8mQ+sNm+/dLHvuEQTuDwNGB9T+D4vDIunKRSMQUAnVYALT8EOv0CBLa41jOSSG46pKMqkUgklYHBiyG/dgsAhYK1AtSvX3ZP1PLo3p3tVnJygLp16SDm5FA09u2rhUUWFrLybVgYQ4Vnz2axplmzKHT8/Cg4R43SeqkOGMAQyy+/pLCLS47AZ78+CkCBweDEvffSvTp1ioLz3DkKri5dKNgiI9kKJSODrt9DD1FQp6VRVBctTKQonP+AAZq7aDJRkPn5cWy9nutVvNiQyURB16IFRbnK4MF8ZWWx6I5agOj++7VtRo+mmLNY6DaGhPCczGYtFzSmWDTf0aNc46AgCr4uXYC33mLLmPR0zufFFylwi6LknoBer0dajh/8zJlo2TwfgBGKwgcjQUHcXwi6s+vWAf368XwbNKDLn5xMgaq6tTNmsOjRsWMUat99x3WeOJEPHry8eH2dTv5UFOD993n969QBhrR/D/c9dT8SMwOhM2bhTEIIli1jaHi7dsCCBa7VqAEA5hCgyxogLxbwrgkYtATWnByK4dRU3ktqixtfX56T6m4rSuXmlh4/Tvc5NJTX+eDBi+tDe0OTtA44OgvQeQAH/wsENgeCb5WTv8aYw4BqD1zrWUgkNy1SqEokEkll4BkBtJoBHJ8D+DcFava9YofKyqKwiohgCOWff9Itq1eP4urECYbuFnURjUYKxzNn+HujRgCSNuCdO19GbE0fvL78U+gC68Nsdj3WnDl8NW6sw9GjgNNOlagoetjtLJwUEEDBptPR2fu//9P21+m0kOLGjdkPlUJT4Pb6O+GwOxFvaY2+fXXYskVzCa1Wnt8vv/A8Nm6kmFP7pxbFaqX4PnrU/Xr5+5/vEVqYBjgKAB0TOdPSmAcaF8eCR2PHcvuoKIb77tlD8au2q1GpXZsi6+xZHnv9ep53dLQWquu2R2/dEQhL3ApPryyczW+Frg1XIT+9EzyDqlxo3UMERt49Hf0bf43CzW1gbj8N7dqZYbPxmDod286MGsXWLAcOUBDq9cA77/D3SZM4Ul4ezl8v7te7N0WvWqgpafHfSMvphxC/LGTlObF8OR88BAfTdd+5k2tTAoMX4N+oxNvvvkuxrNMxH3nrVuC++4Dly+kSe3lx7XQ6CubKIiaGD2GSk/kwongboJuK4nnwtlwAguGnTitgz71mU5NIJJLKRPZRlUhuILKzKUqqVSs/z1Jyc7JpEzB0KB3MwYMZ3lpR4uPpkIWGAgMHAh5rW8BpL0RmuhW742LwzemlePNNurGrVlF0RETQsZ0yhT+dTooiT08WDxo2jOHFqal0I318GILqrm9rfj7wxRe8h2sWfoihd80GILDq0DOYse4NhIXRwVWpUoXn2r8/ncXERIYoF3VNVRQFeOklhujm5NDddBGY51YDO0YCwgHUGQY0egnvvMMqyDodXb+BA+kGqo4yQBf6gw841ujRrCa8Zw8dPLWAVaNGPGbDhnQ2a9TgOGoVZyEo+t57D4iLdeCBdhuwdGU12B0G1KmWjGWb2iI3T4dmzShEm1T/Fz+O7gWb0xMN62RDafEennntSaxYoVVr1us5Z4B5tDodXeuYGOayqoJZJSSE2/j68uf//kfHVBx4H4NeqIlNB1tD7+GD4S+EYuZMLd931SoK84rSuzcdai8vrsnhw3xIkpXF8OWpU7ld+/acQ2WSk0MntXZt9z1jb3js+cC2IUDKX0CVbkCbTwCd0fX9iP8DWs8CdNKHkEgkNwayj6pEchNgtzO079QpfoGcNo0ujuT6pqCAwuyuu1DCrbwU1H6fvr7sJTl2rJvQzFKoXh14/fUibyg66BQn7HYBS74Bq1YxVDckhE6cEBReY8dSmAUF8bMPPmA47x130EU0m1nQKSSEwi052b1Q9fTkA5ZDh4Bwiw3QeeJEYjXYC/Nw8iTd2aIkJlJI/vgjneC8PNcWPICWz6luv2ED39u5k6GzFzg6E4ACGH2BY58BDcdBOe9KqeGpS5cy5HXFCo6Zng68/DIF9tatdAr9/CjiLBaGKufkUDzm5rLKsMnEeTZqRMdw5UqKyj17uDaRkXpM/fIOOJ0C4QEZOH42DMePFKBRMy/s3s1rpFMUKArg5SWgnI9zVvMx1WJRFKl80FxYCAwd4oDJw4BXXmH49Jo1rusUE6O536mpfODRrh0Q6/kSnhh6CEN8s1ErpgbCwrnNpk0UnbVr83gZGTyvatU4h9OnmYdbvz5Fp8rYsRT8ubnMQVX7m/r786FD06YU42vWsJXO+PHlh+jm5/MhS40aFOWl4et7eUWUDhygu37HHaU44teac78DqVuZVpC0DkjeBFTpAqfOEx9tWYR1awV6PaJgUBvATSteiUQiueGQQlUiuUFITmY1VLV34Jo1Uqhe73z5JUWDyu7dDCW9HOrVoztntVI0qEKgKEIwJ9NmYx6qXl/KYG1mA3vH40iSD2ZufA95eRQ93t681/R6jrV2LV3G8HDmiv72GwsGWSwUJCEhDLtMT2eYaGu3z0V5Dw8YwHk584fAQ2/BJyufRnpu6fm8ej0FhF6v5aZ6evIBgIeHJlwefphOohoyrIY4X8CvIZD5L1BYAPjWBRQdxo2jQ3r0KMeOiOCxhg9n3qkawnzunFafJjubAlUVzgMHsg3MvHkMufb0pIj75Rc+SDCbgSNHNOGTnAzY7EYoih0J6SGoUz0d1aJZcWnbNp7PwYTG+GzNc3j5ia/hqNIJ+uq98MYbvDbr1lGQHTmihvUKKACmPz0Wnh0/BsCw3pAQhjar90NuLvOZU1Iopjt2pLDu3VuBw9EIYWFcPyFY6GjtWgr/4GC62UeOUMAOGcL82wcfpHg1GFjRVw21bduWBa/UYlRFURSK2nHjeCyjkeu3e7f2sKE46emsWJ2SwtD1n392045GOFnYyehXMoG5gmzcyAgFIfh39dtvZYvia4LxvNXvyMeFhy7g/ws++wzw8FAwZQofSsiIG4lEcjMghapEcoMQFkZ348QJfhfr3v1az+jmJTdXy08sGgYKUCgcPEgx9umndIcmTKCwKc6IEa6/9+hB0XM5TJhA8ZCayrBbd9/Lp06lSAJYWOeDD0oZLKQt0HUtcq1A7EKO5eFB11J1KtW+oUlJFGCKwi/Fvr68J6tU4RoADG19/PHStUJqKiMD/PyANFsgdmUNhNMUDJOvN5Bd+jkbDBSAaksZb2+O4+PD+X78MSsU6/V8iKMoWgXjXbv474iwNzB5UFX4mDKBOkMAaHm1YWEUdefOUQCvW8fX4cMU1m+8QQGj0/Gn0wksXMjr6e3N986dY3j0mTOc15gx3M7Hh2uoKBStJhOg89HB31dBdg7w/ozQC8Jr3z6G74aFKZi5ejS+2j4aMTEMPw4K4v1mt1PgDRsGzJsnAAGMuG8xPC1bgbQdQMZuIPROpKY2dFlDHx86xX/9Rbe7YUMWYrJYGAp+4gSrGXfqRDEYFETB+uKLfGihKFzbr7/meVssFMMpKRTYrVppfytmc9nRA2rBr9zc80W64koJLxYC/67bhLo++bBZuyA+3ojNm8/nG6tYM4DNTwA5x4HQ9sBtXwD6CoYYFOGPP7i2QUG8n0+f5gOJ64rwLkC9kUDiWqDaQ0AQnwjl5vIeNJu1fG2JRCK5GZBCVSK5QTAYGJa5aRNbVDRvfq1ndHOSkMDwxJwc5tnt3Kl9iV63jo6S3c4v6mYzv5w/+yzdqeIOjI8PhY9K8aI8l4KnZ/ltPZYv59wMBjpDRYVqejpDkaOjNdelRw/gzjspXN55Ryt6A/CLu9HIUFOrlZ85nRSFVivdyIgIrbLuE0+4zsVmY15sfDyFUP36FAU6nQ71YqKx+ygAC906Pz+Gvm7ZwuPYbFzTYcN472dnA089RVdu7Fj+7nSyh6vDQcGl0wFPPsnr5HRSaObnAzusXoB+FGbO1OaWlaU5sDodw3VPneJc9u7lWgACT92/HweP+CExpwbmzqWDKgRdwTlzOM6ZM3xPUXgOqal05tLTgT59eE8FBPDBwQsvAH//bcSQoUDPIhWIe/akwxsXx3ssM5NtVrZt49/8U09x3L59eS82b5CCjFQbQn1TgbDOwJYnAUchYPAG7voN8Ha94fLzGUZtsVB8t2zJNTxzhmu1bh3dUHtBLvT5SdA5vBDo6w+DwevCfRwSwv/2VKumucovv8xXr17s71segwZpecY+PsxbVos/uXBkBm4TsxB9H7D5xN14a+VsREcX2+bsSraDMgUBqf8AaduAsDvLn0Qx7rqLod2Zmbwfqle/6CGuPIoOaDCGryL06MHrumULRfwdpXcLkkgkkhsKKVQlkhsIX99ibsLVQgggYSWQe4ql+L0rQXFdp3zxBb+8q7mGs2drBWD279daYJw4QXFkMDDM0eksOVZ8PL+Iq9stWHBl5+508ov23XdrhWqK3i8FBQyjTEykoPrkE82Z37yZIZxOJ88xMJD9NydMoABxOCgcCwq04kOFhRTfqan8LCGBY/Tvr4Ubf/YZMH06b6GVKwE/cyZqRCoweZmxeLEHfv+dorBpU4Z2vvwy80EdDq34z+zZ/Cw0lKKwTx+KPYAiOimJ4vSrrygw1J6kTidFmdFIUbVwIXvPqkK/enXOf9MmCuL//IdO9D//FM0BFfjpj1rI+7YB0PAlHHI8i/btDYiP51oLoYUFq8WNDhygSzt+vGsrHJUvv3R//Zo25UOE227TXGqLhXOcPp3r7O/P/U0mIM8eBsXThpCYR4DAP4H4HwBzKMNgc46X+Dt96SWurU7HfNG33+YDDbVAU1YWkJXlxMju83AooQm6tNiF4f2zML7KJCxYwPsiKYn3wLffUtQ++KA2/k8/uT+v4jRuzAclQvAeUnvFliBhJcyeJgSGeeAe3zWIeuR8teqimEPPt4XK0X6/BLp2Bb7/nu5xp06Vk09+tfD05AMO9UHJFcFRAOx/F8jaD9QZDkTec4UOJJFIJBq68jeRSCS3PHHfAzueBw5NBTb1Ot8r9KVtzV0AACAASURBVOakaVN+2bNa+VOt3AowZ9HPj25r8+b8wq3XM7TU07PkWGYzcxJbtmQhmIcfLtlbU8VaYMXoUVa0aMGCR+6Eb1lYrRRrbdpQeE2dysJLH32kbbN2LfMBU1MpNjZs0D5LTOR5KQpFZ1QU8wdHjaKY8PBgfmy9ejwvNbzQaKTg8fCg+zxpEgV5Xh57eX76KecWGAikpeQjMzEeGel2WNJSUSXMhrAwivklS4B//6WDqIbYAnTwHA6uY34+Q011OorVKlX4uu8+9jE9dIjnXq0a9zUYWLk4OZljREZSnJ8+zc9TUihM6tfncX77DfjmG66T9oVfQRX/FKAgEWL/O/howhZkZnJNbDbOxenURCqg9YG1WHjsCnN8PsL+9MEzraYgPDgHXl7APffQTQ0L43Fyc7len3wCxMQo6DfAhMGjqgJhHZFrD0dyihEn05vi17/bXDj2yZMU7//8w/l6emoPY9wxqPOXmPHMKAztOh9BIQpCQrTQ0sRECvpOnXhv6Ip8i9CV8Y1CCLp+r7zC0PnPPmP48eOPMyLBLZE9AKcVfp7ZCG7YBR06uNmmSjeg0QQg5A6g1TTArz7fdzqArINAQYrbodPT+bdQtJdrTAz/RtXCVTcaV0ykAsCJBUDs10DWYWDnKKDgYm5siUQiuTSkoyqRSMonYxd/eoQA1ixYc1IwY14NHDnCsMzyqnbeSDz4IDB5Mt2V++5jmKVK/foMj4yPp7NjNoMtIXJPAvndAM8q2saWBMDghcOHA5CXR9coJYVCrE4dtjrZt4/rN6jHbyjcMBrP1wYK4mbg22//D/fcQzG8ciVdtLvvLlsIbN1KoRgQQGFSWEgntCiTJ1Mw5OVRZBXtd9q5M99X25pkZ1Pobt3K/MvCQoryatU0IWky0am8/XaKqKAgFtg5epThxosWUcClplLIFuY7kJgTCpvDhPCA0wjx90K1aoEXwqwnTaLwjYqiO2uzUUgEB/P4iYkUfg0a8OFAQADQoYNWVKx46HVcHIsA3X03296ovURNJvZJ7d+fc1MUzl2t6FurFkNYx4x2Ish0DL+/1B0COpxJDYVXwR4kJnaAt7dyIQzax6doD1SSlEQHMziYAvjIEeawVq/On4Hu6kftGgM4rXjz4TfQpPphvLbySxw6xPP7+muuRWws7502bRiCrLJtWxQGTNyE7CwHCmxGBAToEBDA8OQBA3jPFhTwoYGHBx9k3HEHxeZbb2kPZoTQYdT/ZiIzzx9Z1gj0ecYHIeE8hnpvbN+unXdwMOflcPChRGmsW0e33OlkDuzvvwPLlpW+PQCg/mggsCXgsADhXd1voyhAnYF8qQgn8M9gIGUz27e0XwQEtbzw8cmTFKQFBbzXfv5ZC3WXlIItC4AADJ7s22rPu9YzkkgktwDSUZVIJOUT9Sig92BIYVArfP51dXz6KbB+Pb/sZ5dRCOdGZNw4uk8urVzOExpKh9RsBpCwCtjaD9j3OrDxQc1pPjAFWNMR+L0dGoZshZ8f18jTky1BFi5kpc78fIqWgh1vQUAPp1OH4Xe8BSHoBvbrRwdqxAg6aGURFsafqisaHl5yG6dTC6Ft0YKVX1UiIig69Hoe++xZCj21EjBAMRIXp4W72u2cY3Q0Q4izsyle+valqNTpgGpVLBjU7Tv07rgCmdkGZOQFIMA7Cx5mBdv2+sNk4jqkp2stUE6fpnDS6+lKdu+uCWSjkaJrzBgKowEDmFsI0Kl77DHmwp46xXzZ+fOZu6eG+U6dygcGzzxDkQrwXLKyWGxIdSEffhiIjdNj18FqCG35EPIRAWEvQMdme2AyKWjShGHCP/xAUR0To62l2cy5BgdTyHfqxIcGJ09SoKmh5Dt2sA/uvffSpXQ4DQAEdDonCuw+sFoZ+hwXx3MLCOB5/fIL2wWNHEnxl5bG+8NqN0AxeCAjQwdfX94Lhw7xWvj68nX77QxN7tGD98n48Qz9XbaMxaNGjABO5nRAgqUZgiNDsfQnT/j48MGMnx9d+y5deE9kZfGhS0YGr/3TT5d+f6p5t4GBvA/V0OYyURQgvBOd1YspkJSfAKRsYhVgRwEQ+43Lx2vWcO6+vrzX9u2r+NDXku3bec1nz3Z18K8KtQawWrY1E6jVH/COvsoTkEgktyLSUZVIJOUT3Aboug7IPwcENMWZX3VQFFwQYDk5blpG3AqkbqV7Ywpi9VHLGcA7GvYjc+HQ+cOkz0Ng8jT8+uvt2L6djmzt2q4ht0IADmM4fD0TYQsAzp6pj6FDKXx27KDYyctj7uLzz5c+lYYNmcf4008UoHfdpX129ixDjt9+m+LbYABmzdKOf+QIRfS4ccxJ9fCgKBo0iEI5pVj0ZHY2NUSXLizKo+a7xsdTBD3/PMfw9gZe6jwcnRtvRF6egjClN178ahJybOF4dEAoZszSwWbTwnw9PelsOhx0u5xO/vz8c+akHjxIAQtQKBUU8DVxIsXs8OEUjdnZDCNOSaEIs1rpSm/cyLl+/bXmDp5fBVQNTkHyaYG1SxPR9eH6WP/TLtzZNguRLbsBraYjLvt+zPwmB5tP9kBwMN3f22/XRth1Pujg3DmOP3Ei5wBwLTMzKbodDq7Rv/+yT2lcHM/zjz+ARaGnsPSFx9Gm7l4kB4xEdjbP08+PjrAaEr5jB7B4Mc9BCArVOnV4fs7/Z++8w6Soti3+q+rckyPDzDAwgOQkIBJFJAtGggEMKIjhoqIkEyomMAsoguhVURRFFFGCgCIZFEFyzjNMztO5q94fm6YZwHSfPuW+Wt/XHzNd6dSpU8NZZ+29tiZkvqxMiFiDBtKWCRPk+4ceOjtE1G6X3GWQ55iYKGQ6VG5n4kS5TlISZGbKOePjhez92pg8elTyhlNTRf2dPl1IbePGYSOv0Piz2eTcv4qyvbBzIpijoMljYE88937WBLDEgLdQ8ldjm1bZ3KCBvAP5+bKwUrPmb1z3H4CiIlkU8vkkyiIy8uyFgT174KWX5G/GuHF/ci1YRzW4bKn8vVMMjcOAAQP/NzCIqgEDBn4fHNXlgxCYpUtl0nn99TIR/X+J1D5wZI4ozVF1IKIWy761ELc3leSo40RGKMRl1CMpqaqp0S23SJjutm0SehnR+XXY8QwJaQqXXvcwl54MQ+zeXVRrODuM93SsXi0qpq5Lfuill4a3bdkihLK8XEjH+vVVDWkmTJAQXUUR8vXkk6L69e0r6uQ110hY5OnEzmSCYFDng1k6sdrPvDIjA9WRQFqa5FTquhDI7t3h6k4/oCuxFJX6aZO5npgYlcsuU0lIFjIVIsEOh+SbpqUJYVm1SkJ0o6Jkcj5lihC+ZctkQl5aKscpikziQf7NypJrFxTIOV0nRe7t24U03XyzED2PR45VFHDYvOQWRWMx+dn1/UpuG9mAYLA1VrOfDR9OpnG/B2jQpTst9sPXz0hfrF4t6viZpK96dVEmk5IkdLmgQPo+GBTl2OEIE9VgUI4Pld0pc8fwxMol3N8SXpnpw+/zo2Bm6lSF+fPD4dah89aoIX1z/LgsPERECFHu1k0WN9q2FdLSqpUorxddJIrxJ5+IohoVdfZYCgRkDOm69J3TKe1MSBB19q23hNi+/HJVI6VznWfgwLCyXloqYzk3V9TxUN3UiRPFwAxk7N144y+fk/W3orlycbk0Cg66qdFvxrlrBJsd0GkuHJ0LkbWgRr/wNk8Bl7T28NZb6WzZIuHv1av/yjX/ISgslOceEyM/Hz5cdbuuh6MENE0WOE7PT//TYJBUAwYM/B/CIKoGDBj4w6hbV3IXXa4/edX+fEPixVIGxHVMahqarEyfAfmHZzO47XROFCUy7vo7sZxxWFTUmQ7AaXDR2Ql+Q4aIEtes2S9M4HUNRdWRLA5hTP37h0NaQcyBystFTXO7hdCEcgl1XcKQPR4hOAMHCgkJGcxomux71VWyMBEK8Q6RVqetkoXLY7lt9hM0v33KqRqjJlO47uaS44/QKnIKGemVfPvDIMxmWLRIQmZPN4zy+6WtjRvLJHzwYDl+5EghYCB5qV9/LWHOobZYLOHSL6oaLgd0+s+n9+e0aXLeUB6sxQJOaxC/14umm3jh89vx+K0oio7uV3l7dnXa60KyQmHViYkS9nvVVWIuFerLI0eE2MXHh2u/+v1CoG026beICNkWcov2+8N9XV4uDshffriPvLxaKIqO1xsA3cwVVyjMmiUENCpKQoWnT5fjr7pKzv/AA1Xvd/lyWUjaulXe05Aplskkqu8XX5xNtH/4QchlKLS7uDhM6C0WCSkvKhLSejpRLSuTtiQkyO8VFUKK4+PlvrZvl/4IlZe59VZZINE0iQbQdSGsv0hUdR28RRw7EUHQ5+FAQS4f7pMIgHMiMhMaja76XfY3sGkE6EG61L2DLiPH/MLB/zzUqSMLP0uWyPgbNKjqdk0TAhsdLWMkO/vvaacBAwYM/JkwlsYMGDDwH8Fi+X9OUkOIzITkS8AsMmiTJnCkIIOnFzzDt9kjMdvOYQf8O5CXJ8r1Tz8JqT2r9IeuwYZhhP+MS/xsaWlVAtiuXdjFWNPEeXXAANkvpOadOBHe3+MJG0hdcokY93z22dl5yIqiUS22AEVRidEkyc9shldeEUKSliauqve9OojeL31HaYuv2OMfitMZbkuVbowU5c/pFMV340ZRHps3F5V20CAhgsnJMgkPkSezWdTWsrKwIy6ICnimUqZpoijv3y+5nm63HFdY6iQ1oRhFCaKcdKwK5eF+uOJKrhuo8d47LlYuL8LlEgLn81XNs3zqKSESnTpJn/ftKwsMn34q5kypqWC16kQ6fTRp5GLQIFEXQ/0Wal92Nsz5MglF0U89n6lTAowYIaSvc2fph1GjYOhQIZ2TJkGbNtKGkBvze++JCr99e9gkK2SiVVEh5kZ795497vLzw3mkIP1dvbo815495djoaKkHG8K330Lr1kLau3SRZxcTI/uUl8v93Xaa19GqVdK+YFD6eOdOWfRq2ZKzsHix5GV+OleBZk+gB9xo2Ji57hFWrTp7/1/FvqmAApYo2PemvEPnCVRVwrLXrZOc6zPDpE0mCeuuqJDFptGjz30eAwYMGDifYCiqBgwYMPAfwOWST+IZaXLjxkkIa3GxEL7/tGREqKRKbKwopEeOnLFD+T7IW3nWcYGAELchQ4SQdesmqujMmbBvn7R30SLJl+3alXOGTqqqELG1a8/dNkXRqRZbxD3d36BZ3ePUah+2D+7dWz4vvghPPAE2m0Igxsm2I/W57jpRREPELJRvCtC8xg/c3mU7s9feQFCzEB1jOkWqQAioxyP30amTEKCkJCG2zZsL4enQzssnnyiAGVVVyMhQaNxY8j9Ph98vymIo9NZsViCyNmmRGsezTDgidPRgkI7tKvn6m2hMqh+318Lljd7jGP3YcSCZo0clpBokl3PGDHnmPp+UxNm0SbbpupjfTJms0yBmMY9cPoZaw75DVWyYLKZz1uAtKosiLT6LnJJqmBSd5d9Z8fnk3IcOCQnp0kUWEOx2+e7ECRknLpconU88IT+Hxl9IDS4slPt2OIQALl0qZHb+fOnHSy8Vo60dO0TNt1pFsb7qKvns3i2LECtXSomg5GTpz6wsud6KFbIQsmqVjIG775YxfPp7sn792WOqZ08h2qdj504Jjdc0Iawp/76eBUeuZf6XJjTdxLhx4X11XfpcUYTwnvO9i24IJdvA6xFjoPMsjFVRwqZp58LQoaJIWyzyMWDAgIHzHQZRNWDAwP8rbN4s4YIRETKR/k+MVH78UUIXPR5RPR96KLzNZpOSM/9bNGwI7dtLLmRysoT0hqDrsGpjCmU/dgcCnP6n3GyWCX63bqKaJiSIm2337kJu9u4VYlFZCe69n9OtVh5fFfUltyyZoGbB4YB33xUFLWRydCaiHaXEO/Po12EJNS9IgkYPnbXPZ58JsQqFtzZqBCmJLr79Iou9x2uwc6+duXOF0MTF6Yzt9Rj9Xv0MXVdA1ygursqgXS4hgjVrSsjqHXfI/fXvHw6DvKzOZyxy9KDMFQ3obNlixe0+m7EkJAgBDgaFqN9zD1x+ucLQoaaTiqzCokUWRo2KRdc0MMk5YpxlFOpejh2rer6BA8MLFyDhu2vXCqHMzxcTpM8+LoFF/wJrLI3S97N610WgiTpZp46E0oZClTVN5cJaW7it87scKGnDi1+P4kRO+BlPny4E0+UK56zGxAg5OXpUFjlMJlFxT5wQ9a2sTJ6HyyXEMSVF9svLk/Dgigo55o03xKznzTdlQaNxY8ljzsqSHMisLFHZp0yRa+/bJ2M+1PZQyHdWloRX16179vi5/355Z0LOtfHxosqeSS5DIcgxMfLss7Nh4vNWrukn72+zZuF9J04Uh2dFgWHDJCf3LDR9HJxp4lxbd9g5djj/YZTZMWDAwH8Tzq/lRAMGDBj4X2L4cFEaN20SR9tfQkGBGAk1biyTdpCQxttvF3dZj0dyBd96K0xQ/kyYTJKz9/33QuYyMsLb3ngDbrszhvtnvczgy3/Gtf1d0tN1zGYhPi1binIWFSX3sX69nK+iIpwTCRr9LvqUu7tO5dWb72N035dISxNjnooKcRD+pbqt9/WazJtDR+DzajLp/wXZOD1dVM8mTSAlNh+WdyV1X1+all2Hp9JN165CwoNBMJuDKKqOpqkE9bMvrKpSBxbk/oYOlZ+fe04I1bp1MPPzNpS7o/AHLfiDllO5tiE0aSIExm4XwpuUJCT1hRckLzYYlO/KyqTG6LJlEGGrwGbx0KrWJkYN/JSNW1OwnlEppUYNuddQO1UVnn9eSKLFIuOssDRK6ux6C/lq7PXc0fMjBnb9gS0/uvjpJ1E8L7tMjm1Q4wgv3jCKC2vvYECL6dzYcd5Z/REXJ8935EghkNHRQhjvv1/OE3K2vfxyUXvLymRxIhiUsXHokNx7VpYQ2IQEUeP37BGF9bnnRDV96y0hkVOmwLFjOlERXl55RSTgUOhuhw5CfFVVxllmZtVyPWcilC996aXhskgOR1hpD6FdO3n/SkvDJZBUVb4/naSCLIw4nXKeTz/9hQubnVD/Xmg6/pQxnAEDBgwY+OfCIKoGDBj4fwWfTybE5zLbOR0zZoj6ajaL8vrCC6JShmpYFheHFUub7Y+3o6JClKstW355H1WVMEu7ver3ixfLZD86zs7qna2xNRzCoUMqu3dL3mOHDkIY8vOFQ15wgZS3CRniCBRsFj9WS4DWmZtIizuBxSL3G+qj5GS5t7p1hRSZzXKODfvbUC06C5Pi47FPHqNhQyEyp2PiRAnXDQTkPpbNXoHuyQVzJEOeu5vJL5by/HOVlJWBrissyZ7A8G4z0VEA9dS1FEWUu5tuqprD+OGHct5gEFyVAWxKEZWeCOIiSwANMZeqSqALC+H990VFPHhQQkpDZVJ69hSjoNxcIXWhXNQKbzRBzUylP5aCerPp1t1CSoqOqorcXL265A+HxoCmyfMK5czu2iVKYMPGZooafQq1hxAZ4eWNu59l9l0DyNTeBoQghp6bw1yGougkJEeQmqrz7JNFNG8evg+HQxYUNE3yULt1k5DPOXPE2ddqFaJarRr06SPfhfJdQdrn9cqCS6tWQpLLy4X89u0rYeZ5efJ+FBdLiG9hgYbuKcRdeByb/wiTnztO9eriLPz007KI8/zzMg7Wrz97zJ4JiwXmzpWyOE2ayKKMmv89fN0MFl4IBRtwOCSnevVqCd+Oi/vl87VvL/1dUSE/GzAQwrFjEoExbJhEHBgwYOD8gaL/UmzX34zWrVvrP/7449/dDAMGDPyXYcUKqRfqdIpS2rjxufd76SWZdDudokTpuoQiKoqETlarJkTm5ptFMfs9uag5ORJSu2VLOP8zORkmTxZC8XsxY4aQApB8zSeflBzDOnUkP1RRhDisWyfbW7aU32+8URRWv1+UtzuvWYGy8yk276rO5NUv8+AjyfTqJeedOlXampoqZV2mTZNyF1arkEMVDzpmvD4zTZoIsfvuO1EXQ8jMPL2Mhs6gS+bx+m2jaT12CRG2Ctw+B2W+RCwRifTo5uO10V/StGdPylwR+FxuMhIOYXNYyPfUx26Xdt99t4TUjhghzy856gRXt/qME6UZ3H35h2zc05DHPnkcTVMwmTjlRGy3S17u9u1Qq2aQ/FwPsVFeNvxgJz7ZSX6+qJLvvy81Wy0WIewhMqzrMhYa1vfxYM9nqR3/M20urYHS+lWOHFVp2JBTNWFNJumnUH6tySTnefVVGDboKL6FlxFQIoi2l6LUu5u5O8cwaJAcGx0NQ2/XuL/zaFL8n0FUPejwEdgSTin3o0cLybPZZKGkuFi+j48XUjd/vrgCh4yrFiyQZ/juu+FyQGFlXdCunYyJgQMlnLdly3D7AaIigwy97D0O5tXmwStep9MVzaDpY79/0P4eLGnLtn3V+PlgPdpfmE3tmz783Yf6fLKIpChwxRWcpXob+PuhabKoc/SohOyf/rfir8RVV4nzNUi+9Zdf/t9c14ABA78PiqJs0nW99Tm3GUTVgAED/9XwFUP2IrCnQLUuv9vdqKJCwkR375ZQynffle8KC0VFU1WZDGua5MY1bChOrDk58Oij4ph7Jq65Jlz+Q9NEoYyJkRzB0xXJVatEwa1ZU9SqM92VdV1Uq/JycXvt1k0IiEnxMWnYTAb0PgCNH2HngXgmTZK2PvqolH9ZskTI9R13/HYfaFpY1dR1ePxxKSlSXByuDQrgtPuJcpQz5dGVtOt/BWvXm2jcWJSy0+Gw+xl/wwwU9zGmLx/KiZJUouzlBHQ7rz04l5sufJpHP3iAyV/dSnJMLi9cPxqX386wd2bhD5iJj5fcxAEDJHT7pw2lfDOuK+lxx0mMLsEcmcLPR5rQ8dGvqpCskBFTSJ1VNDdurwUVDZNJR1dtOBxy7rg4CUsNlZo50+04NamUB/tM5tbey5k050ayzANY+0McR4+GFcvTczZDMJslhHbuXIjKnsKgi6dR6G9A67vfot2lCWzbJm0LBIRo9u4NBH2gWs4as717ywKAzSaKrabJz0lJEq67dKmQbZNJyOtXn2bTsIHOvqw0vvtOxlRWFlzfdjb/6jGVHVmNmLDgZexR0cyZI2G748dLXV1dl3Nrmo7v86YQOMmWmz8DKV2h6CcxKYo8O9l7yxYhzhdfLKrub2HbW8Po/8Q4/EELTqfON6trnrNG88qVMg5bt5YQ8F8KUTfwz8I774hhlqZJqHioVvJfjQ4dwos5MTGygGfAgIF/Dn6NqBpmSgYMGPjvhRaEVQOgfL/kUppsUL0ntJkOZgdHj4oaWlkpk/fT894iI8P1Rn0+cXZdsULCCkOhozVryqQrP18MflasEKJx001i2HTggNQDbdpUznP0qJAfVQ2XP1EUMToKweUSEqlpogIUFcn1mzcX4my1yjHt2sn+hw6JO6vfr5NboPPqB23o1+hFjh3y0HbI67jdMjnbulX2UxQJZe7cWRTGM+H3C5FOSanqHKooYqozZowQqVtvDW3RcXlMoNkY9Vwr/JN8OCIdZ+UbAtjsFgocV/LsZQ344UBL5m+qSak7hsToUjZuieOmi5w8devbJDqPclmDxfiCViZ+OQ496CMYUCksVPB4FN5/X/qpbtIBouwVnCiRfMPsrAyaDriNF+3SzogIeVanq6J+P1hNCiY1QFBTUXTweaWPS0rk3iMi5NkNHAgbNlS9B69PpWZyFiPfvJdP1/TCF7Sfepa6LiHSZ6qVJpMQ4HvukTDg0tIRvPDlCADaLpZnGAxKOG7IZVcOlFn8sWMyPhVFFhxCBl5udziM1+sVdTUtTaIBQkTd5/HSMKszSpZOvcaPUG/4EAZc42bcA4WMbvk4Hr+Nbk2WUaq/zZsrRpKVJWrqU0+J2j9qlLRt6FAF2s+Gwx9CTCNI6UbBZ9fw4PTh+INFvPjUfFIvu/fUPe/fLwswbrcQ3Xnzzl64OBM/MwGfrpIQW0l5MJ3duzmLqB4/LiGcmiaEPDm5aqmc34vQ8zJI7v8dNm8OL54UFgp5rFbtr7/uhAnicA1nO0sbMGDgnw2DqBowYOC/F/5SqDwkBDXoAtUM+ash+yvIGMC4caJMms1CDs8sm1FaKgQgOVlqmXq9Ql6OH5fJ95Ejomb26CGGPnl5MoEOBESRcjolD3XNGgnpHDdOQjLj4+X3pCS5xqOPCkHp1UuO9fuFLLlccnxysjgNV68uym1CQphkZmRAjfQAq9eomICj+Wks29YZhyXnFDkrKZG8xooKaV+IiOXkSHhuRob8/sEH4hBcUiLmNfPmCfECUcemTpXv779f7nnhwlBPKbh8Nkpdkbh8ZurEC0Hp2VMU3FOPww+fflWDDeu2c+iwBbvFjcdvp9zl4ILMcnKyfXi9Plq1CmLyQrS1nKTofAJBM6CDHsTvUyh0m4mOhv259Sh2JRDvzKfYFcvt016lW0FLnn9e+nzdOgnT9vmqOhirioYvaAUUTKoXCG8PBkVFnTatavmcEIJKBBlNG7BoRlfcPgdn5sF6PGECFFIjExOlH3fvlu8CASGdTqeEImdmChm12+UZpMdnQYUXIjJBUbjnHti2Tc6fmyvhkxddJKrobbdJv3q9MoZVVUJ3Q3B7rSgmm7Rz7+vgzib+wNvMuDEGzeunwuvAVQp+f5A6dcTgKIQRI6TMkccTKi/TDOJOrubkfsel42awO/sCANbfkMXB4xVgkUK2e/fKWEtKElLy4IMy5h9++JeNltp3rU7Ea1Duh5g4KZNzJgoL5bzR0RLGfnot29NRdKKYuwfvYt/ROO6/s5CbHux4atuhQ7KYlJMjRPzOO899DgN/LgYNEoOy8nKJOPm1Ujt/Jrp2lfcMzl2Oy4ABA/9cGKG/BgwY+O+FrlG66EasZWuw67no9hTcHjOH4qfQuEcfrrlG6kU6bAEuqLabz75OBrvMnpYvF4fgYFCcVe89KRbdcIOokFnZHgAAIABJREFUbCaTKJUbNwo5WL5cjGFCf1JtNqhdW4joN9/IzyAkSFVFse3XT0qZ2GxCXLav2gL7ZrBhZx2GTBxBZLSVvDwhtkVFoj4UFUGkrZQJT9u54mobBFwse/lRhjw/iihHOb6AjSl3TmK7+zYee/UivF45d/16fg4dAk1TsFgUmjYzUVwsbXnxRbjuOiEkwaCYL2kavPYa9OlRhjd3C5f2rcu2/amoKjzwADz2WCj0Ofx/iFn1gmLB7jARDAoB7t5dyGp0tBAoh0MI987tfhIjc/AG7FzZaj69mi9j+prxxMf6WbmtGRHOIEqwEs1TREFZPHarF6vZR40aKpt3Szv694cDu4qJ8m1kf25dDubVOaWilpRI+HRamlxv8OCqQ8Ni9hMZ4ae03HlKXTsdzZuLal5eXvX72Fgh6T/+KNtDCDneBgLybEP1USdOlLDxoiIhmWazbAsdc9FFEsZbXi4k8Yupn2PZNhaXW+fzrcM4GjmG118PE+BAQMjeAw+I4r1ypeS+FhVJCaBRo8Rg6eefAXRiIysontVYaobGtYKSLWCJlgiDqAbgyUGLqk9uxjSS0uLOqYSfE+5cImIj8ASsmNBOmpMpsiiEtKdPH/m3uFjGuN0u5HzzZrn3mTMlbL5FC1GBnU5RnHfvlu/i48++bDAohHzFCnmun34q/56Jp0d8x8w5dYlyuvH4rKxZH0FyRhIg7/P8+TImKyokjPzM8HoDfw1yciQCpVEjgzQaMGBAYIT+GjBg4P8lli5Tuf/B92meto4+F62gacpqvtlyKdNX92bkSAkJG36HxiOXDaFLsw2wzAztZ0F8K+69V0J1Q2VRRowQwjdxopjZVFZKDl8odLBDB8nFO35cFC6LRUhqt26iQoYQHR3+OSIi7IqbHF8Ja2+CoIuL4zQWvR7D9OVDKS4Wl99atYQYjez1Iv2aTYMcJxTPoqxUI1I5Rv9O37Lsp1a0auGh0c1TYLcZ/wtynUinj4qCfBIjgkTYKnH5osjNqU5CoomCAilB4vWGydqhQ2C1arBjIlROwoSDcV3bcMOuj/EFzfy44FteOrqTNnUvYf3eloRUxYBmw2ELEAya8HpFJfziC+mrw4dlYpoY66Zt2iLqxcXhCBzCYXFzd/fXCWhWku07+WJNP3w+BUcNM1knYjCbnPi8kigbH1nKieKaxMWJMdTLL8NXX8VxxRU9q/SvrotiduCAPItu3YQohZRVVQWzxUJJmeXUPZvN8ixAtldWClFyucK5uAABv07XLho33mjiuuuqGi6FclQrKoT4ZGTIuLmkY4DxI35kU0UmCZGFNK2xnS1HW3MwrzaNGknfxMfLoknOqmns2NeKhRsv4mBeHb7eomGzqQQCYVOoRx+FTz6RBYBOnYS4/vijqMiffirk9e03yyja+S2vDHlSGpU5BOrcBt/1BL/EBe+svJ5AzVto2hSq/77U7VPYvLsaATQ0TUEDmtWvAFPUqe3x8dK+vXtlIWT9eumr0GLIoUMwaZI8l8WLxX146FAJ9T0z3PeLLyRks3p1MdCaOVMIcEzM2SVtQjCdrH2r64r4P5/M8y0tlTzx8nJ5R63WqiHu5ytcLunjtLRzh/T/U5CSIh8DBgwY+D0wiKoBAwb+a7FgAXj9VvYUd2bjp51PhfGazaJy3n03rFt+HJavP6kyFcOROWixrU6FFAaDQnZCfjYVFTIJb9IE6tULX8tulwn1+vUSypmWJpPptLRf9m969lnJpSwvh+fGl8EJN1hi+GLlhVwz8fZT+82bJ20eO9pHo4TllLqiSU0ux7N1Mj1GT6c4+3kirBU4rD6+XtmY+Q2gZtIhLGp1vJodRfNyWZNvmbvuGnJLU+jcYAVFupnCwhTMZlEIv/wyTFQDAejWZBkXRU9BD7hB8zJ5yb2YVT+BoImlP3dh+7FGdGm0jE0HmhIImtFPVjvTFRO6FlYXA4GwYYrXC6o/m7SIzSiB2izefTk+T4BvtvckqJkorozD5w2CYsbtFmLm0yxo6AR0J+XUxltpQteFjK1cKbVKJ02SxQSfTxxfQUi9ooh6M29eWLW220WZ9njCCxGaFiajSUli8vL44+cyXdFxuTQ8m56m99gmZGf3o3VrUYlCNVvNZunH1FQJo7ZYoFrxS9zQeidjehyiYeoeyj2ReP0OLn9hIe+/n4GuSx1WTYPnZl/PzGWD8AfNSAU5HZ9PIzlZpbBQ2mkyScjrpEmSM33ggFzbZBKCvWYNvPjAYvj5IbDGgd8OiRdDRA1o+y7sfI435l/BK1/cAKrkvI4b9wdeLCTsOxBQTxFFkz3qrH2io8XwaMwYyYn2eCRsfeXKsONrKEQ6RPLPhNsdzs3esUPuecoUOc+v4a6HL2T33q3sPRzLyHvySarRnmBQ+jmUv+twwEcfiZIbgscjYyo9/fwhsMGgRETs3i1j/M03xQDOgAEDBs53GDYCBgwYOP9xaDYsbA4rrgB3zqmvQ/l2xcUyMe7SRRQVv1/qRQJgigXFCpW5gAIxTVBVCT2MiJBP//6yayAgIaRLl4qDZahETAjR0UL6LrhAJr/p6b9uMpyeLk68CxZAk9YpuJOvo6K4hHtmPF1lv+uuk/yukjIL9/x7Kh6fBVdFkM+XZHAsy0JUcir57kx2ZTfB71cIBnX2ZWVQO/kAdouP2tVzyC9Po0bCMRqn7+BwYR2+fHYiTz4pOZH9+gl5C6m9qgoZCUfwBc3oiglFCWJSNHwBG0HNBIqOP6ByND+Dfw+/nVpJh1GVIJGRQdLTVYJBIYZOpzjUhkri6DoczUvlmy2X8fOhuqhaKTFRHkrdMeSUVMPtc6Dr8t+SLChoRNlLMKt+dC1AcYGfoiIhY1u2SIjr6NFCUqOixNxq+XIJ5ezbV64Lcm92uywaJCaKa3BBQdVw39DP+fnyjN94Q/o8Jub0mqA6mq4wad6dTHgkl7g4Ubr9/rCyHrr3YcOEOLZvD7V6j+K26TN5Z8XtOG2VWEwBrBYfretsQ1WFEGVnC/n694qbCQSrMiQFHZNJSJ+uh9X6d96R3M/q1eX7YFAWUZo1A2Iag2IGTz4oJog+KbPZk6F8Hx8ubI4tcASn3cvs2b88Rn8JX30VDkXWdXm3zoWjR4WYJiRIOLXTCd9/L4s8994rfXTppaKQnwsh1+kQkf295DE2OYb3FnZi3c6mDLxHCqtu21a15E5pqURChFBQEM45v+oqUSkp2QH73oSCjb/vwn8DTpwQkhodLWNgwYK/u0UGDBgw8OfAUFQNGDBwfsNXAtseB5MdSrbDntegxXOAEJlq1UR96tZNcgdXrBDy0aYNUPgTLGkN6IACzWZApiQzzp4N06fLviGzFa9Xckz9fiE0n30m7qs2259wG36Fyx96hpK8URS7IzndpEfXZdJsNiuUutNZvuca3K4g0757gJIK8HptxMTYsPnB7dVQ0bFZ/RzMq0MQMxd1TmFwvcdJs21g/qarWLL9KiwRkZh2zWGPvw82mxjgVFQIKbBYYM7667m2wwqqp/2AN6IFyTVTUA/YcdqCuFxmckurkR53jNrJ+3n/zpu4bsYK8gqteL1Qt66E5XbpIiQ4FBoLkiq5P+8CLKYgTquLgtI4ImxuXF4HwYAFHZWoSAllHXHTVrb85GVXVgM0zURydB6HCzLx+xVUVYhG6Nxer5BQn0/u47XXRB19+23pv7Zt4a67RGl94glO1STVNCFPod9Bo2nkLKL3b+XB+55i714nq1eHQqMVIu0VuDw2Xv7iNtZ3l1qzN98sYc42m4Ti3nijkLL27YWo6agoBFiztwOVnkgSIgs5lJ/Jxv3NCQR0YqJ1mjZTGToUbrnFHB6PgKpq1KlRysfzEnA4hOSNHSv3XF4uhD5Uw3bTJrlPKQXTmMDFHzNpUoAf99TnlkC0uOMWb4agl4sb7ObztZ3RtQBde8gA/rX8UL9fcoxTU2VRICdHFmTy8oSsT5p09pjOyRGFu7xc9guZS3XrJttHjJDPr8FuFwX1mWdkoeGPKr+6LqHFWVli7mUyhcfimS7Ey5ZJH8TFyb1uWXOE9t4BeN1+yjzxJPaZjhJ/DoenvxnJybJYcfy4vA+dO/+NjfGXw4F3QA9KqLk19m9sjAEDBs53GGZKBgwYOL/hL4PFrUU9Crog82ZoNuH3HbuwJZRsBmDjgYv49ti/aD/45nPWQA3hkUdESTWZRCV69lm45Zaq+xQVSTmR4mIhFQ0a/HZTjh8XglFaGv4uFE5ar164bqbJJOGlBQWi9kZGCil6+mnZftfwABV5R4m2FbA/rx5BNYaAu4yEqCIe7f8KfVt8iVq9C65D36HgZ9vRpry05CG2HmlCfmk8mqagKHLu+Hho3FjUxRdeEOVm3z4hIEWFfhQFmtXYxif39mfytw8z54eh3HKL5BsePChK9OjREkJbVCSkMCEiF4fFjc3iwRtwMGJ4AVnbfubD76+kzBNHXLyJhx+GlEQX3QIt0T35lLqiOV6QisPm4eLxG0ExUa2a9EFIsQ6FxPboIQsIiiL9v2uXtGX+fCFz0dFCWqq4AKshxU4nPf4Yd/WYSfWkSt5cMZrcshQqK6XPi4o0fD65YPVqfnTFeqod//qXOPCGnExfeEHIW3GxGE6ZValZ89SAsXy/uztbjrQgp6Q6qhogPrKCNevsvDHDweTJobbppMcdpm+bNSRc2J85c0XWbd1aciy9XnkOiYli8PXyy2ePqY8/Di+kBIMS7p6ZfARW9MHn0Zi3oQ+B+mO59oZEsrOlzIvfL4ZRixaFyarPJ6Vmtm+XcNm5cyWv+fPPw+WOrrzy7Ot/+60sDkRFSR/17y991KjRb78PoevOmydtv+aaqiG6vxezZsnCRCAgURWTJklOb0aGmFydbuizdq0sOui6PO/lHy7Dt/k5Bjw/lZJyJ317e3jl7fr/yJI2hYUS6ZGeDh07/vb+fxk2DIWcZfJzYgfo8OHf2BgDBgycDzDMlAwYMHDeYM83nzDs3uqUuaOYeO9Sej04+tcPsERDy1dg1/MQURvq3//7L+ZIg5LN7D1xATe9MQufksgbi6Ukx6BBVXNQQxg0SAhAZGS4fM2ZePxxCY1UVcmr27DhF0KAyw/A+iHgzSM2cwJlZQNPmfLUqCHkVddFjWrRQkhvixai2jmdcm2LRchyq1ZyyjXrzKBncuutGRxfaebECYiyaVhNfmYuv4Vbui3CE9iLIyKH3NIkGqXt4NutbQH1rDzBxETYta2S7TP/BQfb8+XSIZiVII4IlQibmwtS9jLttrvQdBPHShryyCPhOrIg5PmLL4T8HDsmKvaP35bgdoPH7yAz+Sj7Czux+OcLScvU8R024XKJc22HuhtoPcxLcoyHGgmlOBw61782C5vdxNChEuJbUSEfVZW22u2ieBcXi5J74oRM2q1KGbX8H/HOkKVsy2rFa9+MpqQs9N+fdvK+FUxqEKvZz4TPHsakBtB1ExaLm4eveILG6TuYtvwelmztTTAIJ3Il8TbnZKT5Qw/JtR99VJ5NjRpCiv1+KCvTSYgqpEvDZTwyZxIa4fhVBZ0oezlLF5SwcGHmaQRa4XhxJh+tzyRhn5BNm03GUsj9uXFj6ePevc89vEtKZPw4HLLQ0asXXHllTSY+thBr2Wau73UhRCQCQtIqK2XxpaRE6u6GQud37xaSGhUlz/Haa4W4fvIJp8Kfz4VmzeQ9KSuThY/hw0WF/b0YN07IsK7LIsPMmb//2BBC715iojyrunVFlT4X2rcXB+VVq8SxOL1ZK5587XqKyqKIiyrj65UXcP8RyUH/pyEhQZ7J346SnWCOBFQo2/V3t8aAAQPnOQyiasCAgX8UnngSsoqrY7d4eODlPvS8L4hi/o06Bml95PNH0elz+KoeB/MuQFPt2KMT2L9fFNOpUyUU8MILZbK7dq2QsKZNYfjgQ+xe/zOO5o24/vqz2WyoDInTKaRJ189NVJe/P58vFt5Op2bbuNLzJGlp/fF4xOH12DFRe0J5gF26wD33CJkIBCQE0+0W05QQST0FReHpZ8yMGiUqWpAYKoM6rdMOQ5PxWPPXEij+gaBmZu3+NlhMfvwBIV42s4f6qXvp3nw1X+26hW4Nv6Jx8loa9ljJgex0Vu+5hBqxx3ju5WSOLXqPIwU1OZw4mNkfWeh91W427KiD32/GZlPw+eDDD4UwFhYKwa+srA9omNUAJ8pq8tNx8HhUyivCbrk+HwQ1hcSoAkAjtzSFB+d9wIRpHenYUQxw5s2T/UKKWFGR9FV5OcyZI/0XEwPfLAnw8OVPMvy6KfgCFlrV/hFrbHVMVicHdhWx4Mc+5FemoGsKDqeZw/m1sJj8eP12gprKrZdM47q2c3D77Lw86D5a7+pIRfBs4yAQkpOXJ4Rq4EAIVubjPrychd/XxK85+WF/2yokFSCoWbgg/Qgvvdme3Lyzz1lZKffocMi/rVqJSnjkiBDEM1XGhQslbL1aNVEhGzWCn36SbXa79Fv37hn06JFR5bjmzcWwqKhISOXpzrFpabItN1fGs9Uq91inzq+To8REUWY3bRJSnZHxy/ueC+vXS1tMJgkF/08wcKCE/paUyEJJUtKv79+372n568RR45LBsFKhVK+OzWYi1ohk/XXUuxu2nXSarj/m722LAQMGznsYRNWAAQN/Cdatk7A/XRfS16nT7zvObvGh6SqBoAWH1f2ntUfTJERx1SqZXA8ahLDJqw/Srgukroc9eyTMUFFEBXrwQVGrHnlElDGTCerXzOWjYVdzSQc776y4ncfHRtK1TypHjogCtW0b7N8vE/5gUOPJh4tQlXjO9K7buxfuen4wms/Fop8upVp0PtNe13jmOZXUVCGYEjYqStqSufuwBW1gslARTOb4cZk0X3211DT9+WepL9m3r5x78WIhKRs2QEmJijUynqdm9mBjDlyQ2BjnkUU8O/9hvtnWHbOqYXe4qFNtH2OvmESzmttxWLwkJinc1W06AS2SsoIi4iKKsVl89G65gh27BtHkmin07g2Kt4CFzz3Mqi1voOnCHL1eUTpnzw71nUaUvRyTGkFQMxHQrHDSHdhkEnW6bo1cMuN3srjoUoZ1mUm5JwKfGzJHHwUU5nwrYad168ozCoX72mzi1up0ioJXXCzbduwATTPxzLwxNKi2hbX7OpBVUpPxt31OesRWKlrl0aPZNwx4bS4AHo+OM8JE5Uln4ehoiHGWMf3b4Xy09noaVN+NLxD6b1NHVTSe7DceX9DKU5+PJzVVOUUKVd3DoBrXQGI2g5uqTPvhVdbvPrf0eaC4DSdyTMTHc6rubahUDohqft11QtqGDJF/zxU+e/Ag3H+/KPFut+TpPvGE1Fy9886wIdHpoasej5BXXYfXXnHx009W+g0wV6lNmpAAc2b7eGRsKWsqnUREROD1Sj//GgIBCYVu00bCrVNSwg7Q58LcuUK0e/SQd3TwYMkBBnEm/k8QMnvyesU46Y+G7d48xIHLK6rykCGiIBv4FWQOhmpdQNfEZdqAAQMG/hcwiKoBAwb+Ejz0kEyCFUVCVteu/X3HPf1idUbf9wPFlTFMGHMExfznmJcsXChlG2w2mbw3bx42U4mJEeVn5UpRoUJmKzt3SumPUDhmMAjJ9n04rC4e+OAl9pyoR3Crg7dmyWT+tdeElDmd0LDGQT6+93rSE4thfUdo+zbLlqvs2CHkNycHdEs8MQ4XRaU2suIe4cbuZrp2l2tt3izk5OBBKC/XyVaiyC9LRlUDRDkq0EwxxMV4GPNggOKySEpLhZx+/rn0d1GRkO2YGKhdW34fNEgUP4ulJS+MncNNN+2k+GMPUYkBRrfuRbWIg8Q4SziYm4lq0lEDxXy9YxA3tHyFPZVN2XioHRazjw/XDML8UxQmE0ybBj3aFrFxb6NTJBVEvbPbRRFU0AkGpf8ibOWUucOylMcjRMykalze9Eu6Nv6GpZs7YjX7cHkj6PXC15xuLHXTTWIe9O9/S4j1oUNC2rZuFdW2okIIVKhmqsWiUVgRz6SvHmZ/Th38QQsD23xMVBMHReWJNM/YevLMCqqqMHy4KLYul+Ro+moM45OPvETaSlm3vz2+gOPk3joRtgrqJB+gdZ1NfL/vCrI9LRksXlz4SrPRSvMw2eKw24oZeeNqCtRLefb5iNNGpZhCub02dF0Muq6+Wp75ZkmdJhCQZ3fokCyCfP65KNOqKop/8+acyqkOla9xn7a+M2WKmDu1aCELMTfdVLV0yahR8PXX4KmsxOMKkBidx+aNEYwcl0TdupLjGxUZpGDFJLZtuRmHyUP2MYVWbZwMHHjud03TZMFk6VIh1aG83fr1JX/4XGR10yYJ9VVVeQ9r1ZLyUZ07yz01bXrua/0WXnlFxldUlLyf99zz607cZ8JslvxjA38AzrS/uwUGDBj4L4FBVA0YMPCXIDJSyIKiyCTx9yKtdVdmr/nz21NeHs7XKy+XTwhlZTJRbthQTGLuuitMsisrq4buFnpr4gvYyC9LwmH14NITCAQkpLCoSO45Kgr6NvuESHMumGIgfzVrl+xl+D0NCAQkbHLxYmjazMzWrbXIqAc9B6RUae+FF55u8gMllXGoioaq6Hj9Vmom7+PjIQOYs74fz81/FJB9b7/VTRAH5eXKqfqvdruoWXl58lx27oRbR13ElMFvMev253A6Vag8gtcXBBSqx+awJ6cRX/50NaPTJvPT4Qt5fv494MzEYtYpL4erWm8gP8/L+Efasq5PXXYXdOB0t1qfTwhCIKChKBpOq5sn+z1BbnkyL3w1BjCdMoZyOsFuduPXrFx+ySGGbv6Ep754nMk330OUI/Sg5LwOh5g7+XxCsKKjpZ9CJWRCCr7U59RpXWs9I3u/gqabuff9yZT7knh35a1kJj+BqlqZs37AqXNHR4trbo8eQua2b4eBAxM5UQrBYCqgYLfLYkeKczcT+o+nUdpuVBVsTitzP5C8TJ8PBg1N51/N6pAeu5/ISAvBjJ58/nEeChnoKKiKTkSkmf79JZ/Zbpf+eu89zgovrVNHSGp0tIyxd96R8VNRET6mQwchcz5f+DhNk33q1QsbBNWoIX1z7Bi89JIQx7g4ncpCNy5vNNGOY6xbY2XTYHkvoqIgPT6La5v5SI7KY1CHWRwvqUv/h+4iIeHctWI2bBCSajbLObxeWUzYs0eIb/PmVfc/eFDCmT0eCVkuLZWxunOnPMv0dFHRzwxz1nWJ3Cgtled1LvftUN95vbJg80dIqgEDBgwY+HthEFUDBgz8JZg8Wdw1dV0MX/4wgl4o2oTfnMrkaTFs/TnA7XfGckkXC2QvhkOzIKE11LsX1N/IYUXKZHz2mRDSK66Aiy+W710ucSzNzpYw0o8/lknvqlWijkZGSsjf4cOicF5ySQ1WzptB14sP8MmqnhSWikJWWCg5eFdeKW6i0UkJRJpyCZZko5idbDsUSyAgeXvl5aKezZ0rympS0rnrQ5aXS5sCAQVf0IJJDZIUU0J0nJO7Or5BzcTD3ND2IybOfwQRfRVKSkBR/ehYMZslv/D660WZGjECTmT7ibPn8cp1I+lWfzlF5bVw2ovBHElFuZlAEL7cfC2vLRvP9Z0XkZ6cxzXPzCQQ1Mkr06lWTeHBa9+ladx8HvjhRVy+Ip6ckEJ0dGtsFhdev4OQMVNcHPRq8gUt0n9gcMf3SY/PBsVEWeIdLFmRQGqqhHe+/jqkJJu5qsN6dh5M4pH+U7nv86/o98aKM8JLNVaM7cjeg3V5fMFU1q2LYs47x8Aai6JEYzaLAqlpQsYibOXMHDaUCJsLi8nPbZ1nMmnBWD5ccz07spqRVt3L0eJaZNYK4vGasVrDLrVDh8qYCJfAUYiJkbETGQlvv1WXg3l1SY4uYO53N5Bd2YSmTYUIbdgAP2620v+7uTRN3UB2STo4a6AHTlAj6QTZhSkkRJUw69MkKitlzIXqr06fXjXsF2SMZGTIGFNV6dfQ4kh+vhC6pk2FwJ44UfXYcNkducbrr0sY7dChEiLu9cLx4wpOE0TaKygojcZpdREd6+PYMSvR0VBYkcy2I/Xo2mgxlzdfQIQjSILDB4w6de7cXBgzRtx9b745HJqtKDKGCwuFaKenV21fSEUuKQmbP7VsKakCl10mRFfT5PtHH6167MyZkk+u69CunZDdM/HUU2HyayijBgwYMHB+wSCqBgwY+EtQu7ZMwP8jaEFYeyOUbGP20r5MnXM/FlOQDeu9rFwRJHn7vbJfwVpw1oCM/oAoJ3PmSEjvwIGg+vLAHAtmK5GRQgxDJCaEPXtkch8dLZPm5cuFGJwiSLqPF+78AOwpkNobFIX+d7an/52w5mKwnwy3TEuT8OKICMlt/XqqhdLKKIK6ioaNXh0OMnVmChUVog41bAhq+S5SV1+MHijHE3BQlDIatdmTtG0rbUpJkU9FBWRmqqSlKVRLTqbzpQqHl9TEaXVRL/UAw7tO4+0VwwgETSREFVEv9TA78jpSUSGmO++9J8/iuedgxb8/olPt+TSvsYUIWwWaP5e8fCt65kgcsUc5uKOca9ou4bbeS8kpy6D3Y69yoigeCXZVuPpqeHjAAh5+rTPegJ3k6DxyS5Ppf+HbHC2oyfbjjckvTyYQtFBRAYO6LuGyzI+wmd3oKJhs0bw+PYpylxA+VRU32JdftnHHlKkcO6YTDCqgyOKD2RSgYepOzCY/n9x7Hd6Ag7a1V3Jj23cpqzCxcNJPdGu5ibdffIfhY5vTOGM/1sgktuyKJy7ag9Pqxh+0oGsKCZEF6LpIalsON+ZgbilNa+zgsavf4PHF77FvvwVVBatVZ9aMbMrLdApKUtB0FVVVsVjEGTY2Fj74wMpDcyaiKKIQzpgh9/L113DvvRAR3Muxstp8V9IFi0VBVXWaZVTgK4mkdvJBXp5YRPfuSSxcKMZYdrs852XLhNydXj6npESMhebNE9fcXr3EBff4cQntXrVKnm2I1IVUvjc9AAAgAElEQVRw5nlAytuAkPDISCHHsbEw41U3hxa+wIEjEbStvYodOW14YN/L+HyQnW0nr+A6ItUcdFMUE256HVPFjlPn/PlnCWcvKhJS+MwzQirfeENCeEePlnHYt6+EyJ+OQ4eELIfCg++7D0aOlEiGsjJ5L8vKpB7tmVi4UO6xqAg+/RSuukpK4JyOqChJQzBgwIABA+cfDKJqwICBvwQ7d0r+m66LiVHjxn/gYHcWFG8FSzQ5hVHouk6k0025S6Hk+FGSdV3K0ngLwFMAyGT1hhtO5kQqcKnWgxTlO1Ct0GkepPYEzjZTqV1bJuxFRZI716aNTPotFjEAsukFaNsmoComaPIY1Ln11LEhIyCQyX5E6Tew4zNI6sTWvdVpWi8KRQV/wERqzWS++05CLhs0gIkTYVDstdRJlNBWm8lNSv4Evni9nOPHX8JiUcjOFtK7eLEoQs2bK7w5Xa75qfluDhd/TmbsFl4dNpH6qQeZvPhfjLtqEp7Ybqx4MXyPeXkSEnrXXXB/j2NcXGcjbp+D/LIk3l11C299ewfHizNo2FDhsetfp3XmDyjmCCzuXSwd1431+y7mhtdn4/ZZ2b8f1NSe1Eg+gqYp5JRUw2LyM6LnZG6d9h5Oq4v4iEIKKlKYNg169XwK24+HoGA1WJOh3SwUs5xny2aNdi2LWLk+njdeq8Bb7kbX4tFRQQdF0fjwnptokfGjhDBbXJRURLHtaBuOZ6ks/LkPs7+/kvYNNvHmk7Mp/+ZV9IL1+HUHm22zeHd+M/YEb6eZfToKfjrVX03/Np8yd6MkV1Z6Ivn5SFNunPIuqqoSHS39XFYaJDkxj0o1gbS4LHLLqhHQ7BQWirFWTAzcemMxXWt/SO2abppdcxvYEli8WNTrHo2+4MVBoxkybQZr9nVC1800bqywbXsDGqXvorgihvGT29HnFjHgcjolJNZmk0WWpUvPVlVXfTyfh1o9TLkvlleenEnz5g2xWITkrlwpiyVFRWFyGlKXT8fYsfDkSUPWhx+G8ePlfXjmGWjWtgbNitfCxT48HqhbexWNBgsZvu8+cDqtVBbZ2Xa4Drm5Jqq3H3oqc3jkSCHZwaAopzab9NP48b/9qjduLPeQnS2ktG9faVNUlCxgTJ8u7+e51NBeveTey8qkDx96SNyxzyTDBgwYMGDg/MQ/sGy1AQMGzjcEApIrtndv+Lv775ff9+2Tie4fgj0ZbIngK2Rw5y9IT8ihpDySK9utoW6bVpDaC3xFEFkHMvoBYTIWHw814/aQpH8Hihk0L/z88C9eKiYGvvxSQgRnz5a6m9deK9t0TeOqixbiJ4GsbJW5MzawaFH42MmTRfGsVQtenbAXNv0Lcr6FbY/TozvklqURay/A5nRij4olMVFyT7dtgw8+AFWpKncpQK86b9GnxVenlLHKSiEgsbGwZo0cqygw8AYr9e5cjqXLp0zduZwvj7/A0FsqOGgfy7ip/aqc1+US0tc4aSWfrLqcF79+ALfXxrurh/H4Z89wtLAmmqawaxfc9+oQlm5uR87xMuKcecQ4i2lRazPdmizDbBYFetzMYUxc8BiqNYomNXawanxHkqPyeeDyl0BRCGgWTCa49Vao2ySZeQWfQcNRkHkzxDTmo4+gXTud4cM1GreM4667NQ4dc5JTkkBQN2Mx+QFoVPMoLTN/pMIbjUkNsu1YY655dT7DZ87gne9vx6QE0DSYu64PjQaM5YXp9ej40Bzq37GA7xcfY9o06PnAY3x1YCRuv50IWyXPXvcoKbEnAJ2grlLhjSIQNKOoysl+AqdDR0dF01QURSfC5sZiCZe/qaiADStOcHWDV6hvfgv/psfYuFEWAsxmGHjxx+hagK/H9GHyzf/i9h6f8crLOgHNytajzWmSvp23b+gEG4bjtAdwuaQ2Z40aUoZlyRLJxT01LhSNTpFjKCtXKc7OoZk6galTYcsWUWBdpeWM7Xo334zryg2XfElmpkQWnIlQ3ijIos7mzRIKv3Ur3HILHAxcA0EXdoub5JbX0qGDhLsPGyYhvcWuJA4Ut+SiR1bzyKsdqrgIx8WFz/388+EFnN9CRAQsWCBhy0uXVi2LM2aMlNb54QfJ/T0Td9whYcPx8eGQ4pARmgEDBgwYOP9hKKoGDBj4X0HXZcK4apVM8l96SYjbsWNCYK1WyfX8QzDZ4ZLPIXshaW0yWHl5CZUFu4iq1wNsEdB6CrSYJPspst52wQWSd7puHWBPQMeErgdE9bFX/7WrkZZ2slzNSUyfDn36QGGBys0XrKBgTxlen8rX2wawbj507y7GL4MGiRFMgwaQnpgLWYjS6yuiVa31BAI5+PULSFULIWsB1BkChIx+YMz8j/ngpouxWcIOONaICLpetJvv91/BtdeK0nbihBCFtDTJcT0F1czzs3owdoL8+t13TUlOhkAgSKyzlKBmotIbiY6J4ZdOZn9uPbYdbcfPR5ox7duR3H131X7QNPBpDvZZxpFcdgcJ9qMnn7FCUaVcOCICJk9R0DQ7TquXY4XpWEwBApoZRYEb2s/mxa9Go2guVC1IsKKcu++00eSZ1dRLO8Sbs2ow7u27Cfh1TKqGjoXEqFwspgD1Uvay6VBLKr2RxMfDriMZvP/9YIZe9japyRUs2lKXnJIUTKqGP2ihuDKeMnc0QV2hoCyGhz8YS2J0PvERxTz39iU07i6KXbOmGkqpQlAzATpmNYDZrBAIhJ11IiKUU6ZZsfEWyt01GdBxLgcKGuF2pvH9SiGPgQBUVOhc3XsRs1f3Z/wHd6FhI2CB4kI/JsXDxkMd6d18MTazj8EdZ9OxYB09r+tLXJyN0hI/T/Z7lGap2+Hgeo5na+TkvIXXK6pgr16Sm/n660IQEyJycdoq8fhtlJV4UJUgPj0KXZdxZDLBbZdNp0+LhVR6nYzvO4oKz+Nc6N4CiDlWyCzqTLfdyEipczt5skQQ9F7/MGvmdyMxUYGEi07tN2GCLOi8+KLC3mNp2GxChC+7DLp1k/qxDzwgJPOll/64Q29kpJhBnQsxMb98nKLApEmigu/fL4pxKITYgAEDBgyc/zAUVQMGDPyvUFEh+XLR0fL7jBmSJxZy7oyOhpdf/g9O7EiBOrdB9W6o6T2JanErOFPD283OUyQVZML+3nsyeS52JTJm7kyKPLUgqTO0e/83L/f99zLR/eor+f3KK2FIhzcwlW6ixJfGiDkfsf7QZaiqTJCff15IqtksNRanfNSOb/beSJfRr3Hp+Hkc9F+F2azgsJSjqCawVzt1rVatpPRGtrsFj+/ykt9kAW61JpqjBuaIatw76WqKiyWfcPt2UW1NJujXT1S30/HZZ1V/LyiAWGcRTmslFpOf+tV3Y1Z9bD7Sku92dkHXdXRdFg9uv71qTiNAVJRC30ENMdmiUBQNkxrky01XcdzTjuhoyd0VN18oq4zgwlqbiXaUEess4ZrWX3BZo+/QdZ2gZqHSG0FheTw2cwVZJRlsPdaSFz/qi9ksRF3T5Pk5LB5Mqs6gDh/Sr81cVFXGlabDxAUPMXH+GLYfqkV+eTUURT/pLawT1EyoagAFjZA2Xe6O5kRpDUorIxkwQGP4ld8w4914fjrUAkWBV5eM4srrMwgTOPnExUmfFBVJJEB+SSzztw9lV357mjW3MGoUpKb4qZ5QTO9OB6nVsg2Pzrqb3JIkjuRVoyDPS73qe0iILKBlnR2oNa9lX259Rn7wCiP+/Qq5+ZKzGxcTZOPBdqiqFdCpOL6TatVEMdd1KSVz552inG9euIi1T3Zi2cM92HiwI3me+hz1duaFxROwWiWnWlGgfh0Xqgr+gAWbxcuFtbYAMKbvUyd7RXpn9Wr5bcUKGVsdO4oiGwwKWdQ0hXz9YkhsU8UeV1EkBH30aAmrzcyU70MLUNWry0JRQsJf46q7aRN88YX8TTkTiYmSe75li5g4GTBgwICB/x4YiqoBA+cx9u4VR9qiIsk9+6W6hn8lIiJkkrpvnyg8Kf/D3nmHR1Vuffvee3pJMukhIaF3CB2k9yJFQBQQFbCA2AE9NpqI2MEuNhRRiiCCClKkg/ReEnpJ72Um02f2/v54CMXKOUfPd973nfu65sqQ7NmzO8/vWWv9VoKoT01MFIPfWbOEMPtPIMsiTTAsDH46exc/f3gXe/Zc/XtOjhBYKSnXf+7kSRG9CgaFYU10NLRLzYRTb4HWQq34i4zouoF5O1swY4YQjZUtdyqFXpz1EomeH/jiwQWsTxvMc6/PZsmc9yBjKcTcBIl9OXNGOML27SsiUJMmVW7BAGjSFxxnwVQF9BF89KGoubPbhTCsWlUIi19S2ZLDZi6lfmI6aXnNQdLQrs5uDmc0w+WzEFQ1HLzYEhWJoKoDVLQaP48/CnC93fDw4eBzuYmzZHKxqCYmvYvYiGIURUaWxbXm9Ypl9ZoAdRNOUmCPpVrsJQJBLS1rHKBtnb3sPNUeVPArOiKtTlJTDpJ2IZmR7Rbi9Wv4cMNYmtTKoGbUMRwuC16/lhdWTMPujsBi8OL0aQAJf1DHgu2jGNp2OQOar2NjWg+O57anrFzGj5loayFOrxlZEum6FnOAsgoLqioxuv1cnuw/G0lSOZbZmKbPHgEkkk5cX6us04n0aK/bd/l4SDgc4tgmJwuRdOakj1uix/DW8iHsPtSGQ2lNKXZacXolJEnCrKvA4TITabXTqMoBvtowEZtPS0r0JT7fMhpFlXG7wes10LxBIagBkLQcDz5FcbFKRYWETifSzivTjO+r8QY14s6BojDypi9InVXGgo+KSG0Tz6F0IQqLi6Fu//Fk79iHTX+OL3fez+SBojj0lRHP8+odz4sMhKpDYNMYcGayZek/qKi4j7Q0kf4rSeI6Hjz4cuptwAV7xkLRbqg6CFq8gSTJTJggovtr14qMg549xfGbOlUYG2m1It17375fC9bcXNHTVKMRove6zIBr2LhR9Dtu1MjP8Ohu6IIF7Dh2G+9ufYmUFPHdv9WHNUSIECFC/O8jFFENEeJ/MK+8IhxqdTphXvJPp9j+BciySAN84QXR83DyZCFQHQ6RtteixX92e/r0EXWdbrdwIq1k0SLRoqV7dzEQvpasLCEMbDYhVjMyAFkIFhQ/Wg3cPcrIli1iHSAMZLp0udpWhPNfYDOW4HDb6FnvBxIjMiCxN9z0KdS+ny1bZVJT4d57hbAvKPjFhstaiKgPepHruHJRFqq/ApPBRyAg2qL061ECy+NhkQbWtEZVxbbXrlrA+md6s+Che/hp6hC8ARNbT3WnUfJpLOYAOp0Gb8CM1eBCIwcINzmoGp1Dxun8Xx2/jz+G1u2MtHpqHct2D8UbMJFR3pi+fUUkze+/WovoCxqY9d1Uvt49nOySRIa/u4ReL/+EwWhAuSyAJVSK3VVp+exuikoNjO/+Dg/1eJ85dz3B+ew4qtSuRlLkJbak9cDuDsftNeH06jBonBh1bm5p/i1fPngXwaAGf0Bl0+TevDn6aWyWUrSSB0lSaV93Fx3q7eSNu55i34vtODSrOTERdro22II/oKOkIpLU5GMYdEJhV7rTVroOazQq97Z9kZNv1GPb1M5UjcoExL6WlYneqrI7g5sSv+F8QTXCjHasukJ8fpnKtNroKB8fP/QUXzwwCqPeR9vIt+hQ6yfGdFmA8fL3arWg0Ui0mbgEuq+HbutpZvuKl259lGEdRG1pYeFVN95Yw0kkVcyEmPRu2icu5eR373B4ZzYgRJ/LBRpLHI4WP9D/gzTm7ZnKuYLLIU8JQEb1u9m59DvWbk3Ep1i4r93LqH47Pp/YJp1OpLJv2yYi+GSvgtx14MqEMx/AxUXgykIjBXnjDbFMZbpw5fHU6UTqcnn5r52GQUSJly2DxYtF/fpvUVAgMg2OHIGGpSNJMB6jevR5Hug8m871NpKZKZ53IUKECBHi/wahiGqIEP+DsViEUPJ6RXuLXzra/qeIjIS777767/XrRW1lkybXOHCWp0H6bDDEQuPnRC3n38CsWaKGVJavikoQrTL0ejG4nztXDJwraddOtIw5d05Egnv2RKQeN3sNTr8LEY3AWh32T4D4rmBKRHvkGcZ17MOFc5OIjNZxOiuZwc0kJI0dBQNPPGu7brvmzxfCx2AQQnrFCuFqmp8P2dnC7bUyUnRw6ymG1ptDWtpzmPVuLhTWZutWLY51dxDhFQr3+FE3DzyXS3FxFVpUz8Bk9HKy6Ca2Hr+JCKsPW2wUJ0r7s2CxiLqNHi1RURHOwBY/sONURy4WJCNLv8j7pTK9UqKcKrzw7TQW7xqJ11CfFd8JR1ZFuRpFliQJWQaDUSa/PIFa8efYd74NzoIq1Kjm5VKGBkXVkpUfTkxYEb0br0Or8aOq0DTlCCWOSN75qi0enwgVu/1GjDoPMZZS4iMKKHZE0a3RVh5Z8D5un5nJg1+kalQG+kA2voAOr9+E16/nSEZTZEkltzSRIZ0PoNWW8vSg2aw8MIgWNQ4SaSllS3pHvH6j+B439O4tBFZaGriLsxjTaT5lThtVozK5r+s8vjz8PC+9JPZz4EBA0YLGxB3tl/LB+vEowTDMZmHkU1AAJeVG9p9pSE5Jd/Zk3cLCe7rgw0bA6+LmZqtYvnc4iiLSrZG1EN+VC98+zaBps3B5DRi1LoZ3nMOZRmPYezgKvR4Mkcngz0FRZFRVwuUxcDyzIXKgCJ0uiUBAolYtYTQkSWLiatcuyGxyEv3FLkTr0lAMKSzaNJY3Xg+i+vvRoeEhPhr/LMh6FEVE7EGk6DudYrLp4yky+MtFiyA1CAcmcDCzA0v2jqZxnwHcNUp/3bPmuedEJNXhED2Tf+s5lJkpBHjlRFBmpuh7WqWK6KWr04nvr3QO/sei14k0T2bhwyOpm3CG2tZNbA70ICrqj+//a6moEBkSRiMMGfLbvYpDhAgRIsR/LyGhGiLE/2CmTROD7oIC0bfwRp02/27i48XrCqoCO+8Gf5kY+KpBlGavA38irsvT4OATgArNZ4Ptz3vcaDTQo8evf9+4Mfy0PsCUfpPom7oGdneG1h+AxoDFIpx/s7PFwLkynZaUIeJVngbbBov9yFkFkgaPT4+7tADFU0pxcRwrKsbw+CNukgwnofZ9EHW9C0y7drDsay8+nw5ZlmnbVrit3nGHELCNGsHSpWIwnXHoAEFF5Z4un5FXmoAqGXA6a3D6lJ/Wl2tUpyx7kfxiI1otbD/eggGvfceEvm8RY7qIHCwnL1tLWYWZZ5+VWLxYiMxNm7QEpXCKHDGAiqIKcyGA8LAgdof2mt6bEgHMpOem8tBDIrVTUYRRVna2WEZVoVO9LYzv+i4BRcvDvT5gx6mOHL6UQNPo7xnT8jC14s/z6ZZ7CTP58AU1mAwuAAxaD0FFg14vgQ+0Gi86OUi4qZxwkwOHOwybpYyWNQ9Q7IgmoOh4eeVzuLxmXF4LNpOdyNhLnMypT15ZPDIKvqAJo1RESTCCbHdLgrLEYws+wGJw8N2B/tedj1WrhKNst04VDGq5Aq3Gj8XgRJIk7hkfw/O9fnEBqdWg5hju6/k1NeIusODYHMyxom+qTnYzc8iT/GPJHJyeMEw6J7NXPcr4XvOYtWIa3x+8VZg02USdJ8DOnbBoyQAqPGZiwwood1lplHyCaYMfxt96MXY7PPDgRtL3neOB7nNpVesQm9J7Ip9UsVmdxMSI7IURI67eQ7ffLl6ffKLnnlk7qRJVhN1to2qKjNboxWx2sO1EO/Tt38MSZsRgEJFUuNqzNCUFSBwA+igIVICko6g8nLvefBOPT8s3O4OYLOJ7KklNFXWkivL7z6BnnhHbK0niGAwfDjk5Ki2r7SLSmc/gB3pRvbqV3r3hk08gPFJDmdPG9wcHcl+Xz/h8z1MoKnz+uYi47t4tSh2mTv39uthx4y6bqyHutRdf/O3lQoQIESLEfychoRoixP9gYmPh00//f2/FDaAERIRGGwYBJ5t/juCRu8UAc+5c6NTpdz53YAJUnL/8/jHosfFXi+zeLdq2tG4t6kZr1bpq7HQtb7wB67/cTjfLj4RFhkH+FpHemDQAAk50WivVbcchY6dwPI26JmfZnSNUmS4CfGX4fAq3vfYOp7OrE1SgXx8YNUpHXPvHfvcQPNBtLiM+foNiewSXEr+kWbNGvPCCSN2MioITJ0StbGIi7M/qTq/Ej7g5dR2qKlFlRxGLj03l+XXzWTW+EfidqMjkFtvweIQJjj+op3/z1Tg9ZjKKq/Ll9jGkRGeQcTGBDz4wsGOHcET96Vi3y1t0/ej+3q4LmL9tFBVOrdhVnRDQMZEeHm43ld2Z/cjN7YqiSMTGijTPzEyIspYhywHC9A6cXisx1iJirbk0qprOE/3nUOGx0rb2Xh798kM0kkogqEEFEmz5hFu9BLACKha9h+iwIvx+HUmRmdzaegUDmq9i8rIXCSo6NHIQSVb4aNN4Zt0+GaPeQ6E9+rKTLyjIFNkjaDpxA0FVg8cvzLb6NNvK2sPdCASFeVElHo+EVg6w5cn6RFsKkCSV41lNWXtyACNuv/+6Y1NeDkuWSCjBt3hx6mTKXBH4AgZGjBCTGuM6vsVXO0dR4QkHFFx+K+/9NIH5O8bi8pqu1PdaLLB3rzAzevZZkKT2OOxB9BoPBq2HllU3UXIKwtsIQbZ1i59Io47XVj3N0PZrqPCEASoRMVZkVWLLlqsCLDLy6vaWlorz6yUW8NCv1ke8e3Qg5ch06GJBTupJ8+YimgxXhV7v3uK8rvjBSNrB/ezZmofPp/Jg19n4/DKR1nKKfVW4cOHX17ck/fFE2bBhoja70vH68cdhZPvFPNBuGkajCj/XR+ryA1OmyCxcCNklyVhNLoxxTejx9lmskRGUlgqBv3u3uMcXLBC1sr9XA3/ggCg/8PvFZ/5KXC5x7n+1z54iCLrAnPz3OEuFCBEixP8hQkI1RIi/iLIy4bhas+Zfk4LrconeghUVoq7xP9F2we8XNXLx8X9xdFajhwb/gPTXQGPhuQUTL7u+iijLtm2/8zk1eNXZVwmIn9k/QtHPkNiP4/kdGDVKRIUKC0XEKi5OGK5U+UVHGqsVbh2iwo5S8DlAaxLr3zIA7Olgawb2NAh6RNubTt9ejeDGtIfwemA/BZYUzmmf53RODcIsbvzeJJKSoH37P9j/iktwfCYRkZFERJRTM24OPt88DAaR6lhUJETM3XeL9MnIiCjuH3OJooporAYnqSmH+bmwlGkvp3DC4mDIEK4450qSuN5qxJ5n77nWdKq3g4l932L90ZvRyBDwlRMeHkf79mKQr5XcGHUSnstpsACxEaX0St1KVI1GnC5py/jxYrvsuRfpKffHaPTTYeZT+C530cnNFWJr0iTYe7EzxzKa0Cd1HWdy63I6tx46rZ+WNfdj1HlFqi8SDRIO8fGWsdzTaT7+oJ4TeS2xxViw2yEmRmLWoKdIy6rPygNDyLdXYcYPc4iPquDhXh+w91wbSp02kmzZnMmry5iP5l92+v3ljSZT6rRR7o5EkoJIwIIttyJEucJVca7yxPhDzJjg4e0B+fgDOrSyH1VV2XDpYdocOcuPK8LZvVfD8FFVGP+gzIULok1PMBh3JepcfHY/eFO4WFgNneby9XnNBECF23LlvaKIz0RFieNWVgZarQZbpIYKTzj5nlimL3+e10c+y9cLnaxebYGgG39Ai6pKdKu7ijnfPwjAhYviel62TKx7+3YhWEE4UffsKdLvjxyB7k2PM7r9O9SKOUxJUYAsd1tOnnyQd98VtdKzZ4vSgYYNRSquVluZ2p2M1yvC9yfOv0mN+CxyXI2JitFx221/cK3/AddOIA0dCi34CQUZS0QYlJ8EfzmnTkUSESEEczBopkr7uxgRLybk6tQR2RJ79ojrU5Ku1kv/FsOGwZIl4v1dd/1r2/xLVFX0XJ4/X0wULl4snvkA5G6E/Q8Lo6wao6HJ1L/mS0OECBHi/yghoRoixF/AsWMihdPrFdHBTz/998Xq9OlXB6Jbt8KaNf/+dv4RZWVi8JiRAXXrijRUi+XPP3fD1HkAaowCWYftPS35xeLX10aCfkXzN+DA44AKLd+Ewl0isqoqkPENZ+ybUZTEK2YwxcVQVuJj+oRTvPROLWLizdev78LlNjV+u2h1E3CB/aRIcyzeI0SxKQF8ZUK0VgpVrRk6fweefDDGklShwxoHRcVioPyHhlHuPIKbB5GfJ+FwBdl5qQ+j74lk9GjYv/+q26okiXTUTg32cH+b58gtTSAmrAhVlSksj2X9o3WREj7glEfkXGo0QpR36QLffCOhqBLn8msRZnSQltWAqUNmsHjPPdSvL/HQQ3HoClaxYcGP6D1nWHFgKJmlNdl1pi12p5lyp5V73n2DWnVkbu+5mXbVA8i2unBuPpyvAG0MRY7o63YrIkIIhlWfn2L7j/34fOtoMouTaZJyDJu5hNWHBtKy+kECipZv993K2+smIqFwNrcOKhLbzg3EFi1qXNu2hR8ODuC5QS9xKrc+F4vr8MGHetq3+5T0NV9SXBGH22eg2BmNy28FQL3y39f1zj3lbpsQsaoMkspVz0AZreQjOSYbg87L5u+LaV93D76ADoPWi6LI7DvXnN6JMzi/qoR3Vj/JiazGLFrmwhuwoARVFFW0smmacohbWqzkk80P4HSb+OHgIEZ3/IQDF1rh8IRRKVYHtVxGdmky+8+3QZIkVFXi8GHRj1WrVUWLHzt4vdHIBFm+9zZuqn2A1zaZhCmRz0wVWx6jOs3nYnG9K/uo0Sh43UG0MgRVLSdOSLzw+F4GNPyMVdsbsmjfQ4y8U8uFC5BRnEJBoZ6m8T+hxut4bsUoTr8ihNYzz4jXsWPCeEySVAJ+laAiIctXBXd2SSJBfSLbt0Pu0Z3kLJ9LhqUxHe6bhM5wtfBz3Trh2turl3j9Ea+9Bnn7byEuawcaTTnYmnIhK4IvvxSTdJGR4t6IixPpzc8+K56pPp9wO9+5U1oSOJgAACAASURBVPw+NfX3v+OFF4SLstEIDRr88fbcKPn5IpJrs4mSi48+Er1cATj7IaCK+vvzn0GjZy6bsoUAcT5nzhTXSb9+orb5/5evQogQIf5nEBKqIUL8BSxadHVwtX27SImsVu3fW+fx42JAazCI1i+V0bO/i02b4OJFMQA7fVr0XOzT59fLKYrYx2AQunb9JwcaWhMgjI2mTxefnTpV1JFFRwuBfB1RzaHXNeHWi4uFSNVHgt9Ox6bniI5OJDPzcnRF8hAXnku/xCnMGN2H8/J4BgyUGT/+8rGzp4v2L0gQ8AlXUxVRi6cxgs4K/grQRaBGd+Db5eI8DBkCqamaK31cw8OFGdLatcKEqXv3P9jn4n2UlzjJLU0g0lLK1iNt8fw8lL17xbEG0TKnRQtYvVrlmR7j8flUwozlHLjQkp+O9+SlYZO5+6232XW2Fd1vdpGcbObECTHY+/BDEQ2bNasjteIvMrL9Ero02IYnGMaRivvYfKwjn795lPGNJlIvAmKSCmmYnM6Hmx5hz8WOBFUtOk2QElc0/pMO3suqSQP9NG6qd4hvdt1MuK4bufaUyxHMq2H2Ro2ESB88pjn5p44w5/tBmHRu0nMaMbjlck45B1J9whj0Wi9unwWQkFD5/uAtJEZmY3doKHYGqZqsITMTth26hUtF1YkLLyChZjJr1spMnabnwoX78HpFNDSr5Nc3VWoqpKcp+APiQhR1t0FABvX6GyaoasgoTuabxwczqOWPABSUR6MYZN7b8DBJkRn0brIBVZV4b/Qj9Hh5E34fWI0llPqFi49G9rHwoTtZvGs4shygRtw5ih0x5FbUwR2IQJbFPTJtyDSeueU1DpxvxS1zvsflNeNzBzh+3EpkuJvMDD2KKhH0+5EkPaqq4PaZeGLRbCxWmaQkOHUqjAhTOfsvdWbTqYGX738Vg9ZDUnQu5/NSCCpQNbaEO2qMQePxcW/79XiDVpYuvRcAnxzHo18vpVOttZwtasL3e7tjOibShSuFgtEIBoOKrHrxBjTodQEMBg32iqt9YHr1gjGjvVxIS6Fnk57MGDqDXYtj6DzmPkC0uXnkEbHvK1aI3qZNm/7+bSFJUKX1EKhVHTwFKDGdGdlFJi/v6jZNmADdLmeqq6pYZ3Gx6HccHf376772O5o3//PlrsNbAmfeBySo8xAYrndvsljEM9nhEP++LnMjogGU7BczltbqIIWGWNeyaZMQ+WazmCjp1Ol6w7sQIUKE+CWhp2iIEH8BlbP1JSUi0nQjg6g/4+GHRYpgRYXo8blwoaiVGzHir1n/L0lMFAO78nLxMzHxt5d76SUxyAARgb0STfgnqFFDDFhUVbiF7twpvvPdOaX0qfYuKD6o9xgYf5HvnNBDuPB6iyCsFrH1W7Bhg6g/GzcOmkSt564OX1JYEcv3+/sjWwKcOq0nNRU6dADqPALHXxARU38pHJ0qasmiW0PybRDfTYjZsLr8sC6Kf/xDbOOyZbB5s0j1q6RaXB4P9N/Lh9+0Y8qUWFq1EqK7qEjUyV4xZLI1xuXREWkuxes38PPp9uh+3ESSzsaFSzXRhVWhfXsNd9whjv1tby7kdE5dwkx2nr91OtVjMtl0ogc7T7fHZrGzcEkKZou4zs6ecnH4w8dwHW3FlKFOxrafictrwmqsIODS8t2ONlgjtBz8OZeSKlDuFjWUU5e9wPpj/dBqnJgMMh6fAUlSsVnKUdFid+oZ9dbrHLnUBFQFhz+G1KYa0tJEr89PPxVR/omPlOO1l4DSDbPeRVCRUVSZ9cf64AmYCCp63L6rYscW7mZ8z4/5eOP9BBUVNVBOWbGZHjUWci5qAGk5jejceD/Dej7J81/cxblzN11uuSRzfeT0qgC9dElCRXOlRjIQgN/+r00sF1SgX7P1Ym0qxEUUE5CsHMtsRovqB/EFDPgCWmLCi1AUiZToHN4d/Rj9X18NqOhkH8Pf/Zpm1Q6g1/gpdUZh0Hn56Wh39HrRHzQiAh7v+y4ur5kwUzl14s+w93xrSsq0bNoUpHpsIVAFgy6I11+5rSLy5vNLeEtUtJKPYFDP9tNdkc4IB+3WbWHv7iAWcnl12CQemf8B+fZ4Iq0l6DQ+nN5wtJpSooxZdOok0uEPHIDabRrS/eGGrHxMTDBFRsIXX4gJlvbtRUrtC9PcjB8fxOvX4/dDl+ZpWJKakp4ull+zBkpLdCRH+dic1o1hNy3FrLnaYykzU9wrkZGiRnbtWvE+JUWYvq1YIQy9Xn75F6clSihJv1dEK202UR/dpMllh+TLvPkmvP++EMLLl4uo3D87caeq8MMPIj16yJDfmUzc/7DoH4sqsi3af3Xdn8PChMB/5RXx3B837po/NpoMxirgK4aa94ZqVH9BZbp25eRmMPj/d3tChAjx309IqIYI8Rdw110iunTmjEgBtlr//XUOGABt2oiU1q++EiJIVYU77bp1//76f8lNNwnDoY0bRaSuSZPfXm71ahHplWWxHf+KUK3EbhfR2chIEaEwp0+CwObLivkEdF5x/QeMcdB9ozA3MieDRk9YmIj2bNgAi16HFtUPs/VkZ4KKhkiblgrn1egHNe8WYnddW/DLov2GKxNavAXGGLFMzE2AOJeKIiYFHA7Rv/GKUPUUwZZ+nLwQy+zXmmK0eVi50sgPP4gWM9Wrw8qVInKAtQYfpq3k4oG9HLjQki4NNjPn9knoNT6+O3ALQXMtRtz96uW6R4mT2fXRa73Y3eG8unYWPVseoUHyRSQJXF49wUCA4mIZk0ni0plSPvimA6+MeIZIaxk6OYDNXI4kgdtrRlI9xJhLOZLVmkJvfWzmdM7l12Ltkb5oNX76NPmRk7mNiE6pic5iY8eWCLSynxNZDRnZ7jMGNLUxd9OjlBRWobhYQlXF/k2YAG67g5iwInwBPQ2TTlHoiKNt7d1MGfwSUdZinvt6FqsODQJgYLPlVI3J5s7O33HkYiMKHbGgSgQVDf2afs2EbtN4vNt0kmrEEvCUk5UlM3v4z7Seug+4tlj61wP/igpx7xl1bsLNTkwGDxkFVUDSUKWKOH8nT4ogl4RCmKkCt89EmMkhAuuKBq1e4oWhU5m54lmsRheNko5z3p5KSqKTlyYco234QV694ymeX/48Hr8JRZHYebojj/V5mzx7EnVrB5jwyXOEh4t79P77QY5qQkXeOSLMDu7s+CV7z7dGkhTs5VpcNisSEAzKaGUFZM1lga2KzAkUujVYw/JdA9FoNXi9cPiwSNE1GrWM7b+KfefboCLMrNIzq7M3awCDW/9AiTOWhJvu4sG7xX3qdotzduKEmETx+UR6v9EozJOio4Wj89BhRkbdI6YDVLSs35tKfLy432+/XUQSS0sl8u1ViAvPA42Zen2v9qTq0kWI0sxMMeHy8cdiQuvOO4WoU1VxHurXh9Gjf/0sMBiE6Pv0U7G9jz56/d/37hW/t1jEvenzXTMZdIMsWSLc0QMBUY+7ffvle/RaHGdBa7n6/hcUF4vJOrdbpO6vWSMm7ADQGKDug//cRv0fokcPGDRIPKtvvTUUTQ0RIsSfExKqIUL8BcgyjBz5x8tU9gj8LUfa36PSQGn/fjEoM5vh1Ckx0PojE5F/lcGDxeuP6N1bCOfK5W+UggKYMUPs/4wZYtAZFiaMSM6dE8ewdsI5UQ8qaaDiN6xFQaQPh9X61a9r1YKpH97Cyk9iUOOzaNslhoOHZbp2FZEju12IR6s1kUFhTdB4ckUascYCetuv1jd4sNhPu12k5davLwbgP/8MDWPSqO53oPjDQA0Q9DpwOIQ5kc0mztGBA1fdjIPmuiz8uQ5R1mImD3oZi96JJMHtbZdTEGiOJAm1X6MGqMh4AyJFurQinKVbOrF2V13iwovQyj7GdP6c+dvGUFhopFu9Y0y99UVAQiMH8almTFIFAHGRJXw2/lFqROxBNkZhG7CMth2MyN5cwk0OmiQfotgRi1HrZlyLhzCERZK2/xkMOg+frB+OJN2GUeejS6MdtOrRmPR0IQoTE4VbbKTFj1YO4EVPpKWMxMgc3rp7IlaDgwhLOYseuZN7P/uGvCIjp/Iak5abikXv4elbXmHSglfxKzpAxe4yYneHo5WDOAvPoTcY8CtxWI1OEiJyyC+vQkDRYNB68AZMJEQWMGXQDLo22MKzS15i1eHBBAIqVpOTvJJIZFmhfuIpLpY2ZPx46NwZ5r2yg4c6PEf1yHScXhPZJfHER2jQyEHWHunFbe2+5+65n7PrTMcr51+vl6hb0079wItU+KK4r+diTpe0Z/GOIbj9ZhRVpk7ieep3aIu25gjMCyWKisR9mpkJK0xr2L1iIbIU4MsddyFdrpf1+WUaNosk/axCIChRp5afMrtEaSmXo8dgMvh4dMBC0vNbczY7SVz2WvH8qKiAjUc6c1/Htyl3ReANGNBoZIqTXkAfn0sCQe5soQMzKOcX8voMHws3dCfPnkRQ0RIVJerRXQ4v8RF5ZGclce/dDnavTadWfCxn8mpfOQZFRWJiLCEBcnIgLEwiMdHEtClV6Nv2duSCF0DfD5IHExEhoqhr1ohMEJtNZJhs2MB1LtKnTgFlxyF7FdiaQGK/K5HHZ56Be+4RAvuXz8lRo8R6HQ645ZZ/XqSCMJdSVRH1tttFxLmaZa/I0IjvKp499SbCseniA42n/God+flCJEdGCtF69tdaNsTvoNUK864QIUKEuFFCQjVEiP8AGzeKVN5AQNRm3n33n3wg4IJjM8GRDnUe5d57e1wZpI0Y8feI1Btl+nTo2FFEG3+rX+nv0bq16L8pScKEZ9MmIU6XLhUmQrGxkND4STj8JD6vn7yY50n+rbpcXxmcmStGnHXG/6qGbPBYYb97P2IbK9PMRoyAfftEeujJ+1fyXI8HwJ0LTV8C+foD6nSKbf3ySzEgrllTDLIHDRK/j7I0YMfTxTSIvcgD3efy0cbxeL2xeL1CSGg0QoiDEHUVJSVoZSvBoIwvqCOoaNBqguSXx1HabB7Xtpy1WsX3G40iagNQ6I3D4zNRPzGdiTe/zfcHb+WWYUZ61y3G6zcio6AoGmSdFnfifRy138XMV8N467YRFJZHUNOSj5TzPVWjOlHVtJ+fjvfCYvCy51wzTHo3kxdP553RD4HiRy97KHWmEB1WjEHrZePRLuRs81EjLgO/vxbp6eKENK92gIzialSNzKFTg23svtST9OyG9Gz8E2a9m6Ci5dXbH2figlfJL69CuMnON/tu47nBswg32fEF9eg1fk5kNaHcFUZxRQwWo4M4XSk1YspZd7Qv5a4IYsNzKShPICkqh4ziFN4YOYG2NfdS4RF1rxqNitkEHp8BIfODpGXVRVGFo3RqkwA/PTSUCFMpGjmAokbzzZ6h5JQmcnfHryh1RtNmyh4OXWzGtRFbnw/ST5uZvnQqU4fMRLY5eX7MIiy6crYeb0VsZDnvbnuFvHWNyckR14fRKO7ROXNAkiwEg+OQJeEGbNa7MercuPw21qzRkRSVw7MDZ1HgrMr8PU+jqjrKyqBaXA4ofiKtTvZsvMS325O4//6r14Ikwd4zTSgqn4JJ7ybKUoJOL7F9+VEejF0uFiraAz02sWXRWuavfRG97EZW3bi8YYSHQ6/Wx3lpwEgsBiffHRhA3cTzSLvT2TBFptvMtRSUx2DSudFp/JQe28OSJUOZN0+4gd9/P+jth2Hnc+J45W8GSzWIas5778F77wlXaJdLRD/vv19Ec8vKhPh86L4i+Hk4BJyAzPLCRNLzmvPEE0KgXtd/+RoGDBB10eXlf2yg9EcMGyaEt90unkfJwUWwc5r4Y2RT6PgN1BgJVXqJfavMsriGevWE+deePUKs/qsOyCFChAgR4s8JCdUQIf4DvPqqGGCazeL9nwrVsx9DxmKQjbD/YQb03knqhigcjr/OvfJfRZb/3NHzt8jJEVEVRRGRjUqiokS0BMDnu4X307vy5YIADm8Uo0eLVL3rOPAY5G8TB7TsKHRc8ofbCuI7N226Othfu17Pc1M+p7hYiNHK1jBGo0gRbdMGLlwQA+eZM8W216oF6elioJwlxXI0py0tax5nWIfv6d9yA11fPUxBgVhXqzoniMjfgvNic0aMaI+jKEicrQR/QMPzy2fwWP/PSc+swTvbX8cdCOf990VLkZUrRcTSaoWcbBW3+6pw8qtGXGoic3Z+ji0hjvBwOFhyJy9/34f60TvQGK2s3dOcUmcU7dtLFBfkEghqiTCVUW7XsH+NhqTIDB7p9hFBRcYTMCBLCrKkoKgaOtXbzoDmq1hzpB9VbLkEFRm3z0RJRRSBoIZLBVUZ3+NNosLKWbZnKNtOdqFn4400rFXIHvcr6KRS5m4cT9OUw1SNzuJCQU0uldQAVcEf0FFSEUVKdAaLdw6jdc19pOc0wKR3o6gyhy41p07COT7eNJYhrVdRO+4U7ers5JsJw3h4/rv0Tv2JIxlN0Wl8ONxhaGSFQnsshzOaEQiAx+0j3OTC4zcRVDUoqoZ5941idNeFBBQZjaSiqhKypJJTmsg76x4nqGg4mduAuPB8sksSqRLjILco4rrrJ6ho2XG6I8kxl4ixlkIwi+GtsjmRWZehPU4wbcF4SkpEpFO93nwYgKTIs2SXVqNKeAb9W66n0J7AxbKmOLw21kzsQWxYARXecPr1LOFwdg927bBzMqs2DRrpmLVtKbvnWCkqEhHNrCwAFUkCSQ3i8emoFX+OkooYPAELyREn8fqNaLVBVFcBJw55CQS1VEbbJRSiokTa9rjmc1Eu5ZFRkMjQNitIsBWBti4JCU7mPfk6by3pxZb0rkiSQrvEpcSE92TGjGuOjScf4W4bIRy0Pfl4vaKGNOLyYgkJIuW3c2chECvTfvUVGaD4QR/N2NmT+HRjMwBef11EYCvbYimKELzR0eK+BJFx8O/QooVoq5SXJwzI5L1rRPaG1golhyDgEI69xtjfXYdGI+rrL14UGS9/RZlHiBAhQoT4bUJCNUSI/wDVqgknXY9HzMj/Kb5y8VNrEi60QTcpKX/rJv7tNGsm6uwkSUQmf4ndLgxOdu0KR5JEFHPhwt8QqvbTwp0XCSpuLO+uouLqe0URghlEmmFl/8ndu6FxY9G7Nj1dLFNeLhxGY2PF58rKuNJLdOCr33Dxw9ZYzH5mfj+N4mIhjL2eAIMaz6NOYDme3XpipEWUq7WIC8ulVe3DbEnrxPCPRlBUJFGvHqh+8Z09e4rr5McfVVxlRbRKOcKj973LbW8upMJjJTpGz7Mzk5kxIxlVhbffrhRHMWREDqK4WEWr8SOpAQ7tDxAXY2HcvI+5rc3XnMquR6/UtUzpl0ZhRRKvjnyG6d8+T82485S7bMy8bTISMk2SjxFtLaZvs9WcymnIlvQuzNtyP3qNl38MeI1J/d6izBXJ+B5zcXhsODwWfjwxku9/llGCKnvPtqHLi5t4b/RjvL76KU5kNaLCY6VLg81UjcqiebX99G6ymfqJp3n261dxuMOY2HcOvVN/wuUzMarjV/iCWnRaPxml1alX5RS9m2xk26nOTBn2DjO/nsiM5dMxaL2YdG6K7EJQRJjLeKDbXBbvuhO7OxyTvoIx3b4EFfQaBYCgKqOgZfXhAVgMTio8Vnac6oTTa6ZG7EWs5mJyi8Ivt5HhintvtZiLxFhL8fr1vPjdZA5dbMHW4y3Zeao1yL/llyMUq0VbQHapSFHPtddk3uZx3N/tE964sw+xEeWYtGWogN6goWr8blrErOTO1AjyMh3sOteJUR98TrVqIjJpMICiKMiqH0mGcLMdoz7Au6MeY8neMSzbPZjl+24nuySezx+4h30XOnLfzEZ8+0pzBrXdyI8He5BS3cjrc6B3LwVWbUC1FBNVvRBFlfHrU3A7yvD5NFRv2ZadL3Qg0ZaDy2thwfYxDJF/0VQ5vjuE1QPHKYhoDHGd0ckilfb8eSHmhg4VIlVVxX1Tv/7lLIOIxhDeAOzpLNl59UFgt4vIa2qqiE6PHi0yIKKihHlS1ao3dKv/KXFx1/SkTuwrjJP85SKiqg27oXXI8jW9U0OECBEixN9GSKiGCPEf4LXXRG2OxwMTJ97AB2qPhYIt4Lwk0lvNSX/3Jv7t7Nolopfh4deYj1zDtm1w6ZL4e3GxqAXr1UvUehbl+OhuuBmdzgz1J8KRy+q14dM39N1Go4jGFBQIYVEZEa50NC0vhyWLA6D48QX0qKqM3y96fGo0KlGmHPLytWjlKHyX3Vnziy28kXaQpyZ5qV8cQcxhUftWUuQnoIlGNcRSmltM7bh0yhx6Fj88guoJeRTSkQ3+75gyRfTUBBHBzciAb7+F5tUPM+amNxnQaguRkQG2L/oOS+M78fnE4D0jQ0SrFEW8VFXUEmrkAMGgCCHHWPPYNXsCI1+awj8WzmbCzXOoGpVFrDWflJhs5m0axaoDA4m0FJNZXI303LoczUzlvZ8eRZIUVh0ewI5pHbm97TIaVT1O39T1VI+9iE7jo6QikihrCTERdrxema92m8nKsxIXVoHHb6DCm8zQt1dwNY1WZUt6N/o1W82glmsoc0fQMOkkSx4ZARIczWiCqsrYXRFUyAp7zrZi2E3L0eBDUUW97sXC6pyVJ7Hgzd3cOaEj9338GSoSRp0LvcbLEze/xvCbljG2+zyKHDHc/vZS0ZpGuhzmlEBVZNafGMBHG+6jpCIWp8+ChMrt7b7lxdueA1QW7xzBqz88g0HnBX00ERGw7mnRo+mzrffw1Y67cXrM+INGZI2KEghgMTrxSlo8PhPqNanDzsD11twmg5unBrxBhdtCzfhMghi4lJeAx2/i3XVLeGtAF/Cew+ePZ2NaH4JBIVLDw4WLrl7jJSGykDa1DtCv6Sqa1i+kaXIOr2xsjcUcwKwtY2t6FzYc78HoeT8gaSR6PPQYiVVUvvtJupqJ4XPgccPE+R9xIT+Jxskn+encKHrUX02hI57D+b1RZDslFTFIkopHjcYY/ouwoS4Muq4CX6loFSXJfPjBVdOyYFBkTQSD8MADIooZHS3ayyQn66HjMqg4S/0GBvYfFMdMoxFiFoRp1P79Yt/z8kS67kMP3dCt/s9R/U6w1rpco9o95NIbIkSIEP9lhIRqiBD/ASIjRd/CG8acCD03C7Mf6X9HR3StVkQwf4+UlKvp0SAGptWrw/DhkD7NjFYTFNojbyMMuSgW+mX7mt9Br4fFi2HuXEhOFv0eAe69Fz6bF8Rl92LVO/H6DfgDGiyWAD6fgXsHH2BSu1FYdGWUu8NYf7Q3Ty6ag4qWGnEXMfrKGXRbE06kiXPsckHNWjpG9NqP3+WgzGXjorsro7p+QmyUB0NUTar6TzKq60XGjq2JRiPE5ubNovZVVRU+HnMXtWLSAJC8Wpq210E1GDhQpEKazWJZm00IehBitX7SaZ7q/wp6jY8d53riLC1l8h2fcz57IsNvWkqNuAsY9S4kfRxmgxONHMAXMKDXepm85EVkjQajzk1ydBaF9lgqvBZsZju9Gm3k231DiAkr5r6u86iZ4kb1m/ArWooc4ZzOTMbrUSjWJBBQKvNfJX7ZTmZctw+JsJQRE17IpaLq3PPx5/gCemrHnaZ3k/W8vW4iuWUJmPUuBrVaQ7jFxedb7+Grn0cQYbKz/HsTYXGDCTNfosxpxRfQEwjq0Gt93Nr6Wz7beg86TYCFO+/kfGEdBs1ZwbLHhmHQ+XB7TWQUJ3PH21/gcFuRJQUNfhS03NNpHgFFgxKUGdPlCz7ZPJafp3fgi6OzsUfejj9owB+EMmckAG6fGZAwaEqJDLfzzeNDsJnLaff8btw+M07vZcdYrs8FDgS1+AJ6THoPHiUMSQ2i1cK8bZOZv7oqaQcWMv22WTz++WuczG2AqorzOu4eB7qiNVy8qLI9vR2yRmbUoJOiT2fsFPqObMXRGVmUeG2kphwlPqKIMrsOSYK6KUWUZjuZPek4n37TBCwpoAvnmW/e5tONPQCVDcd7odNrSTs7irAwcV098HAEq1dHEB8PX35Zhd9EksFwVYzv2nX9n7dvv9rGKCJCCM5ly4QhEho9RDTk513CFTgjQ6T+gqjPTkgQUcuyMvHc+FuzSS67fIcIESJEiP8+QkI1RIj/Zv6XiNQbITUVPvwQ1q8XJk29ewvn3Zwc6DxzOy8Pf5ouDbeD6r5hgXot9euLlhfXtrV45mmF25PHkXuplPFzZ+L0haOoEg1qOXn3kwTauKai5JxGVYJYjQ4aVz1On9S1aDQS74yZSKRNJbKkH3n5b1NeDh98AL16aTl36ivGjTvHsXNVyS+NJDW2KlZ9MbicYEoCQyx6vdgWWRZ1bi1awE3NCom15hBQZLSay0ql4hzHj/jZvl13xWSpYUNxfN54Q+yHLMP0oS/Tqc4GPH4j9RNP8cDc9/hi7Age7aMnylqKQR9A1mhRAgF6N1nPDwf6szmtB6qq4glY6FBzF+cLa2J3R9C/2WpsZjtev5473l9MmSsSjRzA4YnAWW0S1py53NzoG3461pNtJzsjSco1/U6vRYg1ncZPoXU0MRFbQGPgp523U+pOQK8L0qTmJSZ89Q6+gA6QkCWFiV++jleNYVjHH+hQ+2dKXZGUe2IoypORZC1BRaSiBhQdVWJ89H51E1nFVWlefT8v3j4Nh8fK5KUv0e2lzayf3J9Ceww/n2pHUJFRkQiqGixGP6rqI6AaiAsrwO0zcSK7EQOar+J4VhO+31yDGNsOHjN8yOw7HqN36jreWP0kTl8YoKCqMs8PnU6T5BNIEvRvtooFOyr7rihIyKgEuNIfNWDk/k8/5akBr3KsMIlLlqf5ckk457MiQVKwe2yM+/hDsksS0GpUAkHIy1Npz100a30MXXvYcGoo3VuehMhUaDwVzImMjdzD4LCnKMqtQCu5+GrfwyQmgkEXwFNRQVDVEWu+BKe3QvPXQJI4V1AbFdDKAQKKHiWoIEkyDoeo4166xIuZbOY+MZ04Q1i8HQAAIABJREFU3RNAsxu6fyvTpUFEUL/4QkRKy8vFz+Tk6z+j1wvxCqIsoFUrIVQnTRKtbb7+WtwX/fvfwA3+J6iqENM+n3Dj1mj+/DN/O9dORBbuAm8BxPe4XNoQIkSIECFCQjVEiBD/NfTocb2TcG4u+P0qZa4IHlvwHkdeacpv9dK8ERYsEMZIAGPHwlNPgeQrpnb4Fmo3j2DN5Ds4mVWLFi0UYsKKoMICqoqEQoE9lsySZMbN+4RqsZeYfPtHmIwSqsZKzwbf8/qGVwkEjFStKqJAA4dYOH8+FaMRqsRW0LXRbvSmMFA8kHgz8p7RLHh5DBNeH4jVKrFsmRDP734UxbJpj6H1ZzCs7RJMehWOz8RxZgN9Gk9i7bH+BAIi2vz666J2trAQLBaJXt19lGeE4/LpsFlKqRl1mFhrDuO7vY9OF0TWWlAN8Zw5a+FUTm3OF9TCZi7FGzBQ4pS4ufkmujaYSnREOWHaXHxBmdzSKpzOq0ujpOPklcfz0nfPUj32AocuvsBT0nSUywZFqqrg84nzopW9AKiqil6nYDOXs/yp+2n7yFw4eR/k/MgTg+czarSJI6W38fU7EYzp9DlL9wyj3BWB22di77k2pKYco2PKSvo+9iWrD/Vn9uonKLuYQ0DbhqACWsmPIukoLtZh0lkIKBpiw4tpWu0wWjnAS8Of4511E9DojMSGFdKoajrxEflkFqcQUHS4vCaaJKfh8MdR6IjmQn5NSl023hn1OAX2ONY93YciRwzegJHMslos3T8Kp88KqNSMu4AkqbSusQ+NJojdFc6WtG6EGe3Y3TZARqNRGXiL7kqf4PPnVfacbcttby9HlhSS4hzcO97G2nVw4YKE3V+VxOgLFDpicHmNok5WUmiSfJT80igiw5wMu2kpep0EucfBlQUdFiHtuZc4q4/YGhWkOe/AkfAIixaBUevjufGZgMqITj+A0gAqLvDVyhocPhmDqsoEFD1R1hJKXbFIkpgE0elAF8ij1Glg894kapp6g6yj0FObez/+lHP5tXj0MZkHf9Eu9NZbYdEiUYsPQgjWqQPjx4ta86ZNfzvlv5I5c0RGQliYeJ+WJno73wjl5aJEoE6dX4vhSt58U0wkgaiR/7M2KR4PfPedEN+DBl118f5LUBU4MAmyvwNbKiTdAmmvAAqE14cuP/yfmqQMESJEiN8j9CQMESLEfy01a0JstB+nN/yyc6kMTab9S+uaN08MNs1mIVoBkboY3hACDlKS3PR+cAxmbTkT3htH9wkz+GlvXfxEsP9Cax6b/zaZxclsTevCrjNtcLv8KJ4SfPra5OYb8HqFePzkk8oWNSoej0owoJJa7SSY4kXP1otfgT2NodUmkrlnLenpwsQJXxn/GLWJmUvuZ/o3z/PEwtlAkJ/TW3H3ex+z93RD1KCXhnVdDGy3m4SIPCIjRXr0iy+CpulzqLIZg8aNL6DnjZFPI0mw9mhfqjyUS63HDrH3aAL1q5ykS73NlLpsuHxmAoqWAa0344sfwrNfz0KjuoiNDnCobCwmg5Nejddhd4dT5IjDqHNTWC6i2YoqXfmpogEUqkRmkRSVy8FZrWiScgJZUih1RrDtVHcOnojhYvQcVpUt4Z6F23hnwySeehoaVT3CphPdiTCXUTPuLA/1/IDNk3vwzqjH0EgBckoS6dpwC0adh2Ubm3MpAyRJAo2B5CQ/eo0buzsCCZW6Cafx+Iz4gzoizGUUBppSKPfCanLSMOUs7495mAaJJ1BVcR2czqvNo5++xMA3VpNvj6dG7EW0WuGEbDU68fiNhJvKWXe4Cyt3dsNmLsOg9eIL6LAaHPiDGk7l1CW3NI5NU3qwb2YbXhn+FDc3/ZGEOA9PTgowdixUOHwkR2dh0jvRSEH8QS1Z+eEsWOCnd28YNEiic49wGndqitFiQqMRqdOKKrHpRFfCzXYkAmw/2ohDl1oSkKyU5WZycJ8LNehl/b7mfLZuABb7Gqro9+J2qcSUvsfcMfcwqc9LbDzcnMCl71A29uboyvlExZqpFp/LwNYbMFv1mM2iHlurFRHVM9lJFJTHkJq0F3yF4Mnh45UdOXbCgE4pYPZskelwLbVqiTTf9T86GTdWYeRIITjbtRMta8aOverC/VskJYn2XQ6HSD+uNDz7MxwOEXF98EHo00cIXBAR1EuXhJMwiDpXo1FkL/z445+v9/HHRV/Xp56CZ5+9sW25YUoOQM5qUd9bdgQufCHqHnQ2sJ8ULbj+WSrOQ+ZKMYERIkSIEP9LCEVUQ4QI8V/LrFlw+20SWedN9G31M6qlOlJM+39pXS1bCrMigA4dLv9SkqHj11CwFYwJENWc+a+cYuWeHpj1bh56fzK7l6fyxJM9OJ1b68q6Xl42nmPnU0iOysSrxmALc2OLNrN0qYieFRcFibSUoCLxwUtnSKkZJ1rpxHWG4j1CsAZLhLtz0EfgzALU7NXsPzGDcLMDNRhk/4W2gMK6o71QVB02azluVeWLUd1IPHGQjU9E8sKW5SRXMzLm3kZMndGcb745RHXzdj4fNwqTXvTi2ZLejVJnJMUVUYz+cD7przfCZnWyc9pNfLt/GJkVjfF4tKxaU417eyxHq/FxobAazRM3orPWZtkzz3L8tJm+r62lyBFzJe1WzHNeX4epQaF343WYDRUsemQk6dkNeOX7Z5j+/9g77/Aqqu1/vzOn1yQnPSEkhN576IiAigiI0lVABETFriii2BD7Va5duhUFpQkCglSR3nsJCQmk15Pk9Jn5/bERsFzl/r73Xm857/Oc5yQ5e2b2zJw92WuvtT7rs4m8+LUOo9lAZWV7HA6oWQapLh8zVj2MXg6iqjpS4zK555r38AasJLvOoSgyQcVAWXU0KdHZ7M9pjVHnR9V0REYamDBkP+/MT0HTJHxBI1lFqcLD6Y3gucXP0rpliBTrDvYdasr0pU8SbS9l0f2DGDd7Hqfd3SkoMKCpTkKKnmN5TejeeCvBkI4oWzmBkIEISznbTnbh2319ibCUM6rrR9zQeiWZRXWoF38Gi8nPE19O568jH0LTICmyhHuufY8hHb/itRWPMnpIX7q3OMz6Rydj0tfwzpqJvP3dA8iSSpKrgKysJJ59VtgoRqMobeTziYWLs2d8yGoVD336Bl0b/EBJTRynCpvispXy4PUzOFXWgW+PxHN3vxd55/N2hBQ9764p4dGBH/Dik9EsumcW+X47zWofp0XqIfxKNFajyoiMWSw5cDuaMZ4KnZ3iigj8fuEBbdZM5Iuiqii+SvIqUqG2DKiYDeL7FAwoyIZLgkc9e14o0aJpOE8/RpeKr+nSN0mMq79DBG7KFGEoFxcLI/G3jFpNE4rAl3s3jx4V2zgc4n3zZhEaP2WKCCs2GMQiVe/eMG+e2Obaa/+4Pzt2CDEnVYUff7zi07gyDE7xrngBGWI6Qe5ioT4c2QKMkX/f/qpOw6YBouyP3go9VgmdgzBhwoT5DydsqIYJE+bP59xyKFgvykUk9bn458pKcFcZiIy1s2jnrVw7LIOrE9pf+X5rzkLmfLAk8NILY2jRwkgwCMOHX9ZGb4Wk6y/+6osfDpIOTTZyrjCBtsMmEBuZiVygoJOFN0zR9Kw91IcGCcfo3349hlABBQXpqCrEx4PqLaNTo4M8MnAOXdMq4aqVItxPU2H3fZC/CqLaQHI/ylePxVS8BE3TGNGxLh98PxFQGN55IdW6htSqG0tgk57MgjokRBWQGnWMQMiAjjIezbgZe7QLw44UTh9fTkmJFa+hGdU+uyhdI8G+s62RZA1JkVDUS7P/2IhyhvX4jqum3ovbYyO/IpFP1l5Hr3oL0OsqyT2nJ6s8hYaxhdRNLMJs8OEPiuTegGKmQUMDeXkSlZWgqSo6OcTwTguYPuxJ0CSqAzZkNGaPH0/nZ7dS43Hg8QmvWXm5MDpO5tcnxlGK0+ImoBhJi80iwlpJlNNDKGRg0oJX+WZvf/RykMkDXiG3NI39Oa2QAJuxAs0Sh1EXRLa4+faxEcQ6i1m25wamLnoOmznEc4MP46tyc93Lm6nwuNCAs6WpPD90GkM/WAtIKBiwW6qJsHmIsFYRDBlwe51kF9dm3uYxrNw3gGq/DVlSmXTDq1jNHhokHKfL8z+SXZyGL2jmyRtfIjGyAJ2sUFYThaZJNK11lJX7+nF7x1cx6X24PQ4e7/8qQzsu4I5Zn5FTVuei0a9pIncyPV3U7y0vB9QARn2IlrUPcOR8Y86XpZIQF6TYk8Jjn79GoyZ6VBU+XDmYc2UhJE2lpCqG40WtCSgm9AYJszGAqkqU+moTF5+PpECtZt1p3biIeHUNbo+N7IiueJVY/AGJKROP8+AkO76gCVtkFPVvfhZyv4VAKRN6zyG7og1HqweQ0VkIkmmaKLf1zTcg12TCuaXCyPKcg6xPoOnkPxyimiYMdYfjUmg+3nwoOAZRLdGM0Rw7JgzUp54SBnLfvvD228K4rldP1DsuLRXh823aiIiGL78UntmqKpg5U5SAysgQdZKvu+6PHx1Dhog8WYBx4/64/d+FsyG0fAGyF0BsJ2j0KKQOA1+RWMy6POxXCQgjVgtBys3iefVLyvaC4gdTFASroOJQ2FANEybMfwVhQzVMmDB/LiU7Ye8jgCbC4bp9LcRiuGTQ2CNMVFSYKJfbCe+npkLcVfDL+o6XoyrwwzDwFoAkcXCvmZyc0XToICbFF9k+Hs7MET83f57bJz7FD/tESQ2L9YK6blk8FqMXf8iEQRfEag4RDMqoGozsMpMRnT7hq92j2HykNYeLuuGw+HjiphlkNDgEjgEALPpK5vnnZeLj32f2zBBp6XqoPoOldCmyHAAk7ur1Pi57BdtOdSCrqA7NH9pIhTeWigqIj5cY0O4TzHoPmqYhSRohRSL7nIOU2GPc2uRBCk+OY9vJDIa+/RVfPzSE5DQHXfq1ZPtbRhrXOsOWp7peNFa3nepIiScFj99ElLWCc6W12J7Zid4vfs+Yq+ayaMcQ7u41E6uxAeXnIsiou5u9Wa1RNR2VAQs5OcKzZbeD1ejBoctjbI+5oEkomkyNz4EvaMZq8qBoRhRVAvXntyghMh9VkbGbqsmou4O7en+Iqo8gwlrG8h092X46A4POT3FVPGsP9eTTe25h49GeBBQdjy94naem10ZDRkLj1RWTeHPkQwzKWMLaw31Yd6gnI+9twoA2b1PhiUQnh1BVmZ2ZHfCqLu6/X+WDD2SUkIYWkJm3aQx7s5rRr+Uy1h/rhSRJLNoxBFnWoygKsc4SNEDTZCKsVUwe8Ap3zp5FrZgS9kuvUli2nFTPJoyyEDBatmcAOp0CCHPYZvKQW1abaSv+wrj7avH0NPOFqyC80poGzSO/YtGLrxPTsDPNbp1GpdfJ3uy2aEgY9CHOFVgueBr1nDx5oSZovExWtgGkEIoq89n2sbRrb8TS8WWST3xAcbAltTs+hlzxFUg6YuvcxsLYx1DPr+Gd1eNZf7AT9giFYTfo6OMYxmcP1WPr0RZ07izTJGMqNP4RSndhj27H2yOTQG/lzjtFzyMi4PhxEV4bY3eCpINQtTgnTx7kfwcJvflhq8yOHXD11cKQ/InXXxdK3OnpIhw/MRGozr7gHfSDwcmLOzYy/1MbbrfwbtauDWvXihqrHTsK0ably0XYcdOmYv+KIq5NQYHwzDZuLN6vxJP6E1OmwPXXi+1atrzy7a6Y1GHi9ROuNr/d7sCTkPuV+IIUfA+d5v26jast6MwiQkNvvfj8DBMmTJj/dCRN0/641Z9Au3bttN27d//Z3QgT5r+eykrYvl1MFuvX/xM6kLsE9j0KskkYlXXHQ+uXQJIJBEQJma1bharotJEfYCv9kq3H2vLSsseoVS+OuXMvCahomvBI2WwQ76qGb0UYXfY5J9e/8Dk+OQmdTqiRXgz//fyyEFbJACMCgPDuzJkjvDSyDO+94+G15wo5dNJFQWkEtaKyUTWJB67/kIf7vAKSjD9kZFdWJyRDJF3qr4eE68AUi1LwPRt31eXNTa+z73SDizUj+3TNol71I/RstAarycPR/Ja0fmI/khbghlYrKKyMZdeZ9oRUE+3Tt/P5xBGkxJxDLyusPXQt9RIyibaX4TC7Ka5OwO2x0+eVVWQX18FohBkzuCR6s64nFG8GTcUbMHPzm19zMr8eGfV2sunY1RS7YwAIqcaL18Ok97H+6evYf64rI9rPZNH2IQRCehbuvZNtRxsDErExGnf3+5Jr0ueTkbYRRYGNR3vgtLhx2ct4a82DfLRlFKpkwmY3Ulws7hOotErdT+Pko8y78w6MhiAgI0W1Qi3dx8T577DqwPXoZQWHpYqP7xrJpmPd2He2DYt2DqLKG8nltVrjHEWcnlEXb8DCre98yrojwm2ml0MYdAH8IROypGI1eUiIqcHojOWqlodZ+F0LUEPUjz1Aw/hDrDtyLV6/hRq/iaBiIaTqkVAZ2uEL3hr9EBU1kdgtVTiTGmJTTyChgt4C0Z0oKyhh+sc3s+FgO7o23Erj5OPcPNDLV8ujibefIz4in2inmz2+J3l27lC8Xo2CAg2dHKJ2dDbfTe5DWmw2eVUNyHhyK37VgT8gVJNd1mLOFtXCbAriD5mxWCS6dxclnx55RHgc09Phiy8gKelS6OyZM/D998KI6/xT1HzWJ7zybB6z1gwjhJEO3eJZ8IWEvKqpMDYVL0R3gBbPw+abQA2AJQl6rEDT2Zg6VRiYNpsw4n4SHaJoC2TOhoojECgDSSLHNIGr73mMUEh4Pr/9VvTz/Hno0UN4OIuKhIG5YQOY8hfAwSfB6IKgm4YP7cNit1FWJkJ7U1OFIbp8OZdqw/4GZ88Kj2hCgrhG/1AxpH8l33WFYIW4L5oKNxz67XbVWcKT6mr7X1F3O0yYMP87SJK0R9O0dr/1WdijGibM/zAej6jPWSCcjnzyiQiP+5cS31OUbCnZIWa7OQshujWkDsdoFH3yeuHJJ6Ht8LHAWCxGL2nx+Zw+HcebbwrRFoDnnhNGaGUlXHONnbcnjCWuej45pU1R9FFER4kQwczMywzVy2t+ypceiQ88INpmZQlDoHt3K6cy67D7KTFRLquOItLmJj66+sI+JEz6IF3rrYeoVhCKhdKd4MtHVgN0Ts/CYryHHtvWodfD+vWwdm0ab96WQpuUKHSSQr24EyRF5dK/1RIe7vsmqqpjwbZhTFvyNK/fOonaMecx6BQ0YMneQaS4cnmozwwAAiEjEiqpMWfJLq5DKASrVsGECReMiOpsFFXm8c9fYeX+vpRWR5HiOkd2UW26N9nMqn198AZttE/bCWjsOtOeQMjI+tz76ZARIISdgZ3Womoy76x7kJAiIwFFxSrNHV/QptZGKmoiMFv1jJ79NVVeG9U1ADKSpGI3+wgGjRiNwjgBidHd5vHl9hH0mL6BD+6YQMvax8CciCTtZdrgqejlEGU1UTzS9w0aJJ6kYeJJfKFP6VBvBw9+MgNvwHbxHtpN1ViNXjx+Gy8Oe5L1z1yDqunQ60Jk1NtBYmQ+p8vaUlKThMlqoSy/iK5Xv07H4RYmzn+XerFHWX+kNxaDB50UIqgYCWp6GiWcpFP9rdzd621q/FZ0OgVF1XPsiJ/26QXi8H7AV4bLlsxjN/6VpQf3cKA8mTNVhXz2Skt+3CYzY+QDlNdE8Pb8B0mMzEevlmM2Ooi0VWHUBYl1FKPXKQSCJkIBP90brmXh9uEkJ0NJscQ5bzJmU4BgSIfBoJGYKFFeLpR04+JgwWdBvltRyYi+RXw0q5L0dJWazHW8OL0b6w71RK8XOZrdukFl1G2sOV2KySHjsDrYd0AnghNavwF7HgRDBDSZAsf+Ar5CsKaANw/KD7J6dycWLBALOJIkhJIu5pPGdROv5fXAGIm7SsfoqVeTkyM87waDGHvp6ULYKBQSzx6AEydg4UIYOaClWDDyl4LeRssWEjv3imN06gQulwjd/z0jFYRB+8wzf9+j6EqoqRH1YX0+GDsWYmL+8cf4GWm3wfELEsV1f1GIOncpnF8BCT0h7Raw1/kndyZMmDBh/rWEDdUwYf6HycyEwkIhGlJSIoynf6ahumEDrFsnPCnXXHPhj8YIaP8+7lXDWbGnP5GmfPrUOYmcKj6WJKHQOnv2hQmxplLttRMg8qJ6K4hJ70cfiXDhmhpYsQIkaQpfzBlJu+4O6mywkJUlQgUjImDvXmjdGqQ2M2D/JOGx6PTpxb46ncIjeTk9eojyM5oGbq+TBinnGX5XSygciJr3LaoKHiUZp79U5JlJekBCknQYjQq1XWdYP6Ub98x7n8O5TQAZX9AMkgYSGOQAQzM+58a236CqMsGQjjFXzeeTH26hdep+tAtKuxJwe7ePyCpKp7wmmmhHMRZDNacLmrHrTLuL1y0zU0zso6Jg1ZSWnM9KZ+meG5HQKK9xIUuiHmiWuz2eoJnHbpjO7d3nAzBn4x28vnISg9vMo/fTixnT6Rxt0/eSrRtDw1q5ZBXUIqTq0TSZ+z5+B6tpHJHWCh5d8jkllU4URajnqhdK/FR7LciBy0VyJB7+dAbR9lIirRWMePtLVj/eB0vVTqwGK9GOMt4a/QCnC9KoFV2AJGnIkobRoHF79485dq4hM9Y8iognljEZA6iqTMI9+VwStFepF3+KpwZOp37CaWZteYi3v3uQ8/kBwMZbq+/l7t7vY5KrMBqCxDhKKKiMByRkOYRep5JbmsTscbNwWty8tHwyE3u/h19xkVcWi05qRS3XOWKdJaB4KK8wUF3lobhIoaY6kvTYQrYdFwshj33+EsmuAsxGDyfz6tK2/nacae34bm2IMncEh8+1YO6GMYzrOZuT+Q3YcEzEqZaUgMOmISluJEnjjuvXs2jnUDRNqNL6Ti+hQfVm1q6cjN1QyvkiO5+8+S3P3PIBOp/CU9d+ije0kB+OtubgQTHGP/5Ywu+PQZbBqImcTwAq9ovrGayCPfeB+wQEyiHkBXsq2NM5dkyMtXqpbqqqoaIgSGr+JNGu2dPgai1yvvNWsW7ftWSXNsBgEGOyVi3o0AFQFaJtpUx5IoYHH5Kx2YThGggAEU1QOn+NN38/9tROzO5mZcEC8fnw4ZdqIP8tQiE4fFgY70n/hDTNyZNFTi6ISJQlS/7xx/gZDe4Sxr8WEkJLP1F+APZNEgO9aCPYUiG2y9/cTZhLqKr4P+R2i/Bum+2PtwkTJsyfQ9hQDRPmf5g6dUQOZkmJ8HZ0+SfOc44cEd69UEh4Tr78Etq09EHB92g6K0P/+ilbD9QlqOgZesrPx1/8fPuYGMjN1QMaMa4gaQ1jSU0V3k4QwippaaJsxk/GbU6OBLbaWBGTyzNnRMjio4+KbR56CO655z5odN8VnUODBuC0+/F4NFTNwLFz9ZGS7JRF38ZfPlyMx6Ox9tgARlx/EGeEgcED3CTmjAFfIZohCr0cIMZRzrAOn5NV9ATVPgd/+fYRxvaYg1EfQCdrTB/yFDUBGzpJxWGtwus3M3Pc3aw91JOBGd+iYaDGZyYmwk16wibsVgVN0ZFTmsK4WXMJhEwkRpWgSVBZJOPxuKiu1hg07RXeGz8FMGAy1hAfUcLtV33M6oPX45MNaBgYlLGYgGJGCUkMav81VmMN81Z2o7BIzyvfPIYkweABZTze92aOnf2Q82W1UDUJkz7AB99PoFnKEU7m18dkgupqGZ2kIKGgauJfjaJoqGqIx/u9RsvUgwzpsJC5G2/n5eVTQDEgSZBbkozF5EEvi5DYzKL6DH17EVNvms7A9isxU4OGzOMD/sKC7SMpropFVSVcyfEYR1fxy6pr25/ryNnS2kioxFrPkhRbhc11nJapB9iX3Zr1R3vispcztNNixvWYxV9XP8iJ/IYcyG2HoqikxRajlxXMxgAZ6TvxhczEOouJcxbh9jpwe534gmYSowooyA/x8jdP41ecjG3/BjNWP3CxH/6QBbfXSkiVKKqMZ+MhO7XLq1B1tXBFVFFYFsk7G5/gze+noqlQXSNC0q1WidIKIxANgFZrIHs/lJAkKD+1neLvHsMX0GPQJuALGlE1HanR2aCpGOzRGErLcZnO4HC0pnVrGDVKLNRUVED79mJMdu+OWH05PUsYnDoblO4Cex22nurK+WIX6f2eIG9tPB07wtmtS3mwx2OYjBBbUQe8J0FngB13QJ+90OZNSBlEvC4O3SIniYkiNHn2bHBaqmDTUKg6ybj6jSh7ajGffGaidWsYNkyoDjds2Ayfrxk2m/h9woQre8aoKtx+O+zcKZ4Hs6atpZV+OvaoSGj/7j8kJPbIEfFsMRgu1Yz9pxPZ9Nd/8xWKd71DlLP56fcwf8h774m6upomQuW/+urP7lGYMGH+FmFDNUyY/2HsdmHAbdwo8lNbt/7nHevsWTGRdLnEJPnsWWjjGwcl2wkEjew6voeAYkYDFq8w80KOEE75iXXrYPx4CU2T+OADEw0b/nz/kgQLFoi6h2vWCI/o5fUPjUaRF7p6tTjvQAC+/hruuecKT0BVIHM2s8dt4fFPn8ITsNG+3mHkDfdTan6ar3aPxGaDk2fg6bc6YzTCZ6vhhw2H0ctBCs8UEVw3AEknM6r7p1Sb2/P+8pvwK9EEFMtFT6PRoGA0VAISyGas8Q3pEZ0vFKAqa6FJBuavv5llO65lSMZXuEMJ7D7ZiL1ZrZElhb+Oeoj+rZdhMQV4/PPpbDnRFYvRR0VNJE98/BAVNXaiTRbuHH6Up/osoOXGkxzLSWHZ7gHsymxH31ar0DSIsJTTOm0/42bOItLhpaLaDkCvxFdpmrSPBROHs/NMB95afS+KZuDGtsv4yw/zMBjAaTjPDZ02kR57mjdWPoxf0SNJKg6zG7c3gpnrJxBhq8SoC3BHj485W1qHVqkH0NBIdp3HZqrB7XGwcn8/EiPzGdx+MU2Sj4AaRJNBVTX0uhAJkUVU+hNQFYVDxyN+87Yt3DmEHo02U1CZwIxV95Eau5tIg0/jAAAgAElEQVRZY+9EJ4fIr0hk9Ief8OSNL9IieR8F7nievvl5uj+/WXyngCkDpuO8oAbsclSSEFlIldeG3VxDZmE9WqftR9V0LNs7lCEzPgMg2lbEe2sncimHVqCXfeSUpAHgC5qR8xT0cgnnK4Trr7JK4uZ2i7imxfc8vWgaOhmwxFBerru4r08XmHj5NbG/1RvzaC1L5FXU4vnBU3lvw8Nk5tfms933cnOvIzjlPBLSEhj1aA+erCfGhMUiPEmaJqIneva80Lmcr6EmB1BETqStDou3dOPxjx7Dq0VR9l4ESUliYWvlpPeJ0BswmiTkqt2gt1PjDqCT/ZjVIOiMEN+Dzn3hhSqRI9uv3wVv6rkNUH4Q0JAqDvD4qO95/Im+F6/R6NEirBaEF3bSJJErfiXk518qK5N5KsStdzXAoJvDh/dMppflBch4/8p29Dvcf7/oUzAo0gP+LEJR3Xj4oxms2d6Yq9se463e3fhPTcP9V7N+vVhosNlEiaVQSJRGChMmzL8f4aEZJsz/OHFxMHToP/84XTPK6NU6i+1HG5OUZOWq7ir8sBWMLkyyhwbJ2ew+2RhZFjaZovx8+7p1xQTjZ4RqoGwf2NPAWouEBKEeWlUlDFe7/df96NxZKIRKElx11R902lcMx99E5LBqkDmHG1uV077uTjYf7kD/rvtBZyIt9CFO50jy8y9NehRF5Le6vU5cLkhq6GL1N7eQrvuSw/nNuefa+Yyb0ovzhXZitR5IBV+J8D5NE7myegciDLNS9KXyMJhi8JSXUlllwes3YTL4SHWcYFFRX2xmP4GgzJgen2C5UPPy+cFPc/X09ZwtSaVx4jEibeW0St2LJ2DnqsYbOZkTw5B2nxBsBfdd81ee++ZVCjan0DR5P10abKHGb+OpQS8xqvsnuOyl+IIWckpr4fY6sJq9jO0xhxapRzldUIcP19/Hq0NvwWjUcEpZRFgrOFlQn64Nb+L2Dz5i/l1jkSWFMR/Op9pnJ6gY2He2FQPaLmdM9/lYTV62ncqga8OtVHnt+BUTR883ZtrSqVzVeCNGfRBV0yGpCpomc+RcY6Iigiy4eSCVHieTv3gZN3GAJuqyImPRleHzW+g5fT2egIVidywju3yMxejFoFeJjyzhlk6f07/1UiKslRzLb8Ddc2cSVIy0Tt1Dlc+G2eDHGzAz7MMvOFHQiBWP9KNO3BkUVc+X24cya8NY7GYPK/b1R5bFYky5xyVuo6ygqjpkKcSEXnNYuH3Ixa9WWkwWayZfR3xEEcGQgUF//YqkqDxeGDIVoz6Iy1bCbe9+illRgUvq1iUlkJsrBMTU6K7kn4knNeo0yRE6TM54DNXx5FQk0ff5Ofzw6m3oUobQvpEL/EVw8h2+e8PAK0vuI6F2JPfee9l3vXireJcMQrQnohkbSp9BMzvRqWYCATGxr66G06Ud6JJ8AhQJolrz+dJaPL3oKQw6jQ/VlXS/9SaxK0mE6/6sHFSgHPxF+AIm3vz2AbIWNebuSZcWyRITfz4Ek6/ACRoKwauvCiNVksQ1clfpSEz04A+ZeG3xnfS6fvEf7+gKGDhQ5MoGApdE3P4MNm218O2BvjhiFdYeqcPajRI33PDn9ec/iZtugoMHxYJN795hIzVMmH9nwsMzTJgw/1hCHhE2aEsBe7r4W3UWzp038f5IL34pCenqbzDb7aJm4IUJ8sr5Oxj+ZGNycoTXos4f6YKEvLDpRvDkUOV18vrulRRXx/PggyJE92/x/vsif9VsFvlJv8vu+6B0OyCJ4+ntSAE3yc4zjOheBHo7BPUYkrqxcqUIaX7hBVGuQ1U1EqNKMZ9bAo7hSAYH199cC88ejfqNi5AVN0Qfpq6jHHb/COZ4CNaAIx285yG6I6SOEAZqdHvY9wgEK1FVifyahky9+UUaJh7DbvGRHpdJrxfWoCFzviyBOnHZaIqGpsENrVby1c6hFFfF4vZFsPzh/mgSmLQAOknDH5AxGQJE2SuZMeJuUd6i/kR8OQUYvYdxVweId+ZhNviQUMlI30mhO45v915PpS+CI/ltWXOgF6+NmESj6B2sO9KL3s2KKa120TZtLw5zNe+NuZemtY5QVhVFx3rb+e7Qtcho9G62juV7+7P/bBvGXP0Z58pScXsP4/Y4cdnLcJrdnCtN5nBuM86Vp5Aal4MSMvDNvv6Mfn8+8RGFVNQ4uab590we8BKPfvY60wY/waP93kSSNLad6kTLlL1U+iJ5celk9DqFbac7M/G6D7CYQpwri6J93V0Eg3oOnW3KtCVT8fgtJEbmUVQZzfdTeqLTCaGtTvW3cyi3JTe9uQSnpRJf0Ex5jeviV0WvF+G4kgSqdqE+qgqSpJGaWEWj3v1pr+rZvqOClrX389eR92PSe3GYq9h8ogtmg492dXYhSRolVdG0TDlASvRZThU0wmwWXsZkVx7Thj6Hsj4PbniKZnV0RFZnEW0vwaj309CxklO+m5AkJ/6aamrcfrLWraGOrRvWrBdQS/eRIMOMUVnQce6l77m3ACqPiz5rGofz2qIZr6df3ddZs+YRNM2I2awjJ0cIYW0vv5/OnUNIaJB2Gy/cbsRqUQkEdbz0bkO63/rzYeT1CmGjQ4dg2jgL7Qwu3ltzJzM3jENnjeHHkSJc12qFv/4VtmwRbY1GEWobCPy+au/ChTBrlshfDQaFUvgrr0jkltfGaa7EavHz9sanGNlAeIT/r8TH/9/38X/FbAaQCAT1SNJPv4e5EkaOhObNhejeRSXsMGHC/FsSNlTDhAnzj0MJwJbBUHVaiAl1nCcK2hdugGAFsikGSzAPvAfA3gUyZkHhejA4ccV04rvvruAYP5XUqjoFnlwwOJk2dxwLd5qRTSKU6yfPyi/xeGDRIpGj16ePyGP7XWrOgt4GSMKpKunBHAfORmgtX6Lm7C5sdpDqjiJOD/feK8KVH34YSgo9lJd6eWiSjQ+fnQidPobIllitGgRLwOAARz3IWw2KT6icagEorxAqyHFdIHUQMEj0xRSDmjmfNduNrNnXjQldXyTCUk6UvZoIq5s5d47nlve+4Ja3PuGN0ZPZn92M5bv74DB7kCUFm6mGCk8UsqwQ4ygltywVp6WSar8NoyFwIbBUB6YYyF1EYdxb5G5dSgP7MmxGH3pZuLj9QT01PivdG//ANS+t5S+3PUxG2mZeXjaJ579+ggFtlhNpraBl7QMYdAH0uiA3t1+CosnEOQv56K5RdHhmG8fzmtDv9ZVomkT9hFPc2uVz0pMK+P5wT/q3WUlOSQrztoxFr1Moqoznjg/nsPapgRw+34axM98iqBiorIngxeVTGNH5C04V1EdDZvHuwQxsv5T0uGwaJh6n8WMnuLb5d0gSJEaex2yz4k57maff1LFsR29u7z6PerEnGPzWYnJKa2M11aCoOiJtFbhs5WQVp+NylNM4+TiSBDV+OzV+OxeVoi8gSRqxsRKVFSG8XhntghI0SFT6opn+hsbxGZ0p7lfF5M+f59Wld/PaqOfJq0iibdp+3hr9AIGgCV/QRIS1EgkVl60CnRzC79ej00m8edsDtE/fhc4douKbgRxVVnGTMx+dLArUPj3wOY4VtManS2PqgFe55uk5lFY6iZgXzedjsgj4HVgtKimW05SXiJBcSYI5b5QSqHma12438OOxlry1/kkkXwET+ixk6aTbyDfdxrItbXj386bIEkydHkOnq18Uk3xNIynxJJlnrWjI1Krn/NUwmjdPGJMWC9z7Qg82T6vDuYp0JJ0BZ5SZSrcI87VahfFQr57wGqemwp49cOut0KyZyC3/LeGbnwTOrFYRyTBokKjZet99NvLybOw8l8Te92D3ESG49t9A584wcaJI3bj2WnG+Ya6cVq3+7B6ECRPmSpD/uEmYMGHCiPIR06YJQ09Vf/5ZICDqdTZrrjH5nYGoOqeovZi3UjRwNhIhhb5iYezZLrhLdUZI6gOxnUENwt5JsK4HZM7/7U4UboZvW8K3LQlVFXK+Ig3VW0pOSTIGkx6ntZrS80WEDr4ujOaf0DR8uT/ywKBlPDCxmltuEXlmf0iTx8V5qAFo8zp0XwLdvsbXeQ3D7mlHiyF3M/Cxu6nxX5o9DxgglIVTYvKJsHvYebr1hZw8ICYDOn8OzZ+F7suE0VurP5hcoAUJKgYqPJEEQxoU/fDzvsRk0G3UaEa88hpnC+J5Z809uOyVSCj4dSm0q7Mbu9HNvrOteXnFVN5c9TAFVWnsy26FL2imrCaaB/q8SWpMDhWeSHRyEG/AzOmCOpfZXBLoI1i7txM9bmzGsBef4bmvnqbCE3FxfcCgV0iNzcGo95EYlUevpuu5pfMXPNz3L3gDFmZvvJO75n7Iqysew+21cdW0jfR8cR0evxFNk/hmX38a1MqjcF5Lfny2Mz2bfE9ZtYuxs2ay7Xgrrm66EW/AwunCeuSW1kJRdbgcZYQUHafOJbHpYDNCih5VlajwRqKqOk4X1GXZnoGkxWZT7I7l/XX3IEkqVT4Hbq+DTcd6UCc2C4NOwaAUkjFsODO/uw23x86Y7h/xzrp7UVQdsc4iQoqBVql7eWnYZNYd7YXLWYnJamXD2dt/4dW7fCVEwyhXU1XuwSRXYtT70MkKILzaZWWiVuj4GY/yxop72ZXZlonXf4yq6lFUGZPBT6S1ArPRyyvLH2fVoZspqoonvyKJuvFnMBlVZBninIV4/RaqfQ48HjAceYbymijOlydS7I5GUWU+e/xZNm0x4bW0p7g8EkeEntx8Jy8teRijzkfQH+Tro49w440wZYqoMXrodBJ5ZfHcN+t5Pts8GItVR1LUebYeaUaTWqfp1WQNuacKkFEx6AIEgyo5OT9dBok5CxvQ7yYnw0dF88qM2F8No5oa8W42Q2l1HHmNvmfCU92ITEyg0q1j1CiIvbDZHWM0tm2pgUAFJXnlFBYKb+u8efDSS789TIcNg4YNxXUeOBCaNBECUQcOiPDcqChh4J469XuD/T8LSRJicOvXCyViOTybCxMmzH8h4UdbmDD/huzcKVbJhw4VnoU/G7db9GXuXHj8cWGsXs6qVULASG/Q8/X26/nxYLrwqMZ0FA1iO0PHOdB4EnRbBNbfqBuRswhyvwJ/MRyZDu7fkNQ88ARoQYrK7dRu3Yq0MatJvecQdz5YB7PVRFVpGY8OeAdD9rtwZt6l7c4uQNk6isnXPsynd4/A51N57z3YvFmUzFm4UJzjr0gZCH32QI+VovRDZDOIyWDzFpl9+8QE+PBhWLv255uNHAk+NRav38St3ZdC3bGXTrOmHUsOjOZM0QVj3RgFnT7lRGVvFu0YTEW1jbwCIxVRt/x8p74yDp5tjCSp6OQQh89fKlVhkwvIrmqD1RIiLe4cE/p8gcEgUa3WptiTitkZRUJUAb1bbEI2uXjw07f5cN14TuQ1IMpWcdlBAlB9hnfX3o1eDuALmvlwwwQe+uQNympcIAnPYY3PitNSzZM3TqO8OgJ/yMT20x2o9LpQNR1l1S7yKpJp+OhpdmR2YtOxntS+L59Ptt/D6vK5fP3ISGKNR2iUeJxnBz+H0+rm5RHP0Dp1DxIaFZ4IOjfYRpStHA0JtyeCF4dNoXODH7mm+fe4bGXYzDWY9H7GXT2bsTNnUliZAJIBRdUT7SglEDQx9K0v6dtqFe3SdzG+5yw61NtGSNGLMG5Ar1cxGXwkRojyNya9H6NelKmZveEOyqujcOta4ez7OQu/a8mDD4qc7svRSSEy6u4iLqKYBglH2DK1K2sm92HW2HGXtRJW/oGzzYlxFGHQB/loy2hUJKJtZYCEw1yFy1ZOmzr7SLBnkxx5ntSYs1R57YRCIg/z2cXPYDZ6ibRWcLownRa1DzDq/Y85dr4JO0535KoXNtHhiTWMHB/D5oOtqPRGkVeeiCRJfLR5FN2mbafL89v5aN2NFBeL76+mgTfkRJN1aMhkdLZRz7aWOeNG8+HtYwAV4nsx+uqvsJj8BEN64qID9OsnDENNg9Q0ibc/iODl18y4XPyK22+Hpk1F7vj48ZBa10bDdvXYsUOMo5/qnQYC8OMPPpSAh0hbOWmuE0RHq7hcQvzmonH8C6KjhUja6dPw2ms/N9oefFCETQeDwrAD0eedO8VL0357n38LVRVKsa+99rf786eiaeA+BdXZf3ZPwoQJE+b/TDj0N8x/H8U/wsl3wdkQmjwGuv+s5B1NE5M5n094AKZOhfnz/9w+FRaKsFmXS0xOjx37+ecGg1jhDyk6sCRiaDQGOt4PcV0vNYrrLl5/C9UHaMLzygUv5i8xOMGbz9vLR1BcGYXBKFFQYmfr0Wbs2ZKDf80AHBEy+AFv/qXtzq/ESBlOq44WKftwWtxIxkjuv19MnjVNXOMVK37DM5G7DA4/J35u/hzUuZXoaLFNdbU475iYn28ycSJcfXUEarWbZo0GQ0R90Y3zQv3U6xU5d8uXC5EoXC3ZJc9m2koLb912Nw1iD1CZuYPIZjdB7lI49jp4zjJrfGfunD0bb8DK1JueJ7e0Fsv3DKC8Joqv9o4i1lHAW2Mm061jDfX7eTiaFUmjxl5On3WSVLWNFvZywIGij2PWht4s3j2Y9LgzLHv4RuwW4faSdHrap+9k34mb0VQJWVIxGhQ8ATvROgVZqSTCWkWN386UL19Brwvx/OCnWbHvpovnryHjCxgJKpeKXrp9Ecze9iSrn7kZna9Y3E59iKa1jvD90zcSE+Vh2Q8dMeiEoZhTUpuQoiPCWkalx0a3hlvJL0+kR+MN3HHVXBbtHEKHetuZeM07tE/fycwtjzG662y8XpWEyHyKq+PwGxsxZcAYkl35+ENmRnT6gkqPnY7P7ACg2mslt7QWD/Z5k4BiZMfpDG7t8hldG/yITlYwmCApUQeHxnNUvZ+SfRbstKGINH4S2DIb/UwbMpW/fv8UqRGHSIs7S72EM3Suv42Xlj9Bi9SDHMxpQWZhPW5ss5TrW67iy+3D2ZPVlleWP8ZtXT5FllQaJByktCqS+Ztvp6w6mihbOR/fdTsf/XgnX2wfQYAoFNVASNVh1PvoUHc3+862YHdWO+6Z9x7nylLwh0y0blbFlu+qWXTfJPrfZ2bFvgGc4F5WrTFTWBFNZKQIjf3iC8jOFmM60XIci8FNQtP2vPr8Ts4tmUycsxS7yQNqBCT1YWDf1ayPGUFO4BpaD7mL/v2FoZaRIcJpjUZRrqW6WoRVXj6OYmNh5crfGM4G8fqJGTMgFNSo8kRS6XHyyui/kBdTn7dnRmOxCKPzbyFJvy2KM2qUCPOXpEte25deEh5aEPmsl6uD/xFz58KLLwqDddEikU/7R7Vd/6UcfwNOfSB+bv4s1Ln1d5uHCRMmzL8zYUM1zH8XgUrYMRY0BUq2giESGt3/Z/cKr1d47TRNeCat1t9vHwyKSVcoJMRL/mzS00VpiR07hJLuL1WCr7sObrlFlLkZOFBPxsDrf1mZAxCTu8xMMWH8lahJ7aFQsB7K90HdMRDRVAgzHX8DPOegwX2iFuL+J6mVagFJRygkNk1JAaPFhjGtrdiHJQ7Sb7+072AVBtWNyyZRKdmp9juItotrq9MJleHjx8Uk2/nLFLuTb4HOAmhw4i1IuZm29bJ48fk0ln9r5Zprfl1/VpKEBwl+Lgt68CD4fCoRthoq3Cb27DEKQxVo0SmFtqmraBCzF59ip762GE7XhwNPQaAIgGEdv0LRdHy1fQg/nOjO+Fmz8QVNuL2RxDiK0ckW3lxxN90GHaGRdT+NCgdAlg+1YjBHzjfB1fJu0uvq6T+yOd/uclBYacCjuFh39DoGtllMUNEjGWw8cP17eKr9ePwG7GYPqbVUIuITkHQ+UPQghbj13c84V5aEhsyEeXMJhkTdz59ufFpsNlZDDZ6gCIvWSUHeGz6QKN/Wi9dD0yRKq2JQdCZ2H0/kvbX3kOTKp3bMefq0WEXuO6lMXfgcy/bczP6cNrSqvZeQauDOnh8ystsnVHgisBj9JNdL5POOj6G5T6CTggQUI5/8MJoGsfuIiyzFZS8X3mDAaqrh6sYb2Xkmg6ziNM6VpdA05TDPDXqW11c+TNcGP1LuicJlL2XhjzfRr916EuxHSJfH8sFtQfL7JdDqif1Uel24bCXUSchBb7bjqN0Gs1WHURdEA3RyiIOvtKSwMo5AyMSh3Gb0b70Ub9DO0odvYuOx7ry24lGuaryZHo03sv7oDdz/8VuUVMUSH1FIeU0UR8435ZlbZ3PcP5IDR6Fn000kRhZgNvip9ll5fvHTePxWSqtj0cshomwVnD6tI9ruR5ZCdKq/gxhnGQPenUiTJqLGcLduQoX30CGRDzqw02aSWcKbqx4gc30Ri9emc2tyvniWooHio6TChq/OV7TrHKBpwEiPHiJ31G6HXbvEcyE395JndNAgePnlX4//P+LECYiOkUlUsqn2WLnu2iDOXlGMuUuEDf9KUKkqE7I+EcJtdUYLtezf4Jde8MWLRb7sTz9fqaGqKLBvnxjf0dEQJR/Df2A1ptrNIaH333ey/ywy5wpBNDUEmbPChmqYMGH+owkbqmH+uwjViFxHgxP8ogzCvwOTJglvHcAPP4jC938LSRKehcmTxQTruef+NX38PXQ64TXJzBR9+qWRqdOJ/NXfQ1Vh7Fhx/mazqHnarNllDQwO6PLZzzc69hc4M1eEEZfsgD47oesC7uwCe93w3XfCWzL6ppOwfrAQJYpsDF2+BoPlsn3bwJpEQYEBNaQw/67xtEnbQyBpOEOemYzbLdGxozBYf4WjwaXSHZHNYeP14MljaKSFoa+9AQk9f1u56TdomZ6JJaTgLpZpnnyMjlG5sO8s+3PaMP2TwYSCFiQJDNSg82QKpV9FFJWs8tqo8jnILGnO7uwMVu7vR1AxIkshNGQ8fhsOixuTrgqOvQGKF2QTe0/UZvg7d+EPmrCZPAwZFU9aA2GNBxQzFdVmpn37Ng2ScrAZy6nydyPZVcy4q+dgM1YSUvRYTTVYAz4qfSa8oVhCipnMogYgyehlBU1VsOqrqFFthFQTDnMlxe5Ynh71NjsOt+RIbn1iI6o4V16LlKhY4p1iXBZWxjJ65uf0bvotLVIOkFlcj4LKJG5qt5RGSceRJI07esxjw9FePPjx63RpsA2DHCQ2opAb237D3tyraNPBRaOOL8Ga9iiSRiAk8lfjnXlc23Q5vqCFgGLCqPejAefLEgmpekqqopEljdve+5QYZynrJvcioBgpdMcT4ygmpOj54XgnUqOz0adVEOMoRtWMHD/fkDnjxxCSIujRcDUOixu9XqbnTa+DGmD3yrY0SjyEzqigkxUSIosorXJxdZNN7M1uS3rcWeIjChjYdhnfH+7NHTPn4bRUUe2zEm0XnuZCdxy1XOdpWicP5w1fs2ywg02bIHdxHiZDgJCqY+L899h4rCchxYCmgdNawb3Xvo/LVkztmBzinCVomkRMjIwjwkhRsRh3ffsKb+KSJcITuHB1fVAfwKgPoJNCzP0snVvffw72PQqyiY3HezJhsowiw913G2naVBilOt0lAaS4OOFlNBjEMRYuhJdeCCBlfwy+QkgfDdZavx4Qmgo1uVB5FAJlTBjTj23bIvD707ltdDnOnu+BJP968QhA8cMPQyFQJn4PeaHhvb/R8Nd07SqiGUCUJ7kSNm0Sefg1NeJZpleKmDthCI68KigwQMZM8Sz4PTQNijaBNw8SrwNT9JUd/O8hshmU7hBrRpH/JsZzmDBhwvx/EjZUw/x3YUmEOrcL48aaCPXG/9k9AoTXweEQ9szevX/c/tprxevfCZ3u98u+/BFnzwoj1ekU4cNffCFKufwunlwIuEHxgFwiFiKMkUgSfPjhZe2OrRDtTNFCcbj6JES1vPR540eh4jCy7GXrmZ5c1WgDfs1JE/tcVn3el3M1LYmJEV6iNm1+Ef7b/h04NVPcPFu6yJNVfGg1WYQ234o76SGiuz3+s26r6oXJ7OVPWE8eSSdvYNWjHnwBIykx5zAUBzl8uDNDX7uLvAoFRbuK7g2G0K3uOlRNQheqAtmCqgQ5X57MyfwGzPn+Fs6VXiouqZMUgqqMTqdSNz6bJwdOx+MJYdH7kEIe9mbfiD9oxm6uxhc08+2yarp2yENHXRTNRCgkUV6hsXDXSLaeuZbpT2QRqY7BI+s5U1iHGEcpTksFMiEc5gBVFXauf/UbvEEraBIGXRCXsxJ3tZWQasJucrPl6W7YLT7qpoN6S2PeXjYQtfw4+zIb8tKSB/jmkf7oZJW75s/mdGFdkiKa0L7OLlRVpsZvxWmpxGLyYtBDLdc5fEEzuaW1Wbg9mZBiwKAP8vWuQUybdIZi91mi111DYUUyieZiDHpQtRBdGvxItf8AO05l0CzlKJVSM5rHrEaSoHujLew+054qXwSgUlQZy9XTN1DjtzHj24fo1mgLJVUuzpWlcU2ztRh0QSxGHxIaVzXZTGZhHerGZ6OTFTQNyqujiD4zn/NlKdz2wSdsntIRq8mDpCmUVsVQ5Ytg/ckb+PFIKx7r/xregBmjPki1306N33ZBjEuIL0XZy4i2l9Ik+RhlNS7UsgOMf7YOmzdDl+QuXNt4KXaLm+2nOxHrKCa3LBVJgvE95jKm+xxAQ9FMfHd0AIOG2YltexdNVlSQkxuNqopcbL8fPDUq+fmgqXGkRmcRCJlRJBN10iVIuBqsySAbeP2be5AkCYcD3n0XHnlEPAuioqDKrTC+33oahvbQsf1DHD9uwuOBtm1BOvnmhRBUDfJWwTWbxYLTTygB2DbqgiJ4JZhiyXDOZdvW76iq0ZGcHPObURkXCbohWCFyvIOV4D7+Bw+TS7z6qhBbkiSuuPbos88KO9NuF+N6wexckvKDSIZYIRJXefSPDdWcRXBgijDQT30IvdaBbPj9bf5eMmZC9qcgmyDt39Obqihi4TM7G2677f/2fyVMmDD/3YTFlML8dyFJ0Pwp6HcUrvkBbAIi0NoAACAASURBVKl/do8AISbi84kQ4JEjf7vN/s0n2LzsAKFA6F/at38VMTFCebOsTNymRo2uYKO47hAsF/mroWo4PfO320U0AUkH/hIxQful98bVFvrsIdj7AEX6PphMkJIsDIN6rr2Urb6Lgddk0/8GP9dd9wthJWMUNH1c5DtHNRed9xcRUmTOFToo2PElixdfan70KLRvL85v7mWlKnEfB00lKbqM9LhMDHIIkJC1GgIhPcmx5SiKxBurHmf1wevQyRdUXuJ7g7Mpg2Ys5fEv38AXciBLGjopCIAsawzruJCXRkzFbNHRIOEkeq0KTVXBGEXn+tswGfx4A8Jbq+qcdI57H5CRZRWzwY9Z5+Hhvm/w2aTHyTA9gRQoQ0LDYvReUK+V0DQR1ltcGUtFjZNohxun3UfjpBMMbL0Il72c5KhcNGTOlqaiSkaozuKNuU3oGP0Bg9ot4M6esxjWYSGH8jL45sS9HC66mihrKd0bbSavPIloexFpsdnoZA2z3otB9hLlqOTziSP4f+ydd5gUVdaH36quzt0zPTkwMwxpyDkjWREDIiLBSFLEgHl1FUUFUVfXAAZEREAUREVEUURyzjnHYRgm5+kcq74/7ijigmHXDd/uvM/Tz4Surqqu7r59f/ec8zuNU44RDBvRkKiXkE1KdBHPvpZF34eeZcO+htg59WPisSJDjK2S5OhislJPcDivGdsP1cHpNfLqt4+x72xrqn02ABRZRQJcfpswWpJUtp3qgsNazXM3TsRurmbOupGgQSBsQEIiM+EcxdVJlDoTAAlJixCxNEKWNSYOfI44eyUup5G0+/O48/1Z9HvpeyZ/9TKrDl/BN3uvIaLq+GzbEFYfuvzHt4csacTby2mfuZsH+0+lzB3P5M8foSC7iDjnPJaNb8XQTp8yf8sIVFWhT/PVQjBaKqgTW0ijtHOYzBKqZEYv+3nru7E8PLk1VUv682LvztzW5X08HnjmGdCHi/B7vGiRMA67G0dSHFddGWD4rQ5eflmC6KbQ4hmw1qVpcxNOn52r6k3l23ubk54zjPr2jWj+UoxyNXO+bMbOZVt46tqneOABuPxyGDoUxjzWhYdnP0O5v57oC1yTGfAjVQegcg9un4LbZ8Dps4Enh2hLFWlpvyFJwRgPqQOEYJVNolzgN2IwwODBcMMNv9yf9ackJJwfw1NSoH7b5ki2BuQWWHl64QSmfjkMn+9XdlKyseYEYsQ1qanV/kMxREPWfdDwTlDMv779v4FZs8Qi5UcfiTT0n1+3YBC2bYPs7H/P+dVSSy3/OdRGVGv57+Q/zEDpnntEnztVhaZN//b+D1/ZxPNvpCFJRnq238q27B7k5opar3+rkZKmwqn3oXwH1L0FUi7/9cdcArsdPv1U3LKyflLnqoZFVEU2QGKPC6MuoWpAJ2rPtBAUrRUTXnMqpFwF1hpBmtJfRD6rDkGdARdPqdMZyKhvYPxLg2DfNpEeV/ce2PsYH6+ZSZXbgssPa9dqjBxWxJfz8yCu44X7iGoMXT5E2/0oFTlnMOjDbMvpzKebxMQXhBtoVZWIvLzwgugBaTQCMW3AGCPqp335oNgg4ifFfoaP7r6FV5Y9CaZr+PpLK1nHPwafJCbgVYeQEzoz/fntTHy9LQ3Tq9lyxEi124Qihbn78ne5s+8HRDQzszb9CaffgUnxEUaHpdE9NEvL52vLOF5f/jjl+r786eEgXapWcyDnA95bPhyL0c/4AZ8QnRBDdOgQ6FMJawqqJlNQmcq074cwrPOn9G+1Ck/AxLbs7tjNbs6V1cEf0uENGGmedoRv9w3ApA8RihiwGT1kJuQAEYZ0XECMtZrc8nRMej9J0cV8tb0/K08M5+1xk3GXnKFD5i4iqkzdhLMMe/NTDuU1o2mdA8TbK4ioCnViC7i8+UqKqlKQZZV3Rt3HuNkziTJXUuqM50B2A3o3+u5vXvKwqvD59qHc0Ws2neSdmPQh/nzdy8iSytVtlnHHzFmgyXiDFjLjz3CuPBNf0EqjjANMvf1hylzxzFoziheHPwUS6HURNE0iu7geURY3wYiBtUd6s/74FUyeP5bUyp308D6CpslM/uZZiqtT+G5/Mg2TThLyhmhT9zBPfzaFYMRIvLUEVTvfyFdCJSMhl905HVhzuA+qJjOow1LiYjUe7PMcbp+R1hn7QVao8ifxyshX2HLwS5qnH0UnQ6WpP454O9HOU3y9+1oqPVHc2fMdKipkVMnEwLYLeeu7sagqvPKGle5Nd3IkLwsJlcZNYpgxv9GFF6/+7VD/dq6V4PsN2Yzp/g6egIW2GVt5efhZrvnrMjwBCy6fnbvefYkv0qYyc6YQHQsWQHxsZ3Sh+hhkLy9PzBZ1kz/FnIzHK1NeaQRNYeqi+5jy0E6shphfGUl+uGAStJ8KTR4Gg0Pc/olMnQqTJwv/gKefBnQmtB5fMuyxEIePmgks1rF2K3z11S/sJG0QFH0vxLWjJZiT/6nn/J/KsZrgd2ysqJOurDxfM6yqYmF3506R2fLuu9D3VwLVtdRSy38vtUK1llr+SeTmCnOepk1/PYK4aImeYFiPx29h4Yp4AhENnU5iwQLxpd2797/qrH9G/lI48rKIVpZugr4rwZrxd++ucWMR0QEg5IKjb0Hu4ppIqAIN7oTmT4j7j7wiUgclTdQd64zgPAIVO8REz5gI7V+HusPFBU69Wtx+DZ1BPO4H9v2Zbo22s3zfVaiahNXoZf++ENqmm5HavAh1f+YcldAVqd865ty/hHO5GquODWLkGHGXpkF5uajhU1Won1qCdHY1xDYAewNodK+ordNHwc77IOJB1RwkRhcx7faHuOG9HqRn2pGanYXSrSI1Um+D8m30aqSy4fnnAJUyVzwfrx9Cs4T1dGu4iTJ3HMsO9GXKnfOwGZ3o5RCSohfXuHQTTZJKmTnmDohtB7YmEDWE5+/6kntHZBO2NCW9cgYE9NBgDGQMR94+jsP7LcxcO5ZXb3mM5OgiAGxWA8O6LGZQ+y+56a1PKKxMxheyUO2N4s8DXmZHdid2nO7C0dBd9FSOQdiLpskEQgaizE78QTPf7B3AztOdaJe5jqbWz8iLTiMQ1hMMG4m1VuIPmkmLPUe8vRJNA0WOkFuaxsKtt+ALmenXYhXN0o5g0vspdSag14VomX7o/OsjgSpHcUI/geUH2lA37nNCET0uv4nUmHw8AStVnhi6NtzOG7c+SIPkMwye+iVny+ph0vt4/LqXGNPzQwZPW8yO0515fMDLxNiqkSXwhRSmr7iHt1fdi4QQmQlRxZwrz2DoESutG9bDWK8fm7fE067ubgA61NtFiTMRgxKkRdohtpzohtXoRUUhxlJGRFPwBiz07hWhe/J+Duc2I6Qa0TRolHKcnYtW0alBPma9DaM+QLdGm4iKiyVUXYAkZSEB1R4biYaVHAo+waEdO1l/qDMRVc/xwizqJa7Cavcz4C+LAPG+DIYN3NnvU7Yea4dOr+PRN8R7/NgxuP9+CPg1Xr1nFp3iPsCafyVq5HZ0cgSjEkCSNBKjSgiGDaiqDklSKahI4kj4fsJhkTmRnw+yYmTS4Fe4ssW3UGQXqbHRzc6/TpY0FubMJZKziJyqViw7diPjUu+iifQLiV4hF1TsEn2YbZnic2/L/PXP/D+C+wxEfKSmNGXGjAvDvCHVyIlsIwGR3MDq1aJf7s/NmwBhDJfUC3p9IxzJ4ztfuCj3P8SoUaKll9MpjPhSUs7fV1YmzLkcDnH/okW1QrWWWv6XqRWqtdTyT2DpUlHL9YPL7wsv/PL2TZtKfLM1BZG4qCFJEnq9cP2NRP4VZ3wJfIUiqmqIEeIwUPYPCdUL2P805H0loouyCWx1RS1b8ydE/drJGSKNjbqi3rjR/XDwGfAVA1JNnde7QqhehBUrRI/Tq6++eBQbxPX9unAeidFLGdNnDp/vGoVNX8bg7uuQZBnyl0HFXij8DpL6QttXhKDWGRj3wjA+/xx6jaiJpuZ+Sf7OZST6+xEKDcNm9rDwnusI7ynFYJFANoPqE28KNQShGhMYTcKk+ImPqmB8r+cgNIlAwMaJEzFkeGxE24OAxOETsVTmZdG53ibilUIeuiqfUMBFMADbT3Ym1lxM35Q56LQgIBNW4ijd/QVVbjMmxUZ6QiFy4QoRHdfbocN0UmJawdqrxSKAFhatcAqWI7efRifLWvTm+SQ7SihzJ4I7gskQxGGpxqnaeO7G5xg5Yy46KUL9hGwGtl/KkYKWnC5uwNF9a3E18uGwQGpMAWfL0lm27xo+WHcnqqqgSfDg1VNJj81FkiJ4AnYsRi8TP5tEpwbb6FB/J7KkoUkQjijkVaZxXYflLN5+HYoSJKLq+OLBG1l16AqapR2hZ5OalEoJwlI0Dy7by8otGRTle+nZOEjvZuuwGr2EVZlURyExlir8IROfbb+Jbae7ElEVLAYvVpOHm7p+ztK9AzlTUp9oczWfbx/OsC6f0ir9kKhVNfkx6cOcLq6LJGn4QiZKnQnMmTiDv9z2PDhlNhy7gw83jKZT/e0UVqdgNbrx+K2sONgPoz5InL2MkupErCYvEhBldlNZ4OdIsBFOfzSgkRhVysItN/PkdS8SCBuRpRDL913NS0snMGn8NpK8szld3IDWGQdwWKtwuu20s99Lkw4mXF4Dyw9ey/NfTeLq9ptYvrszueXnyyC8fgNxrQby14GfivrvQ3OhpDtPTZpEdrYBBS/3P9uB7c/fT3vTbsZfUcZr3z7Mbd0XsPF4L8JSFPf2e585G8agmK30vzKKTv3jiZ4m2j3VqQMJ9iL6NP6OqDiHSN/P/hDavnzB569lny6MGNEFVYW69aFew18YL8JeWD9QjBeSDrotgNi2vzLI/A7UsNjvT3OOz34qxik04SrccuIFDzEYRJr/mjUi+hcTc5H2ViDcwo9NE5+7bh8Jwfo/TOvWsGWLWNSrW/fCSx4TA6mp5w27unT5951nLbXU8u+nVqjWUss/gdmzz09Y3n9fNJr/ea/Nn9KgYwd0H4JOpxIOy5hMIvIxaJCo+fq70VQoWiXSZVP6C0Hye0gfDDnzwVsASb3B0foXN1dDQWT9byz6cmeLFG29Q5iihH2Q2V/cJ+uFMZavQPyd2BvSB8HZBTX1bkExqYxuedFdr1wp0q3DYfFarF17vofiT3nhBZg7dzBoN9Cpk8b6TeDZOI22iUuFoLRmiGMqVsj/GlL6/Ri1jYmBu+6q2VHFHtj3ODavxFPXruXYuQyqvQ6iLVWo+liIFEGwCqyZ4M6BiOfHc7CZ3NjNLqq80QzvMJPKResYs3A7OblNsOhW8tXTD7A99womvNUPLeKnV5MNfHDfYxDxEAgaqPLYKHImU1SVzNAuX7DheHee/uwF7GYnt3f/iC6NtqFqOg6ebUJuSQKVvhQSosvoE34dU9vbhQAwxkHVYQj7RYr15puJHXCUHm39LHjmNTyVlXTP2oDsi6CTVcJYiHbouLbNMro02onFFKTFnw9jNXp4oP8b3H/l21S6o/EFTSRGlZGZkMvdV8wkGDHy5c7BjO0ygy4NdiDrNOrG5zF3wwhmrb2T9NhcFo6/CYvRT7nbgS9owaAL4bP34L37JpMRf471h7sTURUaJp+mYfJpNE1i95k21E/MIcZaRVGFg4+/SCIxwYvV6GPN4csZOWMOzesc5dXRU5DUYlzBGN5ecS+rj1yJpmmomo6UpAI0TYcvaEEDZFklzl5ORNVhNXoB8AUtXNduKXPWjxH9ZZUgxdUiffOmzvPJLXQQVmWGdf6cjzfdTnrcKVz+KNwBG7KskeIooCDQmdNFDmQpQpS5mu6NNzKw/Te0y9yDogtTUvEeu890ptITg1EfwKj3M3/9rbz09QSCYQNWU5ApC25nxohlNEo+wZwNI0mNKaRNxl6QFMzGAMN7rYf2bzPM3on4eDtPTnwBo95HICSMexwOiWkLutJr7H3CsExToXI3PdMbsO/AnQBIhEFTkSWZsX1nsXDPeA6U9GPINQfRX/EeNnOQAVv0uD0SV1whRNsPi0NNm0K0NQr9WgtSuIrj+fWZumA4iY41PDb2CLY2d4BiplMnWLZMmOp06vQr/Uhdp8CTI35XPWJcu4RQVVUhfn6jGTec+gCOvCQW5LrOEzW6IFq9yHpR935m3t8IVRClDOPGiefwpz9dZJwPe8+L1LBL/N7lF2zf/xmUboEjfwFzHWjzonie/2aioi7SCgzhHP3FF6LvbkqKiLj+YXjOCdflqCYQ1+EP3HEttdTyz6JWqNZSyz+Btm1h61axYqzXi4jbypWXnohdN1Dm8T+L+i69XvT2+0O+oI+8InrpaUBSn98/QTIlwuXrIOwUgvJiMz9fEdqOe3GeWkswJHOmtCGNbp5BTMNfiXY0eRh23guGKKh7E6TfIMQwiON0my+iqsY4YQ6iM0KPRSLCWbQK9NHQYDRFRSJVrGnTGvdITaX0xAHSoq24pUa4XGJ1PiEBTp0SbSkaNoTrrhN9X/1+MBoldu+RaNIUaDQFivuK1GLVL4SqpgrhKuku/lz8xQCY7XZczirqpxSz/kRbjDFpWPXnQFNAFwPefHEtZT1ICmhhNE2ixJlIlddBrK2CXdlpHDsawmxTqPDEs/L07axYHkTWvNjMHlYfvhx/2Iop5TKkosMcP5XJV7uvx6z3oqLnvjnTiWgyeRVpvPX9/RzOa4JOp/LRuiuZ/8Cf6NJ4OQ5rFYEqI+w/IWoHfUVsOtqViZ8/Q5ytgjdG/pnYA+8z9Kn72LrhEQIhBavBTaemJ/nzNc8SwczzS1/h5g6zGNnjQ4JhHZc1vpHWGfu4vfs83H4bSY4SgmE9oYhCRFUwKgHuuWImj98wFzVQjjtgo7o6inh7Of1arKBnk4088OE0Pt8xjA71d3HXrPcpcyWQEOdj2+JVeHiVsX0eYmjHz0iwl6FJEpKmEVYVrCYfQ6d9zsL7h7O/oCsTrn+Rad89SCis49q233D3FTNokXEcu8PGorPL+Gh5DwrOBUCS0ct+AmEd1b5oHr7qDeonZBNrq+DwuRZsON4Ts97N6PdmM7TTIga2X4rLb+fpQVMYM3M2Hr8Vq8GNN2Rlz9n2XN9uCfH2UkIRPQ9e9QafbLmJcmcM9ZLOEGurQCKM16NhMbhJjS3EG7DgD5kBFUUXocIdx1WtlrP7TGfMBh+qJrF4xyBe/voJLAYvbn8ULncqbeqFaZVxlKaOPPq3WiGEtQSaKiFLMglNL2N8Zwn2XcG5nasJR4R400kh7JYAmmZn1TorY/2TeHfkHSg6DTXkZ3jraXx34FoCbh9/HXS/WLTQWdEZo7i119ciVbX1yxAFRDR61pkFISenTo7ilWlxxMaKtlrnzsE9k6zYDOuYMmI6t06/i8qKIJFIAsHyo7w08QVoLSy/69cXt2AQPv5YjIHDh19ExKjhmgwPYe6FJZ2L8dVX8Oc/i5rH2bPFWPyLRPxw5CV8YRvO4gpyTrxG4xGzRAuumHbgOiGizjHtLvpwh0OI1UsiG2pEqlucuznlFzb+JxAJwPY7xbGrDohxs+3f0eT2X0hiIoz+7d5Yv41gJWwYKBYMJQW6fggJ3f7gg9RSSy1/NLVCtZZa/gk88YQwg9iyBdLToahI1G3Vr3/x7VNT4ehRMcnq2hXatPkNByndAkdfFc7GrSaJusefU7RKpNXqDGIl+e9B1v3yCvzRvxIu3IBZ8WBSINWRy4HPX6XXk/Mv/RgQrRyu2iHSYC9mfmTL/NsJlayH+E7ihnAQvvZaYcihKPD559AyPIGhiQvod3eQd9ZNZJfzPpo3F/VOQ4cK4w6dTpiiVFdDaanQxV271hxDsQhDJhACtf4oyP+WPa57KPm6nA51RhPf8qoLU47tWWBKwOgrIKVxMya+05cPGhrRswTOfgKHXxZCFw0M8WBJFROnLrPZcawXm96bxIius8grT2PD0Z4UlhjQilQMRon6fESvVlnsONGK0oCJZmnHKLSMpl7PiZgjGqv3SoQM55h912Bc4UQ0JDQNIppEldfBwq23EYzoaZu5g7TYfPS6IIqsIht84M0hnDaa4mM7GDtrOmgaOWWZPLv4ea7I2c2qVREk1YjN5CIYMZJqO86Yj1cTFaVRUVBMSeNEkPQY9Cof3jOW08VpNHj4NG6/nRhrBXteaIPFUYqKSl5lHSZ8+hfmTVnMhlVlNEo+RZS5Cp0cIdZWhdMXoV/LVciSxqLtQyiqTkHWyVQ7VbLXfELduGOYrNUk2vM5U1afjNiz6KQIgZAek+LHbPARCJtpnbqNlilbyYzP5s6ZM0mPL6Rt5iF8WiwyYYYNkxnWYjCHDwXo/sRCnL5oGiUdR9M0vtkzgCpvLNe1+4r1x3rhCVgpqkqh1BlHiTOZ3s02kBqTz6mihiTYS3FY3QwZkc67M2Se/OxV9ue2pdzl4Lq2X3HLZQuZvvI+yr3xlGXHI0lQNz6HQS3fp6AqgyP5zciMP8MdvT9g39k2tEw/LNryGPzE2iqJtlThDVgIR3R4gxacPjuuoB1HjMy9d1SiC0GBN5NU+4ma1xs0yYAc345I23coOAdvfvwC706fRCikYtb7aJF+GIvRy/HCJiDZWXmwL6sP9aFdvT3syWnH1O8e5oP7r6OOZff597bODH2W15gVSXBgIhx4Csxp4D5JKCRz2djRVLhBUTQqzxxkw576hH0eQsEgT1b0otIbj914FE/ATl55GlSvFQLqJxkeEyeeF3yrVv1E/IW9IprqPAKmZPFhVSOidvsiPPmkWOzzeEQP6iVLfnkYQlLQdBZKcz3IUoQ9h+P4dDK8/jpiXI1uUpPtcdOv7OgSyAp0mQu77hd/pw/++/bz96JFxBirWMTPsOtfe/z/FNzZ57NH/KVQsbtWqNZSy/8DaoVqLbX8CgUFYvLjdoteei0vnm16AQaDqFE9flxMmOrWhbSL9Lv/KampIl31NxH2nl8lr9wjJpEtn/3b7dIGwfGpoAYg9ZrfuPPfi4Qk6dDQagKuMjrjb2yLcDFx/Ts4elS8Lg6HMOHYuVOlZczH6CNlxNlVJg58ksg1QzAYkzh7VmwbFycE7oEDQrRmZYkozgURHG8+HH5JTIqbPclx/dP85ZXtvHL9rbiyZaL8mzBY6wnB7D4DGwbVmCTFoFw2l0Zme82O7KiajBYOI1kSkCVJTPxDTuECHN+V5BSJ2Tue463vH0RVw/Rqvp1EewmqJqEq0QSVVMZ0fYOwu4zFu2+kzJNMnwcnMzt/Kr1T3+TFvgkw+hY47mTS508RZanA7XMQZ6skGDHg9NmxGl3sPN2NrSfbc0PHpYCIwBVUJjFk8ngKymMpd8WSElMAkkwwYiIrZj0P9f8rs9aORdN0TLj+BW7u9ikH59/B7t2gSNFM/340B881Y864OzDL5Twy73Vc/ihAo8ITzwtLJjL+yndIiS1k3KwZHDjXmn1b3mTd0f58t78/zwyeQm5ZBmlx57AaPXgDJnLL67L7TFvK3InUcZxDL/txKCc4mpNGYrQBoz5AclQR/pAFRQ5i1IfIKa3HicKGmIxhDpd05i+fjcUfMpEcU0y5y0GMpYwYuRy8BtgyEvxFNI6PYtzlM/hky60Ew2b0SoBoSzV9mq2hwh2HL2gh2uIkHFGwm1ycLm7A2yvH4fQ6WHP4coJhEy/fOoGejSpYGP0R1U4DX+28FoMSZM+ZdjRIOk1EldHJESKqgkHn51x5Bi/f8iQSEsv392dAu2VEmZ30bb6Oke/OZVdORzo2OcplWRs5kNuGUT3m8MBHb+EJROMPGZGQUCQ/D95Tyq7nC0mMsrF4922kOU6THOelXrqL6nov0q+7wt69EInI6PUKqhYREV1J4+tHB1LuTqDTM7so9yTz9d5BjP/wHexmJxWuOD5eey1/vvYnQlVvh5hW4vf9T6HlzEfVQKo+RsSYzo6cXlS67Ch6DSJ+vliWitNnIMrsJ8au4ary8fDoQ7wxMx2LvoQnB78FVWfh22bQ5E+QJQa93bvBYhFj5759NccOVsP6gQRc5by06D6O5M7g7qsW0Lf9IYi9eOpmVJQYCyIRkZ7/q8gK4Y5z2b/xFSr9qczcPIFmP1Q46AxQf+Rv2MmvULFLlCygwbYxcOXmv3VB/georBTrYLGxF7lTsUCLiXB4imjb1fTRP+y4/6+IagKmJPAXiVKOxP/tOuFaavn/Qq1QraWWnxGJiFYEW7eKZuSLF8PGjSIKN3as6O/2W+jdW6zmnz0Ll1128X59waBoZZKQ8DvqqUCsjKtB0eJEDUGg4uLbZd0nWqxEvJDQ83cc4EKys0UEMivrIufZ9DEUTy6u7I3kl0ZR6G7CZQ+/8ncf6/fQtKloe1NdDSYTdOokw7lE8BchSzpQDOh8RyEqifr1RaR63z4xIR4yBAIBUQ+lKDDyp/PRnfeKNDkAXyHHKxcRYypBp4Mqr51gqBpDoEzcX7ZVXN8fDKeq9oO5HyCu2cTXOjG2qRmDvprkdAf6PkuFcZE5FWQdWVnwxbQlSGdmI0U35ezxMrYc60hpdSyRiMKIVydzWf3u5FWkUliVTEFlKl2yttHJPBGf04iViJgIywptM7bzwsLRQhwjYTYE8AUMlLoSMCoBNp/owvXtlxFGA03m692D2JPdlDqOfCKajvyKdOplhphw/RSsuhJu7voJPRpvoswZx8ie89jseZnyckhP1+iS8gW9m23g7RXjuXXWCl4cMBKT0YcwBBMouhAWo4cNR3thMXrY+lw3kqKLMOurGPHuR9zefQF1YvIx6EL4Q2aaph5j8LSXMOgCQBhNg+FdFrLhWA/qxucSby8jEDZgVAJ4gxaKq5Oo9kYx4t05tMo4SHGFg7FvvcSZskwiEQVJ0ujWaAeSrCGhoYYD+AJOTHodlU54e8UDmBQ/EU2Hy2dn2WPXCCMzJYjJ4KPKG41RH2Bkr9kYlDAP9n+LcETPJ9uGM2fdHdRPOEFZkUKXrqrLXQAAIABJREFUut9wprgOu0+3R5I0dHKEPWc7EVaNJEcXEY4o6OQQeiWCxeDFbAhyy2ULAfF58gSspMXlsS+3Dct39qSwIIJlcw/umvYkvpCdiKoAMhpQWgZhazzF1QmMnTWD3QX9MShhFr3xJfU6xbNiY28OHxb71TQIhzV0sow/ZOHp/i+QX5GG3exBJ4Xw+K1sO9mRYMTAtW2+o3XGPqJt55tarj7Ul3sXfIZ1EnzyCTR2Z6OpGoGQHoNOo6rCj8NUSEx0gAqnHkmTMeoDJOqLKHMl0iQ9m/fuvJekunUYc/sUlJiGGA4lQnkOKHaREdJgNOhMjBolIqCh0E8+i+U7wF/IrNVj+HD1AAwWO/fO7cGmUT7idXqxmKSGhJu2MQ7QmD1bZvJkMS5MmfLbxhF9YjtKsxby4oui1/Pjj/+uYUgQ9onzNadAVNaF9zlr+rEYYkXLrWDlHyZUlywR56tpYiH11lsvslH9EVDv9t/5JfMfQMgpDN70dqgzUGT3/L0oVuj9jYik2hr8caaAtdRSyz+VWqFaSy0/4+uv4Z13hLB8/HHIyBBCxmgUEbnfQ7Nm4nYx8vJEn9SyMujVS5gu6X7r97AhWkQjjr0qBE+Thy6+XdVBCJSL/qS/8Uve6RQ1n5mZ0KiRqBubNElMhMaNg8ce+9kDzEnQ4zPsPaAJ4nYp5s0T6c1XXimMiP7ReVNsrDDd+KFGtVEjIOV92HAdAa8HNeDlwEdv02RUW6Ljo1mwQLTgSEkRpicvvigazttsom71R/xFoLMAGviK6NoVXn35ck4UN6dJykGU+Fbn62kdrSHkBfdZYbryk36Oe9cc5IvlmRw/sYg4QzZ9hnTmVkvShU/CnUNr9XHI1EH4AC272Mj84hxOjxmfZqLaKXPwXDPCqoLN6EGSJKbe9iAGXQBZ8kPQj1vXlOXlk2jUbiWvjZrCp1sGYtL7OFnWnuJSlWBIon5SNt/sGcqkG1/EavTiDVopccUTDBs4U1oPSRJmP3LAB5EAUdYqkqKKaJ52GFCRdAodYufQIH4ANl0hk298lte+fZQKVyw7D+sZnv0RBsWHTg6haTpaZ+zhgaveYt3RXtw3ZzrTRjyE2eBDrwSJs1WQFpvL0bwsspKPoWoyFoOX/MpUjEoAUElzFNI1axOH81ogS2E6NdiJL2jCYvRBTfT+r988xsKtN+H02/GespFXkSFccyUFJNDJYdplbkVTJSq9UciShjtgI6LF4A/qMegClHviUeQwgzsuxmGtxumzIUsqn94/jCP5zWmZfpD8ilSCEQO+kIlgyMjNXRcyf9NtNE4+ys7sjuw40Zr8itQf0661iI78inosfvIe9p3OYtnhoRw8kUAorGPG6rE80H86OlkDIKLKhMJ6dp7uiD9oQq/zk7PmY5qFzjD8sqUs3dGXYmcCoKHTaQTDRgIhPd0nreFceQZIIEl6Jn9wDcsaTaKRdoxg8G7aZ+6gXeZuRvWaR2qCk11nLyPBfBa71c/B0muIs1dR5Y1m79l2DO7wJeOvfBu9EiLG6oTYjuA9x+A3l+LxWyAPBg6E41ufIHB6KXqdn4LKVEbMmM/CzwxMf8/KvI/gxO6zeP0inXd492/48NFnwVcJfh2Wg3dB/21gyYCyLRB2E9HZmfi0nnO5AWLVLaTZYhlyo8S9T9VEcO0NAJmKSj2aJmG163F6rRRVWTm2cAwNbGuwR4GtdKNYrAs5adZ6CgsXDicYFH1Pd+8W9Y4/9m2+BGPGiIVJRbmEc+8voUZg802iBY8kQccZorThB+qNgMLlQqQm9xNj9h/Eq6+KVGdZhtdeu4RQhf9/IhVg60io3AvIQuw3f/If258+Sng11FJLLf9vqBWqtdTyMyorhfGIxSJaLYwZI+qVvF4xKfijWLQIiotFKuqmTXDkyG9LK/6RrLuh0V2X7sVXsPx8XZS9PvT6VtRL/QJ+v3AazssT85p582DWLCHaFQXmzr2IUP2N7NwpJo6KAvv3i56qf0R/2KQkMYn+kbj2FDZchLR5CG6/gzrmXez7Yi69xj2IXn/hNZblS9QDt3gW9jwMSNBiIgkJ8M13Fk4c/xJbPSemuKjz192UBIESQEVTveSveIV1kc8Z2Hk9ibnPIodmc/BYFJrpWgan/myx4PRs1O33IGlBIpIJxeSAhg/SqkWQkwV+fEGRQm00qDzafzqvfTue+kk5NE09jD9sxmoOEzGkcu0jD5JfbEVWRzB33Ejuv/FbNu5twB3vz8JqN4IriDdgISm6BJvJiydg5fZ3P2LVwT6YFD/BsAFNkwirenzBCCazniiLG1nSzp+rGkYvuXhywDN8s60rVoOX3PJ0jIofRecityKdabeNp1X6QQ7mt+TGjospcSYy9btHUTWFl755liapx+nRpBSdHMFhdVJQVYe5G+8gM+EMVR4HvZquZ/qYu0mLyaNh0mlCET0SEYxGSLSXUlwdj0kfwKCEsJt8TBn6FFGmKsrd8Yy7fCbhiI4oUxXF1YmAhqZJ5FXUYeibi9id3Y6mdQ5xR78vsOkKmbJkAgYlgCyFuefy6Txw1TTcfhvpcQVsP9WR1Yf7kpV8gtHvzcVucvLXW/9Eelwebp+dYETP149cR0Z8PuuP9UECDEqIcFBfc7EkFmweTMsGOaw70Jxvd7TF5bMTbXby1veP0j1rG41Tj+LyRxMImXB67fhCRiq9MUSbqxnywDV8+dh8WiRtID66Gj/x+PzQKv0gKdE55FemsT+nNaqmA01Cp9PoGDUNjk9Dzm/D4I7JvDDkcRzWKuwmF2cr63NZ3W/469p3mPCncgbmv8zk+aNQ5FSSoktoknqUGGslBoMsjNesdSGxF/6gAUXRUFWJqiogtjUHTTN5Y5rMZVmbuefKmSTGjeHGIRI3DoGnn2rI9wv3IcsqDXoPgvS9cGY+KBYCHhe3DvZRWP4crw0rpUPmZj46OIUFn+holrCZddkNsVmCfLagkDHt+mFWPNByMlw2nzvs21l1xkZukYXRN5ewYSV0DJ7AHbBSXSTTQNqL3hoDihn2T4SMoSxcKDN/vjBVeuop0UamXr1fHksulvVyUcJe4QgcdlNsuwPUEEnVR4QQClWL/tM/FaoxraDfZghWiGv7B4rGBg1gfY39QIf/JiNbTYXKfSIKHfEJT4Zaaqnlf45aoVpLLT/jhhuEiDxyRAigm26CW26pMX39Axel09OFUKquFsJ4xQoRsf3R1Oe38EsN4wu/BzTh8ujKFlFCyy8Xyp45I0RqVJRwLP7+e2jXTqQ/w2/raedywV/+IgykHnrovDCsqhI/rVbx+w9//25Kt0DxGkjsKSI/rpNi8meI/nETzZxOIGRFq0mXlKQw5C0V2yT0+PUXss41kHw5IiwnZq9RUdChoww4Ltw2/xtArTkw+Ev28/RUWNwwmcX35zD34YkcOR1LfJsbuPrqCzvXq9vvRtJCAOg0PwGvD2PmCKYMuwl7oB8HzrakefpxRl/xNc0bFDLi6k0oWiX6gB+IIKEjpyyZ4nwPLRrmo/oq2ZZ/Pd2aPE2PrkksuTrCyUPHyTlSRPmpPdzW9YMaMWoiMaqIYNiAolOxmdz4gma8ATM3dvmepKj8v7kkGlBSDHqtnAnXv4Dd6OSZGyYxcsY8sksaYjO5eG7x87w9cjw9m2xEJ6tUeRyEIgqtWoYpr0xiZ8FAejdbT7y9jMeufYXnlzxDx/o7+WDdHVzfbglNUo/RKPlUjQtyNNFmF4fzmtCv1VoUOUxGXP5PXrowMdERXrxlMmgRJFTGzJyFL2REkQMYdGGMBj+BkBmz0cecu0cTby9j9voxrD78ELmlGYQiCiCRmZiDQR/CFzBxrjyNkTM+pNITS5TZhdXoIrcsnS+238BjA14n2lqNLxxFUpRweu7TdC1vWCuJqDKaSyIYMdT0h4Xp3w5h5+lORFQZkDHrPQTCer7ddy0t0g/hrqnndVidXJa1hbOl9Uh2FFPmjGfpvsHYlTyOF9RH1slMH3EHt/f4CJ0UIa8ina7PbqGwKgUNmWbpp/nzgJdA0lE/7jg3dvwMWY5Q7Y0m2lxNZswpJBlGtn+W09va0D4tzCtjXmfE6y9hNztpmnoEnRwGVdRQB4oO8v0+BwM6rODrHf2RdTqenxyGgJNOV3dmTrAzkubFoAcp1wgpIkp16rRMldwOqxU+nAcTHhqHUrwefAV8smMcOw4kY1SLGfnqBCTAHzLgRUOnU1E1CX/ISJu6uwlV5GB26GH3/XDlNlLN77Hu2fmEMaMPnqW8UmHmqlHc0nkWmgwuYxditUMQrhnvkPB6xbhqNIp0Yp/v5+/oi6CKljw/fOYvyYGJcG4xH60ZxKRFISRzMpOG3sYtXeYKZ/CE7n/7GEP0BWPUH8Ubb8Dbb4tWXOPH/+G7//chycJ4Ku9r8Xe92/6951NLLbX8W6gVqrXU8jNiYkQ6aSh04Qr7HylSfT5Rl3r33SIVdcMGePNNmDEDPvwQuv2aGWHpFijZIMTapZwLky8XIipULYScKeni2/2EjAyRTltaKtKQe/QQwrllSxFtvWRa2U/4y19g/nwROd2zB3btEvvq1Us8rw0bRHTjyit/ZUe+Itj9oPjZ4hlIuRyqj8G2UaIu7fRcMNbUhSo26PXVj0I8tWE6m2KeIbr4XQrDXenabBvsmQ5I0OTRHw1cLoknV5hV+QqhxdMXOvz+jCqtMXZVRpJU0CTWnrye2FjYezITFQNd076ga7oMlu/h8GjI/RSM8dB5FpoaueB9dba8Pll7/0SsupmXb9st2uMY4kAxoUUi+JzlEHLhsIBOUkDTSI7KZ2DLj7m33zsgyVjqXw5XHoCAk2a7RtAs6hh0k+CBd1k8rQ+V7u0MmfolZe4Ermy1inVH+uAJWpGAF4Y9xaYTPRnw+kq+f7gDshICDcIRKK5OZe/Z9rTJ3Ifd6ERDo1OD3cwZN4rbpi/AYamizBXPyeKG9GiyAZfPTrk7jtTYIgpKTUS0RNrUWUepM45YWwXnKurw4vAJmAxB3H4bEz+fwtsrxzNn3EhSHcVomoSqyRzKa8kXO4cyru8MOtTfgzdgwumzEwibSLCXYzFp/LBQEG8rIcrspMSZTCBsIKLJtGtagN97loYp2Xh8Zp4f9hwPVL3Ji18/yXf7+nNd22/wh/ScKmpAZsJZ3vp+PJdlbaJn042sO9KbVYf6Ue6Oo6i6DmFVj0X2YzMHISxes7S4fFZPuJxTxfVpknyMe+a8x96zbZAkDbvJiaZJ6HVBghETZa4E9PoI8zaNZO/ZdvhDCvf1e4+CylSW7ByEThehzBWHJGu8tGgsle44NDTS7Oe4ps0yZElFkiApuogrWqxmwZabkCWV/pdlY7HqIBzCavSSkKgjzlaOL2jhbHkGshTh0LmWPPTRVG7u9gl1r/6eHnU/58RrX+Ly26n2RFFUlUy59QZa9erKiBFR7DrdBgmVV++dx7jn+mPaNQS+KwBzCiazDpRU4cLtPiMuRPUxUsMH2ea8DFcoBoPZzBOTU+je/jMG3hjNsw9YKSwEmVj0ipX0+BLsZg/FJXCuugWKEiSvNIFF24fjDKYy5+Eac7jTs6FoBZJsRO/OhqimOKI8tG2cx4iPt3HX2Ai39spF2zAYNVSF1PhxZEnippvEQtvBgyKlt2lNa1QiQfDlifRbnQkQPVDnzzxLmm8Gt/VcjK79FMgYeunxofow6Ey8+d2dmBUXmimVaasmcMu4RmIMSujxy+PLH0hsLDzzzL/scP8YmgZHXobs2RDVDLrMBuPFHKBqaPtXqHuzqFGNavyvO89aaqnlP4ZaoVpLLRdBkn5HGtjvJBgURj4nTwoB99hjsHmzcK4tLRUTq18UqtVHzou17NnQYzE4WvztdnUGiHYO3jxRlyPr/3abn2G1ihrdtWtFStkPqWS/p6ddQYEQqTabqHcNBkX6ncEA8+ZGCB97F8W5D9wjwfILE7rDL0LZDpHOt/s+uPqAaDGgacI4xVco8rEtqaIOt2iNMA2poftttwO3iyjJ0oZC8EW8ULTi14Xq0b+KSK1shF0Pirq6hJpQd9gnVvtrWms8+nQq1uqp3H7ZPA7nNeeV758BBQYNNiK3fUmkEBvjIVAGx16DsAe0w7CyB06lPY7ITgBCYR1RMVbRUkhnhWC5iM6EKiCooqoqJlXhWFlzWqeVosoRZAlMZj3P3zSZkGZDsSRgCiyB9WegfDNEPKKPo84KOR+TV5rK+7smUVidgl4Os/JgP3o02UheeRr+sJH2mbt5e8V9PHH9a0hE0FTxWVB0kF2Sydf7h3Jtu29q+sqKy9E2cx/N6hxm39m2qJpEt0ab2Xi8B0v3DeaBfm+w5OHr2Hm6Mx9uGkGD+CPkVdSh1JnAwq238vQNUzhZ2IC5G0bVCMxE3lt9D6N6zOHAuVacLctg7oZR6GQNu8lFi/TDHDzXkmRHIeGIQm55Glmp53hv5Rg6NtjNhOtfxh+yUOYSfWkjmoLbGcJhreLTLcNom7mPJnXOYEiNUOVP5eZun3LPFe+iaTLeoJm2E3ZTLzGHzx8YhqbJDGizjCFvfkbJiURu7/4RxdVJWAxudHguyLCIsVbRMOkUZlOAmXfeiU6noZNU9p9tzuYT3fGHzBh0AYIRAwZJxeWPYU/+5ZRXW1l58FpAw6ALMP7Kt8mIz2VPTlvmbRyFJKl0bbiNHo3X4zBX/piKrVdCtMvcxZojvcmrSMddkg+aBIqN176bQNP4NXgcFuLt5Si6IMhGpq+8D1WTGdhuKYWVSZQ640T01hWP22/ng00PsLF4POtvhe1nqomz5OIJWNiYM5AHi+eBtwBCVcK9VrES8vgpKE/krY13MyYpQrPKp3huyClM0r1kl9Rl+9l+fLmghCULwoSPvQpMxGKRCQZ0JDvK8QUNSIYEevWM8O3TD3H5Pfdjs0vorbFsO9VFmJO1el70TdYASQ+SDr+rgiqnAbe+Nd+ticNiAXXznyivUKh0JmIsm4ot7k7i4mW+/PJnn+uwBzYOAddp0SO655cE5QSGDYOSXCMS9+Ly2Rivf+6XhWrWeNjzCFkpp9h8qje4oV07PWTe8svjyg9UHoBDk0U9e+sXxbn8L+A6Bac/EMZGlfvgzEfQ5MFLby/JEPfflM9cSy21/F5+r2VALbXU8g+SkyNEqt0uXGdPnhStaVwu8b8+v+b14DothIIxTog29+lLbxvXAdIH/a6Us8REGD787693euQR8TxcLtGix/zTTjW5n6GcfF30dN0xVkRLL4UWET8l+XwP0oRuIhIScgkRrtiEAJR0l15xlxXRiiBULcR96oC/2cTrFdHtzp2FqRU6szBI8ZwVdWVbb4ftd8FXDeHLOrCsNRStBaCsTGJQuyWkOgrR0PH1/LPMny/2d8dTfckpTkYNukU/W00Sz0uSIeIjpvvTFMQ/zwnPAEpDLbCoZ3jrqxuZu2EkKgrYa56TGgA0ZFnDorg4U5ZJIFjTg1L1Y4xthM2qYAodFw3tS9dAxF9zf1AIjOI17PU8gFQjdlQkkCAp3kdEU+jRZAvt6+3hzr7zaFFn/4/thn4QYz2abOG90aOJaAZCYf2P5r5GJUSj5JNEIgo6CcZ/9AEPLphLlTuaaEsVdpObblmbSXEUcKo4ixbpR1h3tDerDl5OXkU6sbZKzMYA3qANVdWRYC+hefohhnRZTLes7ehkiDI7+WbvtZwobMzKQ1dQ4Y6jyuNg0uLnWHuoGx9tGkGyo5AKTwz393+TYNhARNXRJmMfOs1Lbkki760ey7gP3mXDySvZXDQKHR4q3Q4CQQWnz47F4CUj7hwp0QVEmZ3EWMuxm5xc2UKk0L+x/GEAqjwxaKpEIKxH1cRbUwNsJi87T7XHYgxgVIIoujDt6u3n6UHP0rPJOvo2X43DXE1INVHtc5CVUUy91DJ0ugg6OYxBCfLZ9mG8sfxR5m0cBcC02x9g0YNDeOK6lzEYQqiqhKpKSED/1itIj8tDQuODNbdSUh1LZbWe978bQNu6eylzJVDujsUfMpNbmkpGQi6hsMLmE12xm93YTB62nuqG3qBj9OyFoDPy4o0PYXDtonufaPxKPbq3PMqTQ96D6gOAKmoFkcGUyKHcJtz09gKWbOzIxAcOgKQQZXbx4ojXuefaxSiSF4elAhUd1ZU+4qJcxMRASqrMg0+mccvoJG4YamfWpO/QVWxmeO9VBL0BPG6VISPSRQuX5L7Q8A6I7wJo+FNu583v7mP8vFk88s4Y3ntPvAfLK3T4fRqKouEPyCz56hJjStk2IZb0dvAVQNFqnE5R5hDn8KGTIhw5mwGmeLF99jz4LAo+i4acT87vp84A6LeJt+e34+77o7nnHpER85vQNNg2Gir3Q9Fq2P/0b3zgfwE1EWzUoBg//sAWPbXUUst/J7UR1Vpq+RdSXS2ipj/UgOp0onXNU0+Jvp7160Ny8q/sJOEyIdICpWBK+LEe6swZkVbbvPm/11SjZUthnBQK/UykgoiCaur5Vi7BCjBf4gk3ewI8OeArFlEHnVHc+iwHzxmwZoqoZ+EKiOsE8Z0vfVKd3oeSdWzdV4cd3zajV68LTZQWLIDly4XAfuUVuGLpn6kXe0xMJK0Zop/jucU10dAIhK1w+AVI7sPz963AkXeSclcsV7ddSVzD+9HFC8FfVRXDN0uXccegnbz4dmPY/QjkfyUEq84MjhbU6T8QTr2PdmgKt02dzubDrbCZfPRr9jV1bD4hxpGQZDNOTxTZJQ3o2mgLJkOg5uwV9hvfxVN2gE7GJ1EsseA+BUR+cgE08OYx9qpFhLMWkl3SgILKOtzcdzXvPLUK/7HhGJQAElA3sQCHA3SKAbSAWCMAAiEDismGzmjl9Jko0hxnsBi9SMDhvJbYzdUoOo2KQD2WfO+gclMu0QYXSGBQguRVZNAo6Sini+oyuONiujXaysKtQ7ml+2d8P+F6pn73MGbFxUNXT0Onk5H0Ono03UGbuvvYfaYd9RKzcViruK/fu7h8Ns6VZ3B33+nsP9eGtNhzxNkqUOQwkgTN04+SU5rBzDvHkhhVRkTVIaMxfdW9fLLtNs4W2lh5oB8gsf5YL1Y8cSXbT3XlXEU6PZusx252YVL8aEjc1HUhS3YNYsmuQRzPzyKsKnx87220TD+IXCPWwxEZf9DM1O8fomvW+ahabnkGM9fch14Xxh2wkhBVjLssms5NDvHlQ7ey+3QLpnw6jn1nWlE3Podydxyjesxm/uZbSHYUMbbPB8iyiiKHkABJPm9utf5YDwoqU1F0YUBi1f5u3NBhMXolxObj3ehQfzcRVeH1ZY/w9Z6B3NX/U8bFzOS91eM4dK4lFqOX5Ogirm63nrVTbsIqFWO1SrB1BR+8s4GKlfcSH16DXquGc1Ggt0F0W/Dngaax8P/YO+8oKartbT9V1TlOzgEGhhyUjIAIoiSRoAgCAkYUA2JWREC95oCoiBgR1AuCqKCiGBDJIDmnASbn6emcqr4/zoiomH4Xr/rdedaqxQxdXXW6p6v67LP3ft8No6n0JBCO6tmyK4HMkQsY3nU5z1z/Ip1GXUfzr6Ls22kn1VnKoE6rOO/qq1n0qZOGDeGyyxRkLQyHXxb2TmqU6/u+Tbcm6wm2fJr2vU5ZdDLEwFmPwjcX4y/cwr9XT2R/SRsiUZmDB8UuvsYzOLBpEk5zNU+vfJgxk39hDd6SKVZeQtVisciaTXw8DBgAKz7NwmAuZ2i/cv6dv4isdXBOwc0/LPhsvhEaXP7DsUxJxGbAPff88m3n9GgQ8YjrP+oTC0v/K1gzoe2jcGSuUEtveMUfe340JL43jPH/TBXjeuqp5w9zRgJVSZL6Ac8BCvCqpmmP/eRxI/AW0B6oBEZomnbsTJy7nnr+KRQXw6BBQjDJbhclv61awbl19qa/2Zf6PcY46P25KIO1NQSdlfJyodZbWyusCha/vpc2rQFH87/kC12nE9vPyB4B+YtFJjWtnzBh/yWsmXDex6c5uBmcdZ4/sW3F9lsoBraXXsi4SSKLPWeO6EPOyREPy5qfSb2fIDflEPPW30RU1wW6vQtf9YVAmRBX0fQisxmNiIyAJR2AqOxEkhRsViHGs36zjU7nC7EovR6qfQm8+Xl/HrGq4NoFtlyR3XU0AVvdAOI6UVsTpFPWF0wbdDu7S7owffmLvDLxbkjoDrFnI1dvIfmckQzssAb2fyHSeLKVbQezGDEzEfSDefeGN2ibW4jOlATBGuHXqoVQNSFc0zgwAznLyAd3XUFyvJuYXjORNi1FljRkSWPdoXN46P0p7Fp/HGQd/pWD0Wk+NGD2yhvIbRnHoB67aaw/yqHK0TSWF6HXXFzRfR5Xv/IGqibRpdEmWmRmIJ1nxrctjWc/Gca2I62xJaTw5urx3NrvGZzmWvS6EA8On04oosNiCPDM5deL90KCQMhIpcfJ8FlLGNF5AfuKmnGktBHLtw3gorOXY9CF6NhoM4GQkY6NtjD+3DeIRhXKaxOIsdZw0Vkf8MSyu0hylBNVZYIRA+lxBdT6nJzT4EMWfDUbVZNwmmuYOvRhZFkjrzyLzjnrGdrxAzx+G7IlCkgY9WHaNdxGduIJDhY35aKzl2HS+9EpqqhIBRRZxWgIM6LbMspc8SQ5KwFYf7ALqqpgs1YTjBgZ0vEDnl1xF0cKkzFZTfRusYqeU5Zx65uPsnzbReQkH2VM9/kUVqXROmsXOiWCIkdPvi/fn1ACujTeTDhqQFb0pCR4yE4sxh8y8fjIu1m86VK+O96FvQWNyStriFEfZNnGXnx1fy8ubvcRn++6gERHGUM7fEhpVRxJsXuRTbEiAAjXYozmk6rfLBaVIpL4vEZqxQJZ6wdBb2PEaC97CvI4Xp7KvoJcZEXH8x8M5bwrhnJxBry/HAq37SKFlRiznyApKZd7T1XY3vEvOLZAvChZQbKk0WbAEGh8msqI8nUQ8XKovAe1ASdmvRev5iAzUzw/SLCIAAAgAElEQVSc3TyL3V2W8vy7cO4lcNHPiyYEjibQ+TUo/FhYdiV2RQKeew7yblWwWlMYPvw2iorEbXPvgwqG75Wvf0247o8gyXDWY7D9XrFg13rqmTnuP4XsS8X2R/EchTWXiUWG9MHQ7un6YLWeev4H+I8DVUmSFOBF4AKgANgsSdJHmqbtPWW3q4FqTdMaS5I0Engc+GV1kn8CgSrYPUNkeFo/CDrTXz2iev7mfPutsL6JjRWZ1caNfwhS/zA6y4/6Ug8fFmJH8fHQv9ELZOc9B1VAk4nQbPIZGf8ZwZIOfVZDxA36mP/7RMO1F767VZTytnsa4tr95lMOHoRoVIhY1daK9+z7QHV0xznUym/g8xt4+aqriMveCDq7MIiv3ATWhpD3FhQsRZN0VOl7EUy+jzTAHTOUrz48QLusjSzZOpYOjsbEHRZZ7a1bxfGvvhpAAnMaW3c5eWnFaBo3s3Nrd6FK6j/yAcGAxtju8ymqSaVD1moSnVWiZLd8jcjkNK/zypWNkPem8I3UguQVxRGOyMSbi5i44B3efHINzdtliMzDpuvAX0St386JiiySnZVEI1GaZFch6y0iKx+soMKTCprGgjVjqPY4OXRER+PuvTmR+T4FX81EllTyPa1p3Oxy6GHh2N4qVq16HyV7G7nx37H9+NmkOIuwmbyU1cYTXN4Fk86HxZrC7ZPhjXdO8NBb3fEGWtAw4Sj92q4g3laJLKuY9NGTZcQAaFDji8Hls1NSncADix8mzlpBiSuNT7YP4NJOS4izVqIoKiaDEKOKhswY9EFSnKV1WdCF6JUIb60Zy7gebxGKaHy8bSAx1mqWbx2IqulQNR1JznJ6t/gas9HH+J7zGdP9bRxmFzaTyBTXBmz4gmYOFufy7k2jcZhdFFSmYzd7iaoysqyiaRCKGij3pNOvy16skVpqPXpMBo3zW31Fo1WHOVjShHBEz3MrhOVRk9T93P7SVdx38b9Ii/Exa+wtPDbibkyGACBx+8Bn0CtBonUiXZIsIWMAqS67h0zb0Y+wsGsCny3eTeeY55E0P12mraeiNoHc1INMuOBuDhZNwh0Q/rHd2n+Jpsm0ydpJy4w9lLvjuOipjympSebJsQ8y+OyFyMFy0ZsZ0wZizxalsuFaVE3j5VWTSbQW0rf8ASx2E+0aDWH5h4nceK/MvncUdDqhPFtYJxit00F2k3jUzZv4/I0gNYlZDLisATYbHDgAtRtDtE82IhvMBD01zDu8gi6JOtqc7uKNbQOynkZxu7CZQ0SNFuL00PsUEe2BA8X2myT1EBvCY3XaNHA64cknRT99SYnQC6ipgXeOvsb4ZteK4LLzq7/j4L+TzKGQMUT8XB9s/T6OzhNaBIZYYf/T9BawNfirR1VPPfX8yZyJjGon4LCmaUcBJEn6NzAYODVQHQxMr/t5MfCCJEmSpmka/1Q+7yTKEpHEau+Fa/7qEdXzN6dpU1HqW14uPFobNz5zx27ZUgRg5eUwvMNbGK0mUCThYfh3ClRB9IwaYv+zY2y7Q6ywSzJsueV3XX89eohFArdblOV26vTDY0atlMQECQxW0f8a8Yk+NkMMpNbJE7d9CJrezJOPeHjl3YZIksSzz8KAATp27LyfJz4RGdQVD4u55803w733inMJyyEJT5u3GTtBJhCUWLnbjEs7SN8LNVoUzcFmrMWgC5Nj8BMilh5pm0CzCeVfb94Pgw2UibJBZwvwHqdjkz1YjQHcfitnNyggK0sSyqO2hsI795uLCbrC2Ew+St1p/Pu7Ccy4/HlkNQjV20CLkhFbwJa89mw40hV/yECngeeQm13I/Dkx5Db0kaysp1vj1Rzx76ZL52eIDW/liRHP0cCxn2gUMuPykWWNWp+dsT3mY9DKIKoDbz7e6grOjlvBk5dv5s63n2DG+w+Q4CgnN+UoAV0WLeO+JBJVyCtrQG7qYQCOluYwecEzFFWnIssqpa5kQhE9s8beQpKjHBCtfjpZRdUUgmEDvpAZvRKmqCYVoyL6Zu9d+CjZ8Xk8/tG9FLlSOSd3LZuPdiEttpDagIOIqifBUY4sqURVH6GQjNUYRJI0JCC/IoOhzy4lHDVy5cuvsHr/+ShyhCW3DiXBXo5RDhFRFV75+mpGdFlMyFWNyWqi2J2KUQlw6cxFzLj0AXo2/5b8ymyGPPshl3RczLW9XkGWVQ4U5pDiKKS4JpUkRxneoBWbyUPDxDx0SgRZ0pBkHeRcBUe+D5Rk8bmMVNO9ugndzykCQxzjnnuKMlcS/pCF74524PyHPmXBxNH0avEV7XO20zl3G5oawRcyE4yYePXr6yiozGBQuw8Z2HohIImFH2drkBU4Z4EQ9vLk8fH87Tz50U38+8bhHCuKRdbJZAU+x97uKe590M/iFRqVVRKNGsEVV4i++/h4iNs+mdnvdeXZD69CQ8c7H8Hll8P99wORaQxs3YInxj7EC59ey6wvdZjNQsytSZOfXLwxreGcd4ivWM+HHxn5ZquOFi1+u8Xhgw/E1qsXjB3745hQ08QCks8n2hTuvx/mzoXc3B+E7hr2GAo9h/7suMXFYtGxWTNhMfZ/oj5A/WNYMgFJLMDJRnEN1FNPPf/fcyYC1XQg/5TfC4CfNoud3EfTtIgkSS4gHqg4dSdJkq4DrgPIyso6A0P7E/HlCxVCVHDt/qtHU88/gLZt4a23YONGkUn9Ppt3JnA44JNPYPt2yIl2wFT7CYSB1L5n7iT/ZVQVvvxSTCT79gXTqUULP1rj+n3rXamp4nhHjoiJsM12yoO5E6BslQgCG18D5tNY+RSvRNt8E5clqDguHMPML6fx2msii3PzzWJr21YoJ0ejsHChUHM+FU95MQF/Cg5jJRXueCr3rcKS/DqReBmjPgiahi8UQ0moJRJ7cRgLAFn44LqPgL0RpPWHg8+Dax9Eg2TGHOOzu/uQH+xOx5zNKIejkGeBcz+sK3Wci2HXR6z7VkfT+I3cc/Hj6H3H0FDhwHNEJQuyrHHdq68S1BLxBm3kJB6isszEzBk7eenKNSDJqGoAXckyusQ3pEH8ERasGcW9Fz+Kw+zhut4vo9OFUWSVMd3mI6GJsmNJInTiK3KTS0mwlfPwiKlMfGM2N77xIoPaf8LzV91NNKyw63hLbnnreZ4cdScZcQWomkSys5QkZznBsJFqbxznNf+SnKRjJ9V2JQk8AROF1Zm4/XY+23UBnRttpmfz1YDE5rwO2EwuBrRdzqS3nqfaF8uyrYMx6AJENT2J9gpGdFlIKGJEJ0fwBc24/DYc1hNodR+xm+bNptydhCdgo6AqA6MuSETVMeP9GVzYpjuyBDo5yvW95xKOGoioMpFQEDUqgQJGfZDm6QcprM4gJ/kIq6f2wGr0AFDuTiA35SChiAFP0II5YEORVTRNRmc0IKsRJMVCUIrj9aXnESxPY2KvpzAoAVGCu/F6UL0AhH3VZCWVEooaUJFQ5CihiIE1+SO5u88tJNgrkDQNTYIT5ZlYTEE2H+1EVJPJiCtAllQhSIYGoQoO7A3x8ismMrMuZuJEuP51L0WlFjo/sJGW6Vv5+O7L+GznYC69YAsZe8ZTPNdPbepknJ1u4sYbYeVKsWiz/hFYtaszel2YGFsNlccDLHgrA50iY7Zb+HDnGC7UejPn2wwSE0WlyYEDpwlUfUXCUzVQRnbiFsaOeVUseP0KO3fCXXeJn9esgexsOO+8Hx7XNNEGYDCI69XnE1ngxYth/XrIyBCLiz/l66+Fr7bXKxa/Pj5Nd8Iv4XbDokVg0vkYfpkOg/lPkpY/Q2gavPYaLFkigv077vgPAvP/lJzxQsyrdj80uqo+UK2nnv8RzkSgerplwZ/OHH/PPmiaNheYC9ChQ4e/d7Y1rhNUbgQ0SO3/V4+mnn8IXbqI7c/A4agrJY48DSeESuavWiz8N/EXw/Z7hChRm+kQe9ZvPuXpp0UvKYgJ4ZtvnvJgu6eFx6oahnbP/O5hOJ3Q7nRVwraGcOE60Xuq/EIZ/+E5YkEfOwObv8lTK6bQrt2Pb6EdO4pgGOp8YkM1ULpKCDI5W5Ec/pBR3eNY8M0l2M0erujxNnazC2/ASsSq54XPbmL2l7cS1WRaZR5k2dTrkLx5cOQV0dvb+8u6cjdNjDPiBUMM6Wkq6SlGKI+KbLX3OCxvCkjQcgqxPaczNNgNVTag1RYQjkoodcGepPpB1vHcNQ9x3yfvUuXyEI4aiKoyceYiVPTIaghJU0l2lPLYiDup9sThDVpweZ18ufsCGqcdo9DXlgndHqXcnYzZcIxg2MR61z20di7C40sk0V5Cl8braZ66j9TYYu686HEi4TAVtXFsPNqJKm8so158m5X39CU9toiPbh9C38dW8NWe3sTZq5g1TlQGfJ+IEgGrjN3swWLwc3b2Ni5o/RUA4YjMsI5LGd55Eav29qTGF4tODhNUTYSjerLi8+mY8x2XdFxCpTse0CiuSaV9g43iHEBEVThRkU1OYh4V7jhqfPF0b/otE/rMwaQLiOCubjyKEqWsNoZIVI/dXENqbDEzP70ZSdJ4e+1ohnZYij9owWl2oVPCaEikxxYBIEsaDROPs/NEa6YufoR3b7qcGIsb0IgqMZSWGNi41cGJskH0araCtk0rQbGcDFLdASvFNaks3TKMzk12sPt4E/RKmKiqsHTtuXTLOo8h7d8jHNWhyFFSYkv59kBP9hc1ZViHJWiaTDBsRFFV/BEHpYW5jLr5EDVeC+ishNwyRSV1Krho7Clsx/WvzWbTifNplDuNXTv6s2pPV4a0fZsBRTNJrb0Rh2MyNTXw4ronGXbehxx8O4OnRkwkPb6UhetHsKfqGvw1Ftp2iqddj0ycFjfuUhcx9iid28UB9h9fe/lLRbBqjIfytVCzC+LO/sXrXNNg5kw4flzcF+12KD92AvJWQ0JXsDdCluGpp4QYUmqqKAEGUe1y/vm/eGiefFII4UkSfP65CIK7d//l/U9lwgRYt8oFETc7l63k8Vfai7LmvynbtsHjj4tFh5dfhjZtoF+/v2gwsg6a3vwXnbyeeur5qzgTgWoBkHnK7xlA0S/sUyBJkg5wIjro/rn0+RqOvS38Cf8vwgD1nDnUOruP31lKtXs3zJ4NmZkwefJPMnV/FjW74cRiiGkJmZf+uWVfOvOP/ET/FuyYAmWrhZfrhquh35bffA/WfOOnedoxqoLZrF5t+ZFvJc4W0HvlmR2jJP9ykArgbI1UtZWcjBBFtQ2YPkNhxE867WfNgqVLRdZh2OAQrB4ifGw1FRQLUtjFg5dWc8uFz1LtthCMWnl700TGdn+T2nAq64+eh14JEuO0sSc/l5CrCKMuKkqRIz5YPwZ6rYRAeZ0aabROOTkVV9xoarZvIhquxSgb0esSSIqpgn1PQPYINC1CfoEZq+xAkSLolTAmvV9kApUEerbayNr+t7NlvYen3rmQ1JhCbu77PPctfIgZI5/GqBYjSyqypJLoKCUBGUnSsDs2Yu74IE1TrqKseCEtUrbgDTqZt24CT33xAJec04m7LriDAk8rbOk5rHvwXFRVeMBGVYlwxED/Np9zrLwBi9aPQKdEiKgKAFf2eI2Vuy+kQcIx9Lowx8qzyU48TjQq8/qqsYzo+j4GJYjRFKRvm89P/h10ioqihZEkjeZpB7AYffiCFiRAr0RQZI2L239I2+ydbDzcEY/fQrdm61DRE4lGWLJxGK+vvoaUmGLKapOwGIPc2n8Kg9t/jN1cS7yt+kcfXwmIs1VxrLwBgbCe3JQjJNorya/MqlPZbUn3Zmtomb6H299+BpCYc+UE2mTvRK8PEgyZOVaew+D+Lmx2HVF9Bkq0hnAwwOINwyko1NE8fR1vrR7F3TEzMeuOkF/ejGbp+5FRKalJRm9QMOjC5M1sTCgiU1CVxc6yC+nadDuaJqNpEoGwkRdXTuSFzydhMoaZfN1xspyHGPLASpqk5bHhSA9SzHtIsJUwb8IkbCYPX+wfAjxb9yrFi/58V1/ObrCdR17twrYjrZEI8+2ux8jMuodxXV/k453DUdUMmjSO0DvmS7IMK8lNOUKFO4HJ/Z+gWepeav0OhoxuSEC9g8bO1Rz1ZzL9kmdIqmwA6dN/fGFZM+o8hV0g6X7Td/S774QCutksek0zUv30NQ+BndXCw7PXZ2BOZWDfAAMH/jGLlJQUTt6LdDohjvczqrfDsXfA0ULci+uEmLZtjRJjLCSsM7LpQHM4NBs6zflD5/9v4vGI12oyCQ2E077Weuqpp54/kTMRqG4GciVJaggUAiOBn7pefwSMA9YDlwJf/aP7U0Gs7uWM+6tH8b+NpgnT9KNvgq0RnPP26Us2TyEYhNGjxReuqorJxh+3F/iDBKtg7UiR/UICZMi65E8+6d+MsFtMNGWDsGT4LUIuXrrsYgI1JdT44nm36CMkKeG3n3cq3hNQsxNi24ElTZTO7pwqxtHmoT8uxNH4OihfgxJykdn9X4xJ+nmgbbGIzxcAnkKRBTLEiLGEKsHWGCSFhK7X4/H1JLrnRe4dNguLRYbO87ncH+CeRxRqawL0bf0lRl2deI4WFlm0QCmEq4V68t4nxKRdHwOxHZi/8nwWzF1B46S9fPVdS/RKmMcvv5eRPT6B1YPRQl70WoRthb14buWdxBsOcduAZ0mylxAbL1NV7mb/ji00y8jnlQkfsvy7C5j8zvNsyuvJ+Iu/o5npXXS6MACKrPG9/U2sqRBp7yTGXZAGzvlw5FVeXpDJnHVX0LJhPhWVMtZO00ipeheIECpKJBSoZe3BbtiMHhIdZZgNAfq0/JITFQ1YsGY0tw98BkmCkd3fY9zct9hd0Ir8iiwy409wqKQpg576kEMlTYhoJsb3eBOLMfDjwFECSdIIR3QUVGUx56prWbrlElLjyujW6FviHVVkxx9l85H2ZMQVsv5QF4Y/t5jclMNM6D2HWxfMIsZaTSBk4Yoe87j5wheIs1UirMc1FFlkU7//FouqEks3D+GjrYN4/bprQIJB7Zazr6g5n+4YwHfH2rNs+zCy44+gqjISGvcsfJRFky7HaKjAagxwaf9CKoqnEAm4kQK1VIcSqak10rnRZtYc6MHyrRcRUXUcKmrAVT1f52BxDknOMjwBC6qqEA3UcGnPBVhNLmxArK2arORyNhxoy4mKXvRv+wll7mS+2n0Bj42exsDOa1Fznqai+jv2H09hy/4cdCY7TVqFmHLRFBzmWgIhM1d0fYWbX3+UYOgHr6l2DTfzzsRRrNjZny2H2mDWBwlFTBw/FiamAUg6I/37w0Vpk9E8eXTOKUZRojhN1eiVCEM6LBN9sNELmfPcHi5t9yZltck88M6t9Bn4NqcWxHo8kF87iJzcGozezdBg1EnFbRDCaNdcAzu2a4wasJMHxr6NXDsOSWpJZqZGbU2Q+0YvxGGqrlM1dguRqEMvCQ/qtAHQ4fnfrer7zDNCJC0/X/gu9+z5kx2CVbB2dJ3nLEJoMXskAKNHa8ybYwVN48rei+r6Lv9meE/A8UVgzaDbOZfRv7/Mxx8LVfoBA/7qwdVTTz3/a/zHgWpdz+lNwGcIe5rXNU3bI0nSg8AWTdM+Al4D5kuSdBiRSR35n563nnrw5kHeAlHq6DksAtaWd//qU3w+MfFxOkU/VH7+r+5+ZgiUiMmRGhZ9e+5D/4WT/s1oPR02Xi3eh7Of+u2McvlaUmOK8FmdpETKeGzkN8AfCO49R+Gbi4Xvns4CvT6FzRN/eO+/mwQ9P/xjr2HXdHAfFhPa7XfDhd+efj9fERx8Eb8fFn47HjMlDOtUgV7Ri4yQYoDYtjTwzQf7CjBnQrAUds3gkkYuWk5NoNoXT8ekhWJBTI0AGhgTcYUz6dMjiXDtBOaO/4ZODdeLjGqkFofVT6k7gx0HU1GjUbITjvH2+isZ2W8vaCEkSyoRLcR1by0i1lrFRdc3pbb5ABpxB65DXzDwic/xBGzYTB4+mHIzn+6+jKvOfYWre79DrvlLolGZwqoMQCMr/gQ6RQRraEDUQ+TbKzhU1oIHvlzG+f0cpDqPMHPIYBy2ALadx0HvIKIZeXjJnbz6xQgiUR12s5sb+sxmWMcPWLRxONOGzaB5dhFaRGXemmt5Y8tUVAyEVRjxwnuMP+8t3l1zKcU1aYBGy4w9BCMGLMYA4YiCIkdRVQWdLoqmwXWvzWXNgW5IEsy8YhID2q8FNYgaDeMNWqhwxxOO6pm6+GHCEQOr95/LexuHUuOLJdlZRiCsYVDCJDoq8AREoGbUh0CV6oJ1gSxpfHugO69dey1mQwAkcJhrsRj8qJpMo8QjXNnjdd5edwWBsBlZimLQhYmzliPVWc5E/RWEAwH2VLXEavQwZvZ8shOO88zo2yipScVqFKW+h0sa8cm2vtzQ5yWcFhcmfZAxsx+ixJVMx4YbQfuhr6amVs+Vc9+k3JVAerIHn1/m4JMNiLXWEIwYuXVqLanmAK9cfSUfbx3Ap7suonerNViNbtJiipBlFUkxYDTKBEM/fMRPlGdR7Y3lgo47WLC2hMPFjWmbvZ1kRwkb87rz3e5EjhZCzc4b2V/YlBv6PM/YHvNAMSBZ08GfLxat0ocwqtHVRAJedHKIsGpAy70Fds2AgmUUSoMYMvUBXC6Zhg3HsXTpOCw/SYAuXAibNkGMtZYFCx1c2ngnZ2cP54ZrNrDo30EubLeUwRl3g88j/ItN8aI03n0IDPFQ9ClU7/jVUuJTiYkRgarLJb5HftazGawQLQSGWBG0uo/UXScqU6bIDDk/jKFoPk2aJ0DTW3/XOf9rREOwZrjwrpZklJCL55+fwKxZ9dpP9dRTz1/DGfFR1TTtE+CTn/zfA6f8HAD+Js1y9fx/g2IVQUPEJ2ZmxrjffEpsLFx5JbzxhhDTueGGP3+YGBKEzUjEB8jC9uR/jZiW0HfD79/floMkyVh1laJBytnoj52vcgtE/QTUWFxFtSx/egdjz3ahV0yiDDfs+mPHA7HgoBjFFiw/7S4H9mvYNwwjTt5Frc9GZcl4nl/1KLu0KTx882rRX5fWVwS6YTdEPFC7T2RMAyWARjOnBAnxYGwgJtSSAg1HQ2p/Rl/bB3eVCynkZ9anE1kwcaMop/bkcXm399g3Ygxvzq0kEpXp1WIVM4Y/DN4aiIaQZD3pKcmsmjGIRP0uzDYTUosXIPVVvvzmNlw+J06LC5fPyVbvbbx2y/0E/BHMSiWKprFg/RU88N4DyLLElMHT6dF0DbO/mEiivZxJ/WZR5k3AqBVj8G5j7tyefD53A/Y8HwbJgxSKQLiKDzcN463VI6lwJyChYjN5WLb1Yj7d3o+511xHRkIFnLeCL3Z0Z/qnwupEZC2j3NLvecwGH6GoEQBFjpIdn4+mgaYJASFJAg0NTQO33843+84l1lqNO2Bn0YYRDDjrM0BDksBm8pIZl8+O/Lb4glY8QQveoA1f0MK1/T/k621taJG+jwnnv4pkyyHk96JoftwBI3olgs3oqTufmMTfMfApFCWChoyMitPi5tpec7i4/fu0a7ATd8BO75Zf89AHD2DSB5gy+GFkCVStrs7CfxhFiicttpD8ykxcPief7ejLm1njUTWo9CRg1AW45rxXuKb3a8TbKtmb35y7/v0keWU5DG63lBYZ+4iqCsGIHqMuxITX5uD2WQCVapdMbpaLGHMlmgYG2cfUgZMwKV5CEQO5/Q9w28DnRPAsidJsX9CCpOjo2GANa/d3JRA2AxIRLKSmQSCio8qTiEnvZ8OhzgyftQRZ1lCjKjqdxAdbBjOg7XL6tPwCVdNhNoRAbwGSRVC09XaSLQGKwynYTV5G9N2DMZoPefNBjeI9tpjzUmP42ncJeUdT2LJF9zNLL51O2MoE5AgAJosR1DA9O5XQNXYRne2PIRMGNLCkQs+PoOwb0KJQu0fcD468DnHPn/aaDoWEYJKiiIyiTieC09hfEi63Nxb2N2XfgjFWVD+UfA1bbkQCWnV4Ec6ZAQi14byDkJb2E3E3NQoHXxSq3A3HQkqvX701nTHCNSLQNsaLe2TNTqA+SK2nnnr+Os5IoFpPPX8J5mRo/xwcflnYFzT8fX2Z998PN90kyjQN/w3RxWA5GJLAbKgLTrz/hZP+w3E2gy5vQOlXkHTu7xJf+hFx7UA2Ul7gwhswMXdRa2o9jzG5x82iXLbtI398TC2niKxwxA9tHvzZwyUlMOKyMB9dW8xhf0NMej+t0ndg0fLZ+Hkx3OCBDjNFxjXiA3Qi6I2E0CRFBKuAhARaEHp/IfrpAEyi7FnTqgj53Ejosei9gCqyQhLo9QqPPhLlzjYDmbNiNKM6PE+io1iYWwKoGkrgKNm6I6DJoOXA/qcgtQ/Nh9yC8nqUCncCJkOIZsos9IFDIgusd4CmUOBuRo0vHpfPxpPLb2f2yhup9MSjaTLeoJXbBs6k0ptEqSeHYEAVfZyKD0Luk++RP2QGNYTN5MHtt+MLWejTaiX5lZmcqMhiwdpxTHXeSNmGEUQjdyJJenQ66NJoPTdfMJPCqlTeWDUWRYoItdyAmYZJtfiDRlRNQtVkzEY/mgY2k4ecpKMcLm+BrAU4J3cdIoytCy6BJGcFR7/LIclZTMmJszAb/CTYKrmp5wxeHrPrhz+uF2TViSvgxOVz4jDXAipWo58yVzKyHOVoaQ4vfXEjsqwyeeAckh2FGPVRGiQUYNQHUeQI7RpWM2/COAIRE+GojqgqnbTCkYA4ayWf7+rLPe8+TihiQKdEeGnlDVhNXgy6ANOGTmdkt4VEojp0SoQjZY3ZU9CSGp+Tq3u9SSBkwqgPIEsaD39wH9uOnU2DxDwKKjMw6wO8cedTJ4NrgBR7EUgQieiJanLdIoCEjMgSm3RBJDnA4yPuQpKiTJo3i63H2pGcrFHW4DVuuzee4tok7CYX4agR0KhwJ2DW+9DCMjIaWfHHkGWVaNRAdSiF6hM2GmTKyOFjVLmtHCztQKfsL5FlHU7zXqj8TtQujBQAACAASURBVFSfBErIiFG4qc8zlNXEsuloNxqY8oA+J/8sgZoSSjd+RcuUxmw92ppnrnqaRgl7ee7LqTz/cS5SZBIjzlZ4+LJpwtJJUkQQljEE9s9CC9UQ1iWjL/oEKfAAmBJPHnv1atFznpcnxJNkWah4P/44EPaIFobT9cp+77nqKwBjgqjoWH9Km9DO+yFlLYEAjBgB+/YJwaelS4VuAgD578GBmaKiomIdnP81WNIoLIR58yAhAcaP/xO+v4yJkNwHyr4WC2ANrzjDJ6innnrq+WPUB6r1/LNJ6ye2P0jMf1PZ3tEU4tuJ1XFjLGQO+S+e/B9M4jli+79gb4x27jIev2IHhyo7UBNM55v96Ux+VGQITpsiOL5Q9K3FtIazHhcTzB8dMxcuWC9KdxXjz55+9Cj4gwY+PzCcPrmL0SkRFqwZRTiiMK7Hm7B5ETQcB+ZUiOsA+UsASZRARgInj6NKErIpWeyn/HgmOuuez7jvfj2aBncOelb0ZhvjhQp51iUg64nrcT/3xUxDc5dCNHIyKONHIZoKoWpKvI2YNgFatWrAO3NWsHXFN3TK2UiT2DWgKSJgUMPQ5xuGZNu5b4EDTdOo9sbhCajE2yvwBGwcLcvBZvIwefE7lHoyee/hZ5H2PS1OZ4gV6seqn6EdlrJ8+0C2HOlAn5ZfMKb7W7RI201mQjHBiJ6WmXuRIib6t3iP11OG4A+0IBRS6d3ic9EzaTex5NZhFNVkEW+roFlWAX5SKPc5yStJJiWmmBPlGfRp/TWSpLHolhEs33YRifZy+rVdId4FFUDCFzJT43PiC1m5a9DT3PPOo4QiBlRNosL98wCkrDYRT9BOirOUcFSHqiqU1SbhD5uocCcwava76BRR0ruv+GyW3joQl9+JSeclGlXQKxEiqo5AxIA3YCbGWkut306stfbkX0eR4YJWX/B5qy/YfKQT/pCJSk8C7oCDOGslizZdxpge72DUBQlHDOwtbE5prejLr3THU+2NxagPsr+oGY99dB+Nkw8TCJtIdFTw2Mj7aHN2E9inIBFFO6meLCHLUVFdTgC9EqbKE8uDSx+gyhPHPRc/TtvsXYQjMnpdmCRnGb5qmZ6DmuA0VRAOqVSFrKiaTCiix26qZXzPeQzpsJTFG4eyO78NOjnKvqImjHv5XUJyIgPbLOXRy+/n6jmziWoSs644SEpmHCaqhaBZyoVwbD4WQ5hERyXDOr7PLf1eJKukCirehoROEPYQ/Wowo1qXM6q1zN1L5uLLmQrnX8/iJzMxmSR0Ojsf7L6Wh8e+KBZ9WtVJ+0oyLudgvIePE45AVLKyZKaVpFRhPeP3C4VeVRWBakKC8IVd/aUbdj4jhJKIQM6V0Or+n99LJFkofQPUHhQBcsQv7jsGUfmzfbsIUu12qKiAFSvg2mvrnu8vFR9UnV34hoaq0cxpjBwp2lUkSXhmT5ny81P/R0gSdHoJag+I+8pviFb9GpuWLid66E0C1g70uPYOdIb66WY99dTzx6m/c9RTz+9A0+DRR+Gdd4TJ/OzZ/KxX6heRdULoyXMUzCkiQ1XPn47kaESnSxqx4kGhWnnPPfxyDZuvEHbcL4LGgmXgaA5NJv7w+N4nhT2NYoaub4mM7U9o00aU8D258gmWbL6c2eOv546BMzEb/kWTtGOcdOmSJGFpVb4WTIlo3/ew1REIm7B0fkUEqZomSoMlHWFzE5asuwCDaR3X9ppLbqMQnL9aKKKeSuZg1PTB7H3hQprFfomGhE6OIslGMfmVAHT4Yvpz0e2PUuOFzz/XsE8wcM3588Bf9sNYZQPEdwZnC7JbylitEPBrVHiSaZG+B3fAiVEXYFK/WRiUEPMm3QN9usCyxyBYLbIyikWU5fuLsZp8LJg4GrfPxpGyXGKtVcRaXYCGURciHNFzothOdvxBFl3flzB24q2VHDieQrU3FllS2V3QmoUbruChS+9FC/sx6dzY9H4y4wJYzV6apBzicEkOCY5K9HKIMd3nI5/yZ3f5HBwqaUqMtRoNiez443RtvJHJA57iiWX3IUlw45vPs3jSSFpk7AdNNGc2Ss5j4hsv4rS4qHTHc+W5rzN05gdENYVUZyGRqJ54WxV6JczxsmQUKUJ+RToTXp/L7QOe4urzXsVm8hNrdSEhE4wYsZs8hCJ6DLowaPDCZzews6AtK3deiCRpdMjZSiBsoKAqE4e5hvSYIkpcCWTEFqHIYSwGDwYljAbcu/BfPHTpNMrdSTy8dAo2k5tb+8+ka7MN2PVushLyoeycuoWDKiQ0JNlENBokquoJhI3olAgQYtqSGSzfdhE6Ocq4OW+x+aEO6Aww9+oJnKjM5L6F/6KsNhmjLkBabCGSpDFr3CTeWj2ab/efy7OfTObNb8ZyQ5+X+eweocDzyMf/IqTPxhGjZ/mu4bRtVsrOgnYkxXs5VNGGhOQD4IwXgWpqP1GCWrkBn0dj2uJphKI23r3jVtqedQLoBL4TGOVq3IE47MZKOjZYR9MWvcGaRc+e4l4N0KdPAlx8VPxyysLPR/smkr8uQuOUPJ5Yej2HKyzYbFBaqjF+vEQ4LIJIi0UErgGPlyvazxZVCGpYLEAeeR2a3fbzRa3vOfYO7JwmqiX0dohrD21E2W9GhignrqoS5cQ/8tXOvkzYUfkKIW0gOJsTColS+Lg4obOwa9fpT/kfI8ngbP4fHaLgwHESC25DM8note/YuLgB3UbVS5PUU089f5z6QLWeen4Hu3aJvlaLBVatEgboV/yRqihZB46futj/w4iGxKSregvkXAUNLv+rR/SbjB0Ll14qJoK/WianRURZdrROmTn8Q7kqEZ/ItBqcouTvwHPQdd7PDmGzwfLlsGePTIPSOSSpFZAmg/cYSEZoPeMH5RVjgigB93hAZ4Nw7UnLixCxWOLai/32PQmHXwFNY/7WR3np9QHojf3YPP8CVl+jkWT9yQRZ06BiPYX5Kg99OJWXRm7HaqglP9SRrIufgbWXowXKCasKx3buw1VWjsNeQrKjkD62K8FfSrXPzozFU7mhzxwaJB7HWPIFrBqE+bzlvPCCxG23yaTElLPs8Zew6qoxVX2M1eQDFNFTW7EBj99IUVkOcdYqglIietmPxZSKRS6hyhvLtryzaJG+H01TsRq9eAI2HJZaKj3x+CMW4k3gMBQTjlRQUp7IQx/cz+YjHZEVqA2n4/UpzBh2L3qdKGs26kM8sfwunhh1F9VeJ2Nmv82CG8eQHluAqsp4QyYOljRl7cFuhMJ6Xl91NQ2T8zhS0ogbL3yBZGcJDRJ2YdIHsBi9uAMO1nkepIUyHi0cosobi8vrZMrgf1HqSiQlpoRrX32VYNiAL2TFG7Axdeh05q8Zhz9sZsYl09A0mLzgWUpqUnjw/amM6LoIizGATongMLvIr8pEr4RwWmrRaVH2FjTl2RW3YzZ4MepDmA1eymsT+eyevrgDdmLMNVR44nGa3ZTWpqCTo3RpvIn0uEJ8QQtufwyHK5oit7iLnPSjPDx0El1z63xhvw/UK9eBtaFYMHMdqBMxNhIMW7EYq9HJUZAgxlKDxeBDr4Rx+ePQNFGinOAow6j3c1nn9wiSQDgQIqLqeOmGKXTK+pab3nieRHs5/rCJQNjE22tHM23YDDZU3YQluweBLVW4qowoUhglXEWcrZJqbzoPfv0+y647DqUzYde0un5wC1r6YFpOmEN1jYymSoya+QJ7bnCKHs59M9EFTtAsXUcgbOWKgZtJbP4F0Ifp04Vf8pEjcNllgGuP6AdP6CruxUBmtpEZ6+8kEBABoF4PPl+UNYu/5q52D3PDVUt58dVYWrWCO+6ANO/bdLS+DKpdtHMEhS0U8s+rK06SN79usUZc43R54+QfIyMDFiyAjz6C9u2hd+9TnmdOhT7fiDHr7CBJGKlk1MBiFi7PQTaYueGGv2/jqM/lwoCGP2JBbwwQ8Vf/1UOqp556/qHUB6r11PM70NVdKdGomGfo9X/teP4Sjr8LJ94VGbKdD0BCZ7Dl/PbzzjRqRIgRlXwJaf2h7b9+1Vrid2W+JT2gimBc1olSPV+RsK+IaSXK9UJVgCYm+r+A1Qqdkv8Nx5dAxC2eF9sW+m4WdhwA0SDsuFtkGSN+pKxLiRyZjxKpJhzVoakS0bz3oNFVuHd9gNNmQQpVEin6kkEtSzhe3Zy9ledT65NI2vcsHHwBErrBOfNg7+Nw5FXSVDivyeX0euYQZoOXSXenklVwN6hhtGgQPVFyE7bTr83HfLxtIC+Ovo8kRxGgYtYFmHjBHMwGPyARjYZQij+Bz89hXHKEcTsegMIPxfsvyWCJgFo3aU7oQnmNhYg7gsXo5WhZAwY+uZxA2MSlnRYx4fxXmfr+E4w7Zw7hlMMEIybcgQDFNal8sed8Hnr/flZP64U7YEevC6PIEcJRhYZJx1h9dBDBgI5051F8io602OKT77ssqeiUMGZ9kD2ljSipTeFfS6cw7ZIZJDtLOVTSmFEvvEMgbEKvRPAELDTT7+Pa3q/QMWczqqbSJXcfdnMtbr8DgxKinWEGRFxsPNwJd8BOakwxE16bjYaO3i2+4khZDv6QBUnSMOoCTBn6OLdc+AKqJhNjdVFSk0C5OxFJ0ghFTbj9DhLt5Siyii9kxmLwU+pKYe2Bbrzy9dUcr8ih2hvLWQ22suP42bgDDib3fwaTPkCNz4nZ6CdUY0SWocKdgE6JIMswZcRLrNnZnER7GbUeG1PS0hl/k5UYSw2qxo+yyQDYGkL1TnEjk80oURcOY4iv9vRgy5H2XNP7NR4Y9iC39nuOf28YTkKCEblO4TjG4sZp8XHjwAW88NXdpMYW0bHJLpbvHkOT+C2c3WAr2461Q9MUFDlC68ydfLH3AgprojzYuQW2ijuYtWIyBn2QhxfdwNyrr8XplMi95EHsmV1g1xqhmKtp4t+KtSTbTlBTmwtolHoagFES1QhlX4MpDSVQjNUYxKrfC1smQs+Pkay5LFok1HnfeLmGt254EFlWeWTZdJKanc3DDwtbmaefFsHiihUQDgkRqPa5B8F7nNv7Pcytdz+N/L1Fd8VZsN4grmO9Q9jaNJn4w3V9OhK6QO1+0c8a1+FnFR3t24vt9Pck+Yfqm7Jv4ZuLeah7iGvbtMHS/m4S2/19W0gat2/F6jUX08i4hDJfE1oPu+yvHlI99dTzD6U+UK2nnt9BixZiVX3+fOjXD4YN+6tH9BcQqfMFlI1iEhkN/Pr+fxYlK6HgA5GJPPEepF4Iyb2EN2LeAiG81Oiq3+2LCIAaAL0TzGl1ypfl8PWFosTPlAyd5wr7I3MqNJ30q4cqWruA/XkXc1baOuL01XDOgh9PZtWgeO90trqGySg7UzYQt3MgEVWPUedj10Yr910FRXkf0K/NZ7w47nquPPcNSmuT8AXMLKlYRiNzHmy6TRzTe1SUF3rzQDGj6GTG91nGiZiHaNbMyYghZbD6G5Gp0lQ0CXRKlGfHTGL6JdOJtdScDEbCqg4kOFbegGRn6Q/jrqxTbV47SmSmtLqeV00F2SRKNtMHEb+lN6pNIxAx0nnqJirciYDKvNVXkuioYO6VV4KmEggbMepD7CnrTquk9VR4EvjkzoGYdF4CQSMRVUcoYqSgKoOlmwZhpoxbL5rHR5svYGCbVdjNNSez0AYlyN2DHgdUshKOcUnHJcxbPZ5PdvRnaMf3OSt7B5omk+iopMYXy8MjHuTyrm9h1AeQkAhFZJIcFXx428WsO9SNZml7ObuBqK20mz0kOctQVZlnx9zJda++zOvfXIXN6EavCxFVdURVHQUVqWTEFbJs6wCmL3mIa3q/zGWdFzGy60KhpJzXlsz445j0IewmF8GIiRbpe1m563zibDXsKbSR5ChjW14HHh95JwZ9iF7NvyIUMWA3edDJUdLjCjhc0phYqwtFjrJow3CaZxzmX+PWYdd2CmscQK/UAKcJUgHCfuHnW7VZfNZR2V/UlDGzFzD9kunUBuzYTB6cFhdDO3zAusO9wJgkSnElCVVx4PE5SEmVKKhsR+H2diQnRbjzvBt5c8J4Pt42gJ35rWmQeJyRXReycs9F9G29DKMhRKec74i1VRNjcVHtjWFvQXOUCgfHX3+fQdO6oEu/SFQQoIFiRJL1DB9UTqx7NicqGxJtdANUbIVN14vsvaaKfdUwKlk88MYoPr4lSLs2G9iypzNOp0R1sZ/31g3g0609CQR1hI5qGI0Szz4LgwdDx47Qvz+4XBrm6HGuPH+ROKbeiXJqDJrQSdhc+fJF0PlL5b6n0nIKOFtA2AtZp/nScB8RlRUxrX75fqVpsGkCRLxISGQ790D0C+DvG6jKisx5tz1NKPAoGQY90mk/iP8H1o2HY/MACTq/AY3qvezrqef/d+oD1Xrq+Z1MmCC2/1kaXC6CRNcuaDhe9HH+FUgKIH2viiN+95fChitFYFn0ichEZP+BVXxrQ2h8rZgkx7QWIiJht1ABDZSKwLzDrN88zNGjMHjqS4QCIZxWNyuee4E4Z4sf76R3QLPbRa+bKRGa3oq0JcDqQ/1okbaD9UfOZa88jIICiE+O5+sD/XFLTXAoO0iPK0OTDNw78hDsm/nj45Z9Aznj4MQiAMzZF/Ho99az3z0mglhUJAlUTSIc1QkvT1t1XUeqBJIOxWDlu6PtmfDaSyy/YxDnNl/74/NEPVC6sm5/uS5gjYoyxd2PIBMhig6zPkDjlAMUVSfzfc/rBa2+wBN0YFR8lPsb8ujSp3ju9eaYDpxPD8u3yFJUnENSWfbdQLYea8fijcNx+Z20zDzAnf0e4u7+0wEVb8BMIGzEYa7FG7SREScyrE6Lm86N1nG8PB0kmUDYxLD2i1iwZgyV3lRi7V4u6/w2FkPdwgsaJr2KqkJWQgFZCQuJRBWqvQ6+2N2b7k03Em8rR9UU4uxVZCUco8KTyHnNv2Het+MIR/VIaOw80ZbMhELuWfgUBl2QsT0WYNS9RihiwKALU+2NodoXT5K9DFmWSI0p4dWvr+as7J3olQjrDnU7KWyUFldIk5TDrDnYnflrRvPilbdQVpuAxein1m/j1VXXUFSdhiRp9Gn5Bb3vf5X3bhlO8/QD4u37SVygaaCqEpKsIVetJxqV2XaiI8n2AjITCnGYa0l2lLDmwDn0b/spEkLcKcFeQdOU/8feeYZJUWZt+K7QOUzODEwgDjknySAKShJzAhWziBgwYMK0rlnBgAlFMKMiEgQRlDzknAYYYHKens7dVd+Pd0gruibW9du+r6uuaWaqq6rfrirqec85z9nK2Y9+QGVdPI9d9zFZ9mVMWzKeI2VJxMTAeefBgD4egvtMaLrMBV2/4NKz5iAZY8DckKRSnVBIIRxW6Nl0JVkJBzhc0ZBz2yzAoHi4efqznN3mO5LsI0ix7qTc14mcbk2xmUPQ6GImSzfjrXWBpGNuC2z8RFznshE97EUyJ0GgkhWb0vl41YVYLWGWrklDtfkpLzejKBbaNNrB56sGYbNBWJeoOikTNTVVRFS3bJFpk1pOUnk0hf4rSciewE8SZ+yZYjllcLWfF5myCg1/pjNf/qew5QEx0g1HQ7unTr9e2Cv2oZjFaxCuxX8DjOY/0ZY4GKwXqQA6rB0bEaoRIvwPEBGqESJE+HUYo6D353/1UUDSAGh0iRDNDS+EhLOgZpdICTZEgb9CtIb4LUgS5NwjFoDytbDvdRFFMjiFu+6vYPVqcGupxEaXUuOOZrP0PP1Pt2LTm4QwRobyFbRzXUejDmFKq6IoiZlI7/YGFi2GWpfCs6Mn4AhvA3QkNCRzAmy+T0RjTqbRJaKezVMIhmho9eCJv3nyxbjUf1QZHYMS5JgiOVCWiS2lA0n97sB6aBaXmj7h0h7xgCba+RwTo6egiOOX6sOaSGK8AIMiakffvf46ek/5njJXIme3XsSANisJSjHUVoV4ZdG57M2z8OjELdTUvcaMy8/CYa5FknRUWeP8DvP5auMoDGqIjIR8jlSk4QsoWE2ijY/J4Gf1vm68u/waXrzqRJRblnSGdZhH35wfSYoqE17HmsTCe4ext6IjGTE7cFrqfvqdSCKyqiric+4pasp1b85gXP83+MfF96EqISR0jGoQgxIg92BHwpqCQfYjAU9/PYmpi2/HbPCgaQqBoBGLwYdRDaLrEnaTh8/WX8wl3T7AqAb4x9x7mb95CB/cfAVNkvax5XA7th1uw4hOn5MeW8i2I624ZvoMKlzxrN53FgvvOYek6DL6tFhJj6ZrqKyLJdZWydTF46nz2X7mjJQJhSVeXHA7V/WaSZyjHE2HD1dfws3vvsrb119DYtRckqKKmH7dDXR5aC0lNUncce6L9Gy6in3FTajz2xjeYQ6vL72ZO96ejGJ+knBYxuOBjLgD3D34HVzVQVyW7jS3fIYkgWSMhpj2UPo9vTL3ENIMhKRYrKqbr+86H0/Ags3kweO34fFbuaDLHJKjiwlrKkbFx4K1lzP6rsvAV4oUrsMaHS2co90HQDah6yFqfTEoGlTX2InL7obS/Bp0SUHTQ8iSzgN31+AKmcnKdDKk/TlIGcU8/HIX4uPrjdVOIsWeR0rDOXjUpgx/fg57trtJj9rNnAcmEn3WA6d3lg/UwOoroXobpF8A7f/527I4Dr4nMi0UC+R/9JMSBk2Dx29fzTeLLAxsO54pV0xDMZqh7VOQMvAXNvyf4+hR2LoV2rUTgv8/i/7vV4kQIcLfnohQjRDhfxV3PqwfD4EqaPM4JPX+q4/oBLouajxV+08f/mQF2j4ulmM4m4t+q6XLRX/dhqP/2P7juwqn5podkNTnlP6Kv0SbNmAwKlR4UrDZoXmb06xUs1Ok/ka3gQ23weFPkIK1xCY2JzbOw+NX7kWL7UZFBWzaBOe2X4AkyaJdDJqIIB9z75VMQiQ6m0H6hbCkvp2PvxjmpMJFNaBawJkD8jwRGQYkSZjjADw65yE+WHkFkr0Rs24cTecGS8R6xlhxbpgShVCv2VafKiq+Hn9IRlJtGK12JB1hSKXroh4v7ALZSFbSEY5Oy0LXNTAlISnJmBQz27anMn/zUJzWWlbmxqCYbOSXp5ORkI/DXIc/ZGTpzv70y1nK2v1dqHTH0iZ9C6riByAYUiiuScYXsrAurysvLZzAYxc+BICmy4Q0FatR9CuWgEpvLG6vhTbJyymoSiHW8tOooyzrGOVw/TYgN68LEjo7j7akpDaJJGcZBjXArFuuoMYXhc9vot8Ty9A0mRqvk61H2hLrEEL7zWuuwqAGKKmJJzGqnFDISLUnGoepig2HuuL2Glm6oz8hTUaWdGQlxJvjxlHrcbB4+0C+WD+cVft64PI6sJrcFFSl89yCibw17kaQoNbjpNwVz7JdvXlx4XgykstIjzvyk1MtJMcxc/lQXl1yE1f3fg8JqKiLoUfTldhMdQxqtQRVCSNLkJFwiKSoEjYd6si7y8fy0qLbmTbmViwGL0PbL2D9wc6s2W9kwrkfMP6tR7mwy2weveAhAjvd2NQwtTUN8VhSsdutIpW+Yg3oOpIexiAFMeBjwa6L6Zq+kBhbFb6giXJXPOe0XYQih9A0BUkKE2sto7FvBju3DiOndQI0vEhkCRgc0Ph6kCS8K+9h3X6VGesmsf+ghfzqHO6ZpDD2ohXMXZzC+UNdXDmqCMXuA1sjDh06h2dngM8PY8dC8+YnDVLQBT+OhkAVK7f0Zs/mjjiNpeQXx7JkfStGWydCyuCfnjCHPxO1vqZYOPoVZFx2WjdwanZD3tuiXU3jG044D8d1qTd58ohyhX+5z61Y5uH9z1KwmIJ8tGIovXuFGDx+/GluKH8Nhw/D0KHg94PFAvPnQ1raGdyhwQC2xuDeL/7d6LIzuLPfia5D6TLwlQrnamPUX31EESL87YkI1QgR/lfZ+pCIBigmYUIyZOtviwicKbQgrL1eiE5HNvT8WDwM/hKyAl3fEg8Ixpif9B/9XcR3EctvoHVr+PRT2LIFevQ4TZQh7z3YUS+wk/pByfdgTBDRIk+h+LzOFsgy3HpzWNTKrmgN5SsBXQjGYymAhmhhzGTPhO4zYOez/7Kz+prVqBxIH1Xf7qJQCElTEqSeT2j/DGb8OIaYaI3mDX6ggXW9qHUlDIEKEe3Rwyz4oSEPzn6BrtnrePHK26nz25HQWb2nLz1bbBARyswxULQIPB4wxoGjGVSuB8WKpAWEYkw8C+ryiHLoyLJGIKQiSTrtU5dx4UufEmevxGTwMajVt9xz/nOoikbjpP0crWrA2a0WEA4b0JUA7oANX9DMK4tuxRO08OHqS3lw5BSMaohgWMVm8SMfjwBLmFUvUTGVyLJOoqP0lFH617iMBKhymPS4o/iCJhZvH8iHqy5jwrkvo2EkGFaJs1WCTefFK2/npYW34w+a2F2Ug1l1kZ2YR89mazCpfmwmL2FNxmT046q0MaTdfFQ5zJbDbSitiafKE8eTX93LU5fcj6bJVNbF0KfFj1S7oyiuSSbOXokkaViMPqxGL5+sGc0Dn4jWMLG2CpKiirm02yy+3Ho5RyrSaZyUh6qECGsSvqCFYS98xq6jzaj1WHF5bcTZKzCoQfJKsmmRthtNF0IZwGF2kZEepLK8jrX7O9MuYyuaJuMNWrCYvFiNHqaMvo8LunzJsq1tuGPoVDx+M96AkUbxR3GYa/gu7yqGd/gCks6GkuVQtx84kaKfZNmDO+DEahKOwnGOCgoqU0iOLjk+9rocolXCd2z8+jz2WZbRpO2T0PwOkS2gWgCo6zSPWyaI1i5VVRAVBS+9DGvW9GHsPRrbP3qC8kXzSYqphG7vcOmlPdm2TZhuT54snIBjj91S/GUibd0UR2pMMVLYR40nGknSSHPuPW3PZECIEC0gJp50DQoXiijyyYI27IeVl4K3QKzrLYB2/xB/a3m/mGAL1ggx/i9ougEkGYkQ6EZ0Q6xoh7P/LWHQ1uG5X1cn6y0S9ftRLf9U5/n168HnGt4iWQAAIABJREFUE2NfUyOMq86oUAUYvg+CHsDw3+loeHAmbJ8izoe8d0RN83/D/6kRIvyNiQjVCBH+V9GPPaJLJ73+L6ByA5StEILTtQ8K5kHWVadd9fBhyM8XzplWqySiqX8xbdqI5bQc+qC+XYUJipeI13q9YVPGlZBzt3gADnlgxUXCMdSSBtnXAzq0fkSk8W6ZLKIxqlWk9G57VKQEHq/hAhQb2BqJ17Htoe98cB0QkfQjc8BgQRmxm6y3kjiQb6Jh7HfCjEdSQA8LsWlNR6/Zzj0zJ6OFw/jDKpXuWEpdKUTZXLRNz6WswoQzyQX7X2dL2VDGvfAubr+NZy+7i3O7xULWGIjpAN6jorauaBElS77GYnTj8kZx1YBvaJ/6HZvz2xHSFMorG5AYVY7Z4EPTVXo1+7Fe1IpaT02DOp+dVxbewvJd/TCoASYPfwKTIYQGVHsTiJOLkWSQDE4IebAaPYA4zU0G//HXYU1my+G2RFmryE48JH4PolZUCpEcVUTj5Dx6NV+JKmug2rFK3uP10UPbzee89vOpdEVzzZvvsuNoKx4Y8QQGOYCuizRk5DC6LpOVeICwpuINWGiWsoespIO0a/QFihTimXl3c9PA14mx1xBnr8RqdHHfeU+iSmGOVDZgdNfPWJfXmY2H2hMKqyhKkEBYZeOhDhytTEeVA9z+/gvcMuhVNB025XfgcEUW+aUNuOqsd7ii5wekxxeABBaDn6/Wj0CSwGr0HjekUq0O1uRa+OcjJTz/egO+2TSUjpkbuLznbHYXNaOgKoVRnb5EQmfq1TezYNPZ9Gi6EhmN7Udy+CR3DKl9b4ahU8Q41uzhyJfjidNXoGlgN/uocKegqBJmg4doaxUxMSoxtl3HT9ljdyFdk8lK2Mni9dCkiSRqxk8iMRFefhluuQXcLh8WqZqioiTGjZPYkBvCoVyO1XIRCx+6iuQjn3PgQM/j+tHt/heNY20EcZ2hIpeW2X5evnUa36xsTf8W39K9XSF0mXn6/ssNRlCy+EEcSg1hzYB1+1MoUS0gfeSJdUJ1wjk85AIk2Dcdcu4T17is/mIdfe9+Bi65zMiB3G2c03UjA4f3hfXXiHtH4QIRhW3yb0wT/BWw7DwhhiUVzvoEYn7u5vTbaNdOtPyqrhZ9qtu2/VM2++8x/NoG5n8BJd/XuzVHgWu/GHdjzF99VBEi/K2JCNUIEf5XafMI5N4ionltn/zvmfk1xokHw5ALUETP0dOwcSNcfrloGZSRAV9/DaZfaGn4X0F8Nzg0S0RE47pSHmrFzqWL2VfSmG59TbRMyoXkgUKo1+4RDzyeo9BsPDSsd0ayJEL/RbCoq3gQ1hHrOBvDwFWw5mpwNBa9XtWTahftmWBtCAs7CCFcsx1JCzPrtjLe+zKHRkllOK1uIcKMsUIEB6shKoewJlPjiWLehmFcP2AGDRNL2F+UgdtrolvjerMlSeWR96+iyh2NyeBj4qxn6dz0bByeachSGIPsh833UhT3MBNmvVzvSCvhVI7wzvIxVNTF4fbbaJycx4VdP0OSJBQphCyBPyS+WFnSQQKTGsAfttAwLp8XrpzI0PYLAJESneQoOP6R9WDtKee1VO/BFdQUwprC2rxuzFp5Ka+OvfWUrymMTPcma7m69/vcMOANkqOL0XQJKVRTr2TrU6fr9Uuso5ovJwqBEtJkZFknrMnCvFbW0NBAlzGqAVQlRCiscsugV3n/x6vYX5LFhV0/paAyhY357dlxpBXzNp9PorOUt8eNpXHSAfYWN+Xu2c/gDVjp3ngl1w94i4yEfDYc7MCkD5+ipCaZ4ppUth5pi0kNAjrdGq9l05PtsJtdx82RZEn0nJ06bjJa0ENJdSyJUaWUu+K4+q2vKHwigTFjEmmSuo6pZ4+nsDKVez56kYE5C3h17M2ENJUVu8/C6YB3f7iWI5UNqfU6eW3JDbh8sbQv9HDnbX4wxrAprxkXPfQ5qdbNnNf+awa3XUr/q0ezNO8CaoN59Gi6GvxHYfcLIotCF3XNEiDLYT5bM4qnF9cR8Fu5+nKf6K9a8h3hpHOpy3qMc86RmXLzUloFJ+Iwu/h229m8teJ26mobkpDkx+M1sTGvFUP6dmX4cPjoIwiFhGO7wyG+N78ffvhBIS72fTr02QvmJM4ZKHHOxV+A6SJoMBuqt8PSc4SwbP8sRIm8YQ2VG6Y/zwuX3YzLayctrpS46q2nClVNO55uLxyyQ6KO+xdSQpcsgQcegJgYeHVKPlm9JwAabJ5zwrhJ4oSZ3C9Ru1vcI4zR4CsXGQ5/klDNyhL33I0boVMnaNjwT9ns35v0keLeHawVkx+G6L/6iCJE+NsTEaoRIvyvYs8SqUn/bTibQIcXROuZ+O6nNzIBFi0Crxfi40VUdf9+aNnyD+xX16FkqZgFTznn16XV/VZaPyTS9kIeSB/FhAELWLn7chQpRNL3pax89ipodCk0ulisH6wR6spyGqeSnPth893idasHxM/E7jBs78/vXw+LdhiyUTxMHfmE5EAZk86VgDAYYoU4DQfBFgct7kJKO497Hpa5+TYLquTn0lfnMO25UgJFs8lOWI7TUgNYQLXjtLgJhVVCmo14RzlmuYr9hY2wGj1YTF6So0pxb38fTbsEu6UOXyCGrzaNIMZSwqJJ5+AOWOnY7ChOtQ50YdAkSRpmgx+Xz4qOeEaPs5dz08DXuH/kCzRqCNQpaLqGhC4cbnXhbKzIMGfdSIZ1mCuisTqUueJJiirHF7RQXJ3KoFZL6qOrkhCYYVDVMPGOCh4aNQUJXegCXa9PPpAJazISOvKxmlZNQVXCwkgIncq6GIyqjzqfk6ToEuo/CbquEwyrbDrYnltnTEPThStx6/TtdMregMPq4pl5k3Baaskvb8Snay9i/OBXiHeUc2P/13l1yc0MbrOQnLSdlNYm0ClzPd0br+XbbYOoqItHljRkKYzTWsvQ9vPwB42g23BY3JwSEwzV4tdj+WjNFYzt/RZPzX2AnYfSiUoOMm2agU/HTcBpKqVL9jr6t15FdvIhTHIF1735Fj/s7oMkqfRpvYa3lt1IVZ0Nt99Jg5h8qgoCVH00mD1lnVlRdC2HC/tzINyDtfs6kxCv0zahA4Oa2MBlA/OlQkDZsmDDeAiHxDhLMg9/+hCfrLsSp/Ewj99v5SpbVyQpxObCfnQ5/2GCYYm4GD9bn7gBLeylyh3D6C6f0DJ9J2Nff5uy2gRi4xRanX81NOzF1KkwatAe1Oo1dGt9BI60Rk8bxpgxErm5ACqPPZbDpZfWj0/ja0+M1frxImUXDTbdCX2/AcQE2a7ys8graUp20j684VhoMJJTkBWRZu8rFteeo/FPXYNPQtPgWBlqWRk88riF968NgSkOAjVUGM9mwRI7TbO9dO43iNPEeU/F2UKkTAdqQDWLutg/kawssUSop8EwUZ7hL4X4HqePxEeIEOE38V8SQokQIcJ/Ne4j4C3+z+0vbaiou2xyw89Gejt3BlWF8nKw2yE9/Q/uc+800a9w492weswf3NjPIBuE0VPWVWCwU+uNwiAHMRt91HqdoFiFm3F0a+j4khDM7Z6BhO4ntnEsTTt9OJy7WSxp5/26/StGaH4XXy7LYfCUmdz19j14/ab6Ma43QpIkYVzjLYL4nlD8PW2942iWtI2U6CLq3DJF29cwrM2HtEzdiISCaDgp8dQ1r9G75XpaNtjJ1KtvY9uR1jzy+YPCEDhoRtMkshN307/FdxwqbUBCjItWzWqZMvph4p2lZCfmYVXLhZBG41h9ow5YDD4qauM4WtWASncc7ZqU0CjNA1lj0C0pSPXrarqMhIRB0TlamcrcDedzoDSbQNiAjkyUpQ5vwIzF4OX8DnPpn7MUf8hMIGSi1mNDluXjw3wsPVin/plTB1nWkCVhZrW/OJuCynQKq1M5UJqJroOi6DhtLlRVI95ZjiyJ90qShiLrqFIA0BjV+XMyE/IwGfzUep1I6MTbKzCqAep8drx+KzG2aoprkgmFVUxGPzoym/I7keAsIydtF3GOSm49eyrfPzSYKGstLq+TeHsZPZuuxBc04Q1YqfVFUVkXgz+knpLhb5JdpMcewmaqw26qRZI0PO4Qkr+UjNhdJEUVE++ooGXaZiw2I5pm4Lsdg3Gaa5EIUF7jZO9r/RnVdR6JjiKMqgdFDuOtdaPV5XNwyx40TYxhMGxg9ZGheAw5vHX/DF6a+CG3j/iIUb1+5IfVtvqJGFFXLqHRu/kKgmEDLq+JRHsBUtiFHqhm4vTbCYZF3m5FlZF3fria5JhKGicfwmwMsnhrP7pkreWGgdOZMy+Ghp17gyQRKlhOq7IhZHseYfd3X1G6dAqeffNYs0bUWCoKzJv3M9eMFoBgHfjKwHMiWm8wwJQHXbyx6mEeWPAxNV2W/zRaaYqFTi9BbEdRJ95/yb/NXJHlE+eeYksW94xANZq/mkvuu4RE41YSQouonTdcmDn9EqZYIaw7PA995ol+rRHOLNEthf/Az9U2R4gQ4TcRiahGiBDhl9kzDfa8KJ622z4NDUf++/f8Bxg4EN57D/btE6+dzj+wMV8ZHHxftLgxxUHlOvFa/g23SC0Mmv83RWIffcLJdTd58fqNPHfVIyIl+FjfxbQhYjlGsBZWj4WqjeKht/0zvz3qq+sU6oO4Z/ZgFFVnT2FzspIOcvPZ0yG6PRjjoTJX9I5VLbDiYqjZRrv4IB/ftoErXn2fWq+Fz77ryJjOBiQ9LGpaVQcoJlIde3jv+kvQdKh0x/HygptZm9eDe2Y/w/BOX3JJt484UJLN8t29cFi91LhMjO6bi033I8sScdE+VMlfX6x4LGFV/AhrCou2nU1KdAmpCVXEp/kgWEdoz1vIviPHo0uKrFHmiqOkJhmn2cWwTvNIjztCtTsaj9+C1ehDA3wBCxM/eIFN+e05u/VCbhjwOonOcqJsop5VkkTnnTAy8nGXZSN1PhtHKxJpkrSPd5Zfx97ipjRJ3sd32/uz+P7ziLWVY1B0DHKIk1v6KLJOlTuKzYfa0ifnRzpnb2RfcRPumPkCA1ouRZE1Ep2lPH3JPTw//04yE/LwBMzE2ispr03gw1WXEmWtZdHWs8krziIz6SCyFMJpdWEx+PjmsTv4dmU6V/d6j9SYEiQpRChsoModwwcrL+Omga8fOwXQddhccR7DOs0DJG4e+BrzNp7P5kMNSY2uIBAyEmOrFnWNGMFXhKpIdMlayfqDndF1me6NVyBpQR65+CWqXHbKahO4aeA0zntuPm6fHU/AUl//KqEo4DL3pm9fP/t2X4Cu64TCCmmxxVw3KZlHRnZmdNd8DIoY9wGtlnJR14+p8Ti457xnQfOi6zIvX3kTvR9bTpVbOCE1TKpBNdtRFTM3vPkC89eIiOH6QwEuOjb04QDFCyaihgN4Aw5ibRXk7u3BkA7baNPmfPbsCpCTvIXhA5OB08x2ZY0REV8kCFQKcRjTBio3cnH8FVw4MYQUlYPU7tPTX3PpI8TyK5BleP11YfgUEwOPPp0I0V9D2UqKlr+JpIdplrKbWl80Tn8tHP3y36fyWpKgwfm/av+/iXAAdv5TuIE3vgGST9uI609H12HpUpFBc+65kZTjCBH+vxMRqhEiRPhl9k0TgkgLwr6p/zVCFaBnT7H8IloQ6g6CJUVECv+VkAd+GA51hyBYJdZPPfe3idTavbDyMtHOpcn1kDPpV72t/dndWL9PB11DKr9JRFsSzjr9yke/EkZTplg4OlekGca0EX1ef45AtTBdsjaErQ9C6Q/YbYOQlfsxKXV45Sg8qTdyuO2dzF3SkMwsiSGZdyMdnimiXN4C0PxIkkpqTCEL7hmCL2RhT0lbAknDMdWuhroDoh6rxd2wdBCgI0sSsY4a7rjgE2RzLEdLo2iTvg1F1thV2JxQWCXBWUG1y0Ll4f3071FD2JCIT8qG4E6RKnncWkdG0yGkGZi18koOlmfzxh0v0iI4F0I+JH8lpbXxbDrUgYyEfMpq4+jWJBeb0YMk6ZzXYSFGNYzJUIk/lExIU9h6uBUVdfFszm9LrL2CpTsHMKb3+6THFaKjo+sKobDEt9vOJjmqmI6ZG+vTfgPYjEHMxmhqfdE0SdrLJ2tGk5vXiW5N1mJWq9HR0HQrMt76lOH6MmK/mUte/phPJ1yIpsuoSojmqbv5auIwDpVnEggplLoSGdZxLiM6zcUfMjLy+Tl8uvYiwpqM2+8AHZxWF1HWWiQ0AkEjNpOLez9+hvVH+qFoLs5tu4iMBNGqRpX91PmdjOk9k0DIhCJ5WbWvG7ou0b3JXFQ5TGlNPJ6AlSvO+oDNs9tTUpPCrJWXM6b3O5jtdqxyBaCCHmLGDWOZv3kIRkOQVpmHQTWTmljHh3ffjeQr5ON1l1LjiSbaWkVYkzi/wzcUVaews6QzlZUSW7eb0EIyFoOHQMiEJGn4/EbapG8hrMkYFPGNK7LG0xNXCLfrUB1oEiWuNBw2P/1aruSL3GGMGAFXPX4TuIewo6grM5eakXUPOWnbGdfvLQLzdhDWLkExqhi1UsKajM1UR7krnqQ4P1LDkcz6QKP6myuIlTZhsSpQ9g4k9Dj1GjLFCUMzY7SYLPKV1F+PX0LYi2yMhdqd4h7zJ7jqnnUWLFt20i9qwlC7j1TLJp6//HYCIROxtkqsVqMwVPodrFsHd90l2sq88go0/T2HfWAGHHhbRHxzb4JBK351G68/wrx5cMcdEAzC9OmwfLnIqIkQIcL/TyJCNUKEvyPl64QoSuoj2pWcSZzNoGpT/eucM7uvP5uwv949d5eI+vX+QvQzPBnPUWFwYm8IHgMkD4Aur/22/eydJqItxijYPx2yx/37ljr1SLIEKJDU95dXVO3CQMVfIcT06qtF+CnnvlNr6o7hr4Rl5wqxqgXqI8QKjtq5PHrncCa/3BejQ+XV2Q148lWw2UQ6Y92913Bx8lf19bEGkAzoWgCrUaSsRllribUtxXjoe8i5F1pOAtkE6CK6Kqug68jmeGJG7uSRy3WYlwOufZTWxNMqfTs9m65g0dZzyUg4RO+m33HwqJ0LXv+GFgmreXL0XaTFyKhKGCQjZF9PsHIvdzx7EbkHOvPatbeRaVpNeQVoISMxNpm7Zj/Hyj298AbMlNfFsenJ9mTEH8Ji8KHaEwh7i5DQSIkqpsoTxeA2i5m/eQiypOPxW5HQsRlrAJ3CqjT8QROzc68n92APPr5hgBhP/USMN9ZegSrDtf3epXeLH5g480V2HM3BE7BjMVaiaX40XUaRw/UGThImQ4Cre8/AFzRhMXrrnYV1bpkxjWW7+qHKYT6+7cJ6kylhGDXrlivYWdCcpKhSjlakc7iiAT2ariLBWYaOhDtg4+WFt/Hjrp5Ikp8aTyIzV1xB18a5x918G8UdxGQIAjD50yl8tPpSZElnXL/p3H3esyREleMtt7Apvz0gUqeRNPIrG/PGis955Zw2qPiQAKvZy7BOX6NIGropEfwB9JCLkqo0XlryGh+vv4qwHORoVTQ39JvK1X1moioS3+wey5ur7icuTqKsTCWgWUDXyCvJpHHSfgqq02gQdxSjGkCSZGRrGrjz6o2DZEAmwV5Enc+BW85mwgR4/nmALLBnsW4+REeHsEnFTL/uBhIc5ahKiP2LptOsRxcaxJWx9XALdhU0Jal5R/peex2gYz86A7tptRBbwTrI/+SnQjVlEOQ1BddeIQyPTSTFdhTGaP5yYfh2ujpyEK1hjnwBsZ2FIdpvqVs8MFOYSHmOIBmc5GQVU6r1RE0bgCWrGSQP+vXbOolbbxUtZUIhmDQJvvjid2zEXy5mYVS76EUbcgFnXqhu3Cjqg+PjweWCwsLfKbQjRIjwtyAiVCNE+LtxYCZsf1S8ju0EPT88s6YNXd8SDetlEzS+7szt50xQteWESPWXQ+F8aHLjqevYGomIozsfDHbxd/k39uizJAO6eGBTLGdm8sCWAZpPmCFJsnD0Va2w8x+Qfc1Pz4GyFeApEoI5WCuEKzoSOhf3XEizvkO48EIRVTly5IQT6sa8Flw8+iPY/zYceBe0IPnl6aRGF2BUA0J8yVDtimL1J3kkjTTTsaP4+MS0g5rtgCR6Qx6dC5sniV6VCKdcq8HL4xdNplNmLgNaLyPRWcrkhQ+zLz8Ov6sF3oCZoupkkqJKmbftYhqVltMudRNPXriBe4Y8hSyF0DWNapcZb8BCiSuJgsoG6ECVJ4awpjLh/Rf5cuJIdF1G9x5BBnQZdF3UiQKc23YBewdN5Yc9vbmo6ye0abSTsCbxxnfXkeAoZ2zPaSRYDqDK4VM6OYXCMk5zLZomag0zEw7yxnXjuHzabHxBM4GQSLc1G7zU+eykxBRT5ooj1l7NqC5f4Pbb2F+cTaP4fMpdcSzf3Yfi6iRsZjcfrLySthl3H09jjrZW073JGkAmwVFOywa7iHVUoOkymq6gyhrtMzfyydpLqPU68QYsNIrPF4da33XK5bPz1YaBdGu8lnkbh2ExepCAOetHcdfQZ0GClxbezrfbBtG3xVK8ATOL9l3HC0ufIStmExXdbcTa3BjUMBJgstqFM3eoDoI+0EIcrUxjQ9FgVL2O7MwA2/YlMKrbPNw+KwYDXNHnc5zd7+eVZ8q4qPMinFEyM+b3Itpajdtv4ePcq8gryWRsnxmYDQHWbU8hI6UK2ZhGnGEPktGJLFswyTq33tuYwYP9sOtV8ByBJjfSrXMDPrpxFJ0zlmFSAsKRGUhwlMLBXSBbaZN9lDbdM+GsO0Ut9tKzCXsqkNxFx02xqN154vrRdVHycOQLSOwH3d4Hc9yJGtO0YaKmvC4PUoeIe8e/4j4s0vU1v+hjbHQKV+9DH4r3Nbrkl6Ow+bPr67UVCLqQLakkZ7WFNrf9/Ht+BccmMf4QWWOgaKH4DjIuB1ummEir3i5astj+qGnA6Tn/fPj4YyFSW7SAzJ/3pooQIcL/AyJCNUKEvxuF80TtmGqDirUQ9ol6wjOFKQ5y7jlz2z+TWBuIsQpUip/WBrDrefGQ3XicSAdWTCLSWr5GiNbfk77X7HYRtaw7BM1u+3Mcg3UN8maIetmMy6ByoxDBtobgyqtvTRMSx/yvT50htxCwvmKxmFOF66eui4dr90HMyfW70UVbn0AAeuWs49ohFeDsC6EaXB4zS7YPZuPB9lzX7y2sZj92Yw2+oJUjFWk8981tFH8hUgltUpEQ6sj4EoYjtXgS09KOIm3X60FSrMTYq6lwxeL3mxjWcS52s6gHTYkuRNN0dhc256KXPqFfzlIOlmexvbALJtVD7mPzibG6kNBwWFz1H1Liya/uY1CXvTw44SA3PtMHp78Kj9+EL2jGbPAT0hRUPQxSfYmppCNLGmFdRdPgjiEvMuHcFwnrMqGwSlltHEPafUPX7PUAXN9vOoGQIrLAdQlNk3D7bdjwoiOjyH4UWcNpqWNYh7nkl6ZT63Gyr7gJOtC24TaQjQR1J0VVVpKji4iy1BJjrSSoqdT57YTDBvwhM5pXITWmEE2T6kWmhCJr9aJVfG5N91BR68AbdPD9jn7oyNR6bfUCWiWsSyQ5i44LEU2HrYfbce9H/yDWXkW3xqv5dtvZIMGgVt+ybFcfYu1lPHvlJCac8yJr87qSnZTHxdO+xuVRadbmKEHNzO7CFrRssANFlqhyjOalz8/n/l6jMCgiUtsuPZd/Dh3OhA9eYXTr+RwuuIvNBb3o3/RL4mKBpPO4ooeXS+y9kYNluP02io/cx7zN52NWfVze5zP6Z38FQIUrllveeYnXx40nxlIGFivvrRqH3Rzg6v6fcF70JbA1CYoWARKULqNFm8fJbrUPxR9GOskxSlwWupjg6fwuNKqv/67ez/xVLZn4zmRkzc0b195Er+aroWL9iWuoYh3sfVXcHw7NhPiup9aMSxJ68iB+/HEQdftgwABh7vbpp1BSAhddBCmGovqexDFiosydL2rht00Rx5X3NmReKSaa7Kexz43vLlrMmOp7caYNgeYTf83d4xeZOhXuvltMUj399O/ciDUVBi4X2R2KUdxIcm+Bku8ACTq9CikD/vCx/isdOogWPkePit6tht84pxghQoS/FxGhGiHC342UwaJWMVgt0s/OdOrv3xlrKvSYJSJ7se2heCkcmSP+VrZS9CMFUbua8vvS6AAhTFs//Nvfp+viwc6VJ+piT05LLpgHOx4XEZyS76HtEyK64q8Aa7po26MFoNmEn263agt4S8T6YY84V1S72JZihkYX0zxTmLbMnAnDh8O1A2aT4XoYtUaH1e0g/UJK1uXSKTMXh7maVft60qv5anaVdWfBtlF8umIQzoQEfD5w1+nYfmwHgTKRDXj0ff45owPjz3dQW1ZOOBjHpsMd6d1yHdG2CuId5YCOJMmga4zr/wFvLruebfkt2VnQEknS8WnRxKXEcH//OzDJXmRZJ8ZWjY5OaU0SNW4nOwra0SOlF4OuHMj2ZmPw75/D7e+/wOe5oyioTCU1thCob3dar+XtFj/VdU7iHJWUu2IprG5Ak6R91PocHCzPomPG+lOG0qCE8QeN+IIWJEln1qor8YZiuKHfVEyqX3QPMrppn7GBcW+/TY0nijqfnf6tlvD+jWNRjDYsbW7i4I9f0CDuCJKkEwypLNwymOykQwztMI9ZKy/DqPhZsn0AY/u8SyBkwmZ2YTd5QAJfwISqhNh4sB0jX/iSGFsFFXUJGNUATZL2Iuk6YU3BoIR55pt7Gd3tSywGL4GQieyk/XTKyiUj4SC3nzOVPjnLqPNZmbXySt794Vqeu3wi0VYXI56fi9tvxaAG+WrSVawMTqNg41Hsxmqc8eXIqgVfEGbONlBddpjy2iQSnCUYlBBG1Uf7jA0sfaAfqsFIt8ylvPrDZFymLuxaZGTJrvN4Z+IT9IzZj4SERXbTPWcLK/OHkVfQiMumfs7lHV9k/OAXWbpzAOV1CUx475+kRhfRJHkv57RdRIWHKoo5AAAgAElEQVQrjoXr2jO4y3YsLAZDFJo5CX9tDUWF8WQZZNCd6IHK49/diekbWUzqVG0Rv7Vn8eDsu1CkAGFd4eHPHmXpg2eLzIhwAKo2w55XoG6/eLsx/qR+qCd49VV44QXxumdP6NhR/FvX4bPPYPnS9sgxrYUBkyUZUofCnpfEG7Qw+Iog7z0oXAhnr/ypU2zL+4VTb6BGtJaxNRJtu0J1kHmFEMC/g65d4YcfftdbT0WShEgFkfpbtEgcU8gFhz44I0IVIDVVLP9xtLAo7ajZDplXQ/yf2+4nQoQIPyUiVCNE+LuRNVbUjforRT1lpFfbLxPbXiwA+94QkUXZLFLv/pQcuD9AwVzYeKeISuyfLiIUx1IIvYUnojHBWhFx6TFLRFiS+v1yap0tQzgIaz5EuK1GPKgboqDdP0RK4+4XuPqc57j66r7iPavmg1cWgrZyA7R5DGeUSmVlFBlJJYSxs6VRHgOvU0g5DIsvhcpKGDsWEuN8EKg8bn+kSBpjujzD9KWP0DxqIYGQkce/uIfr9WWM6/4kur+svj+paCljVGqItlTRvIkH1WjG788hIUHFEDxMx4xcMMUg6dVIigWCNSRFlxAImah0x3PzI9153BDmkphdGK0+3rxhPNlJB3hnxS1c3u1NmqXuPz4sdX4r5//za5KiS2iWspv4lGiSe1zFw9OPUlVai9tvYdUjnY+fEjqinasvaMPls7OntD2vr3uJm25WmLHcRZesNXRtvBZZ0lmyfSAun4Pk6GJcPgdvj7seh6UO1EbEVrzGXd8/w8QBD5ERf4hQ2EDT5H1kJuYzru90lu/qjS9oYWdBSybNfpKnLpmMzeg5fhBltYmUueK4dvrbXNf3Tcb2eY9qbwy3zXiBOp8dVQmj6TIGNUDz1F24vHbMqheT6scXNDN5xBM4LTWocogLu35KaU0S/5j7APGOUtJiC1izvxsevxWbyU1BVRqb9qQzbuBAvEkBgkoCDukw/rCJt767jEkf/hNNU2idvpERneYSZyurj1aDLPkh7KdDw9W8ddUI3lkziXlbplBSAgW7d+PrZMJsCKEQRDGY0HWdsKaSkAhzNl2Gjs6tg6axMCuX3AOdOFiaSUbCQZok76Vr4yq8AQtKIICuhCDsJVBXyY97BzPh4fa8/eRrdM/8Bkm1Q/kqqDvAorWtePSzySTFe5iasJE074Piemh6G3ENb2T//iC6AvHxBRDfDTq/Jmq/q9aD68R5Q6Acd9QQ5n4ojHuGDhUOvQsXioiexSKEnySJfzscUFAAdV4jzp6fgPcomBJF5kvG5VD4jaiNVyzCgChYJWrClcRTr2NZhYRe8MNI2PmUEEp6EJBFz+fev1BcqoVEVNgYDVH/AW8B1S4yVtz5olY9tuOZ3+d/mkOzYdcz9ZOHS2HQyl/tRRAhQoTfR0SoRojwd0OSIOHfWd3+yYT9wkzEmi4efP6uNBsvWk2E6qDpbX+9yK/cJMSoKV5EIbyFYKhPPW4wAg5+IKIuCb0guo14cP01s/jWVOE8vO1R8RAMEHaLqNDeqaInrmyAjRPh3I3i78lni/TnYI2oR152Pg5zCN0p4Q8YMDS7lsHnCVtWRYHLLoOMDBg5uAC2TSW/vBHJ0YcxKiFcfjvfbDqHMm8Ub3z1DMVVMWi6EXMjCUmfgnQ81iUjeqVKXNvnLaYsfpeAT+WGcQHGtbuRzbm1NIjNRw7X1xDaMtGCXjRdw2jw0zknn8MrMvnh7blccs06QEHBxwMXvwv+Eo71YQVAMjLzh8u5bfBUOmatBx38IRNy6et0HxOPFKwlSjmE8aT/FettrnBaa5Bkld2ei5g7bQ43PdiNPXsmIkshbhk0jTuHPI/F6MEXNFNUnUJSVClWoxuQ0PzV5Jcm09CxA4fZjY6E1VRLk2QXihKmbaNtrHioJwWV6azL68SaA93xhcxUumOJs1eyp6gJg574lqLaVFKiihnT+31cPjvx9jIu7fExjeLyyUnbwS0zXmHJ9sHHI7oWgxeHpY6kqGLMhgD7ipsQ7ziIImnEOcpJiS6ioCqNN5eO44mLHkBVQuSXN8Ltt7PhYBuuCH6BVfWCPQ7CSWw90o8pcx4mI+EQ/qCR1xZfz6W95taP0Ik2PAIdXQuwbkdDasurkDQLH665iq6NN5AUX0fI52Fgsy/wDQrz2NzHCPgdmBwxKEYHsgzPXXYHD372BN/v7MdHqy/lyrNmEWOtQZHDqHKAiro4Ym3VGGU/fZsu4PHzr2X61+/T/d2Bx48gGITbJ2nIcpCiQgNPvFjGq7dYxeRU/iyeeX48jz9uJCYGHnlkAKQOQHcX8uU3UewuGs/IVtNonrrn+PauuQbWbRC3jO3b4b5JYS4/bw/PvxpPZW0iffvCmDGwejXU1gox63AgRJut0YmhiWkDg36EkmWw+X4I1ULKEDD9jBFR8WLhvm2MFZNUhmiQJajIPXU9LXhqbX3uTWIfICanGl5w+u3/WUgynPUpHPkczEnoDUYyexasWgUXXAD9/zPda84snsOiJOPY5GGgMiJUI0Q4w0SEaoQIEX6ZkBd+HCXakChWMYtvz/irj+r3kToY4laLul7rqbljHg8cOiTEl/VPKDH9VTQYBoc/EbWdUS3AfpIziCUZBn4vXHtN8b9dVDe7TbTS2P28MHNBEmm/WkiIY1069cE280pwNBZieeOdYIrDIrmwNOgAXV+noWKDbY8SLNvCM6/cwIJNg0l0ltLfPxSnnEdYS2Dc22/TsWEuM1deTVF1KmaDnyhrORLR2E01PPd6Flc8rCEr9QYxpkTwHgFd58o+n3JWdy/BrIk0SS+gaOlWvsy9kbMafYImy0LS1h0ELYAsQay9kh82NUbSvIzodCyyFBamLoYo8JeeMhxeZ3825bfjgRH/oMbjJCMhH0nSOFiaTYZhParpp6mdx1AkiI63c1ufh/GXBNi3dwUxtgq8fgvr8rqw9XBrZq4YW1+zKfPQiEeZOOtZbhr4BinRJTz91UTuH/YELp+VNIMfgyoEdJU7CrvZg93sJqfBLh749Al6NFmFJGkUVqViNvh4/IsHibLVoCEjS2FUJUTTlP3IaFzSbTZmox+DEmLyiKcorUlh+9FW/OPrSQxt9w3tG22gYbxIf3ZYaimoSiM7MQ9VDjFnwii+2jiMRGcpDePzCWsSMbZqoqzVFFWnQri+FrguD2LaYsi8gJwGOzlc3hBNl8hJ24VVLicYkvEEHIQ1BadZiG9JggMlGSzaMgCDEsDtt7N8Rw9umvk+rRtsYFyvl3H7bQxpPQeXL5otRb25pu8MmsRv4d0ll9E+YyN7ippiN7tRVVizvxvN0/ZRVRdHpceI3ViFpiPMsnSJHllLqcnROTnZF8TfUUwggWZKrq+hhkpjfx67cysjW72OGp1JcsJ4wMRXixK4c8ZktLDOh0v78MODvYm21aCjkLvGQ0y0B1+dixULgtB3ChenrGTYAwY2W9+nc2cJQ95L5L6TSUHUJJrlWH/+kjXGQPpISOwj3NvtmT9/fVsbCrEbrBYlCv4yQBdtqQrmQco5sP42KFogzMy6zxQp/8VLhLgNuSH/4zMvVEH0bG16MwBLFsNDD4mPtXgxLFgA2dln/hDOKBmXibZEgUox7qerK44QIcKfSkSoRogQ4Zep3ipEqsEBvjJRh9Tkhr/6qH4/p5kBr6qCYcOgtBTi4uDrr8XPP0Tx98Kd2ZQIHV/8iTAGILYD9F8i0gBj2v7UbVg2iNTAkwxifjWSDK0eEN9XzQ4RCbBnQ5dpwswl5IF2T560viRac+ga7HoOvEXid7FtxYP1/rfgwAy0kJF7+t1GXvkPxKp7CPl96I5YDEoQGY27PnyesKZgMgRJjz1MSXUyHTPX0z/ne7Yc7chHuddwWa8vhViO7QAlNfVOxgqZpgVQuBjs4xn/5sNsyGvJpMEJxNkr0QCvFoVVKUMGFCnEwyMfpH3GJhKjKk58Di0gjLOO9ZJBBtXJlG/fZtEOidFdvqBF6i5sRjdhXSXGVokiBzgR3f2ZsfRXQqgGEzCi46cs39WHh0ZNYUi7+ewrbkwwrJIaXURFXSzXvPkOnoCVuRuGk+gso8YTzX3DniDOXoGqBo9v1qgGqXJHE2cvRwf6tljGlxuGM6TdfOwmN0u2D6RZyi4eHf0wmi4zZc5kLCYfZoMPgBg1QDisUOGOISdtBw+NmsKFL3/G5+suYO76YXTI3MSMG8YQ7yinQUwBlXUxFFankhZzlMSoMsb0noHXb8GkBriwxzw+XjkKgxTkpoGvH/vgYEymqtzL6Hs68M3Evvxj7r04zHU8OPJxQKfG66SkOpk6v40Wabsx4yMYUpiTOwpNk2gQewQJnWape7mu/wc8PHsCw9t+hD9oxGzwMnH42xB4hmN1pA+MEOekQQ5y84zXSIktZGSXr1BkDaNB5+I3vqFfs4XcOXgKVkMNYUVHjm/HmNGnCr3p04VBWG0tdOkCk1/oAvqTIMm8+f5gHh/SG5vJDWhUrJFI6HUXu7a50TSJOEcFtd4oitytiU4oRJLCDO+9hXnLRGR0TJenoWgRkiUVK9X0SHoP1n8PYT9O/Uec0WaQ7zt+LJ+8toHF8yu549EW5HRocOIgTbE/uR/l5sIbb0DjxjBxIhgTz4IOz4ua+ug2sHWymDAMeepTe2PrRWmcqMEt+BoaXQpRLcV1jwyJvX7mJnHmKCoSbWTi4oRDb0nJXyRUwwHIe1PcY7OuAWeT378te6ZI9w1Wiwj4X52REyHC/wCS/nsegP4DdOrUSV+/fv2/XzFChAhnFk8hLB0kUkclFbq+Lfq3/j/im29gwgSIioLqavjnP2HUqD+wQS0E81uL12GfaF/Redq/f1/hQtj6oHj47PKaiAyuvgpqdkP2WGj5wG9/OPKViu2qDkgbesL85Jdw5wtHUnMyZF8n3rPzWdg3Fc0QS8kRF1e+uwBPKIYl9w/GqtZQVRWmx0NLibMWck3fmRRXRPHF+gsZ2WUeIzt+hMXoRZLhhSVTuPWKnTRuDBz+DGQj5YUVlNTE0yxlj+ifamlAr0e+o6LKSJS5lHF9X8Nqk9hd0oYHh9wJaEj17W5OGQ7FKWp8tUC9uKwCcyKkDGTYQ0+zd2ct8fZinrjofs5qtopQWEGWdQxK6KSNHFe4J/3KKGp864WsrkMwrCBLOoqsEQyrXPjSp+wqbIHV6MGgBth5tAUmQ5D/Y++846Mo1zZ8zcz2kk0nhRI6oXcIHWkqxQIigmBDPXaPKKjHrseGHcWGKBYUUCwURUUp0psgSOgQkpBetteZ7493SQigYjt6zrfX77ea3Z15Z3Z2Zpn7fZ7nfnxBM2d3+JzZV19FnMVZ0x5H02BVbh+WbB3OvRc+jM3kRdUkvt45hC0HO7L0++FIUoSnL52KTo5gMXj5sTCbG958iYdG38fVg95gwYYLmPXttewuyKZHs/W8ftVV9H5oHZ6AhcLKTKxGN42S83jnuonodSGSbWUk2SuQJAiFdcxdewn9s1ehU8I4zC5KzeOwOxeSElcm9jG6n26/jblrJxBvKWd090/QyWFKnSks3jaC4upkFm0dRe6xVrTKPEC5K4H7L7yfXs3XsK+oBV/uGMyWQ93Iq2gIyAzv8iVzV48hFNbRpv4ulk4dgcMegYj7lNOwxHAhkvMHUiyi5Y6Knq8qnqVhfC6tzAuQ/MdEmrolA3rNhaSucOhd8tZ8zKC7XsYcn4TTpXDzzUL0eb0iJXj50nK6lHXHGXAQb64itdMIjL1eIPerjxk7ORtf2EKnxjuZ+9w6dKWfQ1xz1Kwr2fDea9hsMu3S14GsRGvcZeHEu+c5MZkXrIbMkdD1edA07piwiBcWDEVVZaxGD2u/89QVqyfgdEJODgQCQuTddhvcdGInmkgQVl8Azn0iypozR7i/rzpf7E/YD52fgoZjRGpq/iIxyZRxdm1bnZqx/GLi0ZJ56nt/AKWlMGaMqNXt2hXefhsMZ/DT84ez+2lR7gDid3XoujP7DYwRI8Z/DEmStmia1vW078WEaowYMX6Ryh1Q+LmIgP0ed9y/ExVboHQdpOTwY1EXzj9f3MTq9cKxs3373zG2GoIlbUVNadgL6UOh+6s/v46mwpLWgCKMkFL7ixn8A29Ee6G6YcDS3xcR+D34imHteHAfJNxwIjvVf5FR30Cq+g3sfgoS2pPn64f9x0nYjE5UVcFPCnH121BdsBevO0iqvZgqXyJlTd+kVe9uqJ/nMG/VWcxZfj6HShvTOet73r3hUhRZ5etd53Lju7Pw+0KEwxJ6XZhRXRbx9IQ7CEfAqAuepNllkfJoTBTixZgooqAtb4bUgXz+9mpuenw4vqCBDQ92Jz3+GLKiRetlT/538MTXlOjf2inLaRpEVAlF1iiqTmbX0fa0ztxFIGLiqcW3MfPrGzHpA8y4/GYu7zsbWVaRT9jn/Io0THo/SbaqmhY6AAeKG9Hv4e8w6oJYjG4+uOliMhxFvLlqEs8smYLJGGTf081pePPRaK/WQlw+O29eewX14oq598OHMRt8HClryA/5Xbjngge4vM+bxFuqMOhF6vSGQwOx6Eow6QNEIgpJcVWkjP0SvugBmr/m8wF4/BbK3Ck898VtDO+8jN4tvmXEk4vo0PB7ZElDQ+WbXUOoVpuTaCmjZdJ3TJ8wlUhEIdFaTrs7d5FoK8ftt5FkK6ewKgNJkvEFTUwffzvnd/sMu9F56jnX4iZRp328zhoZLA3JzW/EW9+MYcqwR0h0eIgoiezwXIWjWV+aFwynoCKDAQ99icHqwBO0cfv4ZUhShCnPno8kSUyaBNf3e5AGobcxx8VhHvSeMBwq20Dll9dzrDyBFg2L0Q1aDJVbxfWcfi5smwJFX0JcK1H3WfSVqD9tMFpcA/teEWKo91zR5urHJ2l/9lB25bdBr4SJqArjB69kzrLT/4YWFkK/fhAXJybMLr4YHnvspIXCPvHbZW1Y6xJ++H348QkRNTQkQc/XIbXfabcBiMnH1ReI6yOxC+S8/aeIt1BIGK6lpAjzqb+Ejf8QEWd9nKi/H7YpVlcaI8bfjJ8Tqn/VT0eMGDH+m0hoD22m/e+I1OrdsGa8cHBcM57Wmbm89RZMngxvvPE7RSqIlN3Oz4gUvbhWIhJ6RiiIqJ0GZetgz4uiD2owWi9Y8BnsekLcaP6nMdcTacoj9qLT6eiY34qEzb2IbLwB3Psgbz4Nfc/isAWQFQWDXsNhDSC1uw9LZidS7cWEVQVFCtGybBzkf8or397Iyh864fbbaVLvIJsPCadXDRjUZilL/5nDpf0+AhRsRhdLtg2n2JeNyaAiScqp+ygZRFQJWdQj6u2w/3VYM5ZzWszmkymjsRldxJmrkWQtqjtPnaxVUYioUOZKpMJjF5kEivW0hyWs6sktbIGmKfRqsQaHpQpf0MAXO84lM6mMBGslVe440RP1pGB4/cQiku1VSCeIVA1w++OwGHw4LFVcM/A1UuPKUJQI1w6axeoHBjC2xzy2HO7G5LM/xhO0crCkKQZdkHqOEto32sm8m8by2MV3k5FwjDaZ2wiHJEx6v6gfjW4jyXKE3QXZmPQ+bGYXvoABvu4Pmh9NEz1Ya756o48EawXN6ufTpE09nJ54ruj3JrcPf5o7Rkzn6oGzeX7SzWRadmA3lIKkEInocFiqsZh8dGj0PVXeBCKqjkFtvkaRIzi9ViKqhMXgRlNV1NPejughVE1Ek9A00DQV1ZvPkXwjy7b1oaAijWqPjYi3lEzfqzQ8cDZaxEem4yAPjbmXRIeXc9p+zIS2d3Fk536MiodIBD76UMPW5CwSh7yAedT6WlfcpG4kdL+e1v16oev/Phx4HW3rFIKbplH97U3Q41UY/qOYMEroANm3Q8OLQJLRsqcSHLIThm2o7cWct4AGiflIEoQjemRJo/9g+6kfM+SESJD0dBg3TojUpCTxe3QKOjOk9qnbyqrRxcKMzVJfnEi7nxGve/Lg6MeidONECj4DbzQaXb5JlHf8Cej1UK/eXyhSAZpdIz5nyCm+qzMVqWpITM4e+0pMIsaIEeMvIVajGiNGjP9/uPaJmw9TikjVc+2lV69W9Or1B24jc7h4nCmSDN1fgR33icigc69Iy3MHRFpfUneRwqZpor3F4JX/+RqpYCVs/xccnkuZvz4Bdz5WowfFnoXdWAXGRGRjgjBx0lTRSmP9ZRha3w2+3Siu/ZgMblAcsPdlzm5SzfBmIYJhA9fMegWbyU1qXDFo8Mrya3h66e14Qwmomso/hr3FkNZLSDCXg6m+MJ8qW0u130LE0ZtEz8eg+iCiQv2R0GoKFH8tbtqNyRDxYEjIJhA24g1aMeoD0bTfkxxrJR0+vwGXL4kF68cwa8VkPr5tDE3STz85IBPh7VUTKXKm8cyE23FYq2mccpQmqQcpdydR4U7igm4fE1ZlFBmQVH72W9OgWb19/Ou8R6j2xjG0/VdYDF4MugCyBJGIxLWDXuOFjW/x9EOHaVzvHpZv7cz5nebRvuEPAJgMITISCklzFPLkJVOxGZ3EWZy129XAovfw6Kd3MSB7JVaTm8v7zMbtCmDSK+SV10eWNNwBG60zfkRDwm7xcN3Qt3F7TdjiSunZbENUPELTege58rXZFFWlIUkaiWYj9ZOLQAtzuLQR53f9hMv6ziHeUkVO87X0abWaxVtHck7Hz2nfYAc/5mfTten3yHoTWsSHpmkUOFvgW7eCZokqXr8VJAiG9CRYq9GiG548ZyH/GvsyPdI+IKyZ0CshRIxc45I+n3DJ1LGw+XZCcgr1HMUoUhhNA73kxHHgNiipEIY4agA180K++VZCqtjCwPYbkJO7Q+l3lFVaKC3TYdCv58N8uOoq8ylfWWEhjL/IxZEDLiYN+pwHnmvHqh+7c/ed83AoR+jdfA3l7iQG9yniyjtOmuzb84J4KGaknDk88khnpk4Vhm66M71Dk2Qw1xfCVNLEZ/IWwooRIjtDNkD/T4VZGgiDprBLOIojgeewiKyGqkS5wZ+QCvyXkdgZhq0TE1fmX9F8devt4ncWDRpP+m19smPEiPG7+R/6NYoRI0aMMyQ5J5pO6xL/T875q/dIkNpXOP32eldETsJOMCZB+weF+ZCsF/vrPRp18v0Ps/1uKFyCFvFhVQ8CCt8f7Ymnqlq0LWr/CJy1DDo9JWrnjMniprdwEfT9CMnWWESZFTOY03DY/Th9DvRKiBFdv+LDR2YQRhhKzfzqRiwGLyZHIsN65nJJ389o0FCHxSRBk0ngPsCc9TfS9c51dL/uaZbsHCMin6hQuBQOzhaC2V8E1Tsh7KZFZiFXDXiDGV/eRLk7mSBJ+MPGul5V7f7NxkO9+XDjaOZtuJhydxJf/jBY1Pg62tQ5HJoGhVX1ufO86bww6ZYaMWjS+7l6wGtUuhNpVm8/9RxFyJIQV6r6y+rDYvQzqe873DjsJZqk7sNq9KJXIkiSSoK1kmRbGY+ffTbSlhu4bPBS3r52Ihd2r+2pqQFGfZA+LdeiyBGS7JV1xLGmwYrdA3H6HHy3ty/z149jy5Fu+EMmVE2iQWI+Ll8ca/bkIMmgk1UkTWX51naUVSiUu+PJSjmIUR/CYvTh8llw+uJQlAi+oIX88kyOVLamyhNHvLkKoy5AnLma/q3F5MqgNst5/rJbGdb+S4z6ACZDBJ2igWxg5saXSL/Vw4VPzcWuFOAPmoioOj7cMJpznvycwso0dIpGtdeB3aGnQ79sNEmPXvajagrhiBF/yMTnB25E3TYVQk70/n1ccc4K2rQO0a4dfHDb9SQnhUXUrPQ7CFZQseFFXpqTxbUv/5v75t4Ch96BBhfhdQewmjx8vWc0b711+u9rzhw4fMBDgrWCud8O5uDSp7jxRqgIZJFb2o0G2Y3ZeaQlz31wkkiNBCD3eXFuRfyQ+xwgUn/PSKRGgmIiZtMN0OZOaHSRiCC2fxCqtosxDQ7xW1GxtXa91AHit0SfIOrQ8z6EtZfC513hm6EiJfh/CX1ctBb3V0zsFX8jfsMUs4iqxogR4y8hFlGNESPG/z9MKXDWVyJqGddC3Mj8nTClCKOUQ28Lp8+GY4V7cMUWIa4bjROtZv7T+Aqj5jUNUAMlzN98Oa+smsZVFx9i6uUNwGAXNblH3hXRVM9hUbOXOkBEQM/eAkc+EOI1pS+J3gsxm6uIaHpueeEadPFN+Pjj2ZR9+U8SbFVsONCLlFSZNu10JCZIoMiEAnF8vbknxkovLy8ejVHnQzZYefSzexjedr7Yz2A15M0DxSZ6/wadEKgCNcy9FzyK05fAwdImTJw9mwHNPuHOEQ+gV1Q0oHDNG9z43gpCXhe+oAmDLkTrjFxx0+/cCyhoRETCsASZiflomgSE69SfjunxESM7L8KoD0ZNiWT8YQN5pQ1olbmvpib1eJqtLIn76ONNViRJQ0IE0wEOFDcm1VFCmTuFwsp0zmqzUrQvDZSLWmg1VCeT2RMwcmG3j/AFLShybepiMKKn0u2gceoBZFmlzJVEOKKjxJmCL2Ch0p3A4bIspn3wOF9MPRc00ckookq0ztzF5oNdsZtd9G6xnmeW/JMIEtcPfoV/nfcI9374COXuRAJhAy1v2UDT1H34QlZkSWN833kMGt0VU9588OUBoEkayXGVpDg8IpKHTH3dcoLesdww+jniLVVUe+Nx+W0s3zWISk8iG/b3YHSPRex5cSC5BY05ukqme/MqnPaRHPWbcB3dwoYjw0D1480KY0toDsFyEge8y+pxdij8GPZXgbMatKCYOJF0eL1gMwexGNws29KHR5ID0OJ6Xn+hNz9sD7KjoCujRiHEoSSLYw4cOiRMmkDU8spSBJslEtVEMuhsYLWJrP6TkfXic/uPiefWBr/uetz/GuydIfan+Bvo9b4o05BkIX6D5aKdjameMJo6js4E9hbgyxdnmz4Oir8Vk03uA2Kip/Glv25f/tdIPxvyo5M/Wb8iMw2H0QgAACAASURBVCZGjBh/KDGhGiNGjP+f6OPq3rz9CWzaBLNeC9KquY8bbnX8OtfLpG7icZy0s2DIalFrZfuLGhJam0HhF0iSRLDZg5Tsvo2FUyeRnboFvk2CvgtB9Qu3XXtLIWzrDYSWN0YH0EQ/R0MCANLAz7FUbBP9H6M36eedBzMLnqVeGUzIgbZt4erJOXD0KsJ5nzHn66E8+llPZP1ZNE07RNGRNJDjOK9/WbRvpAvUiDCVMSaBJw9v0IizWkeVN4HtR/pzcc6HpMfnc+3A54moBnSyWiPy5IiT87su4aIOM1j+41l0arSdftnfga0DVO8gEJJRZBVPwIbN5BYuxVGOC08QotOgD4GsoEZkNA08fhuNUvJqlj++rKZJuIMWbEYPsnRqNyJVA4e1mkpPIg8tvIeLenxU+6a/BKFY6y7vC1pJtFdg1DtrUnSRoKQ6mbBqpFuTzcyaPJn1+3rSLG0/mw52JimugvvmP0hOi3XcOGQmvmDtZIjbb2fsCwsorq6HURfk/ZvGMrDtSl77ZjJ3fvAYY3vM5+nx/+T2uc+iaRKRiIIvZMEXNJFgrWLx1hE8sq+HcGQ+4Xghm6KRLgktWMFZ2V+Q+1Q2cSYnEVXBHzLi8tlZtbs/qYk+Bk15Agw3sXh+Fbc/3gFVk8lpto73ptxGUNLhjAsxsu0c3tt4DZIsCbFmShfGZBuvhdJVQsynDoCsSyBvAVrpGr6vHMvKg+ejl3yMOrcQWt4CksSdT3Tkgw/gAh2M7zMflvxL9GbtMYtF63oy5Z8hVF8p6fHFNEgt59rzvqHekIeYmQ533SWcxB9++CeuJ0kWabquvUK0Wn6lUPXmiaMo6cB1AFZdABnnCIfx76eJumrVL9J6T+z5KcnQ5wM4OEe0WUnOgZIV4tpB+2smwf5udHxcHEtZByl9/uq9iRHj/y0x198YMWLE+Dm8BVC0XNR3pZx5EavTCZeO/JHHR03AanBSaL6SnMlnaqr0NyPkFm1yChaBziFawKQNgubXCVMqvR0CZdDmbmh6FXx3kejhKCnQcw4kd4djX8PmGyDihSZXiZqvQKmIftqbnloXp2kislO5DTJHQUJ7che9xqhrB2M3u6nwJDNhZC7piWVEkgdx+ZV64jaeFY0SATnviu9s91NU7VxIYXkCiZZy9hc3JSPTSAPLerwBAzo5hMXgFdFMDVbv6Uvj1EPUT8iv48QrQmKRGqffUMSAQResaTdTs9s1/4GwqkOWVCRZRyCkcKwyhazkvDoZiCKiKl5YvPVsLnt1LsM7LuLmoTPo1nQTqiaE8fa89twz72GmT5hGq8xcJCCiyvhDRiwGH7JcK3D9ISPegJUEWwVoEgs3n8firSPo32olIzovocydQou0PXUiwDuOduS5z2/mH4NeoX7iURyWavwhIwm2SiRJYfOBjlz43Cck20qpcCcydeST3DBkJhFVqdluQWUm5z/zKRWeBAy6II9fPA2r0cut773E2B7zeHhM7fl//DhFlCR0egUtUIHTY8EfNhIM60mLL+LDDWModyexcNNo9hzLZuX0G2mUtI+dlSO49NE78FRVYzc5qfYlsPGxQdSzHiCi6UFV2em5mHYjL0fx5wln3vKNsGdGNNJYIcyIztkCiNZUS5aIyOillwqn3dMaAC3OBkkvUmntzRnz4mJ2birCohPHZO/LQzGct1UI2TNBDcOCeJGCjAbJPcRk1Jni3AtrxgmRKslgbQzhahiyFr7uJ/YjEhCGbv0//fmxCpYK5+DqXHE9d3xMpBLHiBEjxp/Mz7n+xiKqMWLEiPFThJyw8jwRlZEU0WImbdAZrep2w5gOM4kzV1PpddDCNhuC19dEE/+rKPhM1LhJOnEjrOjBnC5SCiVZmLDIOnHzL+ug9wdQ+b0wLzmezrj7SQhWiceuR0UksPgbUXubORK6PFN3m8XLYcvNwpTp8Psw6GuaWL+leWYL9h/LwqxzMjr7aTo13CjE7w8Doeeb4NwNcS2FK6umQafpBHevJzN+PxajB4vRS0hKRqdTUXSZmNQ9NZuUJOjSdBtm3ak9PY9HLcMRmZ35bcjO3ENEVVDkcJ2lpOh/NA10chgNCIU1XD47jZKPEowY0MlBFFlEPiUkZFlD0ySOVjTG47excNMYFmy4mO2PtSM9oZh4azUds3aw6I7zagSUpoEkqUiSiqrJyKhR0StT4kzBZvSABpsPdubOD55ERuO7vf1pkbGXLllbUeRav+OIKnP5K2/i8tmYOuIJbCY3Rr0foy6I12+jx30bCIb1mHR+qrwJGPQh2jfcARJ1Ispp8UV8dOuFLNsxhC5Z28hILECvhLmk90fcOvSpmuU0DUJhBb0ugtcbxGIMsyJ3KM8vvpYXr7gJWQqhSCojOi2hwpOEIqss2zGMJqbPyD+aQbI0lxTDCPZWdsducmLSB3CFm5DGAXQKoOjo2LwIMgeLiaZvhohzJOyCQAlVnnhMwWJMZRtRE7vz6aeQkCDqQnfu/BmXWmOKaAGDCuY0unWDLWt1eL2JGPUhps25nZvbSzRu9jPX0on4S6ixfNY0Tp8ffCqhELz1FhQWtmDSpetpHHxRGK0FK0TfYEMCtL0ffrhPREfPxHU881zRw9mcKj7fnmf+FKGqaZCbC2YzZGX98vKVlfDxx+L7Oe+8v9hBOEaMGP9xYpd8jBgx/idYuBB69oRLLoGysj9oUM9RcXNrTBKCqnzjGa+ang71GtdHUzXiLU5s8VZRD/ffiM4WdRZNF+YimaOg9TQhQnvOFs/bPyzqukBEcpJ71K25szURghZNvJ83XxxTvR3yPxWTAifi3CsiTYZEUe/qzcfQahIfTbued2+9ha8euoJOTX6EYJkQIYVLYFkPIY4TOogo8IrhsLgVCZnp6PURXH4HYX06SQ3qI8W1xqYvQyFSx2jIqvfU1IueznpFp6gk28qYv34sO4p6/+Khk6KPYEjh/Gc+puFNRxn86DfsOdaCiCoTVnXi/xE99ZNENDiiySBBXnmGaKUTHeNEkQpwpLQ+Hr8dkAiE9Dy56A4CYSPp8UU4LNVoGpS6UkADu1mkAJc662EyhEDS14wbDltw+hOwmT1UeOKxGT1EVB0LN41id0Er9LoARn0Qu9nJvRc8yqyrJ9Or+TpRv6qd+FlVvEEzjVKO8PaaiXy9czCpcaU8cP404i2VNcuFVYWQaqDElc6y7cP4aOt47nzvARqnHuKDdRcBMhoSNnOYFHsJVw14g7k3jEcigstnQ5EjDOuymvTECoy2eHp3OEiTBmWQ3EcINXM6NLhQbMxzBLSwMPaSLTz7xVS63LOVrncuZ8v6KmQZunUTgigQgL59f+bL7DlbpLJnjgJDMnd0Hcq8J+fRolE5/rCJT7ddzMTLDbXHRNPg8FyRclz4xanjGZNFtFPnEH83uaLu+2Ub4fu7xfVxwoGeMQMefVSI1YsvMRBqeou4/pr/A/ouED1RG4+H4TvhnG0io+FMsDcVv3chD9j/nH7NDz0Eo0bBkCHw0Uc/v6ymwfjxYp3bboPnnvtTdilGjBh/Y2IR1RgxYvzXU1UF06aB0Qjr1sHzz/9MXdivwd5URAk9eSIykT7sjFeVJBh20y34t6sYQnnILa8/85TAvxsZw0Uqb8lqYeTUZFLteym9xMOTB2sniHYY7R+B+LoOuXR8Aiq2gSsXdHEiHdNXKKJA5oxT+5RmnAsHXhc3znGthKmU9ygms45uTbcKh+TivLrrqD749mwYvgO2TYWiaA9EdwlbD+fQKOkwUiiISWmKpctNsPtpOPaFiPJy3HDodOUwEiATUTUkScVm8eOVGtI44fPo+3LN+jWpv1LtUB4tg1vfeZIvtp+LJGlsPNidpz+fxouTrkOvBEGS0DQNq8FJs7S9lDhTubTX2wxrv0J8LFUMpZwwtaxpoKEjFNFT5XXgCdj4Knc0k/q9jcNSjVnvR5Igp9k6mqXtZ19RC1qk7eGsNt9EB4iINiVpw/hwrp5gSKEilIiqGelw9zZcfjutM3bj9NlZfPso1u3LYf76sQw718CIuxay4JoeNE4+WMeoyagPYze5uGXODDRkPt18ATO/vp4kWyWvXXU9DZMPRY+Rjv3FLbhk5kek2fMY1uFLXrnyHyTby1A1mR157UiNK0FHCLNBjG/Qich1mqOYo+X1mdDtNW4YOB10Viy9pqM03QLhAGz7pzjP1Ig4SAmdRE23+wB+pQEzvrgWh7kcd8DOc2935p0RMHs2fPYZ2GwwYsRpvv7j2JtBzzfg6Cew9TZkxUT3uOdo164fR11pmM1w7NjxaDei7nPHfeJkKP4WrJ+Bo1XteIoB+n0K+Z+I+tTMEzbuyRPp9mpQGIPp44RIBnbvBkUR7sDl5eDxKsQ3nnDq/v7aWtNuL8Pel0TmRIvrft26Z4Cmwdtvi/32+2HWLBg9+qeXD4XEZ01KAo9H/LbHiBHj/xcxoRojRoz/KY7XGv4hKCbo94lw27U2Eo9fg86Mqcvdf9DO/IXICrS5SzxOpnQdVG6F/M9Ef1pJhk3/OLXWzuCAIatEdAgNMkaIthj+Y5A1odbe9ji2LNEr1lsoorGKAQ68IYSrKUVEt/suhOVngeqtXS/ih8LPoXSt2A4qmqry9OJbaJ7loqoywJAu21j8aAGdWw/k+t5foTeni4hu2HW6D4/T0IOJT9zL9sOtGNX5M6aPv52hLebiD1hQ7V5k1Q+SHlUNUeZKJN7iJBAyYjV5kCSJBHuA4up0ZDki6jJVBZPiwaAPAhI781oza8VVfLBhIuNz3ufuUQ+RbK9NC5CiojeiCrHq9pvQ6yLUTzyKImtU+xwUVtXHZ2jFoYp2dHd8hxZVyvG2al6/ajJGXYAkewWyIi4OTVNZvKYtCzb0Ze3eHFLjiuiUtZUvvh+G0+cgzuxkw/6eJNtLUTWJAa2/5ayOm4gPR/j0ukWY9F72FTejZdreOjW3VZ5EJEkjzuzmh7wGWE0uPH4re49l0SBJCFW9EqJtg928ccNU2jfcSVWln2BIpsyVTFp8EaDx8tf/oFXGHro22YzF4MZiFMfKEJdBSrgCo96PzVCBLFXApsugwTCo3A55C0Tdc8UWkYbe4jpxDZeswKBKxFm85JVnIaFS374L6IfNJiJ3pxByQtgH5npiwgPE+R3xigkZLQxoXHlpBcs2iHT/KVNOSE/1HRPrGRLEWP7iukLVXyJaJ9U/Hywn9fj05teuGywH92GoJ966+mpYswZcLo2JF5USb7MBf0C2hjEJ2t33+8f5CSQJ2rWDbdvEMerS5eeXNxhg5EhYtkw8n3AaLR7jt1EzmRIjxt+cmFCNESPGfz3x8SIVbvp0aN0abrnlDxxcZ4XUfn/ggP9DlG+ujfoEykXapWyAsOf0yytGaDS29nnTy35+fH0cOE5oHWSpH73hLxViNT4b2t0L208S0PteEa6/ISdEPLjD9dhV0J5thYkkGPPISKrEqBVzXrPHKK6wUD9NE9FF5x4gzPEIqT9oYu3+PqwvGM32o11ItB3l8+3nMqH3ezRN2kNivFMsntQV/McoLdbw+I04ffEcLG5Ch6xd1Is7Bv5i7r3gIa58fRYV7hS6NN7M3ec9Gk0t1mjbYBdntf6WUnd9MroM5q3v8rmq/yskWE5Mh5a4dtYrpCccY+7aCVgMXt689nI6NtqON2Dh5jkzqPJV8a+l87jrrKvo3eRLrCYh4FMcZRwoakJyXLlI142OODB7Bev39UCRurLw1gupn5TPmyuvQFUV8soa4g+ZeOziqTRIOho1XiqDIDRIFLWwSbaKU2oG2zbYSc/m61m7tzdZKYeZ84/LSLRW0jj1UM0ymqoiyRFyGi4FwlgTJLYc7kJWyn4c5kp6t3Dz5Q/DmPb+k1ySM5epo6bTOjMX0HBXlGE3uVFVmWpvPAnWahEd9pfC/jeFqReKEJSH5rDddx0HP5/JWfVnYrepWIwfEAzpUKQI5U67uGFHhYLFIk24wQXiPCtdAxsmgxpES+wBVd8jaRGRGaB3QNgdPc8l2inXsvWrd/FZupJwYgl6+tmwf5Zw503oAMk9a9/zl4jof9gjWj4NWFR3Iiyxs2jpVL1b1IKfkM3RvTt89x1IP9yH9+ByZt50DvX7jGfEuMbIFesRxkw54hh4jsLGq8WET9t76l5/vxbXASj6UvQT/o2/iW++Ce+/L6LX48b98vLPPy+ErcMBzc609jfGz/LMMzBzJjRpIiLcaWl/9R7FiPHTxFx/Y8SIESPGb+Pg2/DD/SIS4y8R6buKATo/K9rp/NFsuxt2P1b7vPVdorVHsFq4A0f8Ivoa8UBidxGtDQuxti14DzsKOjPa0gWnR4dJ58Vs8OMMJJKabkZSQ8IR1rUPtCCqKjF2xjy2H+mEW01HC3qIt5QTUXV8NmUkrTLqmjCBhCdg4bXlV/Humkk4fXF8dtdVZKd8B2hoGgRCBjTApA+esN5JGFLw+cJ8vb0Xg9t+hUEXAsDtt3KgpBmXzJiLXhfCHzTTt9V3PHPpbdz+3nR2F7amX/YaPv3hSrpkLOXpCVNItpchSxqqJlFUncGDC+/m1StvAIRY9fgtbD3chfyKDC7pNU/Uq0YUXl1+LdvzOqCqKs9MvAODLoTZEDh1XyV9TVRR06Cwqj67jrZkzd4+DGj9LR0bfk+Jqx6p9mLirbWi2x8y4g9biLdU4womIKlBcovai9Tn1FxkKUK5O4ml286hX/Z3FFam07vFGmQZduVnY9Z7ibM4Ka5Ko02D3RDfAdo9AKvHUNOqRzYQaHgtXa55gU+uziYQNlAvJULXO75EVVWKq1IIRQxMmSIx/bq34YcHhOA1p8HgVbDuMqjcSnWlD4NaRokzmczkcnT4wZwpop3BMnEgTfUgfbCoYT0ZNSzS243JdZ2tC7+AzTeDIU6knnd49FQRqYaFyDWlgc5S93XnPoJfn0//exdwrDwRWW9kwWOv0SX+LfHtZl0K7R8Q2yhYJOrMVT+c872YfPu1BMph+UBxrcl66DEL6g349ePE+EvJz4cBA8REQXU1XHEF3PfnBdFjxDgjYq6/MWLEiBHjj6feAMh1QMglokEDlogo6C/hK4Ky9eBoDXEtTr9MoBIKPhXiMXMkHFsGe5+vu8y+l0UUV1MhZw5svU2k7wYroHS1qLVLHwY9XqUT0MlXDMuMyAYFQ7gISYIUQwlSOAkajofCRYhaU4VKTwLbDncmPi6MFgyR6MgnMz6fS3LeqSNSa5B0WAweLs5ZwNp9fRiX8wHZKWtFn1A1gKap6HUhZElMDkdUCUWpnSiu0axhF2YlyMjOS+oMX1ydTpK1gu5NNrAydwCKrFE/8Sj3LniIjzaOJiM+n+2H2gAq43t9gMdvxWZyYjEEkCWNRGsZj198T03K3/H2NodKs2iZtqemrlanRLhh6ExcPhvr9vXAGzRhM57OBVkWwkvTAD0uv4nHP5tGsq2Ens3W88WOYfRpuZYE276aPq6SJJyOXV4rKDKegI0KpzBHKixPpW/HSnSKigQk20uZ1O9dqr3xWIyeGo2XFl+EhIYsaTRMOSq+42AVHP2Y2jpjwN6KCts4wqEweZXZNE/eiqLC6ME/8NwHw1BVkX765hth7mjzAqmmAjBlQKBCiDJ7Myhbj8upYTZYcJidEAmCookJEMUqDpgkRfuh/kRvY1knztGTcbQRkzrBSpGFkNDx9Oue2P8URJbA6jHgOkBlBZRWxZFkr6A61IAk36eQFO1LW/CZEKqKKVrQHEa4Cv9GD03PEdHqxpQiotdVO35ZqAarxGSWYoTGE+uK7Rh/CSaTqG/2+8Vzh+Ov3Z8YMX6JmFCNESNGjBi/DWtDGPQNuPYL0am3/fI6gQrhxhtyipY/feZDQvu6y5Rvgm/PgVC1iATVHwVl6071OZL14v2QU0Ss+iwQ9bI/PiGifajihvo4xiSwNcES3FZbc4gKIS8UfCJ6wOYthOofSLCW07TeAfaXtUM26Ll11NuM7/txtD1J7a6cGBSVJMhIOMaCW6KRMUkHqh8NjbCqo9yVhN3sQq8EUaL1qiB0xJYjnZHR6NQkF+kEc6bjZNU7RqXLwrOTphAMG5i3YTxDcg4wcNprJNnKmHvTpdhMbvxyfb7Y2I1OWZuxGAJCHKqiVY4ih2p2WAP0SoSzWq/goY/vwWGtpFX6PsKqwu3vPc1XO4cyqM1XDGy9ElmpNYly+WyYjCEMShhNjUaGCWE1hhjWbiltG+xC1WRapO/l2WVTmTxwNolmMSkQUXX4QkasZj/ekIOZa+6jqX0FgbCJTg234jCWIakGfH4JRQ6haRJ2s4t4gxkpIvrYJlorcfoSsJj86OWw+B79xaINzYkOVu59pB24iLevH8A1r74OgTI0fQK33uEgaz0cOQKKotGn6VIc0k5Qg3gqS1h3aBALP6hg3OQ76dsinpXLd7Fg/fncf8H9ZGfkgqxHJ4VFWm+DC8SEi7UhtLhebLdye9R47DsRuUwbBLseEW7ZXV8UrZNAOGL3/wzKNgjDp9NN2PhLhIGZvXntNVK8AtwHwRBPSnIZOe0OsWFvR3QWB0rGQAh/KA5D5nli+eyp0eOTD63vBp351O2cCXHZYjLKc0Q4dacN/eV1Nl4L5RvE39U7oeuM37bt/yY0DfbOFJNsaYMh+/ZTe0T/hSQnC/fkl16C7GxR7xwjxt+ZWOpvjBgxYsT449A0cVOsmMGUfOr7pWth/ZVC1PrLRN1cs8l1l1l/pWjrAUKIWLOoFSAHhcC1NgBrE3DvF6Kh64u1hkx7X4bcp8Xfbe6BppfXrrvnJTjwJoRr26VgaSCiPXHZ0PFxWHUhuA9RrTbny609qdekEX07H0YyJcKBORAoql3X2lSss+128B6p+zkkHWgqEVXD7bdR7krAYa4m3uasiayGVYXpi+5g9qorkYCrB77G1JFP1R0n6oisnVT7u7uwNcOnL2J4hyXcPvIpnN4E2jbaQ7nTQYKlBJ2iRd2BxeELhvUYdKGoaJRQNRkNGac3jns/fIhHx97NxoPdueHNmdhNLtx+Oy9efgPD2n9JOKIgSRoFlZn8kN+ZgR23oAsXo1dCNb1jw2GFUlcKJc5UbEYPU+c/yyHf2Wy6tzm6UAFoYVQk1IiEhkyFO4mr33wPvexhxqQbSc9KJuguZ+nmfnTM/A69EiDeUk1+VQtadcoUKbcly8U5pobAVwCo4jjrE4QI85eIFFcAZDSdjbs3HuW9+XFUV4PXK/pxejxQVljFVzc1Id5SSSiisGJ3Px786EGOlDVC08Xx2FPxdG1Xzv13VhD0uZjc8980Sc4lYGhFp6tnnGqAlPcRfH9ndL8kMCSLNHRjsmixFN8e+n3MGRFywTeDRXQXGXLehJTeoi58zSWAhtNr54mNSyk4WMaUMe/TbtioaDqyBhlni4mcP5KwF6p2CqOz00WJT2ZJW3GtqtH2QENW/rH783ekbINwP5cNona/28uQPuSv3qsYMf7WxFJ/Y8SIESPG70LTRLsIg+EXFtz9JOx/XdygdpkBGSdFXuJaiShosFqkJSadpsejvZnoORt2iXEajhW1fPtfE4Y0jcaJKKulobgZPLntjyFe3BzrrJDYSbzmK4GVo4QJjhasu3woamjTaLyIeKX2BV8BDn0xF3WdI9rnFAMd/g3GBCAMgSpAEqY3KTkiqhb2QrA0Oujx6J6KLEtIskbDZOHSe+LbihRhwcaLMOv9gMaHGy86SajKwmEWVThaQ02absv03WRn5LK7MJtwREeDpDwkVFLsJZwYfpaAd9aM49yOX6L6ZCLoSLGVIAGqJhFndjF1xHRkScWsD0RrVcXtgT9oIqLKeINmNh7owY1zXsDlj+P2c5/hpqEz0DQJDQ1FAr0uQlp8ETajm8+3n0tecCjjOj6DFCwVaaxaGAktegxUUuOKefuaC9h5rBdp8SVI7mp0xjSq/Uk8s/RWerdYw5aDXblx2Etw7HvQO9ibOIdwQl+yjw1G8hUDQZHWGiwD1S7Oh+OfXlOJBP3ojCb8fvD5RLrv1q2iJc2AniH4xAsqyJJK4+RD5JU3Is7sJBAO881yOxO7vcP8B3/korsm868vPiIUgsxM+Op0hm35n9bajmth0Blrewdrx3sWnSGV20UvYUkS6eMla4RQTeoKnZ+Boq+475V/8snnFuSQlX27h/OdbhDSqH1iO2smiHrrrEsg+44/xuJVZznznqwgMhT2zhR/N7/292//v4FI1IFcMYpU6Yjvr92fGDH+y/n75CPEiBEjRoy/JYdyy+jdrYpWLcM8+eTPLKipsO9VkRqIBPteOnUZYyIMXCputvsvOjXtF6DVFGh7nxCOOe9Ah4eg9VQYuQ+GroGWN4k0REk6VaRqquhdaYgTomXXY8Kt9JuzhKuvt+iEiJsOFBs0vlTU1za6CEpWif6rkiJuMmWzSC0OVoP7EDS9TrQsIQwS7NpaypWjd1N0+BiR8IkCWBP7IpmRJB12kxtZjmpMqVayBEJGOmdtpdoXhztgo1eLNbVDSArYWwkRffylE9YXgk/jQElTHlp4H7NWTEZqMOa0qYZPL7mTZ5bcyrr9Obj9cewvakYookfTZIqdqWQmFOKwuOjbcjVXD3ydZHsFl/WbTVbKIZ5degv3LniQV5dfwxMXT2Pd/b3o23IVN815ji93DMUVSBLHEQlZApvZzbCOy+jb8H0uzXmdQ6UNcXr0wlBKdRAI1Ub6HBYXfZouQyYAagCFCD2zvqZDw+1Mee9pcgtbYdKLm/03vrqQ4RPact4IF0+9fw5w0vEOO8UkCBKqKuMNWtiR35F410K6d3Yjyxqjcz5l5ZQsOlUOgSPzIbk3oCDrDGTEF9Gh4fd4A1aQFUZ1/RJyn4fib3jmossgWIHXK5zFT0elaTBVlSquUCKqpAdNgg6PgTldTNB0fPz0K56OvPni/Au5RHua1L6179UfCV1fIK+iMUbZSZzZSXF1GlokLGq5FMu2awAAIABJREFUv+oF+R8Lo7F9rwijsd9K3sfw3TiRiaCpv7z8ibT6Jwz8AgYth6zT9f/5GxFywbY7hcAv/x3ZfCl9If0cCLmhXv9f1Xs7RowYpxJL/Y0RI0aMGD+Nv4RpE5cyf9Ug4m1uXFoz1q7Xk/pTmX/LBwlhCNDoEuj02E8s+CehqiLlMOwCTaLMfC4ff9ueC1s+QbwjiBIsEvWrkg7QhFlN3w9FKxAQ7US2/yvagsQrjJnUaFQkqad4vXg5aGE0FGavvJKnlt3Pi5OupXezFZh0omVJTURTMqFKeiTNj6SF6uzq8X9+AyEDr6+4BofVy7ge70SdfvWQM1uI69ynUcNiH9SIMEPJLWzFXfMeY/NB0YzSZPBTL66ENTPvA2cu+AvrbGfizLdItFcypvtCfsjvwMU93mfH0U4kWMrp0HDbCW1mFCGqvHlUVsss2zGECncSwzstxWGuxmFxRs2RJN5cfTmbD/bgyYkPEGcorxEyKgqBoML8daPp1XIdihzBoAvhCxkpKK9Pq4xcUuJKkWWtbozR0hi8RzhanoGExpq9OTzw0f3sfLIDsqzS58HVVHnj8QfMqMjsf6YZinySeDKkgKzjwfm30TRlJ31brESRNTJTnWw/2Jw2GVuQZRHJ9oST2bivAwUVGXRo46VtxmZcSgc27G1LvSQ/7a2zRfsYfTxh9Lx+aDVBQxMmTwarlTrNKCMR6N9fI0O3mkRrGR2G9Oe6m6wia+CnOPoJ5D4rMgg6PgZ7nofK76HZNSKN+Fi0gahsgFEHhPnSCaxdC1dfVkXAVc60kdO5etgC6DQdvr8bQtHUdkMyDFhcm1nwa6jeLbIQJFlkKHR7ETLO+fXj/Dew4wE49Jb4bVBMcPbmUyfBYsSI8acQS/2NESNGjBi/jcrtJNuKAQWPz4je4sVsPsEqsmS1MCxKGyIMYXq9CwfeAH28SP37naxaBa+9Bm3awJQpZ5B6vG8mRNwQrESTZEJHlpKCG7dXAUlPks0mxKYairauUaN1gFHyPxERrEC5iIQppmgEVhMCUDaISKcm0lePVWWiWFK4ZcF8pox6jStynoka+wgV+sXWPgxouwqjLlQTTT0Zoz7I+F5zibc6UaSweNGULIS+vwT2PE9+RQNMOh8Wo5eAz8SNb83gcFkWsqQSVnW0rb+LRy66B8oPgmJB1SWzbHNX+rVahcXo5aw23zKw9UpCET1ZKUfwhhI4q80K6jRWBSAiPicq8VaNEZ2WYtSJ1jQ6RbR+qXAnsnT7cOonFNJz6OvM++58ejVbQ3aDvaiApEXwBi0UVNVnyrtPces5z5NbmE29uGPktNhAlSceo17Un9ZRqloIZAOSJBEM6Um0VTKg9WpkWUXToEvWFt5fewmV3gTMBi/T3n+CpybcAYCKDm/AzLr8K+jRvx6z197CrAlnY9J5iGg6pFAlHRts5kSTqvIqM01T99AsNZfPNl1Iq+vGE9ft3wwp3wQrzhUp4VoIgmXo9A6uuyYIDsS5sWISVP0o+qNqYTz+ZI4VvIYvsR/bCiCQCtcpP3OeBirg+6liwsRzBDb+Ayq2ijrbbXdAfEfhmosKqWedIlIBevWCLT/EEyzcS1yoDTR6BHyFIqMh4hHisvGk0zsKnwnBqNjV2cSETaDit43zeyhYDDsfBlM6dJt5al3wb+XAm3Bglvj+Oj0lrjMUUS4QdoMaiAnVGDH+BsSEaowYMWLE+GkcbbhhxN0Eg4AWYtjEgdjtvcV7Jath/RVC9O17WTgAm9OFQdIfQGkpXHONCJKuWQMpKTB58i+sdHhuVIiGIVBGuTuZzg03MGPF/bRrUc6kf/aE4m9g32tgiRfrbL8bhqwS6xR9HY0MSieY0UTrC8NuSMoB1x4Ie5DSz6Hb5Xcyb6oBu91A90m3Qr1esHJkVPxGaN0gF4MSPO2u1tScAvEOFSUSrn1TDaAFyvl2XSod1TYY9EcJhIzMWzeW99eNJxg2oldC6OQImYkFfHLbBdFdNYG1Ca9+NozpCyfz6W3DaZR8mCapB5EkjWBYj8XoJSHFAI0mQUIP2HJy/aAQpJoGs1dcxfldF9IgqaDGQfiiFz7kUGkWqibTJPUAQ9t9yW3vPslDF91DVspRNhzqS7XLzJJt57K7MJsdRzsyLud9ruj3BnuKWhBvceL220iwVh8/EqBPEhMAipWMxGIqXDa8AStPTZhSc5CeGDeNLk020aPpJoy6IDO+vIGIJiNLKqXVSfhDRpwlhexafYQemR/SIn0PibYKJMATtGE11DWjMht8FDtTsZm9ZKaUE2r7AnoJ4TodPGHyQu8QZkDePHC0gkPvCGffUJVwdwXsmsy5rXrzxb6rUBSVKy7IhVDWTztha6p4yDoh1sOeaD63SaSNOneDvQUHi+tT9H0aXfvWnaQJhWD7dkhNhYZNusPBXFg5QhiC9Xgdqn8U6cLx7U6//TMhqTuk9hcZBHHZkDnit4/1W4j4YesUcYyqtsOPj0PXF37/uO5DsOvf4lgXLhWTAq1uhYpN4rptdduZtdmKESPGn05MqMaIESNGjJ/GkoHlrDf4l/5CYRATeR+qPxI37NW7hEg1pYgaL/fhM3MDPUNcLpFSabdDRQWUlJxmoWNfi5tOS31R95rcU0RF1SCSbKRhhofyMokdJUOZdH86pAApvaD0O2FWA2BIiG5wb9SMR9R+oqlQ/4LoeCHx+Su3iBvcRuOg5yyGAcNOzIbUukLGcCj4lFBQI8FaiarJKNLxSJ4ExnQIFB5/BoCiehF9LiOADMk5zHg9mReei5BufYl/jbiXdXu68dSS24kzVzMuZx6r9/RDllSeGDctOopc0ybows7v4PUEmb74Di7o+jEGXYCthzswsPUqFDmCNVIMJUHx3SX3Fm1ENJUTI45FVWm8/d1EPAEDtw9/Fp2iUuWNJ6+8IUm2ckqdKaQ7iri83xxGdl7M4Ee/It5STXaTUpJSjLRpuIvpEx8kp6sbqXIDGtC2/o98uGEMvVttFPtrbwmBEnFsfQVosp0N+zoTDOsZ3mkRsqzhD+kx6UMYdEHG9ZxHRNVRUJnBg6MfQNJUnIEEthzuwcDsZZzfcS7ugI3pl6wjHFHYW9iceo5S5m+8iCapRzm7fW1/WlWDOLOLYNhIuMkNWCxA4Rdw8K3a74qow7AtC5JzxMs6m+ipGnLWjCVJKs9P+Ae56k4Spe9Jk4pgZRr0Xxyt2T7xHFHhx8dExFQrhZR+ImV32xSRbtvkCkBi+Se5XPfyw6CPo/MmmDtXmEGpKlxxBWzdHOSSbq8wefQPpGtLxXjlm4W79eBvf39bFFkHPWeJmmzF9McYMv0qjvdSOp5G/wfYqngLoxkD0fE0QIuIbJBhG8Rk1Wmi1zFixPhriAnVGDFixIjx8xzveWqIFy1lytYKoVpvEOx9SYhUS32Ibyve3zdTRCObXw+G395RvnFjGDMGPvhAo3XTCiZNdFDnn62wDzb9Q0RByjeIAs6ctyC5h3DcdB0gzrkLW/+r+eKm9Lr32d1mwvb7xJ1/u4fEa75jwhQo4hLP6w2GTo+CooPS9eDKFepGDUbNau4U9YUnooah3f3Q9h50xlRWPHwrQ5q9gyyF8Ks2LN0eFGnRG6+su54kgbWxGFsXB33m89XD+ehDfsZ2nk2rtJ28+MW1NEjKZ1LfOUzs8w7PTJxyQuasJMao3g2omOytuKLvLB4pnQaI9jhPLLqT87t0Q5Y1kXKqswpDIWuWcFAOlEO4+oRd0njnugm0SN9f004nwVpFTvO1bNzfA6M+wMQ+75BorSCs6kh3HGNXQTtKvI147nkTLdId9OzeFWnvS1C5AQkJnaIy7tz94CwBJVFEp08Qx3lFNjbs787slVcyIPtbhrVfRsdG35NkL0evhDDowmhamKapB2u+T0mLMKDtGoxSAH/IzLHKNPRKmEOlWTROOYzd7OLs9suYteZ2zm6/lOMh2nqOMiLYCDa4imZ9e8GRebDucpH2CYQjEqqmsKn6n+RceC+yPipgGo4VUXhJjop7MZ4sy7Q2zBZPlabgK4KqHyCxqzhf/o+98wyTosza8F1VnabD5MTMwJBzzoIgCCZExYyi4oprzhHzrnGNK+acE4ZdV8GAopIlB8mZASbn0Lmqvh+nJwEiior61X1dIzPdXW+9Fdqrnvec8xxTl4WPqjWw6xNxig6XQ6vT5fs0Ynpj3atp8uGjRRiuBBKSXCxZAqWlEkEtKYHvv4dLRj7Dmb2n4CzXIa5IzJsUVaKplav3bVT2S/ilvVdjGAbcfjtMnQr9+sFLL0H8gQQsNSf0e1xSf+O6Qteb5fzs/lTOa844SOx24BMp/Fb+f2EaEJcjEfH04dBmgryvqH94kTpjBrzxhpzHq66SenULi78yllC1sLCwsNg/8R2lL2q4XB7kkmLGLPEdJN23dpuIVJsb5p0DZQvkoa92Cwx66YB3U1AAu3dDz56S5qgo8MB9Ue4ZMwmtfC7K+mxI+7Axahupkrq5aB1gQsEX8m/umc3G3WccxtsWhr4lv+shMS2K70pDX05FA8WUfQ18XgyWNmyV9F+Q+sXZJ2N621G6YztvLbmG5C5Hc17mQJRQGXhyUVzpjOm7i63VJ7Pe9i/GnN4ajBoRu0subzRpsiVISuO6h+U8546HeeO58yg/56x7loHtFuF21nHT2Ee4+OXnSfOVkBBXtUezExPT1DH0kLQSCpaQ7KngvjPvxK5FMYFB7ReJSK0nUCDnof1FsPAC0JubPSXEVZERX9RM4CsKvHLRJJZsHUB6fBHtMragGyoKJhsKO6GoJg6Hjck31mG3ZTJkYAhXzZE8Nv5DEjxVGPYM7EPelP1VraWpSAVI9FRwzuFvEh9XxcPTb+baMY+T7C2nqDKd7OR8UMyG+dQficsZwa6FCIYcbCluR5Kngo8Wncr9n97JDcfdx2crjycUcXH+yPckpTNSC+igONDsccTZqsGfj7H0OqIRAwWJtBVUZhKMeshUp/LQ5W3xtujIMROG0KG1ATaf9HUNFoErEwI75U4LlcnMqjeAt5306J0/QRZ3VLuknXe5MXbfBWSbphHXBvWtMPrIMCfnnI3PWckbK+8jKWkIAElJIlhTnZsxDBXDkQRaJUSDIu4c8bKodIAYBnz8sXz3Tj0VsrKQ75Rp/njq8v6oWCliPH04uHNYuRI++EDE6aJF8J//wPnnH+BYWcc1N3DK/xyWXgvo4jCePVaEZtrQnx5r66uAKefbnwdjVv2y4ztE5OXBFVfI7/PnQ04OnH76oZ2ThcVvjSVULSwsLP6K7J4uaYwtRkPOSQc3lisdjvgESuZLBKNp3ZsrTX7qKZkrUTnThOK5B7yL5cthwgSIRsU46f33wW4HKpZjq1wgD97+PIlEtb8QVt8rD55GrK5Tc4kIMSIHZoJimlAyRyLAG58UQ5twmWzvSBNBrja2USGpX3Mhp5jg30moppyy0hRO6XgvizZ/h5lQhKJqkkYcKkXz5NJBW0qHYZWw5TlY/4g4Ets8EDXJDw9gSenF5BYdQa8eXom8bXoa0x5P/zY7mX7jWOyanzRfGeld5rDs/j5Eonbi3bX7PCxFMQhHnewoziChZSFxDhGuJpCbmtfk+KMSvc0aK+189JhhVBPinMHmL8U0lMMWYUjH+dQvAaiqwZKt/Uh0V9E6bQdbi9tS7k9EVTRmz6olwdOdI+75ljF9pnP1sU+QNr0fdpsm53oPPE4/pqkwqP0ijugyj5RUDSdhWqYVoGBiGCqhqBub04nNrEQ37RRH+5KpLMVui2BTw5z91JtsLOzCUcMKmfr92VT744kaGq/NOo+LbhkKpQtg29tIA1U7BHZhzhwFgQLsqklt0C0tgBRw2iN8tWokj384Fpc9xAsfBPh2lpeU3DMkAuvKgCFvws4PYf1jYPeAM0MWdYa8BStulgigaUr9dtkS6dXb617Y/jakDoHsE/d5LU9pfzsBx0rCUQdP9roEm20loOBwwLQXpuNfupo0Rw0ON9DqUhm/fAm0Pk+itQfIK6/A/fdLmv2778Ksd7/EvupKmXOv+yD3jAMei9JFMP8cICoLMKO+xu1OASAUkgQGj+fAh9uLqvUSmVYdmMFtGDs/QSv6RtrgeFvvf9vkPvKdD5WDp6UsrP0Upim1sdvfhqS+MPBZ+e4eAiorZTrx8VBWJpF1C4u/OpZQtbCwsPirUbESll5DQ5TR1QJSBx7cmJ5WP/3wa9bXdsb+th14tOLjjyEQgORkWLMGtm+HDh0AZxqgxOoBNYjLlKjV1ldFmOphML3y8Njtlv1HSExTzJKq10taZt5UiRzpfmlLEfVLWm6kHJKPhG63NW4b2C2RmIghIs/UwZaAEahBNYNg6tSG4mmoaUSRGr9ojfy+4SnY/gZo8SLkNTdhkkjQl9FTuYu4lQEieWHsGvhrA/jDEVQ1DrfTT1biroZpxDlCxDlC+zg4qW+tC/kor0ulKpCIpkm0smnf1npCESe3vvcvurZYwoRhRbg0VY4JCKmZ+GsCxMdVN6T81ga92LQILnuoSYRVxlcVOHnAJ5w84BO+XTOCi15+gepAPE57kIhhI84RYM3O7tx9+m20SCiQ20Pf9yXSVAPDVPC66nj47OvwKTEDJEcioKJ1m4zb0xrShxGsq+P8cWsY030qo7ptwxdXTVZSAXGOEAPaLuba4VO4eN1j1N+QiQk6ZIyU8fKmQqic9TuyKc88m35ci2LYsKkR4hwhnvn2ega0WUB1MIF3vj8Phy1KanwFNcFE8t4eR0rmV2IAddRsiawm3CmZBstvkPssZxx420Dp93IPB4tEvHaIGVflnrlX5H9PFFPHHQduTW1+wvz5JG+7luRkFfQ46HiFmAE1DX2HyiUrYOd/JFLvbgWDXwZ39l77WbZMBGRSEhQVQeWip0mLs4GqSS1tU6FasUoWdtw5EhneU+xVLJPU6fq69ZrNdOqUwl13wVtvweDBMG7cfg97/+ScANteJ1xdSDRkZ+uuNHIy60gM5P+0UO14FTjTxeG39fgDq3mtWgNbXpHjLJ4NOz6AducfxAH8crp3h2OPhenTG8siLCz+6lhC1cLCwuKvhn+3/GtPkPTYQP7+P/9roSiS7lceM8ppeeBPpH36yINsaSmkpkKLFrE3vK2h/zOQ9x6kDIKsMZKqq3nkQVi1QYeroMsNP232kv8FLL1CorDhchEYjkSoKQPNEIGhB2TM7rdJ1KWejBGw4UkRnoqz4UHdufRGUGw8+Om1JMVHUJoKirgcEQs5J8bSDm2xGlBxEDYiIXTdQUJcJfHOclTdxNBVNEUlIS5IJOrglbnnccPYx2IDqhCXBYFG4SoC1RCBrgcx7fGomo1euatZs6sb7y0YT+cW65kw9J1Yr1QRbdOWj+HMAS+TnbQbzazDNE0URSLIFVVOAkE7mmrgsgUor0smGHHhD7tZuHkwfzvitfoLDqobjEY33e4tV+Nx1ZKZUMiQjnPpk7uc9xacRb+2ixneaXa9f3IzJOKrEo2qhHVHrERTIRzRwBVLDdZcoLog40iJjJkGeWtqWLa1GynuQQxouxjd0EjylDP9xuMxTA3NZuPVO9/m6odPwOUyePy8O+CrAmlfFKnjk9V/4/pXbgRbPEM7enhh4tnoho1NRR2I9xkcdtZ5GDmn0rXzeVzz1AWsLhhMm1bFdEn6VvJlw8XSf7PqB1lI6XW/mCeFy6UuVVGlJ23VOom8trsQuk7e/z3alJ7/hMWXi0lS7wdAUSgrg+ceruPC9iYJKW5cSiwSHiqVVPtgidxrZYslsyBSA85kWZzZMAX6PCRj62FYeQuUzGXCkKv49NOzWbdOoX3rapLVFVBXKiZjyf0a56OHYcE5sqBj6nJv7+nwnTYMbE/I+XCmNvQnPucc+TlofO1h9CzuuXIlp7S9kWRPBQs3dGP0mf34yXJNVWusRz1Q6rMqTF3+/3IIa1hVFZ58Eh58EFwumvQ+trD462IJVQsLC4u/GunDwddB0k+9bSDzyN9v34e9Cjs/FuGUfeApxyedBG43bN4MY8eCt2lgtMUo+anHFgdD3oCNz4I3FzpdeWCOpJU/yAOnM1UetnW/PIhmHQfeDrDjPQiXgiMdFl0sNWz1UZfEHjDqayhfKkI2eQDUbkNzp9OxIzyVdQuqYjSPFFavk7Tp2q3ytztHImu+dlCxgqhhp7wumezk3Zgxh1nTMFAVhTW7upLsrSAtvrRxPFeGtAspndfQfgfNKQsSQ95Bqd1CfOn3RBMmMvFCD98tziXRU4ldC6OoJmcPeQeQU9W15QactgDVwQRM0yQtvhSnLwV6PcC0F2o4veOtxNnrUBSFCc+8Ta9WK1i+vS+aqjcRqqakQNviY5FjGefzG8eQV55Ln9ylOGxRrj/+34SjGh8tPJUXv7uYLllrefL8q9BUs8HQNaqrBCJxfLHqaN6cex6nDXyf8w5/u/HYI3XgioPvz4cuk2HVrbQ3dI7vewvLt3TnjCnvk528iwfGT6Z37g+oiooal0KP9l6+ufc8ue5GBKKqRPrNCt6fJa7JXkcBs1cPojyUS0lNJkWtpnDeZTngTkP9YhAtbcuZeuUMtmuTyG7lwbXD33D4lMyTaDuKZDGctK15pO7w92SBxJkq0dyf45zraw9HftnspVtvhS+/bI9n1DmcMeA1sjp2kjY034yWvqfBklhkXJH7JVQir6sOUJuYIuVPg53/BZuHwd676JHTnfX2XjxyyjlU16gkeZxSqz3gucZttrwKNVtkcUdzNS6INSWxm6Th1mwUkftbtHlxJBDwDWf8i7NI8xWDO5uj7/mNXIXiO4mJ07Y3oMUx0PLU32Y/PwP3AWQsW1j8VbCEqoWFhcVfDbsXjvg0ZvSSLsLqd9t3PLQ972dvpihw9NHy81Ms+2wm4dVPEnR0ZuAF1+DWXAe2k5yxkn4brZHobOdrwYxIlE5zSMpv0SxJ89OD4g7aVHTsmf7syoBOV8PuT1GdaVC7GQK1NOQ+O5JECOt+aTmS/zm0OUfSMqvW4nWFMc1Kgo5ueNSdEKmmJughajjwugLUhXwc32da4/663gIF02P1uE4Zu9e9kNBdUhRX3wPA8y8dzrwVxxGIxBGqdpGRUMzz31zCWYe9K6m8JrTP2ExdOBGPPQ/TVHHYdIkmpw5m4qDjsQVq0Q3pUdoqJY+Pl5yMophMOuLl5udUD8bMp5wxgRShRVIhLZIKG2pjFQWCETf/+O89KIrB9tLWlFTfTUaCFNnphkoo4qK0JpUPvj+TvNJW9G29osmpVyTdWnVAzVZY9HcwwqjAI+fdxfTiF1C3P0aHzPW0z9gSS3U2odV4cCRLuri7JbrhwNjxIXZbEahOhvVYw4ItwymvcdKxxUbS48vJ9O2iR5tXoTS22FO5HEwdm6rTXnkVvDdLNN8IyXEHChvTu40we4WM7fEHVONpGLJIk5goRkk/RmEhOBwKryy+i+fm3sG69SrKttcgXCXzMaOgOmV+kQpJaY+dQrLHNA7U0PJFARRcjhBeL3idtUQMJ8RlgCMF3FnyuYoVsP5hSbEPFsv3oNOV+57kgZQJHCR33QUJCS7Ky1tx5QGuU/1i2l8oPxYWFr87llC1sLCw+Cuiao0PmX9EAkViPgPQ5foD7r9aUVhO4ubLwWViV1ey6N1MRlx8Dez+TNriJPSAnneJmNuThK7iUuzfBQnd9jZd6nqLpE+GyiRFUrWJWN34jEQxc8eLMVVtHnzSBjCk5vTMKnl4X3a9CEZnhojI6rWSHtnhMol6dY/VvO6eDrs/Ad2PLzEbRn0LRd9C7TYWzs1i8pSjaJNVxhP3riV12xlgqJL26s2VesRl14n7cKcrofXZsu+ZR2KGK4mYTmYvTMCp+XE7VPxhDx5XgM6Za5rrJzVCYrIL/CYQAVSJHm1/G7saAUVayQA8e8F1fL76BOLUco7u8QUN/UWxYxIBM0xUScGeMxyKvoNIBbohtav1JcsR3UlUt+O0B8lO2oVdi9XDRu1EdBuaGsXnqub84a8SNeyk+koa56vYwZkiEeo90CLlnDhyC6xbJP1Y5eikLZIzETY8BigsWGDj7y89RyhyJ/869wFOHTKTi87eSuv0Wygts3N8r49R9SrZ15bnxTxH9zfU7co8HJDUQ8RaJNaWJloZezNWn127BTQneWWtuOwyKC2O8I+rV3LsuIzmqeRNME247jqpPdQ0ePllGPojJra33QaTJkk99z//qYpAS+gWWxCJpa07U+R6eltLXSWAbjY3B8s+Qa5VyVy0dhMZN2kADz0EH2x6kAd7Xw6aLr1d64lUy3V354Dmhp73yvfpEOHzwR13HLLdW1hY/E4oZv2q2h+M/v37m0uWLDnU07CwsLCw+C2Yc5qk0QKkDITDpx7QZgVbdxOaPoJg1IvHXslmYyIj/34pfD1Mop96CLrcBB0v/XXmuXs6LLkKqQMsgeS+YigTqWz8TO7ZMPTt5tuZ4gqMzSs1gntSukhcjDOObHxfD8Lahwnv+o5w+WY0FVyOMIorRURI/6ch61gRpnqoUfgsugy2vkYgZGJTw0xdcAZfrz6atbu6clL//9HthAuomHsvpwz4iEDYjYmC3W4jNTkci5CViPts7plQvgy2vCiROX7s+UAFLQ5TD2CaBoahsrO8LYovl9a5GhTNIBy1oSpRghEXdlsETVV57uuLefqrSzln6FvcfMKDaJpB1HBQXptMgqscw9QIhF3c9v59BCNO7j39DnJaRMSMyL+zsb/tnih2EdnVG8EMx6boFLGqS+RzzL1vsKWoLQ5bGBMbqx/pL8Y6jiSpKY1UN7+m+2BL5QCI1OJzVZLmK0RBoVl7HdUlhluqiye/vZXBmW9SWJHKff+7k7mP/A3byP/s3XcXqKqCvn0hIQFqamDYMHHi/TF0XX4cTcsli74TJ2NfR8g6Rs7Hilthw7+RHrs2GP4xZB/3I6P+BEZUvgfvgdyxAAAgAElEQVQFn8v3dfCrB+aaa2FhYfETKIqy1DTN/vt6z4qoWlhYWFj8ckwTyhZK5DF18IE5aUJMxHkAU1rDHCAt2mbznfZ32irPURpsTZdTLxIRZ5pSuxoNxqI/TQhXSf/KuOyf734cKgN0CFeLkKzdKgZVTQmW7r2douw//TF1ILDHXDY9h7n1FcyqQuymwc6KNqSnmMT7EqHlKdAilhfdNPq8e5q0RjHDhCMe7M4wpwz8mON6f0G1PwlfohNGXI4a/B+j7p9JdlI+lf5EthW3Ju+zB0SkedqIO+yy6xpqTffERC6xiYKmadLvVQ9gmhL3tGt1XPjU7Zx7dT8mZIyidtcO/EE7ie5KdF1BVcL87YhXOLHvf2iZIuZeCqBpJknuUmxaFN1Q2V2exRcrj0PTorz83STuPOUelPBP9OEwI/vsyYojRVJzwxWkxxexbncXIoaDlqmFIlADBXIfqjYRcvtFYcaS/hzXewZFVekkxpXgsEWbvO8EIyg9WFA4u8dtmIZCz+wlpHhLIeIXB2B3Diy+VFo9ZY+FPg/j8ahkZEB+vtw2PXvufyaaBlq4EMp2SQ/XpVdC8SykJ2u81Fn3eVDmo9hp6LVzMBkWqg0GPrN3OryFhYXFb4glVC0sLCwsfjlr/wVbXgYUaD0Bev7jwLbregusuFG263rL/j9rGtJ/0uaGxO6MuOwmDP0GWmmxB2bThHaTYPML4rLa7m+N2xoRmHMq1G2Xv/s+Ji68B0rOCbDjHSieI+JM8yJOu/UiRYFhnx74eD9GwVew7hEIlxOK2IlzBHA7/Kwv6sPAc/+39+e3vQ1bXxNRrodAdeF2BqgJJqAoBnGOCFrWABIGX0/x9gUEwwlsLOjEDzt7omJgoorgzftA0ojNiKQp/1gU1QTDVKj0J5DsrUINl0HMAqqgMpMVO3rTLmMbM6e1ZML736Pu3s7uD+7AZ36GqkUxTZUrXn8aParw/IWX4LQHUQDFNFBj7XNsqsFnK4/DbguTnbyLicNf/xknsF6kqvK7aUDNZojvDjUbeOisW7nn41vwhzzcctKjIlLrC0oNA1RjH2OqNKT0YuOEPp+wu6oNqd4CiqoyaZlSAOhg80E00HiiMElyV6IbKqZpMqDtYmxaC2lfk/+ZiEp7gvQEzhmHLX0YU6fC22+bZMXv4OxTS8Dsv3fhZbBEFmXKV8GSy0Q8qg5ZQIn6Zd/OVDF4Avk+Fnwpbr3xnX+dVN2DFKl5efDaa5CZCeefv0dU2MLCwmIPLKFqYWFhYfHL2fWxCDhFgV3/O3Ch2nIcZI6W3/fX+xRgxWRxKAXodju0m4iqNXlgVhToNhm63rT3g3SwRCK29a16Cr/+eULVkQQjPpc05SVXyRiuNIhrIamiOeP2ftqO+mHlbRLl63iFiN39YURhyRWAgmJEsdtV1uT3ZU1BP+IPu3XvzxfNgYUXSv2kGauVVFQ0u4tIwEMgoFLlT8RnBki0eUjLbUXNDyEmDHmLl2f9nSgqJw2YIS7H0drYGDSpx5SerCh2MKOYqpM6v43akA+3o5aobsdhi0gNqQrpCcX0bbOcrjnrcDlN2HgjiUaIQccfDqtnYoaDVNb4+H7jILyuWhZuGUTv3FUkuqtQ0NGa6OPDO87j5e/+Tk0gniRPxc83yVHt0sIn6pe068AOMCKkJxTy5MSraayvjR0yJrXBOHZXtSU7fgu+uNrGsTR3k7pOg7Q0g7vmvUOL+B1c3n9S7Lxr0qO0en2TSSiorlTUhppZE1qdLo64dTtkDnpYXo/VUrdsCZNP+jdsehYWAm0nNm/9kv8FLL1ahGqoTIybVLtsr8VJynG4Sl7PHS/bpA2Bwz+A0gVynzatUT0E6DqceSYUFMhXtrISbrrpkE7JwsLiD44lVC0sLCwsfjnpR0Deh/J79k8Isj35KYFaz87/yIO4HoK8d6HdxH1/bl/RHld6rFXPJkCRPqw/F0WBlP5wzHwwdJh7OlSult8VTeo6k/s2fn7zizEB74Ll10PqoMZ03aLZsPJWqZ/s/yR424pQDBaKCMHE2fJI6tp9Qu9E6NZtH/PZ8bbUkCo2iYQ6UsHmYWtJN75c0JY0XyFPzbicMb2+ZHLSGNRxO4hP0Hhm0jWcd8Q7hKI+RhyfC+XJwA72SplFB9RYnaqCmTKUT5b2xKsUYNNCjO72FRDGNCEYceLQIqT4ythR0hrVrMZYfiO40lBsXhRnOoppsKb4MByOKF1yt3PP9Me5a9wtDG//hZzehv9Av7bLWX5/H6K6Dac9/FMXBhMTXVepC7lRVQ1fz/MgfSQsvyHWL7VqH8dXv0NxevI6a+iUvpKS6lQ8ztom/Slj/WmT+kGoGGfn63h5fEuIJID/P1CXD8uvE9Mlm0c2idbJte58nbgwG2GJesZLP1HSjwB7EtSsB19nWP8U5Bwn4jLvA7lnFFW+U02F6qZnYnNWYk7LmmQLuFqIUVftNlkQyTwKEmO5w4EiWHSRRN23vgYjph2wadmvimnChsfxr5tGUd77JGckUVOjsnbt7z8VCwuLPxeWULWwsLCw+OX0uh/ShgEGtPiFRi0/RcoAqe9DgdQfsUP9MVQbDPtA3E/jsiHpJwoAf3I8DYa+KyZLK26CHVNFlB7+YePY9TWzqlMilnpIXjdNiZyaEQjkw8o7xIQpVCotT/QoqKDGpTN0sGwSDou76aJFkio5cSIQ31WEUdQvBj42D2hOktoP4Om7JxAKKximSm5aHoQrWLE0RPHSfgzr+A2HtZ8v53GbCxFq9amte2IACjoKm1buokOaStv0PLbZLsLuXQYhg8pqO/Fx1YCJBrRMySMUdRINh1Ei+eiGjdJwZ7y+djz92QS+uOlodMOG5vSQ6d3SbLf1vo7SzsbYW6TWt15pij2FQv0wHv3oJDqlLmN01y+oXvwZxd5U+vSeCBufFFEYrZN2LZpLeoAaUanN3WO8TYXtGffv/6Fg8sTEa+jXtUjeKF4EkXyYO1/+tqWBXhXrwTtGDK5SBgO6LF54Wko6cMUyKFsk0ff6qPqujyFcJgKzcqUYdJXNkzrhtKGyKAPSs7Mp8d2gcpXMWXNJLWqkWv6u3S6tllqOa75N6Xw5TkeS9FIt/X7f2QRGZN/R1pjApGAGZB0PHS/fdx8YQ4fyJTKnhC57v1+xAjY+g8/h4uzD3mF1fm/K1A5cdFHm3p+1sLCwaIIlVC0sLCwsfjmq7adTWw+WQS9JWrHNA1ljf/72Ng9k/YoiWnNKpE1RJQ04VCFpvvVCtd0FUDJXorgdr/jRtiQNOJPFZEe1iyBLG9bw1tSp8Mwz0Dvnexa/t5YhPUfSoedFInCq18v4Sb1BUUmJVPHGDTfz5pfD6JG9hDOHfMSq8M2cfqYds24KvXJX88GVJ0rbGCOEiNH68GGstrMJBhqvfHMeD346mahh56JRr3PrhdOo3VWDHrVRVpOETY3isIWI6jZqgvEYpkK8SwyZDFQqaz2YRg0Pjb+eVF8JpqkSMNIIhTTK61IJRZzkpOxCU3QJFhoaoYiTOFcUjSZidU+RCmB3U1Np8uHSSTx71jRCETsmBtn+Z1mr5NF1cF8xiNKccnw5J0Lff0MwH3PzK/iXT8FtbzTGuuGdRyitSUVRNa5761Fm3Tderq0RbL7faMzcSQ/LfVm7FTLWShuixLaNnxvylixC1PfTBYmEmgZEq+VfzSUp18Gi2KLPEPk7OyYow5VQulAcjeO7Sv/fzNGw4QkxCAvkS73tsl0iEuM7xeYWlMh+XR74C8CTI3WqTYnUwoKJULFUIrEDnm3ec7l4Fmx8WiLCGx6H5D4ipvdk6dVSCwvQ67599I2tv68U7jl9MhElEdWZgK3LO0DvvcezaCT/K9j1H+h4DSR2OtSzsbD43bGs2ywsLCws/tjYPNIvNOckiWj+EUjuD45kiNRIJCn98Mb3XOmSZnnCBuh8TePrigIDnhE32oQu0OseeV1zwbAPJSrW9xFoe27DJkuWQN+W83j1onO54di7SV4zTiKEve6RSHHGEZJGbPeBO4f+lzzJlOczuHBiLWqHSbw891IGt51Fr06FrNjRm5CSSUOeLdAoImL/Knb5STmMCPG8MmsSDluYBHcl78w7lWjhHDT87C7PwuvyU1aThKKYaJrBqsIjCBsewromHkWmgupMJKdjLh6nH00xsGkRfI4CXvpuEgWVLQjrDv7+4vPUheMwTQVV0bFrEXQOIC3cNFF63o2iwNIt3clMLKBV8hbineVkbxwNdTtY4nyPihoP4agK+Z+LwPvmODZ++zFl1XFNh8KuRQmY6Ri2ROzeFBFvP1XXaUZE6G2YIi2SQuVNrnfMsKrpGC1Pkb6nkSoRrXV54OsEmaNAc8j7rU4XcbjyNvisN8w+CSqXSR9ZVwakD5UeqfU500qsTU7+DFhxixhzFc+WhRJvezEhyxorfYvXT5EIKoixU8VyuR+LvpMIbFPqDZrqexJH6/Y+fiMK+dPk/lM0qXvek6S+UnNrRFBUOw5vBjYCsPPj/Z/b/++sfxy+Oxo2PwefdYbKNYd6RhYWvztWRNXCwsLiYKnbKQ+GCV2a1ypa/HVxJsPIL6FqjfSudKUe2Hbph8PRc/d+3dOquaiNMWIEqFtWYNfClPvTSHfUSD2iM6XxQ1XrxDAnsbfUZf7wDxHQpsG9h39GWVcNE5WXV07B1aIvFM2QdE0UZL1aB2wiaOI7Qu5ZsP0dbHY7vXJX8dnyMaiKweGd5xAK23HYwmQmFuBz1VFam0JUt+PyJTKy50I2F7bDpu5A12VBYemmjuyOP5HRvi/AMEVXYVJZl8ipj/8Ht7OOSNSOqpioiuT/2m0RVPbf0xQAI0wH25s8fflXBHatw+Oow8TEbtNxhuYTWbqSyJZe1CUF2F2SRuc25di2vQG1G2mXYqKphqQcK1AZyuTpa1/i5levwQxX8ch5D0D5TjnPhgHGPkQa0JC/bCJmRnXb5d4woiIKi7+B7JPAkwvBAkmh9eSCu2WslUw5dLtFHIBTBoKvnYwXLJS0cptXIqxRv5gmhWOtkDpdLanFpd9L+ndSb9j4hHw270Po+c/YpAzZz7Y3pJZWdcrnO14sadCK0ihA7YnNDy1ztNT7Fn0DLY6CjJF7H75qg8ReULFShHna4Xt/RlGk3rbT1fD1EWIGpdpkzoca0xS37fzPJeuiyw37Tm8+FGx4svnfax6AoW8dmrlYWBwiFNPcV23Koad///7mkiVLDvU0LCwsLPZPqBxmjpIIiWqDw96QfqIWvx1RPyy9CsoWi6jqevMf5+HyV8Yw4LkH13Kc73QSfFGSsrNQRkxrNO+p3Q7fjZFzEqmW1wO7JYVYUTGNEHXhREzNg7PNGBxlX0kkOFQuPUTRAU1ES6vTod8U2PGuROaChQQjdj5YeDrhqIMzB7+P2+mnNujBZQ8iNa4qdnsU3bCjKAZm5rHYir+grDYFf9DGy3Mu452l17Dwg49I2nqt1EpiUFmXzPVvP8ymwvZcP+ZhxvadBoh0DkftVAcTSImvRiMq+1FsmGakQRc2vdwGCuGIDactFimMtbsxTdANlUDYTWUgmZQMH+6MTpJKSWNdbNNtBFUil4oi7YgCO+UDmgsSekhkM1zRJB05NpC3I4xZLqJn6VWS9huXLddGscn/HzwtocvNkpKMKZHRup0SmVVdMPJzWbSI1MKMwZLCGyqTOSV2l/roWD/UQABWLDdpqU8lp/RmqX2N7yj3QZ9HZNvdn8qxbHhC9m/q0Oo0Gcc0JLW36FtodapEere/B4k9oPVZjeZkprnX96uqCrZsgY4dweushl2fSmQ/a8z+W9jUbpf6bl976Qt8oN/bgq9h01Pg6wI97pSeyb8GxbPh+wskPVwPwaCXJUvhj8CcM2Hn+41/D3kXWo8/dPOxsPiNUBRlqWma/ff1nhVRtbCwsDgYardIpMKZLK1QypdaQvU3ZO1auPj8WurKruGRCx/nyOjL8nB8sCZJf1BUFS67pSv4v4K6bRK9snlEhKy8TdI8Q+VSgxjIl6goqggfExQ0vM46UAKQPRKokns0UhGrlwQwIWMEDHxWdupr3+BA7LKHOffwt5HHhShoXqJKIlG9FE3V0VQdXQcjFppcuzGR3q17EiwvZu6Gw/ly5WgMfzHV5bUkDf8YVtwMVWtJ9FbTv/M2Zm86mudnXoKmRRnWaR5xjiClNek8PP0GTMXBlEl3oeSciBmupHbTl7idfpSYMKzXOComTnuk4Zw1bUCjKCZF1Wm8s+gSbnj2QrBVwe7/gak3bG/EAo/1proKhtQAKxo4VBEwigaGTrnrOGbueoXjnUcQ5wighCsltdfmlWj50quhcGbM/MmQGlcMsHkxHSnUlRTwWcFAxoz6GK9WKJHTVXdKHWukWtykPa2kBnrwaxJF83WQtkx2T8NBh8Nw2mmwaWMUzd+bd69IpXdunvSOTe4LpgKr/ykH1P5SGS/qFxGZelhjS6JOV8pPsFSinXoA8t4X4dbqtPqT2OyeLCyEsWOhthZSU+HTT+NJajPhwG5ob2vodPmBfbaeUBksuVyOpWIFuFtAp6t+3hg/hh6rP1Ydcp314P4//3sybCrM1iVq3naiJVIt/l9iCVULCwuLgyG+MzjTIFQsAiJ9+KGe0V+a22+HgmIXDt3BtS/cyMops/YfwfkzECwRQaIHJDrsbd3kvVJJ8Yzv0tzIZsd7sPMjUJzSzzXkFjFi6DQzSbJ55CE8ua886LY6GQq/kfrEzS/IuVNUqNnSOHbaUMg8FnY2rTeMpQobQZISo0T9Boqpg6lgYKKgY6KybkcremcvxObJ4NXZk6jyJ/L6pZNoVbkKwq/CYW/B2vspLHLy6Iw78XjLWLWrF698N4nJ7z5IVlI+JdUZhE03/kgSDyfOxFmxnIizLWsLe9M+fQMlNZl4HVVkJ+2UOljFJBR14rKHGqcbU6qqYpIQV0P7njm4E5OBZMg8BkrmASZmNERhVSKZCUWN2ymA4hDDKcMv59M00A2V0y4dgt2Zz5gryjGMIJpqyDlXEyVFFkWElc0nYpUopI+A6vWUF9cwf31/bp6ayofT0nn//a5So6q5JVVb80g67Na3oHqtmDRVroLKH0QEZzcaiW3bBps2gc8dorzSySfLTqJ37goRtSO/hJkjaYgR502FNueL43DKIOn7Oq2rCOxBL8rCWqhYWuk4kmT+NVt/9HadPRsqKiApCYqLxZH6mGN+9OMHjx6QSLDdB6GQGExBzHH7E8g4UgzMfklWRcZIaHEsFH4lTsuZR/66cz9Yhn94qGdgYXFIsYSqhYWFxcFg98GI6RKl8rWT+jOL3wyXCwzFS1RNxOsohU7XSErkn5nlN0Lxd4AqBjijvpbXQ2Xw3XESaVPtMPxjiXaCOM6agD0O4rKg593So3Prq7DusZirL5AxGtIGQfuLYqmsLnFvVR0ikoq/k7TfjrEoV7BU5tDqNCj6SmooadrCRkXpdC32Nf8iGq6iOujD56yhtCYZu81kQNcdYITIyIQZt5+GEa1DJQphBeacIqJM0XBU2lEDVxNW07DZ/QzusJgx/efz1pzTKKprjdtexemD3sdR9gV422KvXMCsDZdxxjPT0Zw+7pzwIic4bsHnqqE65KEmmEhGQhFOW4hYKBlM0HWFstoknn23F4P7vUTboy6Aw16HDf+G0kVQNJNUbzmGoaCqJqYJmoJENcPlsSikBqZOeV0aO0pyePaCi6nyx+OMr4++aRAsBm8bEZyKIqnBqkPqHg9/D2q3ct9lhcxc1p/ERJVly2TLsL0VS1xfkOFaTbt+vcVAZ93DMcFsSlsaIwjb3mwmVLPdq4h3ZFJakYBms5Ffkc5R/5rB6BNbceMxTlRHMgQK5SQ4U6D/49Dv3zK3z/pIGrARkWjukTPE0Cl1sETvnMmQe9qP3q6dOoGmQUkJxMVB+/YHce8fCO4cuX83PQe+ttDuQihfDitvl0WWsoXyvfglKbuqHQY89evP2cLC4lfBEqoWFhYWB4sj4Y+3Ev8X5V//guuvV6mrS+e++9KhU9dDPaWDJ5Av9YmqXdqU1FO5SkSqFicp5vPOgoHPN0ZHi76VXpwdLobWE0SEtDpNHuhDMcdWvRq63NgYbareKILRiEi6qrctRGvkHq7Lg1knSgTLkSwuxJtfkvRUIyTzcGVAy5NBD6CtfYCo7sBExWnXiU+JJ7X7INi4GAJF4EpGDURANwFdajqjdUCUZA/8+5xrmfLltXTqVs6llzrwRZZz4aXx/LBhCRWb5jG463qUQAT0IEqohItHv4Q3LkBmt0EMPPnv9B10Fv46HY/Lz/Vj/s3ovkvokjIHMEWnKqBqJou2DGJ3sY/7H4rjpbjxkHkUgeLN5K8rwOdIwWULYZgKoaiLtPhiOU81myG+HQx9T0RtwQxSfJX0bbOcYNiFbtjQDQ2bFkuhVV1y7fQgoEoKtretiKhoALxt6XdMWz5dAITgjFgHl4svhjlzslCULO6+G85yvUGDk68ZFfMkUxdhtvAi6PMwBIvwrjiD/16TxIyVR2J2uIh/TbkAp1PjhXc1+gyHo4c+DT/EUn973CU7q78HHIlyrTEaTblUTQS8f6dkiNjcP3q79uoFr78OCxfC8OHQrt1B3f0HRtebYkZHsUyB6rWAKfdwuFLqcy0sLP5yWELVwsLCwuJPQ6tW8MEHh3oWv4BIjTiuao693+t+Oyy6WARN99sbX4/vItvUbhMBFCyGBefDmBXiMKsHRGgkD2wUIQldpZdmRR3Yk6F6s4hDe6zdS/FsMepxpUL1JnndkQKLrwBPa/DvBm+uPPi7c8DbTmqw68WrpzVUb4CdH6LYvKTHlwImya07Q9fJ0k8zUi37cCSI+Nb9sQMygcZ+qMf3mc7xfT6TSGSVA0Z8Bjs+oEfrTWB8DiEdnKmSvqy5SPD5uOyY1yCnHNOZzPRb72PRD1nc9uFDvPD9XZw2uE9M4NVXqWrsKs9ie0kbIlGVw9rMFHOhnR8wb83RDGiTh9sZwDQVftjZg20lbTiq+1ckuOtknKEfQlJ3idT581HXPcRb101m+Za2JLircXripZWPZpcFhKXXyfGGSmLp2OVyflfeCm3/xoQJPenfH+rqoHdvyWL99ltISZHXPv4YzrqwraSCm7qkdXvaQ+0GieoWzoCNLaVO2dRpmRNhUvr7rLb3B+VkEry1XDzkQdpVVoJyMwx+Zd/34sAXYPXdUofa4+7G1xX1gDNCDjtMfgBJfS5bJNc74TdcOGqa4p82DFIGSAQ4sSdkHv3LxqzeBOsfBXsCdJssqc8WFhZ/GCyhamFhYWHxxydSS0OrjT8bG56SqJzmlqjVni2M0ofDsP/CgnNg9T1QvR56PwBxmTDiU5h3Lvi3iRCI+kXE/PBPiaZqcbDkMjh+TeODfOtzwJ8nbq0JXRodgkEe6lW7ONKauqQXR2pEJCs2EVh+TUTp9nehcoUIT1OP9d9UYfElEpWL1CJptpqIV/8uEYLBInk9GAZXi1gNpxMi9T1Gm9rtqlCbJ0ZB3xwr7XUi1bF9KZLibE8UR93K5YAB295CKfiCbrl2OmWu5aTR43H5l+OxVzaaQyk2FMXOXf99kC+Wj0RVdCr9iZJGCwxsO584ux/D0FAUg22l7dle2orqQDzxcdUojoTGVjGKKmZVacNw5k+jT/stODzt4ejZjec2UistZ8oWiNjpchP4C6DwS9j1Pyj8GmP0fGprfcTFiUmWwyHRyR9+kL9HjkRcw2ePk2uLDrUbxeTHZZfFinCVLDxozobFgC7DhjBmDBzvO5dRXaahRU2Y9hb0vk9SZtU9HvXiO8CQNw/mjm7O0qugYIb83vNucQwuWyytm9JHNK+5/rXQnDDkHVkE0dy/rD7VNOH7iY0p0lE/DHjyJzezsLD4/fiTO1BYWFhYWPzlyf8CvugHn/eF7e8c6tn8PMLVsP4xibzVbIFZJ0DV+r0/t+UVaVOiOWDnh7HWMUiEa9DzUoeqB6HnPSI0m4m9PWh3gUTNej8gbUiaPsSnDoQhb0OHy0VQaXGS1quoMfFqQurhMOxDiQbqgdiGhoi8cJlECvUwmLF6UDMqNZlGVAx56k18zDCEi6WVSLRaDIo0t7yv2AE1dixRwAa1myWaGK1ld1kyS7Z0ZWNeEvPnhaFymcxBdWFGa4hW74TaPOx6KSmRb/DYywBdRHP6COh6KzgSmLN+KC1a+khw1/DlD8c1nIY4ewBQsGtRFAWGtJ/N58uP5bMVY2JRWcRluQl6i3F89cMotuXZ+WjOcKpqm7RI2fBvqN0EaODPh+JZkpaqqHKe9SC33WowfjycdBK88Ybs5u234cEH4bnn4OILgzDzqJhIjZ2/aK1E1k0DEjpDyXypK9WDkpp95FdongyeeAKO6TsPmxpzLY5WSn/QLT8SVT1QKlbC7FPg+7/FBN0eGDrkT5dafdUmjsGlC2He2bKYMutECBQf3Bx+DEWRhYJf3JrKlPvN7pP7MLD7V52ehYXFwWMJVQsLCwuLPzZrHxQBosXJ738WdkwV45pAvji4mhGJhi2/vvnnjAjkfyrmPTWbIRpqHjlO6AJHfw9j10u0CqTuMKGbpCz2e6J5WqSiQOYoyD2zcZxQuUQ8TVPEas5JYqzkyZWaxHrhq7lkTG97+RezsZUJCuh10gvU5qVp51FUl9Rppw6Wa1X/eSMs0dm4rJjplSbbOtNlblpczLm4nHp3XYBNRe3JSBCBk5W0m0DYDoCuR4gaNoqq0tCjEZmP6og57Cqy78zRsPlFCJUxqssXVBcXEY46GNNresOc7TYdm03a19hUHa+zjsuOepbTBv0XRXHK3AL5zS7TpnnfMCDjI9qmbeaEzs/ww6dvNjRjXbeihJLiMNFQLSY6FM+VKLg9QXosZx3Hh5/E4/WC3Q5vvSVjer1w+ukwemQYZe5pULe5+b2hucSZ9/jV0uM2XCqRddOQNMt/Br0AACAASURBVOu1D0PFKvls2nAaja8cIix/+Ics9DTFv1si4OZ+FjsgFnGcJK7DRd9JCvOeVK0BVxaEyjD1EJGkYdJCxghLFL56PXwzWtLX/2goKnS7Tb6TqkMcty0sLP5QWELVwsLCwuKPjaeVpPhFY+mVfwbCFbDwQgjsFLEBIn4cKRJ5bEqgQMSqFhczHKoW992mKIr02PxqOHw5WMTGiGlwzAJocdT+51L0HcwYAl+PgDX3y2u+DhJ5DVeKyHMki1GSMxWSekD+NDFr8raT1x0p4EiTtivZJ8k+namABijiFLv0GvB2kPRPRyLEtQJUEeBGSCLKRkDMm4ygRFgdiRI5bIgQ6/KPKYJSU3V0Q2uQxKGIi0+XjiVqOFib3wVTc8dSW2N9ZZypsPEpCBWCGeGpiVfwzPmX8OrFF3L1cc9KRFd1gKKhqE6UmG9RvLuGUwf+l5T4KtGyCV0hdUjDKYxEIFq0iHhXJWCgqToDtOvgPy1Y98r53P786VT7vZimQiDskuPYPU02HvgS9JtCv34KlZUQCMCQxqGFXR+L8VJTbF4YsxoSu+H3w/lXtKXL5TO4/ZXzMSIBKFkgbYrmny0LEUNehx53Mb/gb/S/fQEDb5vF4m2D5LoYsfOa/7m0rvlu7L6F557odXL/KpqkZDel4CuYcyoEC6kKZXLrh1PoPO4arp9yGobilvtadch2G/6gKbXtzocxq+DYZZA66FDPxsLCYg8soWphYWHxZyUagC2vSvQoUnOoZ/Pb0fcxcbVteZqktP4Z2D41VmeJRGzShkoKpzsHWo0XwTnrJHFfdWWKwIrWxT5fDdO7wtpHm4+5YrI8/IcrRXzUY5oiAoM/kmK58WnAlBTHLS/LvBRFXFQdSaBqmCZsK+/ENteNoMZJ+iZmLL3SLWmmcRmQMhC6XA8540RI2X1gT5G04eJvYcMUqFoH2eNAVaRHZbfbod3fRfSYsXMSLpMoatQfi4bGBG+MHq1+YHtJLpX+JKr8PlyOMKASirr453/vpibopWVKodRvRmtiYyApnNFa6h9v7LYIR/f8imGdZqOgi+g2zZg494EtMbZvRIwldIe4FtD5akzNzVNPwdixMHbULtoG7gNMbJpOJGpj7tp+ECqmtfoej552Lm8uvIqvV49GN2JzMXWJOC6+FDY8yUvP1XL33fDMw9u4c/Q5MG+CRNpBFig0j9TjooCnHRy/Qc458OmnMGuODWdSDlMXn8/SumulTtORJNHLYKyPc487uPGjl6nVM6gKJnP9KzexbZvBmKOq2LoV+X+FHpHo+rpH9p9KryjQ+yE5DmcK9PhH8/cLZiDOwcm89tUJvDv7OBISVD75MoX1WV9CXLbMX0EWMv6o2Nz7NjmrRw/L964hs+BXJlgCS6+FRZf8MSPPFhaHEEuoWlhYWPxZWTEZVv8T1twHiy8/1LP57XCmQK/7oO/D4M76edvW5cGuTyBc+9vM7cewe2KOtW4RdH0ehaPnwuhvYcOj4gxb+YPUG2oOOOzNWOS1vr7TgE1PNwoZEBFm6kitpr3x9RW3wLfHwlfDxNV3T+I7i5gJV4pQrhd1Rljm4S8g4i/HHlhHwcJ3+eDF5bDj/Vj0WoW2EyF5kERFa7fC2n+JQY6iibiOlMdMijTAlD6sh70KJ26BEZ9A56ukvYgjsfm8TD3Wb9RFgymTIxkUByneCoZ1WUq/LkX0bbdBPq9oJMSbPH7xI/jcQRLdFVKPCSK+VTtEKkTsaW4aH3EUJFKrS/1q1rFyDsKVMeGsyBy0ODGXUu3gac38b4roXHwiDx/Zi5Pa3Y/dplNQmUld0MOmog5c8erjRKIaLnsIhy3MaX1e4rXvr0a1x1q7KDYRoHXbYMNjeDfdxLnnwnGpV6KWzYfSBeK2DCL8M0bKPdPxajhxE1FnFvPnw/r1YrwEEInawObF2XG8iNRItSweuBvdel1xChEtnYjpxojq3PXhHaxfU8c/bimOmWXtiLUbcsLKO/cWYHU7YOZomN5DMhnGroVjFkqqec0WieZDrCWXCuFKUlIVFFWjrk6MoRKyWsHQdyCpD7Q8Xfod/xpUrIJvjpGIcPWGvd8vmS9zn3NG4zwPhmAxzDxSvlvzzhLR+muz/EbY9V8R/gv//uuPb2HxJ8Zy/bWwsPj/R/XGRoHQ815JLf0zUrEsZtiiSV2YRXOKvoNvjxNB5EiGEzaC43dyDW51pgi2siXQ7kJIaeL0a8bSVKFRJMR3kBq51feJeNKccl3VJpGePo9Ifasehj6xWt2oH/KmSkquHoDNL4iLcFO63waudEkPbT+p0Xwm1vbFNEIoikKipwrYxvrCHoAp34shsWLK+efQEJXd9T9J/dX9sdpYI1YaGRaTpG6TZZumdbN2Lxy9AGaOEtMaMzZWNCgC0ZkU6zu6ODaOgzoyeP7be+mYvY0xR5agmgbqlucY2fqN2KD1bWhi/7pbw4AnJBr5eU+JDBuxfrL1bH8To93l1PlnE2cPoakhuRJGLMpqGnJOV91BdqkPe+ZK6sIJjOkzHX/Ijc9VR1ltCnd/+jCqoqBgoiiQlVxMi56HM/WyLrD9OtjyAtTtkj0bEcy6fNTCb2QOkWq5viD1qyALGu5s+T1/GmbqIC65dzzz54a5dNj9jBuxkgknPsjclR0ZPx56HtYKInNgxzsSGf2yD/R7GlqM4umnYfJkO2rEwQ/LcigLZGGaJrbgDnFY1uLkXtHcUu/atNYYYO1D0rfX5oOVt0P2CTK/dQ9LRBYg8yhZFGh3IcR3YvzokeQnKyxbBpMmQXY2wBBI2zPH+QAworDtbenf2+acxvMCsOQKiW5iwLLrJf29HtOARRfJ9rVbpD530Is/f/9N2T1dos/OFKhYDuVLIe2wn97u5xAo2HcfZQsLC0uoWlhY/D9k0cWx9h2xh51hf8bGnEDbv8GaB+T3Dpcc2rn8Edn0jIg+xSF1krs+hrbn/T771hxSq7knigr9n5L6QE9r6PnPxvd63CkRv3UPi4DpeIVEQOuJ7wBHfNL4d7BYoqmBIjB2ytipQ2DRpZJ22SXW1zPvIxGQna7cOwXT3RIl6oe6EmxKmBRvGSf3mwqBWplLPUl9oGSenEd3K+nd6kiO9fw0AFUMkuqdd7e9DenDpC530SVQvQ7aXwJj14kjrqnDrumw7RWIlEHULjWz5SuBEOGojWi4kjO73Eqqt4jIZh9OW5iGGlY5yYhjsCnR32FTIamniOCUAWxaV0d63HpcjiB2NYKqAijkLZ5BpjeAqkQxjSZ6WtHkvHvawO7ptDJNTF+IgmoDzWbHH/FhU0MUV2fSuZuHuy9+GptNxsQWj9LrfmnH498JNi+mO4easkqcWg2KYlJVqpBWlyduzIsulXn3in1/TRN2vCvnSw9hbH6dmTPHc97h73By79dRap1MHnoG99lmM3duPP37Q//+Xtj0nCxmmDqsuRdajKJzZ+nJSsTB3Kce4vZXJpLsq+afk4NQgly/QL702+3/9N6uuZpb5mOEpf633hxr84uyuBGugG2vxdrxLIFhH2FzJ3DTTfv4HvwSNjwBG5+UOez+BI6a03iRTF1+N2lMrW+KGQVVA0ORqPHB4s5uvC8UTVpG/dp0v0MEth6EXvf/+uNbWPyJsYSqhYXF/z8iNdLX0dQbIxp/RtpdINEzIyoPnRbNSeoLO/8bi9BpkNT7UM9IyBwJmQv2/V7GcPk5EFbeDoVfiaBQFImA7Z4OzpgrLAZgwtZX5cE+f7r0ZW1Kvymw7DoUZzV5pZ1pYZtDQkqcREvjWjR+rtPVUksbLBYh8P3fxFXY5pPeqRXLxZEWBeacHjNgSoSWp0Dp9xLJXv8oZB8vqbcgIisuRwSFqUsEVPeDohDWHdSF3ER1pxgP6yFQmqddRk0FTVFRUCX6tiMmVBUFhr7LLXct5+bj7iA3JQ8Ug/T4Gmh1Jp7qL1EVA9Osj8gC6BCtAs0nqbq6H1V1gGaQnbQbRXGwuTCL/2PvvMOsKM83fM9p23thd+lL7x0EFAHFgr33XmKLiRrzwxJNLImaGIwaezd2Y9eIBVEUROm9d5aFLWwvp83vj+es2xttQb77uo57zpmZb74peJ1n3vd93jMe+YTSiih6d87irgn/BRwyprKDSqvNWgxZn4Hlwi7LotIXQ2lFElvyOjJ97ZlMORvVK08OtaD5RSTa4EmG4tXgisLRcSR9MvNJcC7HgRdXRAIPv38Jb/wQjjsMLr0U5s2DsPB2cta17drXC8Adw+E3PMCMCxZCdD8tX74MtrwH7a+GwX+tnUJeRb8pqiEu2ah65Krob1xftc4JlOvBhyta///05tcfY08oWFxdQ1y+Xenl7hgtGzoV5t+kf89D/l57O8sBQx+BRXdAdDr0v3vP55I2CQbdK+OqzmdBdNc9H7MuqYfD8QuBYLXxmsFgAIxQNRgMhyKDH4B5v1MK3MD72no2TeMtgB8vlylL5iXQ97baEZCY7m03twOdPn9UlCJ3tsx8Ega29Yz2Lt4CCQaHS0LPFSXDInes0kvLtqhFiTMCcChtMeCtbRwTkQGxvXCFF9Bz2KUwf7GEiCde5k9VOFzQ9QLIXwDfn63PhcthxBPQ8zr49lTI/UFzqNipGt1AmcSbRUg4WzVa1yCDpp+v04OE9MlKWw5PgcocIjOG8eO8nnSL+AwbKKvw4HWFEe3JwwI25HRmbe4gxvf8Hw6HhQuvHHA7nCz31og0cEZx9fPPMLbH95RUxPLSH+6DgXez+YfNDIz8Hn/AjW0HcXr8/JI+HJApWVXKbtB24bACgM1nC06goDSe5JhcVm7OYOnGrgztnK3+twlDFLFf/5Ii3ASwQn1aZ6w8ikc/v5HfXFESckqmfhTz5+ugIJS+747F6nAS/71iAIHKEsLdpTg95eT4+uOwy4mOCFBcFkFlJYSNfEY1ww63/t9QF3esHmbZtgRqeZaidulHN35fhSVB14uVeTLnSuh0NgybCoe9COtf1jXMnqbrnzhCvVZz58DOGYpyDnkQEoc1ees2Sbcr9HDDVwwdT6sWqaDWSsf80Pi2GcdVPwjZG1gWdDlfr31JU2ZOBsMhjBGqBoPh0CP9aPUlhD1oFr+f2Pi6BIYnQQ6/Hc8w0dOW4nDAwD+39Sz2HQP+pD6X2DJMSjtaQmHdM4p29fytzG/mXi9XXle03o98pvq+X3wnbP9cEaziNTBhmsy5tn0M356gdVOPqN6nP+Qu7YwIOe4WSST1vgl+WhlKF3VrWXiqInLeAgmPblfUrjdMm6h050V3QvZXisxFdQbLiaPLGaSkXsn9t59IYlwJO3I8DEr/jqMHzKBr0lp2FLXn2a8upX/GfNJit6lStXSz2qWcvBZsmwcvuIebnvkdq7b34cGLH1DErXg1fc+5n13TziQpMjuUDgy16liRriupiKTCF0Gkp4yo8FJ6pq/G5fSTV5JEVFgpHeLX8othU0RHWPmIjhu1H7Jc0YTFJLPGeQvnXhjBed0vh/8FYPDfoeMp2smuBYpcbnqrunbZXw5FK4mwdkKEW616wpO48agHmLPwH+TnJHLjzTHExsYDHWHEv5u/V3K+h4WhPqHbP4dxH0Fcb33O/gYKl6r3blxffbfiH6qX9JcphT4sSdeqz01a3uu3eqAx6wKlqlfmKvIa3o786VOIPPFLwnc3OJh6BEz6TveNeRBnMBzSGKFqMBgOTQ50gVqFM0I/sIOhtEdHWNvOx1CfgqWw/O+hH/N/0kOF/UH8ALmxQvX97C1UKmpsT4jvryjy+peUsulJhOyvJTBcIWfayjz0U8BW+qwnUenD7jitt+qR2kI1eYwEzfZpcpvNOEHfl24K3aM2DHtMwiWmB7gToXyr0nvXPKWIYsoYiOmlFOJtn0rYuqKrRXDq4dD1AvrYbrZbk5k5H0qLKxmT+SXJMXmEe8rZvKsHczcM5+RHvuDTmyaQGFOE2xlQBLdoHRQspFvyIj768x/U8sMZBZ5eENuHzR88RKLlJkg4DvyorjYM7IpfDnN1Vg8uefoVhnf9mY25mfz13Hs4ZuAXTL3w9yzePJCThn1MalyOBH6gEra8TXX9rAOwwA4SEZ/I7X/rCdOPgfJSIFy1pB1P0flY+bBS9+1AaLtQKxg7qLRqf7HGKs+mZ/wm5jx8Lv6AE8/hTwI1rktzlG3TmFVOweVZEqpzroZ1z2mdsBQ4fr4eJkR31TXGoeuzY7qEahVVbYvy5obqlH1g+7nnjet5ZcbpRN4D//kPDNzdJIbwVL0MBsMhjRGqBoPBcCDT5XwZ0eQvgO5Xqi2I4cDBDsLsS1SrZytFlGFT99/+az5w8ZfDd6dAWZa+H/2K0mDTj4HCJWojE9Ozdh1cv9slonwFEkhrn1YtY3motUdUZu39OVyQdozcejOOkVixbVj+oIyaAhWw4kEIBpRNm/0lFK/X9xXZSicNa6dtD3tBpkzZ30g8JY6ECZ/9ckwe4L33YOmXX5E/72X+9NrvWL61Pzed8AjHDZ/Dyux3mb7ubM5/8r88fN51ZKZuIDYuDL45Wg7Hlge8G/Sgxx0FfW9j26xXiSr8DNslYRXAjcuyqvu7hliT04f8kiR+XDuagrIE1rhvZlDMXZw07EtOGvZpyCc3lMrsjgPfLgJBBw4roJrZqE7Q41pIHCpH7qLV1aIz5XDtZPM7IXdnD9g5On8R6Zr7oj/pfbvzIGuaIuWVO3CUb8STPKr19dbpx8Dap+RgG9cPkkcrRXvTm/zinFyZCztnQpdz1Q4qb75KDjzxap/TEBHtdV0tFwWlcbz8zRnEpcRTWApPPQVPPO5TtNhbAJ3PhfDk1s17T9j6Iax7Qdeg720mvdZgOAgxQtVgMBgOZJxhMOShtp6FoTHsoESqK0ppkm3ZXqJ0g8xnPLGKlGZ/JaHa81qI7iwh0v7k2m1jEodIIEV2UK3olvdg7Guw6nEdk68AvjtNfTDbHakHJnNvkNnO5jdV89rtUomqss2ALcEcnirBmTtbhkm531entgZKlYq6+ilYfr9Sfl0xigLXyXRwu+H5F118Mes+IsMrOHLQYlJOeo2o4i+5e2w7PjojA2+5k4uefJ2YyFJm3X14yCgtFN3FkhOvKxKW3oNV3p+4iDwsRxCHFQR8qmct3wE49LAhIoOx4xJJ+SCHvJJEkqJzGdf+FTh5FdaPV8KG/0jYhqfqQVLW53y3bDADMn7CxsXGpEcYOvkUpcz+eInOB6i/a6BC6bUzzwz1oC0NtSdx69+6Mxz8JUqprrB1rSp3KrrtjlOkc/ynujZV7FoIhStUj7rsb9XO0jVrssMSYcIXivznzZLBVpeLwBGOTTFgY1lOOUuDxjpmpq6TI0zR84boca3Sx4M+IsPTiElJpaDEg21D587Akr/Ahle17raPlFq+P7JZSjerP6nlkDlTVNf95/i9u9SyoDYYDGCEqsFgMBgMu4/DBf3uVDqnK0q9UNuKqM5K7awIpaRWRe4sB7Q/sfHtUsbAjm/VdqQsC+b9Hg57SeZG61+SgPrpN0ozzvpMwskKGTitfkxCdfTLsHKq+nIGfLDlHWwg2z6K/MiL6Rt9DVZZKLIKEl1rn5S4x6m2Its/rze1jRvhy/nDiYvcQElFOGARtWWqIoM46N9xMN/+lA7+OEb1XiYxHAgJQzsYilgCwQrwJJDm/AG/24fbUUmxN5GYqAD4K3WOXDGKKh/+FonOCKZNGcWa7V3p3m49sQ4HlO+End9AXB9FEZNGSAAFylm3vT3dkyMJ4sZa/zy4L9D5K98ZMpLy65y5onUOHS7tN3Gw5huRLoFauEqRb2yl/ZduVNoyts7dYS9Xi9SybVCwHOZdrwh2xY5q598Ft8LEaZSVwYcfQmQknDjyR5wbXlQ7m5X/hITBvLHtLY5wXUa0p4DsuN/SO6FGv1/LISOmQEXIeTe6epm3QKnB0V1gwD2w5E94nCW8fv0FPLnwZTplRvLbUz+C+Y8oJTyivWqgbb8MwPY1/hLdC65IRf8PZHf3oE8Pf7Z/odT6Uc+BK6KtZ2UwHBAYoWowGAwGw57Q7VJF1hyuto2IuKLUZ3XHDJnQJA5tdhMARjwJq5+UKU54KuTPh81vKQU1UK4f0g6XUjjXPSfhZVdKSEV10hjRXWD4v/TeDkLGMUx/7Su6ud8miunMq+jO8C4Sl6QcASMeg5+vleAMVij4mTy63tQSEiA+ppIkRw5/mPwck/v9DzYVA0FwuHn8nLN4ecjLOIoWcvHhr0DmbRJhgQrNucOp+hvwQpeLccw6B4/bxg5axEZbqsntca0ihv5iiOoGEangjCCm4wCGRsxWtDN2oKKM7jiJNIdbLXjWPQdYnDz0Q5wOP9mFHemQsDkkkqI1T4I6GHecBF9FHkR1BIdfwrLbZbD5XdW6+gp0jrBlomQ5Q+1fbAnpKnOh5X9XmravWPuKDvVGDVZIiIbcla+6CmbNUhCz7PoSzuthK2ob9IKvmMdeGkDEsRMY1flrInP/C7nH68FFFTtn6iFF0Kt2L5kXSRTPPBNK1ut+Tz9eUVdPPH0zFvHYSTMh41j44iGd38odUJEFvW5quB3OviC2j9onbXxNDxb2tWvvnpDzvWrHPQkyHdv+udyODQaDEaoGg8FgMOwx+6P+zV+uH7Xh7RpvtROeCp3Pbt24zvCQuc+ToZ6sDkXxoruqdtT2a9yCxVoW0wvKNslleNgj9cezHNBuAu6ShwjEu6n0h5EeuUTzLt0EebM17qjnJLjKtkH7yYoA58+D+EGQPxfyfiYhri8zbr2Q0lKb+Mh83I5QOq92REx4ETdcshq6XAlcKcEdKAeCElTFa+G4kOHUpjf117axLJfSXDudKcfisq0wbWSoT6xbEUB/OdgOwAmpEyQAx74Bqx5V/eOOGVCeA4EiEqLAti3Cw7aq5ZVlwcB7ZFYUKNNY3l2heVeq92lcH+h9i8Rnzxtg1kVaJ+hTarHTHTIjdoI7UsK3aIVMtNY8qeh1MADeHJ3P2F6KCDvCYOg/AfhpdiXxYbuoDEbx6pdHc96YI2Dnt9BuAsQP5JUrjqdz3DICQQdlQUvOxQmDFFmP7gLLHggZO0XKDTrzIgnn0g3VxkwVO3TOKvPAGanjAojppvPqSYH4vurbur+wLBh0n67BgZ5O64pGKfHlurVrtuMxGA5xjFA1GAwGg+FAxw7C7Ath12LAhiH/gI6NGNzsDtGZMOhepfomDodOZ6k/Z0SaomL+YgnJ7K8kXDNOgMPfalIE5DsOo6tjJR5PCQXlybQvWa4FlhsW/BEmTlMUtmgN/HgZzP2dXIHj+0vIBb0Q9BHlKSTKHRKelkPRQtuSOEoYUjutefs0arWaqTKFAgm4sCRwhEsIjnhCNboAi/+slGls7bc0C6jUsoAXVjykGt/DnoUOp+g8uGNC24DDssCycKYdBoNu0HYdTlbEefsXsPT+kJmSreN3x2HHD2Hr9KeIr/iSmMzDZXRVsl6R1WC5etz6y6Biu6KxAEWr1IoouqtMqiwbulyotlVJw2s7TpdlcdqQz3h/1tFgVXDWcWVy7vVXQs5MWHwnXdILCJaH4XFVEOYp1fn/6siQ8O2jiG/RMp2Tqui5O14PMopXgysWMi9V2vmu+ZB0WPV6wx6B1Y/ruvW8vm0E44EuUkH/3vpOUR/etInQbmJbz8hgOGAwQtVgMBgMhgMdb4FMc9zxEjzbPto9obpjBuT9DOmT6jvHdj5HryrSjw3VWWYpLbfjGZrDhlfVBqcyt8kWIsfdfAcr3iwhrvR/9O5aCF5LQtEVUTsF9IvRMmcCKK8M1UNGQniKajxd0Upxtdww4C+Q94NaAjlc0PdWpeRW0fF0yPpUYhoLOp0Dsy9WNDRlgoRVoBR63Vh9/Fs/1HFVmS9hU7evKtg65/Oiq1NdvQWK3LnjQim7QPYX8EFXifjkkdpHwVKUzhtqPwPYzgh+968L+WxmT9ITzuHKo17ho9W3UFx8KyP7beKOc54jonS2xo/rD5EdFW1edDtseR9Gv6q0Y3ccdL+qut1QTcq28sDFf+fMI74jwspmwLBkmP6TrmegErBwWQ6ISpUg7nqBorJZn+k6Fa2E4dfrOvhLFP0F2Pq+7kF3vFoMxfeXOI3vV3v/ngTo/6dG749mqciVcI/vV9s86teGZUH3K/QyGAy1MELVYDAYDIYDHU+8Im7FqwFLvUxbS+6PMOcqRRPXvyAH1qroV0MsulOpsCBRUr4NtvxXNZwlq9X6o9+URjcP969nSPx/ICIX/G5F66K7QlgCDHlYKwWDNVJi0dwi0hU19RWrlrPfbVCwBNodpe3XPS0dWZkPa55Rn1c7JC4zL1aq7daPVJ+66S2lqQZDbVLC0xSdjuoSciX+Cebfonk4wiVosap7utYkUClRm/0ljHlD18IRBvNuVASySuCWbYE5l8PkJdpHdDdFSKtqVV0xbE+8jc9+Gkv7xIVMOfFebnjp34BFVkFH5q/uzrayIbz4f48omtvrRph/s8SoKxryftT9ULOvaRWFK5UWHNkBul+FI647I7v9KKFXsE3mUoGQI7LDLYOnblfqvOX9BGue1fmr8OrYYvuotU1NKnN1DsNTdI28BU3fR6HLvH49pKRAXFyTq4qS9XKbDlQoqn/kJ9UpsRW5ULxK7sn7q2fxvsI4/RoMTWKEqsFgMBgMBzqWQ1G67V8qilnl6FtFoAJ+vkFtYNqfqnpAywFbP1aLkPBUSJukSGNYsgRGyYamBUbOTBQFDMK2D2Hw3yS8AiHzo5qRzIbI/VHCzxmubRKHwrgPFIWrwuEICfCVoc8RMPZ1iGwPJeu0zB2jKOaqf8HKh0P1njmhffwAxetg1oWq30wcpjrSHtdo+dqnFcH1BeVS7I6V0CrfruXl2yRywxI0r143qm42WC51hRMS+oMnVa127KBaylTmKHprWTquaSOqx8SCoL/6GCPbK0JZvlPrWxCfmkh0fCRJkaXYhPEAmAAAIABJREFUtoWNk6iwYsJclXg8HpasSlR9ZRVpk1S3W7lTac/zb4GBf6kd0Q54Ydb5Eo7YutZHvK80ZU8srHla5kgOV6gONiQ2e16nWtJFd+p6+0p1LtwOGft0v6r2de10pnrAlm5U2nV8/yZvg2AQLr8cfvgBIiLgzTehb9/QQl+xxonuVjsqvGOGnHrDkqE8G3YtgtTDVc8840SJaXccjP+sdb1Z/WWw4RWdq8yLJfjbAjsI827Wv6uEwXLNbu7fk8FwCGIe4xgMBoPh0KN8Oyz9K6x+orplyoGOOxY6naEIYt1elNs+hR3TFRXc8l+JxIAXFvxBTrBFK2DXAtWb+oplFhTbB9Y+p6ikr4EIYlgKSlW19b5wGQx+SKKi87mQeVn9bSpyqsdKGi5n4PBU1VUmjoRP+8G3JykqVsVxC6DLpXID7nK+IpYOj0RnVRRt63uqd9y1UCLFFQuRnSXGVz0ioyd/Gez8Dn68snrsQfdLoLqiNH5FtkydqlxV046CmExFRGN6KN3Z4Q5FupwSsF0vg9K1cjou2yIX25+ulksyQGQGTPpBEV93fMgB+fHqaxTVSX1oHS7NwxVLZFwcb7xhMXjicIb328lJI7+huCIel9smLAxu+c06WPZ3WHSXBOSW9xQltdwaZ/vnsPD22uc+GGrD4onXeSnZKFH28zUw+xIIS4U+f4Duv4HITnqAENtT21bmhhyJcyTS/eU6nxvfqH+Nw1PhqK/hhGUw/LFmI4IbNkikxsZCcbGEKiABOv0oOQjPmByKSoeI66djrcjR9YjO1Pe5s9Rj1h0jQZ7/c5P7rsfCKbD8QTlD/3R167bdm+TNVYq6J0G9ibd+2HZzMRgOYExE1WAwGAyHFratCFzxOomJ8iw5hDbHgVwz5wi5Dts+/XWG6a9lSaiBXGKPmi7n3ZgesOAW1SOCIpOjX6495vhPYe71ULlLqbCzLpBD7ZGfaKy6rJgKa/4tYTHqebU5OfJDpe1GdtT2rmjYtQTWPQ/9Qj1n3eEw+gX4fARseVdzKt1Y21G4IhcI6ry7Y6tbAaUeAREdQ/05LSB0PatoNzE03xT4/kzABWXZkP2N5rdrodKQw5IlYB1OnYfl/1B6c0WuBGmgAmL7QtFytYlxRcPaZ6HvHyWYAmU6X425P/e9VT1Xt7wjwZx+DH0y4K77EqHsY/41YRYPuIspD+sIRWtIXHIiLNuhelocOt7wNDnsRndRRLQyp3r8YEB9bG0bSjdr3U5nSgQGynV/bH0Pjl8civ6GTKbyflakustFqkMNlPNLCrO/WOekISxHw3WxDZCSoj6ueXkKoPcJmQKzYwaUbNY5L16vhytVacbJo3QdChZD6ng9DICQgHXpurgiVFPbGgoWy5nY4YKCZa3bdm9S9QAmUK5zaaKpBkODGKFqMBgMhkMLO6i017AERY4KW/CDtWQ9fHeq6hTr1swdCGRMVmrozm+h45mQMFTCbfBDsPhPioL2u10C0xNqbZO/UILLcii1si4JA2HSTImdHd8qWleZI8E5/pPa6wb9sPoxje8vVZuTlDESErG9oHwH4JB7LEhk1GTH1xIRoB/v+QtrL+90pkRsyXpFQ/veJgOm2D6Kcm79UBHjsCQdJ8jw6btTlS4alqD01so8zWH2xaFeqCn6e9hL1WIo9XC9vjwCCPUyLdsSMhBK0Pq+AogfGLovTpdQje0Dh79TX6wWLlef1LKtEljefAnKqqB4ZAZ0OpMI2yZi63uw5c2QgAmZO1lImPpDPW2L1ugerFmjmvUZrH9ZEWyAkU8rVRl0HwQrFZENVui9ZYX64QYUuQxWQlg77a90ve5tR5gE7B4SGwtvvQVvvw09e8LZVd2TfAUhEy1b59hV599TypjaPV1BdamHvyVjqeTR1ZHWltL9alh8t+6Bntft7iGJko36f0fSiCZNxRokro9Suze9oTT+9ift2VwMhl8pRqgaDAaD4dDC4YRul6sVi+WE7tc2v82OGUpNrFszd6DgcKpmsSb+MqU4BspV71meLaOiKrpdoRY0oNrMxmh3FGR9DtgStoVLJUwdNX5CWE6NXZ4lERbTrfYYEe1gyEOw+t8SG92urL28aLXG9pdq+46n1F4engITv1Jks0rkRqYrNXTmGRKR0Z0JHvY6JA5RXdPObyUwPfESiL5SCT1sIBhK+bb03c5vGxBF/ZRiaxPqGfsvCcHNbyl1M3EwbHpbZlDuOEUnt75fyzn5x5lFPHbXerolRzPlhDeJjI2VuVPCEOhQR5xkfwkLbtW5rciR6A9UKl3bDoI3FxwuPl50GlNe+wvdBnXn+ecVsSRYoWNyhETn8r8qkh0oVysZVzgMf0Lnsce1sOJhLUs7WtfeE6/5bP1ADzXCkiDjOGh/XOP3RV2CfkW2neH1FvXuDXfV836ywZOke8fh1N+WkDC4vmN1S+lyvoSh7W+ZyG3M7KholcyebJ/S0CdMa12tLECX8/QyGAyNYoSqwWAwGA49+t2h/pOuyJZFQ2rWzLljWh/JaQuK16gWt8pAaMf06r6hoHYYaRMkMKpqFRuixzWq7Vz7jNIm259QW6SCInRjXoM1T0h89Ppt/XE6ntp4S52M45VK6yuUgVKPBqJdllU/EluwRCmr7lhKd+Vz9zXL+GL1EF58EYZldgYsCUnLIVOg9S9oH1XiI+jVPZA6rv7+hvxDUdKgV6I+LDG0jV/ncsdXIRFpyYXWtlU3GtUFkkdRUgJXXBWGr6gfPywfTIw7m1vPfBWwQym2dShZz8rNnbn8iansKo7ivtu2ccb5yRJw27+ERbfh8/nplzqblLgCFi+GZ56BO65fDquflFlTeTZ0OB3y5qiuOBhQuvbwf0HCAO2n7x+h1+9Crr81RNiwqTD4wdD3Vv35NUX+AtXBBsrUE7T7lc1vk3687il/qa55wqDW7XN3acahGNCcZl+mGtj0Y1VzXPOez52jaxiWpJrswqUQPn6fTdlgOFQxQtVgMBgMhx6WpVq/ltJYzdyBTHRXpVN68yWyk0Y0sE4LBLdlKVrb5QKJvMRhjeyvi6KmuzvXSd8qTTe6W+O1nnWJ66N6XO8uduR4WJM7lIoKuOce+PDDQTDiSbneph0NaRMVBd8xU2m1iSMkXAtXwobXIGlk7f6u7mjo/bv6+8ydrfVc0Tq3va6HFQ/JrMhfAts+gaJVlPv6UekbSkxUAH+Rg5zSDkqnTR3XcKpnxgn89f2O7MiPJyrK5rap4zj1NxZOJzLICksEy4/TYZOS5CMsYglJUckw83QoWQs4JZzCUxQhrczTuel6Sf0IZFUNc11aet6rsG2lbS+6M5QaHacofeYltc9lQ0R3gaO/VUp0dPfW73tfsu1TpdJ7EiD7a5k41XyYkTRcxmXeAt0HcX0bH8tgMOw2RqgaDAaDwdASGqqZO5Bxx8KRH8HOGTJPakiotgRfkX6UNxV13Ru4YyGulaYyEemqF879kTueHsDSLX0IBiEpKbQ8/Wi9quhwil4A2z5TSnR4EmR/ATu+qd8ztCE6nSkhY2+RuO1+jVJ+K3IlzlY/Dr5CUrB49Kq7uOGRy0iNy+Wakz+FY39UfWkV/jL46Rr1Ru1wKrE97yW41kGF00XvjFU4pl+t89/3/yC2F+7idQTaHcfDZ11GeFiAxC59ocSvBxG2X2m/0V0lsDe9LTHY6exGD2WP2fwuLLpN/XaDlYClKHNL03jdsQemyHPHAVZ15Ntdxzwsrm+1UVjyqNbXqBoMhhZhhKrBYDAYDL9WIjNUl7e7LLkPNryoH+pjXoe43ns2H9uGNU+qHrP9KdDt0j0bD5TKGdWJux+G+++H6Gj4y1+a30yutZba+IDSmluCr1DRVodHEWBvzi9imcKlFM++D68/gaSYfCZ3fZAVj7+OOzIWhy9X7WK6/6baNXnbJ+pX64mHLe9zz82nU+E7jNxceOGKP2OVb1PN59J71Q4Gm8y5v4UIv65JyRKI6gy2j6xsFx/8fBJfTh3O1Gc8dOk3pcnD+PRT+Oc/oUcPeOgh+PpreOMNGDPG5sYTnsOR9TGkHSvTocZSgXNnAbYi86WbJNwH3FWdUly0Wu1xvEUw+IHaDw1ayq7FsOIfeijR/47945CbPknp6zu+gY5nUuIexCdvyhjquOPkXkxsz33/8MZgOMQxQtVgMBgMBkN9KvOqRaq3QAJz+L9aP07QH6ojjVN0d+U/FXksWKJWP7sb6a1D797w6qstXLko1Hqm83mKZmacACljW7atv0ItUtyxqmUMVEJ0IrSfzPfzO3HVXSfh87v5/XGPcMNpHxHmcoF3h6KOa55S/8zxn6ve1hlOTbGcmBzBc097VRu5wge7gjp/VW6+lkNpvFn/0/WJSINxH2IXreXYYdH4g05cjkr+fscC/v1Bh0YPYdcuuOkmcLlg3Tq1j/n4Y3A6wZ89h6vaPUhUjFuOxfH9od2RofO2Rq2FIjvoupVsAG8x2A6lVo95TcZIVSy+G0o26Tjn3Six3Zr612BADs3+EkWMccCQv7V8+93FckDv3+sFXHYWzJunqV93Hdxyy76fgsFgMELVYDAYDIa2wQ6qR+eOGdDxjJYZ0OxPnJFyjPUVAkGJk9ZStg2+P0smP+1PUF9TbI0dLAyNvZ8pXKG6zqBPfVknTKudjtscXc+Hnd+oXrnbFRBbHWWe+lwmQWcR0e4dTJ32R6575HocnmhYfJdqOcMSdS5KNyh9NOME9XLd+Z3cguMHwPfn6Ds7oN6rzjC1MqkSeN2uUO1k2VbodBZ4YiFxCDbrGNJ5HvecfjsxkeWwYg30ubnBQwgEIBiUULUsKAxdhqgoiPIUEQgSukYF1dco4IUfzlVdbqBSwpsA4ISMY2HUc7VFKoTqTkNtcBy7UYNq+xSN9RfrteMrsP/aerOnPSAYhLlzISEBysthxgwjVA2G/UUDntsGg8FgMBj2OVmfw5pnlDK5/EHIn9/WM6qNKwLGvArtjla6akNOvs2x8XWJVU+Cjjeqi0yMvHkSeKseg5+vg8p8KkorKN5VvNcPox7580NtX+LVoqYlfXRr4o5VL88TVyhFdPFd6uO6/O9kOl6jssJPYbAH6d07YcX3gaiO0O2ykPnOLtVwRnXWWA6nUmWP+gq6X8WqRTsp3baAgLdSTstBH4z/rHbU2XKoTrb37yGyfegri38/UsLlRz5PeJiX+NR41coGfQ0eQnIy3HabBGu/fnDvvTBpEuTnQ1HEeMI6HiFBmjz6l7rdoK8Mf3kBQVeCWv0QCI0WUIpsQwZNA++FxOEQ2RFGPdt6gekM1/59BfpcsUMmRxvf1HkvaOW12w0cDpg8GYqLwe+Hc85pfhuDwbB3MBFVg8FgMBjagkAZii6GS1D4y9p6RvVJGASjnt797SPSJax8RTLYiWwPh7+p9NlpI2TAU7CIJcvDiSiYhttRycKY2zjiwvN0XhrqYQmKRi+9P1TreiL0ubVxEbTlY1hwi+pCx76lOkpnhCKFrhhFMVtKZb7Mj4pXq73R+ucleje8BsEK7r6wC4kxxeRXduaGh86onlLqOInbknWQeqQiuXX45hu4/tokXr64HR3i19MuIYCjeLWirVWpt01w5GmDoetQ2LgKrLLQuW/8Z94VV+hVxRNPgNcLbrcHy3qxVg9Rnw8uuTyesTHncurg10lLtKkVO/UV6f511anzjeoER7zT7NybJP1oyJ6mtlD+crXqWfccYMOW92HSd3oQsg959FH48UeIiYGBA/fprgwGQw2MUDUYDAaDoS3ImAxbP4CcWRJbyaPbekZ7n87nSdwVLILMy6rdUa2Qo6orCoIBSrcuIDrGT7k/mo5F9xP86D4c0Rkw9k1FJOuS/TVseEmCc+0zOnepR9RfL+iHHy+SiCoNwrcnw4lLYcJnisYlDmudY+vap9Wj1F8mt1tnhNrpeHeBJ57owHZuO+MxpeR2PqP2tolDavexrcMXX0CF181tH73C0NQPuOn0d0iPzFF9ZkuozFdvUmeEtulxbSivdyXs/BYShkDyyCaH8NTMzq3xkGDJEqW/5qVdz8SeHxEb7SfGWQLYWsEVpRT29pNbNtfW0P5kjZ3zg9re2AHt15MogVyRs8+FqtMJY1tYwmwwGPYeRqgaDAaDwdAWuCJhzH/khLsfa+72Kw4n9L6x/vfOMBjwZ1hyD4SnUunpidu5AafDS0FpHI4IB5Rvg/UvwYA/1d8+6JMIddT43BiBcp1jAlC0ElZMhT43VafftgbLrQiqrxBwaA4VO+SuPOJp2P4/pQZ3a2W9sW0zYdR23n0nlY05mfgqTyIx+lloNw7SJtVf31cEvmKIyNC9U7pFIjxQBmHJMP5TpTaXbYWZZ0i4OsMk/BOHtmxO5TsgWAHeQnoUv8S5w3uSW5xChLuCgLsduCt1bj0Jqj/dVy1anB4Y8Xj156JVsOVdnYPkw/Sg4GCmaDWsfgzCUqDPLQ1G2w2GQxUjVA0Gg8FgaEuaEakBX4A/XDKTj6Z35bCBW3j23aFExrawlcqBTNcLocsFYFkMGV7EvP+kYvlyyUxaDP4cwILwdg1vW7JOTsQV2ZBxotJpG8Lhgo5nwqY3NV5YMqz5t+o7W/pwIOiTKPQkQI+r1U5m+xcay+GGvlOg6wUSGEnDJIpL1ulzRHrL9rH4To5xvM1bN/RnY8w9jD9tAGEJKxqeY97PMPtSpU13PhcG3af0YF+hzJoqcyF/HqQdBcVr5JYbniKX4MJlzQvV8u2qAV3zhNJ/A6XEOCO5/VSbrzZcSUKSi9jwXHAlQvdrZfyUMRmShrfsWPeU2F4waaYiqdFdG08PPxiwgzDrQl0zgqqZHvzXtp6VwXDAYISqwWAwGAwHMHO+WM4nM7oQF1XGrEWd+OTVhZx9/Zi2ntbeISTEYpNimfC7e/XdzplKsY3rB5mXNrzd6sckUoKViiLWdZutyZhXgSDs+FaRv+jutQXgykdg9b8VmRv9Um0H4NLNci2uyFV69rCpMO4DWPUIbPkA2k2QC6/DqTrV1Y//EoXE4YJh/4KM45s+B4FKmU55EhjabRlDE+6HxJCwrot3F8y+DMo2Q0QH2PgG9P2jHIQdLok3VxTE9ND6CUMVqavMUaQ3dVzTc8lfALMukMEXFsGIjlCxmULaExeZz4nHlUH7F2HezRrTcsPoF5s5Pi+se0EPFbpd1vpI9roX5I4d2QEOe1F/3bH7p5/qvibol7GYO05R79LNbT0jg+GAwghVg8FgMBgao2CZolH7Kq2xBUTGeMCGCp8bh4X6W/6aST2i4XrTmkRlKgXUsiGmZ9PrWg4Y9TysfRb8RdDt6uplZVkSqa4oKF6letcBd1Uv3/iaUmDDEiHrM+h5A8T2gN436VVznCV/Vnpt4UqIaCdRvPbp5oWqwyNX3NLNEtAJTbj1LLkXyrMUeStZK4HqjFTt6+j/yBE39UjVqZZlKSW5qh43prvu5abY+mGodjgavPnsyi2hvLw9/mAhpaXxdJh4MWz9CHbNV+R44a0yeorv1/iYq6aqf6xtw/bPYdIPTT9YqIl3Fyz7a+j6rIVVj8KQh1q27cGA0wM9b4TVj+qahfq2HlDYNpRuVCr5Pq4FNhjqYoSqwWAwGAwN8dUEyPlebrWjnld6ZxsweFwvpvz2O979IIJxY0o4/oLmHWB/9Yx+EdY8KUHV47rm13dFQu/f1f/eGSYhG6zUD3JXdO3lVTWgviKl+Tb7Q93Sev4yCdD4Qc3PzbJUO7rhVQnJLhdWL6tbv1yZqzkEvYoke4uU9ps2UUZJySNh2ycw8zSllfb6PfS6AVJaaNSVMBg2vhqqOU3jtRnX8d6iy3FYQSrteH64KkJ9aIN+HWfQC7sWNC1UC1fIfdgTo96rgXJwRDe+fq1z49K/v6BX58L5K6zf7P07ZQ44w+R0fSBh2zD/Ztj2se6J0a/svxRvgwGwbNtu6zk0yPDhw+25c+e29TQMBoPBcChSthU+7KofyrYfojPhpFVtPSvDviDrc/Vzje2les+aLVaCfgnigqVKW00+rPFx1j6vus6oLhA/BCLToOvFipq1FtuGFQ/BmqeVxjvmVUX1C5bArItUaxqRIbEY1g56XAOdz5LQmX6sUoNxSOCdvKb5/QX9cmb2JKn1Tsk6yJjM3x7tzAsvaJUrroApU4DtX8HM0zW2O07tYWJ7NXAMQUWxt3+hmlmHCzqd3fIazKI16p9auQtWPqx/g4MfUJshw/6hMg+mjdR19hVB2jEw8om2npXhV4ZlWfNs227wCYgRqgaDwWAw1MVfBv9N1o9xgHZHwcRpbTsnw6+H0k2qS43oCF3OUyrs9q9g2b0SoL1vgR/OA3e00l+7XwP9pmjboB++OlKuyBV5EquuSNV+9rwBcmbDptdlruTwKCW402kNz8O2YfkDegUDqs8d8TSkH/XL4p9/VlB3+HCwStfDzzdA6QaIGyiBnDah4bE3vQkLb1fE2nIoapwwpHaE2LYVZXXH1H5AsOUDWHCr3qdNMuKorQh44csxus8sSxH6hly8d4eS9bDin6o17vtHpRYbDkmaEqom9ddgMBgMhrq4IuGI92HR7aofHP1SW8/I0BTeXeojGtVFZkbOyP3f8qcyH7ZPk9BMHdf4/gNe+P5s1b5alqKG3a+GuTdI0JVsAtez1b1mbWobBzlccMS7sOktWDkVXDFQul7mRotuV+2sMzz0kMWCJXc1LlSLVoVqd8v12VskkZt+FOQvwNr5HSMzR1VHkhfdpRY/zjAoWgbtxtc/tuUPQdFyReHsgFKV/cWaU12RuuCPsPV91aCOeb06hXjj60r5dUWp5U+gUvs8UNn2CSy9X0ZPwx9XjfKvAacHDn9baemRHaDrJXtv7NmXQdkWRd59hTDi33tvbMOvBiNUDQaDwWBoiIxj9TIc2OQvgNkXgb9CQsj2Q/xAGPOaIpIgY6GdMyC2d/32LJV58NM1auXS6/fQ7dLWzyHoV7/S0k0SmwPvgy7nNryuv1i1pmFJ+oFeuBQI6mW5dAwONwx9RGnHcf0g87LaY0Sky3jHDsgMKuiD8HSJu8IVEhX5cyUCCpfDykcb72drOSR+g17AhqRRinb9cL7qYJ1hcPg7kDCojviuIzqzv4JNb+ivM1xzqzrGdhN17mtSsUMi1R2rVkOrHgP8obYz3TT/yoqQo/FupE/vL/ylquN0uDXnFf+AoX9v61ntPaIzYcDde3dM24aK7YqkByokWA2GBjiIm08ZDAaDwXBoY9vw6afwxBOwbVudhaVbIGdWdbTs18qGVxR5tCy5k7piVFOa/YWWewvh25Nh0Z3w/bmQ80Pt7dc8Cfk/S1gtu0+pqK2lMk8/tj0JgAU53zW+ridRfUerDJoyL5OwG/x3cIRJmPabAu0nw/iPYcgD4IpoeKzeN8O4j6Dj6RKUDjdkXgLtT1brGCzAIfFUvr3+9tFdYcA9kDBMYnLkU9D9Sjns2gGZO9kBRV4BBt6jqGdYMox4Ut8tvR/eS4PvToPN74Va5ERrv2PfgmNmwcin6/c7dccqYuotAGxFYbO/hqIVkP0lDP0nDPwLjH2tTiQ2CEvugc9HKCIb9LfoErUI21bLn3k3KYW61dv/8h9DU1gW9L1dIt9yqhexwdAAJqJqMBgMBsNByptvwp13gt8PL78M334L4eFA/nz1w7QDMuM54v3dM/U5GIjtG2qrUioxFAhFVsOStbx0g6KYYYkSUblzIGVs9faWU9rCXw74adEzfNuWmCpaCRknSPDFD5TZERa0P6Xh7bwFitwOvBcyL4ei1YoqAXQ8Ra+WYNvqL7rzG+hwOox9Q2OFJcp0KaqzWu2Ub5Vwbyoi2fV8vWqSNELjVOaAO6G6XVB0Vzjy4+r1ClfA+pcU0Q1WQlgseCuUBp15sVriNJYC7YpUuu+65yGmG+TOVt2tI1wPHtqfqEhvXXJnKxXVGQGb/wup4yXq9wbbP4fFd+p91v9g4pcQ1bHpbVxResiw/K8Q2wf6/GHvzOXXTrdLodOZusYHmtux4YDBCFWDwWAwGA5SqjwHk5MhPx9ycqBjR2DrxxJsnkQJo9KNENtMv9GDlW6X64du6QbVReb9BGlHQ0pIXMX0hPB2UJEtcZQ2sfb2Pa6Dze9IdLnj1S818+Km95n1P5j7W6UZr3sBjp4BY1+XiApPh7je9bcpz4ZvTwRfsfbjCldKsmXBiKfqz6smuxbD/4YCAXDFwth3YfnfJLJz50gQ1uy/GpEOx82Fn6+Fkg3Q60YIT1Nk1BWj/qpN4UmACZ/LATi6W+NOu1V1o64oPQwgAB3PgFHPNR4Frkl8Pxj2T71vdxTMuVz1xoP/1rBIBYl07BqZx3sxglm6RaZSYUmKeFdkNy9UoXUPGQ4FApWQ9alS2TMmN34t3S1sU2Q4ZNkjoWpZViLwFtAF2Aicbdv2rgbWCwBLQh8327Z98p7s12AwGAwGA5x9Nnz2GRQXy5W1ffvQgqTh6odZmafIYkQzwqSleAtg10JFaSPbN7/+/sDhhMyLGl/uioTxn0Dez6q3i+5ae7knTrWYsb0UGVz/UvNCtWAxENC59RdDeZZqKds14oALSjn2FsjdtHInlFVKMHp3yYSpKaE68yztD8BfBGseUQpsVduQytz624QnwxHvVH9eMEVGSYFK6HdH8+6t7uj69bx1ic5UOvC6FyD9WDkYpxyxe9H7uN5KE26OlDHQ9SI9jOl4jPa7O5Ssh4VTdM0H/RXi+iiKu/4Fnc/E4S3rg2uoz9wblXEAenA06L62nY/hoGVPI6pTgK9t237Asqwpoc//18B65bZtD97DfRkMBoPBYKjBqFHw9deQnQ0DBoCjKmu1/QmKcpWsV3uPvRG58BXBjMkSvw43HPHewROldcdC2lGNL08YCrmzAEtprzUpXAE7voGEwRJJAO1Pgo3/kUiN7QPR3ZufQ2xvpSZX5CgCHJaiFFnLUd89ty51o5PxQzTXgqVrYNCbAAAgAElEQVQSi2VbVYvbWOQzUAkbX9O+CcgduN2RMkgK8dRTSiUfMwb+8hdwu5s/JEDitMt5LVx5N7GDql/1l0D6cTL32VODn3k364GD5YCfr4Ojv9GDg6O/VcpzREb9utqS9bD6SdXu9ryhdksdQzW5P+jfnO2Hnd+29WwMBzF7KlRPAcaH3r8MzKBhoWowGAwGg2EfkJGhVz3ajW9eALWGgiUSqe4YqMiFnJkHj1BtjpFPq92LMwI6nVX9fVkWzDxTAsnhkZNw8kilrB41XQIxrn/LIojx/VSTmReqkY3sJAEc1am+OK7L+M/h4+6qw3Unag4D74HVj8OqR2DJ3epbOv7ThmtCHZ5QjW52yOXXo/rakFBdvBgefhg8HnjjDUXnTz+9meOx7fr7ClTIzTeiff10T9uGFQ8pEpo+Cfr/qb4QbIxV/9Kx2kDyuzJY2lMCZZqj5VTf5CqcYXJNrosdlBNyeZaOxVcMg+7d83n8GulwCmx6W+87ntG2czEc1OypUG1n2/Z2ANu2t1uWldrIeuGWZc1FLgUP2Lb9wR7u12AwGAwGw/4kpod+xFfmS+j8mtIi3TFyu61LyTpFhcJTJM4Ll0kkgsyGwhv72dMIScP1qqJTC3/ER6bBSatg+tESg/NvkrNu3hxFt13RcssNlCmSXhfLUj/M6cfJqCgio7qGF/B6AduH278TvFFUlnqARqKFQT/M+71qeZNHw6hnFVms2AnfnaqobVxfOPyt2iY5OT+oZ6szHNa/om3Tj2nZ8WdP1z3njFDk2w42LnILlyuCnDC46V66g/8GP12r6zukTjuZoB+W3qfIYJeLlAoe9Ol+8BYBoXY8Rqg2zMB7IeNE3ZuJw9p6NoaDmGaFqmVZXwFpDSy6oxX76WTbdpZlWZnAdMuylti2va6BfV0NXA3QqVOnVgxvMBgMBoNhnxKeCuM+hJ0zIb5/8/WLByveXVC2TSZMCYMhIk1GSJ64pmtQ9zVl2+Ti7ElUZLt4raK/eT8pLTv1SHA2kYoa24vsYUtYv3gtAzIWEpP3I4SfDA4XQ4fCuaPf4t0Zoziy1yxO6Tob+Gf9MUo2wrpn5bIcniLzqKzP5N6a9bmMm4JeyPle90nyaFj5sMRr8iiNYTn1tzVtZTqcKvOooE81qY2J1LXPw/IH9L7LBTDwz42PmTgMjvup4WVbP4QNLwMWLPw/1S8nj1L7IMsGHDrnhoaxHJAyuq1nYfgV0KxQtW376MaWWZa1w7Ks9FA0NR1osPmYbdtZob/rLcuaAQwB6glV27afAZ4BGD58uGlEZTAYDAbDgUR01/pmRL8mitbA92cq6hjbBw5/B8Z/BgXLVAsanrx39mMHYfFdMlFKP1ZpvM2lwSYMVJ1r0Uq50mYcL0fa2J4SrsmHNRlBXL0aTj89Gl9RKmmxvfn0ziuI7rsQBt6DwwH3nn0v954XrjYzvgauccVO+O4UGQ1V5IRSex2hnqnIWdmbF3LlRce2YzpsegNwQt6PaqWz/TPVUKdPavn56na50pT9xbUiwfXY+B9FXh1u2Pxm00K1KQJlSgf2FgBB+Pl6GT2lTVS6NlbtyLjBYNgn7Gnq70fAJcADob8f1l3BsqwEoMy27UrLspKBscBDe7hfg8FgMBgMhr1L1mcSJ2HJSqUtXAaJQ6rTffcWO2aoptQZKSGXOEz9RHfOlJvymNe03yrKtsHKRyCuH/S7U6m1VQZZcX1btMtvvpE7dEpYHtkFaSzdOpDDUkIuu8EAJI+FbR/KSbj3LfUHKF6rtOOIdKXWuqKh87lqf7TkJ+hwmqK9dlBCMVipSLQVSk327pL769Dd+AlotVAYJh+m8xqwdTy7S4fTYNlfwZuve8FXCBXbYdhjsPY5zaehVHGDwbBX2VOh+gDwtmVZVwCbgbMALMsaDlxj2/aVQB/gacuygqiL9gO2bS/fw/0aDAaDwWAw7F3i+qj3ozdP4qohU529QijqaIX+s/VD1TwSlCCc+1s45vvq1edcoR6o2HKkHfksZE2D3B/lVJtxQrO9UQcOlFlSbmkHYtw7yUxdD52v1sI1T8LOGRLOnkSl2ObNrS0O4/srkluZp+jp4e/ISXjdc1qe/RX0ugnWPq0+rD2ul/nT7EsUCe154+61rWkNA/4CCUMkqFta/1uTsiwdjycRBv9DtcDYEN1F/XGdHujbgIhvCeU7FGWO6qQ07abqZxtj+3RYORX63App43ZvHgbDQYRl2wdmhu3w4cPtuVWdzA0Gg8FgMBj2JeXZMvypyFH9YYcTWxytbJKyrYoyRtXw3rCDsPhPEptpk2RStfxBIKDU2eTRMOm76vU/7Q84wPZBRAfocj4svlPpuJZLkdajp6slSBPMmQPLlgY5ctAyunW3JD4B5lylKK87VlFkHGqJM3Rq7Z6y3gLYtSDUR7eD+rsWLJaZkrdQhk9Bn2o5HaFa1ECloqvNzK0W3l2w9gWlF3e7XGZXe4JtyzTJ0UzPna8mqs7WAjqH2u6UboHUw1s3/7oEKuDriRLCDicMeRg6ntq6MVY9CfOuq/486hXo1kT/YIPhIMGyrHm2bTeYMtFCX3CDwWAwGAyGXymV+TDjRBnnrJqq+sm9IVLXvwJfTYCvj1LKaBWWAwbdD8fPhSF/U0/O1CPAEa461BFP1h6n721qkeMrUn3nzu8lAHEAQfAVSGDVpHAlzL8FVj4KAS8Ao0YGufyCXLoN7V0tUgEyL5WAqsyRGVIwoH2tfbr2mN5dsPR+nastH0KP6wBLrVq6XR5yII6sFqkgEd5akffTtbD6MV2L+bsZwayiIhe+ORY+7gkLpughQUPYQSjdCGHxEtpFyyF+ALSf3KL5e72Qk1Ndolt7Djv0ACQsSZ9zZ7f+OJb9pfbnxXe2fgyD4SDDCFWDwWAwGAyHNsWrlZ7qiVf0K68RN9jWsuYJCTVnuNJrGyM8GSZ+AWcXwQlL1HO1Jl3Oh8TBElCrH5cDsTMSsPVdRHtFOasIVMKs82DL+xJ7a56Qy+7sS+GLMfDVeCjfXr1+ylg4+jsY+gg4Iqp/Hcb0qj2PpfdDyXpFJxfequ2OmQVHfQP9WtMMohmKVoInVq12CvewWmzTm0qb9iTAlv9q7IawHND9aonuQBkUrYYvx8Guxc3uYsMGOPxwOOwwuPFGCNbVwhHt9eDDX6wIeIeTW38cCXV67aYe3voxDIaDDCNUDQaDwWAwHNrE9pb48xZKACa3srWGHQRfSf1wWnx/fe8vVnru7hL0Qv4CiS3LpXTio76W6dLYt2D8x4pkVlEVffXES4CVrFWK7s7v1OKmZKPqYmsSnqp01B7XgDte52DY1NrrOCN0jEG/5mE5ICxR7sO7U3PZGN2vAX+5IsE9Q+muObNg5hmKsPqKWz6WJ0Hz9JdpjlUuxQ3R9//gqOmqwbUDEvML/tjsLl57DXbuhPh4+PxzWL++zgoOl/rKjnoeJvxPAr+1TPg4JFbdkDQGxr7W+jEMhoOMPTVTMhgMBoPBYDi48cTDkZ9C3hyJ1pjuLd/WWwA/nKMIXOp4GPVMdS3k0Kmw7kUgqNTY3cXhgaRRkB/y7siYDLE99GqIsCTodA5sflvCu9vVEuHlWcjIyQKrAWMjywHDHoah/2hYePa/U064lTnQ/y6tnz9fqbGtOWfN0fMapThbTplE+ctgzpWK5ObP1/Xq/6eWjdX5bCjbpO0yL61dK1wXy9JyZ0R1axpH8z+VO4Z0emEhuN2QmNjASs5wpXfvCcfvpUi/wXCQYISqwWAwGAwGQ3gKtD+x4WUbXoMNr6j9Sf87q4VooBK2fSKR6kmEnO8h72dIGaPl7hjofeOez82yYPRLkD1dEcLkw5rfpv/d0OFUpQSHJcDm/+oYgz7AgojUpvfXEBHtakfy5t8CWz/S+8EPQqfTW3pEzRPVsfp90KuXKxqCRaopbikON/S7vXX7Hv44LLhV2w79Z7OrX3ihWv+sWAGXXNKIUDUYDK3GCFWDwWAwGAyHHkFf8y6wIBG65M9ad8NqpfB2OgsW3gab3wJXjFJ//SWAJcG6t7Ftpb76CiBldPNptr5imHk6lG5SGuu4DyFpBHiS5MDrjFDv1j0hGIAt70k4B8pg4yt7V6jWxBMPvW+GFQ+rj2uv3+6b/VSRMBAmTmvx6k4n3HDDPpyPwXCIYoSqwWAwGAyGQ4eAF376Dez4RuJt9Mu16zvrrV+mv84wvfeXQvEaGfN4EtRXNHEEuMIlYON67/05b/gPLP2zBPG652HCF7WddeuSM0t1qJ44tUTZMR06nQkTPoeCJZAwCCLS9mxODqdEe8FSCeekFkR594Se16l+Fmvv1sO2lqLVMO9GmW4NfgiSR7bdXAyGXzlGqBoMBoPBYDh0yPkecmaqjjN/PmyfBh1Pa3z9+IGqc9z0lsxsYnsqemo5JFotB7Q/Cbpdsg/nPBNwKLJYulGR1apWJw1RZW7k3RWqu+ys7yMz9NpbjPmPUoo98Uoz3tdYB4AH6ML/04MKywVzb4DjTN2owbCvMELVYDAYDAbDoYMnDrBCItMCd1zT61f1PB14nwx9Zl8aamXyG5kvJQyGrufv2zl3PA12zpCTb+IIRXKbIq4vjHgatn8B7cYpcrwv8MRD9yv2zdgHKr84O7dhVNdgOEQwQtVgMBgMBsOhQ+IwOcZu/QDSJkG7CS3bzpsvseiOl2AsWqmWI/uDjOMhOhMqdijFtiWRxbQJeh1o2LYiwq7oltUIH2gMeRDm/lapv0P+0dazMRh+1RihajAYDAaD4dAi82K9WoM7DsLT1cPUcuy7KGVjxPbSqyZFq2H1oxDWDvrcDK6o/Tun1mLbsOAPekgQlqwesNFd2npWrSO2F0z8Yu+NV7pFNdMV29Xyp6k0dIPhEMMIVYPBYDAYDK3DDsKKf8DOmdD5XOh6QVvPaN/jcMER78CW9yEiAzqc3LbzsYMw6wKZORGEYIVSlA9kSjfA1g8l+suyYMYJSr/ucT30vLatZ9c2rHgIilboIcPC/4P048AV0dazMhgOCA6AqnSDwWAwGAwHFVmfwZqnoGStWrcULG3rGe0fItLlPtvx1LY39gn61E/UEweWG0o3t+18WoI7Xum+viLVCFfs0Hlc+U9FFutSsh6+Pgo+HQCb39t78/AWwNpnYMPrcoFuS6xQ+rMdABxtf18ZDAcQ5l+DwWAwGAyG1uErBmz14/zls2G/4gxTP1Ffkd73/n1bz6h5whLhsJdUF9zuSEURgwEtczSQ5Lf8QSjZoPeLpuw9UfnjpbD0flh8Byy7b++M2Rx2EHZ+D7lzahgyAf2mQPIYCE+D4Y/rWhoMBsCk/hoMBoPBYGgt7U9SH9H8eXqfPKqtZ3TosOYZWP8CJAyBoQ9D5mUSN87wtp5Zy0gepZevBBbcCoXLoef1ilbXxREO2IoeW6690z/VtmHXYonmQAXkzW3xpsuXw+efw+DBMHFiK/e78A7Y8g5gQY/roM9N+j48Fca+1srBDIZDAyNUDQaDwWAwtA53NBzxrqJEJlVx/1G8Flb8XaJ0+/9g03DodpC2h3FHw8gnm16n/x1yCC7fDr1vUXQ1uhs4nC3fj22Dv1guw5ZDYrfL+eqLCxL6LSA7G846C0pKwO2GF16AceNaPg22faQ52H7Y+n61UDXsPWwb1r0A2V9C+xOh64VtPSPDHmKEqsFgMBgMht2jrUTqtk9k5JR+3IHZgmVfYQdDbyywa34+yLBtKF4t4RbZvvH1wlNh9MtQtAq+Pxv8ZXJbHv1Kw6nCdQn65ai7YwZEdYbhj0rkD7gHOp+j1OPozNqbBOGnnyAyEgYOrP5+0ybw+yElBXJyYMWKVgrV1HGwfZredzy9FRsaWkzO97D8b2A5le0R22v/u3Mb9ipGqBoMBoPBYDh4yJ0D834P2IpMjfsI4nq39az2D7E9odfvlPrbbgJ0Pq+tZ7R7LLodNr+r6Oawf6lPLEjAFq2U0IjtWb3+lvfAVwieJMj7WZHlllzzXQtg53fgiZfh19dHK5Lb9RIY8KcGN7n1VvjoI72//Xa4LBRwHTAAOneWYI2Ph0mTWnnMw/4lEzKHB9KPbeXGhhbhzQdsPQDxFYF3V1vPyLCHmHwdg8FgMBgMBw+lmxRJdMfrc1kDbrG/ZnrdAMfPh9EvSnTtb7yFkPuTnHN3h6APNr0J7hjAgnXPVy9bORW+PVlta9Y+V/19TA+JV2++IqIR7Vq2r7AkiWF/MQRK5DjsjoH1LzYYjbZteP99iIlReu/bb1cvi/Sv4cOXl/HmGzbffAOZmfU2bxqnR27R7Se3LnXZ0HLSJkHCYN0nicMUxTYc1JiIqsFgMBgMhoOHtKOVLlqxQ/WKKWPaekaHDhU58O2JEqnuWBj/qdJzqyjZ+P/t3Xm0nXV97/H378xJyJwASSATJEQIsYQTwmAYLSWoIPdCDcUBJ5Yi1OJd3tJLHVp7b5e6tNUrXIroolCpIBVkCEXkCtFAWAmiIYCBmDBk0MzzcKZf//gdmjSckzxn2s+z93m/1torZ+/n2ef5Jr+cffZn/6Y0n3TEqSmYdSTUpHbb8WoaOj78j/YfW3Vn2kM0tqUwefwn0uPH/ncgpoWXxl8BdcOz1XvE5NST+fo96f/L9pdh3xYY+o4Oh62HALNnw6JF6es5c9oPrLwTln2FAcApk6+GETdlu75Kq2YgvOs+aN2TViTvjcW3lCuDqiRJKh/1I+D8J2DvOhgwNvWSqTQ2Ltq/d2vTVtjwdOolhDRn+NlPABGGnQzv+lHHc5hDgLPuhtf+NQXOiQcMXx7+R2k+KaShzQc+Z/wV3at57Nx0a90Hq+5KQ4gnfbjT02+/HR56KM1Rfc972h9ceUcasltVC6/dlRZ5UjGFkAKrKoJBVZIklZfqurQ4jvrOW3t9HtgrNeSEFD73bkhDcIecsP/Ymz9OK9rWDkvbv+xZ1/lCSQ1HwrTPvv3xWTenAFtVAxPm9d7fBdIWPm/10B7CoEEw7+BLj2yEN+6FVmDkGb1bl6ROGVQlSZK03+oH4dd/CdWD4PTvQf2oFEQHHgNn3g2bFsGoM9IQ2reMnJ22YGnalHq660d3/bo1gzKFybY2qCrlKisz/g6GzUj7rk74QAkvLPVvBlVJkiQlMcKvb0xzSZu3wdIvpWHWe36fFjSa/gWY+pm3P2/CB9LiRbtXw9iLO5+j2l2bnyPu28KXbz6bO39Qx7RpcNddMGpU716mQ9V17skp5cBVfyVJkpSEkFbGbd2ThvJWN8C+TalXNVTB5l91/rwxfwzHfTT7qrxZrfoX+OUHaF74KWY2f4zhw9M+pnff3buX6VUtu2DZV2DJ9bD9lbyrebtdb8Dax2DvxrwrkTplUJUkSapkO1el4by712Y7f/btaWGjoy6Amd+E0XPSvpRVNTDxz3pWS4zpe3WwPUyn1jyUenhrh3Lq+IU079tHCDB0aM9K6VPL/nfaemfNI/D0VV37+/a17cvh5xfBc9fDk3PTAllSATn0V5IkqVLtWAFPXQptTWkO6HmPwoAxh37OsJNhzn3778++Hba9CA2jD//cQ2lrhcWfgt8/AYPGp5WBGzLMZT363bD5OerYSvXomUw+vo6ZM+HKKw//1LfZ9TpsezltoZPl2t2163UItVBzRAqCbS29Pxy6uzY+k3rM60emDw22LXPPURWSQVWSJKlSbVoCbXvTVjDNO2DrC10Pm1XVMHxGz2vZ+pu0/UzdcNj1Gqy+H46/5vDPO+4TMHgqNG1hzJgL+cmfdnN/zO3LYcFl7asTD4Hzfpq2O+oL0/4CFn0UWrbDCdcXJ6QCDJ+Ztttp2pKC9JBpeVckdcigKkmSVKlGzISq+rTvac0gGDo9v1rqR6Z5ri07gCpoyDiXNQQ46pyeX3/jogN6EttDe298346MnAV/shja9kHdsL65RncNnwFzfpx6UkedkbYLkgrIoCpJklSphkyFcx6CrUthRCMMHJtfLYMmQON34LUfwMjTYNz7Snv94af8157EA7fX6czu1bBpcdqeZvBxXbtezQBgQLdK7XPDTko3qcAMqpIkSZVs8HHZQlZbM2x+Lu2B2tVQBrDrzRQCh01PPacdGfPH6ZaH4TPg7Pth6zIYdfrhexL3rIMn35NW8K2qg7MfSMG/M03b0l6ytUNh3Hs7/zdQZdu7Hp79JOz8HUz7HBz3sbwrKlsGVUmSpEq0bzOsfwqOmAzD33noc2NMb643LAQCNH4bxl6U/VrrfgZLPpNWtx1zIcy6uUel95mhJ6ZbFltfgNa9aehu05YU4g8VVJ/5UOq5piotYvWOz/VKyYWy43ew4jYYMQsmXJ53NcX0yi1pPnbtEHjx79OHFg6v7hY/6pEkSao0LbvhqUvg+c/DL66APzx16PObt8H6BenNdQBev6dr11v1z0BMz1/7KDTv7G7lxTFsBlQPSD2lVQ1p3mln2pphy1KoG5l6Xzcs7Pzc5d+BR2bAwqvSqrvlYu9mePQU+O034ek/g+X/N++Kiqm6Pv3Z1pLmVwf7BbvLoCpJklRpdr0B+zak3sDYnHpWD6V2CAyaCE2bILamRXa6YsSsFNb2bUxzUWsGdrv0whhwNJw7P+0le+4jMPj4zs+tqk09Z83b07/fhE72ztm5EpZ/K30YsGEhrLyz8++5ZSmsmV+c0L9pUephrqoD2uDN+/OuqJimfgaOvhAajoZTvtF3K0v3A0Z8SZKkSjNoQgpau9emEHXU+Yc+P1TBnB/BmofTHNWuDPsFOOG6tFDT3vUw/vLenZ/ZvD0FpDyGTw4cm30BqlO/lYYH1w6BoZ1s+RKq05+xLYXVqtqOz1v777DkeiCmgHzOw1CV89v2kaenDyBadgNVqZ31drVDYPZteVdREQyqkiRJlaZmAJz9k9Rrd8SkbPMy60fC5I9073qhj4LL+gXw7DVp79Op18O0z/b+NXpLVTWMOu3Q5wyaANO/kOZ5HnkOTPpQx+et+3fSUOqhaV7o3j/AwHFpgaeXvp7OOfHzXd8TtycaRsDc38DK76UVpI+5pHTXVr8UYox519ChxsbGuGTJkrzLkCRJUl4WXAbbXkpzRZu3wyUr+sdqumsehuduSD2vR0yC8x5Nva+/uDz12gKMOBXm3JdvnVIPhRCeizE2dnTMHlVJkiQV0+ApsOXX0NaUeiO7GlJ3roRnrk49ktO/AJM+2Cdl9rpx74WGo2D3GjjqvP1DhHev3j//d/earn3P2Aate6BmUO/WKvWRfvCRlCRJksrSyV+CKZ+GCfPgjLu6/vyXvp7CXXU9vPDl9vmVZWLkLDj2/VA3dP9j0/86rSbb1gLTb8r+vfb8AZ44Hx6ZDks+m0KrVHD2qEqSJKmYagbBif+z+8+vHQy0Qes+qKov/61Cxr13/8JYXVlZ+Y17YedraQXatfPh+E/CsOl9UqLUW+xRlSRJUrHFNtj1JrTsSvdXfDf1Dj71vrTScGdOvBHGXASDp8Ls70J1XWnq7Us1A7u+/U/96LSnZ8vONHy6bnjf1Cb1ojL/WEmSJEkVLbbB4mvh90+kHtbG78BLX01hbesL8OqtcPIXO35u/Qg47dbS1ltE46+Avetg869g0tVpBWGp4AyqkiRJKq5dr6eQWjsEmjbD6vtTr2BbC0SguiHvCouvqhqm3ZB3FVKXOPRXkiRJxVU/MoXRpi3p/tDpcMo3YMDRMHYuTPlUvvX1lr0bU/iWBNijKkmSpCKrHQJn3Q2r/gUGnwCTPpx6CI95X96V9Y62Nnj8LNi8JO0Xe/7jMGp23lVJuTOoSpIkqdiGnQynfDXvKvrGhgUppIYaaN0Nv7kJLvhZ3lVJuTOoSpIkVYI962DVXWmF14lXVcYKt/1BwxggQGxtvz8213KkojCoSpIklbsYYeE82Pl62oZk7+/hpL/KuyplMfQEmPlN+O030zY6s27JuyKpEAyqkiRJ5a5tH+x6I23H0rITtizNuyJ1xQnXpZuk/+Sqv5IkSeWuugEmzIPmHUCA4z+Zd0WS1CP2qEqSJFWCd/4fmPwxqBsKDUfmXU3l2/4KvHorDBwLU69zP1eplxlUJUmSKkEIMGRK3lX0D23NaU5w01YgQlsTnPS/8q5KqigO/ZUkSZK6onVvCql1wyBUw86VeVekctLWDBuehm2/zbuSQjOoSpIkSV1ROxgmXw3N29OQ3ynX5l1R8bTshpf/AZb+Dexem3c1xREjPHsNPPMReOp9sPrBvCsqLIf+SpIkSV118hdhyqeg5gioGZh3NcWz9Ivw5r9BBDb8Ei54PO+KiqFlF6x/CuqGpxW637gXjrkk76oKyR5VSZIkqTsajjSkdmb7b6GqPi3utWtl6klU+v8yZAo0bYbYAqPn5F1RYdmjKkmSJKl3Tf1zeO761Gs45bq02JcgVMFZ98Cah6F+FIz5k7wrKiyDqiRJkqTeNfZCGPlMWnhq4Ni8qymWumEw6YN5V1F4BlVJkiRJva9+RN4VqIw5R1WSJEmSVCgGVUmSJElSoRhUJUmSpHL15gOw+FpY/ZO8K5F6lXNUJUmSpHK0aQk8//n09brHYeCxMGJmvjVJvcQeVUmSJKkc7VkLRKgdkv7cs/a/Hm/eAZt/Bc3b86hO6hF7VCVJkqRydNR5MHgK7HgVBk+FI8/df2zfZnjyPdC0OW2Hcs5D0HBkbqVKXWVQlSRJkspR7WA452Fo2gR1I6Gqev+xjc/Avo1QNzSF1g0L4djL8qtV6iKH/kqSJEnlqqo69ZQeGFIh9bSGKti7AUJIPa5SGbFHVZIkSao0Q6bCmT+ADb+EUWfCsJPyrkjqEoOqJEmSVIlGNqabVIYc+itJkiTlZfca+N334Q9P5l2JVCj2qEqSJEl5aNkFC96f5pFW1cCp/wjj3pt3VVIh2KMqSZIk5WH3GmjeBvUjIbbBpsV5V9Sxzc/DKzenPVmlErFHVZIkScrDoIlpNd4dr0B1fTF7U7e/AgvnQeteqMVm19EAAAp6SURBVG6Asx+Aoe/Iuyr1AwZVSZIkKQ/VdfCuH8GW52HgMTBofN4Vvd325am3t2E0NG1L9w2qKgGDqiRJkpSXmgEw+sy8q+jcqNOhfkQKqXXDil2rKopzVCVJkvqZtja46SaYPh0+/Wloasq7IhVWw2g476dwxp1w/uPQcGTeFamfMKhKkiT1M4sWwT33QE0NPPYYPPJI3hX1Y6370q3I6obCqNNSj6pUIgZVSZKkfqamBkKAlpb0Z21t3hX1U+t+CvPfCfNnwJqH865GKhSDqiRJUj8zaxZcey0MHw5XXglz5+ZdUT+17CsQqtIeqi/8Td7VSIXiYkqSJEn9TAhwww3pphw1jIHdq9PXgybnW4tUMAZVSZIkKQ+N34YX/x5iK5x0Y97VSIViUJUkSZLyMOBoaPxW3lVIheQcVUmSJKkjTdtg67Lir8orVSB7VCVJkqSD7XodFrwfWnbDEZNhzo+hZkDeVUn9hj2qkiRJ0sHWPgb7NkPtYNj5O9j6m7wrkvoVg6okSZJ0sCFToaoW9m2EUAMDx+ddkdSvOPRXkiRJOthR58KsW2Dzr2DsxTBwbN4VSf2KQVWSJEnqyJgL001SyTn0V5IkSZJUKAZVSZIkSVKhGFQlSZIkSYViUJUkSZIkFYpBVZIkSZJUKAZVSZIkSVKhGFQlSZIkSYViUJUkSZIkFYpBVZIkSZJUKAZVSZIkSVKhGFQlSZIkSYViUJUkSZIkFYpBVZIkSZJUKAZVSZIkSVKhGFQlSZIkSYViUJUkSZIkFYpBVZIkSZJUKAZVSZIkSVKhGFQlSZIkSYViUJUkSZIkFYpBVZIkSZJUKAZVSZIkSVKhGFQlSZIkqZK0NkGMeVfRIwZVSZIkSaoUL30NHp4Gj58FO1/Lu5puM6hKkiRJUiXYux5W/BPUDYU96+DVW/OuqNsMqpIkSZJUCaoboKoOWnal+/Uj862nBwyqkiRJklQJaofA7O/B8Jkw8SqY+pm8K+q2mrwLkCRJkiT1ktFnpluZs0dVkiRJklQoPQqqIYQrQggvhhDaQgiNhzjvohDC8hDCihDCjT25piRJkiSpsvW0R3UZ8N+ABZ2dEEKoBm4G5gInAleGEE7s4XUlSZIkSRWqR3NUY4wvA4QQDnXaacCKGOPK9nN/CFwKvNSTa0uSJEmSKlMp5qiOA9484P7q9sckSZIkSXqbw/aohhB+BhzdwaGbYow/yXCNjrpbYyfXuga4BmD8+PEZvrUkSZIkqdIcNqjGGN/dw2usBo494P4xwNpOrnUbcBtAY2Njh2FWkiRJklTZSjH0dzEwJYQwKYRQB8wDHizBdSVJkiRJZain29NcFkJYDZwBPBJCeKz98bEhhPkAMcYW4DrgMeBl4N4Y44s9K1uSJEmSVKl6uurv/cD9HTy+Frj4gPvzgfk9uZYkSZIkqX8oxdBfSZIkSZIyM6hKkiRJkgrFoCpJkiRJKhSDqiRJkiSpUAyqkiRJkqRCMahKkiRJkgrFoCpJkiRJKhSDqiRJkiSpUAyqkiRJkqRCMahKkiRJkgrFoCpJkiRJKhSDqiRJkiSpUAyqkiRJkqRCMahKkiRJkgrFoCpJkiRJKhSDqiRJkiSpUAyqkiRJkqRCMahKkiRJkgrFoCpJkiRJKhSDqiRJkiSpUAyqkiRJkqRCMahKkiRJkgrFoCpJkiRJKhSDqiRJkiSpUAyqkiRJkqRCMahKkiRJkgrFoCpJkiRJKpQQY8y7hg6FEDYAr+ddRwajgI15F6FeYVtWFtuzstielcO2rCy2Z+WwLStLubTnhBjj6I4OFDaolosQwpIYY2PedajnbMvKYntWFtuzctiWlcX2rBy2ZWWphPZ06K8kSZIkqVAMqpIkSZKkQjGo9txteRegXmNbVhbbs7LYnpXDtqwstmflsC0rS9m3p3NUJUmSJEmFYo+qJEmSJKlQDKoZhRAuCiEsDyGsCCHc2MHx+hDCPe3Hnw0hTCx9lcoiQ1t+LoTwUghhaQjhiRDChDzqVDaHa88Dzrs8hBBDCGW9Al4ly9KWIYQ/bf/5fDGEcHepa1R2GV5rx4cQfh5CeL799fbiPOrU4YUQvh9CWB9CWNbJ8RBC+HZ7Wy8NIcwsdY3KJkNbXtXehktDCE+HEN5Z6hqV3eHa84DzZoUQWkMIl5eqtt5gUM0ghFAN3AzMBU4ErgwhnHjQaR8HtsQYjwf+AfhqaatUFhnb8nmgMcY4A7gP+Fppq1RWGduTEMJg4M+BZ0tbobLK0pYhhCnAXwFnxRhPAv6i5IUqk4w/m38N3BtjPAWYB9xS2irVBXcAFx3i+FxgSvvtGuD/laAmdc8dHLotVwHntL8H+goVMM+xwt3BodvzrdfjrwKPlaKg3mRQzeY0YEWMcWWMsQn4IXDpQedcCvxz+9f3AReEEEIJa1Q2h23LGOPPY4y72+8uAo4pcY3KLsvPJqRftl8D9payOHVJlrb8JHBzjHELQIxxfYlrVHZZ2jMCQ9q/HgqsLWF96oIY4wJg8yFOuRS4MyaLgGEhhDGlqU5dcbi2jDE+/dZrLL4HKrwMP5sA1wP/BpTd70yDajbjgDcPuL+6/bEOz4kxtgDbgJElqU5dkaUtD/Rx4NE+rUg9cdj2DCGcAhwbY3y4lIWpy7L8bE4FpoYQFoYQFoUQDvkpsnKVpT2/DHwwhLAamE96M6Xy1NXfrSoPvgcqcyGEccBlwK1519IdNXkXUCY66hk9eLnkLOcof5nbKYTwQaAROKdPK1JPHLI9QwhVpKH4V5eqIHVblp/NGtLQwnNJn/L/IoQwPca4tY9rU9dlac8rgTtijN8IIZwB3NXenm19X556me+BKkwI4TxSUH1X3rWoR/4R+MsYY2s5DvQ0qGazGjj2gPvH8PYhSm+dszqEUEMaxnS4rniVXpa2JITwbuAm0jyNfSWqTV13uPYcDEwHnmx/gT4aeDCEcEmMcUnJqlQWWV9nF8UYm4FVIYTlpOC6uDQlqguytOfHaZ9bFWN8JoTQAIyiDIenKdvvVpWHEMIM4HZgboxxU971qEcagR+2vwcaBVwcQmiJMT6Qb1nZOPQ3m8XAlBDCpBBCHWnRhwcPOudB4CPtX18O/P/oJrVFdNi2bB8q+k/AJc6BK7xDtmeMcVuMcVSMcWKMcSJpvo0htZiyvM4+AJwHEEIYRRoKvLKkVSqrLO35BnABQAjhHUADsKGkVaq3PAh8uH3139OBbTHGdXkXpa4LIYwHfgx8KMb4St71qGdijJMOeA90H3BtuYRUsEc1kxhjSwjhOtJqWdXA92OML4YQ/hZYEmN8EPgeadjSClJP6rz8KlZnMrbl14EjgB+1fwL1RozxktyKVqcytqfKQMa2fAy4MITwEtAKfN5P+4spY3v+D+C7IYQbSMNEr/YD3mIKIfwracj9qPY5xV8CagFijLeS5hhfDKwAdgMfzadSHU6GtvwiaY2VW9rfA7XEGN3WraAytGdZC/5OkCRJkiQViUN/JUmSJEmFYlCVJEmSJBWKQVWSJEmSVCgGVUmSJElSoRhUJUmSJEmFYlCVJEmSJBWKQVWSJEmSVCgGVUmSJElSofwH+U9A1Fxjb1MAAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(16, 16)) \n", "plot_LSA(embeddings, list_labels)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "这次两团分开的更明显了" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "clf_w2v = LogisticRegression(C=30.0, class_weight='balanced', solver='newton-cg', \n", " multi_class='multinomial', random_state=40)\n", "clf_w2v.fit(X_train_word2vec, y_train_word2vec)\n", "y_predicted_word2vec = clf_w2v.predict(X_test_word2vec)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "accuracy = 0.783, precision = 0.784, recall = 0.783, f1 = 0.783\n" ] } ], "source": [ "accuracy_word2vec, precision_word2vec, recall_word2vec, f1_word2vec = get_metrics(y_test_word2vec, y_predicted_word2vec)\n", "print(\"accuracy = %.3f, precision = %.3f, recall = %.3f, f1 = %.3f\" % (accuracy_word2vec, precision_word2vec, \n", " recall_word2vec, f1_word2vec))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "此时各指标相对上一个版本又提升了1个百分点,我们再画下混淆矩阵。" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Word2Vec confusion matrix\n", "[[995 229 6]\n", " [227 699 1]\n", " [ 2 4 0]]\n", "TFIDF confusion matrix\n", "[[1002 226 2]\n", " [ 255 671 1]\n", " [ 3 3 0]]\n", "BoW confusion matrix\n", "[[982 242 6]\n", " [268 656 3]\n", " [ 3 3 0]]\n" ] } ], "source": [ "cm_w2v = confusion_matrix(y_test_word2vec, y_predicted_word2vec)\n", "fig = plt.figure(figsize=(10, 10))\n", "plot = plot_confusion_matrix(cm_w2v, classes=['Irrelevant','Disaster','Unsure'], normalize=False, title='Confusion matrix')\n", "plt.show()\n", "print(\"Word2Vec confusion matrix\")\n", "print(cm_w2v)\n", "print(\"TFIDF confusion matrix\")\n", "print(cm2)\n", "print(\"BoW confusion matrix\")\n", "print(cm)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "可以看到word2vec在所有方面都比前两者好。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 进一步检查模型的关注点\n", "由于我们的模型不使用每个单词具有一维的向量(一个句子),所以很难直接看出哪些词与我们的分类最相关。为了提供一些可解释性,我们可以利用一个黑匣子解释,如LIME" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "from lime import lime_text\n", "from sklearn.pipeline import make_pipeline\n", "from lime.lime_text import LimeTextExplainer\n", "\n", "X_train_data, X_test_data, y_train_data, y_test_data = train_test_split(list_corpus, list_labels, test_size=0.2, \n", " random_state=40)\n", "vector_store = word2vec\n", "def word2vec_pipeline(examples):\n", " global vector_store\n", " tokenizer = RegexpTokenizer(r'\\w+')\n", " tokenized_list = []\n", " for example in examples:\n", " example_tokens = tokenizer.tokenize(example)\n", " vectorized_example = get_average_word2vec(example_tokens, vector_store, generate_missing=False, k=300)\n", " tokenized_list.append(vectorized_example)\n", " return clf_w2v.predict_proba(tokenized_list)\n", "\n", "c = make_pipeline(count_vectorizer, clf)" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [], "source": [ "def explain_one_instance(instance, class_names):\n", " explainer = LimeTextExplainer(class_names=class_names)\n", " exp = explainer.explain_instance(instance, word2vec_pipeline, num_features=6)\n", " return exp\n", "\n", "def visualize_one_exp(features, labels, index, class_names = [\"irrelevant\",\"relevant\", \"unknown\"]):\n", " exp = explain_one_instance(features[index], class_names = class_names)\n", " print('Index: %d' % index)\n", " print('True class: %s' % class_names[labels[index]])\n", " exp.show_in_notebook(text=True)" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index: 65\n", "True class: relevant\n" ] }, { "data": { "text/html": [ "\n", " \n", " \n", "
\n", " \n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_one_exp(X_test_data, y_test_data, 65)" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index: 60\n", "True class: relevant\n" ] }, { "data": { "text/html": [ "\n", " \n", " \n", "
\n", " \n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_one_exp(X_test_data, y_test_data, 60)" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "import random\n", "from collections import defaultdict\n", "\n", "random.seed(40)\n", "\n", "def get_statistical_explanation(test_set, sample_size, word2vec_pipeline, label_dict):\n", " sample_sentences = random.sample(test_set, sample_size)\n", " explainer = LimeTextExplainer()\n", " \n", " labels_to_sentences = defaultdict(list)\n", " contributors = defaultdict(dict)\n", " \n", " # First, find contributing words to each class\n", " for sentence in sample_sentences:\n", " probabilities = word2vec_pipeline([sentence])\n", " curr_label = probabilities[0].argmax()\n", " labels_to_sentences[curr_label].append(sentence)\n", " exp = explainer.explain_instance(sentence, word2vec_pipeline, num_features=6, labels=[curr_label])\n", " listed_explanation = exp.as_list(label=curr_label)\n", " \n", " for word,contributing_weight in listed_explanation:\n", " if word in contributors[curr_label]:\n", " contributors[curr_label][word].append(contributing_weight)\n", " else:\n", " contributors[curr_label][word] = [contributing_weight] \n", " \n", " # average each word's contribution to a class, and sort them by impact\n", " average_contributions = {}\n", " sorted_contributions = {}\n", " for label,lexica in contributors.items():\n", " curr_label = label\n", " curr_lexica = lexica\n", " average_contributions[curr_label] = pd.Series(index=curr_lexica.keys())\n", " for word,scores in curr_lexica.items():\n", " average_contributions[curr_label].loc[word] = np.sum(np.array(scores))/sample_size\n", " detractors = average_contributions[curr_label].sort_values()\n", " supporters = average_contributions[curr_label].sort_values(ascending=False)\n", " sorted_contributions[label_dict[curr_label]] = {\n", " 'detractors':detractors,\n", " 'supporters': supporters\n", " }\n", " return sorted_contributions\n", "\n", "label_to_text = {\n", " 0: 'Irrelevant',\n", " 1: 'Relevant',\n", " 2: 'Unsure'\n", "}\n", "sorted_contributions = get_statistical_explanation(X_test_data, 100, word2vec_pipeline, label_to_text)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# First index is the class (Disaster)\n", "# Second index is 0 for detractors, 1 for supporters\n", "# Third is how many words we sample\n", "top_words = sorted_contributions['Relevant']['supporters'][:10].index.tolist()\n", "top_scores = sorted_contributions['Relevant']['supporters'][:10].tolist()\n", "bottom_words = sorted_contributions['Relevant']['detractors'][:10].index.tolist()\n", "bottom_scores = sorted_contributions['Relevant']['detractors'][:10].tolist()\n", "\n", "plot_important_words(top_scores, top_words, bottom_scores, bottom_words, \"Most important words for relevance\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "现在的词重要性更加合理了,这种模式下,模型的可解释性也比较高,使得决策者(通常是非算法技术的业务)更容易进行决策。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 深度学习\n", "\n", "### 使用CNN进行文本分类\n", "\n", "使用卷积神经网络进行文本分类,这也将使得模型关注词的上下文,因为词在不同的位置不同的语境下的语义不同。虽然不如RNN那么受欢迎,但也被证明有一定的竞争力,并且能快速训练,以获得结果。CNN大部分情况下做图像处理,RNN大部分情况下做自然语言处理。\n", "\n", "#### CNN介绍:\n", "滑动窗口,每次滑动一段距离,来考虑该段距离的全部词,考虑到了上下文。\n", "\n", "#### RNN介绍:\n", "递归传递信息,每次第一个词的信息传递给第二个词,第二个词带着第一个词的信息传给第三个词,第三个词带着第二个词的信息传给第四个词,以此类推。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "首先处理Embedding" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Found 19061 unique tokens.\n", "(19062, 300)\n" ] } ], "source": [ "from keras.preprocessing.text import Tokenizer\n", "from keras.preprocessing.sequence import pad_sequences\n", "from keras.utils import to_categorical\n", "\n", "EMBEDDING_DIM = 300\n", "MAX_SEQUENCE_LENGTH = 35\n", "VOCAB_SIZE = len(VOCAB)\n", "\n", "VALIDATION_SPLIT=.2\n", "tokenizer = Tokenizer(num_words=VOCAB_SIZE)\n", "tokenizer.fit_on_texts(clean_questions[\"text\"].tolist())\n", "sequences = tokenizer.texts_to_sequences(clean_questions[\"text\"].tolist())\n", "\n", "word_index = tokenizer.word_index\n", "print('Found %s unique tokens.' % len(word_index))\n", "\n", "cnn_data = pad_sequences(sequences, maxlen=MAX_SEQUENCE_LENGTH)\n", "labels = to_categorical(np.asarray(clean_questions[\"class_label\"]))\n", "\n", "indices = np.arange(cnn_data.shape[0])\n", "np.random.shuffle(indices)\n", "cnn_data = cnn_data[indices]\n", "labels = labels[indices]\n", "num_validation_samples = int(VALIDATION_SPLIT * cnn_data.shape[0])\n", "\n", "embedding_weights = np.zeros((len(word_index)+1, EMBEDDING_DIM))\n", "for word,index in word_index.items():\n", " embedding_weights[index,:] = word2vec[word] if word in word2vec else np.random.rand(EMBEDDING_DIM)\n", "print(embedding_weights.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "定义一个简单的卷积神经网络" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "from keras.layers import Dense, Input, Flatten, Dropout, Concatenate\n", "from keras.layers import Conv1D, MaxPooling1D, Embedding\n", "from keras.layers import LSTM, Bidirectional\n", "from keras.models import Model\n", "\n", "def ConvNet(embeddings, max_sequence_length, num_words, embedding_dim, labels_index, trainable=False, extra_conv=True):\n", " \n", " embedding_layer = Embedding(num_words,\n", " embedding_dim,\n", " weights=[embeddings],\n", " input_length=max_sequence_length,\n", " trainable=trainable)\n", "\n", " sequence_input = Input(shape=(max_sequence_length,), dtype='int32')\n", " embedded_sequences = embedding_layer(sequence_input)\n", "\n", " # Yoon Kim model (https://arxiv.org/abs/1408.5882)\n", " convs = []\n", " filter_sizes = [3,4,5]\n", "\n", " for filter_size in filter_sizes:\n", " l_conv = Conv1D(filters=128, kernel_size=filter_size, activation='relu')(embedded_sequences)\n", " l_pool = MaxPooling1D(pool_size=3)(l_conv)\n", " convs.append(l_pool)\n", "\n", " l_merge = Concatenate(axis=1)(convs)\n", "\n", " # add a 1D convnet with global maxpooling, instead of Yoon Kim model\n", " conv = Conv1D(filters=128, kernel_size=3, activation='relu')(embedded_sequences)\n", " pool = MaxPooling1D(pool_size=3)(conv)\n", "\n", " if extra_conv==True:\n", " x = Dropout(0.5)(l_merge) \n", " else:\n", " # Original Yoon Kim model\n", " x = Dropout(0.5)(pool)\n", " x = Flatten()(x)\n", " x = Dense(128, activation='relu')(x)\n", " #x = Dropout(0.5)(x)\n", "\n", " preds = Dense(labels_index, activation='softmax')(x)\n", "\n", " model = Model(sequence_input, preds)\n", " model.compile(loss='categorical_crossentropy',\n", " optimizer='adam',\n", " metrics=['acc'])\n", "\n", " return model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "开始训练我们的神经网络" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Colocations handled automatically by placer.\n", "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:3363: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Please use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n" ] } ], "source": [ "x_train = cnn_data[:-num_validation_samples]\n", "y_train = labels[:-num_validation_samples]\n", "x_val = cnn_data[-num_validation_samples:]\n", "y_val = labels[-num_validation_samples:]\n", "\n", "model = ConvNet(embedding_weights, MAX_SEQUENCE_LENGTH, len(word_index)+1, EMBEDDING_DIM, \n", " len(list(clean_questions[\"class_label\"].unique())), False)" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\ops\\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", "Instructions for updating:\n", "Use tf.cast instead.\n", "Train on 8651 samples, validate on 2162 samples\n", "Epoch 1/3\n", "8651/8651 [==============================] - 19s 2ms/step - loss: 0.6069 - acc: 0.6981 - val_loss: 0.4890 - val_acc: 0.7849\n", "Epoch 2/3\n", "8651/8651 [==============================] - 20s 2ms/step - loss: 0.4503 - acc: 0.8019 - val_loss: 0.4660 - val_acc: 0.7923\n", "Epoch 3/3\n", "8651/8651 [==============================] - 19s 2ms/step - loss: 0.3939 - acc: 0.8333 - val_loss: 0.4666 - val_acc: 0.8048\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(x_train, y_train, validation_data=(x_val, y_val), epochs=3, batch_size=128)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "CNN模型的结果是目前最好的,val_acc验证机比word2vec高出两个百分点。缺点就是可解释性差,这也是神经网络的基本情况。" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### 总结\n", "\n", "* 文本数据同样需要预处理\n", "* 预处理完对文本做Embedding\n", "* 再利用模型训练及预测\n", "\n", "以目前来看神经网络比传统模型效果更好,但实际场景中往往是传统可解释的模型更优,我们知道除开技术更重要的是应用到实际场景中,从而需要告诉业务,解释给业务,这样才能发挥更大的效能。另外,可能" ] } ], "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": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 2 }