diff --git a/Deep_Learning/Sentimental_Analysis_navie/sentimental-analysis-using-naive-bayes-classifier.ipynb b/Deep_Learning/Sentimental_Analysis_navie/sentimental-analysis-using-naive-bayes-classifier.ipynb new file mode 100644 index 0000000000..217ea89b18 --- /dev/null +++ b/Deep_Learning/Sentimental_Analysis_navie/sentimental-analysis-using-naive-bayes-classifier.ipynb @@ -0,0 +1,3333 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "23feff84", + "metadata": { + "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19", + "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5", + "execution": { + "iopub.execute_input": "2022-05-27T07:16:08.919266Z", + "iopub.status.busy": "2022-05-27T07:16:08.918538Z", + "iopub.status.idle": "2022-05-27T07:16:08.947913Z", + "shell.execute_reply": "2022-05-27T07:16:08.947295Z" + }, + "papermill": { + "duration": 0.096667, + "end_time": "2022-05-27T07:16:08.951349", + "exception": false, + "start_time": "2022-05-27T07:16:08.854682", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/kaggle/input/customer-support-on-twitter/sample.csv\n", + "/kaggle/input/customer-support-on-twitter/twcs/twcs.csv\n", + "/kaggle/input/imdb-dataset-of-50k-movie-reviews/IMDB Dataset.csv\n" + ] + } + ], + "source": [ + "# This Python 3 environment comes with many helpful analytics libraries installed\n", + "# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n", + "# For example, here's several helpful packages to load\n", + "\n", + "import numpy as np # linear algebra\n", + "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n", + "\n", + "# Input data files are available in the read-only \"../input/\" directory\n", + "# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n", + "\n", + "import os\n", + "for dirname, _, filenames in os.walk('/kaggle/input'):\n", + " for filename in filenames:\n", + " print(os.path.join(dirname, filename))\n", + "\n", + "# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n", + "# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session" + ] + }, + { + "cell_type": "markdown", + "id": "1bb56de2", + "metadata": { + "papermill": { + "duration": 0.074637, + "end_time": "2022-05-27T07:16:09.102901", + "exception": false, + "start_time": "2022-05-27T07:16:09.028264", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## TABLE OF CONTENT:\n", + "\n", + "\n", + "#### 1) INTRODUCTION\n", + "\n", + "#### 2) NAIVE-BAYES THEOREM\n", + "\n", + "#### 3) SENTIMENTAL ANALYSIS\n", + "\n", + "#### 4) CASE STUDY: SENTIMENTAL ANALYSIS FOR MOVIE REVIEW USING NAVIE-BAYES CLASSIFIER\n", + "\n", + "#### 5) CONCLUSION\n" + ] + }, + { + "cell_type": "markdown", + "id": "0caf25e2", + "metadata": { + "papermill": { + "duration": 0.072877, + "end_time": "2022-05-27T07:16:09.243645", + "exception": false, + "start_time": "2022-05-27T07:16:09.170768", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# 1. INTRODUCTION:\n", + "\n", + "Bayes Theorem is named for English mathematician Thomas Bayes, who worked extensively in decision theory, the field of mathematics that involves probabilities.\n", + "\n", + "Bayes Theorem is also used widely in machine learning, where it is a simple, effective way to predict classes with precision and accuracy. The Bayesian method of calculating conditional probabilities is used in machine learning applications that involve classification tasks.\n", + "\n", + "A simplified version of the Bayes Theorem, known as the Naive Bayes Classification, is used to reduce computation time and costs. Here, we take you through these concepts and discuss the applications of the Bayes Theorem in machine learning. " + ] + }, + { + "cell_type": "markdown", + "id": "e46c7a24", + "metadata": { + "papermill": { + "duration": 0.061356, + "end_time": "2022-05-27T07:16:09.366757", + "exception": false, + "start_time": "2022-05-27T07:16:09.305401", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# 2. NAVIE BAYES THEOREM:\n", + "\n", + "### 2.1 Bayes Theorem Theory: \n", + "\n", + "Bayes Formula:\n", + "![](https://miro.medium.com/max/804/1*6dmvRYysiU5PwWIcHRdKVw.png)\n", + "\n", + "Let’s Look into the terms:\n", + "\n", + "P(C | x) = Probability of event C happening given that event x happened\n", + "P(x | C) = Probability of event x happening given that event C happened\n", + "P(C) = Probability of event C happening\n", + "P(x) = Probability of event x happening\n", + "\n", + "The Bayes Theorem thus gives us a way to find the Conditional Probability . Bayes Theorem lies in the heart of the Naive Bayes theorem." + ] + }, + { + "cell_type": "markdown", + "id": "bd5c0351", + "metadata": { + "papermill": { + "duration": 0.058159, + "end_time": "2022-05-27T07:16:09.484789", + "exception": false, + "start_time": "2022-05-27T07:16:09.426630", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### 2.2. How to Apply Bayes Theorem in Machine Learning: \n", + "\n", + "The Naive Bayes Classifier, a simplified version of the Bayes Theorem, is used as a classification algorithm to classify data into various classes with accuracy and speed. \n", + "\n", + "Let’s see how the Naive Bayes Classifier can be applied as a classification algorithm. \n", + "\n", + "- Consider a general example: X is a vector consisting of ‘n’ attributes, that is, X = {x1, x2, x3, …, xn}.\n", + "\n", + "- Say we have ‘m’ classes {C1, C2, …, Cm}. Our classifier will have to predict X belongs to a certain class. The class delivering the highest posterior probability will be chosen as the best class. So mathematically, the classifier will predict for class Ci iff P(Ci | X) > P(Cj | X). Applying Bayes Theorem:\n", + "\n", + "P(Ci | X) = [P(X | Ci) * P(Ci)] / P(X)\n", + "\n", + "- In this formula, P(X) is the condition-independent entity, which means it will be constant throughout the classes. It won’t change the value whenever the classes change. Therefore, to maximize P(Ci/X), which can also be termed as the precise answer to be derived, we will have to maximize the P(X/Ci) * P(Ci) value.\n", + "\n", + "- With n number classes on the probability list let’s assume that the possibility of any class being the right answer is equally likely. Considering this factor, we can say that : P(C1)=P(C2)-P(C3)=P(C4)=…..=P(Cn).\n", + "\n", + "- It is now easy to compute the smaller probabilities. One important thing to note here: since xk belongs to each attribute, we also need to check whether the attribute we are dealing with is categorical or continuous.\n", + "\n", + "- Ultimately, we will have P(x | Ci) = F(xk, ?k, ?k).\n", + "\n", + "Now, we have all the values we need to use Bayes Theorem for each class Ci. Our predicted class will be the class achieving the highest probability P(X | Ci) * P(Ci)." + ] + }, + { + "cell_type": "markdown", + "id": "8fe4769e", + "metadata": { + "papermill": { + "duration": 0.058314, + "end_time": "2022-05-27T07:16:09.601507", + "exception": false, + "start_time": "2022-05-27T07:16:09.543193", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 2.3. Advantage, DisAdvantage of Navie- Bayes Classifier:\n", + "\n", + "## Advantage: \n", + "\n", + "- It is easy and fast to predict the class of the test data set. It also performs well in multi-class prediction.\n", + "\n", + "- When assumption of independence holds, a Naive Bayes classifier performs better compare to other models like logistic regression and you need less training data.\n", + "\n", + "- It perform well in case of categorical input variables compared to numerical variable(s). For numerical variable, normal distribution is assumed (bell curve, which is a strong assumption).\n", + "\n", + "## Disadvantage: \n", + "\n", + "- Naive Bayes is also known as a bad estimator, so the probability outputs are not to be taken too seriously.\n", + "\n", + "- Another limitation of Naive Bayes is the assumption of independent predictors. In real life, it is almost impossible that we get a set of predictors which are completely independent." + ] + }, + { + "cell_type": "markdown", + "id": "2fea7835", + "metadata": { + "papermill": { + "duration": 0.057932, + "end_time": "2022-05-27T07:16:09.718074", + "exception": false, + "start_time": "2022-05-27T07:16:09.660142", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# 3. SENTIMENTAL ANALYSIS: " + ] + }, + { + "cell_type": "markdown", + "id": "27950c0d", + "metadata": { + "papermill": { + "duration": 0.058997, + "end_time": "2022-05-27T07:16:09.835716", + "exception": false, + "start_time": "2022-05-27T07:16:09.776719", + "status": "completed" + }, + "tags": [] + }, + "source": [ + " Sentiment analysis is basically concerned with analysis of emotions and opinions from text.\n", + "\n", + " A sentiment evaluation system for text analysis combines natural language processing (NLP) and laptop mastering methods to assign weighted sentiment scores to the entities, topics, issues and categories inside a sentence or phrase.It tries to find and justify sentiment of the person with respect to a given source of content.\n", + "\n", + "I am proposing a highly accurate model of sentiment analysis from a datasets containing movie review score with the help of classifiers such as Naïve Bayes, the application can correctly classify the reviews of the given datasets as positive and negative to give sentiment of each movie." + ] + }, + { + "cell_type": "markdown", + "id": "e5cb1459", + "metadata": { + "papermill": { + "duration": 0.059064, + "end_time": "2022-05-27T07:16:09.954807", + "exception": false, + "start_time": "2022-05-27T07:16:09.895743", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# 4. SENTIMENTAL ANALYSIS FOR MOVIE REVIEW USING NAVIE-BAYES" + ] + }, + { + "cell_type": "markdown", + "id": "877aa6f4", + "metadata": { + "papermill": { + "duration": 0.059297, + "end_time": "2022-05-27T07:16:10.073800", + "exception": false, + "start_time": "2022-05-27T07:16:10.014503", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "In this kernel, we have to predict the number of positive and negative reviews based on sentiments by using Navie-Bayes classification models.\n", + "\n", + "We will go through these steps:\n" + ] + }, + { + "cell_type": "markdown", + "id": "944161f7", + "metadata": { + "papermill": { + "duration": 0.059753, + "end_time": "2022-05-27T07:16:10.194545", + "exception": false, + "start_time": "2022-05-27T07:16:10.134792", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 4.1. Understanding the data:\n", + "IMDB dataset having 50K movie reviews for natural language processing or Text analytics.\n", + "This is a dataset for binary sentiment classification containing substantially more data than previous benchmark datasets. We provide a set of 25,000 highly polar movie reviews for training and 25,000 for testing. 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Import library: \n", + "\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "\n", + "\n", + "from wordcloud import WordCloud\n", + "import nltk\n", + "import re\n", + "import string\n", + "from nltk.corpus import stopwords\n", + "nltk.download('punkt')\n", + "nltk.download('stopwords')\n", + "from nltk.tokenize import word_tokenize\n", + "from nltk.stem import WordNetLemmatizer\n", + "\n", + "\n", + "stop_words = stopwords.words()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "95017f3d", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:16:13.810314Z", + "iopub.status.busy": "2022-05-27T07:16:13.809538Z", + "iopub.status.idle": "2022-05-27T07:16:15.338118Z", + "shell.execute_reply": "2022-05-27T07:16:15.337463Z" + }, + "papermill": { + "duration": 1.593449, + "end_time": "2022-05-27T07:16:15.340909", + "exception": false, + "start_time": "2022-05-27T07:16:13.747460", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " count unique top \\\n", + "review 50000 49582 Loved today's show!!! It was a variety and not... \n", + "sentiment 50000 2 positive \n", + "\n", + " freq \n", + "review 5 \n", + "sentiment 25000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "markdown", + "id": "4e2a6446", + "metadata": { + "papermill": { + "duration": 0.060329, + "end_time": "2022-05-27T07:16:15.892785", + "exception": false, + "start_time": "2022-05-27T07:16:15.832456", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 4.2. EDA and DATA PREPROCESSING:" + ] + }, + { + "cell_type": "markdown", + "id": "b7111ac6", + "metadata": { + "papermill": { + "duration": 0.061979, + "end_time": "2022-05-27T07:16:16.016515", + "exception": false, + "start_time": "2022-05-27T07:16:15.954536", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## EDA:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d24b6ead", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:16:16.141469Z", + "iopub.status.busy": "2022-05-27T07:16:16.141131Z", + "iopub.status.idle": "2022-05-27T07:16:16.155551Z", + "shell.execute_reply": "2022-05-27T07:16:16.154607Z" + }, + "papermill": { + "duration": 0.081508, + "end_time": "2022-05-27T07:16:16.157915", + "exception": false, + "start_time": "2022-05-27T07:16:16.076407", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "positive 25000\n", + "negative 25000\n", + "Name: sentiment, dtype: int64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#sentiment count: \n", + "df['sentiment'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "id": "3d1a8d91", + "metadata": { + "papermill": { + "duration": 0.06376, + "end_time": "2022-05-27T07:16:16.285533", + "exception": false, + "start_time": "2022-05-27T07:16:16.221773", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Our dataset set is balanced. Next, We’ll take a look at the number of characters present in each sentence. This can give us a rough idea about the movie's review." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "74234ad5", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:16:16.412910Z", + "iopub.status.busy": "2022-05-27T07:16:16.412218Z", + "iopub.status.idle": "2022-05-27T07:16:16.715746Z", + "shell.execute_reply": "2022-05-27T07:16:16.715035Z" + }, + "papermill": { + "duration": 0.371861, + "end_time": "2022-05-27T07:16:16.718718", + "exception": false, + "start_time": "2022-05-27T07:16:16.346857", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['review'].str.len().hist()\n" + ] + }, + { + "cell_type": "markdown", + "id": "909ed43e", + "metadata": { + "papermill": { + "duration": 0.061006, + "end_time": "2022-05-27T07:16:16.842711", + "exception": false, + "start_time": "2022-05-27T07:16:16.781705", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "The histogram shows that reviews range from 10 to 14000 characters and generally, it is between 10 to 1500 characters.\n", + "\n", + "Now, we will move on the histogram for positive review and negative review respectively. Let's plot!" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "bfd3ca6e", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:16:16.974056Z", + "iopub.status.busy": "2022-05-27T07:16:16.973201Z", + "iopub.status.idle": "2022-05-27T07:16:17.400660Z", + "shell.execute_reply": "2022-05-27T07:16:17.399812Z" + }, + "papermill": { + "duration": 0.499034, + "end_time": "2022-05-27T07:16:17.403135", + "exception": false, + "start_time": "2022-05-27T07:16:16.904101", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Negative Reviews')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig,(ax1,ax2)=plt.subplots(1,2,figsize=(12,8))\n", + "ax1.hist(df[df['sentiment']=='positive']['review'].str.len())\n", + "ax1.set_title( 'Positive Reviews')\n", + "ax2.hist(df[df['sentiment']=='negative']['review'].str.len())\n", + "ax2.set_title( 'Negative Reviews')" + ] + }, + { + "cell_type": "markdown", + "id": "05414d8d", + "metadata": { + "papermill": { + "duration": 0.063156, + "end_time": "2022-05-27T07:16:17.529739", + "exception": false, + "start_time": "2022-05-27T07:16:17.466583", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "we can observe some insights from the graph above: \n", + "- In general, people comment less word in the positive review to compare with negative review\n", + "- However the range of word for positive review are bigger than the range of negative review. It means in some cases, people give a long comments for excellent movies and people could less critise for bad movies\n", + "\n", + "Before we move on to the next section: data preprocessing to clean the text data, we will make a wordcloud graph to show the most used words in large font and the least used words in small font in positive review and negative review" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "abbeede7", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:16:17.660533Z", + "iopub.status.busy": "2022-05-27T07:16:17.660249Z", + "iopub.status.idle": "2022-05-27T07:16:44.174759Z", + "shell.execute_reply": "2022-05-27T07:16:44.174038Z" + }, + "papermill": { + "duration": 26.587975, + "end_time": "2022-05-27T07:16:44.182119", + "exception": false, + "start_time": "2022-05-27T07:16:17.594144", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "text = \" \".join(i for i in df[df['sentiment']=='positive']['review'])\n", + "wordcloud = WordCloud( background_color=\"white\").generate(text)\n", + "\n", + "plt.figure( figsize=(15,10))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis(\"off\")\n", + "plt.title('wordcloud for positive review')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7faa0dac", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:16:44.336521Z", + "iopub.status.busy": "2022-05-27T07:16:44.335904Z", + "iopub.status.idle": "2022-05-27T07:17:09.750435Z", + "shell.execute_reply": "2022-05-27T07:17:09.749486Z" + }, + "papermill": { + "duration": 25.495644, + "end_time": "2022-05-27T07:17:09.754829", + "exception": false, + "start_time": "2022-05-27T07:16:44.259185", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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3wA9/5UM++t5dAK5/+TKXXlln67V1PN/5TLZtiSWW+PTxhSNTEkkmcyb5lJ14l0E6pGbVaDtNKlYF27ARQK6KkkQVJDIlkSm+6VExAy3xUpJC5RQqf0Ted3J2sVCSsIhIZYolLCzDwjFsbGE/Ii+UqtADAhSO4eCZLmb5gMtkzqyYMc4mDNIBhSqwhYVnuNjq83t68qxg59YBOzf3ufb2Ftfe3nr+ZaU5vd0Be3cO6e0NiaYxX/2dbz4XmYrjjP39EbNZgu87GIZgPI6ZTCNNstKcTrtKq10ppRx65lQIoR+gSp1Z5Vji5YAhBJWKS3etzptf3sKyTbJEk5r+8YSjgzHDwYzxMHwh6/N9h3a3yqtvbgAwncTkWc5oEHJ0OGbQm76wdf04opCSvJB8uHfMD7f3eXWtyzeublL1Xr7BqsCk5WzimAGeUcU3a5ifkJoBIMp79JL3EcLENeokcsIs2wfANet4ZoNC5fgyJLBWMIRJJmekxWQhBxykt4mLARvBtwisVVI5ZZrvE2aHzPIjHLNGxVohlTNm2T6+1cU0HCzDw8DipPRASn1/zPKCoigwTRPTEBSFoigkpmVgmQajcUh/MMN1bZoNH8MwyPMC0zBwXAshBEWhpYa2rclWHGfkucRzLRzHLuXYn8hhXWKJJZa4ED6/o/UzoJQiVzlhHtFL+vTTATWrRs2u4ZsuljDJVE5eZCQyIZEpqUxJZYYAfMPDwECilxMXCZawkJYEBUrM+5sKUpkwzWdERYQpTGzDomZVMS2LuIiZFWHZc6PIVUGhcipWBUuYKKEWUsRJNmWUjRlkI5RSVKwKhSpO7Tt60cfqCYj5X48+paSUyEIhC4mUciHfE0JgmEY5W6hnivO8IJ7F9PeG7Nw6oLPRPHX982XNN2OuQxdCYFoPK3OykMSzhOHhmHvvbtPfG7J5Y+259jlNCwaDGZNJRKdTw7Yt+v0ph4djoigly3QlarE9ClzXwvNsXYmUelCwjBR4eSEMgRc4GKbg+mtrNFrBoofq/p0jTNNAFpLZJH4h63M9m7oRcOX6CtWaRxSmpEnO/s4A5+Y+Skqi8HTp3xLPhpSKvJDsDMb89p0dbNPk7a1V4GJkatE3pxSZSsnlw3MiVUFBUfbGmljCwTZclJJkKiknxNRiSQITy3CwhL24V+Yqo1AZhjAJzAa24WIKeyEpl+UzQJaTdCf7+Ob9TpZwMIWFIeaTbQmFyhbbL1WBpMDAxBQWk/yQUXoPx6xjOR5JMaSf3MQUFk3nOqawkSpHUeCYVSx8CpWQyxBTuCgkk2yHQXKTmr0FviKXEVE+YJrvM063qdtb1KxNpMqZZDvkKqHl3EBaXUTZ2zs/T3GcEScZSZKRpjm2Y+HYFnmhpdVzCfVgGHJwOKJW9XEdC8MQxHGGEOC4migVuSx/1uQqnCVkeQF1H9u2yufGkk0tsQQ8HD8VhSRLMopc6j5g19bjtGWP9yeKLxyZAhZibIHAECamMDCFgRB6Ji4pEqbFjH7ap5cMCCyfilXRcgwBCIFQgkRmDLIRJgae6WEbNq4yKFTBIB0yzidkMiOVKVERkcuCrWAT27DppX32ogMcw8YzXWZFyCSb0nU7OIYeBAyzEVERP0KqtEQx+3QPVymveBqyOCeaxvrPLKbICwzDwPZsgpqHV/FwPf2lHR9PGB5PsByTzVdWqbWrpy4zjTPCaYTMNXnJ0pwkSrEdi8ZKnaDqIQyB49msX1sBAYPDEaOj8XPfGITQBhKua9NoBHi+zXQaE4UplYqLMKDZrFCr+4yGIaNhSKdbpVJxiaKU6SwijrNldeolh2UZCGHT7lYJArfse9PkfTwMGQ1CzBckozUtA1fYNFsVXM8mzwtkIbEdk8k4YjiYYR+MX8i6lvj4KCg4Tu5zlNwttWSKqJgQFiNco0rFatBxtljxrpHKiKP4HmEx0gSolHW7RkDHvUzDXsM2XAQGo+yQUXrAOD9kkh2z5r3Kuv8qrlHBMXySYsasGDHNekzyHrlKdR+TKshVim34tJ1NGvYqvlkDBIfJHfrpjp7IQxIWI8JiTMVsUjGbpMU+uUqoGlXq9mUMLCbZLqawqdgbOEaVTM4oZKpldsZDg4pUzchlSCqnFCpDUZTidA3HqFF3LlO3t6jamwhhElgrWEaApCCXMcJ42NebpDk7ewMODsaEUUKS5Pi+g+c5mIbAMAWmYWCaBrMwYTZLcV09SZWmBaNxRBSnFIWWCJqGKM1+LBAQRxmgsEyTes1fVqWWWOIEZEmiJoOQvbuHTAYzNm+ssnq5i+NaGO6yL+GTxBeTTM2V48LAFKaW4AkbY/EQSZnlM46THtvRHuveKhWrgnjsv0zmTLIphjBoFTFVWcExbDKZ0U8HHKc9DPGQXM3ykIoV0HU7DNIhO9EudbtGy2kySsccxIcIBGvuCrkqOIgPSWWGb3q6CibjRR/WHCcrII92Xz3UpwuhfZhOw8NHo1i8cvI4FaXcUTsIahIpEIu3z2c7ollM/2DIZDAjHEfkaYZS4FVcupttrX23tWPVdBQyOByBgkaninuGdjyaxfR2BuRZjmlpKVY4ifAqXvnHxVAC27XpXmpjORa3vncXwzJ4XiMpwzBwXQthCGp1j0rgMmpogmTbJo5rEgQunucwm8WkaY5pGFQqekCupNKVuSVeWgghsCwTyzI1aW4+/N1kFLL7oI9fcV5YT6Jp6gGi41jUTvRCZVnB/s6AStXDtD+/jeiFlKR5gVQKx9KTU0mekxUFtmlimcaiJ0bfOkQph5VlvxPM7zuGYWAbBqZhIARIpUjzgkLK0mVVfxa0XFO7ap7+fctlSZDn7zcEVrnsU6H0/bCQGYN0l/uzH2IKC1NYDNN9+tkuVatNy95AIKg7q4T5kMPkNqP0EIXUsm1yPLOmK1iGS5UmluEQ5SN66Tb78U0O4lsooOGsYgoLB49UxkyzHsfJfQ6TO2QywTZcpCqI5QzPqCBVVj67tElSL3nAg/CdUipoMMh2GaR7tEpzC0ek2GTYhk/VWkcpiWc2MYRNYK1gCqc0qEiRKi2rVPp4zo0m5JxIKVmeJ/3HMas4ZpWKvU5gr5T73UIIo6yypVg8fFZlWc7R8YQ7944Iw5Qkycr+UxfXtXAdqyRAgjwvyHJJreYhpSJNc8aTiOEwJIwylFK4roVjmYhy4ixNc0zToNuplb1SSza1xBJzyEISzRL6B0M++v59jnf6CEPQ6NQwDD2OWuKTwxeOTBnCwDFtXNPFNVw806VqVajZVW2LrktPCASBGbDidlhxu3SdDhUrWPRHmcLANixc01kQsznmlaRxNsEx7LLyZRKYPpZhleYW+r+qVWHdW8MxbFKZ4ZkeEkVcJIR5hCEMmnYDgLTQkkPHePSi1/IOLTvMVb4wzJhbtzuGg2965bY/+hmJXNitg+7RUkhsQ5PLUTZZkMCqHWALC+uEg2CW5qRRxsG9Y2794B4yL2iuNsjSnP07R9iuRVDz6VxqldUi7bRnmga79w443uljWhYb11efePYd3j/mu//oHQC6lzq4voOSErucrXy0Q+3FwPNs1tabyEJSqbjYtsXKao2glIWZhoHt6IG4Y5t0WlVqdZ963cd17YU5hf05HhwvscRFMApjPtg7YhKnvLm5Qrvi8/37+9w+7HN9pcWVbpM4y0myXFcTDINJlDAMY9K80KRH6vtQuxpwtdukU63g2xaTJOH93SMORlOqnoNrWcRZTl4U1HyXuu/RCjyawZOGHYNpyM5gTJTpiZ1G4LHVbtDwvTP2RFGolFSGZDKmUCkdd4s19wZHyT28uIprVqlZHSzDYZr1iIoJSinq9goNexXb9MhkQiZjwmLETvgem/4bdNwtGs4aQpjkMibMR7hGwGkD/tJSg6rVYtW7gW14xMWEVEakMuI4uY9lOHhGlUxpKWLXvUzb2WI/voVrVKlZbWp2FyX7C3MITjzbHr9z5jJmmu9jFUPiYgQIavbmgmzFRR9TPD7YEgu79CfvxHPSdeLdQuA6NtWKRxC4KKkwTS3X9kqptDae0MQ8ywrStCDNcqI4YzKJSZIcp5QCep52WS1y3YMlSim5KKMrlpWpJZZ4iDTJ6e+P2L65z50fPeBop8/mjVXSOMN5CftLv2j4YpIpoU0eXNPBky4VK6BmaalZoYrFYyEwfQxh0HHadJwWVml1ratBmkDZhrWQgsyJiVRS90TlIdJ0cQxH90xZtu6HmmcYoQisgFV3BUMIpnmIZ7pIJUllSixjfNOnalVxDJtxPiHMQ+zHHmpF6fgXFymJTDSJkgWZyklVRsUMMITQ1TchSiL1MGdLKfR+wEJW6JsepjAZZmOOkwErbhvbsBCmeIRM5WlBNI052u7x0ffu4voOtXaVPCvYvX2IYQquffmyrkoZAhTYjs7r6e0O+OA3b3Pp1fVTHdKPdvr88Jfex3IsXvumpL3ewPHscoa0tMx9wQ9Mz7PxvEePb7dbo9OpPhwblOtsNoNHXqvW0O878Z4Xjfm1IwulZ+th0ZMmtOWVbvJWEiVPOGid2CRh6Bl+UbpePcvx6qQLl5SyzPQ6e9lz/fVJqeVF1nEyN2zu1rZoZzm5rnLA9Ph+fFYOXp8F5sdNFoqiKBb9hYah+wrPe0wW+WplZbWQCkM8zGt72nUyiRN+tH3A4XhKq+Lj2RY/fLDPL394l5959Qq2ZTKJEiZxgmOaOJbJwWjKzmBMmGZkRaF7ZqTkcqehTQZMC8sQTKKEHz7Y573dQ9bqNeqByzROiLOc9UaNtUYVum0aJ8iULHsXe7OImwfHjEJNJrbaDdqV4EwypVAUKieTCblKKVRO3epyufIVHMPXk0zCJbCamMJimveJ5QwQVO02l4IvUbXaJHJGP93lzvQ7zPIBDXuVVe8adXuFwGwwyY/pZ7s4ZnDqdNB8Qi+wmlwK3qRqtQnzMf10mwfhO0zzATW7i2lZZV+XomGvc6XyFQxhoVRBYDWoWE2iLGcm+w+XrN1yePwGVaiEMD9CYFCoFEM4BOYKgb3KML2LJTwt11Nq8V3UlMxc9EQ9C7rqb1Ov+zi2npCaG1F4roPn2URRSqhS0rSAsnpZ5JIsLYjjjKLQ0ROViotfysbDKKWQUl+n5ieT87jEEp93ZElG/0D3qd97f4fjnT79n3qVNMnPzD5c4sXhC0emLoQzbsq5yklkyjgbM0iH5LJAllbpq14XIQQNu04iE21eUUozdIXKwjVdTGEuHqQn/z+Hazg07QaFKtiL98lkxmFyjFKKRlmpAk2kRtmEcTbVBAmJ0HoVJIoCySwPS6MME8uwyFVOVCTkMgcBnuHSchpYwiIsImZ5uGhwnmRTEpmQq/z0Y1Q+8BAC27FwfZeg5mOYBo6vH3aOZ2O7tpZNKQgaAc21Bn7VWxCB02CaJo7v0Fypc/3tLVYvdzAtE7/mEdS8T/+hedrqHn/tE96kcJZqKdp2n7sfHWLbJtdeW2Nto0Gl6lEUkoPdIUf7I0ZDHUib5wVFIbFsE9syaXYqtNpV1jabrG22nllFk2WO12yacLA35PhgzGQcMZvED5dtmVi2SaMZUG8ErG40WN1o4Ho2lmk+87jMpTxxmDLoTRn0Z0zGIZNxTJZk5Q1fIqXCtAxsyySoutTqPp3VOmsbTao1r8wE+/EZTM3J562b+7z3gwfMpgkC2Lzc5ktfvUx3pbaQQT19OUof9+MpD+712L53TKNVYWWtzvqlFhtbLbynzF7OB+mFlORSYlsGgWuTFAWH4ymzJGUWp9R9D9vSlWnHNunWAtYbNYSAKNPSwPu9IXGW8falNQqpCNOMJC9oV31eXevoCQTDoOo6VDyHuuc+rLsIwWAW8cHeEXGaEaUZdd9jo1ljvVl7qsOfQE84OYa/qMIM0j1uT3+LcXbEJOvRcjaoWC2kypkVQ6TKcUwf1whK6Z2JbXjYhoekIJURxVn3zjNgChvPrOKagQ6/RT83DDSZUUrq7TT1dhYqp5c8QCEZpHtM8wEVq0XN6qLkkCh/NtkRwsQSmmSG+TGZnAEFXr7HNNsvDY8+nnzZsU1WV3SV3ywJup74UVjld3pemUozXZGqBC7NRkC16uH5NrKQuK6NXZKxNM0pjidEUapXoqDIdeSAZRnPFbK9xBJfRGRJzvBozPFun3i2NDz6tPHjTaY4fUY3kzlhHpZ25UPiQpMmqSQVy6dm12g4dSSSo+SYMAvLao6uTLmGg2WcvMk/uQ7H1GRqmI3ZjfcZZWOm2Qzf9EhOukxRMMom7MWHCzmhKUzMMqtKIIhkrMmUYeKaDnGRMkzH5CrHMiyadp3A0gQozCP66YhcFeSyWPRn5er0mYt5lUQAlm3hBg5+1UMYhi4dK4XjOtgnAkgrdT2LHNS8R2bPH4dpGbi+Q3u9ybUvbz23Q98XCVGos5F++Nv3+MV/8A5+YPNzv//LmGbZx5cV3P5QD6wf3Ouxt90nibVzluc7+L7DtVdXufbKKl/+xlU6K/Vzkak0yRkcT/nwnR0+fGeHvZ0BB/sjkig9sWybS1e6XLrS4a2vXaZS83S/kHGaDOjJdSRRxnAw4+7tQ+7dOmRve8DezoDZJGY2ickybV/uuDa+b9Ndq7O+2eL1ty5pF7AyXPlFGUd8HqCUdme6/eE+/9+/8R2O9kcI4Cd+5lVW1xu0O1VdYXpWZUoq+sdT7tw84Dd++UN+/Zc/5Mr1Fd788hZf/dY1Ot3aM8iUvovlpU25Y5lUXJs0zzkcT4nSnCjNsE2TRuBhGgauZXGl2+Rb17dwyurV+3tH/OOP7nM8mbHVbmAZBmGSkeYF7UrAGxsr1H2XakmgANK8IC0Du40TZMoQgjQvWK3XeGNjhZXas3LCBKZwcExNVkDQT3eZ5D0t3VMJTWedqtUillOG2QGFynEMH9eslBNkBrbwsIXudUplhLwomTJKMmUEZa6hKHu3zIU83BQ2tuFhCotCacOMYbZPJmMylSCEoGZ3SYuDc1WODAwsw0epglROGKcPSOUY26gyzfeR5Eg+HpmySzK1ulIrC1xlrtQp7138nodyvY31xhPvG09ixpNIV2TLolleSNI0RwhrSaaWWKJElmYMD8f0dgfE0xfjVLvE+XFhMhXlGffGQw7CKQ3Xo+a41GyHquNiGwaWMDgIp+zOxoySmEmWUrMdVoMqHS+g6fp41umr1eYLut/IKENw57holcIzPLb8S8RuTMN+mEckEPimDw5lD1JBzao80hNlGRaBGbDurWEJk1wVuIZLza5Ss2p4hgtWDUfYVMyAqIgXksCW08QQBituF1WHrtPGFAY1q8qWr53+KlYFlMI1XCpWhabTIC5iMplhGzarbhff9ErZocA1HCpmQFhETLMJTadO3a7qvqsiJlc5hSrIipywiElLh0GJAqkDjJMiAQXTPGSah5jCLJu95cKE4jTYrk214WszCFMQT2OOtvu4gcO1t7bwqy7N1foT5+e0atzjEIZ4RML2Wco3XjbpyDzwOc8kcZRxsDdi+16PyShi516P46MJlmWwcalFlhfkWUGW6iBMpRR5Lp9plJFnBUmScXw45uZ7e9z96ICd+32OD8dIKWk2A0S7Uma+FBS5ZDwKiT5IiSJN+l55fZ1X39ygWvcwTfPMKmSaZOzt9Ll365BbH+xz784RWRmcHFRcKlV3oTDK0pwsyZmOYx6kxySJJmGvvrHBG1++RHe1fi754hcBQmhHs3rDZ/NymzwtGPSmTEYRB/tDWt0qjWYFP3i6Jl4qxWgw4/6dIwb9KUUhqdV9tq526KzUsJ5CuE3DIHB0P9MwjHHMiSZKnSZK6Z6qJMtJ8oJJkuBHuuex5rsEjq5SOKZJxXNwLJM410G2eSGxyxwixzQJXB3G61rW4t5/0oAnzjKGYaSrYEnKVrvB1W6TjUYVz7aeeT0sfq3m3y9J012j615lHt7edNbxTT1R5plV4mJKKmOSQge/KyS5yshUUlap/IWb3Xnx8N74bB3z/FnYdi/Rdi4tTDA67haOEdBwrmAKUbrseQRmlzXv6whhUrFWMTCxjQClCmyjgkJiCJumcx3bCDANl7SYkquYtvsqQhh4VosmNwCFEAauUccQFp7ZouN9CQH4VgfbqGKckKSfDO8V4mG8xunn5VEH2bPOnetYrK7U8X0HKSWGYdBqBLiu9WM1qbLEEmdhLptP44zh0Zje3pA4TLCcH/tayaeK5yJT7w+O+MHxPlvVBperDTaqNe2gZNlYpsF+OOG3D3a5NxmyOxuzWanx1e46rze7eJZ1NpniYX+QJSyEMJ9bVeWbmkyBeoQoaeMJH9/0Fk53jzfs2uWMl295rHuriz4OURI8gcAxHGp2ja7qIE88POYGFitul47T1i55aDKlHQMfPmS005Use7H0ug0xX4Y2kyiUxDN139c01+G+dbtGxQxIZUZURBRKIhAkMmWWR0iKclsEmZKkMiMpUqRSTPOQWR4SWD6ucCiUDjkuziRTFpZjLqpR0SzhcLvH2uUu197eorPRpNZ61ozw6ZgPFA3z7OrVjzuKQpJEKYe7Q+7eOuRgb0gcpigU3dU6q+sNlNKOa73DCb2jcfm5orRvP9vCPc8LZtOEnft9fuOXP+RH37tPFKaAYnWtQXe1TlB18XyH0TBkPJjR703pH0/Z3+5z8909ZtOY7lodz7fLnLGzyFTO3oM+7/9wmw/f2+XB3WMarYBGM6Ba96k3fMzSga/fm3B8MGY8ijjcG3GwO+TuR0dMxhEr6w3a3doiSPmLjvl+1hsBW1e6TMexJlPjiIO9Ed3Vuq4aPoNMKQnD/ox7tw8Z9mcoqag3dTbWymr9qWTKMrSkz7UthrOIvChwLZMrnSb7wykHo8miYjWJLFzLouJqeV7F1TlLlmlQMTWZSnMt6czLnkDTMHAsg4rrUDtRkXocUZozmEUkecH+aELdd1lvaHmfe8Yz5czjoRQKScNe53rlG5iGjYFZ3q9NMpXgGzUyGRMVExIZIlWOVAWZjMhlgoGJa/iYFyRT8LBv6tnbKTGEoO1c4kb1J8pKls7CMjBwnCs07K0y78nEtBw8q8XcPAKgwhrzbkSFompvolTxSEYUUJJCA99s45nNx7bWwDdbuGa9fMU49z58HLiuxdpqndWV2sOtWWbmLLHEQ5S9sGmUMjyalGQqpbYkU58qLny0Myk5DKfcGvUxhMAzLUZpzJ1Rn1ebHV5rdgmzjON4RsW2+dbaJQwhOI5CKvaY9UoN3EeXOQ/BjfKUg3jAIJtStyo07ICq7VO1/IfZUeccQAkhsMSTA4RFw/ZTHgJz+RyAecoy5p+fu+QpUc6yiYe/MzEf+azgdDGG0op55h9/fP8MBL7p0nLqGEJQtQJaToOqpXM2bMNayCUyqXu9oiJmlke6ImYH1K0aDbuGKUy2/HVaTgPHsLENi1RmFLKg47ZwTefUYwY6E2oymDIdhAj0lzdLM5IwYfOVNUzL1GFx5ezI0XaPvdsHjPtTdj464P1f/4jmWp3mSh3btbVhhT4wZ6IoJHmSEc0SRscTDu4dsXfniPHxlO0P93n/Nz6iudqgtVrHtK2nSgo/r5hNY+7dOqTeDEjijHanSvvNGq2OdhmsVD1AIaViNomZTmJqDZ9a3Wdto4n5FBnMeBTx4bs7vPuDB+xt95GF5Mr1LmubTTY2W6ysN3T/gmMShSlhmHD/9hH3bx8xHkWMRyHb93p88KNtsqzg0uV2uT1PwnYsVjeavPbWJrVmwI3X1jWZalUW8kTD1JXK2SRmMoq4d/uQj97fYzqOmE0ieodjDveGtLtV6s0A/wzL/S8S5tdzvRlw9cYKg+MJ928fMZsl7D3o0+lW6a7U4YwJDaUURS5J4pThYMbB7pA0zanWfZqtCq1uVVu3P2WW3zIN6p5L4NqMophRFLPVbrBarzKJEp3LJ7TTmmdb1Dx9g58lKVGWaydSKXUFtaxGzStS8PC+Z5R/zoKWFjpsNrVrX7sacPuwTyElr6+v0JqbaZyxDKVAog0oJDo0d5wdsh29q+/BZU+VZejgXN+qk6uUWT5gmvfYid7HMUo3PxXjW3VqdhffrJEUIdO8zzg74ji5zzTr0ze2MTCoWh1qdodcpufrr1KKQmXkMkWiJxeH6R4PwncWBEYHBjtUrTY1u7OojglM4OzvvK4amSA0uZpblT/6PDzraSUwzyEpPM89+CLP8Yv2SM7NVqJJxGQ4YzLQf6JJRBymOtC0jLkQpVGPZeueUNd3cQOHSiOg0giot6vU29VzkzcBCEPbVE/KCajBwYjh0Zg4TEjCdBFWb1ompm3iV3SPcGu1Tnu9iV/1sF373JU3KXWofTxLmAxmjPtTomlCNItJ44wsyZBl0LwQ+h5rOxaOZ+PXPGrNKvVOlUanRlD3LqwSObh3zP0PdxkfT4jClPZag1e+coX2ehPTMsiSjOHxhNHxhHFvynQ4I00ysjRfzPXpSVuLaiOg1qrQWmvQ2Wg90j5wGvKsIA4ToknMZDBlMgwXWZhZnJOlmTY7kkqrYEwD29X7XqnrddU7VRrdOq7vPPck3fyaC8fza27KdDAjnMQkYUqW6hDdk+fAtIxF64QXuFQa/iPX3OPboRUbGaPelMH+kNk4Io5SkvK62rt7xIMP90iilCIviGcpH/72HWQh8aseXuCesfVQ71RprTXobjTpbrbxKme/95H9lookSkmilMHhiMHhmHASEZWy/SLT7SOGoY+76zsEdZ96p0q9XaPRqS7WdZHjvnfnkPsf7DEZTIlnCd1LbV75ymWaKw1My9BVuuPxw2tuFJLFGVmWL1yubMfCdiyqzQrVVoXOeoP2euupE4tPw4XJVC4lx1HIvfGAmu3QcDwGScQw1lK3G402cZEzTGJebXb43Zeuszsb88u79zCnBm+1V59YplSKpMgZZTNuTfe5Gx6w6bXZ9Dts0KZifgZmBBfAxzXwftqntSzRwzUc6laVwi+wyr4p3/JpOY3F+/Rcq2KYjtiNDjENk01vdUGkBNCwa0jkoho318nrPC7ziX1RSpX9Linj3pTh0RilFHGULnKngppPpRaQphnT4Yy7725z54cPeHBzn9HxhHvv7WDZJje+egXHtQnqnOtBIQupDQsORtx7d5s772yz89EBg8Mxd9/dxrRMXvnaVfyqhxuAaTqfuEHEp43JOOLWzQNa7Qoraw22rq7wtW9d58br65jWw0wdhX6oSqnKJna0OcTTyNRwxrvff8APvnOXo70Rjmfz+luX+PpPXmfjUouV1QbCoMz60Q+kd3/wgHoz4IN3dugfT9h90OOd73uYlqnDjc8gU65nc+lKh2arwutvpWRZTr0RUKv7C7e++TcpLyR5XvC937hNHKXcv31EvzSt2N8b0l2r47r2jwWZmqPe8LlyfYXdB30c1yKcxuw86NFZqfHKGxtnfk4pXYGMo4xRSaaCqku9GdBsa6MSv+I+dbBoGQZ136PiOOwPJ0xLid1Kvcr+cIophHYFFIrAdWgGHuM4YTCLCRPda5oXklnZG+VaFp5tY52VB3UGXNui4Xu8sbnCT796hb3BmO/c22USJ6zWq9R8F1tfsKcfCxS5zEpbdE1q+ukOs3ywkNW6ZgXfrLHiXmXDfx2pco4TwTg7YpwdlrEUOmdqw3+drnsFz6ySyBlHyV32opv0020m+TEKSVRMaNhrNPM1bMMre7WejoWUUMZIlVOojKPkPqPsSN/hlcIza/hmjQ3/NQKrcaHq2KdRUfosMXetnAxDdm8dsnNrn52b+xzt9BkeTZiNQ9I408HzpiZRjm/jVzwanRqNlRrrV1dYv7bClTc2SuXFOY9XORgvckk8mzLuTfjwu3e58862Dpw/HpOlBXma4/oObuDQ2WjR3Wzx6lev8sZPXKdTToKdl0wpqQgn0cIWe/vmPsd7A3p7Q6bDGbNRSJ7qarBpGliORVDzqLYqdDfbbL26xuU3Nrn2pS28qltKqM9/vHdvH/Crf+u3uffuLv3DEa994xp+xSuPm00cpuzdOeTuuzvcf3+X3duHTIczwkm0GNgGNQ+/5rNxfZVLr6zy+jeuU29Xn0mmirxgOpxxvDNg++Yeu7cPOd4b0N8fMR2FhKOQIpcURYFtl4StGVBtVli/2uXSq+tceXMTx3NwXFub+TzHV2NxzQ2m7Nw6YOejA3Y+2ud4d8DwaMxsHJEmKbJQi0xO13fwqy6NTo3maoP1q93ymtuk3q4+sY4syZiOInZu7XPzO3fYv3fMqDdl3Jsy7k+ZDUPCaUSW6KiIaBbzo1/7kJvfvatdeJ9yj7/yxgavff0ab/7kK1QawfnJlFLE5WT3rR/c56Pv3eNop8/xzoBoGhNHyUKBNCeKa1e7XHljk8tvbOgIhMC98DHfvrnPL//132T75j79wxFv//RrVOqajAphE01j7Wr47g73P9hl784R02FINNXXnBDg13yCus/mjVU2X1nljZ+4QaP7dJXG03BhMmUIQWDbdLyAy7UmrzY7fDg45iCckkkdviiVdvBxDJOG6zFKYl3NmNsgPwYh5k548yBHSSpzwiIhk8VLmyfxIgjes3X+Je0RutoFDx/GhgDrlFlIaVfJVVHOilZwTT3oFIhHTvhpZ+NxMjXpz+gfaA3u1mvrbNxYpbXawDAMZqMQJRXTUcioP8HxbbyKS2ejSZEVBA2fy69v0N3UD4vWqrY+Ny0ThKCz2eLLP/MGzdU6/imDcCGEvvHXfbqX2kipqDYDrn15i+5mm+5mi8ZKDcuxtJPgUw7l8HjC3t0jhod6hjBLLtY0DlBp+NSaFdrrTVYutc4MI36RkKXMT4gql660ee2tTTa2WjRawakziHPyK6U686GYpjlxlHJ8OOFgb8hoMMPxLNY2Gly+2uHK9RWarQq1+pPZPpeudJCFZDQIufPhPpNRxIM7R6xtNImjDCnVqbN7pikIKi62Y1LLfaRS+L6Dd8oxlKVt+up6g8tXu8ymCeNRRFo+TCbjSM8w/RjB9RxdlexWabYCjg8nDI6nHB2MmI5j0iTX5PqxAZiUkvEwLM9zSJrmrFQbXLrSod2tLkw9ngbLNMrMJ5c0LxjOIgSChu9RcW0c2yojIxStis9mq47sj9gfTtgdjrHuGxjCIEozJnHCerNGpxpQ8/TyNM5TzdCTMDXPZb1RRQAH4ymGEHx00CPOci53mgtr9MevfakKZvmAUXaIgcWKexXXqOCaFShz+aJizCQ/pmI1EUDFarLiXSOwmhSlzE8hcY0KbWeTqtXGFBZSFdSsDrmbEFgNOs4WjhngGgG+WScwG9iGiykcfFXHNxv4Zg3bcBHCwBI2FavJuv8qUT5GqoJRdoRteKy413DNCq4RlJJwSVgMGWb7NJxV1BnmQacfw0//YSqlZO/OEXt3j4imCXGYoOTZ8uPTYDkmtaauIqxcatNee9Ksosh1X+fRdp/9UsWwe/uAo+0+vb2BHnCOwsXMvSwrU4ZhYDkmjmszPBpT3a+Qxrqi0Vyp62095/gqS3NGvQk7H+1zcP+Yg/vH7N4+5HC7RzJLdGUszcnTHKP8vobjiNGRntEfHI649vYWr3zlSqnisM5UF8hCEkcp08GMD797h4++d4/e3oDe7pDxYMpkMCMJddVgPoKcn/3JwF7M2o+OxvT2RgwPx1x+Y4ONa6t0NprnPjdZkjMdhgyPx4sq3HQ043hvwHQQcrTT48472zz4cI+j7T6DA21slMQZqsyfc30Hx3e0vb7vsPlKiCzO7vnNs5wkTDneG3Lzu3e4+872gkRNBjMmwxlplJHG6ROZZNPhDDcYMxnM6B+M6JfbvPXqOuvXVk4lMqdhXvUv8oLD7T4Hd4/YvXOoCd1Oj97esLzmItL4sWvO1FUpx7MZHI2pH4z0NQe0Trm2AYpckkYJ02FIb3/E4GDEbKKrcHma67F3oRYtIye3E1UWo8/cl0UC0LmQZwWTwZTh0YQHH+7y4MN99u8csnvnkElvyngw0/tblC0sSo8Tx70pk+GM4fGYo50+vZ0Bl15dY+3qCq3V+iJ65VlI42yxnMHBiNHxhOko5HhnwGQw4/BBjzvv6An9450+g8OxNtOKU/19VgrHd3ADd2GEFr4WPbPP/Gm4MJmyDIO2F3C13uLtzio/sbpJnGc8mA4xhUFeEiZDCMxStqFzRUwswzhVgiEQ2IaJZzoEpkvF9HS/j5w7DL2kbOolhW96rJVp14+6Cl4cw8MRH333LkpKXv+JGzRXarTWmkTTmHvv7hBOIsJxxPBoTHerTb1Txa96XHp1XT80smJRTrXduYW6vrmtX19dzAT4tSfJlGkZeIGD7erZpK3XN/RNIy+wHAvbsXE8vdxn2UP394d85x+9w4ffvUe/LJFfFBvXVrj8+jpv/eSrVJvBp0KmyvsQQcXlxuvrfOkrW1SqT6/ULqROZ7wljTMGvRnHh2P6RxPiKGN1Qw+wNy63WV1rYFmnD7A7KzWCisu9O0c4rr3oubp6Y1Q+HBXiFFmOEEKHIdvm4uZunCHfmZOxWiNg61qXfm/Kzv0eeVYwm8aE04Qi/3jOY583uK6FZZu0OlVa3RqjYchoEHJ8MGEyjkjiDM9/UhokC8mgP+PBvWNGwxApFY1mwNVXVmmv1M41+22ZJnVPk6lCSiZxihBQ9Rx818GzrYU7W7sScLndZBInFEryoDdiuzeikIpMFqzWq7yxscLVTpNG4HE0np37GMyHgo5lUnUdrFadvJBs90e8t3vIYBZR970zc6YkOeP8mOPkHq5ZYdN/k5rdpWZ1AF0Rujf7Af3pA6JiQkFBxWyx6fsliVIn5OZGSY7shSqg616l6WwseqtE2X9lCBNDWItJMaUUkqI0h3B1/5HhUrNX8Mw6YTEs3fv2cI0KjWCNmtWlarUWxhkfTX+Dg/g2cTE9dVLsZYIsFHfe2eZX/6vv0dsd0NsfPXWgfBr8qsfl19a5/vYWX/2db5xKpvKsIIlS7r67zW/9gx+xfXOPo+0e4QnJ0ULuZpQTt8U85yonniVMRyHDwzGGoaNALr+xwROj06cgjTN6e0NkIXnvN25x770d0jgjz7VLqe2UWV4o8rQgjVLtcno45nC7z83v3uNrP/cmQc3H8WyqZuVMMlUUktko5OD+Md//xff5tb/9HfI0J0uLklgWiwk329XPySIvSONMS+GmMaPelP27x2zf3GfvziFHO32+/fvNC5GpJ7Yr17LDg/s9Pvr+Pe786IE+Fzt98iQnz4sFsSsKicwlRR5rmWKnxnSoSeDTCHeWFowHM7Y/3OM3//4P+dGvfEBeGjAVeYHM5SLk2XJMbNfWERxxxmwcMRtHjI4n7NzaZ/fWAbu3Dnjrp17Fr3rnJlMARXnN3fnhA37rH/yQnVsHHO30iKcJWTlWKQoJSlekEHqfi1ySJTnxLGY6nDE+nuq4Gc/m6pubp6+r0OcunsbMxmE5yQpe4OI4FrZrUWQFWZIBOp+yUveptSqYtvlUyX97vUGtVdFGY+dQDORZztFOn7vvbPP9X3qfH/3KhyRxShqVMtZCYrs2jucgC0maZMSzpLzmJuzePuTeu7vcf3+X1752lW/9vq/Q6NQw4NTxw7O3pyCexezdPdLX3DvbbN/co7c7WJwHIYRW8OR6+/I8Jg5TJit1fc1FT7/mnoWLV6bQzkuOaTJMYm6N+vTikFwqdmZjvnO4y73xgKTIifKcYRwxSWOSoqAoQzofh1SSpMhIigzHsGk6FUxhPNVl7scNF5ESmsLENJ9Nos6zTFGGg2aJ7oeajWNMa7rQaMtC6dkz32ZKRpJHVFwHvxLglyYYevCg7dWVgFxpOZpwTapeVbvPKSiKHLM0CymUntEwhEDYBpblYFUcTGFcWB4E+iE3Op5wtN3jcLvPdBheeBnzUvVsHFHkxeJaPq06pP8uj+G8l+45ZoUtyySozGVZ2rntaYYdi9efsqokyRmURhJhqMvwjWbAylqdet3H9c6WIrmezoCp1Tz8wCGcJURRuiA5SZJpp63HbtwX0eHP3+e4FrVGQFDVFvtSKvJMOxfKj3HT+zxC6/2h1vDZ3GoxHobMJgmTccTR/ojjwzHd1foTspii0PlSD+5qMiUENFoVrl5fodM9J5kyBBXXYbVe5e1La3RrFTabdVzLZL2hyRHo636zVafi2qzWq7y21mUaJ2Sl2YRUipVaha12g26tgmdbVD2HNzZW6NYqdM+wNjeEwDINNlt1vnntEtdWWviONsS43GlgmdrgouF7uE+1yhaYwsYyPAqVExYjhDCYO/kpVVCojMBs4ps1TEwsw8bi2dI8ANO0cAnO9d5Ttqx0B3QRQjDN+0TFhFylhPmwlGRrkiaVRCGpWR08s/qxZeafPHQ/Z293wMF9ff+9KJkK6j5+xaW93iSdZ07xqNvj0U6f7Zv7vPebt7j1g3sc7w6YjkJcz6az3qTarBDUdO+IVVZkpZS6N7d0EJ3P8q9d7dK91NIxHxe4b0fTmO0P9xge6sqHF7isX1uh0a3hVz38wC0H04Ue1I9CentDjnf7TIczpsOQ7Q/3uf3D+9iuxZU3NnHOuB/PlRuu75QVZhOv5eG4FkHN1/J3z8b2nHJC09TVjThlOo4YH090L9PRmOPdgZYBWiZX39zk0itrWob4HBOGs1HI3fd2CLZ73H1nh+O9AY5nc/m1Dd27U3G1jNEydI5hVugKWpiwcrnD+lVdHTKe8l02DIHjWji+g2VpslSpBzi+TVD18Kuelu55tiZTjkVakqlJf8aoN2F0NGF4PObwQY8szak0Aq6/vUVrtY4buGdKDE9ec4fbPR58OL/m7tM/GDIbhXiBS3ezRbUZENR8fY5cC2EYqDKoOk/zBcmQhWTtSpfuZpPglIll0D0+Qd1n9UqX179xnekNPYZRUiELSW9vwLu//hGzkX7dcS02b6xx7a1LuIHuBTwLrZU63UttOutNbPfs+12RF8RhyvBwxO0f3OdHv3aTO2VVsLlSZ/PGGtWWllF6vqPJlHw4WRFONInt7Q0ZHo00yQFa6w288vvd6NbOXP9ZmAym3HlnB9sxufvuDv39EZ7vcPmNjUW/mGlr6Wye6WsuDhPSKGXt6gprV7tUy7HV8+K57D4EkMmCd/uH3BweM8tSkiLjg8ER9ydDwixlmqaM05i9cMJRFDJNExqOhzyFTBVKMskjRlmIbZh0nDqxTMlVsQitfJl7pr7I8KsenY0Whw967N05pMglXsVFFpJwElFtVajUA6orVfbljOloxlpQY8WvYAsT2zDIlSSTErOUc2oHwWJBjOYN6oYQuKa+JJNCN67bhllWKbVlvm/ZWOdogv5kocqG07OvS1n2LWl565xMXHxNtm1Sb2izAN93XojJRpJkDHoThv0paZJj2yaNZoVWp4rrP33gqKWDWhITVFzGo5A0yUmSnNk0JgpTLMt46izYeWGZBp5n4zilVbailDDKUydlfhxQrflsXV1h0J9xuDckChP2dgZ01+oEFZda41FpZlFITabuHDMehoCg0apw+XqXVqd6LjJlGAa+Y7PZqlP1HJK8oBX4WIbJ5XaDbnVOghS+42CaBpvNGg3fJZdycQ9X6KpS4Dq4lokpDJqBz0+9epksL2gEpw8izDI+4fX1LhvNGoFr49k2oHSule9xrdvSckTvbK2/gUnFbJDbaxwmd3SFyghwjICi7E3S8r1LNO11LON8fQMvGqawqVptMplylNxhmO7jGgG24VGojEJl+GadNe8GDXvlwtbsX0go2Lm5zz/+O9/l7rs77N890jP3QGejyatfv8aVNzZZv9qluVLHq7hYtrmYoIkmsZam7fQZHk9YvdwpB7etCzkHhuOIO+9sU21WaK7Uee0b13jzW69w/SuX8SraGXVuVtA/GDI4GPGDX3qf7/1CwqSvjRl6+0M+/M4dvIoekJ9VKTFNg2ojQEnF5o01rr+9Ra2jzQvWrnRZu9KlUtekyjQNhCE0ecwKXVV4d4dbP7jHB799h97ugP7BCC9wObh3TG93SHu98VxkanQ85v3fvIXtWAyPxtiuzY2vXObqm5dYvdyhvd7AcrRjso70yOkfjBgcDAlqPtVmwOrlDpZz9jPEdixq7SqrW222XlsnniWlkUSNtatdVrc6mrxW3IV0rCj0vu98tM/d93a4+d27xN/RA/zjnT77dw45uN+jW8pIn9WvpaTi/ge7/Nrf/i4PPtjj4L6O+xBC0L3U4rWvX2Pr9Q02rnapd2uLAb2SijzNCacx08GMo90+08GM1csdVq90aW+0Tl2fF7hYtkVQ9bj0yhp5ae6gz6nkzjsPOLjfY+ejAwAcz+H621v85B/8GrVWlWrz7ImeuSGJ49lPHQPkecG4rCy9/1u3+d4vvEs8SzBNg0uvrvGlb7/C1msbXHp1DddzynGA7rce96cc7w649YP7/PBXPmD/7hHj3oQHN6HWrmKYJl/6yVeei0wNDse89+s3MUyT4dEYL3C48dUrXHljk9XLHVqr+nwaliZTWZLR3x8xOBxRbQRUmwErW+2PNW658F3YNg02KjVeb3aJ8oykyKk7HrZhUMx1845HEShqjks/jkiKnK5fYSWoLAbLj0MqhURiCgPPdLDK5bmm/UJVfkopinJAluVF+Uc3SBdSUhR6lrIoG+6lUoubH5R9RnN96RcQK80K3WZlUer1Ki6dzdaiDyeLM0zbRAh0Q2GnSmOlhlNxmI1HHMRTEPp8VmyHwLQZphHDNMIxLFzTXPTUiVIKqhQUSmEIbZNcSEmYZ0il8EwL2zCRKExh0PECbGEs3L8+C8RJTn8UInwH37OxLXOxLbLsWdLXmSQpG399z8Fz7QUJMwwD8xz6YMsyCao6h8l2zHOV4J+FPCt0UO40psi1NGI0mLFzv48QgsO90TOXcffWIXGUapmG0jOtSZyRJvmpVaM5+ZFSEoUpUZhpJ6I4I1tUm+TC6EIpxXAwW/R1JUmO59uPfBd/HFGteVy60uZwf8hN3yGOM/Z3B3RWamxutRfve+jilzHszzjYG5LnBY258USnilDQOxjqpnT74cP0cYJlCIFhCizToeI+Oriqejpg93EErkNw4r1JrF05jULgCgO7rJy7hsWqfbasZhH6KgSNwHuCcFmmie+cr3JkCAPPrCKRxHJKKiMsYWMKuzR6yKlaHRr2KnV7BfMcZhGfBExh4pt1CjsnkTOkyjGFUwb45kiVU7dXadhrVK0OxhkOrKdhUTXndPfYzyO0ZC1h9/Yht3/4gMPtHrNxRL1TZe1yh2tfvszr37zG5dc2WLnUpt6u4vi6d1cpFrPU4SSiu9li3J8u3O2qzcqFjpGUiizJMAzB1qtrvPntV3jlq1e4/PoGtmfjlLP+Sinaaw1GPd3r0d8fsntby+ymwxm7tw9Zv7ZS9judDlFKESt1n8tvbJDG6cJcobvZonupjV/RFYn5c0OVY5/mysM+5d6e7jPKkpzpaMbgcEz/YEhQ855rYBtNEw7uHZdOeTXWr63w+jevc/3ty3Q3mwtpv2EaukKTF3SPtPOaZesqU7UZPFVdY5gGjmnQ6Na4/uXL2lCjWaHWrrCy2aa90cTzH63GSKkdHIO6Nh7IkozDBz3SuKxYDXR/+PBoTLURUDm9dQmUvubCaczurUNu/eA+g4MR4SSmuVpn7XKHG1+5wuvfvM6lV9ZY2WpTa1VwPD0ZqtRDWVo4juheajEdhtrhrlOj1jy9Qq+redq4ot55eF7mldXxYPqIcYRpGVRbFVYvd2l09fX8cZHFGfv3jvno+/e0+cPBiGa3xtqVDq9+9Qpv/dSrbFxbZe1aF9u2HumBmo7ChcPjbByhlOLg3jHD4wn3P9jFDRzWr3W58sbGQqJ5XkTTmP27+prTFbJV3vjmDa6+dYnuRpN6t4ZlPbzmsiynuzlhdDwu208sap92Zco3bd5srbBRqTHLMuI8w7dsAtteDHKSIifOM3pxxGE0xTJMvtReYbNap+o8OdMh0L1YtmFRKIkhJDUzwDMdqpZXJi69GChKd6s0ZzKLGc9iZnHKLM6Ik4w4zUkz/Wdu5VuUROIRcvXCtujlwrffukKrHjC/jr2KdmqrNgI2bqwiC/nwxqwUlmNRqQdEZkGqCsZpjEIRZlkZ0uxxe9znzrhPYNlUbG2/bhpGGRis5X+WMHSQp5RERcY0TR8SMsvBNgwqtoMpBFXLKfvvPn7143kwCRMeHAxITMFKq0LFd3EsCwSkWU5eSljSrKA/mhHGKavtGt1mlbzQJi2uY2OeIwfCMA08Txs1vIhqD5Sa9igjiXOKQhFOE259uM/+7hA/cJ4q85tj2J8x6E1Jk+wh0S51+k/VumcFvaMJB3ujhTxtWhK7LMl1n12upTdxnBFFCZNRxHQS4z2javbjgErVZfNym93tPkHF1eG9uwNanSrh7GHqvZKKtJz9HPZn9I8m1BsB65tNWu0KQeDSPxyxe/tI28M2fBqdKs2V+icShhpOIg4e9LEdi7XLnWfO+n4SEBg4RoApbBzDZ8W9WnqaGroXCYklHGzDwxbuc+VHvQjo/KoA07bxzCrr3itPbKctPGzDxTJcjAtW6ufOhYgX+WT9jKBg3JtycP+YvbuHHO/2mY10I/na1S7f/n1f5ZWvXGHzxiqNbg3Xd0rDotKWX4BpG3gVF9u18Ksea2le9uRq97eLHCTLNqk2K2xcW+Htn36Nr/7cl3R/bfCkY2ZQ87Bdi6tvbDIdhii0UVIcJvR2BwwPx+cySrIci6tvbtLdaGLZFqZj4npaoveEkkHoSnOtXeXaW1ukccaDD/bo7w8Z9ycUuWQy1MYMnc3TKyTPQp7lTEchrbUGb//0q7z5rVdYu9qlvd4sZXcPQ7kN08A2BI1ujaD20NnVsq1zDWyDus9r37jG5dc3FnI+19Pyssc/P7fBb6818Csuo+MJd9/dIZrGjMtn2ai0cF/d6py5TqkUw+MJB/eP2L97SG93QDSLtcz5+irf+n1f4fqXL7N5Y5V6u6qvuRP7IwRYlqGliK5NUPfJ03xhD2/ZL2+lOQ5THnywy3u/8RG9vQGmabBxbZXXvnlNTxx87SpB1cMqidRJeIFDZ6NJluakcY5hCKJpzMG9Y/bvHeF4Nm/99Gtkaa6P1wVua9oEZUZ3s8VXfvZ1Xv/mddavrtBcrWtXY/vRa84RFs2VGpW6r9U2hpbMfpz8uov3TBmCajmolVKR5FkZtqsW9xxVtsTahkHVdqk7LpvVOh0vwDNPGRAJQdmqq/tnZIGBDq+dh8ledAZNSkVeFKR5QRRnxGlGkubEaU4Yp8zilMksYTKLmUX65zjNiZOMNCtI8xNkqihJ1I8Bmbq81nyksjA3jwhqTzq7nUSchItzlJWEaJTGZLLgMJqyH06o2A6V3MExTGzDLOV+EgOBbRia6CpJWhTE8+sK3bjuWzamYZAWBZmUWi/+CR6Hp+5rmtEb6sqUAKI4wzRNXXUpmz9rFW0SEcYpw0mEaRoLUi6VpFkLdEXLePoMsVFmoNi2+cIqcVIq8rwgL4lPIRVJrElRWJbsz4Og4hKUM2H1ZoDjlDfQE9s5nwlPk5xhf8rx0YTte8fs3u8v7M7zTDdNzxtXZfk9S9N8Ue1SH8Nl54sEx7VpmAbtTpVWp7oI8D0+GDEaRkRhiu1oKcl0HHF8NGE0DInClLXNJlvXutTqPkVeMO7P2L13vDA00RKPmCzJFhISy9bVUFlIMARuWblKk/l5eSh5VVJh2jp4ef4wKHJJnhX0D0Yc7QwI6h7ttTrw9PvJJwGdPah7oFzzdMnL4t5e5l3Pez0/zQqOdvdzsHDwzIez1EopMpWTyeLEawYFCqOMu5DIxe+N8rk6D5qXSpKpnGkekxYZnungmS62YWIbD++muSzIS4dAga7oWcJ8KatYCi0f2i5tqGejCFBU6j5rV7q89vWrXHtra0GkToMQAsPR2UtPy+I5DxzXpr3eYPOVNS69us7GtZWFXfrj65wbMrU3mmy9ts7h/WMs29RGGDIknETkaX6mQ+ocpmnQXNEZjs+CKI2J5v1QnY0mzdU61WZANI21Q+AsIRyH5OWz7KIQhj6W9XaVK29c4pWvXqXaPN1uW++SwAzc5zr2jqv74c61XeW++2VPVXujSXOlztFOn9lYW6hH04RwGmuTjDOgpGR0PGH7w32O94aEkwhRmj2sX1vh9W9c5/LrGzS6tbP73cyHeV/ntSH/LCHLvqxoGnPwQPeJjfszDNOge6nF69+4xtar67TXGmdWlCxbE8XOepPk9ZRxb8JH379HnhVMhyH9gxHj3oTZOCoJ2fknjw1Tk6FGt8a1L13ila9codIMTr2mhAAMXeX7uN/3R/bvoh8opGSYxByUwb33xgMAVPlFF+V7CiW50WjzdmeNjhfgWzauqXtoToP+tCJXBWGR0M+m5GVfzYp7Vr316ds5i/RAdvtwxN7xiMPBlN5wxiRMmEbJQuaXF6XMb1GFko/ItU5q/h9K/L6YdGo8jU/ta3sWTAS+aVFzXALLxjUskiJnnMaEWYpl6FlQqRTZCft8qRRS6Jl0yzDwTIuK5SDcYDEmN4XAtxxqtotpGORSPpcJxYtCkUviJGMwDsnzQhOlQkv6ZlGK79q8fm2VTimXLArJYW/CYW+qyZGpS/0V38E+kRV1FhYP0hcpdz3xt+NYdFZqNFq6YuF4F6epl691qTcruK79xOzOfGD/zvfv894PttnbGXB8OMY0dW9VsxWwstbAda3FYN20DMJZymQUsbfd5/6do4+/018AGIYAy6Ra81m/1GI0mHG4P2I0DOkfTxj0pzSaAYZh0D+esnOvx2QUIgxBq1Pl2qur+L7NeDAt5TwjhNAPoyKXjHpTsjRnNo4QQlBt+Fi2bt42TIPOeoOg4jE8njA4miysged/BzWPSpkdBoJoFjMbR4z7OkxUGLzUToxK8Yi02yhnyl8GGqGAMI8ZZTPm9kG+5RKYHrZhYQmTVOZMshCFwjYsHMPGNWwMYZCpglEWcn+2zyCbsOq26LpN6nblETIVFynTPFoQqbnL7lkB9p8llIJxaUU+Op4gpSSo+XQ2mqxf6bKypWV9z5sdc1G4FZf1qytsvbaue1TOceF4gUtrpU5Q9zFNbVCQZyxc+WQhS9OhF7+9pmUSVD2Cmo9lm9oQIi/05NZzmvx4gUP3Uov1ayt0NppUW8FnUol+FuYSSb/iYZhmedxziuzpk3dKKka9Cds39xj3JiilqNZ9OutN1sprrtbWDnpfFMwjWmajkNHxhOHRmCzJsF2b1mqDK29s0ujWzjXh4ng2rdU6zdX6gmxKqaWKkzLk2jDEqXE5Z8GruKxcai8qoNVmoKvKnyIuvLZMSvbDCbdGfQ7DKdMspVBqUUE6Cdsw2azUaHtPdzhazH4ZJrbQDwWlUhKZkyu50Hc/DfOHX5rlTKOU8TTieDTjoDfh/v6AB4dDDnoTDgcTZlFKGD/frMsXHXH6fMfFMkwajk8mCzzTxjJMxllMoSQN18c2rTLwUuGaFp5pk8mCuMgwhYFv2XimjW9ZuIaFbeoA4bycZfUsi8By8E1bk4vPcHgztyvPc0kYZzq4Ls2Ik5woyagFHmnpOJfnhX69rIzaloljmbTqQUnWn76uk0TqRe2xMMqmflMgDHAcbbl96bLOHqo1Lu5ItrLeoNmu4HqPyjOKXPdIHR2M+ej9fX743XtMRhFJkrF+qcXqRoPVdf0nCFz8ioNtW9i2yWg44/hgQpbm7O0MXtDef76hAxAFlZrHxlab/tGE46MJs0nM8eGYo/0RjqNJae94ws79HtNJjGkatNpVrt5YoVb1dEWydNIyDIEXOIBiPJiRxCl5qvP95hWqNM50REHDx/UcpsOI490hWaYHX3YpsZFSEYfaslfBwn1x7qSVpU+XgX7WmEvg0rwov8NlqLlp4FgmlqmzgZ41AfIiIZUilRlJkTLKQkbZjEzmZDKn4zawXQuFJFaKsEiYZCGZyjEQBKZHy6nhGjaZzInymMNkyEHcxxQmFcsnMN2y6lWQyZxxNmOYTTGFgW3YCCHwTOe8UUufLpRiOoo4fNBjMpghpSKoedqZbKNJrVX9VGf+dWWqyUppgHCewaV2ovPxAle7vSlQhUQWBUWh9MC+nJw4DfOoCakUaZxqK/Y0Ly2h5SLfaFFFlg9dlffvHjHuTxcVMJQeOMv8+cmU4zm0Vhslkaq80Nn/xzEf98lCPrrvmd53mcuFYZGSDyfGAfbuHDEbR+RZ/shyilzyNBNppRTT4YyDBz0tz5SKSs1nZatNe72pLcY/wX3+LKArljGTYchsFBJNtaTcciziWcLwaEI0S+jvP7vfOi9zLkdHE9L5OFxpp8BoGjMZzsrA5/PD9bUTYGejRbVVwf0Mjv+FyVRS5NwZD/jh8T6Xa02+tbalXdpOebhcqtTxrGf3ORgIHMOiYnmYwiCwXJpFSipzWk7lXINIpXQ1qj8O+eDeIbd3ejw4GHDQm5SVqJQoTomSbNHTssSLg2OabFRqNF2/rEIJUqkfzrnU1sgH0ZSDaELXq7AR1BmlEXvhhMBy2Ahq1Gx3kUVmlOxh7ohnGgaW0HlltmEuLNQ/C9imQeDZevDvWkilME0D17ZoVD0qvotpCGZRyngWM5pGC3e/PC/0jUNKHlPEfWowTQPXs3FdLZ3EsWi2q1wqA3tXNy5eCfZ9l2rdKytLD3cqSTIO9obcvXXI7oM+w94UP3BZWavz9W9f5yvfvIZfcfADF8sysSxD24AbgqN9hzyT+BXnE+nj+TyjUnW5dKVN/3jC3VuHhGHCwe6Qnfs9Gq0KpmXQP56w86DHbJpgOxbNToVLV7t4ro3rWrRWxrRWarS6WiIUzxLGgz6mZbC61UZKyeH2gOlQD1IrdZ88LVBKh4VORuHCOGTrxiqXbqxyvDfkaGdAnun3tVYbXLqxyrg/1Y355outsL5oCAQIRZRk9EYzpmFKnGa4tkW7Hjz8fjuf3vVYqIJ+OuY4GZGrglwW9NIR/XSMArpug1ke00/HREWqSVNJqmp2wA2xScuuk6uCQknykoiB0hLAMn9lmoUM0gmjbMYom+KbLlXbxzPtlzrLKokSRsc6rkNJhVfx6Kw3qX2KFak5LNvU4e6tylMtpk/CmPdrPFZ9WihizmF4VZRVld7usHQkHDM4mhBOIqJJRBrnD3OPyrwtKRWzUcjx7oBhGRo8JwEfR31ju9ppr9aqfuIVKU2AtIHI0faA3p7el9HxhHAaE01isvTkvsvS6EgyOppwvDtg0p9qu/1HjB/O3neldO/QqOxvUzx0Pa61Pp6JwcuKIi+YjSJ9rE4UIrIk551/fJPe/lCHxp+jr1uWE3nj3pTD+73F60op3U9VhmpfBI6rZaXVZvCZ9Zw9V2XqOArZmU54vbXCW+3VcoD75AXkWzbuOUJjhRBYhomLDkA0hR4sJzJfyA+elukjlX74jacxd3Z7/OCjPd67s8/9/QHHw/OHQi7x/LANk5Yb0ConBE67FfklsV4PalytNuklLlJBzXa5WmtStd0TfXcaL6PjlONYNGo+9UaA69pIKfHdnEJJHMvEc+yFc58hDGzL1OnkUuHaFo5j4dgWhvHxbc6fB5ZlUql4BGXeh1QKx7Wo1n02LrW4+srqC1tXmuT0jibsbvc5PhwTzhLaKzUuXe3yxpe3+MZP3Vgcg8ePRRJnuAcjbev7cl0Cnzn8wGV9s8Xh/ohKzdN5Uwcjdu73uHyti+87DHpTDnaH5FlOre7TbFfprmqDCdM0dKRBw6fS8KnWfbI0J4lTXNfGC5wyWDJjOo50iKltEs0SnIlNOI0Iyx4LgcCvuKxd7jAZzggnke6nUopGp0al6pGnGZZlPndEwKcHPXJN0pzBOGI0jYiSDK+Ur1qmgetYPGeqyHNukSLMEwbpBFmG9o6yKb1kxIbXQQhBVCQcxH3iIsMQBrM8op+OSWTGmtemZgVa4VESJ4XCFCauYZcTU7ofKyoSpnlZ/VI5CgjM0yNNXgYodNV0OgpJ4xSU0m5n7SpBzf/UB7aGaeBVPIKa91Rr70c+YxgY5typ9cnxzVkxEPPqcpbq5vvxYMbORzqE9mhnwPHegHAcEU4isiTX+TqlJHfen5rnBVmckWc5slAnKiofI7zUnksHL9b3chHMLd6TOGM6nDE4HLHz0QF7tw853hvQ2xsugomz9JR9L+3J0yTT5FJKTu7z0/ZeKUUapUyHoSYW5TXX6NR0JuIXkUwVkmiWMBtHZOlDU5QiL9i5dcDencPnXvb8GjEtE6Qqz8fFrj/LsQhqn+w198xtuOgHDCHwTIu649J0Pdqejym0WcQTC7/AYHHeXB+VUoZhNmWSRZjCoO3UznT0K0oXsZ3DET+4ucsH9w65u9tjrzdhFiUX3b0lPkG0XB9TGFRsu5QFelyvtbANE8+0HjnDL/N4qxa4XF5v0VwpQ08V5IXOwRJlwKhjm4DAdSxW21WOhzNGk4iVdpWVVpVm3cd6SvjuJwnXs2l1K7TaVRzHIpwlDPtT+kdj4qdY8T4PikIym8ZMy5uwaZm0uzUuX+1QbwRP3f80yRmPImbThKKQn9lN8mWE61o02xU63RrNVoXe4ZjhIGR3e0C/rP4N+zPGo5BGq0J3tU6zVSkzm05/2Julc2SWFRw86KPKCQC/4lGGQtA7GDEezBgeTcjTHMM0sGy9zJNn0rQ0YYujlJ07h8zGEdEswau4L7W1vVSPmhdZlsmK72KX116S5RSfskxRIPBNh5od0EvG9NORlk/bVSqWhy1MMpkzSmckMsM19ESONphwMEovQMcw8U0Xz3TwTY+aFdC0qzimnsSsmD7CE6QyY5BNyipXQcXyTpXxvxRQLEh/keuWANM0tGuc/embZghD6Ap7OVn2SaIotPPe4HDEB799h5vfvcvwcMzwaEw0i4lmiTYvKo017DJMXbuX6WdPHCZlwPCUOHwx4yUhxCKU93FHtxeFLNH9NQf3j/ngt29z791tBodjxr0p0SwhidNHzLPssvI3D7wXhmA6DBkejZiNIuLZxfa9KCRpmmn3WvT9znH1NfeSzxY9F5RU5HmuSfeJfjJhCNzAeSGyxmojwA2cxTV6EcyvOcMyP7PDf2EyJdCSLs+ytKPfIrfiyZutoc67V2LRAxMXKaNsRi8ZM8xmrHpNpJIIYZzaJ5NkOeNpzN3dPr/13n3ev3vIcBItXNWW+Gxw2pmvOx5152FTYdVwqdqfP21x4DusdWq0Vx6Vw510eZxX1Jo1nyTNcRxLB9utNthaby2Oz2dCplybdqdGq1vFrzgMehNGg5CjgzGTcUQSZ88M3n2YG/UwvNg4JTdLFlKnvIfpwqyjVvfprNYIKs6p+z/PmwpnCf2jCeNSTnYey/YfF8wHCq1OlXa3yu62y2QccbA75OhgjOc7DPszZtOEja02l691F2RqfswtW7sZOY6l3cXKhuzZOGI2jgDdA+KUVVZQJFGqXcbyAsezSytie2FaYtmlI5pgYTU7GcxI4gzT0hkyH8d+Flhsi0JLCfWzZ+4hq0DN/w1nzTELYWFgIoSFONENlBfFwvU1zwsMIQjKLLl8Hhb9KbNBgcAxbQLT40D16acTKpZH1fLxTBdTGI/0VYFCCB01MjefEAhsw8IzHVzTxjEsHMPCMqyFtbpr6iqVW5KrqEjJVU47ryFfVjKFdlcrirK6oPQAz7TMz6SirQd1xnMNCM+L+b03T3P6+yPuvbfD93/xPb7zD9/RFag0x/EdXN/GC2q6OtwIqNR9XN/RFty2Jlbj/pQHzr42AMguJq06C0IIDOshcXmRmO97EqYc7fT56Pv3+M7/70d88Nt3yNIcWUjtVFhxqTYCve91n6Ae4HhWSSj1vh9t9zEMgSx0Ntj5N6K85k70lQnDwLSNT8wo5LOHKvvJTvS8itJJslujs9n62BPg84woHah9MWoiDO2OaBrGZ0Zmn0urIJUiyjPe6R8yTGIC26Fi2aXe/OH7Nis1rtVbC3nX2dCPPllKDZLSlKBqeZgIkiLDMaxHHIfm6A1nvHtnnx98tMfO4YjxLCa7oN5yiSVeFE77GlumQbdZwXdt6hXvM6+6uZ5Fq1tldb1BZ6VG/3jCZBSxfe+Ye7ePaHVruuLRPrsJdG6VmibavtxyTILAfaJ6ZJh6xs4NbCzL1HEKccZsmpCmp39PkzgjnCXs7Qy4ffOA/Z0BSZJT+fiZg184+IHD5uU2/eMpd28dMBlH3L99RBylDEr3yHa3xtUbKzTajxqLNFdq3Hh7a5F3EwiPjatd0jTXJRo48WCah5XrRu6505hROi82uzUQ0F6tY3z1MqDP/fzT86BEv5T/fBwocqTKyOSUVE4oZEihEqRKkSpHkqNUhlQF+qkiHwlaFxh4VhvP7OCaHVyzDQjdWB4mHA6mjGdxqXrQURr1istGp067UcE7Z0jwi4SWs0tyWZDIFE+VExGl8UBguqx7HYbZlLCIdbxIqRhxDVsTpXlOVUm8DpMBlrBY8Zp0nPrCxS8qUhSKXOaERUIsM+Qpk6UvC4wydNowdc6ELGSZV1d8RlXQT74vUBaS2STi5nfv8J1/9C4PPtwjiVKCqoe/1uDGly9z48uXqXeqVBqBJlFOWZlamA8ZHNw7Js8KwrG2Yn+JW+OAskdKSgZHI9751Q/50a9+yN6dI/KsoFL3FyG+1750iUojoNoMsB0dymqU8mZh6J7c2z96QBImRNOY2Sg8/0aIMh/LthaSPlkUi76ss2SZn2cIcXrF1XZt3vz2K3z7931VPyo+BpFxXJvOZpP2WpPKc5hgfdZ4LjJllBWpe+Mh98ZDWp5Py/V1femRBkrFZqV+DjKl31soSSpzEplhIPBNPcMZy7TMFXooBZvnPh0Np/zwoz3eubXHXm/M7AXLlJa4GNSiUsli8CXEozXFl60H6kXhaTkgrXpAq/5y3CDm1Ybuap21jSYHu0MO90fs7wy5f+eIVqeideCeVToJPtoVrRRkmW7qjcKUKEypVHWF40kyJfADh0pF9xAopYjClNEgZDaNiaN00Uczb7jWNt9T9rb77Nzv0T+akmXPDq88+RCbZ8I9EmVQOjAWhdSza2U/QlHOuGVZUa6nvF5LJ8V51e3MdZUxCvOBiJqvKysoSn1+WTDRafV52auQ5iBOrAsunPzuB4529TuesLfT5+hgzPa9Y8ajkOFghmWZtLtVLl9fodF8lBw32lUa7eriZ9uxCKrewh2ME8dgsc+nvH4SzW5NE6uTx+kZnzkND4+vDqlVqtB/IylkRKEi4qJHlB+RFiNyOSVXUUmqEgqZIFWmiRfykWqSEBZ1+zo15xpCWLhme17TIkwyjkcz0tLlsCgkw2mIYegog/Zn9B3WmXx5mXs1j/DV5ChXBZ7psOa1MIQgi3OUyrGEdsd1DF2Jmn/OLDOjxlmIoIdvubSdOqnMmeXagdUS1iLnUSn50g6yhdC9Fo5jY1qmjmbJC9I4JU/zl9o58nmhpCLPCmajkFs/fMB3f/5dkjAhT3OCzRYbN1b52u96k5/8A1+j1tbOcmf1jtWaAft3D9m9faCt0c+Y4HpZoEoL7cHhmA9++zY/+tUPiaMU0zKod6pcefMS3/qvf5lv/J638CreU50cpZRs39zjcLt34d4609RVdtPSVd8il6RRSpblL7WM+XkhRJl36Z4IH0Ybp9z48hV+7o/85CL89os6vnsWLkymbMNkPajxZmulbGgFz7TxLOuJyZia42Ke48AqtGNRJnPSIiORKbkskEoxtkIC0wVH68bnUz5RnDEJY3aPRjw4GHA0mJKkzx5wLfHJQqH7hzJZkBVafmFbJo5pake+zzAfaolH0WhVePvrVzAMgx9+9x7HByPu3DxgNom5c/OQ1fUGXuDg+bZ+QChFmpYNz+OIyTjCKQfgV653qdQ8vMeCMV1Hk7bNy21ufbDPtuxxsDfUJCYvmIwiHFebciRxRhxnHB2MONgdMuzPaLYqyEJxfDQ+1z7N7W3H44jpKNLGH/MMuULy4O4xx4cTptNYN9WGKUcHI6o1jywvqDf8xQymZZm4pTFH5ZTMizn5m04iJqNoQZ6KQiILxc6DHof7I90vluUIAb1jHVqc5wWjYbgwgzAtPdNZq/vUGucPtPV8h/VLLfrHUyrVnUWG13QSkyY5lZpHq1NlZa1OpXoBSe1Zt+3neU4+57NVkiFVSpQfEOWHJEWfpOiTyQmZnJLLGZmcPVKVUuQoVSBVgaKsTD02ujGEjSlcHLOBL3XIK0qgFPiuzWqzqvPXbJM4yRlOfCq+i3dOd7YXjUJJhumEvbhH3Qr4dvtLREVCXCSllXmIY1i0nBqe6dJy6kglMYSxkAPOp7N80+FaZZ2mU8UWFp7h0LC1Y25gughXy/0adoVU5qQyp+PUcc3TA29fBji+Q61TZTaJmBhT4jBlcDBiMpxd2BXs84A8Kxj3p9qJbjAlCZNFlfjyaxt86/d9hWtvbVFp6F6hpw1utaW4ji14mfPf5kjjjFFvQn9/yHQU6rD5QlKp+7zylat87Xd/ia3XN/AqzzYiKHKdnZQl2YVC4YXQfUL1dpUkTEFMiWYx/YMRs2GI/Bwcx4vCtEyCunapnEu6lZoH+UYMj8a6KvoxVQefZ1yYTDmmyXql9lSrVD3uUppMnWPwrJQiL6tS6YJQ5eSyYJJF+KaLb7qPrDFKUo4GU3aPxmwfDD+2a59Y/O/hKz+O/PqiswonK1G6uqiI85woy4iyjDTLqbgOFdfBtSwsw3hsVp/Fcf8s+4h+HNFoBXzpq5dxXIve8YTe0Zj7d464c/OA9kqNdqdKo12h3ggWOR3hLNG9TMcTjg8ndFfrXLnexXEsrtx40gXQcS26q3Wmk5h6UxtOHB2M6R9NCGcJvaMJlYpLUHWZjGMm44jdB7oi1Vmpcf3VNUzTYDwOOc+oXCmd7TXqz9jbGZBneVlF00GUOw/69A7HzCbaiS6KUg73R5iWSRQmVOs+dtm07Xo21bqPaZlnkCkd8D0ZRexuD/SDeb6uLOdwX+c+zYkWCvpHEx4Ex0RRyqA30Zlajrlw0BOCC5Ep33dY32wy7E+p1jyKXNI7mujQw8Ch2a7QaldYWTu/3f1Z37/n+V5evBIF82qUlAm5mjHN7jFM3mOc3mGS3iEpBmRyXJKli8MQDq7ZJLDWKWT0yHPFd226zQq2ZRJ4DkmW06z5OovrKfK+eR8XT30yaugnizhx33v6MZKle99B3OPLjVd4u3Gde7N97oX75Kpgmoe0nDotp0ZXmI9swXzZ8/PgmS5XK+tcKV1w1Ql7dN9y8XGp2xUKJTExMMVnY5JzEczd+4aHY22qMEvoH4yYDmal1O90J+DPK4q8YNKf0tsbMB3MFlbVjmez9do63/79X6Pa8PHL6/Y0LHpeSzKVhKl25nzJj1GaZAyPdNj4bBQuep28isuNL1/mm//E2wS1p1ek5vte5AVJqLOpLuIeJ4QOWq53ajqIXAiiqc5YmgzDR6R+n9rxfNpqXkCpzLSME2Tq4cSKLCThJGZwqMPfX1YytXi+nBhvPvwli8LQSVz03F2YTFmGQdcPcM2zWX8vCjmKZqRFfi5LVSEEljBxDBurTHIXpgGmou3U2PBa1OzgkWMwmSU82B9y2J+QPGfjpG2Z2JZJxXeo+g6ea+O79uJ1yzSwLe1UNX/gzENUP+vg2E8Kb1xdxbxA42xWSCZJQn8W8WAwZG88YRQnTOOEXOqQ3ldXOry60ma9XmOjriVAUin2x1O2ByMs06BTCWj4HjXXwbFevrT0LyJM08D3HTYutfnJn32N1fUGew+0hXmeF8RxRlYSH1HONsxvSp7vcPlal82tNtdeXWV9q3WqQYRhGni+Q3e1zld/4hq2Y7K/M6R3NCZLc7bv9/R3bT6LKIQe/K832Lzc5torq9y/fUTveKIlcU+5NucyuihMufn+Lt/5x7dKmZ2kKPQs2ngUMRrMmE5i8kISTmN2H/TLnjEX19WacMs2cRyLlbU63/7Z1+iu1p9Yn5SSLCu4d/uI3/yVm4Sz5JEq2GyaMBrOmIwi0rQgzyUHu0OiMGH3fg/PdzBNgWmaOK5Fperx7Z99jY2t9rnPoWGUxhFVj5X1BmsbTUbDGXku6XRrXLm+Qr15sQDEzwqKgkLGhPkus3y3rEjtn6hMDUiKAYWKTzU8ehGI4oyj4RSldGUqSjKG04iq7+LZFv4Z1SmpEsbpLSbZXQqVUKgn3cEEJgYWFfsyTfd1bPPJa+o0mIZB12uRKf2cuzPbY5ZHeIZDzQpoOTUqlrdw1D3vc2kuv378/Trj73TDp5cNQgjq7Sqbr6wxOp6we/uA2Tjk4N4x+/eP6e0N8Sou/nM0tb+smEuT88cspIXQsiu/4mI51lPbV+a24qPelMHhiFFPB6i6/stbgYTSDj6TT9hnG4bA9iztBveMitQ8y2h0PKF/MGIymJGfQ0Y+hzC0pPDSq+uaTH20z2wUsn/3kMP7x/T2h9iuXRopfPIOtEJoe33zMfdspbRJSRKlFB/TXMQwDbzApdqs0OjWaK7UiUp1x8H9Y97/zVu89o3rtFYbCPPlu2/kecFoEC4C7OdKENs2mYwjxqOQdkdHhzzvObs4mRIGHS+g452tHU+Lgu3piKQ4XzOeoCRTwsIWJpZhYiMwDZO2W2Pdbz9hjT4JEx4cDDnsT0kv8EU4CdsyCXyHlVaVtXaVVs2nWQuo+A6+6+C7Fp5r41j6QjXKxkXDEAty9UXDWqd2oZyEtCgYhBG3jvv86p17fH97j94sYhhpNzDLMPidr1wDwDYt1mq6RyMvJDvDMb9+9wG+Y/P6apfLrQauZS7J1KcE0zTwAy0Ta7Yr3Hh9nQ9+tM1H7++xc7/H/u6AcJoQhml53Rv4gY3nO3RW6qys1bn6yiqvvL7O+qUWrvvkeTMMgefbrKxpMtVZqfHD79zl/R9KhoMZRwfjhXtfreFTrwfceH2N1760ybVX17j2yiqeb/PuDx4QzpJnfOcURa6rTR+9v8cv/v13nnzHPASzvC/NpgnhLC2bZx8OLOck5fK1LldfWeWtrz25tqLQRgz3bh/yqz//PtPSAe+JdZ1wPzjYG3C4PwQeznxpJz2TeiNgY6vFt3/2taefuBMQhsA2TKo1j9W1BqvrDdJEG3h0Vupcvtal0Xw5evWeDoVSBbkKGaUf0Yu/wyi9yTj5qDScyB+69X0SKAtFYZJyNJyRpFqWGUYpg2nESrPCertG64yPFyphmL7H3uwXSOWYtHhSlmoKF1O4rAY/Q2CvY5s1zlNtNYXJitvEMxwO4j53prsElkdgutRsTaZscfF7pjjx/0dfF5ifAyIFgIBau8qlV9bYvbWPMERpwx9zcP+Y/v6QZreG7VhfIDKlJWqPkCkBlPcsr+I+k1DkeUE4iRj3pwwORox7k4UT3ssMbdGt86JOusoJw8B2bVz/2QHv8+y8UW/C4GDIZDB7xO77WRBCUO/UuPTqGjsf7SOEYDoKiaYxBw/0NVdrVbC9J3uIPwkIRJlV9hiZKrO0kvjiIbiPY06mas0KzW6NRreGlJJwHHH4oMf7v3mb1mqD175+9ePuzieCPCs4PppwsDfEdSwc1yKouPiBy+6DPrsP+tx4fW0ReP88Y/tn3l1yKUnKCpNrajv0uMhJirNPzlE0Y2c6xrds8nNYqgpYWLKues2FNashBG2nqnMyHtu5uGwUHk4j8nNoVIXQ5MlzbDZX6mx067TrFdqNgFrgUgtcAs/Bd22ckrHapg5cNY2Hts+LhvQndYGnYlbMmOZTfMOjYlUxxcf/ciUyJikSHMPBNb0XOoNY9U+3q34caV4QZhk7gxHf2d7jnb0D7vWHTOIU2zTpVAImcUqS5xRSUpwIHzTKLKa0KOiFEWoWLsIJ655L1X20RF+ogqSIyVRWXhcGjuFgC4dJPmKSj6maNap2rbT5/fwSXT/QVZy3v3YF33dI85TWis/6Zotq4ynNtKpgnB0xzg6pWE0Cq4klXCxhI8oZ6ygfM817zPIBYTHCMXzazhaB2cJ2TZrtCtdfWyOoWbSvKbrHEcNwyiQa0/Eu0/Eu47sBvuNTqXlUax7tbo3OSo1a3cc6xUp9fh5My8CvuXQ3Grz59cu01+okkdbqz80iPE/3Z3VX66ys12l3a3i+zdbVLr/793+ZNM1ZWa2zutGkeoqcQDsOGVSqHl/9iWtY1sX786SSFCoDAY7l0uk02LraPfW9pmnguBZvvL3FP/lHcpLnjmMQOuPJt3nljY2LffIEIRPG3ChDNwt3VueVKf+l/T5IlVPImFQOmKR3GWd3GKcfMUnvEBdHFCpZWJ9/oigNQnzHplMPkEphW7oyVZ94VCsunnP241JgYIkAx2ySFiPSYvDke4SJwCbM9wjzXSzhY5s1TPH0XjaBwDVshB0ACt90S2tzm5odLAwlLoKnvf9lvVZOg0DQ7Na48sYm99/fpblSZ9ybksYp+3eP+c2//wN6e0OuvrlJ91KbWquiyYb5MANJSkWRakOdsAx6LXLd79tabdBarX/imVEXgWkaBFWPWrOCM6+UKlCFpH8w4vaPHtDZaNJZbz5RJYjDhHAccXD/mHvv7fLBd27TPxiVERefwc5cEJZjUS1t3q3591FpgnS03ef+B7u015q0TlEShJOIcByx/dE+997f5YPfus10FD1qknMOGIagtVLn6pub3H9vh8ZKnXAckkQZu7cO+Y2/+32OdvpcffMSnY0mtVa1zE96OEiXZWUxS3IdLjzT15yUcnHNnft7KPSkmmWb2i217pPGGVmac3D/mI++d09bmK82tJPjKSYRqow4OWm69Mgq5jLhisvlNzZ5qzQAuTcKGR6Nuff+Do1y0qKz2aKz0cSruLieszCsmBs95eV3LZ4mTEYz0igFBK5v09lo0Vw5X8X+IphPQGSplttLqYjjDNGfkRcFnZUajqszNwE8z75whe2ZZKpQklmWkqtSW22YTLOUcXp2yNlBOOXBdETbC8jPyfh1GLDDutdi1Zvr+0WZzv4kojSjN5oxmkbkTyF2cwghcG2LZs3n7Rvr/MSXLrO50mCz29BBloucHE64Ej50J1wc1nOSqDlkPGMUT7Adi7bn4xgfd+ZHMcpyZDajavk07ADjBRC0OQxxPmqWFQXDMOJ2b8Cv3LrHd7d3kUppGWilQtV12FVjkvzJqqG27BXk5TImSco0SXEtixvdJyVOUhVExYxZMcPAwDIsqlYdy7QZZ0N2oweseZv4lo8Q9udCnnIW/MDB9WzaKzW+9NUtMpmSE2Gagor7FB04kmG6x4Pwh6x611nBwDdrmCfCkMNixGF8i8P4NkfJPapWm9fqvwPb83CtKrW6T1BxWbtSoTObsRIecxRnDJMxr9ebvFb7Kr5VxTOrZZVWW+yaZcX2aRI8wzDwAoeWbdLoVnnjKxLLMLCNhz0e85v43JTBMPW/t652WF1voBSLEr11xuyjZZvUah7f+plX+eo3r134+BcqI5EhCon7/2fvP9vkSNJ0Tew2M9ceOjU0SnVXd/VMjzpndpfLaw+5y4v8E/yD/E5+4hHDM3NGT3dXly6IQiKROnS4djN+MI/IBJDQSBS6p566soBMRIZ0N7f3fR8hIzwnvHDiBtgsLiX57Nc3+OTTK29midtcxLxnPNYr3RHgOIr1zQ7Xb6/TeY9tZo2pKPWMRfmQw+R/cJL9C3k9otDjJkPq3RoIhIFlKrhKEgYeeVExmae22H2eAYWQuLJNoDZYiD0KPbv4ZgjS6oBFuYcnuyjpv0QxBX7jyBepgM2gzzKZUQj5zED7fxcQ0F1vE3citm9t0N/qUua2SXNw/5jZcM7xwyHJLOWDrOTqh5vW9S9wUVKsRPR5VpJMU072RwwPJxRpQZGXfPgnN6w75ftTSyEdSdQO6QxaeOeo1brWnO6P+P63PwDYIvCJdTJb5Jzuj7nzuwf863/+gvtf7jE+mf7B2Hk7rjpneX62VhZ5yeGDE+5/8dC6515UTE1Tjh4O+eaf7/Gv/+UL9u8fsZgmr/zahRT0NjvE3Yhvb96jv9mxx1Ba8ujuIZOTGcd7I9JZxu3PrnP1Q9EUUi7KOTvmirRkMU042R8xOpyuJkgf/smNC5//c5+TsO9N1A5odSNmekFVVOzfP8GP7jHY7nHrF1eb7L+nrzFL/e+yKfesJcWPPG5+epW6qhkejrn/5UPGJzNmowVKKdJZxid/cRshbjPY6uJ6LrLZnupa2+JxkZFMUoaHE/bvHzE9nTd03RjlqEsrpnSTDUZDk02TnDQp2diyDVq/KaaktE3SVz3lX3jlTquKvfmUtK643ekTux7fjI75bnRK5LoEF9ie350MOUzmzMqc+iU1U7CcVCvgxcVBVWmSrCAvXpxIL4Qg9F0+ubnJz29u8rObm3xwdY1eO7K5P6vu7gsf9pVRi5LELJCVQJWSUIa4TZAiLF0MGwGp9FCNgFgbTWlKtNG4Yqklc1BCkZmUuZ7h4yGloDQ5i2pBZSq00SihcKVrO5aI1WPUpm70aQ6xExOqlxe6P4lZnnP3ZMi3RyeM0pTQdflwY8CNfo9BFOIoyd/dfcDJ4un8huX77bsOvTAkLStGScowSSnOFcZLUXepSyblmGFx3OgHBZGKCVXEqDhhWk7oeTYr5rWtw94T2CIFpALHU+i6YF4cA+ALD5+LPzOBJHb6bAa3absbeCpCPVFY+jKi622T1jMm5ZGdWC1paMJqM5SSCCdkw9lBhRUiyTDZnHY7pNXyCVVAoILVtOtlUWrNMEk5WSTMspyyrvlwY8Dt/ov1QZbb/OIiY3UeK0EQek85Cz4PtSkpdU5aL8jLY7Sp8NxNpJJkZkFaGltcyYBcJ+T1otnISmpZUQclUjg40sM00y3dBMraBoCHI3xcGeC8cUPlDPYCoRtTkHljhy5ptSP6ay26/RgvcNHGUNY1RV3jSomjFPrcBdQ2UR6/iGpjqJtmmNPw8au6bpomdmJfNRRNR8nVbV7u/S6o9IK0OmSSf8M4/4Zx8RVpdUhlMrR5x6HrzUtXUuAqyTwteHQ6Jc1KsqKiEwe0Qp/oGfpqiYPvrNP2bjEr7sEzNF0GKOsp8/IBvuoTqHVc+fwAtbPr45IRcfnUoT8kLLOTrn28zV/8Xz/j+9/8wN3PH5A04dOP7hwipeT44Sn9zS5xN7LhrUraqVRlJwR5WjAbLUhm6YoytnF18N4VGkpJwpZPd73N5rUB2zc3mI0XpPOMg/vH/PZvvuL00YiH3+7jBdYyvq5qqrJiOlwwOppw/HDI+GSGH3lc+2ibIis42R//2C/thXBcGyze3+yydWOdwx9OmI0X5EnBg28eYYzhaPeUe188tMHNjqQqbJDx6HjK6HDK0e4JySyl1Y3pb3RYTFNOHj09SX4elqHMN352hb/8P37Fnd8+4O7nD8gWOfNJ0tD/4PDBCf2tLlEnxPPstMM0x1yRVeRpznyUkMwzvMAhbAVsXlt7pedyfmp09cMtjn9xlR++esTJoxHj4ykPvhZ4gcv4eIIfeHih90QsiKbdj+1EbKvLYKv7TLqn4zr0Njpc/3iHn/3FB2SLnMMHp5zsDRkeWJfeZJZy8MMxrV5M1ArOJlNNHEiRleRpwaKZalVlTbsfY/QG+SVFG0kpCAKPuBVQVTVVWa/YIGVZMxrO6Q9i4paP6736pB9eqpgq+WE2ZlrkDPwQAXx+csh/fXiXzShmLXxa3Lw/n3KUzJkX+aUlp1e1Jssr8vLFuiwpBHHo89mHO/ynv/yIQSei347eSUJ6qUuSKiGrM5I6IXZiWk4Lp+G4F7pgUVknwpbTwpc+Nbb4SeuU0pREKiJWMYEK8KXPvJozKSbEKsZgWFQLDvND0jql0hWe9Gg5LTxpKXulLplXc4q6QElFoAK22X6zYirL+ebohG8Oj0mLku1Oi//zR7f461s3iH2XvKzYn8z4191HwMUlTuR6bLZjJlnGw3HCOE0pn5gyGgylKRiXQ/bTvaZgrPFVgCd9Kl1SNl9i1a/9w4c2msoUJNWYk/wHQBA5PWLnYtWGQNL3dmi76yjhIIWDaCiPS4ROF09FaKOZlScgBOoCrYUjXPreDoFqkVQT5uUQT7z+sQJQVBWHsznfHZ7wYDhmkmUo+TG3L5hE/hioTdkUmQccZXepdInG2mvndYo2NV1vC1f6JNWUaXmIEg5KOhR1Sq4XeDIkUC1qU5HXCbUpqE2NI1wC1SFyusRC4vA2iyljrepnGceHE06Pp7Q7IeubHXqDmFbbNou0MaRlxaLICV2XCEvhLuoaJWwh9Bj9wzQU72ayHLgOUgjS0rqshq6LhyKvKoqqJvLcV4o90Donq06Y5N+yn/wNw+xzKp1cqrnE82CnPE1RKQUnkzlf3jtkluRIIbi+1WOjH9NrP6OZIRSh2gBXc6p+89zHKvSUeXGfUG3Q8T56+y/m3xmWplDXP9mh1bMBtbPRgsMfjpkOF6vCwflna3SjmvBRIQW6qqm1xtRmFUQOsHF1wMb1AR/+6vp7R3+TShK0AnobbbZvbXL9kx0eNiYIj+4ecbI34s5vf6AzaFmqVehRZAXJLGu+UutQ2o0YbHXZurlOlVeUxffMhvMf++U9F8vpy2Cry5UPNjnZG/Lw+wOGhxN++GqPw/snfPsv9xpqnYsfeCTzlHT12jOC2CfuhGxeX2P75jonj0YkT+hdXwQhQCjJjZ9fod2P8UOPaTMFnQ3nHD44YXQ4wXEdlKtwHIVyFULQRGdYzZc95mqElGxcHbB9c52P/uT1dEdhK+D6JzvMxgvGxzMOH5wwOZmxmCScPBrx27/5irAVEMa+fVx9Zot/4+dX+PlffsjHv75F3A6eXUw5is6gheMqfpl8jB94/Nt/+5LRwYTpcM50NOfR3UMbEN28btFQz5eNP9M04HRD+wtbAdc+2qbTb9nsxUuAVIIw9mh3QxazjLKo8X2XKJbWKGq4IAhcguuWGXQpxZSvFNtRi47n03I9pBCEjkM/CLnW6nKj3Xvqd1whyeqK2PVWE5i3DW0MZWVzXZ632DlK0o4CtgYtdtY77Kx3CT0H/zn897cNg8GTHm23jUAwK2c2zBYboOhLS/NYFlxwJoT3pU/QTAM86eE0I9rS2EmTwVDogllpaSWxEyMQJHVCUicoodBGk9c5lbEhhlrqlzDwfT6yquJoNmeUZLR8j2v9Ljf6Xa71OniOYpblBC+YJniOpBX4uEqSlRXphVNGO0lrOx3W/I3V9M2XPp70m3fX0HV7CN5vG19taubVkEU1sjk4zednMASqRaS6KOGCEGT1jFl5zLDY4yR/YClgKqTQKZ4M7ZRERTjCI60npNWUtJ6T6Tkdd4OOu9Fops4WRSUclHDwZIgjPbTRF06YhJA4wsczNa70UcJ55UnUk3CUpBsGrLUiHowmTNP8mS6cZV1T1jV5VZNXFa5UhJ6Lq6wRjNaGvK4wxuAqZQuB5nOvtLabo4YG7zYTk0prqtoWB1lZ4SpF6Dm4Tf6ZQOEIOz2SOEhR4wgPiUtlxuR1Qqz7trjXKUk1xpEeytgunyM8XBniyYi0npLrOSAIZAspFIVOEDUEqnXha35dJIucg70RP9w9YnRqXejWN60xSK8fI6RgnGZM83ylDUiLihOTUBvTTLLte7ScLmljKGqbz6Qa6uUsz21Yc12vqNvaGJKiJK8qrvXsub+k8D7rPNSmpDY5SbXPMPucYf67xu58+G60Uc/A8vlKKXCU1dZ24gCtDUVZs3Q+X15rnrLRReLICF/18VQXR7ab7Kun6fCVTkiqA7L6GK3zPzrr7neJ8++Z1dEoPv71LeqyZu/OIce7p0yGc5JpSrbISWbZ42L8xipZKYlyFX7oEbYC+ttdtm9u0OrHl95wfVVYKrQgbAXc/PQqZVHR22jT6kXMxwnz8YJF83odz8H1nCbXT6NcRbvfYm2nx5UPt1jf6dPux4yOJtz74uF7X0wJaY3JOmstPvrTWysziEd3D5mN7HRuNpyzmKa4zWuva7tP9DyX3maH7ZvrXPlwi/5Gh3Y/tvrYwDIKXuo5NAeEMYZW19INP/6z29SVZv/uEUcPT1fPIU8KkmlCXZ+779Uxp1bHXNwJGWx32bq5QfyahkF+6LF1c50iL0lnGY6rmA7nzEYL+7N5hustzpwel30zA2VeNa+Npxe3869dChxptVlbN9cRDVU2aoeMj6eMj6ek85xskZEl+cooxDS/K4WwRdbqXGsz2Opy4+dXuPLRFq1LoqRbkw5r1KG1oSorjLHsjCj26fYi+oMYP3Bfe8jywoqi7fl8OthEG0PouGR1ydVWhz9Z2+az9S1+3t946nf6QUilNYMgxLmkYspoS0GxG6dnX4AdRzHoRlzd6LLejWmF3jOzFy4Dy6T6jtPhWniNaTllL90jqzMEgq7XZdPfBAF7yR7TaoonPQIV0HJatJwWsYqJnGg1eVkWSMuCqDIVaZ3Sdtps+VsUpuBR+oi0TnGFpRTajZFa0QXf9MJdVDWjJCMpSj7Y6PPBep+1OCZwX/6+HSmJXJs9VVQVefW0lb5A4MmADX+bltNBY193IAN8Gay2XkuK5PsMbTSj4hGPkq+oTE6lCzQ2YHTNv85m8CG+jJFCMikOOci+Y1TsMatOEQgqXTAtj+g4m3TdLbreFlJJJsURx/k9TvNdTouH3I7/jFutP7fFmXIQ7wEtyHccrvU7eEqxO5ywP56uCqAnUVQ18zxnkuaMk5TI89hox7QD31LNdM0sy6lqTTvwiZr8H4Hd7Gdl1VDYDLHv4XiSstYkRWHppIuU2PdYb0W0fI/AdVHCIVAtSm3NOyqTE6kevoqZlIfkemGNKYyhMjmZnuMYH9dUBKpNqDqEqk2g2lQNZdBXMT1vB4PhNH9AUk9pm6ezuN4E82nG3W8P+O6rR4yHC1xPsXNtwIc/26E3iKm05mi+4MFoTC8M6AYBwyTldJEghKW1SWGLUd9xCFyHqok7UFLSCwIcJUnKkqKqEdgiaprlzPKceV6QVRUG2GjFeEohnyPc1aakqKfMyh84Sv+RYfa7N8qMetuwxZSk3464vbPGabTgdLogaCzznw2BEj6ObOPKLr7sU+ophSl4skCsTEpaHZJVw8ZC/aLwk5/wqnA9B+UoPvjVDTavr7F/74gHXz/i0d0jDu4fcbo/ZjpckC4yqsI2Y5QjcVwHL7RW1v2NDoOtHjc+vcrNT6+ycXWAeI/MJ87DDz1uf3aNtZ0e61f7DHb6PPx2n91v90kXGdk8p8grBDbYOGj5rO/02b61wa1Pr/LRn96kPWiRJzl3f7+LH73fTn7n0erH/OwvbzevfcC9L3bZ/Xafg3vHpIucPMkpstJmQsU+QRywdWONnVsbfPCrG3z0pzdRriJPCkbHU1zfochenWK2POY+/tOb7NzcYO/OAQ++2efR3UMO7h0zPLQTm2yRUTUsqrNjziNs2WNubadvj7mfX2F951meoc+HF3psXl8jiHxcz6G/1eX+lw958M0jpsMF8+GCsqwo8tJOaF1FEPmErYDuepvOWouwHTyls7sIypH0t7rEnYjueocP//Qm97/c4/6XDzneG3KyN2QxSUhnGXVtm1GOq/ACjyD2idqhpaleH7Bza4PrP7tiC9xXyEN8NTTOulpTVTVFUUFZIwXcuL3B9dsbhKGH5zmvXR+8sJhypaLrn23GtDFca3XxlcPtzoDt+Gm+9+28z7zIudbu4j0nj+pNsLzoOQ3v+VkFlZKCOPDotkLCwGZIvUssJw+VqcjqjEJb6s8yoV4bbS+4htXPtbEFoitcQhXiKx9XuFSmojQleZ2T1ulq+lToYqWVClUI9ZImVqGajXRtahQKJZQtPN5wg10bQ3aO8tMJAgLXeamQ5qffI9BmaSX9eG4GgEIROTGe8lfvkSvdplBUjYPf+4xlsLFmUQ05zu8TqS6R013pVELVafQ0btPl9nBlYL+EjxSK0OkQqS6BauFKHykcQOBKH1/FgCGrZxQ6pdYFWr0/SexKSiLPox1U+I56Sp8DlgpYVDWHszkHkxlFVWOApCgZJyn9OOJqr40QgkmakxY2GLrl+3QCH1cpjmcLTuaJDYr2XGuOIQSH0xn7kxllXVNrO1E5nSestyKu9jq0Ag+JY3VmjZZsWeguQ2Szesa0OiGtp5Q6s502o5BC4ckQV4arSR6AROHJiJqq0UHWL939fBLTccJoaENIhVg6E1Xs7Q756vOHPNodgrBTqas31rh6c41WJ8QY+74u8gK3MfyY5znzPMdgKdBKChxpCyaVCWptKHVN7Hm4ShK4DnlVWdpfaSd7aVWSlRW10eemUc9uai71j3k9ZlJ8wyj7PfPSOva9LK1PoJDCtRbjMkQJDyns52ad8hQgqExCWh1QPsME4nmodcN40BrRmKosLe6fNzWza5V9fp7qEDpbmKqm0JOnbqtNSYWxxZaeUekFSgYInmNw8RNeCKkkUkG7b93ePN8ljAMG2z22b64zOZkxnyTkSUFVWZaGVDZTbqmRavdjOmstNq+vs3Vjjc5a+8JjWgiBVIL1K33+5H/9GRtX7QZ46+Y627c2XsqefAnHUw1Fa5u/+N8/W02HPv6zW3TX2o3lNZwdf2b1epe0xrquCSKPtW1L20vnGdkit9bpxthiKvYZbHUtnezWBlc/2iaIPJJZRp6V/Or/9DO2bqxz7eNtrn64Tesl8+l6Wx0++fPbdNbazEYLuuttbv/yGms7/UuzWnc9h85a29rdC4jaIWs7fU4+Gq6KKbvkGIKWLabWr/TZuDrgygdbXPlwC4whmWXc/PQqf/affkmZl1z7eJutm+uEF4S0L3E+ANZOygTtfrzS4oWtgLXtLjs3N5icnj/mrPmBVKo55hxrNz6I6a612by+zub1AZ2112MvKCVRkW04Xvt4Bz/y6QxabFwbsBinLJoJma61LegchR/5BLHPlQ82ufLBJt21Nu5zjtu61hRpQbrIGZ3MWExSeustbv3iWnP+RIwOp4yOJqtjsMhLyryydvTDuXUyNFBUmiyvqY2g1W+xvtPDD5824zHGUJVW53SyP+Zkf8SdL/eYjBLKGlTg0Rq02by+xmCnd2HepdaGIi/J85Iw8giWtxEwWG/T7UWvFAl0EV6Z6+YrxY12j62oReRcfKJsRS2czSu0XA9fXQ6dTim5sjGvao2uL77QSSHwPRu2+CwHsMuE3YZpZtWM/WzfmkAg8JW/KqZO81OMjazEl/4Z5UTIlYnEks6X1AmzasaknNAu20zLqZ1yCdthPr9BXU6xEKwMKNqiTaCCFV3wDV4YutlkSCEeo1q9LLQxlNragUrBhZady9fhCBeJpKSkMiW1rqlFjSs8qw37A+js2g35nFl5zJp3jZvxr20BJWzh5Mmw2RRa2pCBpsCydL1r0WesedcbMwOv2UwqOu4WnozI6jnT8hhPRZfjpnLJSMuKSZpx72TE1wfHtHyPq70Ok7zgwXDCZjsmcBWx7zFJUsZphptI2r6PHPRo+R4PR1O+Ozrl1lqPG4MeaVlSG8390zGfPzygH4Vc7Xc4nSf8MBxxtdchdF0C11L+wFDrgqJOyOo5CndlIpHUY7J6QVKPrMFEo30SyEantlxfhNWsLS2r3wJz7fhwusraklKQpQWzScrRwYS9BydkaUmnH3Ht5hrXbq6xfaWH5znoc1a3RV0zzXOK2hrRaK0pdI1j7PPMi9IWVEIQei6R6zKIQmLPa9YqwzTLmGQZnqPoBD5SBDhK0Y9CXKWeswYsC9JjTtJ/4TT7LWl18krUPil8XBnhq3VCZx1P9fFkF0dGKBGghIcQDkm5x0Hyd69VTFVVTZIVzJKcyTxlushIspIoeMkAegSe7BA7O1R6Tsr+BZRqbQsqk5DXQ3I9IRC2EPsJb44lDa6zZi2pt26uU2QFZVFRl400QJ93EAXR5PQ4rkR5DkHo4Ycern+xfkJKgXAVN35+hVY/Jm8slf3IW7kLqpds3Pqhh3IUv/yfPuHaxztUjW4k7kYMtrtP5N4szxcBmCajzmHjap/OIOLmz3fI0hJd2eDwpcGQlE1QqW91RH7kEcY+UkmUo7j16VX6mx3ypCBo+YRxQNR5dkFxHldub9HqRGRpQVVWuJ5D1A6J2gFB9HynyjfBcuq007g4fvCraxRZaS3GG1qdwaCUQjoSP3DtZCTyV0We4zn87C8+YPvmBkZrgjggagWEF0RvnIcxBqONbbg0OkslBN319uo55Vm5sgHX9RmDSjRsANG41TquwvEc/OUx94YSFNdzGGx1ibsh2zfXyZOPbTZXMxkz5ux5W9dcaYOtWwF+4OE8x7W0Lmumo4TD3VO++tf77N094q//j8/4y//0C659vM3G1YEtnorK6hFrTTrPWUxTvv3tA/7tb77maG9IMk5ZJCWzWY5wHH72F7cJ42dPxfKsZDFN+eIf7/Av//Ur9u8fc7o/oaoMXiti7doatz67zrWPtgnip485rQ1pUpAscrav9NnYthMwAQSh+1bYaq+V9KeaTuRJtmAxK86CKRsUul4Jm1/mAvQ68D2HbiukFVn72qp+dnfTmDdVCL0+QhWy5q0hELjCxZc+kYpY5iUB6KYzG6izE9gRDqEKccWZK9/ydyInYt1fp+20UUIRqYiBN6DjdnCEgyc9um4XJRS1qRsRvN3s1aYmqzNi9XJdp2dBCoHnKBwlKeuatCwpn/cZXPD3rLIufmlZ4TkOoWvtai/+fTtpm5dT5vW8yR6TuMLFlS5h4+63xPtYXNm8mJiWs4YjPSqdW52XFLgEyEbTJJB4KiLSXXK1IJFjXOnTdtbpeltP3a+vIpRwCFUbT4UXmkr8IWCe5exPZkzTDGMMgevQiwLK2k5EpmnOOMmaaYot3k/nKZMkoxeFBK7DcJGyN56y2Y7xHdU4RWbsj6fsjSYUdU3kuxzPFjwYTgDBKEnpRQEtX+BIj8jpoaSLJwOUdAhVB9lMcjWGgHZTAFt3vkCF9vyyJDhc4dJyOngyQiJwhCRUEQaDIxTG1EBtCwmz3BxZ+qoQPvICq+zpJOGHO0eMhnOMMdbKeZ6TJgVVqen2Y25/tMnHv7jC1k6PuOmsFnVN2/fZbLdwpH3fPKVoed5KX+YoiasURV2zyEuUlLR8j7VWRDvwCV230VcZylpbDZvrEroOjlJ4StIPw9V14SJUJqWoJ8zLXabFHRblLpVJeF4hJXGbSU8XT3bxVB9f9fDVGoFaw1M9PNlpplS+nVIJB0eEDPPP4Q0MAZWSBJ5DK/TQWtMKfRylXtyjEAJXtoncHZLqgGfT9wyVzsjrIUU9wpUtHKInbnHWAV9yHBpD9BdSqZ+84r3N9XA5ZVze8/Ku36c11whwfIX0fUKC1XG5mirYWsTSxg1NBIsg1zmlLnClh3fOdfdJLBsUnUGLzuA1Jgmr99CglD3e/J0O6zsdluvBmTuttl/NWmHXj7z5eYSQHmFcEUYlrAcges2UVr1UU005Ci9wX3si0upZq/J3ieXx77gKpxsRv4LWZpmpZIzBcRXdtRbdtTZgzkwhtCadZ02Yr42sUK6y+WNlTZ4VFGlhJzuR1+Q32cJISluYSCmoiopsYVkAfujheM6qgLksLIujIPab1/X2oI2hyErmE2szv/vdAZ/9xw9xfQfXd2j346fWpiyxWkXluxRFRffuEbPRgsUsI09LZpOUujZnuWEXQDTNds93CVs+vfU20lF2CpkWBK2Q7lrbauAugDF2qlaWluKXZ+XKbOhNi9clXvleaq0Z5SmHyZz70zG7s7EVd58rmnQjbP7TjR36fkjgvP3NXei7rPdjTsZzJvOMZ+VlamMFxFlevlS479tG3+sTyAAE2ESQpQ372QG3ytk5dzGSSFzproogONMF3QhvsOFt4CtrTqGNpq/7uNJd3eZKeIVRMWI/3afUJW23jStckjohr3MiFdGj99qvy1F2w+U7DvO84Hi+ICtfbfcyzwseTabM8pzY9+iEPo58uptn0JS6ZFHN2c/2OM728RpnQyGsKm07uIIfXH2vCwkpFAP/GrfNX5DWU+4t/hUlXBzhsRHcYiv42GZD/QFOld4GJmnOg+EYJQQfbqyx1Wlxrd/BdxxGSYoxrPLI+lGIkpK90ZRZlnNzrc8gDknLkkXW6H2ikPHpiN3hmJN5Yov3RYqSgnGSschyFnnBaJGyFkf4joPvRmwGt6lNhSdClHAJZIvatd1i25jRGGPpdhLTfIYOUhigIlAea94mSri4QmJw6LvWtdCTHsaUGDKMKcBUGCqMKYEaJddAPV1MpUnO6fGUg70ReVaim65oFPlcvTHg6s11Pv3VNW5/tMVg/WxT5EjJRsvmvoFdd0xTGC3/FMJ2VZeTYomlUAfnGhxt38d3HHphQFnXONKagQhh163QdZ87mS7qCdPiDtPiDll9QqUT9HN1UgJHRriyS9//lF7wKaGzRag2cWSIFH4zmXURKISQjXulJKtOLixIXwaqMZ9QUtIOffrtiEWWE3ou4fNyplbP2uZNhc4OrvqO52mhtMnJ61PyekToPN0kOYNp3isDqFcoWs4VPG8VZvXZidU17f1Zsyyl1lCZkkKXSASutJ9d3WiNZXMeFLpEY/Clnb6OyzHTckbH7dBx23jSw7sk3bcthpaf67nPymhsJ0CCcJrCqwCzPF9y0KdgclDbQB/0MegTkGv2SwT8ZKF/Mc5c5ZopTWO6sLQsr8qKMrcTpaqobNG83iZqh+RJTjrPGR9PGB9PWdvuMdjp4wUurudSVTVlXiKlxPUc5pOUk71TAGvL37MmB5dZTL0TLBkPLxGH4XoOcTfiw19eY7DV4fjhiP0fTtj97pC7X+291MP5QTO9/Q8fcOX2BgcPTtm/f8wP3x5w78sX34doTGZAcLg/5mh/bF09Hcm1m+uE0TrqFUN6n8Qr7zwLrTlYzPl+cspJumBW2Cypi/KkKq0vbSLUCn2ubvQ4HS/YP52xeIY/fV1rFmnOeJaSFqXlwj+ng/q2EamIqOlKn8fygvgqHURHODg4+Mp/biG01EVpo5mWU2QtiVWMI53H9FpvAt9x2GjFHM3mLIqSvfGUvcmU7W6byHXJq3rlzLeUG1Rak5UVRWaF67ujCY/GNth3oxWx2WoRXMDXtZqzklynpPWCeT3DMwWF9OymEEPb7aIxqMvaP7wRmgIaRdtZR4UOJ/n9lb4pMzOCskXsDBBY/dTSqhmanvT75s97CcirilmW0wsDelHAIA7phiFJUdHy/ZUNd631qjiotWaSZoyTlG4YUGuN1xgpBK6D1oZpmqONIfY8WoFH7HmoxnRhq9N6zDRFSY9Yntm12/MxfJqqZUCbCUZPMeSgQYtmekxNIGoEGmPGWFe/ZqJgFmizwJBjTHFuSlUCGsnF3eEw8lnf6tjk9rRYBfx2+zFbOz2u3Vrno0+22brSe4z7LYWg1ejHllu281vfJ60Pzp8+5y+SSkp8R50VZU/8zvL7Jy+sy+O20BOmxffMirsU9Rj9zLGRQIkAV8bEzjVi9xr94DP6/i8JnXV8tX4upPzik9yREfI1SBfLexRC4DgSxzlzdfJctQp5veh1nr8HR8YEzjqOjBuK9sWoTU5RTyj09OJcLWPQVGhTUuoFlc7wVRdPvjjUstY5hZ5ZRoRs48i3R7eqTE6hJxijcWSEI4KG1vp+NLJKXZLVOYUuKU2JEpIAn9poksq65cZOjBKSpE4pdIEvPYSQjIsJk3LWZDHaGInLuJbYa2ICespZJtn5SVTV/N1hRelDgPBssaUXYCYgXBA11Me2oMID0QFcEJdrbPK2JpTLc8pgg11rbYtdS/tv7nt522Z6BJYuJ7AUrqX+c0lf1sbq5S/SweRJwXy8sAWVMY1VvrIU31m6KqCMMQ3l0p7DZVaucpImxzOOHw7tcxEC13dxHEWRlysXxagVsJgmnO6PcVxFEAcErQCt34/z5HUgpc2savcitm+sYbSmt9Z6bkFl874U/naXte0u/fUOXuiSpwWPfjh54WMKIewE0lUE19fYur5Guwltnk0Sdr8/fPHzVnLl2mfDeguqSpODtWN/C9urV/5U87ri3nTI704OuNXp85db12zY5wVv5k7cIbyEqRRAtxXw4bU1TsZzvn1w/MzbVbVmNEs5PJ0yW+RUlW7GrO/VbvtSEKqQK+EVsjpb/SwKIlzhEjtvRvOLfZebgx6jJOXrw2O+Px6yFttR+/V+l9B1Keqzbr7GkJYlozTl4WjKnZMhv324z8PxlPVWzK1Bn5uDHpH7tA7PGEOlK2pd48uQnjuwpCijMVQ2E8hYcef7VUQ9DquVi+3EQgb0vWtMy0PGxSEazbB4iDE1rgyaW9uLiTGaWtQvLdT/Q4WSAk9Z/U5Za6pzdIyqtkWUDVVVOErhKonX6BKOZ4uVEcK1fodO4CNojGocyVorIvZddrodbq71kEJQVDWh59ILg2bK+iqdXENdH1OW37MqJ1YXfgGrjK+GuifbCBTGZBhTcbZ6N7cTGpDPNKi4cXsdP/gTsrSgbibsUgk8zyWMPOKWT6cbPaGveBwXzQ9e9P1F9/EyPzuDbXYU9Zhp8T3z8gcq/XSQ9xISh0Bt0HKvsRb8GYPgTwnUAN8ZoETQTJ8uD7XWFGXVmFAY0rxknuZEvks78gk897nMKQE4MsSXfZR4vu5Cm4pSz6n0HG2ezlcxaCqdUtRT5tUj0uqYvv8JnvfiYiqvx4yL7xAoev7HOPJp193XRaGnjPPvqU1J7GwTOmt4st0Y4vz4SOqUk3xIaUpsLIlLaSrSKuUwP0IiuRldJ3KiRoM8RyDQRpPWKUWjL7506BOo7vI4pQ/sROqc1lJ4IFogOyAiLH3PAVPZIoohmBmYlDfitr4ylnREzj3/17sAL6fkWVGR5SWuo/A9m23HUtfGmUGMgdXaX5QVWhs818FRkrysqKqawHcvLKYmpzN2v92naJpSQeQTdUKyJOf44ZC6qhk0QbtaG0xD+QMI2wFe4JKnOeksZXggKbKymWpp0oXN8QpjG6pstGExTe19PUcG8YcC5Sg6gxjXd2h1I5L5bTYb85X3Ga6jWNtoE7cCGx5c1iSLnMU8I24Fb0Vi/sqrX6U1w8zS/H4x2OTngw1cqfAuoGcFjnPhz98G2pHPtc0eDzcmDDqRpfoV5VM5RbXWzNOc00nCyXjOyXhBO/bpxC8nrnxbeFa35jJ55p706Lk9SqckqzO00UQqwlf+Gz9u7HncHPQYpxkPRhNOF2O+Px5SaW01KGHI6SLFYFgUBUfTuXXPKUruHA/56uCIR5MZZa3phQG31wdc69sMsIuw1Iv50idUMbnOyHTWdF7dN3YnvEwsO3gaTaVzCp0iUcROz5ocCAdtaoo6oXRyDBqBQgkXiYOmptYJi2rErDxpzCesk6EQklJnZPWcrJ5T6py8XpBUEyTK0o6Ej5IOtakodU5STyh0ijGatJ6SVBOWXHxLk5SUJiOtJmT1gtLkjfHCeFXQWVMM94X5U0uL8mUA7DBJmOc2m2iW5pzMFwSuS+A4lkYWBdTaWm/78wTfUYySlEVRNNMRh8hz8ZSkUGql6TmeJ8yLgpbvc2PQoxMGIITVXYUBrpQ4UtAOfLphgO/Y7BXfdVaudfDy56nBoPWEqn7Q/MRZ6RNWegUECIMUbaSwz0ebBK0XWHqPQIoYIfymwALbkX4aaxsd1jZevIl+Ft5GhtHr3Ic2FbXJyeshi2qPrDqiNhexCAQChSNbtNwb9IPPWAt+zVr4a5bh0+8yh6lojCiSrCTJCruRe4bJ0eOwkzVPdXFECI0z5EWwE6cZpV5gLvzczWoqlVZHzIpdooYOuMypQ6zUtNgOem3t5/WMtDpFCQ997v1e0lSX1DJreFahqZv1QjUmOGdFuTF1oy2yDZ28HjEvH6EpcUSAKyP7Wt8TlLokqRMynaNNjSvdJrh+wXF+gitcNoMNPO2R1AmTcmqngMa67hqgeifF1BTqh9jP4mz9YLV+YP9NtEDZBpttvthpNiZvCqgaTIHVVb3LYkpjGpoylGAcpAgwKHjsGDszzRBcPMHMi4qsqFikBYskx/McosDDURIlBdrYqVVeVWR5hRAQBx6qKZ60tmv5spgqK+vGGVxAzU1mKccPT8kWuTUyawW0kph0nnFw/wghBGEcEMQ+VVlT5hXpPKMqK7pVh1YvsmYmtSZvGFFFVpAnBdnCZiwFrYCqqJBKURYVru82+qvLR5lXTIZzsrSg1Q2J22Gj6RJkCzuVKbKSIi9pdUM6/RbKsde/PC2YT1LrABl4uL7VeNVVzXySkib5ih4ppaDTj/GD99dSXzfUzbq2jDQ/cMA41Nrqp94mXrmYWuaRtD2fnh8wCCIrCL/gQqfE5YWo+p5DvxNxdbPLxzc2qGrN3vGEefJ4SKIxdjo1z3LuPRrym+/2+OTGxjsvpn4MLAsQFxfRTOIc4byVAi72XG4MepS15nRhheSTLOOfH+zx3dEpvqP4YThGa8MPwzFJUTaidZdpljFMUlqex0cba/xyZ4uPNgZst1sEztOLnxSKQNmLdVqnjYaqINcpbadDy+kQOa1z9J/3D7WpKE3GQfY9R9kdWwghbTFTT+i6W/S8HSLVQwoXiWos0INV2O/D5AubM+Vu0HLWCFQbJVyGxUNO810Os7vMyhOUcKh0TtvdpO1u0HIGxE6fpBozKvY4yu4yLvYxaGSqSKvpudv1mvvc4zTf5Ti/z7w65SS/jzYVbXedtrtOx92k426gXjAp0FqvXPoejafcPx3zw3DE6SLhu6NTYt/jxqDH9UGXduDz0eYa90/G3DkecjCZsTsakxYlx7MFm+2YXmjpf57jEGjNTrfDPC+4czxkcpLxH29f4/Z6n34UIIBBFCE3BF/tH/NoPGOcZBxOZ0gh0NpwpdfhZ9sbDOLwlam/VutUgJAsbbmtisqAKZtC00WKCCXXECJkuUmq62OMyZGqjZRtaj1E6xnmgpDXP2RUZkFWnZBWR1T1nNqUF05YBQpPdgjdHQbBr9gM/5rQ2VoVCe8KrqOIQ48kK5jMMxZZgdaaKHAbg5AX3YPNm0KCkv655/90RaUpnzuZeh5qk1HqRRMw7a70Y5VOyeohlU7wVR+3cTpcwqCpTd7QCm2Dp6xnlDqxRZGMcEWEI0OW73ttCkqdUOm0ycg6oTZ5c3y/f/RjV7rETkRZlsyrOVQpqVzGkmhcISh1SapTFlVCUiW2ISeUza6kXplCXS5qW/w0tvqrYskstVTNBEqEIPt2MmVKS+/TQ9DjRhvlNLcvmz/fDez6l1GbMVqPECLGUdsIPEtbNiWGsim4SgQSKfso8bQpwmiWcnAyJc1K0rzEdx0C38X3HDxXURQV00XGPC1I0gJHSdZ6MXHorQzQzkxGLCPB9xTd1tNFvq4NZV5RlTVSCmvbPV6QpwVGG7zItU6EccDkZEoyT9HNZrzMS5JpCgjiTkQQ+QSRT5bavCnrJNdZuSeWRUVV2i+j3825Mh0t+Of/8iW73x3y2V9/xM//7CZB7OMFLvsPTnnw7T6Hu0MOd4d89tcf8h/+L78k7tr36ejhiC/+6Q66NmzfWLOugJ2QxTTh87//nh++3qdqHDGlFISxz3/43z/jL/63T9/Ja3tV1FXNbJYxn2Ys5inJolgFWI+Gc8ajBY6r2NzpvjHn4YXFVKU1eV1RNlX1vLCJ7Z5UGCztTwlxoQbHU+C8wej3efBcB8912Flv87Obm+RlTZKVFGVFVenHXAS1NqRZyQ8HQ3zPwXcd1nsxvuucjZJ5O93b9wliqeEQEuc1NQTPQuC6BK6LMYZhklDWNV8dHHN/Nud4tqCs7WfgOQ6TNGeSZg0NS+Iq+3Wt1+WXO5v8YnuDG/0eg/hiRx4pJL4K7Ei+CvGlTykLSlPScjqs+RvETmvFmX7/YJpNTEVSjRkWD5tMI4U2NZoKVwa0nXUix7owShRChPgqxpcxCROSaoyhbowNwpUOIq0nTMsjKp3hCM8+Tj1FNRMsV/gEqkWhE2bVKZme2Y62EeR1QiLGOMLFES6eDDHSkNQTZtUJtSlwpU9tSpJqhBIOjnAJVdtO3F7wduummZGWJcNFysl8gTYQ+x55VXE4ndOLAqq6vcqLOp2nlHVNUhQrUxMpBLHv0Y0C2oHdHPqOw3anRVIU/DAck5UVse9xpddpbM5Zhfo+HE0xwKyxBjeGlb7qVlXZC7J4tZVKCA8hIwQOCL/5s9kMiRJwkCJEyh5S9hEyxG4+K7SeYCiRMkSKLkYsMMx5r3mqr4FK28ynrD6hMskzJjAghYvvrNF2b9H1f0Y/+EUzHXm3Qm0lJcKx173xPCXNCzzX4VUki9YUQzYOgy7aFFwUSmxMRaUXVDo5N5l8Nmwe33LSNyGrh7gyxpfdppHkUpuCQk8pdYIQ0trFn9smLKmDpbaFrTYFpV5QmhRH+yjhEzmbKOmvJuqFnpNWx5Q6QZuCrB5R6gVK+O8l9diVLi0nJq9zZsypqBvaniBUIaEKm7XXfqhKKHzp4TYRG5WpcYXzmGHUpUC4IJsGi/Dtn0irgTLLYioA2QXRAxGDmTZTqOU0KwCaqZXJG0qgsuvQZa8lxga6aD2nqg/tlB0PITyMSZuCyt7GUDRTqQhoP3k3zJOcw9MZWV6SN+6+y72a5yrSvGQ0S5gvcpKsxPcctDHkRbBya5ZLIwljUFLSfUZWlNOE1Sol8ZZmEMb+vNWLiDoR7UGLqBOSTFOUkriepQwus8PClr/KifJDnyDNyeJ8ddu6shOtLMmbiYjXOP1d/h4lXWR8//kuX/zjHTqDmKsfbCAda4hxsj/mm3/7gQffHvDguwPibshn//FDa5PvSEbHU77653s2nwxrHuG4isU0Y//+Cd/9btcGQicFZV7hhx5XP9h8b4sprW3hnCxyxqOE2dRO3XRtGI0WTEYLsrR4pfX9WXjhDnteFtybDjlJk+b7nL35lEme8fnJAaM8JXY8YtdbiXeXuBK3ud0dEDmXd0EcdGI++3AHKQR5brttp5OE5Ik067LWHJzMrGZKCoqy4taVAbd2BriNxfdPeHW0fZ9PtzfpBgE3Bz12RxOOZgtOFgvSoiJtNsMGCF2HyHXZaMVstlvcWutxe23ATrdN5L3YKUsJh67bx5MepbbFVKgiAhVZZ7/3NrzX5g55MmIr/GgV1iuEXNFuItWj5Q5s1lTTpZRI2s4aN+Nfsx1+xDLMN5BtfBXjygApFOv+LULVo9AJRZ2ucqg8GeLJCF9FeDJCuBJHeKz7NyjqBINZBQN7MsSXze2EZNO/TcsZkNcJpUlxhY8jA/zmPgP1cpNAJQWh57AuYhyp2O62+ezKFklR0gkt5a4fhYSNFkUguLXeJ3CdlVnMckXphgHd8OwC6SpJLwr4cGNA6LnMspwP1gd4zlnekZQChOT2ep/Qdaj1+emCoB/Z+5TiVbdNAkddRXguIBGi2QixFJBbDZTAQcgYIUMELlJ2QTgI0QYKpOgjZYQQDkpuIuX7zz9/Fdhi6pC8Hl5sstBAiYC2+wFrwZ8SOpvvfCK1RFXXFGXNbJFzOllQa81a11JdXn4TZM9tKTxcGdmiyaQ8OcUxpqY2GbXJXrIoMRR6xqLaZ1EdsCgP6Hg3CNQA0WRU2cd1qUzCtHiArzr4qk+APa60KRua3j5pfUKhp4RqHV/1mJd7JNUR68Gv8GS7uX3BvNxllH+HQBI4a9QmJ61OUMKj4954yffk3cGXHsJp4QiHttteGS4ZY2xMiHRoOfHKqKnQeePGqahMhTaattvCV77NabwsyB1wG4MJsTSaEM1kyq4fdjIVNUWXYwsqKW0RpVJbPKEael9lJ1gi4nVSb14VQrhIIkthRlLrMVrPMZRoM0fgouQ6Usb2+BbLtfGi+xIr0wnZuIQaY0iygumiRhuDoyTddki3FeL7lpnkKMlomlAUNb1OSBS4jGYps3lOtn5xg2Kw3eNnf/UBurLhtcsLgq41VUPJ66y18HwXz3dZv9q32VDS5nguzSmMMTiNuUJdaarSGldIJRuLdW3DZouqsZ5v4wUe8hL3w2B1TXEnpN2LMdowGyWEsU/cDsgWOePjGULA2lYXP3BJ5zlpqyCMPcqiYj5JcD2HsOXTXWvR6oaEsc9f/99+xa1PrzA8nHD0cMS9L/cYHb96lt+7hOMoWp0Q5Uj80KXbj3FdhVKSyXjBdJywsdV9NzlTWVXycDbl3nQEQFFXjPOMymgezCYcJHP6fkjPD1eboSWkEFxrdTFPmFCIC/72uui2AtqRD8aOivOythqNurZhvk2FXdea08mCaaPjSbKCsqpphT5R4BH6js2ukZZbKoVYbbrez2nH+4HY9/jQH3C12+bGoMv+ZMb90xEPRhOmWc4sKxo3OugEHp2m6Ppgvc9Ot81mu4X/ApMS0zj2AURO1GT2LKeP9t/elSX66xwJQggUNkNq3b/Buv+yGxBB5PSInN5zb+V5IX3vygvvzVcRbXftpR45UC0GXHup2z4PqrHQDlyXfvRyuoqrvQ5Xex1LuWkKKnVBKLSjFJ1Q0QkDrg96F96XoFmH+l2u9bvUWlPVy/sUq2LtVc9xIQSO2sJRF1laP+FydX7FEy0kMaiNc/8OUrYf+/6PBZVJSOtj6+D3zGJK4MiQtneTnv8LQrXxzidSS9TaRmmkecF0kdmLbEMbgqfdD5/Emc5IIIWHkhFSp2AyniymNDW1yalN3rg6PhtWoF+R12Nm5UPS6pi0PibSGwihmsaGQKJQIqBuiqBCd1jzf3nufmqKekZSHTItH5DVQ1TgEblbZPWI0+wLQrVG3/8EY2pKvWBRHjIp7uGrDoFjnS5LPaMWHvU71ei83NnhSps9GDkRF6125/coXfdMh3iZ2VxPPQch7BqgLjIGeXz9WHbNDYAIETKCx17Zk+vN+T8vExKxLOYaDanWM7SZo80MKdrgOAjhNjrgZ9NCm6HSykRISonjKPK8JM0rHEdaAxjfxXNtfEEUelRVzXiWUmtN4Du044DpIqeoKupnaJS6622662fTsSedcs/OYUOrF589weVtTcP6uWADvvz387/zmOHhO9hLKiWJ2yHtXoTWmtl4QW+9hTGQpQWT4RzlKAZbXTzfZTFLidoBXuBQFhXJPCNuh0StgM4gJmqH+IHL+k6PTxY5j+4dc/erPaajxXtfTClHErd8gsDFD1zyvCKOffzAYTppMZukdLrhW/lcXrgDdaSi5wdsRvagqrWm6wekVYlqNjmBcvDV0y5Hbdd/J5k5QgjWezF//vNr9NoB672Iu3unPDqeMJwmj43w6tpwMl5Q14Z5WnBv75TNtTZbgzb9dkivHdGOfOLQtx1u9T5FEb6/cKSiF4Y40poC3FzrU1Q1ebXM0bDuO75y6IbBykFNyRdvmgyaQucUuqAyFaUuSOuUrE6aCVXBln+F7fAq6jI7cpfDWP0Jz8CyiIK397YvU9+XBdQlbpde8d//OA+sehlMq6fPyJWyVDRXtvDVGqGziSPfbQDoeSgl8TxF6HvEoW8LemOo6iZU+RXuy86W3cbQ4YJtpNFoUzXGDs/jmRgqk5DVp2gKsnpIy73CZvDnxO42Sngsjx8lfALVa6h/z57WS+HYiZTs0HavEzs7JM4BC2cDJT2rj9ILsnqIoablXiN01mi513BEyNy9gjEaJd+d+FwsLd3+OE+VJ/Ck4c1FP3327d8FDDlaJ9RmaDWfJkNID8UAaXpI2cZR6wgRYvQYvdSYXnRf5uxLAK3IY73fQkmJ1nYq5XmWQSSltN87lqoZhR5lWdOOAwLfaq2ubHTYGLyFwNon3tbVpvu5HZUXfH/JkEoStQNavQitDbPxgjyzlMu6qinykm7Lp7/RwXEVs1HS0BU9yqKmLhvzjsgjjH2cS56kvQsYY2wGWFFRBy9mQb0OXrjzdKWk6wdUS8teQ2NLbZ6pUVnaXLZcz45GV5OF80uCfKr4eh2IZoI06Eb0uxGbgxZR4OE6iqKqWWSFnVDVpgkTNgwnCcNJwsPDEb/xHG5fWeODq2tc2+pxbbPHRr/Fes8Q+S6uoxqq0PKcEM983n8Ma/yS0/uqlbqj5IqGdbX3+q5jF0EbTa5zknpBXmekVcKkHDEpx6Q6IasTJIqNYBvZCPwvpwP0eu/NT3g9LG1x3/Z9Xn7G3KsWUn+8sPqeMaWeXagLEkik8HFVm0CtETpvz8L7daCkwGvE73HokeUVdW2oKv3KvHqBWoUKX/SZ23DZqjGfePadL3VOuR6T6xlCSNruddaDz6zZhSUNN8/fR+HjqU5TZMkLzyEpHEJngBQeLecKsbPF3NkgcNaQwqM2KbmekFTHCKGI3W1iZ4eWcwUlXKJyi9pkzeNfPkTzvyfZL8//nVcl7r4v5+XZZASsI2qlly6q8plk9senphdPW94mjCnQZobWU7SeARohukgR2TgI0bYh5BhqRhiTX6gdtM+vofpJiVKGThyws96hFfl4rrLUvyde2fL79X7rse8H3fix71+EZ0ZJvMZG733YGyhHrmh+uqH55WmBbowXqrLGC1wGm00xNbY0wFb3zKVQSkkQegTRuzm/Lwurc0gbirwiSwuCwKX2HepKU59jr704Q/D5eGEx5SuHrahF27NvalHXHKVzZkXORhizHj6dV3SSLjhM5mR11fCUcwq9QDdOTkp4eLKN84IcjleFwFqmf3RtndB32V7vsHsw4uHRhIPTKZN59pjbX1VrKCoOTmfkZcXe8YSv4kPi0Guofzb13jrKWCGkq2xqsrXstLad5wuQ16EMvU/YXuuwvd5+JxPFV4ExhlpXpHXCvJo1YYyKQAY4QuFKz9IBhbm0i+JywX9vrrk/4Se859CmpNILap1duJGSwsVXPQK1jpI/vsNqXeuGKq7xHEVZ1hRVRVaU1K+YE7PUL4lnxjbYnDwr0H/efYvGsS9cufZZGt8egRrgqe5zHuN5kJYe+BSlcjknE40WkGZ6Vjd/tzEKNhPt3bn5rRpZ/07W31obirpmnKbsT2cYA9f6HQZhSG0sdd5RNuMzr2qKusJTDp6jqGpNpXVj9qQu5S0TwkfJHji3kKID2Ew90RzzQniN4QTWlIIaJbsX3I9thgsh7ObWGNqxTxzapviTetYXDX7+nRwez4Sl+QW0+xHZImc6WjAbJyymKcYYwtin3YvprbebYmuO61uNVFVUxJ2QVjdCue9HbtybQGtDWVTMpikP759wdDilN4hpd0IW84xkkXPz9gbtbnhhJtmr4CWKKcXmuYJpURZM8pSTuqLj+dxq9576nbyq+KEak9dVk92Qk9Xjxg2owpMtlOvj8PYvnq3Qp3XNZlB9cmOTh4dj/uXrXaQQNnPqXDFVa0Otaw6HMw6HZ9zPZRcs8F17f5HfUP88Qt8j9Bw871xxpSRK2a7K++so9/LYHLR4n/w4bDSgpjI1WZ2yqGcYrAuTEgqfAE96aKMxRq82AJcBIf+wi+Wf8BPeJVbFlEkvDCSWwsVriqn3IavIaqZsbs2SlZCXFXlpNRgv0kydh0CtaH7Pmkxh6sbh8NlFiWiKKUeGOCLEEUFjDPEIkLiqBa9RTInG0v/ZzSdroGKzq+pzdMTGoc3UT+lNLhN/6I3KV0WlrQvq4WzB7/ePMMYQuDaWptDWkTQQDkhJWpUkeUHsG2uwVVekZUXoujjy4unkm0Lg2wmU6uKqW0/86+PzIzuhOvv+SfQ7Ef3Oj0fv/WOCdBRRM5lKZhmzccJ8nDCfphgDUSug3YvorreZnM6ZjhZIRxG3A6qyJm4HtLohjvv+Rs28LLQ2ZFnJZJSw+8Mp978/orcW0+mGpGlBnpW0OyHXb67zpp5HLyymnly8KqM5zVIezqdcb/UuXNzmZc7+YkrkutRG4wsXV4aUekFSHZNySm0KfNUGBEq4eLKDp56ecr0snnwejiNphR5ba20+vb2F5ypaoYerFJN5ynTx7DwX0/yvLGsSYWmCaVbguo7t9DjWDcRZmlWsDCuWFMA/3AV/o2/dEV+E5VKZlSWni4ThIuV0kTBOM4qqbuynzWMW9S/CtV6HP7m6zWa79djPpZAEMsQ4hkLn1KYmUCG+DCh0TqkLQhWjpLpU4br9fOW5z/knGD0GfWoF9qZqutwuiACariRm1uSpRFj3qbIJA+mCaDe5KWMQXZC9H8184CdcBjTaFM+ksolGM6WEf6lNkJeFFAKnce6ram1jNrQhyUr2T6cYA712SPzSQZUvWiier5Za3ocULq6IaXvXabvXGiOKBwghm3wo6wJa6hlpfcow/5qkOkQKh2H2NcbUhGodhEA/w57+SXiqhSN8FtUBs3KXQk8o6imFnpFUx0jcZ1rdv3UIENKK/v+9FFQGS+8TAlq+Z7vsteZovuBoPmeeF7QD32qPhZ1QjdMpaVWRFCVJUXCt1+X2Wp/QcVeGO+dRG2vyk9Yl0zJlURWUukIg2Ao7rPmt1RGssdfz5feyiV55+vO4qOXwHLXXv5PP811haUDR6cUcPDhhNlowPp0xPrEufr2NDv2NDv2NNvNJwmycIISg3Q2pyrPJ1B9DMSWlwA9cOr2Iq9cHuK6iN4jp9CKqqqauNNtX+9Ye/w0Pw1ee41Vac5olPJxNmA0uLkjmZcH+YsYgiKi0RuLgyhjDMUl1TGWyppjqIBC4MqbtOm9UTD0JJSVx5OM1WVL9dohAkBeWevi8Ymr1WmtNnRYkWWG7d0uGwQXC9T+W9eBXH+28UgGUlhV74ynfHp3y3dEJ94djZnnOIi+oG3vQl8Vf377Odqf9dDGFJFQRSjjkOsMYTc8b0HV7zKsZ82pG5MSotxRI/EwIcS4n4o/kA39T6AmmumOLIZNhrXxjhOyCXLcbxfoRmATkGkK2waQ2R0XcBNECPYLqPqgbNpjyvbW4/wmviiYWtgnuvKCYEo3rnQhek6r2diGlwFEKIbCC5bpuiqmC/ZMpRht8V710MfX8leLlLS0kLq6M6Lg32Qz/jP3kf3Cc/Q4pXEv1o43EZVEdMMq/ZZx/R1IdIlAM5VdoUzHwf4avui90DlzCk20cJySrhyzKA7QpSNQhtSlJ6xMC1Ue/5H29OUSz/r6KRf0fNiy1XSMRtH2PSmsqXXM8X/Dt0QkHsznrccRa89ULQvYmU3bHE2ZZwSzPKWvNVruFKxVSPk3308ZQ6JppmfEwGXGUTplXOUpYls3Aj1mqySzLqG6Oaat7f9/kAD+h0Uy1Q9r9CKNtiO/kdM74ZAYC+ptt+htt+uttHt07ZjZOMNrQ7sfoWjfF1B/HZEpKQRC4SCG4emONbj+mN4jp9qIznZ6S78Ya/UkYbEFV6JrK6MfH/M2JZYN+a6olLUJIpHHwZIvY2aQyGZ5qNQJZK4Z9WwtkWdVkRcVskXE8mnM8mnMyWXA0mrN7MOJwOGORXuwo86zXi1lSMh776R8lXrb4SYuC0yTl/umI3zzc55vDE47nC8Zp9liInnwFvqBqRKZnx5TtcC2PDUcqWk4bRzhETowrPSIVN6GL4TO6ZG8PQmAv5m944hljKLKSIitJZimLWUa2yMnTgiIrKLKSsqipyoq60hhtu+PLBPVl5oVUAqUUju/geg5eYHMxwpZPGAdEbfvleg7Kdd7KgvE06iZE0ma82YyUHGMyGyK5DKIEMFNMnWDNZxzQU2D5Z2nv64/43HoWtNbkSUGeFiSzjGSWkmclRUNDKLLSHgvlUjDbHBP12fFw/qKgHIVyJK7v4noOru/g+S5+6OKHHkEcEMY+XuDi+u4lHRcWNhZBP2FAdB4CG+bpvhcTyWWshhCCKPCsTXpR4rsOa92YtV6M/xKZeGBl9zX5cwwmrGbpWQYVIHFEQKD6dP3bBE6PlnsFJTxa7jW2wj8ndDbwVR9H+ggUgVqj632AJ9u0vZsIJKGzRqg2CZw+joiI3C1c1WrMP1w82UYgiJwt1oM/IVQDfNXDEYE1qHCvsRX9OdpUOCLAUFPptGmCXsOTbaS4XFc/ASsWyJv2saqqpkhLsiQnmaUks4w8LZr1t6TIyyYfqH5s7dXGNCYJZ+ea4ypc38FtMon80LPrbysgaocEsY/jKhzn1TemUghcpfBdh9B1SYqSaZaTVzVJWa4MtWptyMqKucyptcFV1lE39KxzrqcU6olzvNAVWVVymE35fnbEw2TEKE+YlClJVRApl52wy8edLRuGi2BUJJxmM+ZVzqLKuRL2uNlaw1dPng9/WAVWmVfkaU66yEmW1+LmOpynNpzWTjFqdG1Wx4Su9dnau7oeS6RSuJ7C8V285fobNGtv5BPEPkHk4/kOjvf2dUlSScKWT9yxcUXpImc+TpgOF0gh6G90VpbnUkm7D5GC+STBD70/qsnUcj8opcD1HPzAXu+qqiZNC7LU0vzanfCNr4OvXkytTmArFLxooKuNoTxXbFnOt8KXHTredSqdNXxte/FU0ke+pZygqtbMFhm7h2N+9/0jvrl/xKPjCcfjOWVVU1b6mfkDP+HlsShKfhiO+e3eAX939wHfHp0A1m3ojHrQBN29JGLfOycCXG6+zo4uiSJ22kSq1VAMpA3sVQHistPqWXYxltOpN7uvPC2YDhcc7w052j1ldDRlcjJlOlowHycks4x0kVNkJXXZLOa1BmND+RxX4XgOnu8QtUO7APYi2r2Ite0eg50+G1f7bFwbELdDAudZG7Y3hYGVsYCDLZy0pfyZwtL6hAu4oOf2Z7Jj6X16ar83c54V5vjvAUYbknnG5HjK0d6I470h0+Gc2XDBdGT/TJtiuywqqqKym72qtseDkueOCbXa1EUde1zEXXtx7AxadNfa9vjY7tHuRc3F/DLPG7P672LYa4MUzup68GOi1pqiqhEC4tBb6aVC32VnrcPOeuelA941FbXJGlrdRRRH0eiqLtYt2ZDuCCUDPNXFoJvrpKDj3iR2dlbv3bJh4ciIyNmwGieq5lHUY7dzVdzo15Y0LdvwaLlXiJzN1e2X/95xbxA7241Jhjn3/BRKuIjLZgTYB1s1DN60YVaXNcksZXQ05ejhKcd7IyYnMyanM2ajBfNJQrbISReFXXvLmrq2lCCpbP6R4zk4riKMfaJOSKsT0mpE/YPtHutX+mxc6zPY6iIi/zWLKYmnFIFji6m0rJrsxpyiqnGkRDW086KumeU207HleSst93oc4TvOqlG5RFHXjIuE76ZH/OeDr/h6ckBtNKWuyeqSvh/z68ENNAaJwGAY5nO+nx2zn4zZTyf8xdpNtqPuBcXUHxbKvGQ6XDA8GHO8N2J4OGE6mts1uDkebLPLNrWqsrbHRFUjlbSSD0ehXLv2ur5D1Ars+tuNrLNeP6a71qK/0WGw3aO30UF0o0spppSUjTufzU/Kkpz5xBZT/fU2vY0W7X5M1A5QSlIWJcYYFpMU13Vo9aI/msnUCkKglEA5krrWpEnB6fGM05MZ126s0WoHvOl18JU/SUdKBkHIRhizv5jxn3fv4CuHwHHI64q8rnm0mLEWRPT9EEfKZqPr4MgA33RwhM+yDJPCQQl/NaV6XSzSgvEs4eB0xv39IT/sD7m/P+LR0YTRLGGWvJjW9xNeHou84IfTEXdPhszynJbvcXutz7Vel3bgE3vehRzt5+Fmv0cvDNAmo9ATjKlwZAslgmbqKRq6kMYYexE3pkRTNkJvF2MaEsJlCG5XHcmXE/QaY2ynu6yYjxJmozmT4YLpqV2op8M5k9MZk5M5i4l120kXWbNxLimXE4lao5cWnsZ2npQj7YXdVfihh99kQoSxT6sX0+7HdNZadNdadAbt5s+YzqC1WuDdZiF/O++VWH1GIJoiaQLGASpbXC03laINcg1TH0J1F9QGQu6AbHOe4mcaxyowK5rt6z7f3e8O2P12nyzJqcp6NeV75qtpQhnjTsitX1zlyu3NV37MJ7HsZuZpwfR0xnS4YDZeMGtoGNPTGdPTOZPhnHSekcwzm04/zyjykjKvqBuet671qrgWqgk1bo4Lx7WTSj+yx0UQ2Y5o1HTL2/2YVi8m7obEHfuzqB0QN0V52LaJ967vvIUogOX0RT5jOmXQprZ5S+9BQS2l1cRaqp8g8FzWupK1bkQr9PBeuCk+e33GlFQ6bVxsn4YQCiX8ZqrzdIG2pBPbCdLjl2olPBQXXTNV07x4HtSF+waFd+F1ePlYywlj0+t953Q7qeQrUXLsREmTzDPmo2S15k6H9hybntr1dzpckExTFrOUbJGTLXKKvKTIKnRdP7b+2qmUahoYEjdwCc6tv8vzq9Nvna2/ay06g+arH6+aHEs8632UUuA5irbvAYbQc0mLkrQsyauK2tjCKfJcaynemGzV2ppQKCkZxJHVAD5x39My5dvpIfcXJ4Dgetxn4MfURvPF+BFpVVA2FE6DPTp96dJxA+7rit1kxO32+ks1pmfjBbvf7HO0N6QqbBHyIiwnPldub3DrF9cee79eF3Wt0ZUNsV0WSrOR/fty3Z2ezm0zc56RzjPShZ1UlUVFWdTopqm5vC8pBaIpqJSSKNc2tewkyido1uCwFRC1AlrdiFYvptWz1+DH1t+O/VkY28kmjTb7lc8zYRtsy+aaUpIsLRgfz2wxtd4hbgWPXS/qqmY2SZprgi0C/5iKKa1tATUeLhDCSrYX84w8s1Nou9e4ZGv0J+FKxVbUYtjq8GA24h8Pd+l5AT0/ZJJnjIuMjTBmJ26zGca4sklmFwqFj6s0yniN65pEiQAlPeQbhq3Ok5x7j4Z8efeA33y3xw/7I7KiJC8qa4H+E94q5kXB/eGIB8MxWhuu97v8b598wF/duEbkuQSO88rTG99xiD2PykxIq0fUJiVQ23iqjzD2+NAmQ5sSR8YIEVMbGy5pgz5jxIo28/Yhl4Gv8uX6sMZgN89JwcEPJ+x+u8/9r/a4//Uju5AP56sJg67OKFy61pZWom2K4bKgWLIfjdHUtX0OhRSki8zSDJpiTzUGKcuFfbDVZf3qgGsfbXPr0ytc+WAT11WrYurNIZ74AihA5833zeMYDcJFyDWQO1B+jyk/R8j/BdRNa1rxWDEFprlYG/Fmbl53fveA//z/+ntGR1OSeYZ+wZoghUA6ip1b6/zf/5//61sppozWVEXFbDTnh68fcf/rR+x+e8D+/eNVMV03dJJ6mY23ovWZ1YJvDOeOC5rsP93UsgIh8rMu/pISujw2lEQ69hhZhjKu7fTZvL7G9s11dm6us3ltjfUrfdQytPwN9sxiReNTF1pp29dTok1+odvfu4ajJIHn4DoKYwy+5zBonMaCl6T3WZjGyTBFm4KLJ1MKJQOUDN4L840X4yzP6p0/ckOvU68wmTJaU1U1k9M5D7/dt+fcV4843D1lNpqTzvPVhGHZnDi/9q42WOdo/rU26NpQNZvcLC1YTJKn199mkxrEPhtX+2zeWOPWz69y42dX2L61/lLFgRICqRycQBJ5HhvGUJuGEdSc/6pxEIaLbR/cxijrSYyKhN9PHrGfjBn4EZ/1rvBpd4faaJKq5Mvxoyc/ATpuwJWoxxfjRxxnM6Zlhn4JWvbkZMY//X+/4Dd/8xXp3FIqX/jam/fxr/8ff8raTu+tFFO6qinyiuO9Ife/fMiDbw7Y/f6A0eGE+SShSMvmWlw3n/NZEb1cf5fr7up4qA1Ca+rqXCxOY0gmlUCcOy6W669y7LU3iH1avYjNawO2bti1d/vmOutXBniBZ9dv9ZrnWyNJcD1L8S7SktHxlNufXqG/0SaMA4SwlHA/9FhMrRHF2laXqL2k+f3hW6MvoWvNfJZxcjSlLG1DUjn289CGplHyZt4Hr11MVVrjSoUjFb5S+MqOkmPP42rc4Wanx3bcxpWymSRUFHpKWp00ND+FEA5KWGGtL7u4ahm29vKvKMkKpouMuw9P+fz7R3x1/5Af9kecjBfv1Lb13xvKqmaUZCyKgl4YcnPQ5/agz621Hp6ylvGvi6yqKPWMUk8AgaHClV2k8Kn0glLPqMwCpe33lV4QOJsoFV3qxV5Iu8FWL3B+KYuKZJoyGy843R9z/GjE/r1j9u8fc3D/mP37J2TNBOp1sNpMA6wmLM/u9i2m2Yo+OD6ecvjghP2bG2xc7dPf7NLqRfih93rFlWiButLoo87pGYzBTqSwphQI+z0SZItmpALCBxGCjJ8qgpcaoqq0pjF+4BJ3IrzXSDBfzFKOHo442R+RTNMXFlOIRsMnYD5KqIpqdUF8WSzXn2yRMx1aAfDwYMLx3pC9u0fs3zvi6OGQ0/3xSq/xWjBLbVLzzRLl8zvAS73HdLhgfDLjdH/Ewf1jrnywyc2fX2Xrxhq99bbtkr4m7BofoITXTJWfhKY2OZVJG23Rj4vlNDnNS8az1E6nXMdqOV/q90GbgtpkVDqlNs/WTEnh4MgIR4SrsPH3GT+28cOyUHmRZjWZZyRTS+M7PRjb9a5Zf/fvHzM6mq6mDa+Dxwqs+nkrLzieQzJLmQ4XzEcJJ/sjdm5ucHBrnf5ml/5mx+pnQvcpSvzSNVaicNXTR9DZUntGoj3/zpwvrp787NK64CCdMKtyPu5s8bPONrda68yrjMh5ejopAE85tF27CU/qYhV98yKURcXkZMbhg1OSaUKWvLiYEk3hfHowIVsUllL3Cnrl5dprDA1les7wcMLwcML+vWP27h5y+OCUo4enzMeWxveqOXJnj8XZ9fgljonl63N9hzDymY0WDA8t5XTv7hG3Pr1KluR019v0NtqvfN4tby+kJIh84m5IXWqmowVaG+J2iBu4CAGe79LqRiTzjNloQZ4WhLFH3A5QjiRd5IyOrfwgmdnbnB5OOHhwyumBvW7d/XKPv/1//7aZ0llN1mCzQ9Sy2tz5JOH0cMpikpAmOaOjKYe7Q/buHjM5naGU5Kt/uUdd1Qgp8HyXte0u/Y2OZVcEbvPZTUmafdPJozGHu6c8unvMYppy9PCU3/zttxzsniKlJGoFrG136Qxi/NBraH4S17WMg1ppe/1rvt7G2vbqxZSSbEdtun7A1VaHSZ6T1SVZVRE4DoFy6Pg+XS8gdFxcpSzdwWQk1TGn2TcUeo4jbQChQOKpNn3/Q1wV8aq8xeki497eKZ/fecS/fP2QH/aHpFn5UyF1yai0Ji1KtDZstmNur/VZi6NmIvWGBg3UaJ1R1pbqp02BdFyk9Kj0nLw+blYrYTUJOkUKj0C9+fTgeRBSrOh1zyvairzkeG/Eg2/3+fqf73Ln813mY0vpytOCIn31ANA3QTrPKIuS6XDO7nf7dNfarO/0uPnpVT79qw+48ckOvY3O6xVTsocQARdrni44B43GWqPPQUTgXAfZ4zGjinPP+3hvSDrPqMqaziDmym3ntYqpV4ax+pmqrC3lJy+tWcMrBrAZY5hPEu5/tcfd3z/kzucP2L93vKJ0FmlJkVev5Hr5tlBXGq1LhkcTZuMF+/eP8TyHax9vMxstKLJbuJ7zRsWUxGnWep+ap4N7DTWVSal0guE1i8m3iFpr8tIaGB0OZ1a47Chakf+SOVOGyiQU9YRSz+3E7RlbKykcHNFqpux/PF3gy8BS5K+cF9P85qMFj+4d891vf+Drf77L0cMh89GCpJmKlEWFrt7N+VaXNdOGtnu6P+LO7x6wdqXH+k6fT//qAz79qw8ZbPfo+84bmZhe9I48710q65pJkVIbzVbQ4WZrjZbrM6+yZ/6OIyS+tI2FvK6oLtHJ0WhDbWqqorIU56LC9V1eKX64YTYcPxxy94td7n6+y53Pd5kO5yym6aqBVTUh3e8SRhvK3B6HRVYyPBjz4BuXIPIZHozJFhkffHadzqDFK8jOH4NUgqgd0Bm0GB5NmU8StNYEkYdq6Mpe6NJda3F6MGE2WpAlBUFoKeGOo5iczvn+813ufbnH/g+2gErmGckss9rCpOA3//0bHnx3YGmFrsOnf3GbX/6HD9i+sYYXuJzsj/n9P9xh9/tDjh+NmJzOG6OljMUsRUjB3/5/fsvn//A9rqto92J+9T99zC/+6jaDzS6e77B375jf//0djh4OOXo0ZD5JSaYZydwayGRJzmQ4J25brdf2jTV+9T99zIefXWOw2cELPcLIo9uPOF8aCLBuf29BB//qK7ix2QRaG/p+yHoQk1QFSVUSOi6R46KxDjO66eBoaiqdU2lriV6b3J4sIm+CACtq/eyT+CLUtaaqNcejOV/dO+Tre0fsHY2ZzF/tfn7C62PpbhS4Di3f6gnU6575j8GGQmpTUGmDQFGpBGUCKj2jqIcrOp82uT2ejBVbX6aYXkorNH0yk2BJB8kWOePjGUcPTy2l5MtH3P39LrvfHVA2F4QfA0vqWJ4UzGg0OiczknlGmZdMTudc/WCTzWtrtPvRavP8MkWxEL6dLj0TjzszGlNbG3WMtUoXPkKuA0/P2I050xglswzlSKoXTFveKhqaZpmXZEmBaGgTL8JS1zQbLxgdTnj4/SF3Pn/A/a/22P32gNP9saUWvUC3ddkwxmBqQ5FqirQEUgDibkiZv51jVQoXV7ZQMkToOZjHCyZt7BS6qMfUekn1+/GyhKxZkmiem6V05WVFUVUv9XkZDKWekVT7FHra2JBf/HtSeHiqgyvbyBfqnN4fGGMsvcssT9lzFKfLgjg/mbpAV2kM4xObpbPbUPruffGQu7/fZXIyp8jLF0+jLwHG2E1zmVckswwhrGva8GCCrjVZUnDtoy2ufLBFb71FuxejGq3Kk+/ns97d13nfDaYJuQdPNsyiF7hpFrpiXuVURq/MLy4TxkBVVuRJQZGXVsPzgmaWMYa6rCmLajWJuvO7B9z5fJfdb/d58O0+eVpQv6Ni+rnPVRsqbc0sliwVx1Xc/HmT8/mGp5PrOWxdH/CzX99kfDJjPknZvDpAuWo1Be0OWtz82Q6Oq2j3Im7+bId23+qllhrxIPJpdSN66/Y5dsvq7PplrBW7pbbar1Y3xAvcVcHmeNaQozOIKcsKP3AbUxdLqUXYJrXjWGlCqxOduRA3NEc7QQvJ0piqqmh1QlsE13bvtWx0O659Dp1Bi7Bx0hTSNr+X60fZ6PaWUgdLHX7z9euVi6lSa46TBaM8ZTtusxnFeErR8nwcYUWPJ2nCYTKn5wd4cRvRUDkQgkD1kMJBU6FNhWYpPn61jUVZ16RZyaPjKZ/f2ee73WPmP5lMvDMIBI6UOPJs4/H2odGNnqLWKZVIKPWUUk9wZAtHRIC09LDz5geXBNHYTj/pKGWMoa404+MZX/7j93z7bz/w4JtH7N8/YTFNyNPiR5k8PAtlXjEdzinzkuHBhAff7PPxr2/y0Z/e5INfXiOMg0t4G8/doZBgfITaARxW4b5PwHHtVCRdZNRje4F81xNnrQ15VpIuMlzfAZ5XOFpUZU22yNn99oDf/49vuffFQ/bvnzA6mpDMM6rqxQYYPyb80Gf9So+1nZ6lSLwBlPBwVdtOXxg+9e/aVBT1hKw+oTLJOYODH6eYUkrguQ6B7xKHPmVVU2tNWS2daV8ETVGPWZS7drL+nOuaFB6e7OOp3h9UMbVslprG6U2wDHC9PIiGpqMctSp2lzDa6p0efn/AV/94h3tf7vHgm33GJ1MWk9ROot6T9dcY0zAFKr78pzvsfnfAh7+6zse/vsWHv7pu11/nYoOQtwkpBK50qHRNrivSqsCXzz4GDYZ5lXOYTsnrktjx8ZXz1GfxtmELDTvBD0IfXnCamGa9no0WfPVPd/n9//iW/fsnHPxwTNJMo36MovplIYSg3W+xc3uTdr/1RjEsXuBy82c7rO/0KRu7/8Fm57G9y/pOjzD2uf3pFbKkIG4H9Nfbq8dtdyM++tV1rt7eOJvq6vNawnN01MY0JO5aN0A/8FCOZH27h/8/e3z86xvWnbg60wCvXnfzu0KIVWHX6oa4nosQgqu3N+gM4lWkzHkdm30OrH5fNEG97V68KsqWt6/Kmtk0JZnndPsRPd95a+faa4T21hxnC/bmU1qex1XZwX2iWTAtcu5PR1yJ26wHEb5j8ywc4ePIiNqUaG03Rkr4ODJ8ZWv0JCs5Gs54dDxh72jC6WTxRp1eATiOxGksRZ2lWHspJlx+UMtO3I9LH780dFvhS702V0k6jWtfUdWM04ysrFYJ6W9S5Us8PDVouroCJQMcGdljSLbx1KCxUT6fwG4aOo3mskJfpRQo90wztcweWUwShgdj7n/1iC//8S7f//YHDndPmZzMLuV5vCl0rSlqSy+YDq31a13VlHm1ytDorrVodSN4447Nk91VAbi2gBIhyGdbkiolcD1FXdWMj2csphme7zI+np3VzoDrufTW27R6FxdlbwKjbSZYNs+JWs8XQVdlTV3WnB6MOfjhhG/+9R5f/MMd9r4/YHI6fynh9Y+JpU4hagf0N7t019tvTKlUMsBXfTzZJhHOU0MaQ01tUgo9Ja9HFPUIR8Y44s0F568DKSSuI+jGAVfWOxRVTei5tEJv5fB3EezGwKBNRVadMCm+I6tPeZ7SSomAwFnDV4PXdrO1Tog1lcnOMT/KxnlPW+Mn4ePKAE/GODJ47PnaGZPdlMhVXElTzj7xWrXR1MaQVRXzsqDUdkrsKUXH9Qkd98LfexsQsHIvFUqs2AC61pweTBgejPnmX+7xxd9/z6N7Rxw+OP3RmAAvwtJaO0tyO6WuNUVeUZUVUgo2rg7orLXwfPctrL8Xw1cu636LSZlylM24MzvmSlQxK1OK2ja387pkWqSrsN67s2PuzI5J6oKdsEvfiy99OlU379OLiiCtDXVZkSUFB/eP2bt7xJf/eIcv/uFO49Q3eznR448Iqaw7ZLsfs361v8qJel04jqK31qa31n7mbaLGZfBZ8AKXQeDCZue1n8cy7/JN0O5bh+LXRZaVFEVFkhRkaUGWl/hpQeo7lEVtTUXetZtfqTUn6YIHszHX290LbzPKUr4bnyIQfNxbJxIevuqiTUkmxmgqKpMBhkCuEzmbuOLV9FKTecrdvVMeHo1J88JWnq/6YhpYAxZJFHi0o4A49IgDjyBwCTwHr7HKVUsLYnFWRf+x4cZ2/6WoeqHrst1pM0pSZlnO3njCLM/Rxrxxl9KRLVruh0TO1abroKxIW7goERLqHbL6kLw6Xv2OMTXa5AihkLhcRmtPSoFzTjOlG03N4e4pv/2br/n23+7z8PsDTh6NXttc4l3DGEMyy/jhm30W03Qlhv3FX33AB7+6vuoYvT1I69onPHhmWOnjmE9Sdr87IJllPPz+gDAObBes6Z5111r86n/+hI96N97i87Qwxhad6cIaYTwPRVaymCbc+XyXf/tvX3L/q0cc7Z4yHy/e243deSydneJuRKcppt/UHleJkEBt4MneMxpmtgCpdUJaHTIvHxC5V3Hkj1NM2WuBYNCN8FwHbTRKSnzPIfSfX1jawjAnqfYZ5V+QVSfPtXt3RECoNgjUOlK83majNgWlTplXR8yKfdJ6TF5PqUzeuJ4GxM4abXeHvnebllw+jlmxQ2pToU2NI7wm/PesoDqPSmvSumKYJRwkc6ZFRqU1bc/jo+46geNe3kCloQIpV64oSnWjN/n+dw/47d98ze63+zz8/pDFNLEZbO87mg3c6aMR+SInmaaMj2f87C9u8+lffUBvvf3KGs2XRdsJuN1e5/78lDuzI46yKZ92dxAIZlVGbTSTImUvGTEvcyZlypeTR3w53mcjaPOzzjZXwx7OJbtQVpWd8hfZ89kdurYW+Kf7Y373t9/y2//+DUcPrcanzMv3vpASQtjMyFZAux/TW+/g+W+uP/8JFrrWLBY503GC0QbPU+R5xfBkTqsdWqbIZYf26saOs6xr0qriIJmxN5+yO5/wcD7lSjw9d2vLX95bTHg0n7IZxlTGBg1K4VDJGFfGeLKFNiU2dLVPoHoo6b+SE9tskfPgYMThcEZWXOQS9ZwX3UyeQt8lDFwCzxZNnTig1w5pRT5x6BMFLqHv4rkO7tLWcmk1/IrF1DLzwpzTksFZN9iKam3HrWqsWpfuNTYoVq4q52UH/HzukVTCajy0ftw+maXNs3zKLegi7Kx3Xmp0H/kuNwc95nnO3dMRx/MFu6MJm+0WsecSeTa0d+mI9jKfrRSWOri0C348l6YxWZYttOljN2GFpYiaCiWXU4nLWzWFtJxeqWyI4WKWMjqccvf3u3z5j3f4/ncPmA7nZH8ghdQSZV4yOpyQzmyeUZYUBJENfe0MbCbREm+8uItmMvUSkEquAmjDlt+M+Ct0ndrjvnkqXuC+VHbJ60A3k6l0kT9Tr7W0Vz7dH7N/74hv/vUeX/7DHQ53T997Wsl5eL5Dpx/THbSIOxFB9GJK44vgyIjQ2cJXgyZP6SIYKp2xKPeYFt+hZECo1rEMgHcb5CuaRlAr9GmFL//6DTVFPSWrjliUeyzKh9TPsES31GSJI1sEzgbBa0ymKp1R6pykPmFRnTAt9pgUD0nqU7JqSmVSalPiqzZd9xoALWf73PM1VDqn0HOSakRWT4icNWJngCNCXBnyZEGlG1OWpCo5SRecZAsKXdMtA3peSOx4BI6Dr96+mYZoNFOOoxDC6hKXbn3f/dt9fve33zA+njI9nf/oWsRXxWKaspimVGVN0mi+W90QXWs6g9ZqOvw2N9ZtN+CD1ga11nwzPeQgneJJu3mfFCmlrtlLxvx+vMe8zJmVGQ+TEbMq40N3g593t9mJurhvRSP9bNjJlA3M1fUFXqBaU5eaZJby6N4xP3z9iK/++S5f/dOdN3NIfccQUhC2AnobnRU97adC6i3DmCb2wLJvajQltmB/GyvGC1e92miSsmSYJ9yfjrkzPuWb0QmPFlN+d3JAWp0drFpraqPZnU+ZVwWV0Y/xIm2XbBNXRkR6A2M0roxwRfTKOVNJVnA0nDGcJpSvsJESQhAFHp1WwM3tPje2+2z2W2z0W4S+S+C7uI5qghvPFVDnaH5iNXl5+YP9zJWmPnOPMQbXd4laPq5vrSqrsmY+SSmyEtdzcH3rXub57sq21zrDJbi+YwNbAw8/dC19K68aYd45gaCriGL7GC9CO/ZfiqfbDQI+3d5ACBhnObujMf/yYI/D6Zybgx7Xel0izyX03KZAevGiGziKlu/jyfPdrqefi0Dhqw2UDJvjS6NkjJIRAufC33kbkFLguA5SSnStOd4b8bv//g3f/Ms9dr/bZ9bokP5QURYlp/tjdJPBsJim/OI/fMgnf37rR1nYvYby8OGvrtPf6FBk5Sq0U9gKHQA/9Fi/0r+U52BpfkWTSXPxdClPcuaTlO9+c59//a9f8uCbfYaHY4q8XOVk/SEgbAVsXBsw2O6+NcdEV7aInWuEzr3nFgy1yZiX91HSI3A2absfIIXTTEnef2hTMi9/YJR/ybx8QK2fdi5cwlLeQ3zVw1dreKr7ypqppBoyLfc5yb7hKP+atBqR1zMqk1HrEo0NQa5NgS/bFDpFc3b8GlOT1VNm5T4H6e84zr5lM/g5m+Ev6Lg7OPLKU6uo1dnYRmJlakpt9WRpVbKfWErzlbiDH16CM+FqMqUw2NiEO797wO/+9lvu/n53FS9wOdrdd4P5JEHfO8JxJHVV8/O/mPPpf/iQtZ3eW19/227AR51NQsfFVy67yZCTfM5xNmNULMjqii/GjzjMpjhC4krFwI/56/UP+LS7wy+6V+j70eVPphpzhmfpjutSM58kHD445Tf/7St+//ffcfDDMdkif6eOuW8KqSSdtTY7tzcuha7+7x1KSVrtkN5ai9PjKdNJQhj5xLG/MqB4U7xw1TMGKqNJKzveP0oXTIqMeVlykiwIznWhaqOttWxd0fMD2q6PEnLF315pYISHlM5KnPs8KsSzkBUlp5OE6Tx7qVBeIcBzLVVjZ73DlfUun9zY4JObm+ysd9hZb+M5ztlG7S1jNl4wyStkpRGlFaALKQilpOPblGyAUlYIpyQVFUqDq6Eb+rR7EboJknOLGjPPkUagCk277TAYtK0GplpQVBqjFLWxNDTPEQxaIa1u+NboiVJYy2BrfW+YpjnT9JgfhmOO5wtOFwlt3yf2vSY48MWL7loccXOth9e4wDxrmiWExFUdXF6fx/s6kErieIqqtLkZu98d8MU/fM+dz3cZH0/f+kRq+TE9GR90WagrzXxswwuNgXSREXdDNq+vEcY+Qfzmk4pXgeM6q+DLzWuDVYgtwvLB30Sc+7I4m0xlVMXZ5tisulyG0fGM/XvHfPtv9/n8775jdDSxZhl/YB3yMA7YuDpgsNWzeo23AEeEzfRlHVe2USJAm+KpNV+bgqQ6ACHoeB/Sdm/jqR6e7PAsDc/7AGMstS+vh0yLOwyz35JUj5qe58VwREDgrBOoDXzVbQLHX+axltS8mll5wFH2JYfp7zlIf482ZVN8KqSQaFNR6RSJQ2GShvZ37vht6JWFXjDM7/Mw+WdA48oQVwS03G14Ivtq2Ug0xpDXNYWuUcJSnvO6IqlKyktqHgjByvzHRiaMuPP5Lr/5m68YH0+ZjRdvfY080+LyTtbfPC3I08I6w6YFQgj6W107mX/JZujLInI8IsdrrM4tI+SbyQEAA79FqOx+ZFKktN2AQLlcjfp82t3hVmuN63H/pa7pb4olzS/PHndjXOXBLTKOdk+5+/tdvvqnO3z5D99TFtW7dX19C1BK0l1rsXNr4420QT/hYggpCEKXVjuw1u6LnCj2aXcj/NB9K/viFxZTSghix2UjjNH9DQLlUDdjshvtHh/31576nWWI75W4Q+S61E0S/KI6Ylo+oNIZbmMoAODKCCV8PNV66SdeVppFlpMWJfVLbFocpdgatLm22eUXH2zzi9vb9NsR/U5IHHq4ztsJ7noWRkcz7vx+l8Uso65sYJgfusSdkGSW4fkOVaUpC2ujmqUFySxF14ZbP9/BC9xVSntZVOjacHowYng05cbH27S6IbPxgh++2afMS4JWQFVUjE9mBJGPcuQqX0C9bqr2ORzO5vy37+/xr7uPuNfQ/MBSKJOi5O7JEK8ptpYGHi/CZztbtPyP6YVvJla8LEhpU+3HJzP27x9z78s9Ht09apzx3q4mZpmaDjTiSL2aNF42qqpmfDIFDN/8yz083+XWp1e59Yurl//gF8CKi60QOZllCCnoDFoEkde8J8ban17C6Wu0tm5+F0ymyqKiyArufbHLv/6XL7n/5R7z8YKqfL/d+p6FsGWL1rXtLl7wdqYLQjg4hHiqT+xcXTn31SZ97HZ2ipKRV6cMs98jUAyCX9H3f9lMp97PCVVtCublA6bFHUb57xnn31DoyXN/x1NdOt5HtNwbqGc4WV4MQ1HPSesJx/k3PFz8E4vqGG1qAtWj5Wzgqw6ujEjqIcP87jPvSQpFqLrU7g6B6qBwyOs542KXtnvFWtQ/cT5pY6xuqiqZFTl5VbEexmyGLa7EbTbCFh3vchouSzc/ow0Pvz9kOpzbidTBmDwp3vq6KBtWysroonEDexdI5zlHu0PudnZp9SLKvOTWL64x2LpYo/4miByP61GfthtwK15jWmYUuqLQS0t/ga8cQuky8GMGfkzbDS7dxW+J+rHJ1Nn7b/VyBSePRnz+d9/y+7//jr27Rz9aZt+bQiqxKqZ+mkxdAozdRygpuHJ9wLWba3ieg+c7xK23czy/uJhqKFqOVATKIVQOoyylqGtudXp81B2sbiuFpQB0/YCeH+BKhRKCUieUJiWrh0yLXWqTETobeNJW4AIeoyC8DKrGGj0vXpz/IYQg8Byubnb57MMd/vzn1/j1J9dWm69nFVHaWH2TabRgS3GywGpmbM7G8wl/y3+fTxL27h4xn6QYA0Fsp01LZx+lJFlaUBU1UgnKomZ4OKHISnrrLTavDajKirKoyRqLytODCfe/fkQQeXz4y2sks4yDByfUlWZtp0eZlxztjQhCj60bA8qiu7oovSnGacYXj4747cMD8qqibLpGZa1JixmPJq/uZOcqxf/y4c03fm6XhaXhxMmjUZNZccDxwyHJNH3xLzeQSjZ5BxKlrP5KKauNE0stnjzLRBBL18DG/lc32QzLKWVd61WOlK71hbzyV36dtZ1Q5WnBnc93AUu5u/LBZpMlId/JlGA5/cnTgmSaMh0tGJ/M8H0XP3BxPYcsyakrTRB7q2nK23xu5ydT1vXHrJ7bYpowOrKaud/8/76208mkePVNl7CFujyngRSNwcZ5y9cnsdzoLS8Uy+PkPC/8VZ5L2FpOprpvrQsuhQPCwVd9Wt51cj2i0vOniqmlBrLQE6bFt2iToURA6GzhiMhOb4wtqn7MCdWZC14zkaqGTIvvOc1+xzj/lkW1+5zfttcOT/bpeh8Su9deyWjDYMjqCZPyIcP8LkfZV0gcfNmi415l4N8mdtbwVZdRcZ95eUipL16bBApPtYmobTElPUqdMC33yevphZbuxpwVVFldURmDLxU9P2ArarMZti7NgMIYQ11r0kXOg2/22f1un91v9pmezl/6PoQQ59ZeaXXES83x0ppZnoUDK6WaLKZmra0eX3u11qtMubpq1ua3QDNcTqgefneWg9Ndb9PuRavp3NtCoFyC0GUztCwP0+x5Go9HAJR4PFOq1ppKa6QwdjJ5ieejjZnIKBrt6fL9LfOS8cmMvTuHfP3Pd/ni778nT4rX0s4uP/OlNt1+f2Yydp5SvsTKGrzRpy9dcJfaeN2swS9b5CulLM3v1gbt3ptNps7WqMat02hoPlGWX++mL/tc2HrBe2Un79eBwTQh9Yb19RaDtbZ1yoQLP9/XwUu/Cilsh6LrB3zYWyN2PW52+mxFZ7aLywu/rxxceZYHIcTSPCAkcjZACNruFfyGwqGE1/z95WEMZ8HAz83yEPieQ78T8cmNDf7y0+tsr3Veqotd6JqkLCh0RaWtq1PL8XGlojI12hgcIVcOf7L5RJamD+cfQjkSP/Soa4NUgnY3or/ZwQ9ctLZj/dloQZGVeIHbTEHU6quuahazjMUkZT5NmU8SFtOUIi2pS73y2zcGgshj69rABo4WFcbYA7cqahz37Ry4sedxY9AjKUqq5dTkDfHRxoCW/2a5NpeJyemcH77aYz5JePj9AcODCXn28nbXQgpa3ZBWN6a70V7ZecediCD2CEIP17dFglpOSgXQdEbrWlPllZ3QzDPm48QGwx5NGR9Zqst8nLy111tXNj1e15q17R7bN9bpb3bobXQQb2G6+eLHt3btB/dPuPvFQ04ejVjMUtZ3enTWWkglufflHotJyq1Pr7Bza+Oty+XOW6MvJ1PLSdm9L/f4/d99xzf/ep/5OLHW8q+4mVqGDUat0FrIdkLidogXNgVjczysiizrM2M3d2VNVdVURUWelWSLnHSRk80z0kVGOs/JGtrQ866cQtjNQ9QKWNvp0duwTlJvE77q0fM/pdIJaXlArkcX3s6Ymrwe2zU0/QfyekTX/4Se9wmObOHKFj9WBhXYCZo2OXk9Ylrcab6+Y1rcJauPn/u71o00IHQ2absfErtXUa/g4mfQzKsjjtIvmZdHAPT9m2wFn9H1rtHxruDJFo7w/v/s/dmTLFd25ov99uBzzJFz5pkxo2Y2ydu8t293SzKZHvS36kmm4eHqmkl91cZmi2QVi8VCATgAzpxjjB4+bnc9bI/IPDhTjgcoEp9ZIvMgMzzcw7fvvdda3/o+TF3gSP+NwRTQGBRrHBniK1v1yMyYok543YBR0q7toXZpO25DO4SiMuf04Lo8iqxk//ExylE8+fIFzx4eMBvFFzqG6zu0eiGdQYveWpvOoEXUDQg7AX7g4p553pbPhH10aqrSJq6yJCeNM+JpwnxskzujRvhiuX5fF+aThMd/eoEfeazvDvBDj956h6hzs0qXQiw7FZeJ4pfv7LzMmOQJkePRdQL0DQZTpmwEKNKiEdeySc2Tgwm///9+yR/+21c8fXhAluQXV3Bc7lcDl6gdEHZ8wnZAEHm2T70ZD7oxuZVSrCifZWlFwMqiXPkKJnG2mneTZg42hZXdfhukFGhX0xlEbOwNruH+1lR1galz8mpGUc0xVYapM+pGwbOmgvqHreC5qkvbuY2vX2W3XTcqU5MkOdPJAs/TuM2aqqRt3XCuqFoLFwymXKXouD53Oz2GfkDPC2ivyvovj5iyMkghUMIaM1Z1iRSq4Yh7tPQWvrJN4wKJuGAjo6U+sQq033jeUhD4DoNuyIPdNX7+wc65+ZGFMUyLjLgJqFypqD0IlCavbDDlSIXTuIFb5brl1CNRZ95DKoXru9S1dbnuDCKGW12kFExP7CSczE/9FJYPseM6KEdZfvA8ZXQ4JZ6lLJqvPCstl3iZcKjBDVyGW7YKNRsvVvxrSz+6ngeo5bncG/ZxrjFLdmfQI/oRB1PT4xnf/fEps1HM828OSRfvDqRsJUqgtcLxHIbbfdZ2+mzfW2f73jrDrR6DzS7tfkSrE+BHXkPLfPl5qKqKqqxWhoST4znHz0ccPRvx5Ot9nj084ODJSZMlNSuq2VUypZWpONmfMD2Zs3V7je076wC0B6dmgjeelVzkHD494ct//I7n3x6SLjKSj7f5+Df3cH2HR1885/j5mO5ai607a3bhv8ZTqpYCFHFqefi1zYqmcca3f3jK3/4/f8vJ/oR4sjhXQkE2FchlZlw7dl7orbfpr9tAtb/RWQVWfugRhB7KUWgtV410ZWEoMmtgmKU5i1nKbBQzPZlbX5XjOdPjGbPxAmMMVZOVsxn1l7OmUllhlbATMNjs0Bm2UPp6aXWu6tF1PyQ3Y07S3yPLFw0b4eX5qKaiqGYUVUxZxcyL7yirGC0CAr3R+Mo5iMYT6W2+SFfB6XOz9GKyGd6qziiqOfPiMUfJ33OS/Za4ePrOQAqsr5Sn+oTONm33DoHeupDARl1XxOUhh+kfScwJAknPvc2d1t/QdXcJ9ADVUOfn5T5KvJlyJxqjNoFCywBPdchNTGomlFXG6xZVicCRlsIfaIfUlFglxorqhvPceVZw8PiYNM54/u0hh09eNYD+PmwlSjTVdGX9e3b6bN4asH1vg41bAwZbPfpNgBI1z9vrjKpNaTCmIp4kNoG1P+Ho+bjxNNrnxXdHSCmYjWKrxltWL6n2XgbJPCWZW7Pw7Tu2l8b1HOsLdEP+U+cR15oWCY8XJ2z4HVraQ98gBXcZqNjKVE1lDFlScPR0xD//7Vf87r98weRkfq4gdlV5XAqLaZuojnphM/faObg9aBG1fYK2b8dDYz57Sruv7dybleRJvlqTl+vy9HjG9GTO5HhGlhQNa6RhC5hT9oA9p8aSwnfoDFoMt3uvrP3vgk2k2+qT9Z0rKOuEwsxJzCFpeUxRxRTVnKourAoyptEw+OHqU5Gzi6d6+Nx8MFXXNXlWEM9Tm7R2tS1UaEmI936DqbMQCExd83g+ISmPLBXuNZu2gS/YjABmpOaE3Mwp6xQhNLmZrwwEtQjpuLu2anXeE1eSwNO4jiKt30xn0VrRb4dsDTpEgXfGePfdKOuKtCxITYGpK3JjiIscJSW+0mgpyYxVNHKkwlWKruvTdX0Qlm98Xni+w3CrS5GXdvLICqSUOB44jm7U+mrm04QiK8/4ar163RdVGrwM2r7Hx5trbHffbAh3UXR9n/aPOJiKpwkvvjsmT3OKczS4alfRHbYZbHbZvrvO1p01+htd+hsdWr2QVi8kaPkEkW+rEL4VXHidsMKSouJ4mlYvxHE1YdtWEnbubzA9mXP0fMzxsxFPvtrnyVcvmE8SFrPkylz/qqp58vU+f/e//B4ErO8NCFr+lT2I3oV0kXNyMKEG9j7YxI88TvbHdPotHE8jsBVfpaWluplq5QF2Xairl6XRjTE8e3jAd18845s/PGV0OCONs3MFrY6riToBnWGLte0+gy1rjNsdtgjbp5s5P2wqlF4z4Tv6jK+WvTa7MJ/SjIqsJEvzFUUoW9iey6V32PRkzvQkZjqaMzmcMT6eY4oSU1YEkU93rU1vvY0buPYzvOaNmhQujuwS6h163idUdcGifPaW/qKaslpYH570H0nNEaHeItBb+HoNTw3xZA9XdVBiafp+fePRBk8lZb2gqObkZkxqjkjLQ5LykKR8zrx4QlK+oKzOVyEJ9RZ9/xd03Y/Rsv1GP6e3ITcL4vKIuq4J9ZBQrxHqAa5sXUr5UCBQwsERAQUxRZVS1cVrt1imrhuhiZxZkZOUJV3X0vnlDa83ZWEYH0xZzFLiyfmq72HHp7fWZn1vyPbdddZ3+vQ3OnSGljIXdQOCyMePXmYEvA5CChQSP/KQStrN79DS7+99vsfoYMrR8xH73x3x5Kt9Dp+esJil12LUPT2J+eLvv0E2htqdYQvtqAtvuq8Lj+IT/svBl/y8t8dW0LkRKfwlVmp+TWVqehLz6Ivn/PG/P+T5t4fMxvG5+5WDlkfUCRlsdVnb7tPbaNgh3ZCwsxwLHl5gx4LdcDcskZeEyeoVrbNsKPZ5WpAlxWr+TeYpi1nCfLxgOoqZncybAGvO5Mga0Btj2zs6gxbrewNa3dBar1xQWKlqKlCpOSEunpGU+6RmRGZGlNWisUnI7XNdG2pM07ryw1amyjpl4H32Xt5LSIHnOwShR56VHB1OLZ1XCdY3uwShe/MCFG9CWVU8mU95NBtTGkPZVDyWJ1TXNQ96EkcJHDUhLg4bo16AmpgXqwk7UH1cFV04mPI9B8/R5IV5Y2ZMK0mvFbDRbxEF7oUGqqkrUlOQmAJRQ2pKJnlKTc1G0CLQDqM0YV7kuEoRaI2gR8f1XzkbIVj1QcgznFyabIkXuPTWvJUJbBJnCNf+neNpPN+lqmuSebNxa/q3ZNNvQ7PPWma+V70WK+7vuS/7XOj4Hh3/1czneTaVP0ZVrvNgWQ08D4QUuL7L2nafO5/t8vN//yGf/uV9OoMWncH5hVZWxxMCoQRu473U6oYv5XOWVaST/Ql//7/+gTwtEJxY+kNRXikBVZmKZ98ccPxizMbegM/+6kGzyNwsXz5LcsaHjeTyvQ2iToDWkqgXorWVSBbSZgxrakxVXbvCX1VVq6px0dgOPHt4wG//33/ku395yuRweo6ezVM6SW+jw+79DR784jZ3P9tj9/46G3tDdLN4X+t5ZyXpPGX/0TEvHh3x/NtDnn97yJMvX5ClBVkigIKwE7C206e/3rFZ2BswClXCRSmXUG/T8z6xmdNq/tZgytQppk45yUacZL8j1NtEzh5t5x5t9z4t5xawg6NqNAHiJXXYt9+TZf+ArToZTm+h/aGqc0yVkVUj0vKAefmIafY10+IhcfGItDw+1/tYCASSUG+z7v8FXe9DHNm6sIdWTU1RLViUxwSqR6gGTUA1wFWX77NQwlklNss6xdQlr+MmVbVV6k1MQVzkZKZECFutEkJwsfThxWAKw/jonH24zdrY6kZs39vg49/c42d/8yG7Dzbp9KNL+adJKUFCoBVB5NEdvjyHL2YJJ/sTvvnnJ/z9//qHxp7Ezh1X7aOajWP+9I/fUddw55Md9j7cQohX2QvvC4/jE/63g68IlMNfrd2jfX0ig6/A0vyyph+qYnoy56vffscf//tDXnx7SDx5d7/ycg8UdULWd/vc+3yPB7+4za0Pt9hppMi161zrvGeFxApGh1P2Hx3x4ls7/z59eABCUBYVRVagtKSzdhpM6Qvc02VvVFmnpOUx0+IbjtLfMsq+IC6ekZrja7uem4AUmqI6f8/j1d6rCaYClzjOmIyz1b44CD3WNq6uDH3h1Ts1BV+Mj/jT6AinaT49WsSMsoSO69Fx/GbCLYGQyOkT6XUivU1VLzMIL08uWgb4avDKe70Nge+wMWgxniWkeXkuefSLwpGSluNRVBWzIiUxBVATaIe+F9BxfRyhcJUNqKZ5RhFWaClfydT1Nzp89MvblIUVmAhCz3JjBbR7EXVV47gKYyra/ZA0zpHabpz76x2UVqzv9FFK2qpUXZM82GAxTdm6M8QLXPrrHT761R28wCFs28Vx5946pjC0uiFB5F3oYb0MamygXZpqFWQ7SjXy6Ofzm/pzhpCCqBOw+2CTvQeb3P54m72Pttm8NaTdb+G+hkJyLe8rBEHbZyDgs796QHetzcPfP+bh7x9z+PSEk/0pZX55xUErNZvz/Lsj/vB3D7n76Q57H2zh+jd3P73ApbvW5vjZiBffHXK8P2F0MKXIbUDjhS6Toxl543Cv1PXLpdd1TZYWzCcLjp+PePr1Ad/98Rlf/9NjTl5M3rpRWlL4+hsddu6vs3V7jY1bQ9Z2+pZetNGh04/Q7vU2lYMdD1pLvNBjuN3DCxwGm11uf7TNx7++a3s9ml67sG3NIrfurL2W4nSdcFSXrvcRVV1QmGmTVZ2+RpDiVRTVnLh4RlklLMrnjGQXV3XQMkQJqwirpEdcPCUxB288Tl1X5GbMvPgOEOTV2FL4MI0ReE5ZJU1WN6as5mRmQmZOyMyIooovEEhBoDaJnB163qdEzi1c1b9003XdUHmEkGjpocTVffUsfbGkpm4o968/nhRy1TPVanqm6rp+Lz1T50KTtNi8vcbu/Q1ufbTNnU+22b67webtIVH75qrp2tW0+xG3PtpGKcXm7TUe/v5x4zlnqdKXRWXsxntyPOPbf3lKd9hi78Mt1ncvtme6Lpi6sh5j7+hXvw4sK1OT4xn7j45J4pSH//yEJ1/vE78tsSlY+W9u39tg+946m3tDNm4NLbV+q0tn2CJo+af9ydcIa6OiafcihBC0uiGbt9e49/ktxkdTxoczxgcT0kVOb73N+u6A3vrFWD55NWVR7jMrHjHJvmKWf0dcPic1R5Rv6ZX8N4klLVaIRhHbEEYeYeThXZOn4sWDqbLkT6Mj/uvzx/x8bZMPe0MOm2AqdBwCx6GsK/LKIERgqQ3eq5Wa7+Oi1JzQd9notzkYzTkaxyQ3YJbqCEXkuCzKnKO0JCkLlBQE2qHnhaz7USO0AXGRM8tTysqgX5NxHKx36K2dEeuAUyOhpbSKtbVYNVoulUaWFa31nT5r272VotDZ6pOUAj9w6Q6totJyUxlEXnPs669OvQ51XVMYQ1qUJEVBVpZErkvo2gH7rzqYaqqPrV7ER7++wy/+x4+5++ku2/c2ztC0bu69w4Yy2Bt2+Pgv7rG200c7dqGYjeIrBVOmsA23L7475F/+7mu8wGXrztq1mbu+Dl7gWJO952Oef3fE4ZMTsrSgzA1PHx7gBTaYWnrfXHefD5yq+cWTBcfPxzx9uM+3//KMr3/3aKXk9CZox1Ixdx9s8Jv//Dkf/uoOW3fW6A7bL6v03dCwWPaKeIHLYLO7Ot9l0/Tzbw548qX1dvICl/XdAV5wg2lmwJUdHLcFSJJyn8yMqMoCY84TTNlm6kX5vFkv7Adng6gAR0Y4sk1VFyTlm4MpqMjMmFnxqPn+EFMXVFVG0QRPeTWjMDOqermu1LykhnUBBHqDgf8Let6ntJw9nAuKLZ1iWUkrEUi09Bt7kasNIBtEFjaYEuqNx1NiKUDh0HY8ysoyQoqmf/iHxpIKvXVnjd/8p0/58Fd3uPvZHlEn+B5N6/rhuBpn0KLVjdi5v8ndz3Zp9cKmV7m8UjBVVzVFVjI5nvPtvzwl6gS0+tEPFkxVTQBd1jfdKXeq5jc+mrH/+IjJ0Zxvfv+Ep1/vv5W+LhB4gUO73+KjX9/lN//5sxXVXjcCI8s5+CYgpUA2bINWL6S+vWaFpExFURjmo5gnX73g+MUYL7CJ9d76xeaFvJoyyb/iKPlHDpN/ZF48WVH4fnitvh8fbL9tI6ufl3R6IZ1ugOc578e093VQQuJrxXoQcbfTZ5QmPJlP2I46fDpY59vpmJM0oarrpr+qpKwTm1FDWAd46Tcu7CNMneOrHq5s20s+x5X1WgEPbq0xnic82R8zfQNtvaoq4jRnEqfkxcU2k1oqWtql9ls4UpGZEinkajGpsUpGeVXRclxcpWg53mvP33Ku3yigvvqprmuUUE2W8HSjtXz46yYwkrJebcRW7yd45T1umlKXl4Y4zxktEp5OpuxP58zSjHmW20W2qrm/NuDeWp/NdovNdgtR2+zW4Szm6WSKoxT9MKDje0SuuzLt/XNDp28zhvc/3+PTf/eAWx9t0x22r5QNPbthPzv5L9UbV3PmSuaTpllWsH1vnV+ZT/ACFyHgxaNjxofTK3lijfYnfP1Pj9m8NeSDX9xGaYXjaUuDuWZoRzdy3X0++MVtusMWk+O5Vbp0NX7ocv9ne4TtgOF270bGem0qskXG6GDKF3//Dccvxjz56sVbqX1h26czaLF9b507n+xy55Ntbn+0zfrugLAd3HivGbz83Nsfz4jhSIF2FMOt02ZnpRVRN0BfI9XwDSeGQOGrIQP/V0jhcJz+jmn+NUU1O0eFaknPO4Wpa+rKNBWlBdaz6s0G2jU1ZR2TllDIGak5oq5NY4ibr5Sv7DEuz3jwlTXmHfg/Z+j/kpZzCyX8K4xTq3zryhY1FamZUDTXu/xEzpuUrBvLD0NBXsUkZgzU+KqDI992jjVSCHyt8Y1zmji8wY3pebFzb4O9D7f45C/u8cEv77Bxa+21Yj43geW1SwVCKtqDFh/84rYVkfKsctj4cHaloCqNM55/c0jUCbj10Ta7DzZXvT1vwpfTff5l8pzUXF+y+R9OHrEoc8x78HMq85LFLOXZwwOEFKTzjPHR9I2BlGx6kHrrbe5+usOdT3a5/bH9rDqDFo53vXS+N+Hl+ffs3NsIWfRCtu6u0xm0UI5aUffPg9zMycyIUfYFR8lvGWV/skmptxiF/1tHZWoWi4zpJMEYg+Mo8qxkfBITRh5VBUIsRUEuN49deOVcqvq1tMtm2OJep8/T+YTIcdmNOnw+2CQtS74YHTYeTWDqjKQcUdU5QqjGsFdhfvo3fQABAABJREFU6pxZ8YyiihGuwJEhgjdnxs6i1w74YG+N/eMZQRNZvi45ZkxNnGRM5pYOeBE40lIpAu0w9ENLZRCiUSkUZMaQmZK8Kmk59u86zjWYFop3LIo/goVricIYThYJD49O+NtvH/NPz15wHCeMkxTqGiUlf3P/Dqau0VKy3ooQQGkqnk6m/LdvnxC4mg/Wh+z2ujhK/XkGUwI6wxaf/dUDfv43H3H7oy3WdgdXnrit3P1pNHX2rr8UaJ39fTM+tm6vsbbdRzu64e5bbv+VgqmDKbPxgnuf7TIbxadCFDewPtkma8nmrQFBy2O41eX5t0ckcYrjOYSdgJ17G6zv9HFvqKKytC3Is5L5ZIH+3SOydyhHRZ2Q7Xvr/Ox/+JDf/OfP2Lm/gdcoCIkfQWVWSIGSim6jXAWsqtnXTTd8EzzVZy34FZ7qNabuMXFpzlWh+j6s55MNoErmzf9720bPilsYEjCnFa5lZuKyFajvI9Ab9L3PGfi/YOD/0vZJXb5N2QquCBdXRk0wNW6CqVOD1YvAUgbLVTDlygBfddHCf+OxqtpWqHyl8ZVeMQ2uU/TlUhCw+2CDv/4//px7n+9x68Nt/Jb3XjbOr5yKgKjtc//ntxhsdle9U9/UT64WTC2skqF2FJ/+5QOSWYpoB28Npv403ef/8ugfGGfXZ5kxLhbEJsPU1ffSGtePsigx04onyT77j48bQaA3i3porRhsdrnz6Q5/8Z8/49f/6TO8wNqOrPrLf0gIG/D5kceG767W9qUU/3lQVDNmxSNG2b9wlP6WWf6Iiov7a/1bQlVVLOKM6XiB0hLH1eRZYWmWg6jZS12NvXWpmV0KgZYSp/kCQVlVHCYxX46PeDybMEqTJnthyKs58/I5uZkBNUp4eKpDXRvich8AUxdcZEfmuZpBJ2Rvo8dHdzYAOBzNWXxvo2Oqitki47ChAx5PYkLPJTgHPWkpEyqQnLXVWQYyStR0XB8pJK5UeEoR6Ktt6t4VJP2YgqgkL3g2mfGPT1/wh+cHPDw+4Wi+wFQ1gdbM85wky0mLgsIYzFk5UClJi5KD2dwG3FVNVVthi+97TdV1jalrq65oCorKEGqXUDmrPLVYEn9+gM8naPkMNjvc/9ke9z7bZffBBu1B642L3LKqVDX+UUvK5moyrU8No+dpzvHMLoQb3YhO4Dd/UlOaiqI0LPKCrCjphj696NSjYulRtnVnjc//+gPqumY+WVBXx2SJbei9KJbmwMcvxnz3x2dIJXD9jRvJ/i5pcI7rELYCumvlSu1SKrkK5KyZ47W//Qp1VWMq04hRiDdmRVvdkM6wxb3P9/j4L+7x4Ge32Lg1JOoEK5+oHwNW85e6HgPvC733atOtUCIg0JsM/V+ihM80/4p58S2pOSIzIy4WzJwNhM739zexERQoAr1JoDebQOrntJ27aBk1lLyrQOKrLl13j7g8YlEeMy2ec5T+ia67R6jWUPLtPW+nTes58+IF4/wxs+I5ZZUS6TV67i0C1XtJGXA5X8VlzihLOEoXFJV5aa79IUlF/U2rkHrv8z3ufrprPZki98b7g1+H5WeyFAtq9yPufra3sqyYHM1Xim8XRV3VFHnZqMoe8fhPz9m5v0HQenMCNzEFJ9kcKQTbQe9alPceza08+vcr3jcBa4FTUefW26/m9crN2lErldSP/+IeH//mLnc/3aUziFbVoHftDV7X//oS+4OX2SGXwWp8CMFFl4O6thYNSXnESfrPjLI/kZ6rIiUsFVp4SOEghdP0Rv6w61GoN1Dy/D57V4GUkiB0abV9kkVGPE+tXU3TL7dk9VwFlw6mpLQSxHYjXJEZw+PZhLQseDyfcJQsWBQ5pm6CqeIZi/IQU+dIJFqGCCSGAk92qDAXknb1HI2jJXubXX52fxtjKhZp8UowVZqKWZxyqBUHJzMOT+as9VvnCqbeBS0lAy+k5warjbz8kQQ7N428NIyTlIfHJ/xvD7/jHx8/o6gqJIJBFBC6Ls+nM07KVzNislGmK0zFKEmZZzmLvMDVinvD/it/X3MqU3+SL4iLjM2g3QRTNtBS76rm3SBa3YDbH+/w0a/ucueTHTb2hqh3ULmqyqrPFaaiMAYlBVoqhLCBlKls79nBZM4Xz6yHjZJbBK7TPHc1eVGyyAsOpjHjOOHOev+lYGqJtZ0+rW5IkZc8++aAxSxdSWpfFHZxqxkdTHn4+8eEbX9lKHlTkEpYWfF2QL1l/SLAZvJMWRHPUpSjrq2R9E2oq7dvwDvDFnc+2eXzv/6A3/ynz1jfsz1IP5Tq1o8blu7nqT5D/1dEepdAr+NmbUbZP5ObyYVEHn4MEEikcGg5dxj6v6LvfU7f/wwtAuQVKlKr4wtBoLr03Nvk1YK8esQkf8KL5PfU1Lh+G8W7e6hqasoqZZR/x/Pkd0zzp5R1hifb9N27BLr/cjAFVNTMi5xn8ZSTLFl5TFGLVzac7xNC2F7iD355mwc/v8Xeh1uEjajAjwFu4HLnkx3avZDx4ZQnX+0zPppdWjK9ruqV19Y3f3hK1A3ZuPVmnx5TGTJTsBV0+Xl/l557PirZW8+hrnmajN/rersUO3kTHM9hY2/Ig1/c5lf/8yf87N9/iBe4aK0vFO8t2R7LxOby32dIe++l9/y159ZUkhNzyFH6T4zzP1GYdylc2nnWESGu6uLIsEns6GtI7lwNkbOLllcfj+eBUpJWO6A3LCzdb7yg0w0JI+/aVIkvPMNrKem5PptBC1fZPqKBH/Lz4abNplOzFkSE2uV222ZCtAgI9TpSaKq6sDdXWm+QmhpHRriyfaELklIgUQw7ER/fWceYirwwuI5iNF28FFSZqiZOcx4+PaYT+Xx8dwNHSzxX4zn60tUgKQTygmbD/1oQ5znfHI/48uCYw9kcIQQfNVS9QRTgKsXffvuYk/jVYGqZCXC1ou15xFnOUbzgOF6Ql6cUtKqpRsVFxtPFhBeLKeM8IasMvxSCNb/Fi8WU54spm0Gb7bCDWnq3v4cZT0prCNnf6HL/Z7e4/7Nb9De65xJlyEtb2RvFC07mCVpKfFevgnEhBEpKFnluTTHr2v6dkjhKoaQN3M8KfrxJ0XLpV7R1d42Pf32Pqqz4svHFuCwmR9bAeGNvQPbrO0RVcCqocE0oi5IiKxkdzjh8ckISZ99nZAHgR541X7yyc/zl4IcufuRz+6NtfvbvP+CDX9xmuNNbKWre5Fg0la1OAmil0E2lyRjbK7rIbNWyKA2Ddki/HbzzfGaLjONJTFXXdCOf0Hdx9OmxrwOrc6i1pb9pSbfOGj+qFr4asigPSMoDqjp9aw/UDwuJEj6OjAj0RiP9/ik97zMiZwdXdq8tAyyQRHqddf9jEjNmnH9HaiYcpn+krDNSMyFQPbQIGOePKaqEGkNpEhblMaPsW0ydkVcLknLEUfoFx9nX5FWMJ9u0nS2G3geEevhyz0fz5SlNzwtwpGooXtbIN3JcwisyMi4DpRWup9m6s8Znf/UBO/c3bbX6pvv+LgApBUHk0VvvcPuTHT7dn/DVb79jcl6Z99cgS62B8aN+xK2PtqhMtRKi+j7sOqIYeBEP2uts+Ff3hfxufownHZS4aXexd0NpSRD5DHd6fPirO3z21x+w98EWnUFrlbCsKsvysJY0smEaVCtrGRqGSJaXLJKcuoYwcHAcbVkxVUWalpSloRV5hIG7Ovb3gyslbbX/Jub8sopJzYhFYRX7CjNrjM9fhkTjqi6u6uKrPp7s23/LTqMA6iOEsl8/4B30G6/A9wEhQGtJEDisb3YJQ0u7d12N7zvX0jpziWDKCk9kpsRTikVRsNtqsxFEPF/MeBHPaLV79L2AjTAi0h5C9Bl4H1BWGTUGiW76ppzmQlXD0744uq0A39M4WlHVNVpJ/vjt/isVqiwv+eK7fSbzhLquGXYjeu0Az/nxTLx/TpimGV8cHPHF/iFJUbDVafEfPrjLX9+9ReQ6ZMZwMI/57dMXwOsTl6HrsNGOmKYpzyYzxklKfiYgWPqaHGcx/3j8lH8ePScuc5SQrPsRn3Q3+XZ+wt8efMdfrN1izW+9V9qS0govdBlsdfngF7cbMYTzjeO0KJkkKd8djnm4f4yjFK3ARSuFFILAdWgHHmVVEbgOpakYxQvSosB3NKHn0g48XK1WJeo3zQVLj6q17T6f//sPKfKS598dMT6cXvrapydzvvuj4fYnO2QL606v1PUq0xVZyXya8PjL5/z+v37JYp7RGUSvyHd3+i26ay3Wd1+tar4PRJ2Qtd0+D35xm1//x09Z3x0QRO+HvlA2Ffmamsh3VwFPWVWczBbsj2aMZglxkvPpnU367XcHnON5wh++3aesKu7vDNkatJuxeVPPlkDJgJZ7B1+v0XJu0fU+4Sj5/3GU/AO5OfnRBlMShavahHqbof8bhv4vV+bCSrhc5wMhEETOBo4KmRbPOEy/oKhiDtMvmBUvOEq/IFRrRHrIvDwkr+aYuiCr5szyFwgkJ/nDhiJ4SFwck5oJjgyI9JCuu8fQ/xBHBk3v8tnrFHRcD1/pphf6dEZXQuKq95xUFFZBL2j57N7f5PO//oD2ILoRRc+rYukjeeeTHYQQxJOEr3776NLHKzIbTDmew8/+Zo4pK6SWrxW40kLiSc3Qa3GvtcZ20LvClVhs+o/x1Y8jmHJcTW+jw60Pt/jsLx/wy//p4xXt0VQ1ZWkoS2vV4miJ4yjKsiIvSrSSuK4dz2VhmMxSDo5n1FXN+rBNO2pExgrD8WhOvMjZ2eriew5ZXpIX5SsJRNdR+DekHJlXs5X8eVHFTSD16s5KSo/Q2abrPmDgfULXfYAjWys2mECuNgs/ZDAlhUaLy/vjXRRCClxPs3d7iOdpkkVOkuTXYtgLlwimBLY6paVknKUkZWlpW8AoTZjmGUpKIu1YlSVEow4kqaWhpkKgGlnXqwcyrqNwHcXWsMOnd+0D4rma3vMTTqYLpnFGURpMVTGaJRRlxe8fPkdJydZah+21Dq3QpRV4q0rVssT7Y+lP+jEiLUpeTGccxQsCx2G31+H+2oD7awNcrZinGZH79mylqxQd3wYESVGwyIuXFILK2vp7LY2SXaVZmIKyXkrx1iRL6l+ZY+qKivoVj6+bQtDyWN8dsH13neF2j1YvOncD/yLPOZzGnMwXTJIMLSWFMbhaoZvKk5I+WmkizyUtCkpTMU1S4lQSZzlSgAw80qIkTgvy0rxEhTjLzwYIOwHbd9c4eLzB2k6fydGMJM4uJZm+7LkaH1q/oqWL/HUaz+ZZyXy8IEsKlFa0OgGDje4rAWvYDvBv2B/pdRBNpnPj1oBP/t197v9sj/Vda7540yIxVVVhqprZIuPFyRRq2Fnv4jfPXF3X5IVhkRbMFhnTOCXNz1eJdLWiHflUVYXv6hvLtMKZMYpCiggl/FV1irpCi4DEHJKWhxTVlLyaWf+nKm6EF94vBBotA7QMcWQbT/UJ9BaR3qPnfdIY8rbt+d/AuzsyRAmXgXufnfDXjPNHTPMnZGZOXs1ZyBPmZY+iWlBUCyswYWbMgbJOECgSMyKv5lCDI0P63m367j367l181XklkFreI0coHPnjYGJIKemutdm8PWTj9oD+RgfHd841Tt/EFruJIb7qT9SK/kaHuq7ZvD1ksNkliTOSOL0wRdKUFYt5yuTI+sSND6dEnYDwNZX5jaDDLwe3+LCzycCNaDtXT/L0vZANv03bsf3iPwiEHQNRN+TOJzt8+pcP2Ptwk966ZThVdc10ljCaLKibypPWCq2l3a82rI7l70xVM49TTsaxVWoVUJSGqFHCzQvDfJFxeDwny0qStCDNClxX47kaY2zA1o48+t0Q33dwHXWtfbJFFROXL0jKoya59PLAkcLFk11CZ4uB9zkD/1M6zl1azt7Kg++msNx31NSkpiAxNuntSo0WCi3VD9ICU1U1pjQsFjknhzNGJzG9fki7EzCbpcSzFN936PbPqia/JzU/sLLWSVnavqiyIDMlmSkpqwpT15xkCQeJFRZYDyI85aCEB2KpkCQu1B91HnRaPh/eXqffCdgatvnqyRG///o5Xz85Zr7ISLKKsrRiFP/01XMevxhzb3fIvZ0BtzZ77G32GHQiBp0QR6gfjBf754K8NIwWCYu84M6wx/21AcMoxHf0uR8aR0kC10FJSV4asqJ8ya+kqAzjLGFWZKz7LXzl8CQeMy1SQm2zvlIIe7+w47Kq6/f20LZ6EXc+2eHWh1u0uqGtip3zreM0Z388Y94ERQCFqVYbdEcpOoGPkrIR56jJioK8MEzzDJnY6pWrNfM0Z7xISPLC2hGI1+ebPN9BDdus7/bZvrvG+HDK4dOTSwVTlako6oLZKObg8TGtXojrO9caTBVZwXy8wHE0dz/ZJez4K0GHs1BaErbeTyXo++/ruJq9D7f4d//7z61qX+jedE82YLOuWV4ymi54+OwEgHbkM2hfnYPeawV8dneTuq7tGHNscP8+IJA4MkIJFy1Dut5HJOUBSbnPLP+WWfEti+IpcV1cWbr8MmenhIevhoTODm3nPm33DpHeI9DbOLKFIyPENSQJ3wSJRAiHgf8AT7V5nvwOiWJWvGBhjslNYpVzqSirFKjIqhlFlZCUJ4Cw3llCEukhbWeb3fDXbAe/JNRryHOq6f7QUEqyvtvno1/fYX1ngHbUudXQfghIJQjbASDYvDVk5/4Gh09PSBfZW3uBXoe6qaSkcc7J/oT9x8ds3hq+Npi6G63xf9j+lKHXItTXs5nuOAF7UZ+BF6J+oGBKCoF2Fb21Nh//5i6//A8fs7bdX22Eq6rm6GTOw+8OUUo1CSGbAGuFHu3II8tLJrMUYyqUFGR5yTzObM9yY+zqbvWIQhclrdnri8Mpj5+NiBcZiySn2w7odgLSrGCR5GwM25SmYtCLUC3/wiITb0NZLUjKA7JqdMb/7hRaBLTdOwy8T1kLfkXf+xgtQrT0X0mQ3ARqaqq6YlIsOEgn+Mql4/hEyicU3g/SElNVFWlaMBnFPP72iKePjukNItrdgCS2lSnP02xsdZFXTBRd2mdKC0leGSZZyrzImBU5Wki7+WscsudFTtXIZ9YYiiohNzNMbSsNy0lESZdADfDUZc0MrSCF52hbZvUcosDy/LutwKr4jWPG84RZnHIyWXAyWZAVJdM45Wgcs38yY9Cx1D/fc5oKgUQriVLS9qhI2fBuxSq7IRv/p6Uh2Pflq4E/h7VpBd918N1395GVdUVSlBSmInRc+mFA6DroC84eomGGLdXrXl5YxCowqBuFuyXiIuMwnTEvM8q6omEvv9ePOuoE7H2wyfa9DYKWfyHZVVefBkudwLNtolKspOEH7ZBu6Deb2BpfK7KyJM2t6ARA5Ll4jqYb+jaL5r29OrM0ce2utdl9sMn4cMZ8vCCeXEKOuoba1MSTBS++O6K/0WGw2eUqXUvLTGGeFKRJzvQkJp4mpIuMoijxjYvA9iEsfdcApLp+B/vzoN2P6G902X2wyd4HW3TX2iuTZLAJhzS3GcxFahUtl+IhpamRwgZA7cDFdTSOUoznCZM4XSk9Lp+HKHDpRna81LWtSB1NYh7tj3j47BgBtEOPuq5X1amsKKlrG3RN45TnxzM64TGmqiirilbg0Qk9fNfBcxRZYZgnGXGaEyc5jlYMOiFK2d5QYyrSorTXkxWrSpdo1FyNqWiHHp3Ib+ZjxTzJGc8TitJYIZmyImv8/nxX0wo8eq2AqKks2ufdabwIQ/x6A08NCPQmrurjqSELvU1YPqes5o0fVG79oZrvVV1S12Xjv1RBo4L1Zslz0ahbqaZCpppz0EjhooTbZHZ9XNnF1+uEepvWKpBax1M3b6Bqx5Wd40I1wJNRo4ILUb7GrHxBbmJMnWPqkloZ6ro687mqhlrj4cqItrtN19lj3f+Evnt3ZQD858DIkEoy3O5x/2e3GGx1z6XWtoQxZtUDY20CJK6ncBvKf1XVzGYJ83lGq+XRbp/6bl32s7GqpJqw5bG+N+De53uURcnRs9FK5fYiqCsrxDM6mPD8W+s9tb736hjseyGu2sSTGveaqoobfpuf93bZC/s/WKXSDVz6Gx12mrl3++46rndamazrmiTNOZkscFRTkVJ2f2rFyxRpVhAvMrK8RAk7h2V5uZp7lZQM8wLP02RFSZLm5IUhzw1ZXlCWhrwoybKCJM2JFxlx6JGkBfn3EsPXgbJKSM0xuZlS12cToHb+clWHrnufgf85Heceod681vd/F5Yza16VzMuM1BRkJsd4NZ5y0O8hoHsdlrLzSklbnXSU7YcLbUL07Li5Ci7lM+Vrh7brkZiCpCzIK4M2dkAqYVmZy6ZVgLo2lHXCvHjGSfYlSXlkF7wmq+irPlvhb64UTC3hOlYy3Xcd1notPr+/xdODCd89P+H3X7/gy0cHFMYu/MeTmEWa8/RgQuDbIMJ3NFHg0Qo9osAl9B18z7EbDtcGa65WVlbxe4GWappAZdPAsrz+P4O1aYX1fguv33r34KrtolNTN0p0F6cCVXVt70VdraTBzx7DEZKu67Mocx7HY76ZHzPLU4qq4sliQui4vEhmJKagqiuUlO+PdiAg6gbs3N9g6/YQP7oYzWy90yJ0XSsuUVWWFtZU2qQUuFpZ5T4h8B2Hsl2tqF2lsc3fYRP0h57DrWGXduCdqyrX6obc/niHydGcp1/vX/IDsLAyvYds7A24/fHOlY5VV1b2dnoy5/DZiNl4wWKeMDqYcvh0RNDyWcxTusP2S5snP3TZ2Bu80kt1kxBCsL474MNf3WH3wSZRQ3E8O36TLOdgNOfFyYwnhxNmixQpBFVVk+SWkvzh3jr3twcMOiGtwOPR/ph//u4FRWkoSnvPq6rm7vaAj29vELgaU1U8P5rypyeHPNof8/x4CkJQVBX7JzM2+m26kU9elnZjuMh4cTKjKA0vTqYkWUGSldzbHvDh3hob/RbDTsQkTvjm+QnfvRjx+GBMK/D4zUd73N8Z0Ao8hIDjScz+aMbTwwkHozlC2hRG0gSND3bX+GhvnbWerfK/GM34p6+fM12k1DXMmyBQCMFGv8XdrT4/v7+9CqZeBy0ipLbUv7Zzh6KaU1RzcjMhq8bkZkxmRuTG/lxUM8o6wdQZVV1Q1wUVxZkg6+wmRzbWF03QJIMmm9vCUW1c1cWTfXw1xNfreLKPo1po2ULLCC2C9ybvexZSaISQDLz7hHpIYkYsyhOS8oRFeUJezSnrDFPbvgopVBNEtQj1gFANCfWQUA/wVRcl3Wtni9wklJYMNrvc/XSX3nrnQmtPnpccn8yJ4wylJb6n6feiVTBlTMWzFxMePjzg/v11HgQb6GtS/BJSsrbd56Nf32W0P+Gr3z3mstVVUxpGB1OePTxg8/brFf08qVGObMSyruf+3ooGtB2flvavLUC7KMKWz+2Pt/ngF7dZ2+nhBe4rlLqq2aMUGKq6wpMOWkmi0GXQi0DA0UlMmhUUDU1vGUiVpSErCpK0QCnJbJYym6e4riaKXNotu9ZqbTfoy6Zlr+nBOpsIuy6YOiMzY4pq/pKvlFURdfFUj677gL73CZ7sXut7nwc2pJOrfUxcZozyGBD03AiP9y9SI6XE9x06vYjd20Oilk9vENHth5bOWddEbf9a/BUvHEyZumaWZxylMbM8IzcGR9pNr680vtYEShNoh54XoIWkorRVqWpObqakZtwsdjarVjVVq7MGZufF2Q1maU6bDYvS2AfHdwmaYEir08a7Gs5IqS+a97VVt9B3mmDKI/QdAs/F9/Sqp8pxFI5SONpmOlYB1VIyflWtavBnFEz9/ME2a93oneVpISxNTwlJaSrSsnyrI/rZj2A5xWSlYZqkpEWJqxW+fpkiqKSkpT26rk+oHRyhcKUGStKy4CiN0UKyE3bounasvQ+Kn2pc7dv9FoOtHt21Ns5r+sO+P5mejmtB5LlNJendE66n1UsZt+UrRHPMd1Wkvo+g5bN1Z43DJydEnRClJZW53OQfTxNePDpm78MJxTl7ct6Guq5JFznjoxlpnNkG4rwkzwrqumZyPKcylX3Omkpg2A7orV1dpeq8EEKgtGR9d8DHv7nH1p01vMB9RY65KCvmSc7heM6j/RFxktNvBzhaWdGIuubFyRQlm8pOVXMwnvP0cILraDytKIyhKA3HTRWq3w5WwiRZXpI1Ko6yoaEsg/OqkfStqSlKQ5LZnrrSVKR5yTzJOBzP8RoKXzfybfW3qomTnKeHE1qhx4OdIVluCD3bR7DICk6mC54eTXhyMKHfDui2AtK8ZNZcq+dYldbQdxjNEr7dH5HlBZ0osPTW0bwxQId+OyAv3tz7JETjkYK36kNaBkV5NbOBVDVqgqmR3WyYGWW9wNQpVd0EUdiKlX3tmY2IkE3Fxlaf9DKYUi1c2cFVPTzVx1dr+GodV3Ubr5YfVrjIUmaUDYz0gLzaJDfzVVCVmzlFnVI1wZQQCkf4uKpFqIYEuo8nW7jq/TWAXweEYGXY3V2zlGXXPx+1tqosfWuRFJyMYsbjRaPw5a6EBGpqitzw4sWYh98c0uuF3LtTUdfyWpKiUgp6623ufLzDl//4Ha6nqUxF9QYl1rehLAyjwynPvz3kw/Gd1/6Nluq1FYE3r03vRs8Nr0Vi/VIQNqEfdUNufbTNvc/36K110K8RElNS4GiF7zv4nrb7QN+h2w6IIo/SGPq9EMexVfdl4qpu/K9938FtekaDwKXbCQgDjyBwcLTd/9V1w0IoSrK8JAzcFSvquvciVV1QVDFllawqzmATK26jgBrqLUK9+bK1QSMYU9U1iclJTL4SkdFNH6QjNa7UFFXJwmQUVaMQKyS+cnGkQgrZHMNWnZaVt1C5BNpFCYkSCi0kjlTM64pZmbAw4bVX6c4LyyRT+IFDpxva5HTorCpVQgi0Vk0s/J7V/NKy4MvxEf/1+WN0U5FY8yO2Wi0GfsjAD2g5Hi3Hpev5eEpT1RlllSBRtJwdHBWRmWnD6a7xVR8tPC7j4l6aiiQriZOM2SJjFqf2e/PzaJZwcDJn/2TG86PpW8uvdQ2GiiS3zf7zJH+J5ncaNMlVFUU2N2HVp7L6fnrcP6NYisBz+fTe1jsHhqMULc/Dd6w579E8Jiku1nszz3KeTWbM0ozIdekEPs6ZDIESEl9phl7Ex90NOo7Pi2TKcbag7XoI4G5rSM8L2PTb6PdUlfIDl86wRX+9TdQJcH0HqV5/l60HS/3GB7Xm9WaBSywDpu//v6vA810GG12GWz3avRAvcMnTgvItm9o3IZmnHD49YXQ4o8ivJgiwpAlUdW03GJX93KJuyLa2PRFe4K42/cuOUWva+/4ma+VIXN9hfbfPB7+4zWCzi3yHr01d13Qij5/d32Kz32ESJ4xnKcfTmD89PmxoJAWLNMdzNPd3htzfHpAVJYus4Ggc88WjA/bWe/ziwTY7a11rju05BJ6DoxS/eLDN3e0BgecgheCoqbwrJfBdzYOdIb/+aI/JPGUyTzieLfjuYEzgOext9OhGPh/srmEaJUAhBM4b/NLq2krN3t8Z8vm9reaYKcezmIfPj1FKMOiEJFlBlpf0WgG/+mCXrCjpRD6LNGetG7HRa+F7F1uGrBqVgyNbKOHi1j0ivXOG5rcMoJY0tyXNr2qML8+ItKwofjaoEkIh0StzS7mi+HkoEawML39s0MJFqDZaegSqj6mLM9cPCGslIoWDFh5aej+4z8xlIJUVHRhu9egMIvzQO3dW2ZiKJC2sMMEo5uQkbipTjrUSWORQ1xSFYX9/yvHJfCWVfV0QUtDqhmjH9vuELR9TVuTpxd/HlBWT4xkHj4+Jp5egajfPwQ+p6HZRSCnQjqbdj9h7sMntj7Zp9V4N7IQQeK5Du+Wzud5mY62zsncIfJtYb7d87u4NKUrzSiWpxvblhb7TfHfZ2+qhmmMIeWrxAmKV1NfKKga6jr52ZckaQ9VU289WM5Xw8PWQQK+vFPu+v0so64rcFDxZHPNkcUJZW42DtuPTdUL6bouB12acx3wbHzArEqq6puX4bPk9+m4LT9lg61F8xPNkTNEkpW6FQ/bCIS3tE2kbmIXKI1YZoviRjK3aqkPnecl0siBLi4YNBLu3h+zeHlo14ivgwsFUja1OlXWFJxwi7dJxPXpeQMtx8ZS2vP7XvZn0ieQGbmXpEUU1p6oNrmyhhMNlgqlpnPH0cMLxeL7aJIznyZmf7fdZnJGkxTv5yXVtM8pFWUF29Uz7nxv++md3zpVFcLViLQp54VufqGeTGfvTGUfzDr6jKZqSOZxukk1VkZeGOC9IioJnkylPx1PSsmQYhay3Ijx9OiSFEDhK0xaCvahHx/FpOx7ddI6WClcqbkU9brX6760qBVg59M0u3bU2fui9NisGNihIS1s58LTC1Xo1YS97xKAxJa5sZVUK2zdV1TVl44Xha9tPs/xMrgrtKrQT0Bm06AzbtLohUxNfKpjKEltFmp3MyRYZZVEi1eWawZuWw5Xk8Zs+1+8jaFmfqfcBm9ny6Awi1rb7q6rU265XCJshbQUetzb63NseMJmnPDuecjiZ8+x4iutopLBCLJHvsj1s8/HtdfLCEKc58yTjycEEz7HzazdwGyqg/b3naO5s9flgdw2ANLcqfghwtCL0XbaHHT6+tc5knjKep/zu4TO+eHTIuN/CmIqwFRD6LuM4odcOKMrqtXLoQgi0kviuw9aww8e3N1Zz7T98aStP690WRWnp1LbBW9JuKv2DdkjoOWwN2qz3IoJ3qH6++v5Wr1OKAC7QpXcaRL3cl2n/+yNZ9C8J29+lcQj4gVoT3gukkrR7oTUi70U43vnHzpK+lWfWT2g2T5FSkDrWWiDPS5tQbXphPE839L7rpep7oYvrO3SGLbrDNkVhKPKS+oLVqcpUxNOE0eGUxSyhyAqkkufqH4vLjOMsRggYui0i5+3iFHXjIVrVNfMiZVamRNqj64QX7pO+CrSjibohg80OG3tD1rZ7rw2mhRBEocvaoMXmeoedzd5KRGf52QTKJfDdV9gewEv/FkLQPmN1UZ9Zt09bOc43QOqmf9PUGUU1paoLXNnDPUeLS11XmLqkwryUEJLCwVM9W5RolLNfeh1WnCuvSo6yGQ/nL3CkxpOWCeRKB7fMUEJymE15noyYFgtA0Cr91WvXvDYgmJcZJ/mcxGSUVYUrFJ50EL6gpW1fr1Xx++Gl85dYibakOWmSkzYem0JY6fvrwIWDqZbj8pebu+y1uqsPKi5y4jLnm+mISZaSNup+v17f4T/u3Wv8KfqYOsDUBQKJUQU1FWWVNDOVgEtk/J4cjPlf/tufePRiRFZY7f+8MM3Pp9/zosRcopT+E16PyHW5PewxShK+PDjmq8Nj1qIQgWC318HTmqwxE10KCyRFyShJeDae8c3xCf/45DlPxhMGUcjdYZ87gx7hazZWQkh85SA9q3K3EbSRQqCEpOV47zWQAvBDj8GWDabeZhBZVBWHccwkzdiIIgZhuCq352VJ1gRPWkqmacYoSfAdTT8IKIxhlCS4SrPdbq+CqWuDAC9wGG51GW73ydOCdHFxLx9jKkgLkjhjPlmQzFP8yEdeQtVPNFXf3loLx7X0l/p7aZnXbXqVY2XT3wekEvQ3Ouw+2KS/0UE5CvGOzYRWklbg0Qo8HGXHqjVftq/LS8MizZueKui1/EZE4jQIU1KS5DlpXlLV55/HpBAEnkOvFeA190QpidsIZZSVwVTf/5TPd8xu5OM7GoGl5LoNHbU0BikFoWf7UJUUHE8X/MNXT6mqmsPx3H4eocewE63O6/3hx7LE/4SLQipJqxexvts/t6ff6rUN7UvrU3XKorBVCTc5/X8CwcZ6h431Drvb/YYGdL1jRghbodq8s0ael8STBdUF93R1XVPmhmyRE08TZuOYIPLxo3er9j1ejPh/Pf8jSgj+d9uf8pHzbrGCojJkpuD346f8dvSYT7s7/PXaPVrvsWcwiDy2bg/ZurNO1Als4PiaRJYUgn43tD1O4duTXfDqjHCeu32ZEVFjGlW+Fxyn/0BqDtkM/ieGwa/P8Vor5Eb98kARKJSw9GTxhi19XdeYuiI1OZMi4cP2Fh91doiUh68cZkXK0+SESb5AIOg4Ib5yqOq6Ca4SQu2x6ffYC4d4SjPKY6bFgrwqebI4wlcOG/7VdQ9uAlVVsVjkLOKMwaBF9/5pNbPd0P+uiguvYq5U7EQd+l5gH67S8Hg+YZQtOEoWPJlPmOYpszxnPYjIjbHeIUpR1R5lnTWKVhUCSdHQKZS8nKLG0WjO33/xhC8fHV74tT/h8ohchzuDHqNFwncnYw7Gc/50cISpasZpyiAImCRWtTEpSk5iq6pTVhVfHR7z+2f7PBlNrLT6wOXesM+tXpfAOQ2m6rqiaOT2hQBHKta8FjqQze9rMmOVYzyp8ZReUb9uUpHKD10Gmz26gxaO++Ygp6wqRknK/nyOElZUQjYiLXFRMMsyfK0JHYdZnrE/n9P2PELHISlLDuMFgaMZhgFwfR4Ry8/GC2yFbbjV42R/fKlj1VVNWRnSOGU6sup7jnc5ifQlXTbqhESdkLI0mKLxzhJ2w660WmUiTWnI04LKVChHXarn8sLnKCW9tQ63P9qmt95BnaMKp5W0dLyGMgK2MVYpW8E3TV9UURrbK+UoK+jS/N2yB7M0FaYyp34YzfHrU8bjq+crrNJp1CgGAqtgTgga2f2LJZmEPG20dhp6o5Sn3HNTVav3dZqN6CIrOBjNbW9XQ0/stYIbMU5/E+XzbN/hq7+82ntcZcxVdUlZ5y/1cv2QWIpx/BhV/aSUtPu2MhW2LpZAEY1ggOdpgsAlDF2KwiCw1Vulm+Z5Kej3Qnq9iG43WD2D14HVGKSm1QvZvL3G5GjG/iMJl8iQV6YiTwsW04TJ8Rwh5bmCqcN0xt8ePcSRil/0b/FR593BlKkqcmP4Zn7Ef9n/Ci0Uvx7cuvA5XwV+5LF5e43N20PCtwgHSClot3za57DMuOi9vcpYqGuDqVMSc8BJ+g/Mi0e0nXsMeXcw9ebzaQR0pId4g/z4MolrA+Kctg74oLWFp+x+a2H2OcqmxE2FKlAebR2wMBkH6ZS8MiQmByDSHhUdZCM3MSsSDtIp20H/Uue/nErr2vb3lqWhKKz+wYrBc0EOrOMootDDbyrXVVVTZCVZWuC4il4/si05AhxHX0vl+cKr2KIs+KejF3w5Pl6VfsuqoqwrWq7Lx/11XGXLfB/114icZXO8QAiNRiCVQkkfX/Wp6gKB+kHUR37C5RG5Lnf6PfLScBxbAY9JkvLfHz3lq6NjfK15eHRCVdc8OhmTlSWh6xC5LqNFwnG8wNeaD9aHfL69yQfrQ7Y6LfwzG6vMGI6zmHmZo4TAk5qeG9Bx7QRZU/NkMebh7JjbUZ+77QGuVDdO2fECl/56m3Y/ejsVrbYb1bQs2Y/nJGXBWhSxFoYsioKjeMFGy1asPKUbip8kcBzL2ZbLiu3NwPEdehsdBltdvD9dTQkvSwrGhzOmJzFRN8QPrx78JbOU0dEMUxrbBNzy6fSjlWpfMs948tU+8Sxh9/4G67t9q+h0g7dfSkFn2GLnwSadQetCcvhvuptCCHzPoRP5JFnBeG49w6x4REWaF1SV9XzyXafp12T13VR2Dn7benPdtgFiecQ3HHTZN7o0xey3Az6/u0W/HVDXNVHgsdlv42p9KUrou2DX32Vw/foNUP2WXsbzvocVd7ja+WdmziR/QmrGVzrOdaHr7tF1996Y5f4hoZQk6oTWhqF1sTlGStsD2GkH3N4b0OvahA0CWpFPENhqsBTgeQ6ebxV8byqmjDohG3sDnn9zcCU1saqqiacJJ88neL57Y2I8SkhcZdVEZ2XaiBDcyFu9EV7osbbTZ313cK6g8ccGG9QUVHWGqVMrksP5es2lUCjhIYVL3dgLWSxn93fP8Y5UhNprhLxOsQy0qrrGlRItlLVtkQH3WzbQTsuch/N9FmVGVhXN8fRKuOWqQyEvSg6PZxwezTg4nnF0HJPmBVlmx1l9gcG2vdnl3/3yDvduW9q7EKJ5xgT7zyeMjmOrgaAlmzs9trZ7iPfdM5Ubw5P5lN8dvWiUlgRdz6fjegz9kGEQsuaHDP2IjusRaBsZWhn0GiEkWvg4RK9wO3/Cnw8C11n1OpwsFmRlyR+eH/BkNObbE+udUdc1WkqO4pijebyqPCyl1D9cH/Lp1jqfbW1wd9BjrWWVpZbqM6kpOEznHGcxjlAE2rU9RMoO27KueBKP+YfjJ0hsX9X7MFz2ApfeWod2L3pFwe0slv2FuTEcLxKmWYarFMMgYJEXHC0WtD0PLa2wSdWwsB1pfdyW3lpnRSquM1vseg699Q79jY5VxLoC8rRgcjhjNopZ372a507djJ14lnD45IQiL9GOaiqBdvNdA7PJgkdfPmd8OCPqBKxt96hFfaPB9CqYur9OexCde6ydqnu+hpIiBZHv0GsHpHnBJE6ZLVLmi5y0sMp7RWnoRlbJb2lDoFSjsFTVZEW56q3SStqm6kaW6qwn1+uwDDyKpdpfVq6k2dO8JMkLglwjpbQy/q9c02uOSRNI1TWmqgg9h72NLjvDjrUwaAR8qrpC1lejsL7UOF6fBnBVXTcLcL3ymKkblcOzDeNa22dNiKVgzOn1ven9lspwVV2jz5qCXuL5zKoZJ9nXTIqnF37tTUAIRdvZ4QZi3CtDKkHUCRhsdAkuuJleKnu1Wh6OoxgObT8rQOA7eK/pv7rJ6lzY8Vnb7dPqhVdKKNSV7Z062Z/QW399IPUugZ53/h5W3qB5bViUOXllrmELfTH4gcvaTp+1nf57tcK4PlRUFI0/XkpVZ+euSAusvYESDqbOORWhOF8oI4RAS0WgXPT3ks62B/W0Aru8175y6QRWjW9cxBxkUxZlRlEbuk5IqOw9WM31dUVZGfKqJK9KitpQVIaiKikrY8XbvvdM1bVV457HGU+ej/n6mwO+eXzM46cjFqk1R64qO+eeF598sMW9W8OXginX07iuZj5LSRaZZYdoSRC61rT33Ed/PS4cTIWOw8/XNhn4gY32ELhK4SlNoDWhdgiar2W2vaxT8mrWeH5UKOHhqQ5avH9/jp9wvWj7Lp9tbdD2PO70ezwajTmaLzhZLEiKkrQoVxlc33Esba0Rm7g77PNgbcBur0Ponk6MlttbMslTjtOYg3SOlrLh8FYkpc3am7riaTzhMJkTl/l7U3RzPIdWPyLsBO9U7LH+Hqe+a0VVEecF0yxllCb0Up9xknDSfAlglIbM85yTJCF0NLkxl5BmOcd1uJp2L6Q9iHAvqKj2fRRZwXyyYDFLMOXV6EpFXpKl1rR3dDAlS3O0VmRJTllWNiNdw8nBhMOnIxazhCzJr/Se54IAqSWtbsj6zoCoHVzLZktJSb8dsrfWZRan5KXh4bNjRjNrdpsVJUopPr69zq3NnlXv04p26BF4jqWTThb845dPORjNWe9FtAKXODlfD5yparLC8OJkxtPDMV8+OeLR/pjSVAhgOk/ZGLRoBd7KcPddsCqrBXlhx+7RJOYf/vSUL8MjqC2tKvAcBu2AvY0ea93LS3Qvg6NVgNMEUnleMpunFIUhDF18z6EsK0wjFZ9lJd1OQKcTWDNHLakawYxlJlM2qii20iaojJWkT9Kc+TyjLAydTkC77Vvj5UsIoeRmznH+kKP0i0t/BteJjrNtezN+hBCyqVAPW3jB5SoTS5VKKUE24yHNrJom8JL6QOA7BDe0aQ9Cj/5Gh6Dtv7Pv8m2o6pp0kTE5mb91Hqxf+u9ZC+u3b8atwmrFSR5zmM6Y5gmOPKUivy+Ips+3t96mt97G9f/81ChtkFKu9sIXgRDatswIDyEWp/Q4qsa0PKO6JFW47QTcCdd4kY45SCdMiwWx9mnrgLYbNsldO1rSqiAuM8u6US6pKRBCkFUFkyLheTLi8eKIo2zGSTZHYuX0TV3RdcIVtXCJLC84OJrx6OmI3/3LE7746gWzuU0mKikIfLdJbJ1/tEWRZ/2/GjiOYrjWxvMdirykyEvSpCBNc6KWfy3r+IV3UIF2+HSwwaeDjXO/Jq9ycjMlr2JMXeDKCNX0Si1h5Wl/hKmwn/BWtDyPjzY8bvW7PFgb8Gwy5eHRCd+ejJkmGdM0W03YXd+j4/vcG/Z5sD5gp9thq916pWfC1LYqNStSRvmCo3S+ohiUlbGBE7X15UnnTHIrevK+cmSu59DuR4Tt4K2VKVuFk7hn+mSquiYpS5KiZJHnzPOcaZYxzzLiPMdVilmWMc9z5nm26kG5KiXpddCuotWPaPcvpor1OhR5yXyyIJ6lVw6myqJsBC1iJsczkjhDKUm6yCny0m6iGs+p8eGUMi8p84vJ8l8Gy76gVjdguN1b9T+9CUsqnpJyZbGw1NoR4rR3yXc1/XbI9rDD48Mx1DXPjqY8fHaCaSoon93Z5Gf3ttgatPE9By0lLV8Q+ba3ZRqn/OnxIQfjOQ92hmwPbSPwsgqslTzNfoszY7Pp4ytLw3ie8MXjQx4+O+ZoMseYmrqqWGQ58zRjrRsReI49pmqOuRqT4owQhe2nWqQ5eWlFVqaLjD8+OrDVqKo6o27Yox36VwymbGazKAx5XlKZCiEFSZJzdDQjXuT0eiGtyKPIDVleMJtlzOYp21tdlLJ9NI6rMWVFUZT23jiW6iKkWC3mRVkSxxmTacLx0ZwsK9kylb23oe3Jsff+/M9qUS2Y5k85Sr88/zWf2Qaf3f2/TPf5/jnUr9lKL1+3lIcXLMzJhTd67wtSCoLIozNoXboyIQQrlT5jKvJGMj1NrSfXS+hH+KvN3PXCjzx66x3Cln/FylRNGudMT+akSf6SzNwywVjWlaVxYftPMlM2/SgVmSlYlK8PwpajzFQV+8mUb+ZHzMoUXzl4Ur+3PZsQVnzECy2NsTtsX5v0uFXYez9VtqVNkKnTCycsJBotA5TweNlHqmoMut92zGZ+Fg2FT7xMh2/rgL1wSFaVPF4cEZfWa6rGUvkC7TZMNLkSshDYxLfAVrxMVRGXKcfZjKeLE8Z5zKxMCZTLYTrFVy6R9l4x782ykuf7E774+gW/+8MT/vjVCzxXW+p726fdDtCNNdF50e0EOK5aMRGkFHT7IZ2e7bOsqprR8ZzR8Rw/cH6YnqnLQAqNliF5FbMoD0k4wtQ5nrFSi0q4eKqLq1rv43R+wg1AS0kvsItC5LncHvRIi5K8NKspytMKT2v6oU8/DGn7Luo1GTkBKzM5JWyTfl4ZTF0Tq3zlJ1UDW0GbjuNxtzXAkdevuvT9ExNC4HiaIPLwAuetXHdXKbZaLcJG7l0IQeS4hK7D/UGfXuDT830GQYCnNW3fJ9CaQRjSN4bIcXC1putfT+bk+1BaEbZ8onaA42mEFHbxvcSaUuQl8XRBMksx5dU2YlJJHFevVLRqU5EXBqkk7tyhMrVdGJTk1ofbVpWwkci9qfsvpJVEbw9a+KFnN8/v2AAFnsNmv02rkSV3HUU38pFC4DmaQSfklw92uLPZ5/amDc5ub/RRUjYm5NVKCXOt12Kj1yJsgplloLbei/irT2/x0d4aSgp816HfsXRAsFnr9V6LrCjZ6lsKkJVKhw921/BdzbATrtT+fskOtzf6zBYpVW2FIkLfpR16hJ6Lo+1nvNFrUxrDet/O2a5WCN/lo1vrhL4DNTw+GJPmJXe3B7ha0WsFllJX1YzmCd/tjzieWl78VVCUhjjOGI8XHB7NUFKwu9vH962Rcl1bI9ZUFY1Ue02WW3ns45M5ZRMMLdXclouvUhJHS5zGhLgoKrK8IE0KFklTmTIGdSgpS8P6WhvHaTevPf849FSHNf/D89FTm4AnMzOyakZmpqRmghIOjgxxZYSrIuuNJTRLzxnbq1Fi6oy8WpBXMbmJMXVGqIeEekBLb9ByNtnwP/1RelBZs2yFF7jWOuEt4j9vgzEVWVYyGi949OiIo+M5jqNeymSfeVd63ZCbaMR0fYd2L8SPPNRyrrsEu6Kua9IkYzaKydPXP0vfzo/4/fgpx9mc1BR8Mz9mP5kgheD//uz3/G70JoppY+VBzThPmOQLHKn4WW+XW5Fdc98HdGOXEXVCHM+51rk+NUfM8ocU1fRajvc2mDohNcfExWOyC/ZIahkQ6HWS8pCsGmFqyzyo6pzMjEnLE0z1KhtBcNordSdaJ1Iem0HPBlSrY9vf74YDtJTkpsSRGl85RNpDS2vXkpuSTb9HYnJcqZv7b2eunhPRdULutTboOCGpycmrkrYTMPTadJ0QR74acqRZwbP9Md89PqYoDBtrbT5+sMmDO+tEoUcY2vaOi/Qn9zsh64M2pqxYxBmLRU6yyEjTgrqyPpajkznjkxjYoT9scVWF//cTTKFxZETNAYvygLJKbTClOoDAlRFSOD8FU3/G0FLSDXy6gc+t3tXERKSwfUPWdbtxpa8MOQavVKtgSgrBVthh3W+x7ke4St0o7WBJ/dGuxo+8d2ZGHSnZarXYar06rnu+z4Mz/x6GIXd7vZf+Zq9zszKj2lEo5VvjYc9Z9cRcZkEvc0M8SUjmV69MSWk3sKox6rVKPNZkbymZLoSVqL/90RaDzS69jc6FJtuLn5PAjzza/fMbha76Cvuv3n/PUXhOyLDzsuHk7c0etzd75zsnIVjrRheq6ohG5MRRkg92h3ywO1z9rovP1uByzeuOtoHHR3trfLS3xj9/84J/+PIpgedwb6vP9rDD1rBD4DnUdc0Xjw74bn/E0SQmvWJVsSwMizhn/2DKV1/v4/sO6+sd2q3A+mTVtrnZXr/NSmZZyWKRY0zFfJ6uFBGVkjjOaU+X62oC36GqahZJQZoW5HlBnptVv02RG5I0x/M03W5oleEusMf0VJuh9yGefPfzLoVCoJiVz5kVz5nkT8iqOVr6BKpH5KwT6XU82UZLv/FvFI0NSUpWzVmUR8yLQ+raUFcloR4y9B6wGXzOpv85vuqixI9PfEJIgdQSN3AIWv6ls8nGVCySnP2DCb/9pyd8+90Rw2GrCZrOvJ+AXi/kbj18w5GuBtd3cFyHIPSskqAU1OYSwVRVky1y5qOYPMlfoYTXwDfzI/4fT3/PV7MDxnlCXp0+c8+fTs71PpayLvmb9Qf8ZniH29EA5w3qcdcNx9VEnaBZq65XtCYzRxynf8+ifHJtx3wTqrqgqGJyMyY3I7Q8vyKllgGBWsdTPWRx+nyaOic3I1Jzsgqwvg9HKByluB163A7XXj22kGjlshsM2A0GNvnSBNLyjHzRkvJZ04yH1+y4uk7I3ej8zLUsL3n2YsJ3T6yo3cawzV/+6i7/8d9/hOc6FzZ1f+nYaclslnJ8OGN0PGcyjq0CcWkYncRMRjH9YYsHH29d+j2WeC8zphASWSs82abt7GHqFFe2UcJvSo9vlnR8F1qhx63N3oWa037CmzHonr+p/iyusyJggylF1/W51x7Sdnxbcq6h43q0tLd6z5Z2iRyPSLv2kb/BypR2bFbU899ekVriz4G2usr2hi5+yyNvqHQXRVmUJPOUJM6u7OemtMTxNYPNLnc/3WUxTynz0vaqdQMc37HVS0cTtn2Clo/nX85a4bxYmvW2eyHuOd/rx3r/38d5tUOf3fUe43nCN89HPD+Z0X9+gtYKYwyzRUYn9NkedOhcUZUry0pORjGTabLyzFokOXqaMJkkzOOMtUYKO44z4oWlz0aR7aPyPW09CbOy6bUyKGUpnWlasFhYSouQpyITWssmGWGVGKPIeoGVZfXaavvb4MqIvneHSL99026TSgtyEzMuHjEtnuHIkN3g17SdLTruLr7q4soILTyk0Kt19bQylZObmNRMmBZPmRUvKKoFo+xbWnqDwk1wpPXD+zGNXikFru8QRP6VpYxLUxHHGWVZsbXZpdXy2Fjv0O+/nJQQwPZW70bUJqF5DmWN49ngMJ7a3s+LqJaBTQJkifWayrNX524B3Gut8X/a/RkH6YxZkfBdfMIfxs+Bmg/aG6z5b06iLImjnrKVivutde6319n02+j3VZlyNFE7IGj5qyredaGoYuLyMbP862s75ptQ18v+Jqvkpy9gOu7KNi13j7h8jhSnidyqLsmrOZkZkZpjUjNCiwDd+H9daq2qT11fX9pX1TVSyGZ+uJ79ljE1aVZQFIa1YYtbuwOG/Zals1+xAqm1pN22zB7P07S7QUPxFUxGC6bjmPXN7rX4lL6fYAqBFBpPdug4eyuvqWX+REsPecVgynlL78pPOD+G3fC9GuC+DoJlMBXgSM120KFoVMRajkuo3Zf+1qqK3bQgup3Qg6YidVML7HuHsHQ/P3QJIg9TmEsGU4ZknpIusmuh+blKNvLHvu2JKgyOpwnbwamHVbOxvayK2kUgpMAPXNrd6M+y8fl9ox167K13mS5Svnl+QpoXK8+PvChphx63N/vc3RrQCa8mRJTlBSfjmMl0seovTJLc9tVNF8RxxuZGhzBwmc9TFo2SUyvy8H3r/xUvcqtgWFQYY9C1QkhBkRvmsf37dtvHWfqcCYHrKFxX4fsuUeiitMQYQ1VfIphy77yzZ6OuK2bFC+a8wFQ50/w5m8Fn7IS/Yc3/iKF3H0eGjWT9G6UIm6AsYZR/w3H2FY/n/40X6Zf0vbvkVYxX//iMN4WUeL5DEHlvNUo/D0xZES8yytKwtdUl8NfY2uwyHL5aQV5WKG8KS9p42LYJoSIrMBcOpmrytCCeLsiz19P87rXWuRUNSI0VD/jbo4ccZzF1XfM3Gx/waXf7zeeIFVFqa5+24xNql0A7KCFfW5m4CWhXEXYCwiaYuk6UVcyiePJegimLsz2L/XO/ylFt2s4tZvo7lHRZtkfVlBSrYOqEzIwRSqK52rz6ph2VeMvvLoOqsj2LeWnodyPu7A0Z9q/HzF1pSasTEIQuUcsjz0qC0MX1NNPxgtkkoTuIriQAs8R7CqYkUii0DAmEjaTPQgqNEpfLTg67Eb/6aJdpnF7Hqf6bx+2txqvnHYiznON4QZznVLXth1prRfSC8z/A+7M5T0aWYtDyPLqBRy/w8RvjXllbul9VK0zdmMM2jbPfh6+clWT6TUE3fH0rz32aMSmMITOGwhhM1RgMN5TDpLCSoG3PI2oUCwWwKAoWeUFurHSorzWR6+IqW46v6prCmNW1FsaqGJqqwtcar/nSUpIWBZkxeEpZ355GfcxU1vR4Ka+upcSVcnV/l+cvlbR9CKFHGp9PAe77MKYiSwuKrKCurhZMLc9LO4og8ihdTVkYTGmYj+0GQErbV+W3PNwrimec95wc38FveZcyJP63Bt/T9DshD3aGuFqRlwZHKdvMbioCz1lRFMMryvKHocfudo9O2yfPSzzPYW3YwnEUVW0rV2trLWvgKbAc/Eae3XEUjlZkeUmWlbanqrLVJa1tpSnNCvK8JM+twAVYdaheL6TTDvB92ywdBC6e66AvwvGDRvjh3XOuoSApTzhMvyCrpriqRdvZYug/oONsW2En+Y7PcqlBIiRtZ4u6rhg53+FkX5OWYw7Sf0EKSUuvU2EpPVUjkyyFRAkrx/++IaTAcTVe4K56KS8LpSVR6LFYWIGS/cYKIMuLlX3HEp22T6dzMXPg8+Dse2jH9gO5vouYJhc/WF1TFiXpIscUhrMKFKu5VAg0EiUsfb7vRvQcq0a65XfYDd+8qRfNcXxp11gtLdX+fVbelwk/L3Cv5Mn1elhSmyNbhM4tfLWGlq1L70nfhqouKKs5mTkhviCtUAsfTw0I9RaR3qWskkYlOwdq8mrGOPsTWkYMvc9xZLQSlrko3nRvb+KeCyFWQk1L78TvP4dXObYQgLbJGO0oXEehHUXUsr3PfnA9AjPvaVcgENhmNY3Hqx3u4lyLyeuw3ovotvyfaH7XBMdRq0bstyHOc745HvFiOqeqK9q+x88aEYrz4vlkxt9++xiArU6bO4MentarYIpG8UwIsZJLzyrz2pxIzw1wleImu6aUtkGHdl9WMSqrqlHjs8GRAFqeixSS48WCRVGw22kTOKf0sHmecziPmec5cZ7TDwI2WhFtz9KFTFWRFAWFsfzkpCg4XizIjaHrW+GKri+QjiAuCqZpStv36UhpfauEoGiOUTYBla81ynVfedKUEniBaxuhR5ds6i4NeZqTZ+W1PYtSSRwprUS1kszHOSf7E7IkR7uasOUzUN33E0zJU+ERfQn5639r8BvxlHbgcndrwEsSY9QrNUF9Rvjhsmi3fALfbfr9QEhsr5QQ9PuR9btTEiElUeRRVVb6fLlJFIJTT7dG/Wm5oC9l10fjBU+enJA3Yhmuoxj0IjY2Oniu9S8RsrFBuKEpqK5rZuULXiS/p6gTAtWj7ewwcO/h6x7yAsu5RBPqdZRwaadb+KpLaia8WPyOSA9Z9z9D1IKiLqlqQ1VXKKFvYCN7zvMVAu05eIF7ZRU3RyvaLZ/pNOHgcMbz5+NGUCS13jMr8RDBrb0+rZZ/IUGRC5+Pqwgi39KHL/Es1HVjJ5FklO+wLtBCopRDS/t03QAtJGt+m4230PzgtBqxfG7eN1ST8HMD50KqbheBqwYM/V/T8z4n1Nu46mq9369DUcUkxXOm+Z+oFgV5NTr3a5XwkcoldDZpu7fIqymmyJtgCgozZ5T9kRoI1JCWs2epvld2ULphCDtfL5/rqvGZvNa3aPpfz5qse76L611fe8B76pk6nZyuemPH+YxRPmVczBjnM7pOi91wg47XwpUa9Z4aIn9MqGvbLGgag0wh7KS5NI21PNdTk8y6thLGAhukmLqykplSYqqa1JRWTvkt2ac4L3g8mvDNsZ0M1lsRdwfnL1kD5KVhkmbEWc4szW2WrNOmHzbylY3h7bzI2E9mnGSL1WvLumoqL7ay83Fvk7brc4NrHlJLHM9mN85+LPM859vRmEma4jZZ6cVJQVY2WeymSlVWFV3fp+V5LPKck8WCvLLX8Ww25dF4zG63w8dr69TUHC8WnDRmv7kxq2MfxQu0kny0NmSn02GeWU+qRVEwSVL6QcAgDDhZJDyZTHC1ouP7aClfSyQSTZXH9S6/UFWmIs8KirygMqciFleZqKql6s7BlBePjognC8rCrDbD2lGc7E9o9SLWd/v012+OniSwPTSu71w7zeRfI6S0zclW+v2m30viuqfj9uyQO0v/rusaJRV1k3J53dismyru939TVTX5RocwtMGY62r6/YgwcG3/1HsZEzWZmTMv99HSx1Mt2x+1Epo4P4QQKCwjxJERnmpbgYpyn8zMOZvwTEzCvJxag2Uh0cLBlS6e8glUgNP0b9y0kqrWyooPXHEzLQQrOfx2y2fetiq0WVa+ROsTAsorUpbPA6XVKmt+mc+wpqYsDFlSUBYG6jebvNtgSLDut/iL4V2UEKz77femyndZSCVxPG375aRYybqfTXwsqf5WJMHKv+dVuWKtvOuzVcLFVT0CvYmvN3Hl9QdTWsyp65LUHKGkd+q7ew4sK9i+WmPg/YyqNpTVAlNnK++qtDxhJr7lKPkdIIicHUK9iRTOheeI9wVHK3rdkEE3JC9KDo5mxIvsNOl1nRWqMzP79/99VfzZ8VWO8wlfzL7lq9ljvpo/5l60y39Y/zX3IoXUEeqCFIt/DaioV7KViSlQwhrcAmSmpKa2suFA2XhNeLX1qklMQWZKAuUghENWlWSmxFcapd03DrVFE0x9eXCEVoqyqojzixmnVo0/zMki4cV0husofra9+dLvrXlvwuN4zNOFpQTWzUSZmpK4zIiLDE9pPuqsww0uCkpJHNeWiM9mEKdpxpdHRxwvFmy0Wlat7PCI40XCbrfNdrtNYQzzPOd2r0vgOCyKglGSoJXC04rvxjP+5eCAn21ustvpIIVgfx7zzcmI78YjhBB8vLaGrx3+eHhInOeEjsNaGDHPM44XCWCz6g8GA/qBz2Ec808v9lmLQh4MB7RcF16T8bGBifXZuexGpTIVeVpSZNbn5zpchu0xC148OuK3/58vSOKM/kYHz3coC0ORWXPfqBPwy//x4xsNppa9ZUtZ3p/w54t3DcvX/T4MXHa2emeqXwJHL73D3k+uvqamqBcszDEtsYUrW2jpveGMzwfrEePhyTZ5tWBhTsirxWmDOYLELDhIX7AwMUVd4EmPtu7SdwcIdw2lNfKGs99CCrRjN9TXUpkQ4Lqa9bV24x93mhVfBpLWE+3mGS9SSVxPXzqYoqYJpnLK0lhPwneMiU2/w3/Y/BCBNWz9sUNKgXY1ylUrC4+iOk0EKyFR0o7nuq4tW6TImOQpAz/EU/rdz71QjXBDiBb+jdD8alGiRICSPoLL7VUCvcZ68CtqDHHxhMyMKOuEipK8mlIXVWOfMGIz/CscGeE03q4/RriOYm3QYn3YZjpPefZizHSWYkyNUj9eIafv488umCqqgrhMGOVT9tNjuk6L1OSYunovpms/RiRlwSRPV5mY5adQVIZFmVu/GO3gSLUyf/WVpV3mTWVnOfkuypxFWbAVtNmLurhSr6paZ1EYwyRNmaYZwyjEd2z/zkXgKEno2gd8lKSMFymFOZXVlkLgKkXkeGz4rZUwhp1IDVlV8mQ+ZpanTaaqvpaKyJuw7NP5vppQWVXM85ysNESua53hhaCoDJ7StD0PU9WMk4TNVoQAqhrKuqYsLTXwZLFgfzZnr9ulbHo2cmMoqwotJb526AdB0y+lmGY1WVmSliWu0vQDn2fTGc+nM/pBwN26Js5z9udzAsfBUxpPvX6xltJWeZwrSM7WNdRVhSkrjKmsfPnSpPaSyJLCGlHGOY6rcTzN2naPsO1jior5ZMGL745YTBPyrFiZtd4Mr9tueqxc+0/B1I8J573dV1FgVOpippE3BasGZrPQps6p62WPzNWOaeqiOWZJTQV1jZAChcKVLqGOKOqctExZmJiqeU1e5bR1h1BH+CpAi5thhyxVR7VzHZUpiesoWi2fra0u7far1PRl71xwTYaeb4NSr2c8XAR1ZXsRq9LOwUK83ZfHUw6DJsH6Q/TAXRRCCpRSqGYNK+uKRZkzK3JmeUZeGULt4Em1YuTEZc6izBvGTk3kOITafUVgS4uAUG8DAlcN0CJECOdSvUbvvA4hkcJFCZfLKlgr4eMrRce5x3rwa5TwmRWPSM0xpkopqwVx+ZwKgxCKvJoRqDV8PTwTWHlI4a2sFn7IgMX3HW7t9EnSgi8f7nM8jvnm0RGtyKPbDuh2ArS2va1LKvW7oJTAcbSle78n/NkFUz/hVUyLlMfxiMyUCASpKZgVGbMiY15k1NS0HI+wCahcqfGUxj1TxTn797Mi42f9bQZeiHIkQrzaiVRWFYvc9vS0fY+NVkTgXCzz4WlNL/TxtSYpChZ5TnlGvEAJSaRdPKnpNvLoS1TY7NPfHz0hNSWhdlbeCDelMCSVRDf+Ry+/ha0IeVqz02kTuS6PxhNyY9jpdNjpdDiKF8yyDFPVKCFQwtKg4qIgKUsmaUpalhSmwtQ1sraZ6NB12Ol06Pk+t3s9HCV5Mp1iKkvdTMuSjufR9T2eTqZ8Oxpxd9CnqirSsmSWZbanrRHAeK1JcpP101eoTDUfg13US4MxpumFufy9SBcZx/sTKlOxc2+DVi9g8/YaUSegrutV/9RsHAN2AySRN9TfIFZGrjfpZ/UTfsLbIBqqvKlzMjOnrLMrJRFr6sbIN8bUBadkKYHEJoVauo1AoITG1IZFGRObOQsTMy5GtHSbTX+bvrtGIIMbYYcImsrwVecomh5Rz0FrRRi6r1g51DVkWUGWlY1oyc0+76qhj9t15QrvVVtatClN09D/5vtggyix+vnHjqXH41KgwFQV8yLneTzlq+kJx2nMwAvoON6K8rfUzMtKQ1zkbIZtfKVfUY52VIe28wAhJL5aR8voQv2HF4NECo3k8r1MAuu/2XL2UOJ/xlfrvEj+ljqrSDmhrBbkZmqfazNmlP2BlnO7+dqh5eziqR6u6qHxG/PeH24UhL7LvdtrOFoxGse8OJzyx69e8OJwwr3ba9y9tUYUuEShh9ayCajffkzX1bQj8VMw9RMuhmXz9JKyl5qSpCxITUFZ24UiM+Uq+6CEFTgoEGSmJKvs3yelfb2t7rx9gV72M5V1hacVoedeeOBqKQkcB6WEVVMqT9XrvneFZ/5rsVz0l4a+5pobFl8HIQRSK6R6WYjdflo1SgpCx6XjeYSuQ+BoQtchchxG0laqJmnG/jxmmmWYuiJwHNqex8ligac1atXga69HS4njuk2vlYsSktCx1Smwi4rruQRa42qrejhNU55MpyyKgsBxiFwXT1uVwDddl2qqLlcNFOq6XlWnlK5X/lOmMDieYyt7jjpX35EQtmpWU1MUJWVRrSpEdVXZCl9TDbMV15tdEpbZ3qvurera9jfWdW3l3Rvp4bdl3L7fkPumTOLy75bmilWNDdzPBNE/5s3Tcu6xvkgZps4aXxbbaF3VBXVdUWNs6qSuVn9/1QrN+4YnewTOFo48n1m9AJT08GSHGkjNhLg4ZFY8p64rXNVabRTfTPOyn1FVG7JqTlwcEpdHpGYM1NbsV3gIARWV7cuoC4oqRwlJR3fxVYCp7edvbSxciqokNQmOcLh+chSw3Ezrq9Mq7Xxn5zz3NcqcxlSkac50lti+qiax9f1jnAevNtKf9mOt/o+UKMdK7l/l2qxYiu2fUlq9lUR2ksc8ik+QCG5FAwbe242/7ZxlaXWH6ZzDbMbQi9gKLHvl5tGIuzQJugpL88srQ1kZMlNykibM89xSVIVgPYhY8yNMXXOcLmg7Hq9jbbqyR9f7FIHA1+vW//SGeu+FkCjh4aoBLfc+qlHoOw+q2tjeKJaV6RQhFI4McWUbR7bIzQyoqSioqoKyWpCaE4pqQWbGJOU+cfkMV3ZwVQclfHRzvXbOeH+0ZUe2CPUWReFxdDLnyYsRJ+OY6SxhOkt4cThlHuecjBeEvksQ2D2msnzOt2LYi/j4wSaBf/19b2/CT8HUvwJ4yhrcLsqCoyKmqCpcqQi007hX2yVUSUGgHALtNhkawYtFzkm2wJWKluPScT0kkjW/hac0Sry+zlM3pfOqsjLVWsoL+1MJKezrEJRVRVlVLy0+VV2RmZJ5kXGUxUzyU9nYuoayNjyajzhM58Sl7de6Sa0hIUWTGXvTw3wq6ylfcy5VVXMYxxTGMMsz0tJwq9fhbq9PaSq+PRnhaX36unq5gWoycq+/E8hGGS10XPqBzzTL+MP+AXFRsN1pMwzDt5sriubarqH/o65rqqqiMjZYyJOC46cjFrMFnUGbVj/CP6dXiOs7dPoR05M5+4+OGR9OcVxljYELw8n+hNlJTJ4W1FV9Lef/VljVgisfpmoSAGXTYCsROEq+02vvvG1oS8prXhlMVTVV6B8/lWcJG0gV5GZCZk7IzIi8GpObKUU1bQKs4iWqW035mo3rjxt9/1O25X8+dzAFAle2iJx1kvKEhTlhnD/mMP0jlWfoyztIEXCeUWLqglnxnOPsa8b5YxbmhED1ifQ6jooAgalLMpMxyccc5Qdooem7AzwVoFabLyjrgsQkJGZBqMJLfx5vvfLlvCpvfrNXVTWHR3O+/GofIQTDQQuEWFHkL/ruNXa9etP0sQzuroM+bOfeiuod9hSP4xH/18e/Q0vJ/3nvl+8MpsC2DSSm4Pfjp/zt0UN+PbjNf9oMXxuQXjtWJIezH2CNKxUbQQtXKsZ5yjTPyCvL0LnT7vNRb40n8ylP5xPSpn/8+3BVn773OYCtSgn30lWjd1+GQsuIQG+z7v8luTslcm6f67VWVj2hqGKKakZezcirCYvyAKjRwn9lDampqOqCpDwkr2bMikfo1G8Mva0ohRIuUjhI4TSUP3Wj+6gl2u4ddqP/xGK6zn/7x2/5u3/4loPjGeOJFRoTQjCbp3z7+HiV/FgKUrzr7B7cXafXDdna+CmY+gkXgKccem5AZgx5ZX2YwoYep1eqfWb1t57SeNJSCpbVpVC7hMrSAB2pWPMjXKneGCAts+lCWEf5s55I50VV2ddZat+rvS41NN5SBdM85Xil5levqnFaSraCNh3HW/kr3Riaqsib+ooEL8/5Zysly3x7bkriImeSpoySlH7gkxsrCmL51M01LD9KsSTdvL0iIoWgF/jc6vWYpin/tL/PRtRit9NhLYreWjUUsPLduZZgytSNop+VTI8nMaODCck8Y3oyx/UdHM9ZVXnsZyqJeiGtXrTaVDieQ6sX0uoEeIFDZSrGxzOyNKcyFWmcEbR92v2IoOW/l16m1xFj6lW/ZhPwiuXfvv6zLKuKcZYyzS21s65hO2qzGb15Uz0vcsZZiqc0Pc9fKTuenoM9g7QsOUxiJllq5aSFpOv7dPFxGoXOG28CuQDseZtmoxBTVjFFNSevZmTmuPkak5sxRTVtfFUyTFXY7GtdUNelrVT9mQVTWvqsB3917r8XQhLqAUPvA47qL5iV+8zKF+wn/0xRpeRVjK86zebI0ohWz3NdNxsr01AEpxzn33CSPWRWPMdUOb7bYeA9IFQDBKfKn1bBTxOokI7TJVQtK5MuJNbfJkcwpqiLdyYErgKbzHp3Vvr7WI6LLCuZz1OMqfA8SwuP44w0LV6a94rS8PXDA75+eMD6Wst6/uUlcZ7jKIXvaJvgal6zXPfO/ruu7b9rapK8JC8NnqMs+0CKhlp15roa+vCVq94Nzbqu6rdmX6ZFwpezfRypmBXn8+hcCl3tJ1P+afSUdb9NUZt3v/AasLyM5eejhCRQDi3Ho2yEKCpqBJAb3Yhw2H5ysLYgjpSvnZO1DNDy/YhwWM9VF1d1absPMHWOf87KVGqOmWbf2EpTPaeo7FdupmRmbEUo6lel8WsqynpBaRav/M5SBnUzXzTfheJ98BdMXbAe/IbSDJnNU6bzBCkFnfbL96IoDe9Q/H8Fi0aM5X3ip2DqXwF8pVFeiK8cNoIWdc3Ka+gsaWzJk1bidCFoOx63op414msmGwHW4fwtm1MlBZ5WK9PYaZKRX3Dw5qZillnhBi0lrlKvBCpL8k7VSKEvIYSlL91rD/mku8GtVv/G5V1XPhvichUwIQS+1nQ8jxezGY/HY7KyZJwkPJpMiPMcU51uzC8CKQQbUYvPNmr+63eP+KcXL/gfbt3iVnePjVaE87ZAQ9iKm836XviyXkbjy1NXS88eu7gvpgmj/Ql5VmAaA17V8J9d38HxHe79/A73f3EH2chcO45CtgPWdwcYUzE5mrGYp8Tjxcpo+M7H2/Q3Ogy3e1c88cujoqKqTBMMvzurl5mSF/GMb6cjns1nJGXBf9i9+9Zgan8x55+PDlgLQj5f28BVLy84NZbyOUoT/u7FE74cHzPwA9b8iNudLtTQcl1azg3rlF8QdoOfk1cT5vl3zIrviItHxOUzimpOWcWW5lflZ4KnimZr92dN8yuquBGQOB8Eko6zzU74S/Jqzkn+LYvyiBdVwqR4ykH6BwI1INR9HBk2dD07Hm0QlVFUCxIzJilPmJdHLMpj8mqOEg5tZ4ed8Bd0nO3VOPaVRApJpG0A5UnbY2GrhwYpFI506Dhd6rrGeZdp8KUhztBsLzdJTacJX319QJLmrK+1qeuah98csn8wtYmkZu2pTMWL/SmHR1M+/nCLuqoZL1KejCa0PJe1dkTgOtaEulGOE1ivnLpmlVh0laVdH0znTJKUYRTSjwK8JhhbXZk4TWZdFctk1k0kFrSQuFJh6opZkZKa4gdLYDhS0fes6fC8yJAINoMWu2FnxXJJy5K/O3jCetBir9Wl7wUXZs9cP2zPoxIenhpQ1wYpz0eMnebf8O38/8aifLESoTn9nmPqjLK+mOnzsnJV1QYhckT9/vqnyiqmrks8V7Oz2eWjB5vWY+oaFDRv7fRtv+N7xE/B1L8CLKtJgXJOCxrN97P/fqXyU9e0He+VrfvZf79p4dJS0vZcfK2ZZRkHsznTNCUrS2vG+ZbNu2m8lWZpysF0Tpzl+I4mcp2XXrekuFnKokvLKVYUJtEEhUMvYs0L6bh2kb9JCsiSavL95hxfazaiFhU1vraL7DAMyUtDL/AJHIeeb/1pBmFALwjoxT5t30NLQWYMvtbsdTustyLchoLZ8bwVha/luTazJgRdP2CjVdLxvSbTaf9/23OpaeEoxSzLkEKwFoV0GiPgt1/cMut31cqU/c/ZRVZISV3XxNOFDYimC9I4Q2srM++FHn7kMdzpU58VING2t6ozaIEA7WjKR0cscoMQ1mh4sNljfaeHF95Ip8ZbrrNedvaQlHMSM0dLB1cGONJFCwea7PMrwVXjA5OWJc/mU46SBZ8PN1/zLpAbQ25KxlnKcWr76syZxaY+Q+lLipL9xZyvJyf88eSQO50ejlQkZWTVTpt7YiorcmI3HQYlJY5UtrdK3Iwa4vdhjWBzympOao5YlM+ZZl8yzb+2AVX5dNUj9a8VVZ1b5bxzQiAI9QApHKbFMyb5ExbmmMSMSM2Eaf4MX3UJ9aDxn/KQwi7xdW0oKys0kZgTEjOhrDKqusRXHdruNgPvHgPvAb7qvlSV8qWPL083JkVdkJm0UYUNcaVLoG5+K7Gaei85PKuqJi9KkqRgPk8pTcV4vGA0XuC6Cqcx4zamIssKisbTDmCe5byYzGj7dp7pBD6h61CYinma2bnfcdDSyqnX2H7PojQczmImiwRXSVq+i/M9lsAySXcdODWf/p5N9luDnncHXzV2jlmYnNQUFLVpFJR/GGgp0dLF1FZcK68Mbccj0M5KNv35YsZskeErzUYQ0WrYKz8k7H0WTYXqYoJdqTnmJP0Dcfn0Gs9omYiqXueacqOw/lgVge+wt92/1nVn0Ivo/BRM/YSr4PvD8TzD8zKv8bRm2Ipo+1NGi5SHnPB8usl4kdLyXbT75gxlVhoWec6L6Zyvj06Ypild32MYhS/Rl6SQtrfLtRmljuOTmoKsKlluUT2lKWq7ObxMRecieFUGw2IYhvxmd8f+HIU4UvKzzU3u9wd0fRtMtX2PvW6JrzWuUvhac7vXW/1cGJtJ6wcBXd8qEt3p95qsp8DVitC1vl8fDofsdjq0PZfQdVef2ZJ62Qs8bnV7rEURvl5SPS9/fRfCiuNo/6mUxI88ok5ItsjJ4pwyKyiz0jaTL9Xx3hLIaUcRRD799TZCQJbkCGmbx4UUJIsc5Wpc3q+PhqkLiqrgOH/OfvoIX0V0nAFtPaDt9Fdmpt+Hrx1udXoIIXgezxk1lLzXYZZnHCYxRWXYjtpsBNFLQiKmEYKZ5Rn7izmPZxOSssDXlg64HkQM/ICO+/9n78+eJEmuNF/sZ6pqq+/useZeG6qwNnqbGXKGci8v+ULhA4Ui/D/5RqFQLuUOeWfY093oBhoFFKpQS+4Zu++2m6rxQc09IzIjMyMzI6IKGHyQWlAZYW7ubqam55xvCfCb3yuMJqtKZnnOLM9ouR79ILTWwtIWVVcNU+dk+oRl8ZBx/jnz4muy6phcTyjNAm3ytyo0/vuAg3JCQqnYCn6CdFyOsq84yr4i1wuqOiOpSgqzOKV/eE7zM2hMXdkiigrpeISyz2bwKZvBp4z8j4nUCAeFNqYxoLCTv9OIqyUnxTHSkWwHu3hXNo06H++6QnW7AT/6ZIflMiPLStK04O7dDW7dGtLpBLRatlCqKs3X3xzw7XeH9PuRjbnQmiQvKSpNWWn6rYJhK2KR5Tw+mVJqQzf0aQc+Ld+yOpK8JC4KFmlOpQ2VPv96ri9QzLwNVl/5i3fx6gkJz2nBa+bHaz7VurYuueM8Zi+dMi9TXCFR16SteR08KdkMW0Suu2bV1DX4suaj7pAPugN6XkDX89dZm3/BDwth4HHv9ojNUefSjun76iW64FXjSoup1QJR1hWFKSlNRWmqht9qzqyK1s1KIB17k3rCxRNuoyF5fefGdk1KFmVMXCVN10Svjy8cS1XwhMITLq5QuKccaF5cEF593nZ8vwo0tJQ5iSsUvvDW53s6t2FZJiyqBOkI3Ob1A+mtszh0baiMfZ1EZ02nWOI5ikgFBNJfn5OlVhiWVcqySgikRygDXKFQjnp7A4j32DSFnmK32+ZZu8XhYsnT6Zzvjsdsd9pstVsMW+GaV77aJ2tTWypSknISJ9w/HvN0OsNXig9GbbY7bXz37CUpTn33K5ce4Ti2uw9k2roW+lLRr8Mrn1DXdd2EKj2/eDu+T8c/Oxm50++f+f99nndJ6rqmFwTc7fefvx9enh6+ymp+t/t80TF1bQOBc6vDmmYZgXL5aDRkq91eT67e8K7WlLz3faSvRNYrkagxNUVWkCc5VWGJz67vEnXtP11f4Uc+fuQRtvwz738lpM7TgmSekmdlk8Vip6nUkCwydKXxApfomjtRpq7RdcWymnOcPyNSHWoMyvFoqVcHCK82AKau6Xq+peO+4rrNdMU0T0mrqhHgn12tVjSjuCo5yRJOsoRSG3whabs+/SCg41m3R7B6rVmecZImLIqcRVkQljlxVTAMIkZBRLDS6V1BUbWipeT6hEXxHZP8C47Sf2ZWfI0xOYY/30nU+8JxHJTjo/AZeHfX+qi6NiyrQ9JqQlXnDaVvFeJ9OnfPdsSV8JFOh1D2aalNdsKfsxP+nFAN8EWHzGRketk87/RLa8KsnHCY7+MLn4F3Mb3H++P5GvW2i9TqOo4inyjyieOco6MFUgoGgxZh6NLvtdZ5U2VZWb2TqRkOWjjCsQHzjcb39CmMlymPT2YUumLYitjotFCijadglqaM45Sy0ghHUL2KvtRMqi+joFqvvesa2h4zrnJmZUphNKY27Gdzcl2ijWEvnXF/cfzKY1r7fMPjeMzjZMKiyhl4EZ3vcdKzYqisolQsldWsQ5aF4zAKIobB1RiivCusvtY0U/kYU5e4svsWJjR/fvA9xdbGy8/LejVhXe1N6tPX93Ozr/NgjG1exFlBUemmkXGKLeM4RL5L5F9eI+hqi6lm8z8p5uxlxxxlE06KGcsyoTAlVcMXt4WGLTJ6bpu+2+FGuMlOsNEUVa8+TXtTGcbFnFm5ZFLMmRRzllXadNXAlx4tFbITjNgOhmz5QzaDwRvOu2ZaLHiWHnGYTzjJpyyqhLwJCFaOwGvOd+j1uBVtcSPYxJcegXz+BX29fMS/jP9ApAI2/AG3w23utHZoKVs157pgWi54mh7y1fwh42JGz+2wHQz5rHuPe60b62MVpiTTBb+ZfsVvJl9xp7XLJ507bPkDhl5vTem4DrR9n483RyzzgqezGQ9OpvzzwyccLJbcG/a51e/RbiYnq+s9KUrivODxZMbD8YQH4ymLvGCr0+az7U0+2hzSPjXR0k0w31G25IvJAY/jCZHy7CgfzjxUpSPYCjvvmCl+MVinuiYc+D2PtXb8e0/TDG0MR3HMwXLJ0/mCZ/M5wzDkl7u73On1LqYjayx1a21471m/8zwPBMchnid8+5uHfPPr+2uqXnfUZuPGkO6oQ2fYJuoEhN2QwVYPccrlrywq0jjn6beHfPe7x6TLjKDloxo6zupM272IoOXT37i8ztZFYBspHp4I8GWEaHJ4dF3x1ju+V76GwJeKp8sF305PiMsRN1odOl7TZMF2lU9vmqVwGuqepe+tmjt5Qxn8djrmy8kRHddnFEQcJjG/OznkdrvHL7d22RTW/fEqtknapGT6mFnxNUfpPzPNvyStDppC6noFw3/KcEWI4wh2wp/TcXdJqhOSakyuF+RmQWUydF1SN5+p1Wm4KBHgiTaB7BKqIZEc0lKbRGqEaqh883LKQbZnn5/nXATLasGkOKGtOpTm+orf1fr7vkWH5ymGwxadbmADy5XEP+VIJ4RgY6PDJ9owGrURjm2AtH0PcAg967g6XqbMktTuB4RESUHgqkYXJVlkOQ6pbSKiz2h+X35fZr1hfB+cNrNYHx+4vzzmn47vc5DNSaqCZ8mU/XSOcBz+n08/51fHD155zBWhOa4K4ipn6LX4ef8mt1ujK9cpvwqVsXuD4yzh/nzMcRbTavYGsKIBih9eMYWmMilptc84/w15dcJm9L9hFPzy+z61HyQqrSlLOw0uS4PnWjquqwTqNY7ARaWZxikni4SD6ZLJMm0a8PYGU1Ly2a1NPru1dWnneqW779W0ZS875uvFIx4nBxxmY2blklwX62LKTo1cQukz9LpsBUOEIxh6vcb15tWnWZqKRWWLs8fJAXvpMYf5mHkVo5uQV0+4tN2Iu9Eu91q7AHTcCOUolPM8gHXt+mNK0irjWXrEHxePeJTsc5CdMC0W5KZA1xrpSALpM/C6bPlDcl0gcBh6PZQj1xO1Z+kR/zz+PR3V4la0jUSwE45oEa4/o3Ex4/7yKf88/j1P00M2/SEftm+y4fe525xvTU1uShZVzFfzh/znw3/hb4af0Xc7tGRI373ejWTLc7kz6LPMC/6wf8TT6ZwHJ1MeT2Y8m865M+jTjwJ6YbA2bJilGbM04/54wnfHY4yxIt3dXodPtkbcHvQIvefTGG0McVVwnMXcX5zwzeKY7bDDRvCyjet1iGHrRhz5vgLJdQF1CV09U9fERclxnHCwWPJ0Pme73eGzzU16QdAE574edW3fm92ovN/5OI7VSDnSmlmUecXseM7J3oSoG9IZtAnbIYOdPr2NDt1Rh6AVELR9gnZw5iMp84p4lnD0dMyDPzwlz0pGO32iTvDCazrrqdd1wnEcJFaA74sQ4YgzGW2XQYFxhSBSHmlV8t1sTKBccn32va6MZWwgt80T86QiUG4T1G2LqbQqmeUZDxdTfnd8wJ1On7bncZjGfH60T1qV3O32bTyC41yqM9uqI1uYOcvyIZP89xynv2ZRfntpr/HfE5QIUAQEssfQ/5BMz0mraaOHmlDomKrOMOtnrEQ5Pq5sEcoBoRwQqQGBfNk6ONMZs3JKjTnXUCXVCWVdYP3TrkdocXaNer/XdF2J64bPM9nqGq1r8qJav9NuJ8D3FWHoWW2YqxhEIY5wCF2XtCyZJzk10PKtDqoT+HRCn14YELiKkyAh8jzb8DA1rhTIcww01g6olyC8dxyBXGVxnXqZSZHw9fyA+8tjZmXKssxJdAE1fDHbw3UO33Bc2zySjuBmNOCn/Zvciq7e9OlVMLUh1RWTPOXRcsp+vGA7ajNqiidXSArzw2vO1M3UONOHnKT/wrJ8RMu9faFiyroAdinN8upP9BrgivaZAcDqPtTaUJQVRVGR5iVpVpAXFXmu6bR9ep2QKPSIhGBFuqkqTVHaqbFSgiQvOJrFPBvPeTaec7JI1mwmAE9JdgeXu2e+0mLqKJ/wzeIx9+NnPIifkZsCX3jcDDdRQq1Hs1VtLb1LU7GsUsrkiA9aN1HOm7OLxsWM38++xRMuyzKhqjUb/oDtYIQNdK2YlzGpznmY7DEuZlS1RjmSkddnw++fOZ6hZj875qv5Qx7Ez3icHJDqHOVItoMhnnRt6G1tKE1FqnMeJ/vEVcLj9ICf9T7ip72PCKVHIPx1wQWwrBISnaHr5x2qwpRMiyWzMrbGCjgkVbou3Fawtsc502JJZmzqfSB8Bl6HlgrOUAuvA0rYTt2tfo//8MFtWp7LV4cnPJvNOVzEzLOcwFX46vklllcVeaVJyxLhONwZ9flkc8Qvbu5ye9CjG/hnFueqNizLnFxX3Gj16PkBN6IeW8HLI/GtsGNtn68QdW3FycbUlzV4eG8oIdhstGY7nQ6fbW2w3e7QCwJ89Wpr+9OwD3MbtHsZhaKQz/Ng+ptd/ub/8Avu/PgWQtpzKbOKPCl4+MUT0mVGVVZURcXP/3c/4a/+x5/gBXY6WeQli2mC6ynufnYDz3fZvDV8qZjyA5fB1qtpdVcFU2vK5h51hWfdzmSIusScksh12XQiel6AK1WjZ3r+nUrHIZCKjuczCkKSqmScJQgcNqOInVaHVkMXneYZD+cTjtOYTFecZAkPZlMO0yXLsmBZFJxkCQM/QIk3ZJO9JUxdUtUpcfmYo/RXTPLfUZjxpR3/v3coxydUfVwREKohxhQYdON2aDfZAoloplOusGGd56HrdrkR3kI4AtdxeXE8lZmUeTkjkAGRenM+0WXBmOeRC5cFrQ1FoVksM9K0sJMqKQkClyj016YU/VbIBw21SAlJpQ15VdmOudYIYQuulu/R8l2UFNzod+kEPkVlN3mDVkjoui/FVJjGztzol/VpbwshnHXUxAoO8EF7g//TzZ9znC9ZVhnfzA/51clDauBn/ZvcCF8uqle/3AgtCKVr9Z7RgFutIUOvdeXP3NfBaqYlm0ELXyrutPvsRHZvIBzB0L9ezcxFsMrQ03W2/uuiE/mW2mUn+g/kenLFZ3k9aLu3zgQWV9qwWGZMpgkPn5zw+NmY+TJjsczWRdYHdzb4+IMtbu708TyF6wi0qTk6WfLwyRhT12wM21QYHp5MWGYFN0c9Pru1tY7yATt9vjG83D3DlRZTx7ktdL6Ln7KfHdNRLT5q32I7GNFxW3hCURpNZnLmRcy0XHCcT1lWsS14TlFUXoVZueTrxSNC6eMKRd/tsBuM6HkdBA6pznmU7PMsPeQwG/NI7xNIn46KkI5k5PfWnTddG6q6Yi895teTL3mY7DEpFrRkyO1om+1gxNDv4guXzBTMiiUP4z2Oi4ktHJdP8ITLTjBi6HXxPZ9AevTdDssqWRdT5kwxVTErl8zLeL1QZyZnVi7JdIGprQFBXdekOmdaLMh00djW2mNHMnjtpvnFTt7rlus3ufitoKRASY8bvQ7CuUHXt+nicVEwzzJOkqR56J1+NXsxtzyPXhDwyeaI//jRXT7eHLHb69B6wbTC1DWZrqhqw8hvcbPV41bUZyfscNrkAEDiXDl/u149zM31dWTfBCkEwyhiGL0HnaEpEnX19llhL8JZ0fykzTNq9SI++dsPuPfz21R5RTxPefrNHs++2Wfv/iF73+6zmCxZTJZ0Rx1++h8/xWv2eLrS1vXPlezc2aA7arN9Z0S7F53zmtfP3TfNelHXIFEox8N1vHWj6DIQKpdQuXS8526Op48shUAKmwlU+iFxWdLxfAw1wyBiK7Kb3dJYk4qnyzmzPMfUtQ35zmLismgaWzVJWZJUJb03hH6+LXSdU+gJy/IR4+zfmBZ/pD4nE+XNWGl/nheV37cI/l3hOIrLEnkqYbVUyPffILRUB0/4KMfFFe6pz9euernJGHhDu8G+pnweVhTr6v0bPmtXS23IspI4zjkZL5nNM1wlcF3FaNQmDJ8/j3qhZVmcOp0zOO/Rs9Vts9lpvdZRF55nQ1mq37u/L8sKcJBSrml+q9e73RpyuzUk1yVJVfAPR9/yKJ5gqPn7jXv8rH/j1cfF6sA7yqftBk1OpboW189Xn5RdA1wh6fkBkXK52epyo9Vdn/PrHIW/P5gm4iFvwsfzC6+DkdpmK/w7KvN29uc/VPiyRyCHa01UUVScjGMePjnh1797xOd/eMpskTJbZOuJ9N/+4g6eJ2lFHlsbHaR00NpwMo354us9qkrzwZ0NHF/wbDwHCZ/e2uTTm5soKc8wdS77+r3SYirVGcfFlFwX9NwOd6Idft7/hBvhJr5wEY6wIsJak+uCTBck2mqdPmjfxBXumXC78+BgLbK3gyEft2+zE27QddsEwo7nS1NxM9piLz3m36Zf8c3iCdNiwYP4GSOvf2ZLPCuXHOWThtY3xsHhg9YNboZbfNS+zVYwIJA+ypFUtSbVGXeiXfayY76aP+BRss/jZJ9fjb/gp72P6HtdAuHT9zpkJmeaL4mr9MxkqjQls3JBZnIGbhflKI7zCYUpiauURZkQSB/pCFKTMy0XlKZa0yIjGeAJ740bCt1ofd7k46+UeG3A64twpWQQRXy8ZUenn21vME5SJklKVlVkp9LWVpOqQRQwjEJu9nvcGfQZtsIzDmXrcxGCrhsQVwUPFmNmRcq8yJgV6UsWziO/xUbQ4ir9eowxlHlFVWrqPyOjMVMbqrKiLKqmO/pucBwQ0moQZEPzW4yX3P/8EQcPj9abhjwtKLKS7qhN1P0AqSRKCT7+6w9QpwxIvMCjN2qz/+iEZ98d4D1SxPOU7rCF44iV8zie59Lf7NAZXF+X3L5fG2YKNVVdUJsa6SgqU/7gnOgcbNdaCcFmGOEryU7U4VanhzaGpCoZ+AE32l2Gfoh3yVbXuZ4wyb9glv+Rwsyoa/3WDQkbKuk2IZsthOMicHEciUA2O9o/ncKq7d6+trDQt4F0JAgPYe1/WGVKVXVFVZeY2uA6LtJRayOlq0Zdgy71e69R9lg1VWWYzVLuPzzi8HCObKY5dcMFOjqeo5Tkzp0Rd2+PkO/RrHnTb2ptKPIKXb6HZnVdSAmkK20z6xxIRxAol7Yb0PNCHGDDb7MZnF+Er5urOHhS4Qn5vU6jVnAA1WyMl6WdqCdVycPFtPkzwZ1On7udV2vjvw9Y50ZrwvO2zwhXdGi7N88N5v1ThHR8lAiptCFJcg6OF/z688f8/qtnHBzNidMC33fZDX3my5T54uVwaeEIlLRmVYtlxmyRUtc1QdtDS0Pge8RZweF0ie8q3EZn5TgOoecS+ZfnAHylxVSmC07yGbkpGfk97kQ7/KT7Ibej7TOb/9NubadxkY6jcByUkGwFQ/52+BM+aN0846ina0OuCw6yE07yKd8tnzItFzxM9viofZvTk5N5ueRB/IxH8T6H+Zi+1+Fe+yY/7X7IZ917bPpnb8zKaGKdsp+esKwSvouf8CQ5IK4SBl6XH3c/IJAeA6/TTNye0/xW3bGirpopVM7I69FxI5aNBswWU3FjEe6R6pxJOaesK3zpEkifSAX48vUXhKlrKm0oK021djY5H1HgvVUx5SnJUIUMooAPRwPySnO0XHK0TJilGfM8X/9s1/fpBD5bnTZbnZYN6X1Nro1yBF3PZ1a4HGdL/jg7JGs6a/JFCmgXhn7EVQ4ojDZURYUu9bkPvRcngOdx41f/XP3Z99rda1CbmqrQlPm7b1RWXVEhLWdfKnsNLacJX/3zN3z5T99Y3r0r6QzadAZtBjt9Btt9RrsDRjcGtPstlPd8c+YFLt1Rm70Hxzz77pCq0uR5RX+jY4u15mEadULcQF17MSUQSEeBg91kYhBGUtXlWrQNz9ex9ffPc5OblZmJqa3T5YuTp5rnWVIrZyNdW3etixner+CgGjMLL1SMwhYf9YZ8OtzAbwonx+Etj/lmrNc5PWaa/4FZ8TWFnq+NES5y3qsplBQBygnx5QBfjhoqYoBwvLUV+J8SWu5tpHO5xdRl6EYF4gwjRNeaypTkJiM3GcKRRLKFJ3yEI1+6zq8Cq/Dvsijfu5gypqYsNdNpzFd/3Ofhw2O2t3sMBy3KSlMUFctlTpzkSCm4fXOIEKddES8ud73I+m60ocxL26R711rKsdRqoQTKfXUAsBIShaSjAgZehHIEm0GHreB6Ndfvi1UT3cFqQY/SJYfJYr2b84WNILlIMWXvmethm9R1ha4LdF28VWA3gCfbePLPz/UvLQrmi4wnexN+8/vH/NOv76OUxHMlG6MOo0EL9mCxPKeYEg5CSLSpiZOcw+M5SZLTHUT0ttt4UhJnBQezmMhz10YzwnFw2vzpFFO+9Oh7Xcp8wqxc8iQ95LvlE2pqBm6XSDVBq++xCLdVxJ1oh5vh1prudqZQw8EVqik8QuuiV8OyTClMeSbZblklPEuPmBRzdG3oqhb3ot31sV+EcBx84dFxI7b8ATfCTTJdcJzPmJV2CiUcYSdU0j81gcvJTYlyJIUpmZcxuS7ouC1c4bKfnTAtlqQ6Z1zMrUOg8Mgamp8D9vOTwYUW6yQteHI449nRjL2TOZN58sqf/bsf3+HvfnJ7XcG/DRzHQUlBNwhQQjKIQvLq+YLhK4mvnofzvvHcrUsDnpRshx1yU9FtOGAv0tGuI4ndaENZlFSVPvf1qlKTJAVGG6KWjx+cvVHrumY6jplPEnrDFv1B6wfRSK9NTVlUlPm7b1SEFLi+wvXVGb5+1A354Od3wXE4eHDIeH/K5GDG/GTJYhIzP14ghGCw3XvJ9nhF6Iq6ATt3N8jzEj901+5XTm0/PHMJWq93QY1B1xUOAk8E1pLaFFSmPJcuqeuaXFcsi4KjNObBfMKD+YSjNOar8TE9P2AnarMdtTHY6+UoTThMlvxhfMRhssQVgl8fPmNR5GxFbTqeh3cBbZPjwCiM+GQw4v5swv3ZxDplprGlCdY1W1GLe90Bbde7NMqsoUSbjEwfE5dPSKtDdP3yQ/FlCHzZxxN9IrVNqLZxZQ9P9JoiKmomUwrHkZzJVPoh3FQXgC+HuOIqNrGXEXAAuq4o64pZOeEkP0LXFVKopqDXRKrFtr9Lx716vWJd11Tl+zV8VihLzWQas0xyhsOW7X5v9xiOWhhtKErNg4fHPH4yxnGchn53dWHWutIUWUlVVu/2HHNsFp8fejY64gLX/3bY5T9tfYJwHDb/xAopeK4VHQUtfjzYZDfqnGo82abUTnSx95XrYxblfUqzuNqT5rmbaVw+pvgz0T69L9Ks5MGTE/747QHLOKPfi/jRh9t8dG+TXiek3fL5L//0DXuHs1ceI/AVw37EfJGSZiXOMmO428F3FVlZcTyPcaVANQwoKRxcKRh2Ls/t8WqLKWE1PdNiwVE+4ak45Nu4hxQS2bIOfo5wuIDh2CvRURG3m4KnpcKXFhIHUI4kaOzR2yoi0wVxlVGY6sxjZ1mlPEuPGBdzdK3pui3uRjvciras698LcHDwhUtHRWw2xdTDeI/9Yvq8mELQdzsE0kMbTW4KUp1TmBJHQKFtMZWZko5q0fPadN02cZWti6m+16Hntq1mqlwAztp44iILZ5wV3H92wm++esrn3+7xcO/Vwm/PVfzy05vvVEyBHa/3woDuil9+VjJ1+h9vxKos9qViO+w8z6xilX3x/ODvq/W5CJ7TMc4vpspSs5gmVJVGKfFSMWVMzfRkyZMHx9xhi14/+kHoPYypqYqKInv3jYqQAs938Tz3DMUk6oR88PM7BJFHHuccPDwimaXkac7saMb0qEN/u4fWt14uiBrWVqsTsnNvg2SZrzvC1vnqufbhutPbwdIjdV0hcPBEQGEyKlM0ltQvf466NqRVyWEa84eTQ/4wPrLFVBLz1eQIx4FfbOzQ9QO0MVR1zcP5hN8fH/Ll5IjDdElVG8JDl0JrhOPgCYl03zxJFtjclZ4X8Hgx4/FyxtN4zrdqTF1bq+Gfbmwx8G147/ta9j//jApKsyTVxyzLJ6T6gIts9h0EvhjQ8e4xDH7OIPg5odwikBs4juTlVeT7v4/eFqd1X5eH+lI67A5O0/zLOM4PuR9/A0DX7VGZimk5oef2acn2tRVTdjJVod+zmCpKzXSWEMc5w0GbWzc9dnd6bIza1LX98ywr2duf4Th2fZFSvBfV73XQlbHFVHH+c+VNcHBQrsIPPJRSF7qktoIug207yb9IM+aHBuE4VrslFcMgXC8pNnNUUxmznri/CZk+5iT9V5Lq6RWesYVdD2MKPSXX03UcwX/PSLOSh09O+OrbAxZxTr8X8Te/uMP//n/7KYHv4rqSvYMZ//Cr7155DN9zGQ5aHJ0sGU8TjLDMpsBVxHlJVmZnbgtXyUstpOCKi6lNv8/P+x8TKZ9vly6lqXgQP2NaLPh2+YSh26XntdfZUl23TaQCQum/+eANlFC0VUgomynXC92j091K2YyGATQvL1wral1VW01SILxGt3V+t2d1bEvDs6YWnrCd81wX67DevtumpUKE41CYikUVMykW+FKxqGIKUyJwaKmQoddl6HVZlgmlqZgUczK9Qc1zA4qe26bndQnfYDyxgjE1RaXJS+s+9Dqan3lH4flLn/tL//L2ENjuU88LoW1pfKdRY6mWpdEN//tqN1RVWZElOUVenrGx1drYqdQyYzaJ0ZWh0w3RlSFNctKkIM9K0iTn+GDOfJowm8RMxxF5XpLGBa4n8QMX5UqUkhR5RRJn1DUEoUsQeoSRj+df/i1rtCFPCrIkpyrfzU5WKokXeLi+a4Nlm+shXWY8+sNT9u8f0Nvo8Df/x1+sQyodx8ER1lzl8//1D3z0V3eJetG6GJNKEkQ+g60uylOUeXnG1GRN6fBdWt3r1J68aOhSW+c0ajslecV6sdIrbAQRPxps0PMDPuoPWRQ5m1GLrbDNjXaHQCqMqDHU3Gr3UI7gRrvDzze2iZTLZtRiJ+owDCL8NVUWWq7HTsvSQFJdrs0nnr++gyMEH/aGlmJI/VyTWsNuk18lLqmQAqhMTFrtk1cnmDp/6bN7EcLxaKmbtNxbdL2P6HofEaldIrmDEm2E4+G8oNl4HmheN3pUqw17Hob9p1dovQlpNSXTMxJ9QlKdUJq0EbSvnmvvXlBthT9hO/ypDRdF4wqPrtvHFS5Dd0RmsuYZ6a/jABycK61na1NTZCVZnFOV76cZUVLQinzSpOBkHHMyXq7XLGMMeV4xm6fkeYk2taXPvU/H9w0oi4p0mVFkxTtN2B0H+/yIvHUG35umaMJx8JoG8dveH/MyZVFmRNKj64YXCIW/PNigXvvMdxwHamuus2qsVkZznCXMi4zdU4YUr0NllsTVYxbF1cc01GhL8zMZuk5R/KWYqirNbJ4xX2R0Wj6bow6bwzatyEMpuQ6rfx2kFAS+h+tKykqjKknku7RDn1mSM41T6tpe971WQDvw8N5xYPAqXGkxteFbw4ZAehRNIfVg+YzMFLjCpata7IYb3Aq3+KB102qpnMHbFVOOJJK2AHudGNbBFj3SkbbbZGxKxmmUdUWsMyqj8YWLLz3rKPiGxWblrNduiimwWVXLKqHvduh7HVrS2pevaH0tNcfVylL8TIlyBG0VMnC7DL0ek3xOaSrGxYxMF9YaXedMyyU9t8PA6xCpkItYMK8svavKXEqWxXXBdp9cPKnousG5roRpVZLqgpa6+jT2qrTuckVWnnnoGW3Is5J4YYspow2buz201izmKeOjBfNJwnyakMQ5aZozm8S0uyGzcczJ0YKo5dEbtggiD993iRcZh/t2rN0ftBiM2kglrqaYMoYsLaxNefWOxZQU+KGLFyicUw/XZJ5w/3cP2b9/xM/+46d8+Ff3iDohfuSRzFOW05jf/9cv+bf//DvCts+9n93BbXjNypVIZY/b2+jYTXNjS39m4Ok4qAtMZy4T6+6/42Co0XVFTW3tpzmfuiwdh0i5BFIxDEN+NNjA1AbT/Jn9S5zZnERdl9udbqOTqhE065iwGqjnEySHtudZK/WoRV3XL1mbWy2pw8f9EXe7fXRt1jotG5y+Cvm9vPuoNAlJtUemj9F18cafl45P1/uIzfDv6fmf0vM+aSh8slnrznFDo6GBGUNhKqvfc9xLzcn6oSHTUybFA46yP3KUfUmqbWCvrsu1Hfq74ueD/xsbwY+aAtXgCY+BOyRSLTa9LWIdk+nUXqvXpFMzTTGVxtk7N3xWUErQbgdrG+aTkyWeK5FCUFaaNC2YTBLStFxPpa5S21oVFckiI8/Kd3s+Ow7KUwStVTH15nNdUajfBYsy40k8YTPo0FI+8pJiIC4CU9eURlMYjWwMzNKqJNf2msh1xcPFhL1kgSvkhYqp0sTE5RPm11BMPX9y/XAcgb9vVJVhvkxZLDN2Nrvcuz1iNGjj+y4O1jztTVBS2CmWklSVRmtDy/dohz6VsQG+xtQoKRi0A3qRzYK7TFxpMeUJZWl44Q51XbMdDDnKJkzLhc2TMiVxlfAg3mNWLnmcHrAbjNgJN9gORmz7zz3oX7WYCUegHIly5PsvePUqXLKGZkPkcDGu9Mo+9DQRzTQbmlD6hNLHFx42SdzmSElHEFcpyhFEMiSQHpHy6bttum6LWGeMizmxtp9VpnOSyj7EBl7PasQusCDWWPeiUr+/9fUK2hhKbdYTBinsRu3FLtVp0f08zZhlOUWlqYwm8lw6vk/ounhKvvS7pzeK5zEsTF2zX855Ek+5GfWI1OVpPc6DLjVZYp3oVla2q+mK60mUK62ZQ2Pfq7VhMUuZjmOCwGXn1oDDvSlpmjOfJsAxZamtBXhaUp/EtApN3bULjONAWWhmk9jS3boBXCK9fVWcVKV12MvSAl2920ZMuZKwHRBE/tp8YvUalhZpbFjvVs92UD0X11O4nsILPEvfqcyZKklrQ1Voxgcz9h8eEc/SNcVHudb+tzY1Qcvn9ic7bN8evdfncVGsTjE3KctqRq5jWxTVuhEYVy81auD59SwcB4XgIvtQISUuspm+nDrWqWOe/m/rY5/z2it4UuJJaRtKdW2NJxxx7jHfF9okZPqIQk+pKV/5cwIXXw5puTfp+5/R939MqLZR4tVUDNNY6h5lcx7EJ6S6xBeKjhsw8tt0vQBfuN9bsOhlo64NuVlS6CVH2Vfspb9lXj5lUe6tQ3pXBX2NwdRVIwl+4bnE6TwjB1eEuE6IKyJcEWFQTIsxmSlZVHMynZLpjMIUVKaiMDm5zghltM4huvr3XlMUJXlSUDWOfqu1920hpSAKPQb9Frs7PZQSaG04OJxR17ZwG/Qj2j+7xc5W98yk/TLfz2pCX+YVaZw3k/d3mUw5+IFHqxvhXlBQ/z7v52ky5Z9PHvDj3i5bQefSnT9fh8oY4qpA5lZ3meuKcZ4QlyVK2PzPp/Gcoywmrt7cvLGoqalQIiJybxLIEUq0kY735l99S5i6pDIxuZ5cC63wTwF1Y5CmjUEqQei7uOq0wdib74mVjnrVjMjLisPZktYyYrPXZtiOGj2d3bueLBI2e+0z99v73uNXehcox1ok3wg32fT7LKuEWbnkMBvzOD3gaXrIXnrMk/SAh8kzlCO5EW5xt7XL3w1+zJY/eONCvXLze18ji/NwGTJeq9ey4b2h9HGARGdMy+X6313h0nZD+3PCp9sUU7NqybyKWVbWLMNax2cooRh41sDjIheAvVg1ZaUvbTKlTU1WVlTGoKSD22zQztu2rEgnJ0nKg5MJy7wgKUq2Oi1uD3qMohApAt7CRNAet645TJf8frKHdAS7Ue/cjeRlQVcGYwqKvFwH3K7saEXg4vlWA7jKRNCVYTFLmE2WjD7d5eadEVWlGR8vWMxSZpOEqOXT6vhUlSabFBhj7GSmrvE8RVVqFrPEGgTs9i71/aw2DqtiKk+Kd6Z5KlcRtQOClo889UWucqdcTxG0faJuiCMsLc0LPBwh8CMfqaQ1rjh1OdviNefx13v86n/+PfuPjimLygZktuzv6Eoz2OqhXHUtxdTq7qnrmkwnzIpjMhNb84m6QpuqcfO7XGv0leMfnF9IvQtWk6qrRFWnZNUxuZ6+1tJXCJ+We5OB/1P6/o/peh8jnNc/nqxu0vA0nfJfDr9mXqZsBV1uRgOq2tj354o/n2KKmqyaMS+fcZD+jkfLf6A0CbouWV2Z1jrebwp7WzQJRyGaddFaM5drN0WrTWsTqQ1aapO22kQ6XU6KExbVkmk5aaz+LZXvKD9ojmPwzzFlurL3bmzRkaUFZVlhjLHB4O/wzJdSEARWY2HubtBu+xwfLzg4nKOknf7f2B1wc3dAu+1fGcXPNGHpRV429PHq3Wh+wjqftruhZQZcwbmexpN4wj8cfYsnFH89vHPFr3YWVa1ZlgU6T6jq2mbnxTOmeUqoPKTjsJcsmBcZSfXq5s158OWAUfDX9P2fEKodPHG5z1t4TnueF19zmPz/KMz00l/jTw019v6u69oyLlZ7gbeAafa4lmkBRVXx9GROexTxkzvb3N3s4+CQlRW/fbDHt/sn3Br1qOuLO3O+CVdaTDmNs54vRUPXcolUQCQDIhUy8nrsBhsc5hMOszGzcsmsXPLd8gnbwZDdcJN2Yxrxhle6lM6RnSIFxFVKUVeUpqKq9To491WvYUWPJUmVUTYbBtdRhNLHa7KyAunRdVsoR5Fqaxe+0lZFMqDntpsuqqLrRnTdNibZZ14smZULpqV19zO1IRCupfnJixlQmNqmS1favFPn6zwkRcHjyYyjOCYtSnyl+NH2Brf7dgFa293XNU9nC57O5nx7NObb4xOSoiSvKgZhyHanzYcbQz7d3mDUivCVIjMlx9mSXGvars3QOs5j5kV2Rhhv6po/zPb5cnbIbtS7chOK1SSnzC3HPU8L/CbYsSw0aZyznGekSc5ilqJcuc6kSpOC6TgmSwuMqRHCQSqBkHa6IpXE9WwQ4nKergXXlp6p0ZW59GwrXdlJW7LIKBqXrHe9PpSnaPUionaAPMVFthQ8O1k5eTbh4RePcX0X5SqrgUhyFuMlnu8i3bMpYXlaMDteUGQlUSegM2iRLjK8wGXz9hDXVRzvTdeL4ercr5KSc7qQ8YRPS3UxlaYwOZIahIN4QTO1miqZhopW1/W6iNG1Qdf1S1b/K92S4awteqYr0rLEFZKO7+FJu3l6cUJ1oWn6Ndjy27DeKZVZYl5pBeygnJC2e5eB/xMitfva/CX7mRmSKmdRZhxmc6ZF0lD8rCmHLxTKsZ3qtAk5d7AZStJxKIymNBWyyc2p6xptRwUAFEaTmxIHB0/YfB1PKBzHdsc1doqq65rclJRGNz9nf9YVksJU5KbCdeSaPulgaaFVE/y9uhZWDcHXoaYm0Sec5F8zL/fI9AxPtunIXULVJ5B9XBEiHZdlechR/hXalHTcbSI1whMdpONS1RmFjomrYzIzwxUtpOPScXfYCj5DigGy+VlXeGdC5le7D4Gg43bwxcUaepeB0zl1ySLDD731+vs2cBwHKR08T9HthpY6Vmq0qXGVxPddBv2IwSBCqatrzpVZSZYUZElBVer30isHkU970MIPzn4e7xI38yZkurTToCq/FuOn05COIFIeLde3DRMc67zsBgRKre//eZkz8N9ORyscH18OidQuodrFE/1LP//KLAHI9RgpAn5gcYTfC4Rw8H2F5ynyomK2SMmLi+kiV5dfXlRMpgnLOMd1Fa5rQ+iLSuNgDSdkkyNn6po0Lynf08jmRVzffJaVvinECzyb4dS6QW4KxsWML+cP+Hr5iCfJIU/TQx4nB+wGG9wIty5QTF0OXMeaWczKBXGRkpucylTo2rx28lVTk5tinQ8F4EmXthvhNwnyvrA28asJU2nK9aagrUJ6brspvKR19XPbUNfMS2tWMc5npDoDHALpM3A7ROpiBhSrMeplTqYWecE3xyd8sXfIk+mc0HXxleJWv3fmU9J1zTdHJ/zX7x7y3fGY744na7qhrxSBq/j7OzcJXYWn7IZjVmZ8MT1gWqTcjHpIR/D55Bn3F2Ok8zxDrKbmIF1wmC74+eDG9SzsNRR5STxLSZc5ylXUQBxnzKYxs/GSJM6ZnCyRSmCaQmk6jokXGdOTJUYbgnZA1PIbrUdN4Cm6/Yg8K5lPE7Q2a/rJZXZPTqMqNck8IZ4l70wxWcH1Fa1uSNgJztD8HGH5/LoyPP16j8VkSaffImgFLCYxi8mS+XiBF/mW73/qjeZpweRwjuM43P3sBqPdPtOjOa1exKd/fQ/XV3z5q/vE85Qg9M7EHFwlVnqDSHZQjqXuZjq2rloOuI0wf4VVIVVoTVaV6LrGFbZwzKqKwmhLvTs1QZFCIB2HqjaU5nmRO80yDuMloetyy+nS9Sy11uF5Mbn6/z8EGFNQmDmViXlVtpSDgxK2mOr7P8WTr+8I60YbNc4TnqVTDrMFBkOkPAZexMhv0/NCQulR1pq8qmwhhSBQIBxJpgsWVU4oXULpNp+zXhe+izJjUiQ2OFwFdNwA4doiIjMlRfOzpdFMCksp6roBXTek4wa4QpLqklmREimPtvJxhS3ktDHrAmxFBW85zhuLKWpDXB1xnP2RuDqixtBWW2yFP2Hkf8zI/xBPtHAcyV7yG2I9ptQxm8FnbAaf0vNuE8guuY6JqyP2099ylH21fq611SZbwU+QIkA4vnWrRL+SoiEdhScunwr1Ohhdk8UFy2li6W3vUEytIIRDGHrUWEqx77koJWyR1QnxvEuQDrwGeVowHy/J4sy6qL7j8muLKY/uoI33Hp/HRaFrQ9nsi65b9+NLxcAPGURtSmOofLO2RVfNZnncSlkWObsXtEZfQTgS5QQoESGd4Gpofo6PdEKkCPlTy8W7KkhhabdR4JFlJcfjJUl2UYqmRZqVHJ4smC9SfE/ht6wZhWkYVHFW4EpJXlYUpTVhu+z94pUUU6d1Mqu/rzRFwgGFtSpfuTBFMiDVOanOOcqmJFXGooyZFguG3uWPWl+FlgrZCoYsKvvayyrlMB/T8zr03TbBC8YYpsnbSKucSWP/XhlNW0XNRC3Eky7g4EuPnttuDCfyxpGmWv/3vtvBFS7KkbRVRM9to4SiNBXTYsF+dkJqCnzhEkqflgqttfxFNFO11e/YC+hyqvG0LNmbLXg8mXESp4xaIdWpzpqpa7KyZJEVPBxP+PzZAWlR4ilJLwxoeS6LPOd4mfB4OuOb4zGh5+KNJK4QdF1rD103nV/pCDquT6jcdUjxajOTlAWekFdScJyHMq9YTGPiRUrUDZBKoaSk1Q7Yvjkgz0q6/Ygw8hhsdAgjD3CoqVFK0unZPwtbProJUo5aAe1uSJ6VKFdijEEpCbXVYEVt3xYMl4iqqFhMExaTmDJ/P4cs11O0+xGtTnhmMhVEPrsfblv77SbLajlNyOKCIi+ojWG43Wf7zgajm8MztuoriMbcoq5D6rombPkIJdDVampnu7qmrq2G8MqvA/sCSliTg7bqo+vS3luOQ1v1kY5a35u5rpjnGUlpN+ECh47n4wrBoshZFEWjORSWjmsMnrT3waoQi1yXtudRGUNSlRRa4wlJUpa4QuApRaCsVXB9VdV3g1xX7MVzDtLl2ob4XmfAvc7g5aBqdONcVXDeaNVBokSEJ/oEakSgRgjnDSHk1FS1ITcVSVXYiVQzQbLFkYcvFDU1izJjWeUIHFwhGTotlCOYFLYQG3ltRn6LVJfEVU5c5SyrYp1VY2rDQTqj77X4oL1BIF2mRcK0SImrnEyXtpDFupzV9ZgP2psE7RFJVTApEpIqJ1b5uthaVhl76QxDTUv6tN3gQg/2mppcL5mX+1R1jitadL0bbAc/ZuB/SM+9hSsCwGGunuI6AUaUeKJFKAd03B1aaoPSZISyT41BOh6z8glxeURuFmR6SuSM8KTdoOpak1QxsV5QNnS/1fM9lCE9d4gS19eTNcaQxhmz8RIvcN8pqNs0etYkLTg6XjCdJlTNBks4IIQgy0pOxktGozajYftKbqcsyZkezUmW2TtPpYA17bk7bNvi8tS57qdzniZ2XwIOI7/FjahPpksexWPmRfrWr/fN4pBMl41z5vVCOPY+9qVCOAZP2MnuarK/egYEUhGpiz0vpRMSym1wHDw5RDktGwJ+BQY2wpE2H++Kjn9RrLwBagzUmuch86v9umiMf4T99zc1et4DnifZGLbZ3OiQJDlP96c8ejJma9Sh3fIJA5fylDFWXdsYmjQrWMY5s0XKdw+O2NufkeUV25sdNrY6DHc69LsRWVHy6Hi2bmQJ4XBj2KUb+pfaLLmaYgrWi+6Kay1fcdL2Iegy8vrshpt8vXhEDZSmIjU51Wt49peNtoq4GW4xKeY8TY+YlzEP4j0iGeK33ZeKqRqztkA/zMY8S4+sfazfo9vYoduCBwLhMfA65LpgWi5IqozcFPTp0ApDel7HTqaEdfXrezabymCYlguepUeWEqhCQhUQSA/3gjfjmcnUJVXjRaU5jhOmaUbouWx2WoSu+5yCZ2pmac7efM6j8Yz7x2NuDXr8dGOLW4MeN/td/nh4zD8+eEycF/zx4JiW57LdabPZbfGTwTbzImeSJyzKnI+6G3zc3WDot+idCu79zclT/k0+ZSNoX7n+Y/3es5L5OCaepwy3evihIGr7uN6A3rCF0TVBaKls/aFemybUNdSNSFJKgZBiLZyUSuIq20nZ3Ok1xh6sneuUEpdeTJVFZYNzx0vK/O345S/C9RTtXouoE67teQFavYiPf/kBm7c3OHp8wuRgShbnZElO2Pbpb3bZuDVi4+aQVi86M9WSriRo+XYSuCjQlcYPPOoa9h8ckyxTDh4dY0xNntrCrH5HHcW7wMFOjzpun0A+n54rx0WdKgjSsmRvuWCaWZqqbQgopHBYFgWHsc2PqowhLgqWRUGgXAKlUEKghLVGXxVgwnFIqpKnyzmusFrFru+z3WrZ6dYV3wdJVfLrk2f8t/1HTIuUpCz4v374M+52+i999isrYMP5OjLhuHiiSyA3cEUH4fhv/P5WwZzWkttaBVmnVoES0gaC41AazThfcpwvG6q1dVKMpMdxvuTr+QFFq8KTklmRMi5iniVTniYThn6be+0RyzLnm/kBQ79Nxw0Yei2OsgVPkglPExt8fK+9wchvc395zF4yRTgON6I+cZUzLeKmuIUbYZ9QeUyKhK/m+0hHcLe1Qai8C06Fa0qTkuoxwlGEqk/Pvc1m8GNaaoQSPqd30k7DplhZnEONg8QVAY4asS1+SkuN+HbxnznJvmFaPMITbbaCHxOofuOOmHOY7/EouU9cLaka10qATX+bzzo/Jbom5ghYql+6yJgdL+j0376QAluQFUXFyfGC337+mMdPxnQ7AVHkobXVMZWVQWvDL//qDoN+hLgC3V0a50yO5iSL7L1Cx51VMTVqvzSp+2Z+yP+8/wVxmePg8FfD2/xPO59xlC34fzz9nG/mh2/9evvpnLgqmsnU94+V9tMyBuykw5MSeUGtmye7dL2PAUEgN20g+JWRtkSjYXS5iBPzVcEa1GhMXWDqEkNF3RRV9iwVUvhIPFv4XeG5+p7Lje0+J5OYL77a49n+mH43QkrBnZtDbmz3yPOqqSkaeUxRMV9kHJ0s+PrBIX/85oDHexPakc/uVo9PPtpmc7uD9CXPxgueHM/RjY52s9fmJ3e22ey92/rxKlzJFWPDLDXjYs5RPgFY64eU05hFNJWuqQ2pzjjMJ4yLGbkpkI7Al56d7IiLudNcBrpui9vRNifFjMfJAaWpeBjvIRAYDFv+EFcohCMwtS2kJuWCvfSYveyYTBds+gNuRzv2Zx13bdfuSxtgPM7nJFXGrFxSmLIJEg7pu208YYXCnrTTp0haN6q4StnLjilNRc9tr23gxQW7BSvN1GXS/EqtWWQ5aVnSD0OGUUTgqnWlr2vNcRzz3fGEw2VMWlZstFr88tYNbg973Oh1cICn0zmLLGd/sWB/3iGrqnUYXyBda1QgreYgkC59L6TbFFO6ts4+hanYCtprkfVVI88KpscLltOYqtI2h8SzJgtR+2VR9nqjtKahneaj1Q2Nr/EtPKU1O2W4dU7H/0Uu/Mv/9iaURcXsZMH0aEGevV8x5QUuvVGbziA6U0wJKfBCDy9wMZUmnllaYZ7klFmELjV+ZP9cuZKo+3xj5vm28+wI696nm8+6yEsW04Q8sZo1L3DxAtcWEdc0nTydX+c5Ad5rwhdXGplMVxSVJlMVXc/DcWBe5IyzdH28uCxZlgWZrnBLa57gCknX8ym1ptCatKzIdUWgFKauSUq7sRkE4bXoVyqjOU5jvp2fcJzFLIuc/5TGlr/+wsvXtcZQNuYT5zgconBFB0/2kU54ITvzlYNrIF1ark9L+YTSJVI296btBrhSUhlNZiriKkc2uqiy0SqlVcG0SNjwOxRGk+mSpMpJdUluKoTj0HVDSqPJTcWyykmrgkS6xFVBUhXr7nwoXbqu/f4XVUZcFWudVkv5HOcLjrIlnlDciAYkVcFBOidSHndbNjT1Imu5nVIWlCYhkH0C2SVUfUI1wJPts5+r4yCw2j27aaqom2mb/cwlUrhIRxHJAUr4ZHrGSf4NLbXJRhNInRlLdy9NRWEKcpOhG+1bW3Wo6ud5jddx7RltiOcpk8M5G7uDdzqG1oY4zlksc/JmIh8ELr1ehK4MZak5Ol5wMl4Sx/naUAgu9z0mi4zjvSnxLMHo9yimHEHUDhhsdQlbL8bK1E3zwTbnVu9jWeXcXxzzYHnM0G/TuuAUB1i7QdpDfT/lVF3bZmquK/KiQhtDoFyk4zDJUxZljkObtvvmmB1P9On5n2ElFJtIJ8B5g/nNu8I24AJ8OaDt3kU4Lr58t+v4VVjlzNVoSpNQmQRd5/Yvk9vmVl02RVTzz7pqplT2+3RFm1BtEMgRvhq80QzofRD4it3tHnGSc3i84GQac3i84LdfPOFksmT/sMezgym1qZkvUh4/nZBlJYfHc45Oltx/fMzJJEZJweaow52bQ27fGNBqB2inphMWpEVJkpVoY3CloBV4uOpy2UxX8gnpWpPpgm+Wj/nHk8+pqRl5fbpui0iFNgy3+XJyUzAvY56kBzxNjzjMJrhCMfA63Ai36LiXWz2+Dh23xR1HMinmPEkO2M9OeJhY2/ZJOWc7GNF1W/jCJdc2R+pJesheesRJMcMVitvRNn83/DE3ws0zkxKrmWrjSZdE22KqNBWbwYC2iui7nXXhKBC4QjWFVkSmc/azgpYMGHpdInEx44kVVpOpy8yZ0rXlopbaEHku/TDAP0Xv0sZwMF/y5cERszQj8lzuDvv8/b2bDKOQyHM5WSZ8tDHkwXjK0WLJOEkp9PNxricUG36bvhfa7rMQZ3QlDg6bQZuf9HfYDNqvnH5eNvKkYHI4Yz6OqS4olAROFVLPx+mvNU9549tZHWfVk3s7FFnJ9HDO+HBGkb4dR/lF+KFHf7NDd9hGec+XlTKvmB3OOXh4xJOv93j69R55WlAWFUpJlCd5+KUVkv/if/gpvxx1kNJbH3Ow1aHdC63TVV0jhWA5TXh6/xBjDN1Rh3YvYrDVte5ePxSx0Cm4QtD2fOKyYJZlJGXBILCb71meMcszen5A2/WgrhGNyUGlDSVmnaWyLAs7rc1SlBBsRi0c4CiJiYuyyZZy3mptuGrYDmjROMi9vPYIR6JEC092L6xRsIG8Hl0TUNaaRZnRyRf0vIitoMuGbxtTcZ2/9SfRdQM8MeJWNOBmNMATiq1gsrZdzrQtXD0h2Q66ds1vDdkMOjxLpozzJUoI4ionUh4dN2DaUAr7XtgUJRXLKsMVkpbyaKsAdSH3KhsOresS4Uh80Ua9cpInGiMUgaFC18VLk0GBRDo+oRzQVtvoumBaPGIr+DE1hqquyHWG53hsBzu0qw6JXq7pfh3VQzlqzT65DhhtWM4STvam3Ppo+52OUZaa+SIjy0u2trpsbnbY2e4xGraoayiKii+/2iNJCqS0uteVadBlIp6nHD05YTFN3o/mJx1avYjRbp+oc7apsxv1+XcbH5Br+5y61RoQNZNQU9d03ZBfDG5xpzU879Dn4lcnD5jmSbO/+X7WmpoabQyLIufxcsq8yNmObFH4eDnlKIsRQ4ftC+imPDmg7/8UoAkG969sEuM4ltYcql02wn9HoWe01OU7ItYYKpMRl8+Iq2dk1TGpPiarxmR6vJ5I1U3Y/PNsOrtGR2qXof8Zff9TpPBxxdXtw31PsbPVw3EcJrPEUmwnMb/78infPjwi9F2OJ0sbhXM0J04LAs8aVmR5RZzktFs+N3cHfPrxNh/c2WBj1CEtS2oDtzf63Bh2OZwtmcUZrpTEWUE3vHie7UVwpTS/uErZz07ItNUUtZS1//aFi+tYF6qirkiqjJNiyryMabsRu8oaT2z4faJrtF8NhGdHjuEmP+rcRQrJk+SARZXwODlgWizoqAhXKMrmvI/yKYsqJpQ+O8GID9u3+LB9i46KzjxggmYyFQi3MaHIMdQIBC0V0XbtcVcba+VIWiqk67YYl3OWRUonihh6XULlv9UStrZGv0TR3Sok0xpJSFqeDTheCbgLrTlcxnx7NKbQmu1Omxv9LncGPSLPwwH6kXXzO1rGPCxLlnlOdcphZRVyqmtJpiuyqiShWL+HurbOQrbLKq5tXc+SnPH+lPnJgqp8dTG16hCx4iav9Qam6QYVSCdANMVxjaGuV5vhFyZRtTm1GRKAQdcZdV0iHA/heKzCTd+EVXcyTwvGhzNO9qdk71hMOcIWuSvOfqsbWq1XgzzNOXh0xNOv90gXKV5gXfvO0Fpq1vkxpy9P5drsLj+sqY0BbBK66yvSJMePPKs164V0+q0rszB+X7jC0vAKXZFVtgHhSUtHa7sewyCiHwT0fJ+s8smqilmeMc9zfKkIXZe256OEwG8ofUoIQuVi6hpPqobWIi48rb4u2Af1ij5y3mTKdmqVE124GywdgXTAly4t6RNJD0+6BNKlreykyh6bM/fS2tae57qrF4lKQWNIMfBa9NyQTJeNpsn+rDWNMCgh6QhJS/n0vYiushOxSPmIhmIYuh59L8STikJXzMuM43y51nAFzTn775DTY1eJVwcZCwTScXEcgTYFlcnOuCk6zUZYOApXRISyz6LcJ66OKUyMzauy9MlQhnjSxxcBbuWS6wxdV/giWDMvrgtaG5bTmONnY5LF2+t9VlibtUjrvhn4yppRGGvPLBsKdp6XzBcpnqsQwjoAep5657VmrSeva+JZwsHjExYTa0r0LljFTrQ6Ab1RGz8625AYei0+7e5QNZvlrhsQSBccEA503ICPO1v8pL974dfcT2f8Vj5ZU+uuE1anbhoKqjX0mRc5x1lMYSyrZVZklMa6pF4ESoSvdQ+9TDgIhOPjyT5d72O0yfHVxqUc29QVlUkoTUJh5uR6zKJ4xLJ8TFodkeqjU8WUnUq9CqVZ4ssukbt9obB1u++rMHVFYRaUevFS80Y6PkpEKBHYfU+z3isl6batIdPH97YoK823D44oympN59Pa0Ip86hrmi4y4uUc9T9GKPG7s9PnRh9v86MNttje7+L7iaBmTFxW7wy6hH7BIc6bLlDgrSIuKXhT88HOmpCPwhKLntbkZbnGUT8h0zqJMMKy47k7zUBRIIfGEy81wixvhFreiLe61dumoCHXNi7WDw3Yw4m+Hkg2/z4bX5yA7YV7GHGZj9jleu6vZ9+lxK9ziTmuXu9EOt6Ltxkzi7Hn7wqXndgjl8wfzyj69pYI1dW8F4QjaKmLgdVlUCaUp8YTLwOsSyrPc+DehXlmjXyLNb1UigOUoK2m1HDW2q56VFcfLmMeTGdvdNp9sjdhsR2ecxpQQhJ7ViRWVdd16sdirgUxX7CVzjrIlhbHuZystUVXbsDeAoR+dG+572cjinJO9KdOjBeVrJ1PPF5gaG+i6+q+lHlPoMb7cxHe2m2KqomF9N6JPuRa3W7pUARgcXKvXqw4pzRxPDvHEAOH4F9vcNBSJLMk52ZtxsjclT96tmFJK4oUuUTsg6oT4oTWHWCFdZDz84glPv97jxsc73PvZbZspdY7RxO6H22fMK1YQwqFuigTHsfqAnbsbVKVGKYHyFH5wfXTgt4UrJT0/wJeSQWCtmFuehysEketxr1+tqay6uZ4fz+c8mc/YbLW40e7Q9X0i16PvBwzDiKQsSasSo2tGYUTbcwnVD/MzeL7hX13Np/9QWEG28K5AkG2nvqt16bnI2lIVM102wvwzv9E4hr55oyiaZ9h5P1mzotoJQunS80JyXfLN4pDCVAz81nqC9lbvB4lwVNN5TpuNzjlFqiOQjo/jSMo6ozAx+hz9sYODFDabqqZ+nltVgyd9uk6f0hSUtd14rTRTua4bVu31TkKNNszHMYdPxsTvWEwpJem0A5Ik59mzCdNZSp6XLJcZlTbkecX+wYzFMuP4ZMmzZxNUU0wN+hEbozbiPUw36rrG6JrFNObg4THz8fKdJlOOcPB8RdisvdEL5j8ALeWhnO66aeAKietIJGJt5b8Tdt9qMjXy2wTSRTnX7xq6ovallY1XMdREymohn8Zz0qrkdrvPJ70Ro+D6tHwXh9M0kHw8OaQWGulczoSkMinL8imL8iGz4lsWxUNyPSU3M7RJqepsTfO77BzE1esXZsE0/4px/gdMfbZYC+UGHe8uLXWDSG0jXqAmB77Lh3c36HVDbt8Y8Gx/ysHRgsPjBUlWkKTFWjMV+i5h6LExbLO92eHmTp9buwM2Rx06rYB5lvNsPGeR5HiupG9CDmdLHh1PMcY6qI46YUN/vZwV7EqKKZuboRh5PT5q36KlAsbFnGWVkmnrZFdjs1V84RGpgIHbZSPo80HrJneiHTpu9JLhA1i6XM/tsB2MiKuUnWBES4UoR/K6W1s6gp7b5ka4SVy1yU1Bzz3r0rOqTLtum44bEcpgnQ/1LD1iXMxJdYY2GikkofQZeT22giEft2/zQftmk6H18jTNFS5t5TDye9wMtwhlgC89boZbdFXrJW2Y6yhGfo87rd31+74VbnEj3KSjWm9VRa8NKPTlGVA4NB3ipkNnGrMRU9fEecFxnHC0TDiJEz7YGPCjrQ02261GL2d/Rzi2EAMotaF8IedINwvnrMg4SBfspXMbdHjGLdIiN5pLemtvRJ4WTI7mTI8XpMucMq+azKizBUKNpjLLtS10jUE4PsJxqcySXB/jOC6q7lLXJZVZrjtXjuOuOzemrjB1jq5TagzKiaiBXB9RminCUSjRwrng7VxVmiKzrnrT43ljQPFuRi9u46jV7kcELQ/XP3sOZVEyPZwxO57z6d9/xAc/v4vrKaT38rkGkX/mMzyTnXTq3z3fBiT/qWBlIhEqRT+wHVAH+566/vkaO23sFGS33eFOt4cn7SbJcRxGREyzjIN4SSE0gVK0XY9AXWvSxYWwcoJyELzSGt2xG4zL3pQLx8FvNozLKiPTJSeNGcWsTEmqgvKlYqoxtHjDuay+v9ed9epn2ipgJ+wxK1O+WRzSVj4jv81W0H2rqZRdcxWusK6WhYmp6ryZaJ/V9KwmThJFaWJSPaWq7XTKZiau7rOVUZShRj/XTlCjHBcpFcpRKFNgpKYyBQ72+RTJCHWKTXEdMKah+e1PWUxi8rRAKolU4sLnIaRDELj4vktVGRaLlPHEA2rKyppTZJml+OV5yXgSN0GiDp4rGQxavM/qU2SVtUU/WTI+mJEssndqcgohCNt2IhV1w3Nt4n353P32NCLlcTPqIx3BdtBl5Ldf+plXYehHDLyISF2uG9pFYKm2FbIsSCrbUHIcu8amVckkz7jThp5nm1fXhZU7HqthgbOai9tG0llNtNM859/vGba6502dU5qYpDpgkn/V/PUli/Ih2uSvnUBdJuw6VLEsn3GU/obKJOu1BKDl3qSsbQPEk11czl5zrivZHHUY9CKG/Ygb232e7k/ZO5gRJznLJKc29n1HoUcr8m0htdtnc9Rh2G8RNPuCkzhhukw5msd0Qp+8sUc3piYtSowpyMpqbWJ0GfqAK3n6rlyutvwhbl/xUXWLXBeUtc0mWNlzr+zSXaHwhXXL67ot2ip6pfHEyO+jhORGuMkv+p/QUS12whGRCpCvcdzxpcen3Xts+P31edwMt87lxjaPI3pumw9aN9nyh3zWuUdmCnQT4mvdo6zFe9iE7rZViHoFVUU6AkcoPmrfJpA+ubZ2332vw8jvn3u+d6Ndem6bzzr3SHVG3+3Q8zp0VeutNh7mCjRTq6mSJxVpWTJPM4pKU2rN/nzBN4cnnMQJpq4ZRRGfNsXUaXqErmuKqlpT+15cmAtTcZwvOUyXjPOETFcMvHDt5nf6nfS9gOtieZVFRTxPmY+XTI/mLGcxrW6E90IxZeqCtHpGWu2tF89A7eCq7YbS5GDqgsrMyasj0uoJjqNwxUqM79rRfb2gMjHaLKlhLdYvzYK6Xon7L448KRgfTDl+NiGZp5Ze947XRdQO2Lo1YrDVxT2nQBJS4Ece7X6L7qhDb6OLkALnnC9LXbIg9IeIi769YRjiSju5Ok9PEyrFVquFqW1TyhUC95xp3/cNe917dppyygnuOerGIKE8xdu/HChH0Pci4irnaeO+NytShn6L+8tjFlVGYaorb8IM/BYfd7b5fPKY382fcqc15LPuLjthl+CtKH42jyuUfSpTkOo5pUma+9/AqWeZdFwC2WEpPDI9Y1kdkus5ui4s/a/5WWvKkZBUE/tnwtKFcZ5PnKQjMU2mVCAjPBmgHEUgQoJroketYExNnhQsJjGzE7v+troRrd7Fz8Np/ua6ksEgQmtDELgYYzdWSkkG/RZB4NFu+VSVzfqTUqBNfd4g8MKojZ1IjfenTJtAcl29OsvrdZBK0NvosH1ng1b37b6H7bDLf9r+BIFgM3i7PKa+F/FBe4ONoH3tzKHKGJKypCwy5kVGXBbrvLahH62NNA7TJZHy2Lymy9NwyhmvLhFIhLBOeAIbj3P5sE2QTI+Z5F8yyf/IrPiGRfmYXE+bQupVQemXD2usYd0KqzolNzNMna/X9ZW20ga03+FVX40QDu1WgKsknVbA7RsDytIyq+qGkqSURCmxLqrCwD0jL1iRypOs4Nv9E45mPsNOxI9vb/HsZM54maKkOKM6f19c2WQKHPpeh773djfqm9B1W9Z17y1/zxMut6NtbkdvFq2uxn4tFdJSl3M32owtwY1wkxvh5ht/3hWKrWDIVnDx8fursKL5XeZkSklJN/CJPJekKNlfLDlcLgk9l2+Pxnx5cMQ0SfGVYqMd8cFoQC88GzJcaUNa2swc4TTho87ZYiupbPDlpEhYFDkd1z+XGmMDL69nJ64rg67sA/1kb8rmzSGu3zjKnUJdVxR6TFo9wsFDihBXdFllTtVU6Dqh0BMyvU9c3kc6AbUqkU4EjoOuc0o9pzILdJ3gALpOUE4bQ9l0/N+umErjjIPHYw6fnBDPU3T17pvYqBOwfXvEYKt3xnhiBSEErufi+gpjaoqssO6H52z8nQBLU/kzLagu2sV1HIeO79PxX03/8JXC/wFOol6E41iTA+F4DSXt7LVW13XTEChfObl6FVZrRtC46bWVf6bwVELScQP6XoR0BKkumRYJVa2bPECrH/Eap9CoYUJIx8GTymbaOJK2shS41ZQrVDboVTpW96SEDXcNpUvPDYmUja1Y6dc6yudm2OeP833GRcx22GXotxj67Zfo4G/4NPFERCRHLOsjUj0h1zGlSfBEqzHwWBVAHoHs44rIaqHKQxblPotyH6/RLZjaUJgFSXVCWo3RdWWnWY7bEDKbVaquyE1GaSocx8HFxRMBngwQjlwXyNdC96ttMytZZEyP5hw+GbN1C6JucPEpyeq6CVw2Njq47sv3UecFV1YpHIS0dPb3afgYUzM/XvD4630mh3PKvHpnJz+lJP2NLjt3N2j33o7SNvBa/KJ/CxyHlny7yI2R3+bT3g47Qe+CximXB+toaTVTK12UcASR8s7kSpXm8jI1XzqHul7T9q1LXkZlUqo6wRjrmqdEhC/7KNGx5g21y8phT5uMGt1kTbkNdffti1JTl5QmZlk+4Tj7nJPsc5blYzI9vvw3/SY4VhMl8ZAiwEFg6oJCL9brel0Z6loTyE1Ks2ym5C9PlEUT4hsGLr1uxGlLdEvbpmn2vPqZqoQg8lx8V9mJVF1zd2vAnc2BzZkzNf459/374If/NP4L3hs2tFfbDtslTaYiV3Gj1+VkmXCwiJmmGZWp2eoc893RmEeTKZUx3B312el26EchgVJnHrdFVTFLc/KqwlOSQKkzxZbrCHpewKzwmRUZ3y1sN/kwXaz5+is4DuyEHThn0nhViOcpT745oLfRsVS3cx5odvStgQJjHHSdNNS/GYWeoOsUbVJKswBAighXDnFwKPUMU2cIR+HJPtDDvmt729pOP83x3+K8ZymP/7jHk68PSBbZe30GrW7Ezr1NRjv9c6l3qxyt5STmy3/6mqPHx4SdkCDy7abk1Pd98+Mdbn6ye60hoH/Bu+Mie0rheCjRRomQqk7XusHnMOi6sGYqb1lMeULRdQNut4Z03ABPKjqnml+yKXC2gi5/O7rLB+0NfOniCklhKkqj2QpsYdN2fYZ+q3lfDi3lNa6yET/t36DGiveVI9eW6asA0Y4b4ArJ3daIrhvacF4vxBOKFanHcaCtfG6EPTb9DpH0UI54I53wNBzHwZddut4tCpOwqJ+R6SnzYg+BIlKjtSOiKyI67g7L6pBp/pC4OuZp8iuS6piW2sSXXUqTkukZh9kfiKtjPNkmkht4sgU46FpTmoKT4pjDfA9dazzhU9eG3BS0VZub4R363uVaO18ERhvG+zO++91jlKvYuHnxpqMUDr6v6DkhrmsDQ98Ex3FwhEMUeefqOi+K2hiO9yZ8/esHnOxN3svFT7qSwXaXGx9u0X7L8GLlCMKm+JBvWRDdjPq4jqTvR2+p+Xt/+MLqTjutLhthRPWKz084zprBcvmoKc2C0sxYFN8yL76j0FMKM2sm7JqWe4ue/xkd9y5C3UIJRY0m1xMWxXeUZk6otvHlBp7sIpy3HzpketLok75gkn9JXD6jNMkVvN+3gYMvenTcO+tib7U/0XVOpsdk+oTCzKnqtHEjfTXdsdKaqtKUpY32cZXEc+V6MvUqtAKPj29sMOxEFGWFlIIbwy6d0Gdn0EFJyaAVIp3XuCm/Jf6ya/kzxnNObUPz05enKwo9j1v9LoeLmMfTGc9mC9KypOV5HCyWLLKce6MBH20M2el16AT+ulBanVdWVUyTlKysCFxF5LlnOl1SWPF2KF1yXXGcxY1WSOM4nNmI3GsPX3LmumrEs4Qn3xww2O5y6+MdjGlyXM7cnM850g6SujbPbUnrynayhAO1QYoWSnRxRa/p1NuMNiVajZjc2iDrOseYvNl8mka4/+bJnDEGo2vmkyVPvt7n2f1D0vjdiynHcWj3QnbubjDc6Z1L83McB6kkVaXZ+/aAg4dHjZ1566ViKmwH7H64w3sJEn4A0MasQ3hXBinPrQ+emxzYkFmxDuI9z4mvNJrSaHssY2zeWjORWv13S50+5UqE0+hWBaoJsj29YXrxKlndj1Vtp9dV/fyYKwrEKprAFZKqeT8XMUaWjocnuzYIU89ekj3bUN+MyiSNYPlUuNobsMrgaimfnbD30p8LR+BLK7Tve9HaabSmtlOtCzgful5I17sYO2E36rMb9e37qmtLY15nWBUE0uVWNGA77BIq6376NnBwCGSPnneLuDpCFC66Lsn0lMIMCRiwOqLrhLTdbdrlNkqELMp9DtI/MCue0fNuEsg+uV6Q6SmLcp9MTwnVgK57A190cRDNRCpnVk7Zy54hcOi5fUpTMi5O6Lo9ht4G/XqwOsFrg9GGk/0p3/3uCRs3BpjKFrc4b54ACyHwPOsE1j4nF/AqYJtKNUVecfx0wrefP2a8P3t32r1jg9KHW11ufLD51pMpKQTyHRuPI7/NwGs1bo/XSyNwpW1ebIYtaqyGarUOwtnV411cMl+H5068Fbk+IS4fcZL9K8fpv5DrMYWZNQ1OTd//KcJxcUWbQG4BEXVtKPWcefE1abVHx/uItls1+saLF1Om1tS1Jq0OOcl/z3H6b8zLB+SvmUhZp1/R0HtXOycHQ/XCuvtuON3Y9mSXjneLXE+Iy2eNcRZrCmSuJxR6RmVihJBr7djqHtHGZr2VlSbLStK8JM+ts1878um0A6LQQwiX1WNNNzmqNHRcT0puDrtsdiOSvESbmnbgIYRDK7AMhFbgIS5xsvqXYurPGDbYzia52+DByzt22/f4cGNIUWmmaYo21ip9kqT4UtIf9PjFjR1+eXuXO4Pemedsjd3Yz7OcZ7MFcVHQD0NGrQjvdFZVbazjVm3Yjbo4jsPtVp+dqGtLh9NTjah37fzteJ7y7LsDRjs9Zn+9YPPmANd3n4fWOtb22RMDfLWJJ0e4omcXTvdDPDFsFjjVuP6thKJWr+DJjWZB7iCcsBGNO43VtOVog8GTI5QTvtFaOk8KFtOEw8djDh6fMDmcU7xjWK+1LVd0hm02bw7ojTrn0vz80GP77qZ1PaxrHCHWQbsvIuqE52qp/tQwLTL2kwX7yZy9ZME0T0mqksoYhNNMVDyfYRBxtzPgRqtLx/XPDZjcTxY8XEx4Fttj3esM+LutW5i65sFiwl485yRLWJY5ugnmDKRLx/XZbXXYjbrsRh22XpO3srIb3k8WPFhM2E8WHGcxcVlQ1QbpCFrKWrjf6wzwpSKtKmvF/oYdtOXRD/FEj9Q5eumZba10Z2T6BG3eb0r6OqxExis/wevwIZsWMcf5koN0zn42QzmCjzvb3IwGhOeYArwZDpEaMvI/pDIppq4Y+R/RcXfwZfcMVUgJn5baoOfdpO/dpjBLCr0k1WNMXqJEQGUKdJ1T1TmuiOh5t7kR/ZKuewPHEY2DqMETHgN3iCd8Rt4GmUnRtcaX1hr9OnOmVjDaMD6YIRyHez+5SbzICFu+nY7/AJcQY2qW05jJwZyDJyccPDomWWRnDJcuCkc4uK4i6gQMtnps3hzS6lxfhExc5szKlJby6boh6nsQuq7MqSZ5ysPFhP10gT5lh+4KyU8GW/xk+G5ZZOfDUJolhZkyzn7NcfrPpNUBhZkhHEUot6nqmELPzvldZ+1WWpklaXWAfZZXuKJFqC5+nqVZkFaHTIuvmeVfE1fPqF4xkVo1cX3Zx5M9XNGyzVkUwnFZlk+YlfebvcTlwL6fHTz50O5ZXrjEdZ2TVSdk1THS9VGNekprw2KZM5klPHo65snehMUyYxFba/SqMnxwZ4OP7m1yY7vH7laviX6oOT5Z8OjZBGNqNoZtosgD4ZBVFcfzmHma40qBFIK8rDCmxpWSje7l5Wf9pZj6M0ZNTaXtVOqytFIrtDyPu8MBjuNwFMfERcGz6YJ5kbHZaXGr3+PnN7f593dvEXkvaols1zYtSyZpiqlrNtsRm+3WGR2IqWsyXaHrmq2gzcCP+KizwZ324KViynb6r3dRT5YZeVow2ukzPpgSLzZpC2ddTDkIlBPhyRGRe5fIvcOqUHJlH9y7vLjS5NUJafUUHIUvOijRxZMDpAh5uWt/etbx6ve+emCncc7xszEHj445fHzC7Hjxzu9dNQ/z3qjNxu6A7rCNOMeX3os8tu5s4F7AfS/qhhcaub9qA3LdzlIvwtqa1xxnMX+cHvGHySFfTg95Fs+ZFRm5rhBNdtpW2OZ2u8/fbt4EYDfqEip3PVVa4TBd8tvjPX473uP3433+fusON1pddG349fFTvhgf8HAxZZwllI1TW8v12AhadjMx2EY4DsMgstMv27oHnn+OpdGkuuTxcsqvDh/zh+kRDxcTxnmynoYN/JDb7T5/t3mLm+0uyzI/c6xXQToBQdNEEOcU+6auKPSMXJ80NECbJ3aZ3+XaSev5f7m0Y78O8zLjaTLh4fKEh/EJP+ru8LP+rcbF7+2LKQdBKAe4IkTXFQ4Ofe8ubXcbX7bPmCkpEaBEQNe9Qd+7S6ZnTOqH5E2OVOPdbtciERHIPn3vDjvRz/EbXaeuNZUpUY6io7q0VJuRv0lSxSzKOdKRCK63gbWCMTXTwznxLOXw8Qnz8dJm0Hnq2gu712HNDqk08/GSvYdHHDw64ejp5J2PKYSDH7rrsPLR7uBaM/bsdT1lM+jQUj7qGqn1K+jakFYlR+mS348P+HJ6RK6b2BQglC5t1+PHg63177zvmlJjKM2CpHrGOPucveR/adx5PQK5QSA3yfQRlYlf+t31VMjBmjPokyYnsqDt3r3Y6zfXUqEXzIsHTPOvmRXfkVT75/y0sP9zPJQIiNQOLXeXQI7w5dCuD07AYforltXTSy6m2kRqG0/0rJnNC7B0vxOy6oRAblAL2+gvSs14GvPoyZh/+fwhv/3DU6azhNkibbS18Le/uIOUDmHgsjnqIKSD1objSczvv3q2Lrg2NtqoQJHpimfjOUfz+My+wZOSzd7lBhH/pZj6M0ZtGq2Uvjyt1AqOY7nnwyjkr2/dYKfbYZFZ/VPL8+gGPneHfSLPxT3HolQ4Dh9tjPg//+xTwGGz3eJWv0sneN6dtw96S0aYlRlH2ZJZkfLN/Ogl8eGHnREfdTdwr3E6ZfNCDJOjOV/+y32Uq/j4l3cJIr95jy6+2kKJNq7oc5FNnBQRgdq2VCTU2krd4sXfv9jDoa5ralNzvDfh9//4Ld/89hHx/N0DLwF6G21ufrjN1u0RXui+cqLk+S7D3QFR581UqfbgYsG7deMAZ6dz9uGphIf8nvmBe/GCB4sxf5gc8rvxPpM8pTSa7ajNrXbP5h3VNaWxG4Gn8ZzCaB4up/zd5i1+uXGDjuvTPYfrr40h05r7izH/76ffIHB4Ek8pjOZGq8vNls2SKbRmUeYkVcFX0yNOsoSi0fdshW02g5cfII+WU3433ueLZlMyKzICqbjXGRIpF78xWFCO4KvpEV/NjhhnybpAfB1c0SJSuwTqMSI/R1OHsSYrZkne8Old0UI5l/ug+z4w8CJobzL0WnzQ2WTkt9cZPe9KjxKOQmGLJNfxCWQfT7SsmP2c9SCQPXbCnxPIHv3iDsvykLJO0XWJdFxcJyBSG7TUBqPgEwLZI9cVi+qQRbVgXs7ITUZhCuJqyaKaU5mSWC9pyzY41z+VWsGYmqrUPP32kH/9X37Pj355j49/efclV9XvG7WpydOCR1/t8dv/8hX7D4/f63he4LJ1Z4O7n92gN+ogxOU2H96ER/EJ//XoG37ev8VW0Ll0Ot1FoOuaVJfoumY7alMDizInLgtqwJeSluthmqnpZXw6pi6Jy8eM89+S6xOkE9H3f8rA/ymeHOCJLifZv5JVR688hnBcfDnAk30qk5DpMVV90Ym8JSnn+oRJ/iXz4jvKcwo3W9wNCdUmHfcObfcWvhxYQwwnQokQ4SgEikX5GHHJZYByIiK5hSe752YHmrog0xMyM7GTcW1I0oLD4wW/+d1jfv/VM/aP5iRJTuC7RKHHYpkxX778OQnHQUmB0YbFMlsXXsezJbLl4vgCY2q6UbButid5YV05Lxl/Kab+jGHWYb2XP5mymSe2mBpGIX/NxRPUbT4LfLgxZKfbsXkwrsKT4oyOwGl0H47jMCtSHizGtoA5h99rdj/hbnv4lu5Y74km/HZ6vOCrf7mP6ym2bg/Zvj2y54+LL7d4m+atdEKkvFw/17q2I/STvSlf/OM3fPv5Y+L5+wlVexsd7v74Blu3R/iB98oBheu7DHf67/VaL8Ng6pKqLmzAKDQhpd9vMbWfzPmnw8f8+vgpn5/s4wnJ3c6AW+0eN1pdWsqjNJqTLOGrZvrzzeyYQCoEDttRBydyzi+mGlrLg/mYuCzwpMLUhoEf8mHXBlRKx2FRFPxxesT9xZhn8ZwvOcSTkq5nHyYvFlM18Hg55T8//ZYvJofsJXMi5fFhd8itdo/dyNp3z4uMw3TJV9NDniZzwsbI4U3FlBItQnWDQG4gnPNcw0wTDxCT6wl5dYKjJEr86RdTfS+i711ucKhtsCi67g267o03/nwg++yEPfr+Hab5HRblHqmeUJoEV7QIRJe+f5uue3PdrV6UhxznR0zKMdNyjG4aFnVdQ/480iSU328oal3X6Kri2XcHAETtkA9+egt+YBl0xhiyrODRH/f49f/3y/diBAB4gcf27RF3PrtBd6N97dToR8mY/3L4Db5w+buNe1yuX/PFoI0hrSpMXbMdtul5ASdZwrSw1EklLDV5lUh5GeWUqSuS6gmT7N/I9QQlQob+z7nT+b/gyh7KCdB1zlH63155DIGLJ/p4ctBM5MfotyimavTaCn1efHcuvU86LqHaZOB/xk7479kI/wrpBOeGAx9nv32jPOBt4YqWNc0SHc6LHtKmsGHCemrNhypbCD3bn/Drzx/xj/96HyEdlJJsDtsMh02xfI6+23EcpHTQpmaxzDg4nJMkBcHYw+m6RL2AnUGHUTfCkzZ6xdQ1yzS/dIX9X4qpP2PUtQ0htMYTlz2ZevfFaaVf8KQAz11bHEvhnNmUK8dpxOVd/mp4k1ut/lpE/iI+7Iyu3aZ1hTzJOX424eGXz9i6PcIRYq0jejPOfo6X2WBcfedHT8c8/eaAr/7lfmOHnlCV7+YitXK1Gmz1+OCnt9i+PbLUmleceI2mNDllnVOZHF1bO3fhCJQT4Aof6bhIx4rpq7qwP28yXOHhiRZKuAhkY4tbkZkli/KIVC8wtbbWuLJHKLsEso0vVxvx69lkLMuCuMy5P5/w+/EBy7Lgg86Q2+0+PxvtcLPVpev5eEKi65plWfBRb8SD+YRfHz/l0XLK/fmYf9h/yL/bus2NVveVr7W69m9EXX7U3+Bmq8dGEBG5HgKHTJfc6wx4sJjwT4eP+XZ+vC6CNsOzBcq8yJnmKY+WU57Gc3RtuNXqca875G82bnK73afj+ShHkOuKaZ5yu93n/mLM/fmEp/EMU9d4r2lgKBERyg0CtYmvhuRmvLYGPo3KpCyK7zgRA0bhXxGo0Tt/Hz8EXMWk4J2O2YQqKSeg7W7hipDSpJhmMiVFQCh7KBGsaZiRithgi5bqsOFtUtUVpjaUdUlpCoQjCERI1+0Ryuh7pdfWNczHMXDAt58/ZrjT48YHW2v96vd3Xo3JUlLw9Nt9HnzxlId/eMbseEGW5O98XEc4hC2fnXsb3PvxTXrD9vUH5xpDoW1W55WHtL0CrpT0/QBXCEqjSapybZWeaRvGKlb22Zf0HLDPsgWZPraNCPUJodpBNZPhizgJO45EClvYWGZFeY7D6fkozZJMT0iq/cYNLz+zjgrHx5d92u5NNoNfMgx+Sse9jXTsvX1d14njSCQ+0gnsFEy7GCpWTy9DSWmWlHqJqSvSrODh4xO++vaARZzT60V88sEmH9zdpNcJabd8/uFX33Jw+LIWbfWefF8x7LeYLzKSrCDH0GsrIt9l2IkYtSMWac4syVlmOUlRUlQavTIN4/3X7L8UU3/GsC5++lLzpS4LDnZBPI8CuMJK+L7SmLzuPazc0b4PZElBnk0QStAdtXE9hR+4Fyymrh7HT8d8/l//yJf/ep/DJ2OSefrOz0BHOEglGG51+eCnt9i6NcT1X72MmFqTm4RUz0j1gkInCEeiHJdQ9olUF6/JtqnqglzHJHpGUk0JZYeO6+A4LSuIp0bXJWk15yR/wqI8oqZGOi5tNaCjNnA851QxdT2Iy4KDZMn9xZgvxgd0PJ+fDXb4+61b/Iedu9xodddUkxqoak1SltxfjJkVGfcXY75bjEl1xY2oy79/jRZ55aB3s9Xlf7r5MT/qbaCEWDsB6tqQlAUPFhNOsphv58ccpTFfTY/47JR+AKz24fFyyuPFjKfxDE9KbrVH/O3GTf7Hmx9xtzM4tRGpiauSD3sjvpwcsiy/5MvJIa6Ury2mpBMilU8otwjkkFS0m3yWs8WUrjMWxX0cFJG7S9//8Vt/D3/Bq6Ecn5bapKU2zgQnP99uPl87W7JFJJ/nu1R1SWlKUp0Q6xi30VAFMkSJ738KtJjELGcJg989XofX9jc732sxtUKe5jz44im//v/8gQd/eMr8ZPnOjU3HsVlXQctn994m9358k6h7fcYTK5i6tg569XX75z6HJyR9L6SlXJKqwhU5hbbOp3Vdkxu99tC9PBhKvSDXxwRyg673CaGybpmvs/c+DQdh85gcv6E4p02h8WYUJiaunhFXB00A99lJjXR8IrVN3/8RW+HfsRH+lXXxu2ZNm3UOlEjho5wA4biNadbKXbqyxZRZUlOSZSUPn9hiahln9Hshf/OLu/wP/+ETgsDDcyUHR3P+27/cf+VrBp7LcNDiaLxkMk8wZUV3q0Xkeww7EcNOxDzNmSUZi7SgKCuKyu6LX9TfvyveupjSxpAVFUXxdkGhf8H1Iy1KZouU+TKjKK8mCXtlZWmMdRJzHAchnNdmV7xNeOlKOn6Ot8EPCrWpWU4SHnzx1NL/TE2WFGzc6NPf6F7IsvdSzqO2CeF1XXP0bMLh4xO++Mdv+PrfHnLw8Jg8Kd6rmTjY6rKxO2D3g026gzZ+6J1LMzG1RtclSTXjpHhEXE1wRYhAMC+PKEzCdvAxLTWwdD1dMSv3mRb7ODhI4bKsxszLQ1ruiJF3C1cE6+NWtZ12CUcgUbAyQ/geuuTTIuW7xZiDZEGmS264XT7uj7jXHdLzgpc0Baq2NKmBH7IRtBj4Ni/lIFkwLVKyqkQ2tuYvousFfNgdca8zYOiHhMpOdlfXlqmtzXrfD+n5IR3XR9eGaW6PexqLIudJPOM4iymMZhS0+Lhnz7vvhedqIXbCNklZMPIjAvnmbqf9c4mvhvT9n6Drgmn+JVqf7c5bu+EJcfWYWfE1gdoilJsEauMiX8F/tzB1hakrdPNPS4J+v7BS1wlxRWgnwWiW1YJJcUJZlzg4ZMCimhPJFhv+Ji31/TaN6rqm1jWHT8Z88c/fYozVCO9+sMnGjQF+aOml17X+1jWky4zDxyc8/nqPL391nwdfPGV6tHgvhogfeWzcGHD3s5ts7A6IOgHqDcGj3y4O+XK2/0Y67tvg3yZPSKoC/R4ZWe+LlcygANKqZF7kdiKFDesWTeTEZX7n9tGqMXXVFEXheiJ10dexDQrTTJRWwRMX+93KxCTlPll1co5hhIMn2vT9T9gIfk6ktteZc9eN1WchHQ8lWigRoPXzwPa61s9DjmtrgT6dp8zmKa3IZ3PUZmujQ7cb4qpGr/sGHaSUgjBw8VxJWWpcobgx7PLx7ojtXpvQd4l8l9BVOK2Aum6s0r/PnCljauK0OJe/+Bf8sJDmJdNFyizOrAf/FaCua8rSmlwIB4QUuEryA9MAXwviRcqDPzxlMYmpSk2ZV/zk339Eb9SxHeBr2uev8hr2Hx7x2//1K7761wd8+9tHLGcJ+j2vg+F2n49/eZfdD7Zo9cJXWhGbWlOajGU15jD7jkV5wlbwIZHqsyiPmBTP6KgNZCApTEZpMk7yx+ynf6TjbjL0bxFXE47y+wy8m0Syi3BUs3m0BZWpq8agQyIdqyW57i4cwDRP+W5+wmG6pDSGnh/wUW/E7XaPUL3csXRw8IRs7MZDRkHEfrzgJIuZFxlpVRIo99wHSN8P+VF/g3udIW33eXbb82NbW+BIuXQbM4tcVywK27k9jWWZ8zSer137ep4977udPqH78nm7QjIMWmRaMwwiIuVS1RfbUPlyyND/KdokxOUTcn1y5s9rKgozpS5rZvkf8UQX/J/9pZh6A2yXN6c0KVVjLGEdEd990x6pkd0A1ZpC50yKMY+S++A4dFWPqq6YFRPabpdQRt97MbXC8bMJ0+M5ZV5SFZoir2j3IrzAvT4qXG0ba/E85dvPH/G7f/iar//tEY/+uIeu3q/4CFs+Nz/c4sOf3WK028ePvDe+r69mB/zfH/2aSXF5Ya6TPCbRBbo2nE+6vyY4DrquWZQ5kzwhbxg4rrAW2Fehn14VQ9Ytzz3Xre5NR7DZTlXzFuSFaYilSUiqA3I9ORWjAqvJsiu79L0fMfJ/jidfTRW/LqxytqQT4DjLdRPXUFHVCZWxIe5VZZgtMhbLjK2NDvdujxgNWgSei+NwIbMIKQWB76KUpKoMQeBwe6PHpzc3aAU+pq6JPJeW79EKPJQUdMKXn5/vg7cuptK85Mv7B3z58PDSTuIvuBqUZUWSF+yfLJgs3s+97VUoyoqTScxklhCnOdRw99aQG9v9K3m9HzJqU1PmFbOTJQ+/eobWhizOGO9PGe30Ge70CFo+YevyqRl1bR2j8rTg6MmEo6djvv7NA7761wfsPzgiXqRU7zGdlEqiXMn2nRGf/s09du5u4PmvdvGrqTEYdNM1rzHWPUwEOI6DqbUVjzouhRkzKw8wtabtjui4G3TUBqau8Esrck/1EuUEKOHhigBPhPgiwhUBgewQqT4t2ccV1097SauScZawrApMXXOQLPjHg0c8XkwJlfvKcNZFkVnXvywlrmymU6E1qbYZTsE5k6FAKgZ+RK/RC7y4mVpNc1ehvSuTiNLodQbLCrnW6+LN1LXNh/NCOm6Ae85UzDr6OfhSEiqXluuRVuVLxz0PrtMicm/S0Sd0yweYumgEyM/XpRpDVScsS5tPYtDUGAK1QSA3mkL5ep3LfkiwkRIFui5YlPssqwNyvaDQMVWdo+uicbl8v2LqRvRLQtlHN6G9NmvKxxM+PXdAbjKW5bzpsNfracv3/b3oSqMrzeHjMVJKyqIknifs3t1ktNunM2gRtPxzw8XfF1VZkacl8/GSo6cTnnyzzx//9T7f/e4J4/0pZf7ukyGnidvojtrc+ewGH/7sFr2NzoUCRxNdcJjNcXDYCXuX4ryna8O0TBoSwPfznVe1IdMVsyJjmqfMi5xAKjquncYoR1y6y6DjOAjHR4kWNVUT55BwsXttRXErKPSEXE9wEHii+wpjnpeh65RMn1CY2boYg1XR0iKUIwI5xJO9792MCSzdTzreS06jdW0NpHRd2kl6I0eptEEpSRh4eEqecva9wOfbNJCta3W9viyTouJgGpPkhW0YtgJ0bRA4uOpyJ5dvfbUlacFv/viU/9d/+/LSTuIvuBqs8pzKSpO9x2L+OuR5xeHxnPuPT3h2MKXSBteV/10WUyvkSc7Tbw+YHs45fHTMgz885cf/7iM+/ZsPGO30r6yYSpcZ0+MFX/zzt3z+X//I/oMjDh4fk8UFVfF+EynXVwSRx+69DT77uw8YbPaQ7uu7cqsOuTWb8PBEgC9ClOMjHYV0PKRwyU3CJH9GIDts+vfouJt0XavvSfUMB0Gul3giwBMb+DIiEG20LPFESCi7dNQGHXfjTHDpdWH1UE+qEkPN/fmEoyzGExLhvJq1r2tDXJakuqQyGk8oytpmPgVSnfsIcYWk43m0/v/s/VeTHEm25wn+lBh37uFBEIgAT1JVWezSliY70z2z87jvK7KfdLZ3p1emZ0a6L6m6t0hWEiQ4gjp346a2D2ruCGQCiQASQGbdm0fEEUDA3Zibqeo550+0861QWrAwmLWhZlXX36giF6ZiVeakVdlUdNWGo/ht/EMhBL7StFyPsjZU5avHFiVDAuHScq7TdT+kNCmm/oKqer7IY+qcZfGgqb7mGJPS9z/Blf2GUP6vM5GyUVOalKyac5z8jkfxfycux6TVrIH42YXEd+0VuDJiJ/iEsi7JTIpE0nF6tHSLLW+HZSOZrpqqeo35XjrCL4vJ6ZzVPGZ8POXh50fc+uSAj//qFgd3dhnq3jtJpoqsZDFZ8ejzI/75//icz39zj+OH54yPZ98pkQJbdfd8l95Wh+sfXeHmzw423LBXRWUqsqpkN+jwSX+fnvt2lGKfJtPv9VksjWFZ5EzShHGWsCgyWo5L37PnJ8WLi1HfLQRaBjiqg6kLkuqIwixe64mr6py0OiWtThFCWQ9Jcbn1QGVS0mpCXi2eE55QwsVTfXy9havaaOFxGTGMdx1CrJOpBoa/idoiTLBjVo0tRNd1bb3itLxUoeBirPUBrKCE/V1eVpzNV3z66ITxIuH2lSFXh13SvKCszCvnz9eNN+JMzVcpJ5PlWz2QH+OHEWVlyLJic+sXRUWWl2glcV1tIXxKbqoGWivaLZ92y6d8bJgvU7ILfLqLRessL8hy29YtqwrXUXius9mmMWbD7bK/e1aFripriLqugmol0fr9LpwdV+P6DlVZkacF5iXtZ2NqstgmMFVlSFYZVWmYny/ZutJnuNcjbPmE7QAvdPECF8fVOK5GOQp1oWKy/rnG4pvKUBYlRVaSJTlpnBMvElbzhPOnU86eTrj7u4d89ftHzMdLltP4pcd52ZBSMNofcPXODgcf7NEfdQha3rd6Qkkhmy6Sh0RTY8hMjGtiIt1HBoqWHiCQNumnbDofHk7zUsJpPgumqWAJIZG1sj4ZzUtJBy0dtPx+MOKm8Y6qjD1GV2u6ro9/CWPW/gW1Wl9pdoO29VZ7ScVMCYEnNY5SryBXCy7i8V804RtqSmMwTYdBYLtZSshvpZ5tOl9CXhomIYUCofD1iJ73k2YSNZBDYRYXyNQ1VZ1iqpJFfo+6No3J5bQxxhw0vm0RooF1ft8dkfcVNYZFecQ4/ZLT9FPG2V3KOqeuDVI4zcJlDRt682uihGvvBaHxlE9uMkQlSKuMSX5ObnIc6eBJH/2NhdK7CSEFnu+gtCJPC4pv4WyXeUmZlxt/pzIvSeOco/tnbO316G61CVo+QcvHCxw830Wvx18tkQ289uJ9tV7slWVFmZdkaWHH32VGvEiYni84fzLlyd0T7v7uIU++OmExjUlXb67ct46wE3D19g63f3HIzuEW7V6E0pdbCIrGzH7gRdxubzPyW9/5eB6sJnjSFly+ryevxq5FM1OyLDJmWUqonY2irxaS3gssJr5LSBSeGtJyDimqBXHxiGX+FXP9GZ7q48gOps43RQ3AwtjqhLo8JaumzPPPWBUPKM2CUF+h5Vy7NCTPUFKauDH7fQYZtTLkHTzZbSB134+R9tfDjs26EcG48Cw1Eu91bXljUgpcV+O6mqKomC8zsuJyBYj1+jLLS6azhFWc4TQomukqxZ0uKSuD5yi0lNQ1ZEVFkhdkRbnh+sOPan4/xluOoqiI04ZcWsNilTGfJ3ieQ68TEIUevqeRDXTJ9x32d3sIIXj8dMIqzl66wIqTgvF0RZLmJFlBO/LodyNaoYvvuxRlZbl4NYShi+85KMnGHTtvbv4aCH3nvSdTXujSHbZJ44yyXGJeIcJSVRWrWUyW5MzHSz7/7X36ow697Q67h1vsXNtisN2hv92l3QuJuiF+5OEFLkp/7RrWUFeGIi+J5wmL2YrpyZzzoxlH9085vn/GyaMxJ4/GJMuUeJFSltV3TqTA8uAO7uzw1//3n3Ptoyt4oYf8FhVGsBOPK8PGUFRT1QWrcoIUirYzYse/TauRv5YXPKKqumjgXXWjdmTJvhL1jYWiuJAofP9alc+OYCdo8evRVQZe0MDuLjdIO1Jyq7tFpB3rifGC96zhe1q8rSTiwrV7DysjT/bo+z9FS5+6LqjrimVxn6p6noNbUzUSwFNW5RPG6T/TdT+k531M5Fwlcq6gCRHCeT8H/gMIUxum+X3urf4P5sVj4nKCp9qEeoivuniqg5YuEsV3qUy3nb0GgqRRQpNVKUVdMCumnGRP0UI3XKkWWr7YLPhth9LSjo+hx+x88a3J1DqytKA8W5CsMp7eO6Xdj+iNOmxd6bN7uMVof0B/u0Nvq03UDQk7gU2ugm8WZdYG7Vmcs5onzM4XTE7mnDw65+j+GScPzjl5NGZ6OidepmRJ/p05UuvoDlp8/Fc3+dm/ucPWfh/tqks/+0pIPOUw8FrcaG2xF3S/8/H8xn+Ir77fZMpKWTeIjLJgmicoKTZCG45Umy7VW9un0ARqh47zAWPzG5bFA7zsDyjh03Zv0nJu2KLQJtExVHVOYeYkJmGWf8os+yOL/C5VneGpLTrubVzZu9T+TV1RNfYiF0VmrHdVG1d1fhDwvnVYCxT9guTOWDGP2iovKikJA5fAd0jSgrPzJUnydYGNb48kLTg5WzCbJ3iug+tpThcr6pmiE3jsDTpEnkuWF8zilHmcstNrN2p+4luLh5eNH5OpH+O5SNKC88kKasuPqyqDqWoWq4zzyZJ+N+TKbo925CNE0yEKPdqRh/tCv6G6eXBqkjRnOo/J8pKirIiTnNPzJaNhi4MrA4ypWa4y8qIiSQvC0KUdeQghOJssmS9SAt86YnuvUDF6m7HmC125sc3Nnx0wPZtz74+PmZ0tyZIcU71k0qyhLCrKoiJdZUxPF8zPl5w+mTA9mXP2ZEJ3q0130CLsBIRtHy9wcQNbgZWiEa1ozIFNaZOpZJmyWiTMz5dMzxacPR5b8vXpgul3NIS8GFIKWv2I/qjDtY/2ufXzQwbbXfRzeOaXhUBiE4LS5KTVcjPQCwSuCDaTgitDOs42pclYlOcYDKUpWJSnpNUSX7XxVICnQqSwSZUrA1KxJK2WZI1xYVUXG6+p9xlaSvzGxFYKa7p7ozPgamQ5CurS3RvJlaiNrxz0S6qLa7nft7GAVULgKY0j7eJs7R9TmAqvfnmyXAOFsZyF13WSl9LFw8E4B/S9JQKFliHLIiSrxhRmff/WVHVCVSWUJiUtz6jqnLJeEZePWRY7uLKDllHjo+IgG3y+TboVQkhorhaba/bDSbzWMJjLV5JrknLKNL9PaTK09Ok6Vxn6dwhUH0+1UML5RiX4daPt7DbXUDbmvAFt3UEJRValuNKl7XRo6w6OfLUIwneJDV+o3+Lmzw7YutLn3h8f8+jzI7IkJ0+Ll37WVAZTGYqsZDmNmZ0tGR/PGR/NGB/NGOye0R20aPcjwnZA0PJwfRfX142fnsRWsSwywpSGNM5IVimLSczsfMH4aMbpkzHj4xnT08Vb6UStww9dWr2Iq3d2ufGTq1y9s0urG74WBGrkt/mkv8/t9oiBF9F5CzC/vhux5bUaAZzvB04msN0nJWQzHlmvqfV97ypFZt6u6JYQmkDv0PU+IK1OWap75GbGOPsnsuqcuDxinn9BVWcU1YJl8cD6KJVPKU3MorhLUh4BgkDv0HKu0XKu48jLJbg1VcOLLJ63N2i8q7QIED+oJf3L5gbBs3EZXEexNWgxGrZJkpzHx1MePp6wM+o0xXvnOQG1uoaitGvEVZwxX6Z89eCMp8dTsrxkNGzT7gcIKWzRPvDQUlIaQ15Wjd9USlaUb3U2+CFd+R/jBxDLVcbR6ZzFMuX0fEm/E7K73WG2SHj4eML2Vpso9AgDFyW/HQ60DqsuZ0jSgtkiRQgL4zs6nXP/0ZgbB0MG3QjHUSxX9uEQAtqRj9rrobXi0dMpT49nXN3rsb/Tw7xHWVbXd4jaAbd/fsi/+3/8BU/unlCbmgfiKeOjGdklqyh1XZOssk1CdPzw/BvwPqUkUkukstBHIYSF+BlDVTavqqIqKoq8osgLsqQgT/PvjM3/eihHsXtti5s/O+DGT/fZu7aF479cdOIb54uhqgsys2BZjm2vqa7IqhVLNeaK+JBAdwlUl5HncJx+znn6kFlxjC9bFHVKUi3wVYtAdQiaypsRFb5qk1RzxvkjVuWEZXlOzzlnJ7j93pMpTym6nkeo7SIs0A47QYvr7QFd18N9RRdvHQKBrzWe0m9VZehl4UhF5Lj4SiMRlLVhVebEZf5CFcJ1mLomq0pWRU7+RgsW0XSofoavh/h6xCQbME7/6UIydXF/GXVdssjvkpTHaBmgRWB5AmoLV/VwVAdXdnBkGy1DpPAauJpCCP0swfoBJVNKhghpk5TLRE1NWWek1RxPtgh0n53gZ1xr/Rs81dkkQM+f4+ufryPDDQeqpiZULfZ8x8qvY5BIC6sVDs479plSShJEPttXB/zyP3zE7Z8f8t//V588yRkfz741mfp6lEXJah6TpznTswXuZw6Oq9GOsuOvkhuYn1LKwv0ak/iqrDClsXDzsrIKtnlJ3sD98qx46+Nvqx9x4ydX+eBX1zn4YI/hbg/3Wzz9XhTXW1v8p72fsOW1iLT36g9cIjquz0HUZ+BG35u3oxQCRyo8pRsLCavsVzTrAity9HbxChKNr3dQIiCrzsmrCWl1wjT7I4v8S5QMKKo5hVlR1RlV+ltm8k9IXGoqSrNCCpfIuUrHvUPHvUOor6Lk5b6XujYY8sbk9+K5CST6vRrzXi7qxl/q+Tli3bGSwkEIietp9na6nE+W/PGzI56ejOl3Q5SWHF4ZsLfTJc/Lje9dXddkWcl8kXA2WfLlvVP+9OURj55OCQOXve0uw502c1NQAWleMJcSR1lKwTLJWCYZRVVdoih8+fgxmfoxnou8KFmtMuI4J0kL+l1ohR6rOGcZZ3gLzTLOyLIS7wLc75UhGuf0Bp5RVYbxdMXDJ2Oi0CXL7fZcV1PXNeeTmFWcMeiFBL7LeLri+HTOaNDCaSa+9xVB5NHf6bJ7fcT1j/aJ2j6LycpW84uKyemcsqgaJZlvj7XiVJbkLCarF79JgJR2UrdQBqiN7RB+F5+Sy4aUAi/06Awirn+0z0//5jb7t3aIuuGlB2tLtF2SVAu08Og4I0LVx1eR7VSZJUm1JGs6Vi09YKH7hNpW6aRQuCJEC4+WHuKrNk4z6Uih8VWbSPcJtVUd08L9XjymAFqOx17Y4dFyhhaSwlQsCysd3HY92g12/2VHV9fPpAME4r0kUgCBdhj6EW3XQ0lBXOQcxQt2wzYtx/tGQlXVZqMAuCgyVo164Yv8sL4eVr3JVlWff1XN5Oo0naRvxto7KTdTcjNl3Z9zZQdP9XFVF0d2cVQbR7bQMkQJz0oXN5h9KVTTAfrhiFiEepeu++GlF1PWW0fjyAAlbbIY6B4dZx9fdXjbSoeFsWa9dSMi48oQRzrvVeRFOYp2P2J0dcDV27vc/NkBs7MFyTLly9892sCZq0solRpTYzLLN40XL7d2EQLkc8lUjanqlyMQ3nI4nsYLXPaujfjgV9e49fND6yvVen0O0NCL8KQt0HybufbrxLbf4Wf9ffajPs5bJvFfNqSQuErTdjz2QivN7ym9KVytC0VvM4SQOCJCCZe2e5vKpMzzL6xvUr0ir2bUFGgZsO6smypHCIUUHo5s4etdet6HdN2PCJ39N5AwfzUi5IcSpumkXTTshWb0Fk6j8ifxXIe97S6rVcbJ6YKz8ZKj0zl1XTOerDg5m/P0ZE5dw2KV8vhoSlFU9v/OF9y9f8rZeIkQMBy0ONjvs7Pb5TxNWeU5prZ8/aJJnFytGLZDQvftWib8mEz9GC+MVuTjeZr9nR5XdroIITg+m+O5miQtWKxSlLKmaq8KyxuxohVSCvv5Zcl8mZLmpeX21DW+57Cz1SYvSu4/HjNb1Fy/OsR1NGlaEKc5Wks67QDnkgTctxFRJ2D7YEB32EI5itHVIb/6Hz7G8TSreUKeFazmydurTNZY48m6XqP8Nka87yOUoxjsdtm/tcMHv77OT//mNu1+9FrbyEzMWfaAZTmm5+4x9A6JdB9HekzyJyyLMZXJWRRntJwBnorY8g4JVXcz8K4XvZ6K8GT47PiExlctpFB4KqIwKUo4aOER6vfvr9H3Qm51hjxYTNFSMk5jfj8+InJctoJwk0x9W1S1FYJQQr63xWrb8diPOtydh2ihmOUpX8zO6XshO0Gb3tc4B6UxTLKYp/GccRoTFzlKSPQlnsWqTsmqCXk1Ja/m5GZGXs3JqjNW5VPi4gl5Nb3kkVs+XVGvMFVBZqZ2csZpqrONMAUSxNdhfj+cGAa/xtfbeAwu+QmJr3r0nANyE5NXy00V3FAiebtiELnJWJYLyrrE1IZQhbSdLu57TKYcV9PbarN1pb+BQd/85AA/8kAIxkdTVvOEVfH2rD/WQj+1MZsl4PsaewHCtp1vbn5ywMd/fYvrH+3T6oWv/uALwpMa6VrA9duC5B2EfVrao+34uPL7WULKxqJhKwhx1S63usNm7Hwm3NR1304n7ushULScQ1zZIXIO6Xh3SMqnxMVTCrOgrFeNuALIxrjWUwNCfYXQ2aelDwn0Lo56Pf6aEOuik0Y85/FlBR3WVhI/lKjriqpOqeqc5zppQj2fTDWdKSFgMotJsoLJLOZ3nz7h7oMzAt/h9GyBMYajkzlJkuN7Dq6rSbOC5SojDF329/p8eGuHG4db7G532S0KpnHK08mC8SImLyukEOz02oy6ETv9t+uP92My9WO8MDxX4XuaTjug0w5Yxjmt0A5OZWnI88uLG2R5QZqVpI0CnlIC33fwHI2SomGSWuhfp+0TzTzLn4ozpvMEIcRGct3zNIH/fkmWUSdg52BIZ9hCO5Ko4xNEHlmcMz6aUVPz9KtT5udLCwd5C6IP6+TpfQorSCXxAofOoMW1j65w5xfXLLzvxui1t2XqktzEFCYl0J0LMD2NFu5mYjcNBECiiHSfSPc3XjnrBfHXq0dr3pQWLoFqX5hUxCsU7t5NdF2fw1afq60u20GL0hi+nJ8TOS49LyApSzylnhONMLVV0itMRWnWE6+g74cMvDdbOL1utF2Pq1GP3aBFx/VIq5KvFmM6rsfQDylqgystb6YyhmWZ83A55bPpKeMstudyycudVTNm2WfE5dMmoZqSmZn9WU0pzIzCvI5CbG2l0+vXIyr/kMJTA0pzeTNVIQSRHrEdfMwsf8wsf0RaLRjnXxFUM1wZbBYo1iT8zZ4FRwQ4MsDUhrIuWJUrkiom0xFCSPzGy00KhSOdS8MU3+hYXG1FI/b7BC0f7WpGVweE7YDx0YzJyZyn9055+tUpRV5+Z1PydazVU99nrDtSu9e2uPXJAXd+eY3DD/YY7vXeeJtaKvRrG8t+e/S9iL73esW1tx1SiOb+U7Scd5M0fT3q2tjCRV2ghE/oXEXLFoHeJS6fEKhH5GZOaZYNtK1ufKla+GqLyLlKoHfx1BBHvj4U/aJv00XT3roRuqgaZc/vO2zhoW7EN1ZU5mvqg0iU8FHSs90+rei2AwRw+8Y2RVnx5b1T0jRnuUo5n6wwlSEM3AbRFCOlQCm5UYTe3erwwa0dPri1w+52l143xElzEJDmZeNlZZBCcGXQYX/YIfDe7jryx2Tqx3hhWBlyixFf41TLqkIK2dzIl4OU1HXNeBrz9GS2kU3fGkTsjmwH4enJDM9RGx6OFALXUbQijzQrOD5bsFxlKCXYG3WJwvczcF6MsBOwfTCkM2ht4B+O57B3fcRf/8+f0B22+Mf/8kfum6esZvFr4fh/SOF6mtH+gIMP9vjFv/uQj//q1htP5Eq4hLpHWefE5YR5cYwrrYBEUs4p65ye3KOjR3jy+Yl5Y856if3YhePz+PH3HZF2UaHgZmfIz4d73FtMOE6W/N3pI2Z5apMsv0Xb9dANYXrNORpnMcsio+V49LyAnw/33lsy1XF8VFty0O6xF3V4uprzYDmlbMQlDlo9Bl6IqxRpWTLJYr6cn3N/MWWcJvTcgNxcrhublE85iv/3RsnKJkF2YZJv/n1xgfBjfDMkip57iCtDTtSnCCRJOebz+f9KoHqEaoirIrTwbIcO+UYJVc89pO9eQ0uNL0Pm9Zzz/IxFOacwBb6yHUtfBvTcPoF6d/erdjW9UZvRlT5B5FnRI60I2z4f/Po6UTfgH//LH8ninPlkyWqeXApu/UOMdj9i52DIh395k1/82w84+GCPdu/7TVp+jGdRU5FVY7LqfMPRlMLB19s4skWk96kaTtO6Q2Qhxg5K+GgZoWWAEm+2hpFC2SREuFSkGy5SXVeUJqE0q+fMfL+/sMiB0iRNoWz1HG9KNFBlLUKEeJaC+L7DzcMtum2fq3t97tzY5uRswcn5giTJidNiU+TwPU0YuAz7ETujDld2exzs9RlttWlHPnlRcr5YsUpztjohV4adDdInCjwiz0G/ZarIj8nUj/HCWPtLzRYJk1nMfJmQpiW+b32hHK02RMC8KJktUpK0sJyrOGM6j/FcjVaSVZxxPl2xWmUs45xBLyQKPaLAxXUboYVmv0IIPFfT74TEccbp+YJzKeh1QrZGrU137H1G1AnYvjqgM4gajy2JlNDf6RJ1Q5SjWExjqspw8nDM7GxBkRdvTRr3XYdyFH7g0tvucP3jfe786hof/Po6tz45sBDNN1iQKeEQqh6lycmrmNJkmNoghaKmxpE+vmoT6O43YG2XlRN/dlzfL3zL1xpfa661+/xyeAWBYJGnTLKE34+PebqasxO26bgeuuEtpGVBXOacpzFxWbAbtrna6nKzc1nI13ePUDsE2uGw1ePD3ghT1zxYTHiymlPWhifxnC0/IlAOeVWyKHKO4wWTPMGRklEQMckSkvLVSVBWTZhmf2SWf/Yezuxfagh81UFLn0VxgpY+0/w+s+IRnmwR6RGeauNsOlRvJrihhEvXuYoSGk9axbbS5Ji6ZFUuKIxVTat1Tcu0ecuNj+fCaZKp4SaZElbpVEr2b+4w3O2RLDNm50srUf7wnCzOKfLivXeW3jS8wHoN7l0fceuTAz769Q0++PUN+tudNx5/XxWXhS3+sAQNnsXLjv91jvfr23jVZ60y3xPm+ee4aoCr+jiyhSOs551WLVysFPhG+AbV/LtRFv0O11Pi4Miw8ZJabpBzpi4ozJKiWlifq+a8vq/vrmoKZYVZUpil9cXieV8sR7ZwVQvJs+6Q62h2Rh0G/Yhhv8XVvR6Pn055fDRlFdu1ozE11DVB4NKKPHZHHa5e6TEathn2WvgNamm8iBkvEtK8YNRpcWX47uH/PyZTP8YLYxlnnI2XrOKc2SJhucqYzGJ23Q5R6BL4LkVpmM6TRpXvnMdHU84nK764f4rnaa7s9NjZaqOUpB35TKYxT4+nFE3C9fhoxirObRfsQnch8F32d7tkecHv/vSEVZwz+kWbq3s92m9Awn3jEA20phOwtd+n3X/eLFEpies77F7b4q/+p5+xdaXPp393l/t/fMzZ0+nLBSZ+QCGkoNUJOPhgb5NI3fjpVbb2+q8F4/p6aOkS6i5aukS6R1HnDQRPAgaQRLqPEvoHx2V509gJWvzF6Co9L2AnbPFoOeMsXRGXOXfn5xfAiNb/RUmBI6wfykGrx53u8L11pdYhgMNWj/+4f4vdoM0/jZ9yHC+Iy4J7c5tYuVIRaIe24/FBb0TL8VgUKeM0oa7Hl0qmfoy3ETVpNWdVnjHJv+Is+5ykHJNXKyqTU5ikgQFphPi6qt/lo+NeaWC2GiUVLd1mx9/DUONJD9VUk60Yxbvjrgphu+XdrTbD3Z7lSW3+E7Sr8IXHnV9eI+qG/Onv7/Lp33/FycNzzp5MKC8hSvF9hhB2/B1dHXBwZ5fbPz/kg19fZ+/6iLAdvPPF8MXxaP3viwmGLWr9cOPi8Vrfqdc/2rqu4ZLnaeqcWf45T1f/GSW8BqoWomWAI9sXXp3n/63aKBEgG3XRNw0lPVzZxZEtsmqy+b0VexqTVOfWIBjzvdpAFGZBXJ6SVuMLJsbPQgkPXw3x1fCF4jtKCtotH60lrchjf69P0Shorq12tFY4jiJqkqrAd5/j7haVYbpKiLOc9JIGwN813mkypaRAK+tJY+/zH/Kj+S8x7I1XGUNZmdfi8hRFxTLOrON7ZZXqhBAEvrMx7l0lue06jZecTZZUlUFrK29+dDKnHfkM+xGuYzGxjqMoyorZwvKgVknW+EY5z8mse65mNGwzmSckqTX69VxbtbiM4MXbCqUk2lFE3ZDBdoeoHTzn8SGVVdwb7PboDNt0Rx17r0uBUJLa1ORZQdlgdn8olVIhRANV1PiBy/bhkDu/uMaHf3mD2z8/ZP/WzuZ9bxpKaJRqWZly5/U5V3+OMfBDBn5I1/MZ+hGfz0750+SER6sZ52nMqiya7pyVT29Jj64XsBu2ud7uc7Mz/IbRpCsVLcdl4Nv39f0AXzfPy7cciwCcWuLVGs8oMKDM859Yf787YZuBH9J2rB/HZ7NTHiymTLKYZZHjSLnhJnzYH3G9PeBoNefxao6pDYaaluP+OLy/46gxxOWYcXaXSX6fWf6wgfUIK8hhUkqR8V2/iNzE1NQoIVAoIt0CakpTPicO40rvnYmlrP2l/MijM2jRG7bQ7rPlyqZDpSQHH+yyd2OE6zsYU+O4mrKsWM0SisYr8YcE/VvPG37TkTr8YI+f/PUt7vzyGrd/cUjYtmPARX6laVQF67px6RFW9XOdUDwbq5v3XFhvXexUrHm4VW0oGxnxtT/eej9VbaH9rlI4Uj63jzdNWt521Nh1TdXYrgA4SqGa+fn5a/L8E1HXYKg36yIpBFrJzZj6svOrqcirCcvifsMBMhshBVd2cVXP2jTIPp7qN0qjAzwzsJYN64RKyKZrLBulP7uNV4USPr4e4JZtZKmf60zl1Zy0GpNXcyqTIKWH+g7G3a8bF5PwrJqyyO813oAFX/ebUsKzlhhq+ELIo2xMfC2M781sTipjWGU5s1XKLE6YrZLnurwCq+rnvkW/0neaTHVaPtv9NqHv4Dr6rWq6/xivjqoy5EXFIk45GS9ZxJc3FOy2A1xH0euEbA/baC0xpqbbCei0fOv/4TsbqfKdUYePb++R5yWdlk+n7dPvhgSeg5SSIHDRSrC71cZxFL7nkBcVaVYw6EaWgHjhRheA52i2+hFaSTotH0crK1jxniJsB7T7Ie1eiOM5SK1euE4RQqC1pD/q8JO/vk1/u8P+zR0efvaUh18ccXz/jDwtKPIfAp7Z+ma1uiHbBwMOP7zC4Yd7HNzZY/f6Ft3h21W4+dcYbcfjsNWl7bhcb/dZ5BlxVVCYCpqFjpZq0/GJtGsTMS8g1M/L+e6Gbf5i+yoH7T5/s33IVtDiRmfQJD4vX8hqJP0q5DDv0k5c0qKgU7y4q7v2bLkSdVFCcru7xTxPSauySf4kvtK0XY/doE3H9Rl6IdfafT7sjZjlKR/3t78X8Y9/TVHXhnnxmEfx3zHLHzYm1X1azghf9fBU+1ln6hlw+rX3s+XdQWI5V0oIPOlRq5pC5E2HWeJKD0/5aPFulhCOq2n3Q3qjDkHLRzn6pf52Ukq0I7h6ZwcvsFzWq7d2ePj5EQ8/P2IxWZFnxXuTNv+2EALCtk+rG3Lto2bs/WDvgo/UNxfVpTGsipysKilqg0TQdj0CpclNRVXXaCnRQlAYmyRpKXGkpDQ1pals8imtkExuKlZFzixLUULS9wNC7VADeVUxyxOyqmI7iOh7gd1mbXCVwntL8urfNUxdk5fNeSQppTFsRREd36cyBlPXKCmsD5Z4tqZACPKyJC1LFlnOPE1xlWYQBkSug6s1+iXJlBI+Q/9XSOFQmhWlWTVqdWkjmlQ1CqVTlsVXjeWD2/ClArSMGuuGVvOzjSt7RM4+gd555Tk7MiLUe6zU0+eSrxqDqXPyas6yeMS8uE+kd1F6+HYu9qXDJvxxecx59juW5aMX8mCV9AnUFoEeod+QP/aqENgiQVaUfPrwhIenU1znmXS+UpJr232ub/ff2j7faTLVjQJuXBkw6IaEvot+iXllTU1lbIXBmPo5szUpraSnkgIlhR0cqqoRRbCfXr9PS7vYtaIJ9WYeWQsofL3ioJXEUYrSWKEFU9eN4fnFbVqOjEU8/XktFvKyJE5yjs4XrJLi8smUELRbLoNeaDGpe30C3/2G6IRSEt9z6L+CJOs1E0S/E3LzcNS4y/ONSpdp7oG8rMiLCiFg0IsIA5d2k0y9t2gmveFen1Yvssa6LyEsSilAKrrDFt1hi73rW4yuDhnu9dCOpshKlrOYeJ5QVdb88X12qmwnSjRmlJL2oMXWlT63PjngF//uQ2789Cr97Q5R5/1CzP6lRuS4RI7LXmRx2mVVkTWQI1erDfH1MhXeUdBiFLT46Wseg6olXeOzW3TwM02SFbTKF/uuKCFRAraDFtvB+zU8/jEuHzWGRXHEcfI7SpNCXRPpIVveB3TcK0R61HAqnI2Iy5tEyxk1BsD28wqFIzRGVFS1le63pr0aKeQ3rAzeRjiupjNo0d/uEEQe2nnx2C+EQCiBVLB3bcTetRGj/QE7B0NavYiyrFBaspzF5IntUhnzfjtVUopNN0q7muFuj60rfX7yN7f5xb//kK29Pr3tDvol81vZ+NYtioysKlGNiI3RNUlVkJsKX2k8pSiqitxYFc712iavKrS0vkxW+CZjnCYcx0u0lLZL4wUoIUirkpN4xaLI0ELiKU1SlmRVScfzcF21Xnh9rx0q0xj0rvKCk+WKpChxpMLXmrQsyasKVylcpez810DWBbDKcxZZztkq5mS5JHIcoEaI0K41L8irXwwlPHreT2k51xohigm5mTz7ezUmq8bk1dRKpJsVhgLq2nKqhI8j27Zbpfp4akio99EyuHQyFeldFmqIFBfH8hpDQWHmLIuHBPkILXxc1bOGEO8QinuxI2W9BDNW5VMm2R9ZFUdfS6YsF9oRAYHewtdDlPQ321hvan3ZX3R/rd9r6hpj6s06SggadJPY/N13bVHp8fmcrCgJPQfftWtRRyvagffnk0z1OwEfHG5zZbtLO/ReuhjOipKz+YrzWcx4HjNdJbaNLQW9VkA7chl1W4x6EU/PF9w7HpPkBWVlGtW5mn47YGerjZSCo/GCZZJtFi1JXlCUFY62gghlZahrw60rW9y8MuTp+ZxHpzPSLCfNS9s+NjXDTsjOVod+OyDwHJyXJIM/1EjzgsUqI/DPeHw64+j81Z9ZS04quRZaeOYP9V1DCIFskqj1wHYxkjRnPI05myw5PVuQpAXdTsBhe0C/+765JIKoG7JzMKTdj56D970qHN9h60oPrRWdfsStTw44fnjG8cNzzp5MOX86IVllpKvLdwq/S4Rtn3Y/YrDTZetKn+2DIbvXttg53LKS74MWzluWCf0xnsXJZMlv7z7FmJpPbu5yddT7MyvL/Bg/hFgbO5u6wpURoR6w5d9hP/o1oRo+S6QueGu9STgyRCAo65KyLpjkY86yY6q6QkuHuq4p6oJItdgL9uk4r+eXc6lj8Bz6213LlXpN0aF2L+LKrW0c32HncMjxw3OOH55x+mjC2ZMJ8/GSdJW9F6SAbkyHO00Ba7Q/YOewGX8PhtY/q+V/6/xa1TZpisvC+tGZklmeUlQVq7Igq0p6rk/H9fC1g68046okLQtcpfGVJnJcXKnIq4pJljJOYxZF1ixvbRI1CiJcadEfhal4uJzyNF6wKnLSquSD3hZBz0HLZwnH9xVKCHytCRx7PKauiYuC8zjm6XzB6Sqm63t0fd8mVVpRVDaxTIqCOC9Y5hmLLCcry01Xbq9jOycvhlELK/6gBEI4OKpLZXao6pTSJFR1YjtVJqHc/Fw1iZUVYyhNTFnHFMWCuHxKWp0TOVfB+/iV56ybzlSgRzgyaiTSS9YNhcKsmOZfIIREywBXdXBkhBbvfu1UU7EoHjDL7zJJPyUpzyjN6jnhCSU8HNkm0Nv4aoQnu8051BRFRVWZZq0pLexSvQRuWcN8kTKerEgzK3oW+C79brihoASew8GoR+g5pHlJUVU4FwqZSkpGnberlPlOk6leO+TO4Yib+0O6Lf8b+MR1lrlIMr54fEacFxRzwyyxUtiOkvRkSDvyubrT487+FkbA3ZMxSVmSl/YLKCtDrxswGrRQSnK2iCli05Bja+KyIE4LIr/Glw5pWVBWFb1uwM9v71ELeDyekxtDXFp1urIyDHoRW4MW17b7DDoh4Z/ZgjNOc6aLhKoy/Pazx5f6jJTWhFM3N55qXm8jmbLbePl2krTg+GzOg8djHjwe42jFrz454M71bVrRd2sHi6Y6qByFdvRLK53PjlXSHbTYuz6i049eCjF5Ubiew9Zen+FOj+s/uUKyzPjqD4/46g+P+fK3D6iNYXq2eJ5LtfaUWndGX6dwuklMLySpDT5YCGEldw+3uPGTfW7/4hoHH+yxf3NE689EdvdNlZuefa62XWbHcuC0ozCveT9rVzUcDdtVvUys938yXfFff3ePsqoY9SL2t7qXJj3/ywmxUbn6MWwIoXjThMdVLUI9ZODdYi/4BW7jW/M2uwWVyUirlPP8jHvxXQSCjtOjNAWTYkxX9+g4XTq6Saa+ZddSWo6TdhSOq6jKbz/OoOVtOjj+a479rV5Iqxeyc7jFT/7qJscPz/nqD4+5+88P+eKfHlhbw4Zr8/Wxd4NL+S7j7xpxIQVe4DLY6bJ3Y5vbPz/k1s8PuXJzm/2b25fefFUbsqokKQsEkFQlx6slZ8lq060a+RGjoMV2GDEKIk6TFafJir4X2CRJqSZhKJmkCeMsYZHnmNrY9VBd0XN9AlcjhU2mzpKYeZ6xyDPSqiDSDtc7fVv5fw2unOW3rcdejXZeXxhEaYXSzzoPUgg8bTtR6kIyVVQVX56P+SJcUywAAQAASURBVOp8wk67xU67ReA4hI5DXBSscps8pQ0XvDSGWEnSoqSuoeN7RK77rJv13HlIKzyBiyPbX0OWXDTQpbF6yMirKUl1TFw8ZlHcY1XcJy8npOUpVZ2RVWO2g7+51DVwZIh0nCaZaiGFR12bjex4YWJm+ZdUdUqod4n0HmgaXtLza6/vOk5cnFtrKowpmOf3OYr/L6bZF6TlGYbnixVK+PhqSKB3CPQWbmNaXJSW7pFlpeWpa4t4Wq85Lx6rRS/VTGYx9x+dM50nxElOvxtysD9gNKxRKiBwNVeHXXZ6rW+g3ew2IXD/jHymlBS4jkZr9ZKWnYXALOKMh6dTHp3N2Bu0+em1HTv4Skkn9OiEPlopHp/Pma1SlJQcjHps91sIrClXaQwPT2ckWcF0leBqxU6/haMURWm5Q1eGHXb6be4dj3l8NmMeZ5xMlsxXKXlZsTtos91rUZmaJCuojOHB8YSiqPiJs/Nnl0ytiZVay28MDC+Lbjvg2v6AwHNRUtAKvbeux/+yCAOXve0uoW9/SinsvwP3pRCIy8Zwt8df/I8/5eDOLqt58movKCHYuTpg+2DI9tUB6k32L2xS5voO21eHOJ7D1l6PO7+6xvx8yex8yXK6YjGNSZYpyTIljXOyNKdoOFZVUVkI7Bq6Wj8PG1Habt/1HCuxG7pE7YCwE9Dq2kVFb6tNb9Shv9NluNOlu9XGec/Gx98lajKMWWIX5D5COAg0l1mIVmZKZSZc/2mL/+X/9W9JFjlFVnwjQVsbDdr4phyxdjW7h1vsHA4Z7l4OGlCZmqKsWKYZ8zjFNP/+1xiRvsJu+B/ouh9834fyg4me9yGe6l36/RJJ19nnavQXpNWcrJqTVlOSaooQCi28t5qsWrcYgydd+s4AR3oM3CGpSTG1wVdBAzmrvxXiJ6Xkxk+vArCaxdYL6hUY56jx9tu+OqQ7eDPo6Vpop91vcfjBLq1uyNXbO0xOF8zPF8wnK5bTmNWsGX9XGVmSk6UFZWbHX1PVjYCFpQFYxIwde6WWOK7emO16gUsQeYTtgFY3oNWLaPcjeiM7/g53ewx2urR7r9cp0EISaZesrFgUGUlRoKSg6/lEjktNja80rpJ0XI+dsEVWlcyylJbjbpIpa2+QMc0SlnlO1Qg3FKYiLUtWZY4QMM1S5lmGADquR6TtXDHwQxwpLQ/pNaK71eYv/9PP2L22RZEVb6Sy2N1qs3O4xXZj2FwZQ1KWTJOESZJwHscbOGNalOiGmmGMYZFlTNMUKQSqSZKUEEit8FC4WhM4msC1c8qac3aZsJypZMOhKszKdqOqObmZk1cTsuqcrJpsjMnr2uCpAVL4hHofV11uPrEcLIdAb9H3PrLdoPw+uZk376ip64qsmnKa/IbCrOi4N+i41wnUCF8PN8IX3zWsj9SK3CxYFY9ZFo8YZ58yzT4nrc6f60itw1Nd+t4HdN2b6AvekmlW8PDxmMdHU+aLFIBPPt7no9u739jGo6cT7j08596jc+4/PGcVZxRlZTtTnz/l+sGQn354hb2dLo6j8R2NeUl15G0jzd5tMqUknqtw9Iv19U1tFxeLOOPhyZTHpzN+cXOPf//JzU0FAizk6uHplAcn02fJ1HaPX9/Zx9WKRZLx+aMz/tunDzmdLgk8h+1ei51em9B3OZ0umccZV4YdPrg6YrZK+epozHyVcjxdMotTsqLkTn+Lv/34ECEE8zjj04cn/P1nD1kmGYc7PbZ7f158AiGF7TC9JJl9UfQ6Adf3h/hN4vg+u/mB7+D7Xfa2u8/h8N/GMQz3evR3urYKeanSo93vRgHmDY9BSIHrO+w0SVkN1KZmPlkyH684vn/G0f0zzo+mTI6nzM6XzCcr4llCvEzJk5wiLykF1rdK0FT5NNrTVkyiExB1QzqDFp1BxGh/wOhK38L4rg2JOiFB5CG12pzTn1PUdUppxoBAyS6SqMGBv2pSqKnMhLy8x/WfXeXOz3/KsyHv699/vXFpt9v++jX62v1wiaiMIckLlknOfGUnieIHQIL/PiJ09tiL/j2lib/vQ/nBhNeof102hJB03X2u1n/Jk/i3zPKHJOWEtJrhyAClHN6m6VPdPBOu9Oi5QyLVYuRtE1dL0nJlDdwvsT8hBTd/dpUbP9m/UM2/xPgrxXcar4QAoSSdQUS7H3JwZ896IyY58/GK8fFs4001Pp4xOZmxmKxYTFbEC1vcKvISUVRUJdSVaQpYtrumPYeg5dHq2KJVt+F4be0P2L46YOdwi609K+nuBW4zj7z+fKYbRc+kLBmnMUlZoIWk63q4SqGlpKisqmbH9dgOW8zylKN4Scv1GIURhamYZSmLPGOapSyLzPLBhSQ3NUlZEBfWo2iaJsyylK5noYNuw0Ua+sFG+e91orfV5i//p5/xF/9xzfx8fb7axWsnhCArS1ZZziRJGMcJ56uYOC9wlCIpS7SyUFdT18yzjHmW0fF8eoFv71thUFLhKmk7V67tXoEV/Ph6J+PFUVPV1pg2rU7IylOS6oS0PCYpT0jL04ZXNcXUue3QCb/hTA0J9DYt59qlkylbTpH4aouB9zGlSUjKs+eTKdbJ1D8yz++yFfyCwqzoex/hqg5S8NaSqcIsiIunnCT/wEnyD8TlMUl59MJECux41/M+oOvewpHP1tJJWvDg8YR/+sMj7j8akxclUejx4e3db8zCj55O+D/+7ku+vHfKg8djsry0BWZlGwc//eAKrdCj0wrodRWe8/6Kxu+4MyVxHY2jX/wA2sVGSZIXaK1ohx6e62xMXC8OonlRbqq77dAl8l0cpfAa6KCrFVlRsMpynCZ5cLT9/zVkzXX0xkiWGmtKu0o5n8ecTpd89vjUdhOEICtKzuexlQP3nI3k5p9TSGGhks5rwPSEaCBx34Py4sbX4tkfb3XbL8Pgvm5UdUFV543albuRBy5NTmYWZFVMUScIBC29Raj7DQLE7r+WdYOTbwQh+hG9seJosmQ36aHyK9S5Q50LqhJMZezL2O6JbIyDlbYTu+s7m8qoH3q0uja5avftIsL1XJSjXov39a7DVqYNUNnBtzaNJ0WGFD5SRNh7wFDXBXVdsDYh/Tq5vq5LTL3C1EnzG4kUPgKHykwpqqcIEeDIAUJoakDgIIXffL6w7zNH1JRoMbBJm4w277lMmLqmNjWPz2fcfXLO6WzFIs746mjM6WwFdc3/9psvuH88fq6SH3gOP7u+y0eHz6A/SVYQZwUn0yXHkwWrJN90y+vaEmh9VzNo3N0H7RDfdXBfAV+9GKs0Z5lkPD6dcf94QivwONjusdWN7FjcjK1xlnM2W3E6s7zW2SrZcFUD1yHwHa4MOuwNOwSeYxU8v0HeDvDVCCNf7Ul1UQIanpd5/iFHvfnzchBOJfyvEclfHaY2VHXZGOp2WBRHfDn//+DrLp7soKVrlfjE+lnZXMVL76PnHtL3riGRKKGp6opVuSCpViTVitzkrCrbKX6SPmRZzgl1i0CF+MrH/Zp3zKYA8Z6Hn+eksS/83fUdWr0QpSVe4DLc7REvE5JFSprkZIntXhdZSVWux94LnakLqADH1bi+ixc4+KFH2PKJGkRAuxcRtH0rXvQdkBVKCkLtsOWHaCkYlRGSpsPS8JcqY6ix3SMBDPyA290BPT+wXZpGAXC/1d0IUSjx7P7wtd50ngSCvai94V8pYcW9el6AfAN48mbufYuNACUloeuy3WohhGC/22m4XJKsKimritBxCByHpFHvS4uSpCgosUXJyHXYikJanmc7U01StYYOfj0qk7EsvmJZPKA0MVVtO1FrY1pjMgwlNRVKeITOFUJn385YwkPLsFH0ixpFvzau6hOoy0E+1/ewKzt03BvkZsaqfEJVpxRmhanz5p01NSWFWTHPv6I0GcviAWfpb3FlB1e1rcKg8FkUD16ouFfVBVk1Y1k8QQmfpDzdCEzYc16QlmPS6oxF8Yi4PLJdtxckUq7s4Ostuu5t2s6hFZ64MO4VZcVkFnM+XVmdhG64Md8Fu1ZYxXnjTTrl/qMxVWU43B8QhR7ddsBimfL4aEqSFtx/NKbV8rmjt4lek2/5XeKdJVMCmgRG4Sj5wmqMaeB0aV7iakU38vEd9cKHNWskvqWw0L+wwVRafwAXR1sZxCQraAVeA3FTuI5CN/4DjrItXSWtP0Na2GRqPF9xPF2wSCzsTynZLFgkgevQCt4f1O1thmiugVavX036MV4eVV2SmxiJRirNepYo64xVec6iOGVVTiy221c2mfpaeL6L61mJ8p3DIa04xlk9xBNthu5NIjXEa0im60Lec6pZG8UbLvCj1iIfAtEIh9jq7g/zu7dY76JJlkoqs6CqF2jZRygPu/qqqCmpWQ/4suGaXNxOSWWmlMYaGQoUSvaQok3ZJFNStqnMqEmmaqRoIYRVcarrjKI6Jsn/CUOKp2/i6kO0UK+VTK15GA+Op/znf/yCL5+cM1umLNOMpIEW/r//4fNn8ILmaxm0Q/6f//FXfHiwvRkn46zgbLbiD/eO+M2XTzgeLzhfxORFhalrQs+l3w64vb/FX314sBGMea1kKsk4niz4u88e8l9+e5e9QZt/+8kNPjrYxnOeFaqSrOD+8YQ/3D/hTw9OuH88sXxVYxh0Qra6EX/5wVUcLRl2InxXf6OlrYSHVC6XqUqbuv6GGecP9R6+GPWa77jmzLzi/fZdrzev1FRUdYEUDr62ydRR8nuUdPBkC0cGaOmjhNPIm1/mSJ6PG+3/QNfdb4pFiqouWZZz0ipttmXhfwCrakmoQrbcHQbu1kY2/YccSivCtk8QefRGHeqmMGBM3SAX6o0CMPAcl+oiNwp4bty1KrX2JYX1GlyryH2X0EKiHBdfO/R9H9OolwnEhTnB/rkWhhh4IV032EDatAJXSSLHZb/VeY7vs4ZpKmmTq1EQvXAfSvxwzA+0lLQ8l9B1GEWR7SRdPLiNL1bjn0XNvfGEu+djqOxbI9dlr9OmFwT4jTjZZrx5wT5NnTHNPuU4/i+k1RlpdYqpcyqTbUx8XdXD0wM8tYWnhnhqC18N8bT9qWULidMUYCXiBfPZq8JVbbQMKMySWf4VWTXB1OWFZKqB4dUJ8/w+y+IRMnWRwiXU24R62x6n6jIv7j33uWfnmpNVU1bFY0ydo6RPUa3IzYykPCEpT8mrOblZ2ASyrr69I+Xeoufdoe0e4qvhc92xsqyYzmMm05hW5DEatAgD97nvYBVnHJ/NeXI04+GTMaNhmxuHW1y7OuBgf8DDxxOyoiSOc+4/PicMXXa3O+yMOq91bb9LvJNkSjV8J6Vs1eRlE6EQwiZb2irsrbK8gcF88/2OVoS+S15UxFlBWpQYY43XitKKUKw7VWo9gDUVTdH8vekUs57GHK2IfJco8GgHHruDDjf3hniNOaCrFJ6rGPVaRP7rVRB/CCGFVebT6sUwyx/j9cIOWBVxOWZWPMWTEX1x0MBrAOqmctx0rmqxWXRcjGdqhlbSFxRdsYVxPsCRPm09wlNtHOkh35GPy/cfhrpOqMyc0pxTVeeWCyVcaqzXlZ3IBcYklNUpQjhIESGEixQ+pi4bTtQMY5ZU9YLKzKnrDM+5g6s7PCPIriircwwZxizQagdP32r2V1KTY+olps6oeaaQ9DohGmjSdr/FL29dYdSNGM9jHp/Nufv0HCkFHx1uszfsPDfCRYHH4c7zCfda3jX0XAbtkMh3uVEPNkeV5SXLNGcRZ/zp4QlFWfHT6zu0gpeMUxd2mGQFSVbw+eMz/vmrI86mS/aGHa7vDtgbdOhGlqOaZAWzVcLD0xmfPzrjaDyn1w7od8LN5orKigA9OZvzX5K7fHJjl5/fuoLv6o1UrT2fyy3ETG19cfLKeuskRUHX8+n6vjUUNWZDDq8bk1EhxEbRq6gsH8Np4E8XEQ51s6iq69qafdb1hkNRGWtWupZGXhubiqYDcHGBte6cmcbcdF2cm2cZqyLfSOM7Ujbcjbcz9ta1aZKn35KUliuVVjNys0TUktKkKOHaREqsuRGv35naraZY016NKz26Tp/9oCI3Oc+SimdXw5Eubd0h1BFa/vDHq4udsncth/JM9vnN5cQ3gha8WPhhneQ9Z1sivsmes/fyi4/v4r4uJvib4+dip/j7X0usr4lsvsevj9abu/PC8W+FIZWpyasKYwzdwI4rgaMtfPEVaBxDRVadsSjuNR5TMVq0cPVa6nyAr0dNItXHlT0c1cGRbWvaK1so4TUJ1JsX5wUKJSSh3mHk/xKJ5jz9Z5bFI9sh2wg/2A5VVZcNkkYBNaWJmy5Z2HScvqlqaSGEJ1R1RlyeIIWiqjNKk2ySKMsXe7kisRbWW6vj3mDL/wVd9zaubH/D6NuYmjQrSPOCYT+ynSlXb+4zY2rG0xV3750xnq4QQrA9bPPTD69wcKVvjX1rOLgy4OhkxirOORsvybL36+v5TkY+KeVGhvDbHjwlBb5rtd/zsmK+ysjyF5MTfVfTDX3O5zHTOCNO82byNKzSnKKs8BwrifgyP6BvbNPRdCOffitg0In44OqIv/34kFZgK2t20sZ2uN6nx9FbCiFsd1CrVw8UP8arw9QVpUlZlWecpXeJ9ICWHuGp786la+ktfNVpFIOsYebbwDb/cKOmMitKc05WfEFWfI6jD3DVIch1AmohfaZOKaojBA5K9JEyQuBQk1FUTyiqY5t41TlF+YDSjFFygKdvsV4YmDqmNGeU1Rl59RhP30HLbZTsUFM1UMGcmrJZuCheXJ98eQhhq7eH2322ey0mi4TT6ZLffPmE6SrB0Yr/9Os7/PVHB5uqKTQwHt99rpmjmi7ToBNyfXdAO/AY9SK8xvz84emMf777lKfjOX+8f8Iiztgbtrk66r3oyLi4mF6lOefzFX+8f8L/77d32R22+eTGHh8ejLh1ZUivFaCkZLJMeHQ647NHp3z2+JRVkvOXHx7w8eE2oecipeDe0Zivno65+/Sc/+uP91FScuvKlu2UOS9GJHxb1E1CtMxzq1gWrzjs9ggdZ+OZoxpD0qo2FJWx84jSlLVhmdsqa+S6CPQ3JI6NqSlrszE3XSc8eVWRlSWOUvhKU9V20SUEG56IvJCUVc02TF1bpbS65iRecrxashu1kZEArS9NZL9MGAyz/BGPVn9nCztUG7PQujYUdUVB0nSuNz2U146sWlDXBi0VUkgG7hZdp7dJIuH5xqNdpFv+lHyHnjZ/tvFM1+adxPuY2f/cVw8C6IcBbd/bdJBV8+xfFrpY14bczIjLxwgUUmh8PaLt3CB09gn1VXw9wldbaBmhRNAYaKummHQZnu/lzyjQI7bDv0TL0IpdmDlZZV6YHK0Tq7yyIhhruLyh/IbqHkBZp5YDVZ3Z4xYCatOMAbYL9bJO1DqslPsuXfc2W8GvaOkrKPlNpIcxNXleUhQlnqfpdoKNN+n62MeTFV98dcJ0FuM6ir2dLp98vM/OVgfHUWR5wbWrA/Ki5MnRlOksJn8P1gcX4511pjxX4zSGaS9LqKQUeI6iFbhsdUIWccrJdMF/+/RBo+YnNhj8qjLs9NukRcnxZMHReMHvvnqKlIIkK5jHGTt9KzgRZ6/G5QsBke9uqsed0CMrSh6cTDfwFs/RRL6F+XVC/9JJ2g8nGhnR5loqJRqjs8tvIc8KsrTAGFsBdhyF62mrUjZLMKam1QnwA/eNycJpNWdZnlOYpFkcGKhrlHQJVQ9PtRulKliW58TVpJEEXT/cNZHuE+oBuYlJy5mFLgiJqS0sBmgqIoK6rtDSo623cWRAXFkSd1WXmLq0263ZbHMdq/KcZXHKOH/AOH9AUs3Q0qddbePKkLo2lHWGqStys6IwKefZXQoTU9UlNTWh6hHqPo70cURAahak5YzEzMmqBb5q09Y7eCpCCZfKVOQmJjcrsmpJeaESVDWDZqj7BKqLIwMc4bMsT1mWZ801gtKkFCZBSQdHhoSqR8vZwpVvz3/CNAPtOJ/wJHnColy+8H2edNkPrjDyBg08oEQgkTJEyQ5abSFlu6miNea2z01C9t5ArGulCmqo6iXGLCzRF6fpcj2rbkkRotWIui6R5qwBK+WAYc2fksKlRiFFpzmG1yOvrvflu3pTWauMoR14OErhaEWvFbDTb2+6Ky+Kuq5xHU0r8NgZtAk8h8h36bUCXOcZZHfRCOf8aXrKyXRJkpXfeLYbFChCCPKiYh5nfPnknE8fHHM6W7LVjbi+O+CDqyMORr3n/ABXaca9ozEPT6a4WjPYDjnc7nG408d3dMPZEHiO5mS6ZLpMOJ0tOZosQMCwE15KoODr19AajNoEJSkLzuLVBvpXXYRhNatULSWeUpS1NfH0tO1KBer56c3UNWlVsipyzpOYcZoQOi6Rduz4KCQmrzcE9ItdL90kcKY5prwxjhfCCgRAzUm82hD3zTsw5ZZIeu4hh61/w1vf+IUYeDftIrBJ+KWQOK/5LPwYNrK04NGDc8bjFfsHA/au9N94nnwXHaFXbfOH0IW6TLzsKC8ev6PUd1Jwk0IT6n0G3i8wdYGhxJEdDCVpdUZpUpLyKVq2bOdHhCgZWH6SDFDC/t3+zkMK542QJ+tzUrh4qkfbPWQ7+DVaBMyLe6yKJ9bbasMhfha28HIZNUVjUTVrPtVrDDeWl9Wh696i595h4P+EQI3QMuRF31RNY8BrbOPC83RDtbFjcFkaK4X+eExVVeyOOmxvtem2AwsHFOB7Dp2Wj+9pi15Lc8r3LPb0bpIpJRvhh2+vTEohcLWiE/jsb3VJ8pLHZzP+9OgUrSzHabtnzXoPRj0ORj2my4SqNjw8nfL4bLaRHx71Wty+MgTgiyeXcKdFEAUuo16Lk+mSduBxNlvy9Hy+aQ332yG7/TZXR12cXbWB//25hbzQoSrriuo1JuI0KZiOl1SlVTIKI4+OCklWOU8ejCnLiqvXt/A8DfL1K9EAq3LC0+QPLItTqjqnqgtMbQhUh5F/m757QKj7CATj7D7H6Z8slI7CJl+1Ycf/iL3gJ8yLp5xldzF1hRIOZW1FIQC08BFIqjon1H0Owl/RckZMsgecZV+Rm5jCxBgq6rpmJ/iIXf/j5pxqxtl9TtLPmBVHLMszVvKc3CR0nF06zg6ejGy1mLJJEM/IqgWn8ksKk1DVJTvBh2z7H9DSQxztE5djztIvOc/vM87uM/CucS36K7pcwVeq4WGdMSueMskekVQTBFaOODcJULPjf8jIv02kh2jtMc0f8yj+bZNE1sTlhGVxiqsi2s4OO76FE77NZKqmpjQlT5In/O9n/5WH8aMXvq/rdPn3o39L3+1s1POU7OJS46oDXH0VIXwsAMcmSxbeFzQVsouToUaJFpWMKMtTCnOKwEGrLZSILiRkNUr18fRNBA6mXiJlBHUFGKSIrNhEkxBr1UfJPt+nJ5LXcE0j32HUjWwVten0CyzP6sbugNkq5Q/3j5nH1t7hGyHYdFXSvGSyiPnD/WP+v//4BXvDDp/ctB2p2/tDulGAq58VjFZJzldHY56ez7l5Zcjt/S0OtnsMWsHGM+5g1GPQDvnTw1MEgkWc8eh0hudqeq2A123oCyy8mvXPGs7iFSerlYUuSUlWViRlsZk/HKlsp6qRS+75Pn0/QPjPD0Y1NhEapwlfTMd8OR3T9wL6fkDf8+n7Pos8Z5wmFgIo11LKdi4KtKYwhvM4Ji4LXGm/Iws5hLSyFh2FeTeTuBSavfAX9L3r72T76/BVFyV+TJ7eRsRxzj/95gGf/vEJ/+F//JjdvR4b6sGP8WcVSnh0vY8QSLLqnLQ6pzBzsmrMsnhAYZbQzGlaRk1S0cdXWw1namvDoXJVHy2j7wjjl0gEod5hN/xbIr3HSfL3SKFZ5A8oq28mU+8jPDWg695kFPyK7eDXBGqEo1q8NOWtn9WGrL/sMyRVVRmKomQyi3n8dMLOqMPh/oDRsI3jqM1zpJTE82wDpywqsqzcSP+/r3gn2YFWEtfVG1W9l8W6a+V7uuERCE6mC8aLBNWo0PVbIZ3QpxV4hL5Nfm7uDlkmWUOCtlntdq/F1VF3AzOoTM2gHRB6LofbfVq+y1bXwmSujrr8PNtjf9glcDWjXotbV4bM45RlkjeqadAOPbqR/2er5re+9GshCkdJjDFU5tXJ1Lr6u1qmHD+ZkiY51BCELp1eSJYWHD2eoB3J9l5vQ7p+vbDHkZsVs/wJqVk0nSgLm/NluxFhUOQmpjQZSTUlNzGuDAlUl9LY5Cs3MWfZl7Z7VJ6jhUeoPYwpScoZUihcx3obpNWcqiiJqwlauk1nam4TDGer2WZOXi05zb6gpYdEerhJQFwZ4ggfT7aa7pU9Zi1cSpM1xrsGqPFURKgGpGZBYRJys2Kc30MKRdSo2niqjRSaorYdpLLObULXtNTLOierVsTVhKxa0HJGeLKFrhaUdU5qFozzB4DAUy2Sas6iOMFXbSI9pDQ5iLOmkl9vKvpvMywfxZBWKWfZOU/Toxe+L60yVuXqgq+TAOEgZWhfImiEIdio+FmlvgXUhrI6QaCbrpPDmsRb1ynGLFGyhxDe15IubPepSZiE8BHN0FcDbMxkJZBTVjOUGKNkB/Ee3ONfGA0BfpnkzFaJ5YlmdrFem5pVan//9HzOIs4a3o/1Ivv6kLv283t0OgVqHp1OKY1h0A758GDE4XaPXhRsikV1Y2K6VjR9ej7Hdx20lCRZwYOjyXPbLyrD47MZeVmxSnMmy4S46Wa/wWlTGkNalsRFwbKRa7ZdIpu4lBcgek4tKY014CyMNTcNK8e+n+en76quWeQZJ/GScRIzz1KcRva57/uEjsuqKKz5p6k25H3VqIQtpN13XORUpuFb1YK8Mf/MqqrhfL2rSVwQqB5+Y3b5ruJ1RSvqusZUVnxl/Z2rxvj9X2sYY/2p4lXG0dGM+1+dMvv1te+0zXWRtyrtduNVxmqVkawyirykyK0ojDFWdVBIy5mWSuI4CsfV+L5DELr4oUsQuDjut6OHXhRFXlIUFctFwmKWkCYWvVIU1cYIWQjQjYS85ztEUaN02PLwG17nm3S9qrIiLyrSOGcxT1gtM7I0J288wcyaUykFjqNxXEXU8gkjj6jlEbV8xAvMYC8TQmhCvYtEk5speTVrfk7JzYyimlPWMZVJm/fLxph3QlWn5NUYJR41in4ttGzhqR6Rc0Cgv+mp9Orjsc+pJkBpd1MoVtLHVwMWxaMG1regrNMXCk189xCN+IaHp3p4qkfXvUnXvU3Pu0Ok99EywBYQXqKdIC3iSWtFVVn+VFVadMBikXI+XXE+WbJcZVw/dLl2MLTJ1MX8oknI1ogCKybzDk73W+Idwfykhfm9xF/q6+Fpzd6gw6AVcmt/SFFWrP2FHK0aGWCr3rc7aNMK3GbQaKAeNbiOFZMQCPrtwMr2NkmQ7+5SlBWtwMN3NR8dbnMw6tGJPIQQ7PRatAPPOmJXZvMdaCVxG3l1/8+0KwXrZMpObpc1Da0bmeflLOHpg3Nmk5iyrHAcRRB5UEOSZPQGLarKfCdOluUhnaOEw5Z3i567jxYuWno4jZqaTZLOKEyGK0NG/m2G3g0KE5ObmHH2kCfJ7zfdmEgP6Lr7xOWYZXmOKwP67iFQk1Z2cEmqGUo45CZGCMnQu8HQu05WrcjMkkn2kCfx79gPP2HgXaPrXEEgcWSIEg4tZ8R+8HPaznbTBctYFqcgBBKFJ9ts+x8w8u+QljPiasaseMJp+iWh6lN7N4n0AFeGFHXKsjizidVLOyI1rgzY9j9g6F4jqWbE1ZRZ/oSz7MtGvGKL0qSUdUbbucVB+CtmxRGuDEDIJvnr/wArz9+8f0ydY8ycsjqjrI4xdWYnhLpEigAlu414REVd59R1hoXtyWZwtZ2ny4flceXlPaDC0zeRb7F79zpRVoasLHl4MuWzR6ccTRacTVckeUFRGoqqsipIq3QDU7ZJ0PMGqnVthRSyouSzR6f84f4xvutwddTl5pUBt64M6bcD9IWOVE2DYy8tXOLpeMFslfLpwxM8x47rF6Ou4Xwek+ZW2GKVZGRF+Upj1heFqWvismCSJozThEmS4muNp/VGYEJLSeRYCePQsYlTVpVUdd14yKy94Z6/p4ypmWUZR8ul9aJpOlpayo0fT1aVOKqRVzaWj+UKQVEVxGVBDfhK0/ZcAt0kmGVBVRQNj6qiqt9lRVTwJmWrdxnG1BRFRVmUlIWFPwbhdzda/3OOuuGBxHHOcpGyWKTkb4kQn+clZydznj6e8OThOUdPpixmNrEpGu6J0gqlLWTK8x2itk+7E7A1ajPa7bLdvKQKUOr1Eos0LVjOEx7eO+PeFyecHs8Yny2JVylZZp97pSR+4NLu+Ay22lw5GHDlYMj+wQDfd9+YhFWUFatFysnTKfe+POHJwzHjswXzaUyWNeferHXanYB2N2j2PWD/YIjvu2j3ze5LgcSVPbQTYbhioX51sVHSM3VObmbk1aT5OaM0S8o6brhWT6nqhMqk1NRoGRLqffZb/8sbJVMXj0yg8FSPof8zIucKHfcG8/wes/xL5vlXpNU5WfX2kymBwJEtfDWk731I3/uQlnNAy72KKzso6fGqL1tKge9qPE9TFCWLpYWvG1NzNlly9/4pZ+MVRVXRafvcONhiNGw9N2dVxpAXJUVpUUXCGmq913iHMD+LT73M+SgliZR7KcW8yH/x+9bZaFaWGNEoDkmrFui54XP8hEE7ZNB+tkgKfZfwEvvO0oLlLCFZZZSlrcJoR+N6mnYnIOoElzjbN4u6rqlKQ1VWzUB5eZWotRCFoxWZtHLTl/gUALpJnsqyosgrlJb4voPSkiBy6Q4ifN/5TthqLb2NfHhNRWFSkDWyVggpoa7JTUxSTrHdHttx6Tp7m27ONH/MvDiySUzTJQpUp5Et1c0+etS1QQm94SBJoUmqGWm1IDOrpjOUUdUFRZ2QmWUDGXTxVIug7pFWC2I1JlAd2s6ItjMCbMdLCo1EoqW36T51nT08GaFLn0VxRFxOGogeljslfXzZwVUhWrgvvJbW8M9FSrvNjruHW0WowmVePCUuJ5Qm26gE1dRUdUlZ59QYpHBwZGB9r1T/OZ+H7ycEQvhI2UHWLqYOLnhLbd6B9YxqodUedZ2hRBcpQoTQQIkxc4xZIGUHVx8ihAvIRp1vhRQRrr6BVgNAIUWEo7aRYt0Jc5rCTYCj9hAEKBnZztX3SKY/nS15fDa3Ag9HY9K8tNhw18FzbFKRFxVJXiIbNbl1FehiClPXNWlWMl+lmzFyPTaaum6sJeTzC/R6LfNeUzQVQs/RtAPvhckUQCf0uLHb5/aVLXYGbdqB90YFFvuNW55Sx/PYabUItCbQDlVtO1KuUnhK42n7My4LxklCRrU5C9Pwq9SFjrkQgkBren6ApzV9P6DreXRcn4EfEDoOPS9gN2qxcq2nl5QCVypKY1gVlj/Qcl1Cx3rwSClJy4KkKIlL29HqeT6OVKjvKPpjTE1Z2KS5LCqqstokiY6j0I6dB5SSVKVpEpl689mqrJBK4vkOupHMr2vrW7cez6uywvU0jqsb/7pnx5znpfVaqgxVaVBa4nrWt1E2MtLG1KRpznwSs1qklIWdW9q9wHJpfQf3gmfM18e28fmS46dTXE8z3GoTRh5aS4qiYjFLWC4z4jizRc+dLv1htDm/8fmSyXhFGLn2c00XJl5lNnnZdEvqZ4IDjiIIXDrdkChy0U1FHKAoSk6O5ozPl3S6Ae1OsOn+5LlNFEWjkBtGHu2OTxh6+IGzsVNJkpzzswXTyYp4lfH0yZST4xnJKuPBvTP+4b/f/UYnaHunw+5eb/MdvWwuzbOS6WTF6dGM+3dPePjVGUdPJpwcz4gXGatlZr+rprgphEC7CsdRRJFHqx3Q32ox2u5w484OfuDiBy7yEgqMdV0TrzIL73885unDMQ/vnfHw3hnnpwum4yVZWlCWz7rjjquJWj69QcT4bMn4bMliFrNcpPSHLbr98NJdsSwtiOOM89MFTx+OefTgfHP+0/GK5SKhbDzBEFYELWq6UZPzJecnC2aTmNUyY2u7TX/YwnG0BUZceh0lLeeJF4goNElVXo1JZRtVndo5qoSqyhuEyYq8mpBVUyqTIIVDaVaMqr+61P5fflyNZJLwUdLfiF+4sourOvhqQFKeklSnVCajqjOqJvmzQjZlIy5hGp71RQsWK1QhhGoEZjSy6UQp4aFlQKBHhGqbrneLrnsbXw/x1fAbqn0vC0crup2QXicgyUoePZ0wHLTQSvL5Vyd88dUJs0VCp+Uz7LfYHrXpNCJJ66gqQ5IUZM18+DJv23cZ7wbmJ+XGLPd9ERhtJbVkvEx4cD6lqgzXR312ui3b6n4Lx7FapHz1p6c8fXC+mTiitk9vq82tj/fecTJlB5Q0zggij0Bf3stDCmFb7q9xgwlhF1z9rTa3f3KFLLWt13Vnyk5ANY6raX3H8w7VkCvBJyzKY8bZA87Su2jp0tJbbPsfEKgOWbWy3k5C4coI3SQDukkwQJCbGC1cXCKEUCihUdLKBEuhUMKhbjoXViQigVKwKs+ZF8fUVMyLo40EuqHCV20c6b9WNVg0x2jlhe1xSqFQ0gFhB17LF7p85V6i8ZTFWCvh2EWnUKhmIjR11VybECUdBJJ5ccSDuCSvbCLa864S6D6B7n3/nSkhULRRsgWNGpn1dJIX3uKiZBfPuYVW24BphCV8lIiozJyiOqGszq0vlNunqI4ozQRTp5RmgpZbON42UnQQaLQcIB0Pm1j5DVRQoWWfwP05dZ1jvaxclGh/L5cG4N7RhP/6u69YJjlZUXK40+eDqyN6LR9Xa5K8YLKI+fTBCavk5fK0pq5ZJBmnsxV7jbHuyWTBvaMxh9s9TmcrtJJ0Iv9CR/SZnHNNTTfy+eXtfT4+3GbYtbDrl0U79OiEHu3Q3whZvE5IIQgcB60koeNy0OmihLTy4w2EQzb/Xsuan8Yxi6y5BgIMTbJZlbhKbSZ1R0qutDr0vICqtkniujsVagclJAM/2IhZWKig3Y/hGXzPkeo5FbCqUfdbC1dEjk221Hecc4wxJHHGcp4SL1PiZdbAtgStTpOshC5+4JBnhZ2TGuRBkVckcYbrOQy3O0Rt3ybdxtiF6SpjMY1J4ozuIKLbj3A9B9d7tiRIVxmziX1PlhT4oS2eRS0fL7BFiKIoWc4SHn11ytnxDGNsV6I3bNHfajHc7jL0Xz7W3P/qlP/tP/+Bfj/iL//2FlcPBoSRx3KR8uUXx3z15SlPHo2RUvAf/uNP6A8iENab5ovPjvjtP9zn6uGQg8MBfuDi+ZpHD8Z8+fkx4/Ml81lCUZTUpsb1NK12wN6VHh/95ApXD4e028EmmUqTgt/8wz3+8e++4sOPr3Dnwz0e3j/jwf1zZtOYxTxBa4nnu1w9HHD7g132rw7Y3u0SBC7GGMZnC/7+v93ls0+fspgnzKYxx0cz0rTgH/77Vzy4f/aNueTf/Q8f8R//55/RfoVH3HKR8NnvH/On3z/edGXSJCfLis1Uoh2JFzibJDxPC9I4J15mTMYrTo5m3A9OSJOcvasDhqM22tSv1Iiv65rx2ZInD8/5/W8e8PvfPGQ2tQljnjWJphQ4rrKw4qIiS0uK3CY6Z8dzHnx1ysOvTrl2a5uf/8V12p0DpAShXv2crJYpjx+c88WnT/ndbx7w+ME58TIjTXKKoqI2dZM4Pjt3CwNMmc8SHnx1xsP7tpP2018e8ou/vE67+/YW3HVdYRqpcFPn1LVNUGyyqJDCQbFOQlyMsAIWZZ28RH3vzcN60A2s2JTeYej9jLQa21d5Rlqdk1YTsmpCaVYbw9/qQqfNbmedPLmbxMmRkZWAV0MCPcRvOGC+HuLIFq5sIYXL6ygRu45mtNVme6vDwydjnhxPyfKKR08mPHwy5tHRFM/VXNnrsbPVptcJCXznucJPUVYsVylpWqC1sgX/9ywY9+46UxuY36vfv8boXzTLq4yhqutGgeWCwZexnlICW32Qcm1UZ7eRlyWTVUJelow6EWVVbbwI1vsqKmN/30yIam2y94qDTeOMpw/OeXT3FN1ggWtTN6Z/b3q1Xn1t1hXK+WTF+cmc0V4PP3xxB+NFsYb5OUpu8MKX+QwCopaH4yjKsrIiFFLYal5T0ZMvMWS+XDTqZ6rFwDtECYfKFMTVhKRaAIKwPG9U8tKvfe4FO71g3Ge7DZYLs5YllSgL+toccMMhqk0zGNrKjKBR7xIdHBkQ6t5mcFhPhOuF5osSIrsAcwCxWciJ5ghg7T31elAgWxV75iHzbIvrTpQ9bmvWaRPdGoOpK7R0CfWASA8tJ02Gl64avbsQTbL08oWW5UVpJD5aDb/x/6aON9wpKUKrwicWCJFYXhUSRIeabtNlErYbxTehezU+1C6lKUnKnLqGlqvwhO1wlMaQFlbFLXJdIvfynb3nno9mjHvRM7PpKtQ1x5MFv7t31Eiit9gbtPnwYMRWN8J3NPM45cn5nLPZ6lLCOFIIdvotfnp9FykE42XCZJnw2cNTjDG20OKvFQYFQlgBBuvF5zDqRVzb7XO43WOn/3IrgI156RtxKO3nXaVwlSJynr/G63niYqcJoDCGQWArlaUxtFx3I2Jx8fGUUtLxfDqeTQZfdHyB4xA4zmZfF9938d9fH3u/7sfzXYqIdcO3SZOcs6MZZ8dzjKkxze/SJOfK4RAvcHCNhhrm05iHd+13GQSuhT6mBWHLp9MPqY2hrGxB7vxkzmy8Is+KZtFbMJ/EDLc7bO10NjdnkuRMx0uSVU6RFywXCfPJit6wxc5+Hz9wKcuKJM6Zni85fTprFtS66WI5dHrfvlBczBMe3DtjtUy5eWeHwbCF5zukacHRkylf3T3hyaMxrquZjlfkeYnSkqoynBzN+OPvH6MdxWinvZnblouUyXjFbBaTJoVNMOuaLC9ZLS2/yCaNgoNrQ4LQ3mdlWXH0dMoffveYqmpUxMYr22WKM7KsIEksj6NuVMaq0hC1PDxPNwqTz/hSRV6SZSWmoQ6Y2v7+609G/Qpuoe0MVkzHK776/Jg//tNDnj6eMJvGdHshW9sdgtDbcKBcV1MUle0sNq88Kze8oqo0NgGh3szzL70XawtXzJKCxw/O+MNvH/Lp7x7x+adPbMerZeGDQeg2yawdz/O8tMXfpCBepSzmKYt5QrzMWC1TOt2QwVbbdgC7L4dSF0VFkZecHM34/I9P+OM/P+KzPzxhPokJWx6dXogfuASh3bfjqM15J0lBmuQsZgnHTy3vezpe4fmare0Oe/s17W6Ac0kKR11XFGZBYZbWSoNG/bcuKOuEysQUZkFu5pRm1XhRpRiTIVA4soUUGi3bVLX1bPPVCFf1LrX/y4ZNgkIcGeIzaCTdF+RmQVqekZRnZE0yVTQwxMpkmLqwCRUXkik0UjbJlAgspE8P8dWAYCOmYdX73jQ8T7O33WE2HzCerjg6mfP46YTJbMV8kbJYpWwdbnHz2hZXdnuEgYuz6bTb+TTLSqazmDjJ8VxNO/I273lf8Y6SKSuXu5ZGf1XUWMxj1ZjwlpUhzq2JVy8M6Ib+ZvGR5iWzJLXeIo5joR6OhVt42sqZO1JSCrEhA+sLmY6pa+IsZ5FmuFrjaoXvaDxHv3Lyz7OSydmCNMn55JMbXP9gD+3YpKrdezfcirqGMi9JVhlHD8fc++wIKYWd9C6ZeD/jTL1+h04pies7yEJQCDsor1YpWitabR8vcDeQgjcNLT1C+jieR8vZajpFRxQmIS7H5CYGalwVkZsVaTXbSISXdU5p0s3/y0v6A0khcWWIr7oEqo+hZi/4Cdv+nQvv0UgUvmpvEpiNb1HTTXn5NCguvN5mvGp71rHe1BVtPeJK+AmO9KHGwhRVr+ls/fkJqnw9hPBx1SFKhJg6ISu/BAxKtFGyj1JbpKUkLXMLFXOcl169qhE9mCQJj+dzampu9geMIk1WlizznCfzOedJws1+n5uDwUu2dOH4eJZcILCJFGue54sXMaa2i+ZlknE6XTJs/O+u7fTpRD6uVggpKCrDMslZNRKwL+sCSSHohB57ww4fHmzzNx8dELgarSRJXvB//uE+SV7Qb4VWGa/pXkskjqOJfBfP0XbcXaWUlXmFGM+7VSp70abbrse1bp+iqjDUttPk2IRKfSdzzFfv+zLH97phmu7RdLzi3ufHPPrqjN2rfQajNk8fnHP/ixM8z+Hg5sh+F0Jw/HjKP/zXL5BKcOVwSNiyfGDPd6G2C/wsLZieL7n7pyNOn04ZbrdpdQIe3ztjcrbkJ7+6RqcXbuB+WVKwmMZUlUEpxeR0ydNH52zv9QgjD893MFVtIYNNN8Bx9Iazoh35Sqin62m63RDXc0iTnHiV0ekElGXFcpmSxJnl3rR9amqWi5Qwsl5BaVown8UIAb1+hOtYOff+IOLgcMC161ubYqAQgslkxcP75yzmCV9+dsxqmRFGHqPt5xeCVWV49PCc+Tzh6sGADz++QhjZZGUyWXHScIQ+/f1jyqJiZ69Lu2M7XINhi7/465tcvzFifL7k8aMxf//f7vLwwTm//ssb/O2/vdOMCc/2t7vXww9eXlQqi4rlIuXsZM6jB+c8bjpSUeTx0c+u8uHP9hlstekPoua7kxsxkDwrN/fS+GxBEueURcnhjRH9QQvXs2unl9+LNct5yvnpgs/+8IS/+z+/YDqJMaZm50qPWx/usX8wYHe/b6GWzQLWGAsLHJ8tePxgzJ9+94gnD8csFwmPH9R89ofHuJ7m9kd735pMrROge1+c8Nu/v8f9L09YLVLavYBbH+5y/eY2u/s9BlvtTXHXGENZGMbnC8anCz793WP+9PtH5E1SdvfzY6JWQJ6V3P5479LJlKkLlsV95vnnm6SqMHMKs6AyKVWdNAlJ3owDsunoRGgR4qqBlUhvZNMd2cZTA9ruzUvt/81DoKX1vHJEQKC3MRuoX3HBDsYWea14VlNU2xSlZdOl0huIn4UVWon37xK+53B1z9I8ZvOE5SojTnLGkxWuq9kddfno1i6/+uSAKzu952Dm62bDKs45PlsyX6YMehGDfvTe1bffHczPXcP8Xv3+urZk5yQviPOCOCvsxGhqfMehU9dkpTVVXCQZs9h2KRylaAcuvTDAc/TGzFFJ0axdLCxkXS3KypK0KJmuEpuQCTvYD1ohw1bYuNU/qyqaBn9cNFWW8+MZZ8czlrME7Wh6w9amS+N6GmMM8TIjXmbYjgdN16rGC9zNYKOUrazlWWErRk31CmHFO7T7rPNTA/PxisnZgod3T/jqsyNa3YD+Vhs/dHFc3bzUSwfFi5yp1+YxCIEU9WZAT1Y5WZojpSRLCqK2R9QONgo9rxNrfG5lcnITY+oKVwaUso0SY3ISijqDWhKoNhIrFpFVS1blmEVx3HgwxZja0NbbLzSge1FIoXFlRKh7BLqLocRXHXy1hnYJCxMUDqppW0uh0NLF+leVZNWSZXGGxP6+MNZjanPpvu3cm45YZlYbMYzCxGTCISlnOMK3nITG+2q9xW/fptkYeUJtB08Z4Mloc/yFSakxODJAvZvH/72FFF7Df3IbeF9sFftEm5oOeRUwSWLOkyWDIGALNs+I7XBbDoRu/IOKqiIpCk5XK0pj2G3Ze2H9f+Mk4dF8zii8XOHEYretpLkUgqquibOCVZLjN2qn6zqPXC+wmup2XlbEmZX/7kZWzdRrFoVFWVlPvsmCs9mKrCgJvBdPaEJYcm8v8tkbtrmxN9hIqP/+/jG/v3dEr+Vzbcf636wVT4WAwNVsdSMWccYqzXh6Pmdv0GbUazVWC/IZt6oyG+P0i15YbzNeVrDxtcbXr76XX+eIXl/p6+2dr6lrirwkXqaMT+acPJkwGLXwA5twHD+eEK8ylFZIbblLi7mF2gUtj9FeF6XDjZLamlO1WqScH895ev+co8cTi+pQkuPHEx7ePWVrp8uND3fxfAfXcyhL27WqKoPj1kzHS+59dkyRlfy0UaZbK6ett+V62nYKIo8o8l+5UHVdh043QGlJmhSsGj5yVRriOCfLSsLQpdsLMaZmPk+QTWEwywriJEcpSbcbWt6SqRkMWwghiFoew602fgMJevpkSl3X3P38hKdPJqRpwU9+dvUbqJK6rpsOVsXtOzvcvL3DcKtFrx9xejLn0YMxv/3Nff74+8cEgcNsGpOlBSqStFo+rZbP7l6P89MFfuDy5efHHD2dcnhti7/+N7c31+yysVYFnE1ixmcLpuMV2lH0Bh7Xbm3zq7++yXDUZrD1DJa8vh/t+qJgfLbk9HjGammFMNZdoVeJhJjKQhfvfXHMV1+c8NUXJwSBS28QcXhjxM9+ecj1W9vsXxsShN5zhdV4lXF2Mqc/bG26VOOzBeOzJfe+PEVpRbcfceP2juXmvIC/tFxYeN+9L4+598UJ4/MlUeSxt9/nw5/s89EnV9k/HLK13UaIZ8l7VRnOT+acnsypKsN8GnN2Mmd8vuDJwzGuo4laHvvXhkRN4eFVz7CpC1bFI8bpbyiazlNZryjNkrWRrUXC6MZbyrPQN9XHlX081cdVfTzV2/zOkR2UfLf8ZSEEChclXBwZvdN9vUk4WjHoRwghOJ+syIuKs/GS6Tym3w3pdyM+uLXDnRs7hIH7jXVu3XB/o9Blq99if6/HftPBep/x7mF+l5jCKmNYpjnny5gnkznny5hBFDCIwo1x4vnC/l9V2zb5KstZJBmjTsTNHUlfyufggF+P0lSczpeczFfkZUVWlCzSjEWacXtnC9/RhK5j5RabzxRFRbLKGJ/MefrwnLt/fMrJ4ynJKuPT3zwgTXK6/YjeVovRXo9OL+TBF8d8+YcnjTmuochtm/rqjRE3P75CdxARRB6rZcrpk6mFcRxZgqqQAj906Q1bdIct2h07ydz//JgHXxxz9HDM8aMJrquJlxnDnQ6DUZvBdofhdgfpvvj85Qbm9/qLnKq0x392POfRvVPyvCIIXGpqHt/PCVs+Nz/cfaNkymCo6oJp8YST9HOyaoEQirLOScopSjgMGxW9dZITV2PmdcJZ9iWz4ilVI43uqw574U9ZlecsiuNX7lui8VWHSA/x1TFxOWWc3WdRrCW9BaHuE6o+bWeHjrONFi6+alsJ9DpnVjzBxBVtvU3b2UZL72twxG8597qirDPmheWJnWZfMsuPSOQcU5esyjFtZ4SWvsVfvzJqTF1a42NKamBWHFGv/h4lNDXgCA9XhrSdHQbuIYF+txLL7z4UQgYooRDCx2EPcKhxWOWSRbbk7mTC3cmE670e9XCIljYBWOQ50yRBK0XbdWl7Hi3XJXCcDVwM7ETkNapx+jXtEbSShJ4Vt3G0ZJUWHE8WPDqdMuq16UY+ZVM08ly96TopJK7W+K5DXlacTKy57t6wbSvFSc7D0xl/fHDC3afnLJOcXuvyvMWdfgtXK7Ki5GSyYL7K+G+fPmCV5Pz6zj5e104LrcDj9pUtytJwNFmwTI7pRj6h79JrEryiqijKivEiYbKI2e612R1Y2drvKsDwrzbqZ/AVqSxczg9cwoarpBuZa68Rg0A8QxAMRm2u39ll+0oPKQWe7xBEHllaMD5dcPxkymIWk8YZ5yfzTbcqaxTapmdLuoMIz3c2MPo0LomXlmOVJbkVX6rqZvtWZKDViDUEoUu7E1rI4G4X71s6LtB0pnqhnWtT25kqS6vUu1YGjFoenW5IVRmmkxi3kfi2x2HQ2gos2OKj5UZ1uiGOozZiSQJBrxdycLjFamlFFBbzhDz/5tgqpWAwtEINh9e32L9quy6e5zDa7uAHLqcnM1zXQsoW85TlMsX1NO47qIabytgOUyMGsuYmhZHPYKvF9u7LO1tKSzzh0N9q4YeuFTKpTCOR/mredVkanjwa80//cI/jJ1NqUzPasQIWH//8gNsf7TEYtfE85xsJouNq+sMWZVkRLzOEgD/+00Me3T/n9HiGkHDn4z3yokRr9UKOy+R8yae/e8RXX5wQrzLabZ8bd3b44Cf7fPDTfQ6ub1m5c/E83UAKyyvUjuL2R3uUpeHTf37EfBYzn8bcu3vC7kGfeJVSldGlBL1qKtLqlEX+pRVhkD6+3ELqfRwZoUULR7VxZHvTjVLSbwx6n4k2SHnh76/JL/qXGEKAkoJ2y+PjO7vsjDqkqRWT8JpxbmvQIgrdxmvxuU8jhGBvt8v/7W/vkBUl3U7AoBfRfYcaBi+K137ypZS0Qo/Bt7Rm+52QXjsg8N1LVWCMqUmLgnmScjJfcjJb4Tuana7cTMizJOXe2YTIcxlEAWlecjJfgoBRt0XoOt/KvyirmvNlzIOz6aYKfDpfcbJY0Q8D0q2ehbnUalPCNMZ2pVbLlPHpwrbJVxlpnDM5XRC1fUxVN1WiFsbUFp/7eIKpzKZTtVqmUEOnH1n/LEeznCU8vnfG0cMxk7MFWVJYU9yWR21qZKOypV3F5GzJ0aMJk7Ml8TJler60BGBh8elRO/hWTxdxUYDiNRc4VWlIk4LFLOb0aA6Au6Mpy4rjJ1OC0GXvan/DGXi9Cq31UcpNzKI4Ia4mm4W/qcvGS6pH29nGUy3q2hCoLo4IKExCUs4aXpCh7Wwz8m7hypCqLnBlhBIOjvQIVNcKMzR8o0C2cYRHqLsEqkukh6TV3Kr05eP1VaOuKySKQHWpqZHCwRVWLdCTLdJqTlyOEQi09AnoYKXTg41X1po7ZT1yNJ6MiPQAR/q2M1UtG8n3eCMKkVcrUjFDSxefukmCAsrmnNbvEwikcPBky0qtA3E5wdQVnoqo64pVeY5NtGrryCQ0VV3QdrYJ+PNOpiwXzgPhoeSzqqzlWybExYrT1Yp70ykt12W/07GqVEXBNE05TxIcKekFAaauaTdcm4sFB9lweDytXzuZUkoSeA7t0KPfCinKJaeTJZ89PmOV5vTbIVVlla9GvYhhJ7IddWmFHHb6baQQHE8WdCKPVmB5kssk48nZjPN5zCrJGx4Gl2699FohvVbI2WzFk7M5R5MFnz08xVGKq6MuvusQuJrI97i+OyDNC05mS85mKx6cTAk8h0E7pBP5luReVpzNVpzPY6QQDDu2S3A5Ldd3F8+k2TfgSi4yn0Tzkws/35dg0rdGU6FXSjxTbm3G7SDyGGy3aXVs12e9AFVK4HqKdjdkZ7/P3sHzMNR4lbFcpMzXsL2mK1qVBtdz6PYjnCY5yDLLNSnzctO1aZqmDbeZRrHNzj9e4OCHFnkRRB5Rx6fTC+kOXl0F95rEZ7FISNNio5xXNUUGJQWtVkCn41MWFdPJiiB0LKKhsmIXjqsaRT1FXdebTllZGlarrClsWtiZkAKtpeUPGQtR/Lo3m5CCbi/g6uGA3b2eFWloOjiOq+h0AoZbbRxXUZaGOM5I4pyq+24k8esLfxON6IqUVohkDRmsG3iw+BrkXinZXCOrOHzpfdb1hi91/GTKZ394wmxi/QGH220+/Ok+tz7cZf9w+NJCquMoHCdACNshK/KSJw/H3L97ymyyoqoM4/MlSZzj+y4qeDa+rr+z6XjJ3c+PefLwnDTJ6Q36XL+1zQc/ucLhjRGjnRfPYUIKez+GLgfXtyzM82zJZ394zGppv6+z4znLeUqWFfjS5TLD+1ph1kL01p2mweblNj+top7/HU15/3XEuisY+C4HVwYcXHk1hP7ZZ+3ntwYt2pEtDqw9q75NgKKua8ra2lgoIdHiu4vlvfY3HXgOH17bJsuLl75nb6vL/naXnUHrtRSdlJT0owBHKfb7HfZ6HULPsQ9jWbFMM3qhz16/Q+A6lMYQuJosL4mzHPdb9mXqZ90vT2s8xyYWHd/D1WoDx7tIcXYcq1S3dzAkbPn4gctyGrNapnz0q0M+/PkhQWQhDesqyOHtbZsQ1TW1gfMT23nyPIfTp1PbtfMdpudLHnx5QllUfPDJVXrDVmNepgladhDwAot3P7y1bWEK98/wPM0HP7/Khz8/oNUJCdvWiE6/QK54HWuYn9avxrB/PcqyIk1yi0UftvACh939voVkLNON6t96cn2dEI2EeNe5gmxpK+29FnigRkuPSA/xVKtJIGoG7jV81bZqe40iXo31lQoblbp18hSqHo4I0MJHCU2kh9TU7Ie/xFDR0iO08Oi7V/FVe9PlWh+dK0NcFeDLtm3fNwNp19njRutvKevMcktkYE10pdfca1XD6bLdLStI4eLLNtv+h0R6SFtv48iAnruPK0Myc4fCxIgGMugIH0eGaOkihV0kdJxdBJJAdZsEziOgy07wES1nRGkyTrMvEYhGBbFNoKx4hsEwyx9zmn5BUk0vnOe/vBBCEDoOW2G4eQ2DgEEQcLRc8mA2IytLZMOrnCYJvlJst14urPAmoYTE1TDqRnxyc5e7T8ecL2JO///s/VeTbFmW34n9tjjSZeiIq2/KUl2tgG7ABpwhbczmjd+Sn4APNCONMxQzBGBAY9BVXTrzahna9VFb8GEf94i4Mq7KzCrkSosbGe7Hj/az91rrL35zP/hqRJo40gy7Kf/wkxts9M8mnze2h/y7X9xm/3TK05MJR5M5v773nFgrtJKksebzKxt0s5j6T49XynLvEle3Bvzbn9/k13ef8b9/85hnxxN+ffcZZW34/MoGWRJxdTMkoFVjeLB/yums4N//9v5KYEK24j0B9qfYXQ9J7Q8gJaE1CGjhxLb9/5ASBHES0X6vlyI137coSwglJVke0+llRJHCGsf4ZM7+k1MGax3+9X//NddubV6AuwghAl9GvZqzJtruVZrHbO0O2NwdBDW3nT5V0dDUJqActnrMpiUP7xwyOZ1TFjW9Yeg0RYnmeH9CnESIcxOVFTu03e67iDHFsWYwzKgbw3walNdmk4KqalBa0ukmDIYZnW5KUdScnszI8hjvQzV7bb1DlsWAwNrA3dp/NubJ4xNOT+Yr/yFjgyBDWTQcH005PpoxGOat+MN5WZMwYU7TAC1M0uhldI2ghTUGGoM1biUJ/ikiihS9fsqgFVsQUtDUhtHJnG9+/4y8k3D1xjp719ZJXlBkfN/wPvCtFrOQgJ8ezYJqINAf5Fy7tcn6Rg/1hnnHMrRW9IdBcGLZQXOt1ct8WnFyOGVto3uhu2aMpa4apuOC0fGM6aTEmCCusr03ZGdv2F73t0feSdncCYqWy7mKc0G9cXQyZzoJHPC3QR6VyNjM/hWp2mo7TulKjnz1/23HSv6F8JL/HELKMP6IFuouW1j9m1BYHs+kWTBqZqxFXYZx91IoujfFO3/rkljz+bVNum+4kfudlEEvo99J3gi9ezGUFPTShDyO2Op32To3ubAuGFUqKemmQYa0nyUIAcZaKhMMd5dqf4111G3VNNZBsjbwEOqWRxVcwvMkDvCaZent/Mlp+VBZJ2FzdwDe8+1vnxDFmttf7fKzFje+UnLynvWtPv1BvsIAdx8FtZjJ6YLTwylxElru09GCg6en9AY5N7/Y4bOfXllVJM+Hac0QVctPqCvDzS93+fnf316RPd8WHwLzW1bvlJZ0BxmdTlDQieKaTjfFObfy2HjXxD6IOqgLXk1vDAGDeI8Be69dJFX9C++nipfWnevhhb/7cod+tHOpfRYIutEW3cvs77lQRCgVsaE6bCQ3V6/3ZIAIvk8oJEpFJKrLWnyNZ8XvOCl+R6aG9KNtunqLnt5GCIn3Dusq9vkjxlUt2fQvMwRBlS1WikGa0k8Suu2PnUw4mM8RwCBNg+qZMSyawNO0rZKoacVrlnA/2/7/8rdxbpXAvK6IECrkio1+h5/d3EVJyb/ce8ajgxG1CVX/bp6wt97jy6ubFz57ZXOAFJL/+m1Icg5OZ8yrmjSOGHZSvrq2xV/d3mB72OFwNAswr0ivjl8KSHQwMjfWtgbk7fvt7m4Pu6z1cmZFzbdPjmiM5dnxlGEn4+rmgGE3I41DQcw6R6wVf3h0yMP9EbOyoqgakkiTxJqtQZetYScorYp3fxa8S/hVEcWtuAp+6ZPCWYHFe4tfmmpi8C3ReplMBWK1RqBX5GrRqj6KVnlzqQR6XhU0SOd/ugMUUhCnodsjpaCuAhQviEtscuXmeiDti7OxZ8Vdeu29GPhMnV5KkkREseLKzQ32rq+vkp8l93YyXnD4bMR8VlIuaoYbXbZ2B0H8oZsETyohzlIQIVA6CB/YtvhWLGqKRYWO9BtVtZIkoj/ImbQiB9NJwWRS4L0nihTdXsZgkNPtpuG9cUHeSZAqJI9ra12yLEYIKBYNk0nBo4fH/OkPTzncn3B6OqcqGkzrlWVdUESczyr6g6ztsr1w/gUkqabXy0gSfaEysLzuQgqkCje6dYFb/akUfXWk6PRSBmsd+oOcvJNQLoJK3b1vnuO9p1gEHnO3l9LppWgV+HShM3XWrbrsfeudp6oaZrOyPe+LC/uTtlLw49PFWwu0Sw+00F1dZtxnXLDTk3mgN5ybQ5jGBPn+ScFktKCYB8EpKQVJEjzRFouKpnk7BL4s6hUaabmnvlW7HLe+V/3By1278/O6MDeMGEQ/Y5j8/K3b/DFCA8Otur5iJWkBK/ONC13XpeDF8hm2bG4sqT7nP3/26fCKaj3mwpbOwvswKpwvdAghcN4xMXOeFcdIIehF+WqfxEp4492e8e+cTEVKsjnskL2h+hG3A2xQ2XufQeflz/TShN1hn9pafv/kgGlZcTxdsNHN2Rv2SSNN0TQczwoOpnPG8wIpBI1zXFvr08sS1joZ1zeGzKuaRd0EnxIp0EqRRi1f6j0HSWscVdXw+M4Bj+8drhzIx8czTo+mq85NXTXMZ4Fkm+dtVylSrzrkjxZLo8H36UwlaYCAmMYyPplzOCs5PZmFgUNAfxiUmH4Q8Jj/hmPZsRpG1yjsKQflN4zkUzLVX8EmG1fQj3YZRHtB4e8vOJbDduMci6ZhWlWMigLnPcM0pbG2Ja4GzlQ3jimNYVpVHBcFi6bheLGgnwYhkKIJxrDHiwVHRcHRYkEniuheQiI9TyOubw3I04hrWwMm8xLbmufGWtHNYj7buyj93s+T1rbhOlc3B5R1cHdXbVdqvZezu96jbix5GiOF4Mb22up7GEeaW7vrdLOEqjEY67ixPbywDSkFEZIvrm4g5U/Ae7p5wka/Qy8741Oksebq5iB0qraGjOcFtbEYEwopWkryNCJPYq5s9okjjfyEhsdBMaukdhNqO6KxQfY3EMIXGFdcUKvymHNKVctOxJLPK1voVNT+BB8YLTK0zIlkFy27xLJPrIZEsosS2Sc3vfb+TPTn9Gh29lptGR3PuPnFDmkarcx23xZxotnaHYAn8G8fnzCfljx9cIxzQb3rxudbXP98O3CQeinj0zkHT0crf8PDZ2Nmk4LuIL8wOdFa0e3nzCYl+49PmU4OGB1NOdpf4+rNDfauv2xrcH6/BsOcw4MJZdnAaMHodB6ELFqp67X1Lnk3oWkco9M53V5KHAcVuuF6ZwUze/zohN/95jFHh1PGp3MGw5wvvtoly2KUltR1UAh88uiE3/760RvPl5SyTRC//3FNSkHc8o9+8ldXMcZw/9sDDvfHHB9OqWvD8eGEP/3uCWsbXdY2uqxvdIPC30YnGNSeg4ReJoIaX834dBGuy7n45vdPV7wrHb19zrS0dpmOFzy+f3TuHd+KnNSY5mJxryoNk1HBYl5h3dl7B8/H/G//y+/5/b88JorU2+99z8r0+v6dA+rqLPmy1gVj5xby+dJH2+7ZUhDFe78SZ/kx3h6Va1iYwJXTQhFJTSwDRLdxBusd1rtV0iSFJJUxiQrn1wMLWzE3JXH72UgqIqEx3lK7BiUUsdTB8qgV/1JCIoVEIjDeMjcFpa1Z8qtSFaOFYtosOKxG5DploDtIIQPnUkakKn5nmPo7J1NaK9b7Oev9jygFLmjbcoEnJIR/qcLWzRL2hn2OpnPuH54yr2qKuqGfJXTSmCzWTMuaaVEyKSpOFyVKBdzkMEtXyZRxnqenE+ZVjZASLRWxVmRxFKTc32P3lwNfMat4eOeAX/3HO8FzIYsp5hWLWUnWSegNghxnsahw1pFkMVknRl0WCrmiALxbCWwJ83sfV+gkjUjSiMWsxDnfuo2XJIlme3dIb5C38qrf/6Dz33IIBKnqM4yvsihOOa0fB5VBkeAwWN/Q1VtsJLcYxteI5HdLzvwu43wVdulZVxrDtG7hqllG0XpGpVqzked04pjGWqZ1zbyuWTQN46piVJZIISibhln7+rR9XQlBJ47f+szIk7hNNC7HURNC0M0SulnC7nqPv+bKG5f/6vrLXdIk0lzfHnL9hQTqfCgpURJu7a5za/f1OPU0jtjbiNjbeH8vkXeNVc3SL/9qu07e0bgZtZtQmH0WzRMWZp/SHFLaYyp3SmMnNG62kir22DdtCqDtTkVo2SGSHWI5IFFrrSHlFpneJdd7pHqLRA6BHFZdq9DFgo/DuVp6GNXVmeFqnGp0pFjMKg6ejsk6CbvX1hBSErf8mSgOy7zKSzBOgreOd5773zzn6PmY6WhBFGussSAESRZx9dbmBX7N5HTOYlZSzCoW84qmsUEt99xx6kjSG2RMxymzacGju4fMWl+hvJO8OZmKNf1BRpJGVGVDVRlOTxf0+xlpO3EdrneIW6/D0WhBb5CFBEkJ1tY6ZC087OmTU/7zf7yDMY40i7h2c5O/+fvb7O4FU92irDk8mPKbXz3i8cPjFWztpRBnBcjL+jJ+ypBSImPJ2nqHr392FSlE6KqMFq2n1owHdw8D93Knz9bOgBu3trh+e4vrtzZQWpJ3QgK67CAuL9/r7lfnQrdrMlpQv5BM3f/2gAd3Dt77eM5v21pHVQaO3Hm4ZV0ZJuMFi3mNs2fzneOWu/4hcQZH9TSNwbSmzstY+f3Z0L2q2oRr6Seq2qL7+fUIztpe3vkLKKMV7/DcqV4KzCxfv0zn8EUY6Q+1gO3aBKmwFeNmhkAQSU2uE5SQ7Xs1lWtwbULlWu6SjASx1Dg81ltmpmBUz0hVQqZicpWgtKJ2ZpVkaRHUeCtbhwKl1Gih8EJQO8OkWTBpFquEbRh3yVXC1BQc1xMGUZdJ3EMQOlbdKCOWGvmOz/QfBDtOS0k/S4mUorGhetjPLirN9NKEq2t9hnnKlWGPxlqMc6x1MvpZ0kL1BNc3hkRaUdQNeRzTyxI2ejmJ1gw7GbHW9NKYq2u9UH0Sgq1+F/0arPllwlrH+GTG4fMxTWXoDfIAobixwdHzMfuPT3EukEN1pMg7CfNxQTGvWhLrmwf7JYRjOci+SWzidZ/XSrWdqferGOfdlL3r63T7GUVRI6Wg020hBd+xOdqP8aoQrcGwYCf9emU0LFGriehS0CNTA/Qnrqz/EEIIwbXBYJVAbeQ5/SRh0HamjHPBHPac8EQaRcRS0jjHdqfDMMsQgEkSfrm7y/XBgO1Oh808J9Nv96b7MT40PJU9prKnFPaAwhys/q7tpPV5aWWKXYH1BdZXOF+v/FMutxWH8w3GLfC+wbqS2o0pzAG6eUAku0SyR6wGxGpIqtZJ1Rap3iJVm8RqbQVk+dCoiobnT045eHLK2laPf/w//YS1zS79Yc7J0ZTToxmulX4ebnQZrnfYu77OP/4ff0JvkNPpvdx1XnKquoOMr/7qWlB/lWfJghSCvRvrKCXp9NIA3QbWNrpIFThcprEs5hXD9S5rm93VJEO1nazda2vAZ9z4fJssT+j0UjZfIxCwjChewumikEDWhumkIGkl1geDnG4vdIe995Rlw2JeM59XaK1Ya5UHQyel5PhoyuZWj9ufbXP9xgb9QbYq9lkTYGWLRfXWMfdjxHKSvJp0t3CjJezpXSNOotZUGZIs4tYXOxw8G3H4fMzJ8YzRaTApDga14fe3f3zK2nqXzZ0+2zuDlm80CFBJKV+7G56g5LtU/zs7KFa8rA+dzCdpRJbFrR/ZxXlJ8IqyWGsvdkEjRZJEl+JqvS3yTnLW2X0h0THGsZiW7D85ZXQ0DedACAZrHQbrHfrDnN4wp2zhrEkaCuNl0TCfFsTnhMHKRRU6Ii1st6oMVQuFtcbS7Wfk3RSl5Rt5W74tigpk2xn/YY4+42bOaT2jsBWlrSldTWlr1uMe1/NtrHc8LY4pbEXSdqomzQIB3O7uoYRi1EwZN3OMD+P0qJlR2Ya9dJ0r2SYn9YQnxRHDuMuNfIfGGfbLU8AziLpoqViYcrX9hakYN3Mab/hcXKGnsxVksLQVo3rG3JRMzJy9dIO4E9HR6Tv5FP4wkimlGOSKQf566FE/S+hnSeA7eb/iKpz/QqdRRD9LubE5fOU6kkgHAYth7+IbgtX63ifckiD8+IS6NvQGGTe+2OEX/+oW9/+0j5RihftdcrCUli2mXIbKSAsDfBWJVUiBUCIY+DZ2pXRz2UqFFEHB6H3U/JbbyLtBPWpjO/hWLB+wUesn9mN8vyGEIBYZsczo6DV2+fr73qXvPQRwrd/nar+/+nvlIefP8Nry3OsbwI3BqyeAOx9ZoOKHEq8rzXwfQ/XFZ5pv5YhPmDZ3OK1+z6j8HQvznMIc4C/pKXe5CAUH6w2hED7mVQ0tJVIStU6urzBMvmYYfw1JUPdCqGDGzIdVjauy4en9I54/PmXvxjo/+5sbrG326A0y/vTbx3z72wCzOt6fEEWB3L93/c1wOiHCGNIb5Hz9Vzn+F21hzrqV4tvygnf7Gd1+xtpWjy9+dmVVzFuaT794bAHml9HppWzvrV24hm817Y0VUaRIUo2xlsWiYjIu6PZSNjd7DNc79HopTSthXpUNi3nFfF4xHOYhmUoinHPMZxXHR1N294bc/myL6zfWGQyylVy5MSEZXMqvf8rC/vJZE3KEsw6Fc28Y59+yQ0kasZUOWN/ocuP2FqOTOX/87RO++f1T7n7znGJRr0QVDp6NgZDoRpHixu0tvvzpFX72y2vk3YQ4jYiEWH35X9q298FjszkHgWsXiZOIXj/7YDTKMmHWq3nJ2fqs8zTNGbxuuX0dKfJukKn/0Mg7CXEcfNjOH79zHlMbZpOCp/ePeHL/sO1ISda3+yzm/YAeGGQUi4rR8Yz+sEOSRZSLYKWTd1KSNMZax3RcBDpJFJQ5y3nFZLRgdDylqgzbe0OUPvOEg1ffC84bjCtafufZs+bF+L47VuNmzsPFPsaFB+iomXFQjdhL1+lHHYyzPFzsM2sK1uIeAnhaHuO8ox916Ouc/fKUp8URmUrJVMx+ecp+eYr3nrW4y1E15u7sKVeyTXbTdUpbh/dxoXkgFIfViLkp0UJSO8PT8ohZU7CVDLmen13z0tac1jMOqlOeFcc479lJ10lU1PKi/4w6U+8SoajzYbobQrDi/MCHTxqkknT7GetbfUbHc549OiGKNcW8Ytwa7jZtEqRa35DBRpdrt7coi5o//voxT+4ft54igSTca415O/2MNI9bZ3pBMa+494dnWOtY2+wyXO/SG+Z032DAl2cxt/fWiZTk2taQ4/H8tcfyiy/20OdwyE1tW9O/KQfPRjS1JU7O8Nd56+/xPj5TP8aP8V3Fi9/xH2ZN78fwOBo3pbZj5uYx8+YxC/OMhXlGaUJnqnFTuGTH6WNH4B5OWZhneN9QmAPG9bfk0R4dfY08ukKigkHn+4bWiv5aJxDwxwWzyVO6/ZSsk3DwbMR0tGCw1mFzt0938P6T2pAgyddCv5fdrFUR4hKbEfLcBJ3LTeyWMPQk1syB2bRgMc9Jrq3T72cr9IaOFFGkqVoI2Pp6J/CpOglKBe+tNI0wjeX4aMr6Zpf1jR60sLhnT0d8+6fn3L9zwGxa0ut/Ot6oVMHjK0zYgxrr6HTOowfHDIY5g2HwzXLWtcd1+YJkUP0NCeytz7fp9lJufrbF8d/PGJ/MGZ3OOT2eMTqZMZsGa5aToynf/uEpZVFzfDTl9pc7fP7VHmsbnVdfoxXP+mIBViD4/Ktd/vYfbn8wd0hpyd7VNXaurNEf5heSWynFSt56BYFDsLU94G//4TZ7V9c/+CG+vtlj9+qQ9c3eRQXEVhzDNLaFAdrAgVdqpfonVdj4ycGUu79/ys61NYQUPL57wB/++SE719bp9IKc/+O7B3gPdW2QUvLswRGT0SJ4xmnFg2/2efDNPje/3OHaZ9utcNHL351JfY+D4r/gvSPV66QrSfYhseqjRcYPYWQLyck0QO5aafhMJSQyQOIdIUGOpWYrGZCoCOstC1uhhFxxreamYj3uczXbBATWOyKpmZuS0tUX5CtCnL2ihKKjU6x3TJoFM7NAIRlGXTIV4IYSwHv6UYfr+RZKCGrXkKkY6y3G2wtWSW+LP7tkCj7O7fIxk3cpA3yirg32N495/viEYl7x/PEJQkmkIKgatSTQJI0YbnS59tkWj+4c8qdfP2I+K1vVnoztvWGAXGhFb5iT5cnKP2MxL7n7h2c8eXDEjc+3ufnlDldubpK1Sc2rIk9jbl3ZYG9zQFU3NG+AOPS7Kepcy71pDLNpydOHJ/zxN4+xxrK2cSZxOlgPbe/B2g/PWfvH+DHg9c+L73/Y+TFeDI+ltmNmzSMOi//IYfGfqe2Iyo1a5b6V29H3tH+Gxs1o3JzCPEfWgWeVqg02s3/FJn8HiA9KplQk6a/lFPOSR/eOOHg6IkrC+NHUBlMblJZs7gxa6ND7QZ5e7Aa8GOe5HJeN9/kMBDWupJ3QzqYli0VFkgY+VRxryqIJvkWxoq4bxmMQMvCI8jxu/RsVaRrTGMvR0ZTt0YCmRX2MRwuePRnx7R+fc+/uAbNp8WmTKSlJs4hOJyGONb7lGz96cITz63S6CXUdvJdCd+byCpFLfy8dabrdlOu3NleT/+fPRuw/HXHvm+fc+3afxw9PmM0KTo6nnB7POHg+5sG9AyajBRubPYbrOYGY/8I2CEViHemX7q/Pv97lf/o//y15N/ngLohUouVwXVxPQNO0AhPn3tva6fNv/vuv+fnf3Hjlfr9LiNaPTL7AAVx6dpnG0tT2LJnSQcRLR2cJ5snhhG9/+xjTWHqDnEd3Dvmv//5bvvzFVb742RXqyvD47iHWuBWf8dvfPmEyWnDzyx16w5wH3+yHLnOs2b2+cWH952NS3+P+9P+GdSWd6Cr9+BaD+HP68S2k0CiVXOBvfl9R2ppRPQtq2Sp8xzIZk6rguelajlSsIrbSIT2drxKwVTJlSxa2IlMJV7JNrHfUriGSirkpqWwTymnn4ZnnxgUlJLlKqVv432k9I1MJg6hDpmKUCAJEHuhHOdfyLTyeuSnJVIL1DuMsTvpLG2Z80mTKNX/CN78GHMgBQu4h9E2EfH+z0A/98n7I5wfrXf7qHz6jKmo294Zn65QQt6p3X/7iWpC1bQUoll9WpSVKq+AK37Zzr97aIu+k7FwdUpbNqmvVG2QM1jsr7LtUgiSJuPXV7qq7pbRkbbPH+naf3iB/o1KPFII4UiglSGL1Rs5VHOmLD6h20TjRDFrT4Z0rQzrdFARkeXwpJ/Uf48f4ruNN3/XvGwrxQ4p5VTOtKqwLBZtUa7pJ4JEt338+nVE2hp1eh/U8ewli/b6xhPBYX1KY58zNM6b13fDT3Kc0hxhf4Hz9wdv6eHFmAmy9w7sgjDGqfodxc+bxExbmCbm+SkdfaY07Lz9ZXvryCCBOY7b2hqtnvrMe5xxXbm6QZFEQL3qPy3C5jtG7JlLvviPLz0Rx8HRMT+ZUVfCDUlKuxkopBXme0O2ljE7nLOYV3nt6rVCFELC7N+Rv/v4m81nF0eGUX/3XBzx9fEoUqyAmUDVs7wYD9m//9DxMWD/RY0AIQaQV3V7Krc+2GI0WNI3l1//8kHt3D+n1M5QKc4PPvtjhq6/3SNLLJcVnYgWAFEgfIGRRrNnY7BFHmiwPfky32uTq8YNjHt8/oiobTg5nPH864smjkyC53hZsL2xDCrIsptfPzro2LZrHNJaiqEnzmDR7Odn6GBEnml4/DYmyXMIkA/QwGABb0iyoWX7skK01Qd4NvL/uICPNghn12lafzZ0BeScN8C8P3kGxCH5ZxljWNoN64unRDGtsgHXiOT2aoqNgrN1f67B7fYO8m3B6NKOuGkxjOTmY0Bvm9F4h1e4wWFdS2REej/EFpTliXN8l0xukaoNEDVsz4QGx7AePTfndzs86OmU7XaOwFY0L8NzgtSmJpca4oPYabl/RdonkSpJcIujojLW4y9yWfDt7wmE14qSesJOu040yStcwMAsaZ7g3f8bclDwrT8hUzFYyZJkBOe+pnaF2TVDoa7d7Hua/3Df5hi79ZeKTJlPe/B67+L+ANyGJiv81Ug4+KJn6PmO42eXv/rsv8Z4LbWEhBHESZFx/+rc3+eLnV1dO5Ktr00ITVVvZiNOIq1nM3vX11qPinF+IEi2OXa1ei5KIz392lRuf76wGALXykZBvlAhdwiiUku0Vf0NV9xUlKkGA823t9Mm7KddubdIbZG0VUn4UMuiP8WP8GN9PzKuaJ6MJjbNEUjHMM2KlVsnUrK755uCI06Lgb67uMczSCzyzDw+PcQsm9R2Oy19xWv2OSf0nnG9aNb7vpwt1ufA431D7MaPq90zre8yaB8yaB2xn/0iqNgDxTlLxOlL0hx26/Yztq2u4lvwuWIkbrjwQ/1JqAnGsg4JfFjOdlJRFg1SSJAmJklKSTieh18s4OphwejIPRuaDbFVI3Lu6xt//w+f87jeP+c2vH3H3233qyoQCZS/l+s0Nfvrzq2xu9Tg+mmHtp+NNiZbf0+1lfPblLsY6vv3TPv/8X+4Hzyvr6HQSOt0E7+HWZ1sk6YfB5qQU9IdBsGN7b4A1jtOTGceHU/7Lf/iWyWjB0cGEyXjBwbMRTx4eM1jLSZLopWRKSkGWxwyG2YX98t5TFDXj03krE675BLkUcRLRH+atp9h52kEQKJlOCpSWnyaZatFDeTel28/oDTsrNeaNnT5bewNEK96x9BurioaTwwl42L6yRt5JgiWO8+hYYa1jdDQlyWLWt/qsb/fZvjIMvm6n81Yt0HH0fITS8pXJFIQSTuPnGFNS2iPGfIuSCVpkpHqTfnyLfnSLfvwZvfg6QgoU320y1dM5V7MNDqoRh+UIh0cLhRKSREYYZVdJy6sYSVJI+lGO945Zs+B5cbySSN+I+/SiDtY75rZg0sz5dvqESbNg3MzYTIbUbQLnvMd5R+MMtTM479rE9kxx8GPGp4X5+QrvTsE34NYQvuCVrN4/k9BaobsvN/1WSZMM3lJpfjn+0Lv4PghxJlP+rnGGOb7wzxtj0Uq6j08XjE/mAcc+q1rcr2hhfkGhZmOrR7f/lyu1/WP8GH+J0VhLYy2jouBwNqcyBq0kpQnQqE4cnjX70xmPxxNmVcWiaT4KyC4MZJ7GzZg3T5g29zitfsOo+gPz5gmNm33o4X2HEXxSrK+wvmHePMX6GkmE84ZedItufANFSjD/ffPzVwiB0gKF5L8VR5vBMOern+wxHHYYjxcM1zpsbHRXcKc40Vy5FsQttnf7zKYltz7bugCP6/czrt/YADx5J2E2LamqBq0VeR6zvTPg5u1NjAnJjDGWvStrbVEwTOC//skVnPPcvLXJ3tU1er3slddrd2/Iv/13XxFpxe3Ptllb7xDFZ3OD5WeSWLO7N0RKQa+Xsbs7wLTeRWkWkaYRV6+tf5CI0/n9U20hdnnfCBm4W48frLGx1aNYBB5eVQWBhfm0xDQvz8mWY3y3n9EfhJ+VdP3xjDt/eh5EGPqv52p/SMSxotMNCUx/kDM+DR3L+bzi8YNjhu35zjsfP1FYdt2lOitWLwvWWit0a47uvSeKNXk3xRjHycGUNI/Zu7GONY7DZyOUkmR5suLQQ7gmS+W+JaRvdQUv9XD1rbJfSBqsLTFigfUlztdU9pS5ecqo3mq7VWskctB2q3pEqheeQ5/IfLyjU7aSNWIZ0dM5Ho8SkvW4T6ZipJDczHfwQEelxDJiMx2Q6YRh1CFvVfRylTAzJXNTYLylcYadbJ1Mxfioi8PT1x0WtlXtszX9qMN63EcKwaSZMzUFm8mAYdxdCdfVrmFhSgZRh697N9hKhyGB0zlXsy0yndDVaZBH/3NT8/sxfngxnxbsPx1xtD/h+GBCVTY46xESDp6OztTPtnvoX17/MZn6MX6MP7OorWVW1ZwWJYezOWVj0FJQ1A21MWRRkK09nC14NplSW0vZfCwFveAdVdsRJ+WvOCr/d6bNPRbNU6x/jf/Pn0U4KntC46Y4V7EwT9jJ/x2JXkdI3Urt/oW0kz5irK936HSu89VPDNY4lL44UU6SiBu3NtndGwYxJ+vovMDZ6XQT0iwKfkw/vYK1Hu+CFHng/yiSROM9XLu+HgoG3XS1jjSN+OXf3eSrn+4RJ5okCQIBr5pv3ri1ycZmb1XkjCONfgVCQ0eK7e0+a2s5tz/boq5bqW9/xtnJsnjFF/vYkaQRUazY2Oqxud1nfDpnMQ+S3MWiplzUGPuymIsQgVrQ7WcM1oLx7+h0QVUZjg+n/PE3T+j2Mq7f3oIP7Ki9KnQU+OW9Qc7aRofTkxn2dM58WnL/zgHdfsbW7oCtt0jvf4wQsEpyXsxz4iTAU6eTgtPDKXutJc7x/oSHdw5I04jhT7oByeQ9zgU+lm0Mzjm8V8EYuDGACBy1dyiyh11zwaDcWhq3YNY8CZ55IiXVm2Rqi358m358i150nZ5MkCJC8GlEw3KdkKiItbiL8Tbc663CXiw1qYpJe9cASGRQzNtL17Heo1u4XUenOO8x3mL92f0ZS00ig1l0R6eYNAhFLLtMYRsRp/WUk3rK1BR83r3CWtzlaXHMqJlS2pqZKVhPelzNN8M+IBjGXTo6DX6354x/Lxs/JlM/xisjijWdbhqIk0pizPKGPjObA+gP8zd2y5x3PC/3eV7uY73F+rMq2Ea8zm66Q6YylFDLtVO7mrmZMzdzFragdGUgA3qLFAolFKlKSGVKL+rR1z2UUAGH+8LIt3TXLm3JzMyYmTmFLahcjfUW71375VHEMiZRCV3dpas7xDImEtEn5dc0rqFxDZWrKF1F42pq12CcoXFNOGc4vHetCk5L8m7RxQFzHM6JFppIRsQyJpZxKysazq3g43BcfshhnGHcTJiYCbP2/nld5Cqjq7v0ox79qE8sP/7A4r3H4WhcQ2krKle2vysa12C8WZkWBp+jYFYuWeK3ZbgHZUQiExKZkKmUVKXoViXpgzmk7X6a1th4yQVSMnSo8KGDtdHJiaSknyZBLvY9t7uE7DVuRmGeMa6/4bT6LZP6W0p7jPGL9zqKUGVVSGKkiFAiQggdCNlCrr4vtN+DMPi6tqcUvl+0XlMXfrC8q3Lgsmpc2AOML4jVGpHs0o8/oxvdRJGu9uPHCBHF+o2QLaUkWRaTvUE1dqm0liQRPd5c3Ou8oqOhlKDfz+hfojD4tn1ZhpSCONFBpfetS786qrJhNi0oi2BJEiB4IXGMW6NmuPgsWJrCVmVDMa+YjhfMZyV1FeBkS8GPOI1Q6uX7cCmlH8eanStDvv75Ne7+6TnT8YLx6ZwHdw/prwVuz/bugP4wJ02jlcgWBIlx51xIFoylqQyLRU1VNSuBi8FazmD48pmRUoBUrG10+eyrXerKUJcNZVHz/MkpWSdAEK11DFpvtfPnwp9LXEzrl1UsgreT98FUt9NNGax1VtL5L4ZSgqyTkOQxs2nB6GSKaQzVoma42WWw3iHNY4abXaqyYVRMkVIwWO8wPpkzPpnh+jlpJ2Fts0uaxcxnJcW85Mn9irJoiJOIo/0xVdEQxSqsM3uf5PSsW2V9CUCNonELKjWicTNKe8iseci4vkOs+sTyrFOlRYaWGaKdh32IXvZyPhIJvXren1+fEAItL57zRL34XQoKmDER4FefX97jUoTuaxhjW6ukc8/UREUMojOlyso1wUdSxiGZUwkdldGNzr7rkdBE8v1Toh+TqR/jldHppSuTQGPcBYfw86EjSZq9vtVuveXO7A7/4fg/UbmSylar6s4vh7/g3278G7QMBoASicezsAueFM94Wj5lv9znuD6mMCWNb4hERKIS1uN1NuJ1bnVuEuU3SVRCIl7eD0/AzU7NlIeLRzwtnrFfHjBqRlSuCvKXQpPIhEE8YC0acj2/xvX8Gj3dI9KfFmhTu5qZmXFan3JSnzIxU2bNjJmZMTcLSleuJt7LybdsCZtKKLQM+56omI7q0NE5g2jAIBqwmWyylWySyGQ1+f5LDuMNz8pn3Jvf49HiCU+Kp69ddifd5kZ+nVudm3zWJp8fOxyulXxdcFydcFKfcFyfMKrHzM2MhV1QuyYkz95gvUULjZaKWIQkqhd16UV91qIha9Eam8kGm8kGUoV74ENCCUmsFFqGZMN6j7EWKRriWmNdGKS0knyxuc4wy9jqdj6IpBvCU7lTjstfcVz+M+P6Gxbm+XuLTIRBVKNFRiR74Ud10SJDCI0UGkEUfguJQLbKgBbnDQ6D9wbnm9YAeBrk2d0MfIXz7wdsNG6B9TWj6vcYN8f6gkRtIFWMuLRG1I/x33oUi5qnj044PpxSVwatJVu7Qza3e/SWMLsXvpLLZGI6XnDwbMzTRyccPBszHi1ojAtKgIM8fD56/digteTajQ2a2lIsKu7f2Wc6KSgWNVGkMI3l8692+eyrXTa3emeeZe0+NI1dJXST0YKD52NGJ/MWVqn5/CdXXplMLWN9s8vPfnmdujLsPx1xsD/m4NkI5xwCmI4LPvtql2s3NwLk8JzEvDGWpjYs5hXFvOZwf8zBszHWOaQQXL2xQZrFb0imFN1+Sqeb8OT+IU/vH3G8P+Hw2YivfnmdwXqHLE9Y2+oxPp5jTEh0O70MqSSzcRFggJ2Erb011jZ7HD4b8Yd/fsjB0xHPWwud2bQMiUMasbHbv3AMHxIeS+NmWF9S2zGT+i5aZmiRkkdX6Ogr9OIb9KKb5HqnLUJ93M75h5kYLffkzet4VfcoVTFXsk3yZsbMFCulwFynDKIOa3HvnQx5LxN/+TOsH+O9Ioo0UaQxxgYn9NbgsaktdW0wjcEYRxxrlFYXfRrOhQcmZsqz8hmFLShssXpvN91h2kzp6x5aaApXclqf8rzc5+HiIU+LZxxWh4yaMZWtVslUrGJGzZiT+pTK1RSmYCfdYSfdIZbRqsvlcEybKcf1CU+LZzxcPORZ+Zzj6piJmVK33SktNLGM6dVdjqM+C7tg0ky4kl3hSnaFTKUkMnkn/OyFc9B2KKy3q3NQ2JLCFsyaGVMzZdyMGTUT5m0StbALFragtjWNb7DerNrZy8RzWQGKZTgnmcrIVUZP9+jqHhvJIevxOoOoT1/36OguHZ0TiZAg/qVUxhvXMDUzjutj7s3v8830W56X++xXBy8tm6ucru4gEaQfeF1fjCXUoHQVhVkwNTMmZsKoHnFSnzJqRozqMRMzZWEWlLag8Q2NM6uu7bLDqGWoknV0h47uMtB9+lGfjWqdzWSDQTSgp3t0dE6mMiL57km/koJYKwZZyt6gRyeJaawh0Zp+mpLo0NFM2mUGaUov/TA5ZOsKajdmWt9jVP2Bcf0NhTnA+uKtnxXoAF+RGVp0wm+Zo0SGkila5ESyg5ad9vW0TaA0EoXgXDKFxXuLW/72BucN1i8wbh5I3m6OcQXWl+3vBcYt2iSpxHmDfwMHeLmNcHwVqdok11fpRYZEbaBeUfz5MX6MF6NpTJB2f3zCydGMprFsbJ2wtt6h28vIu8lK7XGJGlmO2SdHU44OJtz9Zp/RaejU9wcZm9s9tncHrG10Sd7QEZRKsrbRxXs4eDbicH/M8eGM05MZ+89HOO9ZzCrGp3OGG1063XTlmWWto6lNq85YM5+WHB9OmU0K8m7KcD1n9+r6G4+920u5emOD8SiIZkglOD0O279/54CqbJiMFzx/ekqnm5K1fHXvw3lrarMyMz45mnJ8OA1dwk6y8oF6XSgt6fSzVixiDWscvUFO1kmJ2gQ07yZs7gyoywBN3rm6TtbyyL/4+VV6w044L70U7zzWOLb2hkHELNYoLcl7KVGsWdvqvdGvM1FrrCVfE8k8FH38on0uNbyue/5it0rY8Pyr3JTKnlDaExbmgFxvk+ltYtknkh0i2SVaPUPVqmP1LvFdKG+/bplIaAZxByWX6B1JqmJyldDVOYn6BNDUj77GH+MvKpaVnXJRB7jBpGB8Omc2KSkWNf1hzk//+nqQSn/XdfuGuZ1T2JJUpYzqEX+Y/JF783s8LZ9zWp9St5CoAIXy1L7G+ACBG9djRvUp9+f3+evhL8l1Tk93SVXaEsItB9Uh/zL+DQ8XDzmsjpg2M2oXEhTXYnFDsmJpXMPEhOTrzuwuPx/8DICtZJPNZPO9z6HHY5yhchX7LeRxvzzgebnP3M6ZmwWNq9sOlG0ffgEL7NrjXsIVPR7hxSo5E0JQuxppC6ZihhKynYwHaFiqEvbSPa7n17iWX+V6dg2l1Qd3NX5IUbmaJ8UT7s7u8u3sLvfnD6hc9cpl16IhNzs3+bz7GV92P2c9XieVH89vZpnAPy+f82jxmIeLRxzXJxR2sSoInE+elp3T1dX14b5tfENpBYUtOa1H7IuISOo2Geyym+1wI7/OlfQKu+nOeyZTARa71e0QKUVpDMZaYq3oJclKzU9KSSQlkZJo9WFV09pNGVffrqB9i+YZ1r/6Wr28vwmR7JHrPTr6Knl0hVzvkag1ItlDiTRA/YRuhR5UWxldgUDO1EpbWbylN4nHgfdtt8ri225V4+c0dkJpj1iYZ8ybpyyap5T2sK36vl1QybgFzjdM6jtEqo/3hrU0/85Vtn6MP8+w1rXJQBB+ONqfBOhgC42ME71S1sOHok5dGeo2iSmKmtm0ZDYt6PYydvaGXL+9xdUbG2xu995oviuloNvLiGLNT35xFSkFv/3VQxb/XDGfllRlw/HBhD/97slK0Vi2SnfOuZUxcfDBctS1QQjYu7aO0pK6ejM/Mk1j1Kbi9hc7NLUh7yT89lcPOTqYcPh8vIIcpllEFOlVl84TEpfltq11NJWhrg2b2312r65RLOo32sQoLem0x97pZ3zx86torVYy/gB5N139fePzHbJOQponXPtsm7wXOmVrm71Vt2lts8fP/u4Wn/30rAsfBGfkW3nn3eg6V7v/A9P6AbPmMTPzlEXzDO8mhMN4OxzZt9Dmyp4EG4fmOafV74lkj0QNyPUu3egaveg63egaqd5Ak68K1H8uIYUklXHgVqkU4y2q5UK9z1h5mfgxmfox3hjWOuqyYT4tmY4LJqMFk9GixXCHB0JdBTLlu3rPNK5hbuaMmzEex/PyOffm97k3f8Bpc3qhi7WM5eTTWENB6PKc1KcMowEb8Tp72R7bcovSVoybEY8Wj7g7u8eT4ikzM6N5Bbl9tU5vwMHMzFBCkeucWMR4PP1oQCLFO3GPlp0K4w2H1SH75QHPyuc8K59zUB1wUB5S2pLKVe8k/7xc1reMWIt9JQpJtJLMc7NoeWLBm2Ur2WIQ9Ula/4k/1w7V8v45rA65N7/Pt7O7PCufMTGTl5bNVU5Hd7ieX+fL7hfcyK+znWyT6Q8XTlkmQzMzY9xMeFY849HiCY+LxzwuHjNuJhhncJca7PzqfgRo7MX7VQtNImOmZkrZdjcb37DltujqzioxvMw1lUIghQieUlrRWIexIUGPtXoJBvEhCn7OW7xvWl+UPzKu/sDC7GP863lthP4rkQrQvVRvkamtNokKiVSud4nlkEh1keJjDpLtd9cVNG5KZY/JzC6Z3mWhdynMcwpzSGVPqN0U4+Ztl+rls7SsDi/MM2QZE4kOnegaWqSBCP5nNlH5Mb7bUEqSd2LyboLWksZYFosK05wR76M4IEnwoSBjTOAqLUUuklSzszdk98oaNz7b4ouvd9nc7r3VIzLYvmh0JLnSGsp6D87B6GTGbFJQlg2zaRkSJ+fbosTy8+1zRksiHSxhur2UXj9jbaP7VuXjpQXA1k4f5wKMznnP4wfHzCYFi3nFeDTn6MDi3bLo2G673YEl9DBJNXESJM/XNrp0++mb/TmlJE7kSjXwvJT20vpmyfXLXygm94Y5vWH+8rXMY9I8bo2Bw/5KKS4lOpGqddaSn5LIIZneIm92mOtdSnvSwpPPuubW1Thel6gulUcrYAIWpIjRImOh9yntUVs8Ch2rpQqgljlaZiiRokTMD5n3GcY2hUaRvsTH+jTxYzL1Y7wxvANrPWXbTl/MK5zzxK3SUaeXIpXAWYdU7ya1adrJ8FF9xElzytPiGc/KZ5w2p9TucvwJ6y2lK3laPica/xbnHWvRkNPmlG+m3/Dt7A6H1SFzO79UFXkZS+GMylakKuVadg3dQrDeNSpb8c3sDr8a/YpJM2XSToRLV666E58ilpPyJT9sbmaM6zGfdW/zde9r4jj+YEzz9xmFLXi4eMTd+T3uzO7wcPH4lQk4hO7izc5NPu/c5vPu5wyjwUerUC07j8+K5/xx+ieeFE/YLw8YNxMWdnHpROoyYb2lchVH1TGLtpBwUp1ys3ODzzq32U63V+aHlw0lJQkCKYL/R9Oq/NkXqrZaSfpJgo7fvavpfE3jZizMU0bV7xnX39C4l5Pe8xEw/Cn9+AsG8Zd041v0optE7cCuRIYWWatM9WkSEiliItlHiZRYrdOLbmGSBaU9YdbcZ1rfZVx/w7S+j/NvmsBAZU9xviHVmwzMV2iZE8vhn13V98f4biPLY/aurmEaizGWJI0Yny6YjENBsyqD4WtTn41vSkl0rOh0gtHx1u6AnStDrt3c5MZnW2zvDOgPXp7svy6EEMGTKo1I0phrtzZWRsCHBxNOjqbMp8EfzBqL8wFGHLWqiGkW0+2lbLTwwhu3t7h+a/PSanxZJ2H36hppFrO53efp41Me3z/i2ZNTTo6mjEcLyqJuBTaWCWagH6RZTJrFbGz22NjuhXNwe4u9q2uXFnsQUoA/L6Jw6VP3xnWG4uzlltcyI2OLWHbpRFcxSYAjl+aEhdln0TxjZp6wMM8pzQm1m3DZEpj3BuMXLMw+tZsyrR+iZU6i2sRN79KNggl5Hu2QqvVW0OfHZ9cyfhDJVFBSsuBrcKd4P23fkQg5BDkkXDQFfgF+Dr7A+wIhcpDBGBE/a1+vgIazG0kBEUJmIMKPEOcrCS+xNwmqdVW7vQJPGfyyVtVHEdYrYgQJyA6IDnARX+rtEd4dATpsU3ZAdBFtFdV7A+12vBsBFRAjRAZyiJC9djnfbtuCO8bbY4TsghyASIEU8ZEJdQBSCaJIoaTAOx8M5dJg2GuNozvIVvjhd43K1UyaKZWrqV3NfnnAaX1K42piGaNbhT6AxpkVSf98UuRw4OGkPsZ5y1o85Fp+jYPygLvzezwunqw6A1rqAIETCiEkvlVSW8L+zofHM2kmzM2cm9VNRvUIJSQd3UG94wPE+QD9OigPmZgJU/N6D53lRHjJhwoSnSooqK0gSyH9ct6tOmq2FadwLzw8PX7F02pcTWELpJBsxBskMiZV6YpD9UMPv+oWGBa24KDcbztSd3haPGPUjF76TK5ycpVzPb/GV90vuZZfZSfd/mDBiWWVcnmfjJox9+b3+eP0T+xXB4zr8Su7oMtrq4VeKVAu3eBBXID6uRbqaby50I003mLsvIXIFpQtfDCWCVpqurpLpi7fcfOtueG8ajhdFCyahsbaVnjh7CmaRRFaSvL43e8X4xYszDNmzUNmzSNKcxigda8IgUKKmExvk+kd1pNfsJb+gm50g050fdWB+rSFgKVqVBCwgIyYwQoW2NgZiVojlgOkiBFoSntAaY4CV+oVx2Z9gbVF66t1n0h2UVF6abif9w7rDrD2ECFShMiQsosUvdWY432D9xXOT3FuhPcGIWKE6KDkGlJ22uXCeOJ9jXVHOHeKlAOkHCJEgiAF6nZdJd6XeF9DC38MkKKzcVAIjRAJUnQRImu3GZ3bVvix7ghrD0GoIAoi+yg5RIg3fx+9t3hf4X2BdSO8n4Xjlj2kyBEi/8FWyT804iRifbMXzqCHXj/j9HjOeLSgmFcUi3rFkRKtj2QUK+IWftYfBGjf3vV19q6usXt1uOpIXfacCREUBMNPzM7egPWNLsO1nIPnY44OAheqWNQ0jV3NFZbJTJbF9AYZWzt9tnZCYre1O3hJEdG3nTXfwhVpPTyVkitIXW+QMdzs0utnDNY7nBxOGZ3Omc9CMido/bVatcLlPm9u99na6bOzN2TnyjDAFy8xd1n5dH7E22vlTfoOoUSMUjHQJSM8DzyWyo5ZmOfM9VPSZpN5s0Wh9intCcaXWFeG375aCe+8GAH+53CuoXFTliVJLXJSvUmudyjMIWV0RGmvkOnt0Kla8VVbfir6L/Z7+Lb4QSRT4EIyYQ/w9X/CNf8CyPBAjv81Mv7XIVERGd7t45tv8PYB2IcI/Tky+R8AgWv+1L6+j/dj8EG7H5EjZB+hbyDUTYS6Dvram/cHB+4IZ+7i7WOwT/H+FHwR1is0ggzUJsgdZPQlQn8GIgfOKj6u+Q2u+p8RootQVxH6K0T0E1hOYH2Bd4d48y2+/i94u49Qmwh1AxH/K4T8Wbsmv0q6XPX/w1X/H0T0U2T0twh1FdQufAIMfpxE9IaCpjEURY0gVKiEFMxnFVEUTIrftSsFUNqKk/oECCIVk2ZC7WoylbEWr9HTPRIZBxGLZsLUTJmZGYtXdB8KW2C9a7kqj3haPuNx8YST+iQIV8iIftRrxRm6RDLCuIaFLTiqjluooed8l2jpkj2uxzwpnrY43BT1jrwRLTXr8RrX8qs8XvDGZEoKSSQiMpWSt+ICqUqJRbSafAc+mKNxNZWtmJoZUzOjctUbO3qlrTiqT+gWz9iIHyCFZDfd/WQY4k8VMzPn4eLhKpF6Ujxhbl6W1JZIdtMdbnducbtzm8+6t1cy+h8jnHdYHI8XT/jd9Pc8WjzmefmcuVm8sgsqCXy2RCX0oh5d1SFRCbGMV0mVdYEzt7AFhSnaazt9bQeztCWH1eHqvdIVfN75nCy7fDJVG8u8rrlzdMJvnu2zaBq6SUL0AvRkkKb0kpjNzuUr2suo7Cmj6vdMqm9o3PS1iRRIlExJ5JCN9G/YzP6+hfTtEske8gdRCRUomdKJrrTV2w260S2Oyn/i2P9zSwp/vaBGZU8YVb8PExW1Rawu65XTUFb/mUX5/0Cra2h1jTj6KXH8s1Vnzvk51u5TN7+jrP4zzk9Rcoso+pw0/kdi+UW7LhcSE3vMovpfKKv/QBL/PWn892i1h1J7ODfBuH2MeYqxj7H2GOfHODdvi4sOhEKSIuUQpbaJ9VdE+hZSraPE8Ny+tzDP6j+zKP9npEiRcoMk/ivS+B/aSeLrw9Ng3QGNeUhV/xN180fi6GfE0c+J9G0ifZu/VP+uYPwakoEsi7l2c4Oq5UQtBaJcC3ELIVbQsTgKHJ8sDzDBvJMQv0cx5HzoSJHJhL3r6/QGOZ8XQeChaQymcXgXSnpiCbHTAWYXxZosCzC3PA/dIvWCN5d1fsVxWsrA61ZYw1qHsQ4vgmLetdtbbOz0266coSjDPsSRJo7UOaPdYJCbZqFDtkyuoliFjtOfbQgEikh26egrJGpIL75BbWfUdtyKSzxnbp6zMM9YNM9pWoGdy4b1NZU9xrqC0hwxqv9ELPskakiud8n1Lp1oj47eW8mt/7ca32syddaRmuPtU7y5g2v+C77+JxADvNxA6c+BZSUMcGO8vYdvfoVvfoNwRwi1B0h882u8uYN3++AmeIJvCkQhmXH7CH2KxIPsg0iA5FyFoK3E+jm4Ec58i2/+BW/u4u0z8Kdt18siUHiRgl1HyB0cJRIHcg/a/QGFt09x9X9CiB5CHyFFitC3z52EEuwB3vwJV/9HvLmLUHsI/VOkugHRT88tW+D9Ka75Ha78fyJ9g1fXQa4jPhKM6MWIIkUUKZo6pyyDm/zGVg8hBdNxAT6QRKV8965Y6co22TGrZKajOwyjIbvpDuvxWismAaf1KcfVCc+rfUx1+FKHaikxvV8ecG9+n4PqgKPqiNJWpDJlGA/YTrbZiNcZRAMSGVO5mqmZBi8pWHlaLWOZXE3NlGflc3pRj+1069LHt0wulVCsJ+tcz68zNTOels9W3KulN1TomIWJdqZSOqpDL+rS0R0yla3kzaWQq85F5SpKWwaVuGYcks1mRtm+/uLku/ENjWk4rA55uHhIqlIGUZ+e7l7Y3x9anO9IheThgLuze21H6iknzemF5QUiJKMq50Z+nZ/0vuZKtsdOsv2Sv8WHROFK5mbOw+IRv5v8npPqhJmZX4D0CVhd11Rm5Dqjq3usRQP6UX91bZUMibJxBuNMK40/Z9SMOK1HLOyCwpZBgMWddaqMN22yZUJl0Tv6ur+CMV4mUa6sZVJWHM7mPB5NaJxFIOi8MOlqrFt1qy4bfikcY0+ZVN8wax5g3OuLCUpEZGqLbnSTjfSXbGf/GNT5fiCdh2U3LFSJ14lkn1RtkukdrC+o7ThMXEzJ6yA2tR0zru6Qqk3Wkp/h/Fbrk/XmZ6j3jsbcp6j+NyJ1m0gfIWWf2H/ZohPAuznGPqNqfkdR/a9Yd4RSe6R+SqS/AD5v1+ZwfoF1h1T1PzMv/u8IkRDpz0JihMe6U5rmDo35hrq503awpni/CJ0qbOvjFSNFF612wvtURHyJFF1gKbUcfL2MfUJZ/6fgkSfXEEITRz9F+h6hw/Xqa+x9jbH71M3vKap/T1X/74BHqz2833ntuf5LiCXnJ06id4LmfapY+nnFsWZtvbt6/WN8P6uqYbaoAufLOuJIkaYRxjgWRYAeKxkQGlEnIu7ExHFAbpSVwTrH2iBn0AvomR/CM+N8+Beenx+yf+GzAi1StEyBoIzovG1VUydMm0dM64dMm3Vi2aeyIyp7Gkx+fY31Dc7XbXHr1XzPxhka5hT2EBqBFJpI5HRaoYrS3qSOxi2ndRMlY5RIWpj20gbiY/Grwj5ab7Cuxvq6PRa7Etd412dBIvukqv/ByK7vuTNlwc/w9gm++o+45ld4+zzA4OK/CV0X/TmIPrSEt2Us2/6Y+9jy/xU6PfYAT4OQe6BuItpujnfH4Cf45k9tUmSRxAh1pU18lutt4X32Eb7+J1zzB7y5G7pRMgN5FSlyEDp0p3yFd2OcvYOoRnjzDTL+twiRgOiC6CBkhpCbhE7XOEARMefOQdg/707C+UDi3RTcUdjuKkL3DnsUYI74AFeUmy0U8NNWbANWedCSWYORrRgK8BC9p3t70XaFHJ7GNWwlm3zZ+4Jr2TU2knV6uotqOUohaRjz+8nvwfvXwuWOqmOc/wMLu6CyNb2ox9Vsj2vZNW7kN9iI14lljBJq5QG0EW+wXqxxf/6Ax8WTl9YZuldHXMl234l3tQwtNBvxBrZjeVY8W3WfIqlZi9dYj9cZRkOG0YBu1KWru6QyWU2GV5CwpeEorBIq480qqTqsjjiqjni4eMTDxUOaFvr3YszNnMfFE7q6y438Bj45M8X7IcfETHm0eBQ6UvM7PCufMbcXO1ICQSQjrmXXuNW5ye3ObW7k1+nq7keTQIeQ4B20ifuD+UNG9ZjyBSGRAOmTDKIBV7Or7KY7bCVbDOPBSpZdC4USARohEC1UMxj9GmeY2zkzM+dZ+YzHiyccVUecNqOXOpC1aziuTohExGaySaYytpJN1uK1tx5LbQzjsiTWiq+2N8iiiCuDPt3kYrcg0eqdu1KeMOhV9pS5eRJkwl+jtChQaNllLf0rtrN/oBd/RiQ/trDExw2BRImUVG+wkf41keywv/j3lPbotZAa4xcUZp/CHFC7MdaXKJG0HIQ3bUwgZRclt0FIrDvG+9mFLp/zBdYe4tyIZQLj3Khd9uy8eyzOzdrXi3AkbUIkZRcQIdFq/gVjHmHdISDRajfAAEUUJi++xrsZ1h3RmPs4P8Xap2SZQ6nNAEckISRKSdu9+hJjn2Htc4x9jnOneLkWoO2vm5L4GmOf0phvcG6MEBFK7RBFX6PUJn+pXakfenj8pbyALhvHozkPHp+0wgySXidh0MuYLSqe7o9pjKWTxQghKKtgYpzE4fk5L2rA8+WtbfI0dL30KwyJv+9wBOGo8Mz/+CEQSJkQM6AXSVK1ziD5nMZNKc1SDn2fRSuiU5gDjC9x/jw15nXh8d5iKFiYZzRuyqx5zJH6F1K1RqLW6egd8miXXO+Q6Z0ABXxh/v6hUdoxs+aAWbPPzOxT2Vl7DKGoyGWLfkJwvfMPXO/8I+oDFY6/l2Rq6TYfOlLP8eYbXPPP+PpXgR+lriGjXyKT/z7A5kS2ymrPgbDAN3i7j+e/IkQPRIqQG6BuIOQ6QqjQZTJ38OYe3j4Few8vBji5FrDuau/cfjUhQTL32y7Rt3g3RogBQlxF6GsgNxEiCwOQO8Wbb8COQqLW/CkkUOpqWK/IW4jhZljWjUOidG5CHgajY3AjAgcrBV/i3Wk4P94Qqnse7+dtYliE10QOcj0kbp84mQrE04uTmjc51l8m6pYrpUQwKV2L1/iq+yWfdz+jH/VJVVttba/6tJlR2pJpM8OW7pXJ1MRMmJhJeKAgGEYDbnVu8UX3C27lN1mLhxeWL21JV3fIdMqkmfKkePpSRycoBrZdh1ckJ28LKSTDaICWiq10i/V4jUSmpCphN93lSrrHdrrFVrJFv+0UXRZ6t9xX6y375QH75X57HsbMmjkLW7x8PK5kvzxgLV5jbuetbKhC/cAmJOc7UrVrOKqOuDO7y53Z3ZYLN76wvEQGCJ3ucqNznV8Mfs5Ous12sv1RvaScdzTesF/t88fpH3lSPF1B8c5HLGNynbGT7vBF93NudW5xJdtjLR6ulBbfFnUL5by/eBA6WEJRuzpADM9B/5YdKlEJHi0ekaucRCYMoyFwsQK6Upl0DuMc87pmUlZ4DxudnPU85/pwQC9teRXt54QQ6EuoTp0P22LwK3tMYQ6o3CmvGrBDIpWT6U2GyU/Yyv6xVY/6firxzp/BpuQbVEqFkCgRI72iH39FojdZmANOqz9gWq+ql9ddUfuK0h5R2VMaN0NIdYmkMSQ8Su2Ar3DuBOfawlobgVN0iHOTAJMnwftFy59atOOJAu/axOcE78sgIy87KLWJFB1ABL6UG4X3iZByDa2uouR64Ou2Y5Kxz/BNTWMeYJsjjN1HR7dJop8j5RApU5acZy23iKKvcX5OY+5i7T7WHqDkJlJGiBcEfpZ8K+dLrH1KY+7i/DxwwNQWkb4Zipff87NruZ/nWYah2/j97NdZB2QJXRevTXr8an+Xfy//vfiZ85V/79uE3NuW06sRXq56kGf3pDj3Gqv1nRUALorlzOYhaRJAkmgaExQLT0YLHj45pjGh86SkYDqvaBpLHGmEgEVZo5RkZ7MfjHmd+CjToqVC4JlS4JIr2D4b2leWHpAXz+PFMM5SWoP1jlhqIhn46B/TQFYIiUKiVESkOsBuexyO0p5S2VMmzX2m9X2m9UOUSKjdZGUy7nxrYo7lVXLrHhc6Qq1P1TJi2SdWffrRLfrxbXrxLYyrSNSQSHbCc/Kc7x9t8vIu3xHbmqvPmwOOq284qe4zqh9Q2NOV59YSDXGpc4Wkq3e4lv/rD36EfEfJlAAhOWv5N+DmePuw5Uj9Fm8PQW0hor9BRr9E6C/aZOQyk0oRoHHRXyP0TYQYBqEJBIIKrz/Hmwe46v8b4IHuEMwf8Go3dK+W4U7w9jHefIM3jwGJ1D9B6M8R0S9CJ0vkgTzrDfgFQn+Ftw9w9T/hze/x5ltc9f9Gxv8GEe8EgQy1GTpS7rDtTJ2bdPkK3HHoOskthEjCtn0ZhDjcqOWL6ZZXdgS+AZEgZCd0pUTK9z2YfEh0VM5mssmV7AobyQYd3X2lal4kNTvpNp93P6OwBc/L569dZyQjUpWylWxyK7/JlXSPTL3sJ6SFZhgNqZKaftQLXKoXOjq1q5mZOaUt3xnmBG2HQioyMr7ofo5Ekut8ZSDb1d0glKCz1YT5XUMi6es+KlNUtkIJyb35A+7PH7wkhOC8w9BQ2pJZE3hoHZWj1Hfle/NuanPjZszj4gn35ve5O7vHfrlPacsLywgEiUq4ld9sO1K32Et36ejOR+26XZRAf87j4gmTZnLhflmKiGwmG3zR/Zwb+Q2uZlfYjDfo6Hz1/mVCCUWiEnbTHRKZkKscKSTPimfBzPqFLk9tq6BsKWM2kg2u+iutwMW5ZIow8I+KkqPZnNNFybyqOVkUHC8W9JOEWVUxzLI2kQifS7Rmu9thmF+ej9X4KfPmCYU9xPma11U+lUjpRbcYJD+ho68Ryc732pEy1lI2FiUFidaXqHBLlEyI6dOLb7GZ/i2T5g6T+i6v839ZinJkZgcVJWjefF5DxbmDVjsY8xjrjnF+FrhLbQQe1AHeN2h1FSEyjHmEdwXOjXFuhBBdwOLdDOeOW5GKDCk6rZhFSE60vk2e/k94HyCLYZluK37RmqNSY+0RSm6j5O+pm9+2SdoRxjxGa4WSw9X+KbVNEv0i8Lr4Dc6dUDffIESXOMqBF5/RDk+D91OMfY4xzxAiQesdlFx2vr5/6neA2Lbmz1gC/CpBf2/3sG+5tcGMOkzyVfssOJu4O29xGLwnmLMiVpBhKVQwu26fH40raVyFw+C8pXEVjSuJZUamB2gRuJ+h0BPGHC3iIPaExXvaLrzEuArjGyKZhGVooXta0cljpBCkaYDfn44XTGYFzhNgf0lEpMMY2RiH1hIlJd1OQpJo+r0MrRXyI/GhPFBbQ+0c1gXRqqWtRKI0qdI0zlJZQyQlidI476mdQ8AqUTLeMaoKHkxHzJuK7azLZtahHyd0o+9i7BVEMkcIiRSaXG2zlnxNZceU9pjSHFHYQxbmkNIcU9kRxhdcxr8KwPgSbz0T7lHaE0b1HRI1IFUbZEtbC71NqjdJ5BAtwxz9XaIwp8zMAfvFb3le/Jp5c0jlZu39qolE/E6dUoFoIZIfHt/NU0gIzhIpx3nRBVf/Z3zz+9Bh0TeR8d8hk/9DSBbEZQ5SAhGoK8j43yKjrwkdnnADe28RvsSrWyF5a34D7hTMtxD9kgtVPXcaOkzmLt49Q8htRPQ1IvpXyPivEWr3wpa9Nwg/DbBAd4RvfgfmIc7NEOoKgn+9guJ58RT8NHSbMO0AKNpk6gRc0XbJ1lpFwwLcFO9PW6WmDt61nSmakKSJPHTCxJ+3+WOmc3bTHfbSXdbiIR19sRq9nAhGImIr2cJ5z6Pi8RvXGcuIvu6xmWxyNbv6Wq6TEop+1Md5R0/3iGWMd/7C5LhxDTM7a/2g3Krq9y5KSBqNlJKb+U024006ukNXd86Ugt5zwr+qHQpBL+rS1R3wnkxlVK7mafEUY82FSs1SEa60JVMzY2ZmxDIi+Y5MRM8sVF/Dj1h12xzWG47qY76Z3uHO7A6PiydMzfTC8pJgxNfXPW51bvLL4V+xlWyx9QFGy68L5x1TE0x5w8/+Sx0pJRSRDPfqT/s/5XbnFsNosOq0vkssVR3D8WyhhKK0JU2raPhSMuUaDsoD8PBF93NqVxPJ6EIXLHTXPOOi5NFozKJuMNZxWhQ8PBmTRRqPZy3LVg7yAN0koRPH75RMGTdnbp5QmsM3mvMqmdCNbrCe/Jxc771TR2qp/uXa4wKQL/AlnGsNr8W5+06cfXbph7OMojaMi5JIKQa5WCWVr+9QCRQxQgq60Q2adIbxC6b1fV4ntmFcsYL7ZWr7UlV0IbootY2xz9qu0bydqIbxxLWdKU+NVlcQIg+wP1/i3ATrRigVJvjOT7HuGLBtItUN3OL2XonUNbTaAYLy3us4BdaNUHINIVKsfY5tDnH2GGOfouT6hWWV3CSOJHXze4RIsG5Cbb5BqQ0ifRPvh6vz2a4d7xdYN8LaA5w7JNJfEKlbKLnRQgghdEvOFC/P4Gfy3DOyXdKf77K053X1PDrrQp51m15WSBUt9mEZIbkoML7G+AaBIFXBYF1e6FB9N0XPYPzeYHxF4yqk0G2yExKkcO+H56vxwX9QyxiJank0FiWjoGbpJRJJ7YoWTtVgfUNpZxR2Sq4GIASJ7KBFhPOWyi0ATyRTpFAt/Aq0SJBCUbk5jSuBHkppltcpiTX9boqSkjSNKMqayaxsO1CKNI7o5glJrIkihbEO1YpUxFqTZRH9XorW8p3PtHMe40PCZGy4P1TLBS9sQ2Ga1fvL58gwSYlbw/NJXZDpGC0VxjkWTYBipypCCKid5bQq+HZ8xHG54ItBMJKNpaKj4wt32du6XZf5+8VnVeBoZ2gyUhXg36GL4yjMIXPzhEn9gHF9l5l8hGwUlR3jfNM+Y97MS3ItD6txU+DJci/I9BZdfZV+fIt+/Bk9dwMfWVLWUDJFcPmCQ2FPOanucFD+nmeLX2N9jZYZieqSyB5apqsCwGVCIEhk96MUXL+jko5EEBN4QxO8G4VOTvMHvJ8h9PXQVYp+gdBfEoQhLrlrcojUXwZRB9njLGlbhgjdLZGB6AXhCWjhdi8M7m6Mt/fx7iBA8eQaQn+F1LdDd+gVxxUgiMOQPOlbIQFyz/H2GNwkHLvcxIu8la1dgJuDLMN+tZA+7xdIOQSR4e1DhD0M3Ch7AOSg8vC3O2w3vRmO5wNxnj+ESGXCRrzBMB68UaZbCkmuMobxgFxlaKFXHJMXI1c52+k26/E68Vsgc0vIVaYyeroHJiRQyzDegA0TVdu2kN/nyxe+uDEyEq3oxacZWLtRlz0h2Fxs0NM9rHevNAY23jA3c2ZmFo77O4gwIQ1y729LRk/qE54WT7k7v8+9+T0Oq8OXkgdJkKu/mV/nZucmn3U+YyvZoqM+DTzM4Tiqj/l2dofj+uQlQjFAT/fYSXe4md9gK9mk+5pO6/vEMBrwRe9zat9wUh8zf0HwIiTKpuUjHvG0fMp6vMH6C9ypIK3vsa0KmBDQTxJurA3QSpLqaLXM8hiDFP+7dWaNW1CaQyo7ajH5rwqBEglZtEcv/oxYDd9pG411lE3DtKgZLQq893TThCzWKCmxzjMpSoq6IY9j8iRaTTYWdUNRN3SSmG4agw9J/P5oxqPjMXkSc3NryEY3J4sjYv3mjEcgSdUmw+QrJs23yJab+arJh/VlWwE+abt2bwuBlD2U3EGKtIXhLQJvyncCj6lV6AOHUltI2aMx9wmCExOsO0LKLoKk5UydAhqlthEvjXGynegI3pQEBAjgcNUpCt2kEueneC4elxAZSq6j1Q5aX8X7AmPu0agrJPECdQ5CBeB9hTFPaJo7LQ9ModQucfQ1Sm625zFM7ley9a6kdgVKRCSqgxYxSkSr5Mf6pp3MF5iWJ5LILrHMUSK60E1qfEXjzqDS1jUYXxPLlFT1kULjvKWwEybNcwo7DYmI0GRqQK4HZKpPqs6EGr6LmJljRs1zajundgWRzMhUHy0TlNA4b6hdQeMKahc4c6nsEqucqE14rG2w7bEsEyLb8gCDJUdN4woWOHxt6eh1unoD5y2lnVK5xaqQsBxjl9ehdoHfImJBqnosr/mgn3Hr2kaY+GuJMZaqNtSNpTEWrRR5GqGUxLQmwVKIlTlxpAPP6n1G1mlV8XQy5dFozIOTU4rGcH04YKObUQmDlY5MR6RaM65KJnXFl8MNUrXJfjHl3uSE3bxHriPmpubxbIwUks00D90qPMY5amupbXgmSBFMiCtngpKhdyghUUJSO0tjDXHb/bI+FEFlm4BZ76hsKOTFMohwNM7igUQpokshXEJRICgCXkWLoAxY2RGVO6UyJxT2uO1cHa9gyeYNaqVnEb4zjZsxN09p3Jx585QTtUaq1ujHt9nK/o5efOPS16gwpxxX31KYEyKZsh7dYiv9KZ1oq/3+nnU5LxeCteQmH8M4/TtJpoLijw4Jihvh3QGu+l+Dcp3cguhrZPyPyOQfgeiS0L523bKPiL5AqFsBvvDCSQkZatx2iHoI0Q+QOj+FFx703o/x5kGbsFiEXEPoL0KS9IpTFdad4uUAIa8g1A28/yOYA7w7wfsJoAKPS+TgDbgiJEV+AWRtMjUCX7a+UpsIuY53k4Bxt4cB/sdGgPm5o7BttdXi1j/NhPxVk8RXL3gOQfye6jmpSllP1hhGQ6I3+P8IIch0hsWR6QwtdTBEfQWPKVc5O8k26/EakXy9Oe1yf6VQpCqlF3VfmrAvlQMb17SqMe+ZTIkARfuUHSAhBF0dRCzWkw16UY/ClTS+eamDYnwQOJibeUgYv5MIlVrVQkrOxwqR7j0Ox3F1zB+mf+Lu7C6PF0+Y24v8E4lES01f9/i8+zl/NfgFm8nGpUQX3jXOJxTH1Ql35/c4rU9fic3uRT1u5je4kV9nM94I3cKPFIFLmDEzc/40/QYpjlos/1lVPhhZFxzXxzwtnhHL5KVkanVchLaMBPppQj8LEC9xYRnaYw/bcd5feP9N33nrCkp7SO1Ocbz6Hgsw2DQYQ8a3UO/YaW+sZVrUHExmPDmd4Jxne9BhkKVEStFYy9PTCaN5wXo3Z9jJUDJ0m07nBafzgs1eh+1BF7zHWMfjkzG/e3LAME/J4ogk0m0i9bZBV5KqDSLZIVWb7WS7eeV94nxFZY+pW3Wtt8eZSIQQKc5XOF/g3BwhSiQC5xZYd4KUnTbZ8Ci5jvVjnJvi7BFe7YLQOBc4U0IotNhZeVCdP5YlXzd0iM54OC8cSYAAyh5CxKGX46uApHjhuKTMgAylttHqCo25R2MeoPUNnFuKM2mW45rzJcY+CfwqNwKh0GqXSH+NkhtAmxzZBUuvnNJOWJgRscpxWFLZRSqF92fJVGknzM2I2i3weLp6g45yJKqLPlcpb1zB3Jy0Z1+03Zk5uR4SiQxkWF9hJ5zUj5k2R4BHi4SOXsf4GiWi7zyZmptTDso7FGZCZedkekBPbxKrHCU0jaso7JjSzqjsHCEEHb1GV6/T0WvEMqew4bNBlU2jpG4FoURbdGiofUljA9xPCEmmBzgMhZ0yN8dUboHzFi1jdGuuLRCY9r7I1eACRmHQyxj0zjrfL05DXveoOeMzvborc5mY1TX3jk/4p0dP+A/3HzEqSv7VjSt8sb2BjS0ihp28y3qa82g64tFsTB5FXO8OOShm/PH0EOfhZm+NWVPzZD5BC0kkJf04RQrRWppYjF9CAMNrpTE0ztI4RywVsVLMm4Z5U9GJ4vacWQrTEEkFUYxxjlkT5iodHaCRhQnPGkmCFm/nJC0VAWPVI1Y9OlHQEHC+wbqKwh4xqe8zqe8xqe8xbR6BEbgV2sVz1ql61ZzRY1zgji4ItAyJRsmMrfSv6URX3y2ZsqccV3ep7YxIZmymX/FF/39kEF9ru57fH+T3O9myxyJ8hbePA0bbHQUxCBEjoi+R0d+C2gEi3rnTIiIQXYRseUWvXzCsW6j2mtsLWPOwo3ULxTOBhySyNrFTvDlpaTtUcoAXCSHDKIN6H7oVreiBkHiqkDy5IxBpKzRRgpAI0UfILYTcxssR+BrvDhD+VotNmAd+ldxsO1NL6dmPH771exBt1WcZzrrW28Lhln4QxiGVIO+mpNm7m6FqoemoDrnKLsUXkghiEZOrnIICY1+epMUyph/16ajOpda5VIFLZIp+zfKOpUGuvQgX+oFG2goQzM2chVlgX1AWc94H2VPXvJewxrvGUt1uyeF53dk7qo54Vj7nzuwu9+f3Oa6OL6jXLaucPd3jRn6dm50b3O7cXknpf4rweOrWZHrUjDipT14p7iEQ9HSXa/kVttNtko/MQ5MiQBo7Kmc9XmPUjJg201cUAByTZspRdcx2un1xH0UQq13vZHzBBmVjzlVKJVqKC/A+Dy20BarG8GQ0oZfGdOIwgKs3JVO+XpGb/au8t0REJHukaiuY2IqYt6ravRDzqubp6YTKGPaGPTpJTCeJ0VJQNoaycWglSSJNUTfUxtLPU3pZgnWeurEtzEkSa4USgvVuzkY3Y5BnrHczemlyafGNQLBOiOWAVO9QmRNqN+FF7oHzDY2b0bjZaxPNF9aMFIEzJUWApgTBiWMQGi9SnB+1qn0DlFwDEbpOWIvzC4w7RPsCJfLW2PcUpbZQarsVnjgLT4X3JdYeYe0+zo3CZ1YGvk2rqluvuFqNudt+9mV43PkIcL+f4X2FtUc4d4KxD1B2iJJbqy6Z9yXGPKYx9/C+aAU4ttH6BrJFmZRuxtQcUtgJpZ2iRUQsM2bmhOPqId1ok530C7LWzyskX3NqN2fJKzoov8Xj2ct+wo5aenF5TqpHPC7+hVT26ep1QOBa4YXlAyx0bA3WNThvWqPnoNKphP5exgklNLHIEFqRqT6J6pCpcL6Mr3DeoEUc3pOdFgKWoERMqvrkaoAUGiUiKregcjNyOSSV3fbvOc5b4tasNZYJSkQhwbIFpZ1St/DCSKZEou2Itdwy4c8m+u/WSXh9fMqz7AmJz3qSc7O3hnWeyloiqZibmsral+728+mFFpJEa7pRTK5jKmsYJhndOOG4XDCuy3ZcE2xnHbayLoVpOCoXHBShiFiYhrmpSVXEWpqRqYhISqz3PJlNWJiaeVMTKcUXgw2udvptl+t9UDQSKeLWu+omserTi2+00uqjlcR66GCNqO24fZZdFMR59bl0OF9hfc2r1E7fFNY31G6OEjHdaJue3iWWHRTRO48bHzu+mzTOBwlV7KOgvudOwc8Q+gZSf4mM/6ZNpt5nd6JWhCHnbVVD0Xo/hX1aQi/OXXjftPC/BmiTKWLenrCIoPAnh6wItK1supBbINdaCKIK0EI/CskUSduVqkLSJvsItQVyGyEPwuv2sO1i+db/6qhNprY+KczPOY8xNhAtl8Z6HprGUJcNdWVoakNTGerarIz53ieZimRER3fIVf7aROZ8CERQSlMZxhkKXm45xzKmr/t0dOdy6xQhqUtbGMSrIkAbTAt9+CGYh745EpUyiAecNqfIWr70jPO44D31HSVTAeaxJEG/Pg6rI347+R335/d5uHhM8YJJc0jKFIOoz9e9r/jZ4KdsxOv0df+T7bvHU9qKqZkyasYc1ycvLSParltP9wJPL9n66IbIkpCMdnSHjXidk/qE0pav7KZOzZSj+pjCvHj+wiRmIw/KfYu6YVaFZDVSkkQpkkiv+ALOOWrnmFc1zydTjhcL9nyfRGuit/jLWWoaN6FpuT0vhiAiVkNStdma8r7782NRNTw9HZNGEZ9tr7M76IGAsjE0kznGeSKliLUOcL+qQStJP0uwzlEZg/MerSSdJCKLIyZlxXo3Z5CnbTJ1+f0SqMCFUH0ytYNzIWl6kTsVkqlpeO9SnWGxki2XsgtimUydABInkpZHVa+gd1LkaLXTQgHnWHuIdwUIi/cznDtB690A85NBxW8ZAUY4pjF3qet/obEPW67WKc7P8K7AU7fwdUvoKtk2ETqvbvdyKBWSKWv3qfgV1p7QmAcouYWMusC5ZMo+pjF3AxRe9FFqB61vtOO5p7Izxs1zRvUzxs0zhtEVttLbzM0JT4vfsx5fox9tr7pDxtdULnRkIplifcNBeYeZOSJXA3bSkEx54KR+zLfT/8h6fI2t5HMSlaNF/AK0tk2mvGnV7fRK4S7Amb/7SZ4SEZHMiUXe/n9KLFMqu6C0M6w3KBGtoI1CBOEJLRMy1aMbrbf8KrnqxnX0kFR1qV2x6uhFMiOSMZFM0ctkys0p7ZTGlaSqSyJzIpm1SqQl3rtzXOE/D5qC96HQtJZm3OyuURrDrKlCMtU0VNZcQPOs1P9E+A4oKciUpqNj8iiidnFIpqKYb8bH/HF0SCIVmYpIlGa7TaaOywWjqmDSVEzr8NONYnbyHtt5l+20Q+UsD6an7C+mTNr3e1HMdtZBKPGegoZhnInFgFj2IbrZdpwNjVtQuzGT+j7T+gHTJvwsjAhFs9UZeM25XKoB+qrlel4+QrI+pxftMIiu0Yv2iH8g9hnfUTI1w9vHCJGBDOaL3gG+xDW/bTtUfwdRBkS8mzqPJBzGGTTgA3Z09X8X1nSZzP51y4gIITrtT+BxeDcFcQzo0AkTMYheKyrRCTA/sQZ+jHcHeDdB+Iog3DFDiugM5veJHtSzScHpYSD6q0hhGktV1JSLmmJRIaUg72VEscIaR4y+tLT/+QitbkUiYyIZvbklfe6qLEn+r5MU1VKTtV4+l3tgt5ju1jz1VREIu+47STw+RighSWSMfk11NAgRWCz2DdOejxPLBOi8X9ZyH5ZxUB1yUB7wzexbHswfclydXOCunSVRA65lV7nVucmN/AZr0TBc508oQ+y8Y25nnNQnFGbxymUSmdDROf2oR9qaLH/sqvTyGCMZ0dXdtljw8vPSecvMzDmtTy8YUZ9fB4TvX2Mtk7LkaLbgaL7AOkesFRudjGvDIZGSPB1POFkU1MbivGda1TwZT7ixNuDacPDa/fXeYFyBc68eOKWQgRTdqve9zzUMSVBM08LzZmVFnsQ45zmYzBjNS6x3GGuxzgWUUitWoWSoGNeN5XASKsBpFOGcpzKGRd0wLSqyKCKJFFq9pWB37r6WIiGSPZRMQhfphWUdFutLbGuA+/YQCJEgpWiFIjosfaTC2jXOLxAyQ8o+UuQtx2oTKw6xfox1B4HL5Ndwbh6Wb/2fgsku7esz6uZ3VPWvMfYJ1h6yhAxqtc0ZWkMQIIA1zo2ozbc4N3nrkUjRJ9I3afRVpBzgqWjMHZTcROtrSF8HU2F7gHVHeD9HyjUifTNIs4uWG706qZ5E5fTZYRDvMIh2AndO76NFQtMmBJHM2s9KHJbKzSntvOVQVa2S3bl5QMvz6eh1ttLbJLKDFKHbo0SEFIpIJMQyJ1EdrG+IZEqm+3SjDbp6I8ABv+PI1IDN5HoL4VVtl0mTqYZcD3DetUUthWwLgx7X8sy6LYzPtPywjH60Ta7WSVSXHhDJcEzhmRw6WEpEKBm1Qhca6xq0TMJPyy2bmuNWeCJ82mExvjkTxnghLvs4+NQS9EIENb7n8ylKSB5NRxwUMzbSnF4Us5ZkrKcdCtPwm5N9TquCh7MRwzjjSr4s8p09G0pjeDqbUFnDSbnAWIfwYYnCNCxMw6QpOa0KGmdJlUYnkl6UECtFohTWOeYm8Li1CFDCTEf045RelKBlGGvf73hf0B1o//UItMxawaubxLJHN77Kmv3pqmNV2wmNm1C7KY2dUrsZjZu2Co8fNncK3Tu1mtOtZP1/AObM31kyhV3g5XYQihA9hG/Az/HNr3B+ipTrCH2j/fa8w26JwMcSQn/ExOJ1+M/3+IyIQIYkCdEJt6WfgGsHIz8jyJz3WfpSIdcRcog3h0Ee3U9a2OAiLE9IpkJn6tPcRLNxwdMHRzgf/KSKecXkdM5ssmA+Lcm7KVdvbzFcbyECWl2eZ9VGq52EFop4mUxd5nhEgIu9qFJ2PrTQpCojUcml/HwE5zonr9kHj8c625Ly+bS4go8Qy4RTt6awL8aSX2NblZ5PGWcEZP3KSq3Hs1/u8+vxb3gwf8ij4hGVrS5UgIPZsWYjXucXg5/xZe9L1uNg7vypoTTOO2ZmxnF9zMK+mnybqgCr7OkesXo/ifvLRiR0a/DcQcuXn5fWO+bLZOoFGfkXozSG06LgT4dH/MuzfSZlRawkn22s89/dFnTTmN89P+TpeMIgS0m1ZlJVOO+JlHxrMmVd0Sr5vXyPhS5OGqTQ30HV6XxEStHLEo6nCx4ejXiuFdv9LlpJ9kczxkUwJFZSrPhey8qxkoIk0lTGcDCekWjFRjcPpPDGAjXjRUmeRCiZvjWZOh9KxMSyGzhgQrw0PKzOjateCYF8dcQIEbXqe53QFXGjFk0B3i3aJKqPEBlCdJBqE2kHmOZ5sH1wE7yscH6B9wVCpCi5s4LWOT/D2n3K6p+YF/9XnJsihEbrm8T6BlpdQ8n1IGTR8tu8L2jMA3xRUF0mmZKD1tfqClIOcO6UprmLltt497d42eDsCOsOAgzQL4jk50T6C6Rc4wyRcXZSU9UjVX2G0VUG0R7OOybNFkpoaltQyXngVbRqXx5HZQsW9pTKzlsRiyViJTxPFJpIJPSjbXbSL0hkB0ToqCwndFIqEtUhlT28csQqJ1OBo9TVG98LzC/XA7JWVGjpGBUSeg/enx3hudvyrFckWzXAepVM5XpIRw9JZIdY5vSiTc7Km8t/2+NUA3p662zL7dhTu4LKzTlfigrG8zWaeJXU/TBDYJ3nyXzCcbngpFpwUhZ8Mdign6SsNzmbWcFJWfAvR884rUIi5Hqe2p3zFQWcDwnTw9mI42rBrKmDsFWrOFrYAOeb1BWnVUGqNL04IVGaWEocwSPQ4VmYGk94Bg5lRiwlgySln2Ro8Sl8zoJYkBIxUdyl66+2XEWLcQXGL5g1T5k3T5g1T5ibJ8ybZ7gmoF9epwR46a23su4IwYuKnN93fEfS6CmIIBQho78PCYN9Ejyd7EO8fYqr/xnQCP11K/ggL5UcnX2ZP8JNI2KE6OKZ4KkQvgSaFhIo31AmWXKkZkB1ti7Za9WNlpyqdVZ+UQ7AtYNZrxWpSEInSw7xcp2gfngaOGZtdQ48wQh4KUDx9nNkrKOsG6raUNaGpnn9wD3opgy6oeOU91IWs4rFtKSqGhCQZjFKKzq9jG4vJUpCouW9x7xhva+KZfKihQ5VsstKjbP8UsnXQiiCP09MLKILksdv3J92wv+6/fDQfn0/7IHwXcUyWX3T4YdJ5XezMwqFfiFZ9XiOq+NWIe8uD+cPOa4DR2qZSC0FK9biNa5mV7jducX1/Dpr0RqpTD+aIe+bwuGYmwUnb0hOIhnTi7pkOkN9koHsLAIEIyISMfIVz4Clql/lahrX8vyW/72wX855GuvIoogba0OMtaSRZi3LmDc146rkZLHAOMdGJ2ezk3P/ZMTJYvFWdb8gJRJMIF898Ml2cE7fW1EpjyN2BoErVdQGJQWDPMgrx1qxVXdQSiJFeBZ6D/08oZcm5HHEIM/aYopoxSkkw07Gl3ubRFKy3s1Jo2gFe7xciEDcl1kLQXnVveBbyejXnZsX1nhOXntpsCuIcG6KF2WA01O3ynprCBGHrpPcQMohngZvJ1h7iJXDoCwLrajF9kqAwtpD6ua3NOYe1p2g5CZJ9FOi6Csi/UVQCVz5TUV43+DcKVaesPSfevvBBCECJTeI9Bc0Jqj1GfsM644RLqOx92nMQ5wbI9AotUcUfRmObVnlvwDTD/8IIS7A63x77oyvmDaH1L4MwgpoBtE2uR5Q2imTxiIIRcHVmW4nb0v+kHolbLcF+Lbj0RLuG177fhKEsF310n0lQya4ildxPsNvGTpUiKBwKCMikYUkUsB5SsWrksVXHXckErp6Y6WACNDVa61a4A8f7ieFYDPrsJt1WZgBhW243h2SSMVamnHLr7GR5MyamsI2lMawnuZsZ11SFaGkoBvFfDHYYC1JSXVQFT0uF0zqimGSspZkbGYdulHCte6AqBWjWPKjlJR477HnDMWB9m+PFpJMR/Si+IKk+seKC88g5Gou5IPsCNbVWFe2BrpF+7tqr/eHF2xj2aUX7QKCuTmmMCeBe9VaQ3yfHarvKJnqItRVpP558JCSG2Cf4Zrf4KsJ3nwL9X8JHSqRgL7efvC7/oIlIAeBl+TGgavka2hN+F6fsLmAH3djVnLrbQK5MtQVGaiNlktVgKjAG8AFPpXcaJeNWlW/jTBxd6dgj/BuPwhQQNu92uKyAhTGWmaLitG04HRaMF+83u/l1pUN+p2UJIsZbvQwjWV0MsNZR5xE5J0UHSk6vZThRhchBNPRgqYyGPOOyRSSSERoqS8JxTuLYEH4siLcMpYQt0t3u1g6h7z+OgdPGvfOHbjvLy5B7n2dQNcn2BMlgvreBc8jPPvVAb+b/IF783s8Kh5TueqC8mCQgo3YSbb45fCv+KwVm/jYhrxvCucdC7N4JWxuGbGM6OgumUpfCVn5mLEUooikfm2xwHqLcc0Fnt+rzpfzQbJ3mKdsdnNSHdFNImpjOZjN2Z/OGJcVkZRcGfS4vb7OrKqZltVbJ0Hh+7I0Mn35JguT1RglUuR7Dkd5EpFEPazr4lzYhlZh0rcz6L4y4VsKbDh3zjdGCLSUaCXZ6Ob00jAhiZS8IMhx2RBCo2Qa4IuveH/ZDXavkU5/U0jRCTwnYpyfhm6DNyyheFKun0um1oPthjdYd4J1Bxg3wPkFwbqj2yZIy2Rqn7L+NcY+xPsCra6Spf8jcfQTlNpplwvFToHA+Tn4BvHOAlISJdeJo69wboKxjzFuH+sOwWoacxdj7uH8FCFitLpCrL9EvuBdtQyHw3u3Ulxd+iiJ1qjWuJrCHlHZOY0viWTGWnwVKSImzT6lnV7gy571W14/zrwY58tEf84hCVDGVHZXim8fym9SQtPTm3T02ursqBXM8IcN8/DeE0nF1U6fv9rYa++vIEGupWI9yehHCcY7jHMr5IoWgYOqZEive1HCT9e3MG4DD5Sm4f7kFC0lt3pr3OytoaUkkopeFHOjO2yLA+35eQERs3y0nX80SUBL9Z2d0aDwamncnNIeBRl1e0xpTqjsmMbNcTTt8+7DvheJ6jGIrjEzB8zNAQt7jPE1Hsf7ssM+VnxHOoIqdF1kB+SghajFCGqkexYGOz/FN9/i1b/gRA+hriH0lXPr+PS3hpA9hLq+Utvzboy3D4KwhHzZhyNkw03ghLkDvH0c4BZyHSEHAbpHKzW8NO91x6skzfum5ZFtIdSyM6URso+X6wiSoJTkjhD2YficyBEycLBonerfFlVtODid8ej5KY8PxhyNZq9dVmvFjd21wCmwDh1p+sMcrRV5NyGKI7SWJGlM3kvaBMPjnH9n8QnRwr6WpobvMjEWL/x+9bqXYgfvOAl66xIff6A0ztD4hto11K6mcUEYwnizmgy7lq/l8KuWuV/9PtPPWv79vHzOk+Ipp/XoJVn07zqWWGfd4p2ttytlvPvzB9yd3+WoOqa05aojteRIbcTrXM2u8Hn3M65n19iI10lV+p2KgHg8pauYmfkFZcHzsfR2+nZ2h8KWZOrTcSWmzZTj+phnxXOKN8D4XAvlbFwDklcmP5FSdOKYyhhOFwWCkjyOqK3laDbncDbnZL4giyKKuqGxBuOWk4a3fRdW/dE3dF/OS+y+e6hzFdsLW36Bl7ech1x4XbWfa6u4K06akui2C/He1U6/hFS97rjef0wTooOS2zi/CJ0pX7ddqT5Kbrey4TGCGCXXWp5RjKfE2IMgmOQrhMyRott2msLzO4hKzPA+dLukzNBqB6W2UXLASybxbop1Rxj7NCRWl9n/9tilHBLprzB2n7r5Lc5NMeYJzi1omm8x9mm73HrYvtpGild7yNVuQWVnbafWM22OqNwMLdaCUIJIqF2BI/hCFXZCJBO0SFpp9VddqWUn583XSglNojrUbsHCnLIwIxpfUdkZHb1O9gnFcd4Ubxv73mQZotAfddolWv8k9Z5w3u8rlBDkScogS1hrRSN82wW1xlE1Dd4FDqa1QeU4ihRJEiGlwNnwupcBU6lcKARLJYgiyU7eI9MRW1m3lUEPoXXEeW3apfz7+UtyEaJ59tr5Z9nHiLNnaBCgMG7ecqFm1HZK46aU9mTlRVXaE2o3orLjVsnV8Lp5k/MW62vcJUR4IpExjG8EOwJzyrR5xrPFPzOPr5KpIdFSUAV16TmlEnFQkf3A8/UdirKfr5DHINeR6jYuWiCJcPV/wpsHuPq/gjfI5N+9kEx9ByGHCP0Zwh3g7d3gidX8CS/6iKjDUmHoLBxLnyhvn+Lt/bZrtA1yve1MtQmPyAKUz89D4uWn4bNyK0i8yo12kNIgBi3sLyN0vY7x5n6bTPUI/KscLvlQKmvD86MJf3hwwB/vH/Bof/TaZa9tD/k3v7iJaSxlUaMjxebOgE4vpb/WIYp1uJJSoFqVv24/w3uIk3e7nZaT5bepu71PnPWZftgVr2XUrmFug4HupJkwM8H/aWEXK7W2xhmMa2i8oWmVo86SLNvKzgYT42DoV7WfrS8IOXwfIaCVadUrv43D6pB78/vcnd/lwfxhUBU8BwVQQhGJiN10h79Z+xtu5TdYj9fJVPadw0K8D9LoC7N47bmcNFMKW7Jf7vPb8e9fK47yMcK0XafK1S8p+b1q2do1LVn+5fcTrRhkKQfTGXeOTphVNYnWCAG1scyqiqP5gizSHM4XrOUZ06qiNq2gw5ui5Zec+RW9LCDssa00+KcWQXnN6681r1n+8u810AaIY9MWPF4Xy2fUu61ftsmUt0+x/iR4OlEiW1NcpZadqbiF/a0HyLk3WLePsBLvK6ToIUUnFPUu8JDOV5GXIkoZr1LMXcmXN3dwbvxOx6HkGnH0JcY+QMpO4F7ZRwh3SG2+wdrngESrbZTcRMn1V+4DQGXnjOvnFPb/z95/dcmRZPue2M+Ey9ApoYFS3dV99L13eHjJSw65+MIHfla+c/GBa4bDNTPniiO7u7p0QabOkC5N8ME8IhNAAkigUKJ7atfKSmSmh4e7h7m57b3/Ys7CnGB8RWFm5GpM0glEGF9T2CmFmQYfJVegRczCHHeQy3eDIimhSdWAwkyZm2NW5pylOWUVnXEz+/QnS6Z+ie8fkVTspD1uDPoM4xQBmwJy0xjqqsWYYBPTtpa2NWRZzGgkOnPhgGzSOijqNq0BD0kakcSa/bzPTpYTS/3GWeDFv1+1/Q+34vFY11CZUwrzjGX7mGX7mJV5xso86+B9FQ4TvPU6RILvjJ5fuVdvaVxB695sBKxlwji+T2XnTJvvmLfPqO2KUXybreRDenqXWPbQIu2gvm8uuKZygFKvgmJfP36SZEqs8bxygtQf4TCIdcfGzXDtvwbYW2dgi9y6tqrL9zpCOQb9EcIdIszXgMGbz3GA8A1C3e66RyrwqHwZEiPzMCRSvkGoDxDRrxHqTui+rZVyRBYkzd0R3i/BnYXKoBgFSXS5DQTVJ0QcRCvkICRUbhG4Zb5FyO2uK3V9yVVrHauqYbooOZ2tOJ29unpYVIHQGCcR/WGGkII40WS9hF4/DQnUC+WQKNYvtZ+vdb0J7euNMtN7igtuyPutznzfWHePgjLcipUpKG1JaUuWJiRSK7NiZVcUpqSyJZWtu0Rq3aWyz3WqrLcB2tKxuZ7rXHXmt28Oh/VtaMf7pqsShUVgrEbE6mIh8O7JqdiIe6xMwXF9xHfFQ75YfMGz8pDCvqyQ57vlaFDPSslUFgQ1rhBc+KHD4zHOULsa84oun/EGY81LUu4/bQQIhvFXm1sDJFozShN2ejk3Bn0WcY2SMsBNlMI4x62q2szgx8sVSkh2+z3y+PUFncCxCBLR1r8M8wiwrBbnmw4K+D3P1oO3Dmst3oNSEiEFznm88wgpkGvfPCE2OJnwdxdgh0pQlw3lskJKSZLHRIlGKYVQ1x//wXuoxvv2pfOGcG3kWjzpbZMp2UOrPaw7xrkZzs3wvkKpWyi1hvkF2J0QaehAdaa6zp13Y9ijuueJuAxvEzlK7gR1PyFx7pzGfIbHdklZQuD71ji/wpgnNOYrrDvG+/XYvyYsroMhKrWPUjeDep99FlQg7VO8r4nUHbS+j1KT13KytIw7EYo+uR4D0NPbjKMbJKofVPbUmEHU0LqK0s5JVB8lNFrEeBwDvcPFWsUzjHa5nf2WUXTjtfwnJSJSOWAQ7VLZJbHskco+qRq8gmf16mitpTGWRV1zXlYs65rKmI2S5pt4ipfj9mjI/a0xqdZo+TKP03Yd5rJtOS8r5lVF2RgqY7DO4bwPXnJSkEYRmdaMs4xxnpJoTazUteGvrjPErq1hWlRMq5KyNZRNUKSzLryXFEEUJtOaYZYyyTKyKLzXdXmL3gcfqMYYzoqS8yK8V2XMpsMTdZzKQZIwyTPmVY1xvoP8XuxLS8kkybiZDzZdqWJVs1zWtG3goF/uTFnjEAiiqMYYx2xWBOROGhFF4XpFse7+HZEqea317Y+5lglS/zXGlbRutfHDa+yM0hxTmCNKe0RhDilNgPa9KWlah0CjRBJEh4SmcStOqs+ZNY/f+FqP7YRlnlDZOcbVFOKM2s2p7JxMTToZ/vg51b/XxV72G/bUp98bxvrT2QVDSEzUzXAzullYEJovwpfcwokUGf0lQk74UTC1coKIUoQ7Ruiv8OYbnPk8/OyOA/RQbgVukw/mu958FaCA7iQkT/ojVPLfg3rAZfx4gPNt40k6WOBZ4GOp211CteZMie51McHodxQEK8wK5BjUXseVuv718N5jjMMYd+2JOO8nREmolEgZvKbk2rTyPZVDwiNLvrN859X7XO/x7au9P0bYbmF7XJ/wuHjCUX3EYXXEwiwpzIrWtxuFvbUM+7rbdAHlu4D1QUci9s/99MK/Xh+BW1BS2xmNm9HYOY2d43zLOPkVsfr+qpEB9y3xwLSd8t3qIV8vv+bz5ZevFHRwPvhgVbZiaVYUtqKn+9/rON41PEEquPXthjz9pxDeX2DaX1V1T7RCyZQHWxN6cUxl2lBQUYp+khBJSWPD4u7JbM7RYkU/Tbg5GjDOXg9lFEIhRVCgE95c0ZdynWpY9RaKdq8+V2cdpjU0ZYNznjiNUFrRNgZnLCpSqOgCArKGKdvWYlqL0ooo1izOVxw/PkXHmq39Mb1RTpKJiznwzUeDp8X4Esvrk6nAqXpbPlYeOFPtH3FuinXneF8HWJ7YCkkPMevniSBFyjFC9HFujmOBlJPAlZLPw+akHKH1PVrzEFAY+5iy+h8w+ilR9GFQEfSmE4x4grEHOHeGdQucb3k73lRQ91Ryi0jd73ylDroEcdrxuW4Q6Y+QYvzaPWVq1CU0O4yifVSXeEUyJZF9pJDkekwsUwZ6p/Na0gihOoiRJ1PDS5+FYDu5T09vkcge6jVeNmFRPEDLmFyNN3LfWsRBAfAtojaWaVnx7dk5fzg65uH5lJNVwaKqaUyA2F43nfq//eoj/h/Jr9nt97jKYNs6T9m2HCyWfHZ4zFenZxwtlpyuCipjaawlVkEEYbffY7ff49O9XT7d32Urz9Dp9bmEznsq03JelPzh6JjPj045XCw5Wi6pjKFqLZGSxEoFoZt+j493tvjN3i77gz7DNHmLZAqKpmValPzbwSG/OzjieLniZFVs4Mn9JGacZTzYGvOb/T0iJTHOdtfo4pyUkIzilL28TySDQMlsVvD06bSD04GUl9ZH3lPXLXIpmE4LHj48oWksw2HGYJgyGGQMRxl5/vaeej9WWN9Q2xmlOWLZPuq6UE8ozWGXXK02XlGuK75eF1kQjKHHJGqCFDGVnfOk+K88Wv3DNY/O07iCxq46rhTUdsGyPUSKqKONXK9ALzqKyU7ySVAJ/B7xkyZTQc5c49lDRJ8isTi/wrszvHsK7X/BiwShdvGiH+BtP+jxpCAShL6PiP4uJDfmy8Bvso8C7E8OCEa+LbgC747ALztz3p2Q/OlPgpDF5Q9TpKB2oMOq46uuKqq7ztQIRBTuTET4txwFLpU9xLtp6ErJ3cA9e4uHr/NBxao1oYJynYhiHTpOP2R0pO+3Y0v96YXzjtoFyN15M2XaTnlaPuNp9Yzj+oST+oTSllS2emfeCFx0jdaKbRc45+vwUQTgukrUAuvXCc77kUz3PsjKl7bkafmMWTvjSfmUWftqWND6uBdmwePiMalMOt8shZb6RzZO9sGryL26w/NzjctJ+FWxFl7I44itXk7TGVCuuVSRCqpgvTqmthYpJNu9nO1eziBNrtznOiQaLTOUSHDUL1UufUdcbu0c5xuuZgFcL9qmpZhX1EVNW7c465A6JE7WhrlPRQodKZRSKC2DAXnV4GyA7Wit0LFmfrrg7HBG3k/pj3pkfXdN1cuLjYyrqO051pVXcsuEUCiRvZOS4RrmJ0SC8yXeVx33K0bJMVIMQwK7Fg8QMVKMUXKMsQd4X6LkPkrtIl7gICm5Raw/xkaHGPsMfIMxj0Mnyp0hZNYJXpRYPw+wfLlNJIdAi7WniGtC0NeeT0pOiKKPcX5GbY+w7hTvGzQTtLpFpD9EydGr9oJAEkndeUJN6Otdos5j8HJFf5PgqD7hs7r4+1VPoUwNyNTgGp9HJ6TigxHu5VF83adba0Py8mQ258uTU744PuWL4xOOVwV1l0Q5F8RiamOCD1obvq/fa5SljNI0mFS/pvhprKW2ltNVwcPzGd+cnfHHoxMens+YVxXLusF2XTApwvmdFgWPZ3OWdcOsqvhga8KDrQnDNCG7ZPL9YljnaIxlXtd8dz7l27NzPj8+5auTU+ZVzbyqsM5jNu8lOC0Kns7nzMqKeVXz4daED7YnbOU5WaSJXmFR4LynMZaibfnq5JQvT874w+Exnx0ds6hqlk3TFYglWak5LyrKtqVoWvpJjHWeZd100Lzu8olQWMp1SH6sDZ+DNY6mMbSNIe8l9Acp1jqa2tA2lrpqOT9fMT1f0bYu7CfWjEaCJNbIa3akfshwXTcpQPQKWl9gXEFtZ1T2jNIcsmqfsjLPKNpnVPassxB4M79pbR+gZIaWGZHooWVOosZkaodR8gmJGmH82vT6ai7yVaFERNZ1n58PHxAO1yzMCeT3LuKt46ftTK1DpJ3/VILwC6Rf4e0Zzv63wDtSWwh1H/EDErovHQxC3UGmGd7cwjf7XefpGG+fgFkbj6ku4ekh1IcI/emFrLvcgRez3K4zhewRdNFdOF/Z6zpQPZ7HgqtOxGInKPpRh+t0hRDGm8J37Wdj7VtBBH7o+Hn2jt5/WO+YtXOO62O+XHzFl8uvWJolS7OkdjW1azqvp+/32Vx4OQXnei8u+FOvE6AIxOAYJZJNRy9REyLZ6xZI3/9TcjgqVzFtp8zNHBAs21cLoVyO8+aczxZ/xHhLrnskKqFHjnoLz5/vG97TCTmYDq725xNrNb/WWVprMa4TlfEW64JB93rauDMacn88JtaKWCsS9fpHiBQRWvZQIsWI5UvFS4ehdTNqe3YpgX+3qFc1x49PWU4DjNlZt1EZlUqGDruSKK2I04g4jZifLJidLlAqJFlShQpzU7UUywodKdybeGFXhse4FZU5onULripKSKHRMiww3lbJUMgeil2EzIPoER4pkyAmIYddt+mSfLWIUHKClNsIF/hBUvZQcvclQQcldxBR1iVphtZ8i7VPaM13tPY7gmpWjJT9Ttr8HlH0WwQRBYLa/y4UJt8ipBwR60+w9oRG/D4UHAEpc7S+TaQ/CNziq64FF0ae6y8pLnygrn7NmsP3/p9A4h2xFlVrmFYlvz884v/zxdd8ezZlWdekkebmcMikg9Z57zkrSk5WBc9mC467ZEoKwZ3RkN/s7zHKEkZpym/2dxklIbm6nFTW1nJelHx+fMr/9PV3/OHwiPOypGoNWRwxSBPSDlrXGEttDMumCd2d5YrfHRzy7+/exjjHvcmIG4PBK5Op1jqmVcV3Z1P+p2++4789fsp5WbKoghl2HsekHayvsZbaWFZNw+PzGceLFZ8fnfAXN/b4j+09frW7zf6w/9pkalHXHC6X/MPDx/yPX33LtKw4L0uySNOPY3pxtDH1bqzl6WzOo/MpWRSx3etRGUNpXp0sCCBJIobDjJPjObNZQZxq8jymKBrKqqVtDHjPalV3RRqJ1ookDa8bjXOi6Kf31fLeYHxFaY5YtU9Ztk9YmseU5pjaTmndovOPKrGuCjLk1yywCqHRIiHTe/Si2/T1bfrRHTK9R6LGpGqLVG9R2SXj+C6Nu554zfsMgaAf7V+bMvO6+GGTKbmNjP4yZInqFkLeuHKSFSICMQE0MvptgH24b2jax0Q6JbIOJTvvB9EL+9EfB4UQ9TFCTAjdIhkwuR0uNtGaSHcDVkSg9pHRp3i3DJ0htc/zk2lXoeqU+DwJnhhvJjj7XafwtwIMAg0iD7A7dQuhf4OMfg2iHx5wL51kDPQR8jYy+i3e7QWFP/3rjhMWv7S9UDcR0W8DHFJuIaNPEfqjIG7xFlAK7z3GWlrjNtLBP5e4yvfmzyWsdzS2ZmmWPCmeBI7Q8ku+Wn694T29GMFTSXa+HoEfpIXqhDpU8C/qkqbLvkHr3609maSQFHbNwypYmeIN/Klggmd8RetWKBW8f75v63sdzjuaLmlsvcG4C2+d9TGvf17DGtdR2pK6akhkwlY8QQvFzfRmJ6kvflQxitclvFpoYhmhRdRJ0/703im5zsl1vkmwrwrbVbqXdcNZUW4q3Y7QrXHeY50nizQPtsbcGL65Ur8OKWJiOSKSPRo7ZePD14X3htataOxs8+CWIuq8md4urHUhCVpUmNZgGkNTtVjjuiRJoHRImHSk0FqxnBUspwVxGpF0aqTeOdrG0jaGdphdu5sfzgccDc7VtG5O7aYYV145bsK1GRLJwXOcpeuEEAlSjpByH9QDFBatgphDgPOFc3Hedpw0gVK3SeK/DN0sN0XrX6HUnU519tJxyR6SHk5/gvcOKScYM+yghAUBORG4TlrdJo4+Io7+AiHS4BElErS6iVa3kPJ6sFwhsk4tcC0wIZAyD3wquRsSvCv5UoJIpuRqHF4jFLHMWKt5Xf1eFzC+9x3f51k2qyu+PZvyx6MTfn94zLysGOcpN4cDPt3b4eZoQB6F++KsKDmYL0h04CIWTRvsDbKM+1tjbg4H3BwO2Ov3yOIo8KW4UISblRVfnpzyL08P+JenBzyaTunFMVt5xo3udb0uySnblrI1HMwXHC6WnBclz+YLYq3JowjnPf0kQcuuYHFJLdMDRdvw3dk5//rskH95esBnh8f0kphRmnJjOODmsE+vS3IC3M8ES4b5gtOi5Nuzc5z35HGEEJBEmlTrK+0KjLUcLBb84fCY3x0c8fuDI/I4Io8jbg+H3B4NGaYJvSSmtZZl3XCyKng6mzOva1rnqI2lbFsi+YpkRwjSNGI0zmkaQ1W3DPrBd1NKQV0bGi1DZ1wKoq4T3h+kTMY5g0FK9pbKx98nLrriDuvrjgtVhWe9XdC4OUV7wNI82YhKVPaMdgPbvU6ITUFWyRQtMmI1IJZD8ugGfX2HfnSHfnSXVG0RyT5Kdp0+bxnH9zew3B87+tGN94KN+kGTKRn9tuuiuJB4yAm8Dvcs0tDhYYfSnDL3U3rcoMdNYBiwkGofRIrUH0L0fwgPAn0riDWgqVrD8XyJdY7dYZ/RJpnKkNHf4dUdgr+TDSIRVy4wup6J3ArJjLqL8quQgGFCZ0lIPApPiicDNQ78plc+FBWQQPQXSDkC6lDhk1vhnK68Fr9Cyl2I/wO4InC65BjeslvgO5jfz60z9ecexrWcNWc8rZ7x2fyPfL74grmZ07r2lYtyLTWZShnoAeNozCAa0FM5mc5JZUqiYiIRdZAWvTE8VlckVw+LR3xbfMvT8hm1a14p6b0WATCuoDInFOYAgUCLFOdHvI8KrscHNUJhN3Lu60hkQqrSrotmN9Lwm+QKj/eWs+aM38//QO0aIhmR64xIRD9KMiU6qIsWGiPMlfDwXOVM4vCZ9XUf/Z4S0e8TiUrYS3aJZfxKWKRxjrJpOV6u+O5syrIJ48Q6T2MCabtsW4ZpSi+O3iqZUiLtupxDhDh46bp5HNZVtG5B3UnrBtGTt0+mdKTpDTPKZcVqVlAsSpRWCCmwxmIMRD489JariqZq0ZEmH2akeUyaJ7SNoS4bfB2SMdNeHxq9PqPWLqndGbU9x3SiLlcNGCliYjUhUaO3XkiIjmsk9K8g+b8Tyz696BaJvoOSk812zrfUdobzFh19QqTvkSb/EecrPBle9Lpi5BXXU+0iREIUfYB3f4/3l2GaMiR0IghbSDlBoMiS/0QS/QVC5EiZI+XV+375fCSCaCPGIUSKkjfQ6m5nQJzwqgJirkZomWxAzpFIfjKz3O8TJ8uCf3l6wFcnpyzrmq1exr+7c4vf7u/x8e42u70euuv+1NZwuiroJwlKSB5NZxwuligpiJViK8+4Ox7Rj2MiedEp84TiyeFiyf/63WP+8clTDhcL8ijir2/d4Lc39rg/GXNj0Eer8Fyx3tHa8JrDxZL//PAx//DwMU9mM/6/Xwce5I1hn1Rr0ujC9279XudFyT8+ecb//O0jHp1PUVLw690d/vrWDe5NxtybjDb+btZ5rHOcrFYczpf889MD/uHhY05WK/7h4eONcfgoTckijXyhQ1Vbyxddt+3bsynGOW6Ohny6t8Ov93b5dG+HPA7FLucdxjoOFku+Pj3bQCsPFsuQTCVXjyEhIMtjdKTIsoi9vSFpFpHnCb08YTDIgqBNp/hnu6RKd3Lp+Y+YSK3D4/CYTonvmJUJ0L3SHFGaoyBv7lcB6udWl4x2rxMBZpuoCZnaoRfdohfdJtf75HqfWA3RokckcyLZQ71wf0YiY5I8oB9dsQ7+ESJVw/dS+PxBn/ZC3USom5uf1xVO3+FRQ1UZEGsisEKIPZzapWLF0hVon5GJFN9Vq7wY4sSA0u1TNA1SSlKvibVCS0FjDCeLFY2xpHFEtuH9KJS8g9L3gK5b4xy2tQjpNioyUgRIi/MORIaSOULe2CQhl53XjXWs6obaGNIoIo00Wkkud29950xtvKF1bSAHR3sbMn7wXwkL2uez4wjkHvKqROstw3cqOj/HztSfY6xV9CpXcVAd8vXya75ZfcvD8tFL264ToFSlmyRqGA2ZxGO24i1G0ZC+7tPTPTKVkcq0M2uNiDbJ1IXK0eUxJIVkYRbMmtkruxKbY+5ECkLVahW8JHzZSVa/n3C4zZpSILokKmEcTZjEY1rX0viWaTPlvDmnvVQV83iWZkVbPEEi2ekk0ifRmL4I1e8ftsMZOmBaapS/+lqmKmUr3mIv3WM32SGRPz3BWMuInWSHWLw6mbocYS7q/t1xJqrWcLIsKBvDqmk3lc7rXG8tU1K1TaxGr+hyeoJ3yYrCHLBsHzIQ9zvRE3ibJD6KNb1RTl0FJT7vPHEWFj2m44tGiQ7dqU7hrz/KyYc5aRaTZDFN1VIVNXESESURvWFGlERv5DdcyL84anvKov2ayh4HNb9XKFwpkZLqLRK1hXzbZGqtiCt2cepXeDVG6rt4mWMROFchhML4itrO8Dii6AaxHOII8M3gBbNCeo9yNUKo5zo6AS74dpLesfz4rbZfh/cG33G/wCJFhla30fo+Uo42nbsLRdSL55iSKfnGkefiQwoCPn7DW/LdklLAprPvOtn69bMfrs9xet8xLUu+PDnj8WxO2RruT1J+s7/H3925xe3RkHH2PKpn1q+YVeFrUdccLpYbxbxYaSZ5RvxistEairbh2XzBZ0fHfHs6xXrH/qDPb/Z3+ft7d7g9HrHXf55K4LznbFVwWpTM65pvz885Lyq+ODnlxnDAX8726McxOzLfJHzGOYqm4XC54ovjUz4/PsE5xyhN+WR3m7+/f4c74xG3Ry+PsWlZcroqMN7xaDbj0fmM786n9OOY397YY6/fY6eXb+B+a6jysm54eD7jd4dHLKsGJSV3RkP+/Z3bfLq/w693d4j18/PQ0XLFdi9HCMF3ZzOq1mBfs04SQhB3anx5Hr9Qa4zo97vPSWz+9yNxo7o5yHucNzharOs6Ub7EuCLwn9qnLNpHLNpHXTJ1jHuFSM7LEUyspQiKfEokaJmiZUaub9LTNxlE9xjE98j1DbJovxNueTUzXsmYntx5b1fhp4oftXRqnaPuBqoHlBREnbRmay3OeZSS0MHSjA0VbKUuJrq1kMKz8znfnJyTaM3+qM9WL2eUpzQmYIFXdcMwT0migDGWQtBLYrL4YiFU1C2Lsg7Y/0iTaEUcaYyzVK1BSUkSBdnvxoQKzFpe1FjLomr49uSck8WK/VGfvWE/EEDziwnMd94/hV2waM+JZEJPDzfKQBeQLdlV2C8G3PuSZlhPsL90pn6ccDga2zBr53xXPOQPiz9y3pxfua0SikhG3Mpu8qB3n71kl+14m57ukcqEWMadHHjUwf00SshLY+Y9jBEhUSJCyxgtcrTIu4VGkEd/33AYgSASEfvpHjfSG9zJb3Mnu0NlSwpb8vniC0pbYo19Du5nvaV2NSfNKX+Yf0bjWn4z/PXGd+qHXAQJLmB8tbs6KYllzDAasp/scb93l1z9sII51wkpBLnqEclXd/BipTqlrDHjLNuQr533WO87jsTRRtnL+U4++Brvr0VOpvc75aZXd5usL1k0XxPJPlpm9KLbb32uOtYMJj2iRDOc9Gkb08H6gnGm9x6lJULK0HVqDFGiiZII1XGprHWdsl/oSiVZzGDSI06jayn5OW9Ymkcclf+ZVfuY1wm4aJGSqX1StYt60Qj3mmF9Q+MWHXynIZb97hqmaJHSuhWVC3NP6rdwWBq3oDLnzJqHlPaEUfwAhAiV4x9Y5OlV4fyS1j7E2Cd4XyJEHrhY+sPnEjoPNM5i3EWCGjrz4oUxKTDO0jgDBIEV5z2NM0gBmUpQQlDZFuMdmYrfyP/7oaNsDSerFbOqwjpHHkfcHPbZH/TJopePTUvJdp5zdzzi69OzAKlrWk5WK4qmuVL0ZNnUPJnOeTydcV4EGfu9fo8Pt7f4cHuLO+MR/eTlxF4AvSRGK8mHWxP+8uYNvjg+5evTM06WgdeU6aiDBob7vGpbns4XPDyfcloUGBu6SvcnIz7c3tqoh14VWRSx0+vxYDLhL/b3APj65JxpWfH1yRmTLPDH+km4b6xzLKqa4+WK01XBtCiRUjJME+5ORvzVzX12+r0reV2DJOb+ZMxZUXJreMTRcsm8er1330sX53U//8jhMDRuSmXOKcwBhTnsJMyPaFxQ6l0b7gYI8vU9/oLQS06sRuT6Bj19gzwK32M5CqgCOejmoDUX9M+TxvFi/KizR2ss87KmagNfQku5uUHLJqjV9OKISCnq1oSEKEs6ed8QzrnQfVoWfHV4Rp4EPHAaafppjHGORdUwKyumRUkSaVpjEUKwO4RYK1ob1GVmZcV0VQblG60YZgkjKSkaE16rFROZgw8KL875Df64tZZVXfP4bMbD02nwEei6U5fD+JbW1azMjFl7QqrybkGssb4NcCoZBzNTAi9Gboxs3w98aS1A0Rr7S2fqRwjrLStbcFaf87R8xqPi8SsV4HKVM4qG3M/v89vhb7iZ3mQ73iJR77a4uhwX1fLXx4VEfVBe0zLrzqN5ZVX9XUMi6emcoR5yN7/Lh70H3O/d535+j8KWrMyK2tUcVUcAFLbYcMt81+GdtzO+XX2H855xNGIYjchVtrlmP0xSJdBCEXdqgleFFopEJoyiIXvJPsPo+nC4nzLW3AMtg3rfi4uwVGuezBZMywopBM4HnMB1yq1a5h3heLtLGARXjUjra5btY4TQ9KO7NPYjlEhR8vr3ge6U+tJewninW4Bfxjdd/nn9u+7nF7ts/vJDR1yjC+c91lc0bsay+Y7z6t+C98qVd1+AxWjZJ9N7pHrnrc7zcjgMxpVY0SCQwS/Ol8R+QKrGIdmyKxAh0cN7XOcpV9oTFu2TbrsbaJ/86OueNXLDuTmt+YbWPsH7FiknaH2PSN9HisFz21e2YdlWHfzXEylNLEORSXVID4DGGSrbooUiVRHWO5amAjxGO7SU1NbgvCcSbxZT+aGjNoZZVVM0La7jfE/ynEmWXjn+pBQM04Tdfk4ex9B1kWdVRfUKAYVV3fJkNufpfMGiDuIyu/0+9ydjbo+G7PavTqaFEGRRRBZF3BmP+HRvh3lZ8c3pOedlydcnZ+z2eny4fQHrrFrD4XzJ4+mMaVnhvGcrz7i/NeHOeMj+4NV8ukRrEq25ORrwye4O06ri8flsowi42+9xdzzebG9dEJ44Wa44L0tWTcsky5jkOTcHAx5sTUj01fP2+rxuDwfsD/pMsmzDG31d/NRc7zVc3vtgkutoO72BgsIcUbQHLNrvWLQPg7lu+7Tb7rpok4sulBQRSsRomZHICZneZRDfZxg9YBDfYxDdRXadqh/yuljXdGqCYT0VOmTxtWG93jtaX2G7TrwUGkVnT/E9j/tHnT1WdcOjsxnnndZ/ojVb/Zw00iyrGus8dyYjxr2UWVnz5HxOHCmGeUoeg1YBGme7TktjDEnnGRKSj4swNlQqPHC2DFWR3/g9slhzPF9xvFiFJM17VvWKZdVwZ2vEB0pxtiz45viMUZaSxYFg+Wy6wFjHziCnlwTjNus8rQ0KWB6PukS+XEdhFkybIwq7oLIrpJA0rqJ1NbP2BI8jUwNimaKEJpYpPTUkVfl7e7CtOVOtvb7P1C/x7tG4lpP6hKfVUxZm8ZKgAlx0HW9lN/nN8DfczW9zK7vFQPffmymt9z6Y+75BfSds1+J8hESjREaQAl/jpt+f6lWiEj7uf8zH/Y+4ke6zl+wxjAYooUhVghKKe/ldatvw9eprvlp+/ZKhr/GWpV1xWB/x+fILPJ4HvfvczG6+4l2/fwgEkYxIZcpKXK06ZLyhshWNu77i0c8hjHU01rCoaqZlRXNJFth5OF4ueTabUxlLbU2Y46754NGyR6b3SdUOWvZRIsb6tSLqRXhvaNyMon3KtP6cRG3Ri+7Rl3ff7aSuUy1+0ym8xZB3vmXZPmLefMW8+YrSHmNdydVcKd1xycbdtdlGvmNnKnAkFamaMIruYX1DYY4ByNcJrBCd/K9HCEUkemRqi1RNaF1JqiakcvwTEcAd3husO6U1X2DsExAKpXbR6jZK3XxOut14y2m95Fl5TmVbatvSj1IGUUYsNYnUgePjLwxu+zohlgrjLfO2pLA1SiyIuiQr1wnXd2764SJAbP0FjPZSWehVw/fFtY/1ntYFBderzqhsAzfyrChpjCXRmr1+j/1hnyy6Hk9xmCbcHY/58vgMJQVFE3yqToviubmjtpbTouB4WVC1Bq0kW3nO7dGQ/is6Ui9GL465NRqwe9Yj1ppVpyh4vFw9lzBa75hXNSergrJtESIc563hgGGaXMsLK9aarV7Gdi/nvCxfC/X7OYTrJM0bO6OwgftUmEMqc0Jlz6ntlMbNad2Cxi6eS0LeHKG4Gqk+md4lU7vk0T652iPV2yRqi1gOidWQWA7eyd7hXaKwZyzagyCj7j253mYY30aK6yl9W99wVn/DtPmOVI1I1Zie3qGvd/m+a5wfNZkqW8PRfNklJpZYa4qmJY8jVnWLFILtfs6YlFXdcLJcsT3IqVvzHPZ3zTNaD/ZISSL1vJ/E2m9gUdYczJYUdcON8YD9ps/hbMm3x+eM8pRRnjItKp6ez4mUYm/Y53RZ8N3JlP1Rn/s7E5z3Gx5WHCmizonbQyAYOo8UkkS/7LVQ2RXn7TGNK7HeoG1ErQpWZs5xHToWo2ibVPWQKFKVE4k4JFPvKdacKfMLZ+pHida1nDZnHFQHLM3yymRGCYUWmpvpTf5q9BfsJNv0df+9eic5XKca6F5RIV+HxxNMXYXQSBF3Rnym4zK4rksqvndOFcuYe/ld/t3kbxnoAYNL3ZtEJCQy4VZ6i0hGWG85qU8wLpjlrs/B+uBXddqc8vUyEIl7OmcSbwUe2XtKRi+HEIJYJuQ676TdX47WGQpbULn6T8qLyjoXZJnLiqfzBWUTuGqeMI/Oyopl01xwSq4J8YPAC5IqJtU7JGpCKXt4t3jp+ngcxi0pvWPefImWOXSkZkn8HETwTRXE91EZfdM+nlfIamndjEXzNafVP7Jov6GxV8N6AZRISNSEVO+Sqh1i9Sr/pGsd6QZ6k+tdSntO68qN1K8QwUclKPoFOI+WKZ6wCIplj6iTZ/+hYLLPdzrboMK74XfUOF9gzBOa9musPUXKIVrd6r52n9uX8555W3JQzVi0JStTMYl7jOM+qdIkMuqsIC4Khx7PIMponGHeFpw3Bc47YqnZTvpEUofx+O4WZ+8l1qa6UkiECHO2cQ7jPRqBeuG41vfn2oQWQo1jzRG76jQqYzgtSs6LksY6eknMdi9nt9e7Ekp4VQySkKSMshQlZEjQViumZYWxF/d1ay3nRcVZUVAZg5aSSZ6xP+jTuwJKeFXkUcT+INA4IiWpjeG0KDjtvLfWETpTQY20bA0CQT+J2R/06CdxuC5vuKdjpRhnKeMsJdaKsnl/fOH3Ec7b0IXCdP58Ba1bULQHzNtvmTffMm+/oWif0bjlW1pNrGkDCoFGyQQtUlK9Qz+6xzB+wCj+kH50h7RLpNbJ//p5sB6Pa8ubH6JDVZpzTqovML4C75gkH5LrHSJ53WTKMG+f8Kz8F3p6l77e7dAy298bCfajJlOB+CmItSLq8Odny4KFUvTTmFGekcVR4CppTd5B/p47YCXJkyB1mcUR/SRh0ssYZMlmnwCJVhsOk3GO81UZ2vrGUDQti6pmf9zn7vYYKQTWOZJIsawbyq7NfhFhGefDP5FSkESKnovJOtnNUZ6w1ctegvmxGWge6w2VWyFaQd0ZOcYyIVdDYplQulX4Pb4b1O9nMDoumfb+0pn6wcN6w6JdcN5MqezV2Ou+7jGOxuwk2wyjIalM3/tixnhLZSvMa9QDQ4hOjlqzFgQIv1Ud2bsJbfD3MF0IBLGMSVX2yqQn1xm77HI/v8vSLHioHvGsOqC05XPbta7lvD0nKjWjaITueFg7yfsns4YJt8dWvMW0mV25Te0qzptzlmb5Wl+vn2s473HOYTpfpcCfDlCiv7q5Ty+JuTEYvOUoDYv9WI4ZRh9h3IpF8w2Nv/oahg7Pw27x32JdST++Tz+6h+hEiH4u4bEYV7Bov2XRfM1Z9a+c17+nssevfV2sJoySTxnEH6Dl9+UohUJIbafMmm8xG+NLuRGRqew51jeU9oxI9ok6644A9ytp7ILazgLE9y39oa4fwVvR2GcY8xQIXCbrTjDmKU37O6w9QIoeSfRXJPHfdjLpz4cQEEtNrgIcVSKIpQ4CNW3N1BcMdMowzqlsy7RZoYRkFOXUzjDvErCkm3tq27IyFcMoe4/993eLVGu2ejlnZcl54SjblpNlwdmqYJylZPL5ztFaKe/pbM6ibkAIenHUyZpHV56LcWG/lQnm40oEisR63XWdiJSil0QkWiEEtCZIs1fGYC+tL6zz1MZQtoHCIYUg0Sqs614lO/7Se0nyKCLVQbXWOE/ZBnVRe8n/zfuAEqo6c2MhwnHmUUwkr7eWklJs4IXqR7TbuG40dkZpjylN+KrsKZU5pbLnNG4WOlF2RutWXeHk+hGJjFiNSNV26ER1X7HcQsshsRyRqDFaDMEHOk1jLcY5YhUaDK21tN3PyQ/kAVnaKdPmW4yrQUhSPXlrkSzvLdY1rNpDSnNGpiZs827COZfjx02mhEBK2XV2BLWxnC0LwDPIthl3pnRSCLSSxEohCROA69rfWkq0lGRxRNJNAv00JDVKiE3CEynNTr/H/qjPoqpx3qM7A7qqDV4GidbsDnrUbcuyqom0ompbanOxEDLOdYa3DusulH+CeR5kceBJ5XFML41RL2TjwUNHb9TUjG8p7RLrDUooEpmTqz5Kagq7wNBskqn3FZvO1C8wvx8ljLcszZJpO6N2VydTPd1nL9ljK57Q1/33wpGC56vAxrUXsLPXfO5CBKiQ6LyevLcdh0oFUz9XoaVAvQep7wCX06QqeaV0eKYyMpVRuxrjA79y3s6pbf1cl894w6ydY5wlUzlaaCIZMYknG2GX9xVSCHoqZyue8Ew9u3Kb2tXM2hlLs6R1YbHyp+Ojtq5lX3jEIEKtbpCm3Bj22enl9JO3w8SHbQWJGjGIP6Jxs44I/YpkipbCPKWyJzhvsK7E40jUpPM9i/D+eT7pj3F9L+6fThPOWxwNtT1lVn/GSfnfmDWfs2i/ecOeJInaYhz/mn70oOvAfZ/jD8lq6wqW5uCC44DuxCmCMqf1DbVd0KjlRl3Ld4UT42tatwrPnB8wmfLeYO0zmvafN6a8rXlMa77A2kOcmxJHn4ZkKvqrTlb9+WsjECRK09ehKxLL4MGnhKR0Dcu2JFMxfZ1uBCcK21DZtuNQNbTOkKkYLSXGO2rXYt6y+LFWurz8tfZV2iiWCjb3vxTiORrAVWM2iyN2+z1OlivmHXfqYLHgYN5HS4m6LHHuoegge09mc5Z1jRKCQZKw3+8zeMV9ap2jMoamE6OSUpDqYJirr51MhQQn6YyA1wlabcxz6wvnHbUN1gp2vcjWijyK0NcQc4HA58wiTaoVqit6V21L2e1z83kQkqkgcBbm3UiF10ZKXesWU0JsjlHKn9+c3bgZ8/prps2XzJqvWJknFO0xxr+t2W2YMwQCOrPrAKu+wSB6wCj5iGH0gH58Dy1GtNbjfDdmPVgPLZaibWnWStbeBz8yYxh0cvzrT/h9zs+1nTNtHmF9g5IJlb33FhLuQDfreQwrM6WxK3aS4Kf3fSspPzrjUnWJUqLVhsvjCcIO4zzF4zlflZwsVhzMliAEjXXc3R6RdI7cSgroJq9ZWfH10Tl1a9kdXlT5OsX1l0IIwShLuDEesKwa/vnhM04XgUN1ezJkOBlhnWdZ1bTW8fmzY4qm5fHZnDTS3BhdIsN2Eq2NsRzMFqQHmr1B/7nj6Okh++k9Wt9gXBsmVlTw1HEBTiOFwuPo6SFaxMTvSEZ+VXi3Nu39RYDix4hAcmypXf3KDkUiY4bRgOQH6Eitp4vKVkzb6RsNe70PXj/GdQp+3bYOQ2lP8VhyfZNc33ivx/mmGOg+d/M71K5mZQq01EybKdULCWrjGg6rQwSQqZRMZYyiIcPo7WSdXxdSSPpRn514m1xfDcFtnaGgYNEumLZT+p2c/c/Bb+p1oZUkjyO2ezlKSuZ1xaKqMS6Q9PtJTD9JyOP4ue7/20QkRwzjj2jclEXzNbU9x71G4MR7S2kO8Fhat2DRfEMvukMvukOitjp1wLjrVv0YsZZwLzo/rGNW5jHL9hHL9jtWzSPq10D7AJTIiGSfnr7NIP6Qnr6F+p7JS6532En/AqDrHofkVYk4qG75AUrEOG/I9U7naRWeL6P4HrHqk6ktEjV8Z0XB64UndKYOqJp/xvvlRg7d+QKl9onj3xJHvyWOPkWpfcQV10YJyVbcJxKK1ttNx0MIQWMNtW0ZRCmjOGcUZQw7LtU47mG9I1URrTPEMnRHpBDEUtHX6VvNwmVrWNY1h4sVT2czTldBQbjqEgohBIkKXZitXs5OL+fWaMiNYX8D53sxdns5f33zRgdlKzlZFfzDw8dMy4pPdrfZ6wfeEB6WHXfon5485Q+HxyzrhnGWcmc04tP9PXb7vWvxhC5/Om8TG6TOO8S7vtfbv9/1uZ2bV7ykCvnzicIcclj+Fxbtt6EbZRedh931Q3bGuqnaItU7ZGqbVO+En1WwaQjfR0Qyp2otR6uCoqPayC55Nh0vzzpP6yytdazahlXT8NFki4+3t4Ox8nsudFnf0rgVWqTkaptUjd6q8RAg0RmJGlHbFbVbBv7Ve4ifoDMVKgZpFHUGbR7nXQeVSymblmlRcrosOJwvMc5S1A1pFLpISgikVBt85rys+PbkDO89/TRmI+2/UWniOaqHFIJhluI9HC9WfHdyTtG0FE3DzqDHKAtkxWVVczRf8vnBCbOiYlbW7PRzmktdq/Xd3VjHwWxJay1KyheSqRE9PXolzKo0S86bQxpXkXfCE7F8P9XBdTXVe48xDvNLMvWjhMPTuJbGNq9JphIG0YBUJT9IMuW8o7Ql583sOUW8q7d3nReFv5RMCRyGyp7S2BlKZD9+MhUFTlVQ4VrRuobSVi8lU61vOayPWJoVw2jIKB4hhWSgLwof37c6JpH0dY/tZItcXY3PNt5grGFuQjI1jkZEMkJ59V6O4YeKdbd/LZF+XsY8EwvK1hApySCJ6Scx+SugQ9eJWA3RMqOx55yqHbR8SutcJ4zwcngspT2ktIcs22/Ros929rfspP+OQfwhSqQBviME/hW+X+8zPHbDjVq2D0M3qvonZs3nWFdei5+gZUait+lFdxjGH5FHN/m+5dBc75Lr3ctAdF5kzAyiW1ecj2cY32XI3Ze2v2rby/Eu85X34bM29oC6/ResOwNfI0QPJUco/QFp8vck0V8S6Y9R6mWIH4CWiq2kz1byshLcpjPExVW9felnIQQ3s/EL218Se7jG/bl+pgYhh4I/Hh7zXx894auTM44WoaO0TvD6Scx2L+OjnW1+tbcNAnb6wYfp8ohdv+tOr8df3dznrCj4/cExz+YL5g8f83Q253RVcHcSTHg9cLRY8XQ25w+HR3x3PmWYJmz38qC0t78buivXnG/8C9+v9YJ3XEa808suvehtRt6lZeD1XyPEppt+nfihaBNXjcXCHHJU/ldW5sm77hUlEmLVZxDfZRR/wjj+mFHyCamaEMn+S16AM7vicBUES/IoKFmXXWdTd927s7LkrCxZ1DXzukYJye3hMIxzpd7r6ibMwQWRzsn1NqkadvLr17wCIvBLUzViIZ5RuwXG17x7aeAiftRkapDGfLAzoTIhy22MZXfQw3vP3a0RaRQyWSUlf3lnn91Bb8NJ2h32w9+7VvfusMff3b8VuE5aMe4FvlWkFJ/e3MU4x1YvJ9aa2+MhwzSITfSSmEQrBmngWt2eDGmtwzjLjdHgAju8M2a7nwcscGNojCFPYu5sDcnjIOeexhEf7W0xzBISrcnioAbzNhHJmEE06WB/Gi1i9Gv8WN4lglnyLzC/HzPWD+dXLTz8pf/ed8zaGWfNOSf1Ka1r3iiGIJBhcSoytExRLulgVBLW/L2fEEM+ioZ83P8IgNYbBLCyBa1rn9uu9Q2PiscAGGc2Xar0PRQnpJCkMmUUjRhHYybRhMqWlO7lRfSsnfPV8usA41UpsUx+lpXOdaxJ7E9nC74+PWNZP1+pO5YrHk1njLKU+5MxN4ZvL/keyM2aVO+yk/0dQgjO6z9QmgPe9CALlcMl8+YrjCuZ1p913akxsRpvPE2USDs59bSTyw2dK9FBWQSy47CKbhHkNsIrQaTB4nyD9VXwbXIVxhcYV3T+LDMaex64CvaYwjzDuuqN/IT1MfSje2ynf8c4+S2R7PH+GTpvvXR8z+//6ihdQ2kWPK5zHpcfsJf8LXfz26SqjxQpSu2j1Z1XdqSuG9cRcXz+7293DYq2ZVk3fHZ4zD8+espXJ2c8ns45KwpWdUNrLbYj4RdN08GmYV5VLOqGo8WKX+3t8Ku9l3mdecd3+nRvl/Oy4rPD4+DRtCr47OiYg8Ui+HIiqK2lMYZBx2d8sD3hw+0tfntjj0SpV/Kf9JqDFGmklFgX5NRf5CC9LhpnWTWBDhGk6SV5HL/UiVBSkmm9WYQ776mNpWhaWns9aJaxjqJtqdqO4yUlWRSRR89zvAQBopdGAa7o8TTWUjQNrbPXWisHlJGh7t7rTeG9xzuPc91z/BK80zm/8ba73B0TguClStjGuwC1FFJgrcM7v7F4+H7Ft+AdGbhOIxK91XWftruu1Hb3720SNQ6S5lcIMHgfrkttDaVpUULSj2MGScy8rlk2TVDMjBMyHbGV5ezkecc7e/8dvlD4NeszJJghvN27yO5ZtLaJeFVB723jR02m+mmykRUXAam3GYSywxMnWtNLErZ6Ob+97S/UacTzsuN7gz47/XyDVw4+KRJiwa9vBgUgKcNlvjUZbsilQghIkw1Ez7n1e4jNMWRxxDBLglJf5zcixMUxro9DS8nH+9t8uLsVMNP4a+OO16FFTF9PNj+//y7FRTJlneOXXOqHj/U4E5dbolfERSL1fj+UWTPj4eohp80pjWveKI0uhELLtFP1ylAivpRMOcR79Dx7lxhGI3q6j0AybWcUpqB1hpbnk6nGtTwun3DeTMl1j/10H2LeSzIlEGQqQwjBOB4xiSdMG6hc/VJCPGtnfLX8mkxl3EpvM4pG7/2+fp8RiOKWx9MZ/8s3j6iM4eYwFJYaG/ilq6ZhmCRkUfROyVS4gppM77Gd/i0eT2kOKc0hbxr/QVmywTRfsWi+6XxPNKnaJY9uB68m1cn1qlEwj5TDYBopYoSIkYTXCEJi5bGX/FkMzjVY3wQZYTen6cjctT3tSN+HlOYZjZ3hsJ3HSxBVeOOZC4USCb3oLvvZ/55+/AAtX+2x8+cWAXLccN4u+a7O+F35AX+T/A2/6v0nhtGINYeDtWLoTzjXvCmKpuVoseLfnh3x//7sKx5NZ+HZ2qkBXh7JpgnCDGerkofnU44WKx6fz9BSXp1MdX5Hn9qQNGgpOVqueDydMavqbt3hUSJwgQZpyt3xiAfbY/79ndv83e1b9JKI+BV+SgCRDNDDTEeXOEgXIhHXiTWkq7EW70O38CJBu5RMCUEahWK4VpLGBE5TSKau916Bj2U28Ekl135Xz3O8hBBEl5MpH9QEi7bdWNe8KdbJXmPMtWXRnfOYLqn0rlO2EyEJNI3t1O0urolUgijSgWvWGqz16EgipaBtLdY4sjxGR98Hviy6AmlCpvcYxvcYxR8zSj6i18H1L57pa7P713Smvae2lkVVITpe3iBOglBKWdKLYwZxTKwUsVIhmXpNQv99wnsXVA3xYT4X1+PDXQ4hFKpLfYKX5vtR3v1Rk6k3+ZMEv5uQzUshiOSrScZC0BHk/YUcY9eilS9oiL6E2+wSOSkEXvjNvjffuzeQwqMuk0mvOHbVbXdZJvKqeOViSrz/BGodwQsrCGg4539JpH6kCOplEYlKqK7oXAAdBG9KYcv30p3y3lO7msrVPKme8fniC46q42sTqwUSJTMyvY8WGRcgiVCGSNT4ex/ju4ZEIIRmK57w68EnaKEQC8FB5Wjc81BK6y2VK3lYPCIWER8PPibpJ53Zrn7nat/6dUoodpIdPul/xFerr5m2s5c+v9rWnLdTnpRP+Hz5OY2r2U126OneteFEbxtruIn1lta1WCyxjInlmyWIi7bhdFVinOPGsI9WijvjIb04DophZcm3p+ehMNMVZV4sbr0pLq5fSqr3GEYfUqZ/A0gK84Tanr35HLvkxXZS3zVneCyNPWcle2jZQ6+7qyJFiqTrSnVf3QIiQANdlxDZLrEKnanQlaqCEa4vad2y+1rQ2lmQ5L3m/bruhg2i+wzij9hO/ppM30DLXndM728cvO2+3mb7o+qIx+UjerrHnewOPRUSwbcZx51sB85LLBpPjBDZpgv1Pq7F295X73IfHi9X/MuTA748OmFaljTGvHY0rNcFjbGcLFdIIXh8PuPZbE4/STrZ7nAca//M4+WKPxwe8Wy2oB/H/OWNPe5vTdjKMwSh4xMpRRZptvLgi3RvPGaYXigav+rcsij4Sm33MmKlqI3heLXicLHk3uR6Ev2LquLJdM55UWK9oxfH7PV7TLLsOZW+WGt2ejm7/R7fnU1DYlmUPJ3PuT2+Hp911TQ8my84XRUbX6ydXs52r0eiL5avSgoGScxWnpNGEd4HE9+D+ZJF3bwAgr06GmOZliXnZfU8neM1MT1bcno4D0X5budhfunWW91301raxhDFivH2AB0pzo7nrBYVcaKJIg1dwX57b4iOFVKGJOuNVhBotAx8zFSNSdSERI1J1BaZ2gncqI0637DzhLp49esiiyJuDYbkURQk5wXs5L1Nt3Enz4MlQWcLpIVgkmUhkfJd799YjA3PjLXwyLoLuk64bCfwtm5gWBsK/3kakacXzzApFFoGg+rGLTGuDOIR1w6PcTWNW+GwaBG/N3+snxUz2hPM14xzRFJ2D8I3x9s81F+MN3uWXHM/19jXjx3Pqfj9wpX60UIKQSxiUpmwesWNWtqKs/qMwhTvBXft8ZS2YtbOeFI84Y+LL1jZ1TUlukMlS4uUnr6BV3svb/EjGPK9LgQwjkf8Wv2aRCbM2hnzdhHEMy6do+/4ao9Wj5g2UyIZcSu9AVqg1PdfwCqh2E12+NXwE2Zmxjerb19aWzeuoW1aHounKKGxzpCqZCNc8YMVTwgmzYUtaH3LQA+ul0w1LYeLJc57HmyNmeQ5d8ZDBmkCHp7NFyyqhmlZhjnahcr525K7gY78vI2PQ+IikNiyulYy9cKZ0rgFrVtdqrKKTbK0LgZcbXu6LhKw+X7x/zVkZ+3N5jZdqJDMXf9eDdDGiEH8Ibd6/1cG0QekeqcTnfh5PSteF4fVAf/57H9lP7nBSI/IVe/dx7BY18Jfz9P6ucbxYsU/PX7Gl8dnFE177dFgvee8rKit5fFszpPpnJujAb042txHa6W9J7M5/+3RU45XBcM04Td7u/z3H3/AxztbKCk7wQ06lIxESUEkFVrJN17RrPNt2umSkWVdc7RccrBYULbtG14dYlbVPJrOOCsKrHMXXlB59pI9zU6vx36/TxZHtAvHaVHwZDbnN/XVKrcvxqppeDqfc7xc0VhLuk7Qejnp5WRKSAZpwk4vJ4s0HlhUdTd31dcqJDfWcl5WnJUltTXXkkc/P1nw9WdPcc4j18V/EZIErTsvUuOoy5bVoiTJYu5+ZEiymG//eMDxsylpHpPmMVGsSbMYrRXDSQ8dgbyGhLwSEYkckUc3GcUfMoo/YBDdpxfd6mDPCUHlU701wiSPIu6ORtwaDDYUEd2NwZ08x3aNj8trcNUJrKyRX42xlHWLkpI0DgIq62Q16uT169bQtBZjLK21NK3FOs/uuP9CMqU7+wZH45Y07vXiWi+G9x7jK2q7wHuLlmnHufr+c9HPIplyPiiClKbl2WrBWV0wjjNGScogCi3F9d3wcofq+1Wav+823+cYfuhwv0ii/yShhKYf9RlHY5ZmeeU2hS04bU45qo85qA/Z8lv0de/apr0XnQjHyixZmAVPymc8KZ/yXfGQlV3RvtFf6vnYLEp/ZsN5fX9pNLnK2E12+KT/CQLBt8VDjqojnHebSdXjqVyFbS3fFQ/p6R7387vcze8SyQiJfPd5A0FfD7iReG6mN7mV3mTWzliY5eZar7lwS7PkafkMgcDiuFmfMI7GDKIBmUpJZPLWnSrnHc47WtdSuZq6E+QobcnKFFSu3KiVPeg9oKff7GO0VvMrmqarNnuGaZBWdl2Ft2zbDaxnrZ72TtevG2OxHNCPHnTdoBopYkpzSGPPXhBTeO3V6PhOL/z6J57qRAcp7Ef3Op7U32wSqQA7/PnC2C6H9Rbrgs3DaXNKpjLMxnD3LbqSCFKVMorGPMg/IBYxd/N7RDL6k0monAsImHlV83Q+57Qors372eyj61CdFyWPp3N6cfwcZLZsDWergpPVitOioGpb9gd9xnnGJEuZ5NlGIv1do5fE3B4NuT0aMskzVk3DybLg27MpD8+m7PR6DNOEXvx8EcZ738HtWh6dz/jD4REHiyXewyTP+Ghni9uj0XM+m6mOuDHsc3c8YjvPeTKdMy1Lvj0757uzKQ8mYwZpyjB9WUUy2Ne0PJnN+ePRCY9nMxprmeQZD7Ym3N8aP2f8q2Tww9vt99jKM/px3CWwJU9mc744OWGv32c7z166fkXTbBLEp7M5Z50hcB69uRDV1pZiUYMArRVChkTXCkHbBJSUUgqpBFJLnHMsZiXFsqZYVrStJfEgpURHiigOsDXTWuQLyqkChRIxsRwTqyGJHIbvatL5Q+2Q630yvUemdknUGCH097LZkSJw0Xx3zS7f+YGb9vxMcPnnomqYLSvq1mBMKE6t7/d1cV/KYJekOzRZa4LqtLHd+uYF6GkkM3p6m9aVLNoDBtEhlZkSywwlkleeayi6ttRuwbI9YtY+xnlLrnaI5dXqvG8bP5tkqraG87rks/Mjvpqfcbc/4k731Y/in23C8nOOoOJnaY17L92PX+J6oYVmqIdsJRNOmpMrtylMQW1rDqoDHhdPwoJDJqi3MLvzeIw3nDbnPCmf8McyvHcZAAEAAElEQVTF5/xx8TmFKYK31E+9qnzPIRBooRlHY34z/DWZSiltybSZBm6Yf96DylnHw+IRhVnh8ewmuyihvpf/lEDQ0z0SGXMrvcmD3n0eFo8pbNktNC+itCVt3VLYFWfNGTfTGzzoPeBOdpudZJsoipBCvtWC0nmH8YaVXXHeTJm2U86ac07rkJgvzZJYxmwnWwyjIbezl5XcXoxUayZZyslyxaPpnJNVQaL1hm9wtFwxLSvazsbifWDhlczpRXdQMu04ez1Oyv9Ca2fA9TgOP9eQIkLLnHHyG27k/yd60V3y6FZH8v5pO7xvE8YZaldT2IKVWVHZ6lrE/KsiUzmxTBjoAQ96H5DImOQ9W4D8kLEWaVnWTfCBKqtrc4wux9rO5cl0zo1h/7nnctm2HK1WnBRFMOGFYKjbiUW8j0d4P46JxyOezBZs93KezRecrFZEJ5Kvtifs9nvcm4xfTqYIXaLTVcE3Z+f867MjZmWAqG/3Mn61u8PdyYhUX4hnpZHmxmDAbFKx1++RRpppWVEby9enZ9wbj7i3Nb4ymSrbltOi4LuzKb8/OOLRNCRT4zTlw+0tPtjeYpBcvE5LyTBJ2e1btns5oyxlUdfMqoqH0xn/+vSQ395wjNLkpflr2TQ8PJ/y9ekZTzrlROs9+TV0wJx1tI1BKolSMgB7RRDbMMYQC02c6S5JElhjWS0qrO1gf5EizWJ6g5Q0i0l7oTNljEXb5+cKIRRKJmRih0F0j2H8gEH8gJ6+QbJR44tQIkKICPkDmJy/SeDl8s+LoubJ8YymtQgREqWqMXgfniFBqCN0p0b9lCyJQjJlg2CIUvIlRFUse/SiPabNQ+btM/rNHoU9JbVDEqVenUzhaF1JZaYs2mdMm4f09C6DaJ9Y9t9LUee9JlOXJ4bLIiZvxnx21U4E1nsqY1i1DYumpnnL6s8vcRGbztQvkug/asQyYjvZ4oa5wdPyGRK56VaswxE6DEfVEZ8t/siik9Me6AGpSomERokLRR/vffAm8zbIrruG0pYszYqj6ojD6ogn5RPOmrPN+wz0gIHuU9qKuZlfE/L38431tYhlzDgacytr+LD/Ia23HJQHnDanL13jRbvAuJaHq4eMoxE305vsJbtEMnpun29zDJpArt1P9/m1C4uewq5YmiWVvRCkcARO16L1GGdpXEPtas6aM8bRiL4ekKiYSMYoITcds7Xa3Frifv25m44PFT77gkW7ZGmWLMySWTvjvA1JZV/3SFXyktrhq2Itib7Vy9kf9GmtZVpWlK3ZkI/3B31SrRml6XspbEkRHnwJE4bxBxsISqxGlO0BpT3C+vqtfVR+upBomQcfqegOPX2b7fRvGcYfE6sRWqRvhMqGe7uhsiULs2BlVjSu2RhXA0QiIpIRo2jEKBoTy5hIRC99JutxUtgVi3YRoJ+uwXjbQdIlWuiQeMfbTOIt1kbXJ/UJJ80xhVlR2JLvim8pbcFJc8Lv5v/KQfXsOfnonupxM7vFJJq8dC4nzTGn9cmlznEY33vpHjfSm8Ti6ur/0iw4qA6obMUoGpHIhKVdUZjQcTed6b0SimE0ZKCHG7PvdbFkfQ8VtmDWzijMispVGNd28+96TvaBMyoUucrJdc4oGjOKLjhEpjOLrUxQsWvfIZGCkJRUrWFallSteS5BitRaKS1wqRZd4vbZ0THGOj47PH7O+Bc6qF8H84uUYpQmQbk4SxlnF/fq5W6CFIIbgz5/fXMfax1fnpwyqyp+f3CMcY570xk3hwMipYKxcacEfLhYcLhY8vuDI86KgmGS8OH2Fr/e3eHmaMAoTZ4z4w0CFJqdXo/f7O8yr2u+PD7ltCj48uQULSX3pjPuTaZEKhx/EMryGx7Xvz075HCxIup4nJ/u73JnPGSSZc8JbQQ+jqAXRzyYTPjb2zf5/PiEL49PeTKd8Z8fPWZWVZyuyo1psHW+KxYtQ2fufIpAMMkz5tX1YIjDrR53P94Ln0EUeE5Cik7Nz6G7ZAkBbW2CWIULnKDJzgBnPb1BStZLAncq0eS9hCjWG9W/dfT0TW7k/xHw5PoGPX2DPOoSKdFD/YDFiXeZ88N8IrokqqUxdsOFWsNU6cZvHCn6WUzVGEQDZd3StAbzwvo/0xO2k49p3Yp584R5+5QnxX+jMKf09T6JGnRKrmFsBPW/IKe+bI+Yt0+ZNt9hXEWqRuwkv6Knd94LWuC9d6a8v/B7WCdJbwohgnFeriN6UUw/ipFC0rhOZvSXrtQ7hXf8AvP7CSKSETvxNo2t+TL6Ci11gMxckcwc1ccszJKD6oBHxR47yTbb8TZ93SORyQb251hDuyoW7ZJ5O+ekOeWsOWdplqy6hbz1FoFACcV2ssW9/B7H1THlqvyTT6bWESTHE7biLX49+BWJTLDecN6e4zZclxDrxeh3xUMsjmbYMopGaKm/dzVqN9mlr/s0ruG8mQKC1pmXOlTrTlJThe2+lt8QyZhUJfR1n1zlnYlo1CUZMsDfXEigjDdUrqKyFbWtqV0dPK2c7cZVeM/WhQWmfYUP1qsi6pSXbg0HCALJ/nRVcF6UKCUZJgmf7G6zP+gzyd9u328KJVJyfZNIDkjVDsP4Q47L/4Kv/onantP8iSRTEkWiJvT0HXazf89O9u9I1A6p2um8W978sDbesDJLTpoTvlt9y9PyCQuzoLCrTaGyp/v0dJ+Pex/zUf8ThtEApRXqhY5X61rm7Yxn1TO+W33LYX3QJfsVdPNDSBpG/OXor+jpHkpoFIpHxXf88+yfOsPvFQszp7QlB9Uz/n8nK6KOh7e+e25mt/hPO/9nxtE4FALwtL5haRb8Yf57/nX2L7SupfVtJ0ss+feT/8AkmryS0zdtpvzj9L9x1pzyUe8TxvGYJ+VjDqoDll1ymMiEVKU8yD/gQe8D9pI9EplcJFNdMWLanPPV6iueVU85b85YmSWtM1hvsN18oTsbg/1knxvpTT7qf/xcMhWU4QyNsd/rWbqW7F42TVcovthXL47ZH/a5ORiw2+uxrBu+O5/ycDrjHx8/I1Jqo24MXQIhJZGS9OKYYZrw4Vbo2nyyu80gidFXIB2kEOwNevz9vbvESrFqGr48PePfDg755uycG4M+u/0egyQhiyOqtqVoWw7mi+B9VTVUreHXuzv8/YO7/NWtG+z2eqRR9JLYlwBGWcrf3r5JrBSttZwWBV8cn/HwfMaN4YD9QZ9BEpLIygT10KPFkmeLBdOyYlHXfLA16RQLb3JzOCCPoueUA9cRK83Hu9tY76iN4ZvTc57MFpysLrpcgw7GWBvDsmo4LQoOF8vAA+rlpNGYb8/Or9UJ3Ls5ZjgOMLHN8XRS1d55hBRIte7C+I0wxVr9Dw9KS6SSG4l0pS5+vhzD+MNOCEqgOy5USByin2XHO44Uw15KUbcsihpjXUiABVjbGVtHijTWjPsZW6OcVdmwWAmKqmFZNi8JgeRqh730UwpzwpH8jHn7jHqx4DT6kknygJ7eJVFDtEi65kxL4xYU5ozz5ltmzWMqOwcEfb3HXvZbetEePylnyjrHqmy6k6+YF3UHKbO4brBEWnUZZ8Kon9LLEvI0IrpCujNMDIpBlDBJMwSCZdvQ2Nd7eBRVw3x5ffWV/y1FVbfMlhVH5wuq+npV6l/i+8d6oTKJJ9xMb3Anu8NZc8a0nb60be0uFselLZm2U06iU3KVEcv4uWRqDbtZ2YJlu2TaTpm1881CBUI1aBKPmcRb3M/vcr93H4HgSfnklcqCf2ohhEChyFTGXrKL846z5ozClJy358zb+WbbdQfwvJnivGOg+2zFE/aSXYbRkOh7eLqlKiVRCXfyOxS2oFfkPJYx83b+nFHyWhgiKA2Gz2ANWcx13nUiIyKpN4vNoFh30ZFqOqXG1rWv5cKF5/jbLfaUDICQQZLgBgHX3nb+LlpK+knMMEsYpAnxW8BQrxMheQwS5kokaNnDe4sSMYV5yqp9FpT03ALnDZ6fyzwmUSJGiZRYjUjUVseRus8k/S3D6COkSDqO1DUf1H5tYxE+c4ffFFTWn7f1lnk746A6QArFnewOqco288R6nJ23Z3y7+pbD6oBpe47xJnSxZBSEMRAoqTYyHWu46QW/aYTzDoGgcTUCQSITRvE4WARcWnyEDtnzVfF1p6ene0yiCauuq7QwCxZmwaydBTnxV0TjGs6aM56Uj5EottotSlsGWXCVdwWq0Pk9qo9ofIA1D6NRUJpEUtmKpVlwWB3yrHzKzMyIRMSo83UsbclZc8bKrDZJneyOed253nw0a3uRTm34+8TaqmSdlLlun8u64XC55KwoqE0g4K/Viou2RZmX10LrztRZURJJxbJuOF4VQUBBCrbzAHlby4ivx2I/jrk7GVFbw6yqyeKI4+WKZd1wtFwyLUuSKNokQK0N/lBla9juZXy4Hbo/f33zxgYW+KItzPq9Uq25NRzgvWdaVgjgaLnivCg5XRUsqpo0CopwxjlaaynblqJpGSRJMCLe2+Vvbt3gw52tcD7q6uKEVpK9fuCJniwLFnXN6argtHuvVdN00upB8W8t0T5IE7byjPuTMUXTcroq3tidEkJsxCNeDN9Z6iAutt38/oprdJ2IZZ9IrsVffhhV2PcZSawZ9VNM559lnSOJO0nyThE2iTSDPGGQh8R9/VhrrUMpRRo/fx/GqocQ+0ziB+ymnzJrHlOaM2btY4yvWagDYtkPin8InDc0bkVtZyzNMZWdk6kxPb3DJHnAML5NIvtvLcxxVbx7MmU9x+dLHh1O+frxCV8/OQ3JVdXgnMN1soaDPOX+zQmf3N3l3o0JN3eGVyZTECaGYZywm/U4q0pmTUVlzWslx6eLki8fnTBb/XksFN9nNI1hWdY8OpyyLP80Krx/DrFeKPd0n/v5fVpn+Gzx2ZXJ1DpKW2KcYd4uOJCHgdvznFBC54vWLZYC5Kuh9RcGgxIZ3Mez2/xm+Ck30xvspXss2vmG7P2nzEV5MdaLtb1kl0/6H6OE4rP5H59LptaxVrh7WDwkkQlNv+Ejlby0aHqbWC9Eb6Y36Ose42hMolIeF495Wj57bSdwzXdbc1ECzLlT41pXNrvt/Abq5zbQpR8idFfh3u4FI8naBKy7lkEFsWja955MrUN0MLlMaFSWMog/YN58yaz5kkXzLYv2G4wLHYWfXGGC0ImK5IBM7zFKfsUo/oRedI+evkOsBiiZvfUDWogwb2QqZzveJpFx17nsBbllHI+KRzwuHnPennPeniGFYD+9sUkGQpJQcVAd8G+zf2HeztlKtrmT3WUn2WGgBwgEDsfKFBhv2I63iWW8WaTdze8xjifM2hmzdspni89YmiU30pv8x+3/A/vpjeeSqUQmjOPJ5ncCQSQjBtGA3wx+y+3sDmfNKafNKV8uv+CLxefXvialLXlYfMfcTLmb3eN+737gX4mY4/qYk+aI4/qEf5v9K5nKuJPfDV1nIViaJY/LxzwpH3PanNLTPX49+JSdJHg8TZspf5j/jqflE1IVunQf9z/hk/4nZOr9kNKvirXy7/oKrpOrZ/MF//T0Gb87OOJwscA6yzjP6MUReRS/dO+tlTVbZ5mVFfOq5quTM74+Pac2wYT3N3u79OLopUQn6qC9H21vkUcRH25P+MPhMd+cnnOyWjErK847XpjuPK+GacreoM+vdnf41d429ydBCGKQxM+p+L0YWoWCzJ3xiP/0oeD+1og/HB7z+fEpJ6sVZ6uSeVXRdiqhQeY84fZ4xAdbY361u8MH2xPuT8Zs5dlzKn4vhhSik4hX/Hf3b7Pdz/n9wRG/OzhiVoVrtKhDcSCPo5CsjUZ8vLvFreGASZ7xeDrns6Pja0P9XhnvPdf501LATDt/sSyN2Z30N1wpBKErt1Y9VEHlT0pBmmi0loE/ZS158nyiqkWMlIqt5CMADtXvOSj/lcpMmTWPmfOk85+6DPW9WCMlssdu+mv2079gO/2YTE2+l0DHc8f2ti+wzlFWLbNlyZePT/j91wd88/SMb5+csqoairrFdeawWRLRzxOmi4JV2VA1LbprX8aRfq66EBL2cLEjqVCd4e6a+KmkfNkvipBMffbdEYeni+9xGf48w1hLVbeczQuWxfecGH6Ja8ea95KqhP10r5MtLylNydIsWdrVS3C0FzsXbxNaaCIZRC9G0YgP+x/ycf8jJvGYoR4yiIbkKmMhl2+t8PdzDikksQgLzlvZTQAWbah6r2xBacvNtsYbjDUc1ScooTa8Ewimvlq+3VR4ubjT1z16Osd1yVMiEyIZM23OKWxJ42paZ16ScF0nVC/CAt8l1gvYXOWMomFI7K6JoV9zImZlxclqRdG22E69DKDBUjQNRdOSaEX/hQfcBR7m0rjaXJ/rKqJ2HlBotM5I1TZKpERyQKK2SNUWtT2jsmcYX2BdueFUhY7V85Cp9xcydM+IO1hNihYZkRoE02B9k1HyCYP4QzK1R6pfNmN9i3ciljF93cOzyzgaM4xG9HUfKWRnWOk74ZpnHFTPuJvdw14S7KhsxVlzwkl9tOFPTuIJ9/L77CV7DKMRUgistyzaBZWrGUUjlLgY/8No1L3vgJ7ucVAddMWh4DN1N7+H4PWKmArVQY0TJvEWmcqIZMRhdfBWAjBByjhwi8bRmLvZPfq6T6oy+rpPT+fM2hnH9RHnzTkrswrdPKWobMlJfcysneK8pad63Ehvcie7gxCCM33KeXNOaSukkCQyYaiHbCcvf4ayg9Np+e5KoBDuU6UkiV6bmgrmVc3ZquCPRyf8y9MDjpYrRlnK7dGQG8MBkzwliyJiuTYovehyGOeoreFkWXC8XAVY4PmUr7LwmnGa8tHO1kvHoTpVwEmekccRwzQhjyK28ozDxZKTVUFlDK2xAWGkFNu9nJ1ezsc723y8s804S+mnMUXb8qxYkCnNdpZvRCgqY5jVFcZbejomiRR3xiMmeUYaRQzTlIPFgqPFKqj3GUOkgofW2j/rwdaET3a22ev3GGXpc95SV4UUgkRrIim5PxkzSlMyrenFEaergrMi+Ol57+klMaM04+54yEc7W+wN+vTjmCyK+LvbNzeJ443B4CVBjjd+zq/yG/0BbXx+bqFVSJSSSOPz8Cy6KA2z+fnyeekOcp508vYvnvHasL2vdzdJk0CwaA+o7Rzjq87UNzxrg/dsDyViEtkn19vsZ79lN/2UXG8TyfT9ne/bvqA1lqPzJd89O+MfP3vMf/3sMauyZtlhIteJFEDTGuYrzzdPzziZrlgUFWkSYH5boxytLgZogMIEVb/KGLSQDOPQnq6dIekI+S/G+aLgs28P+ebp6btfhT/TCK1VH1zHq186Uz92KKGZxGMioTsZzoyvV1/z9fIbWt7fIjpVKQPd55P+x3zc/5gb2T430v1gVCs1qUzoRwPmZrlRg/tzCi0142iCFJKFWXQdqMc8KZ+8tO1akCKRga/kvONGuv/WydTlWMOjtuJtEpmy1cE7n5RPeVw+4bQ+YW4WNO6HuwfXi93teIu7+R3u5XcZRtczxmyMZVU3fHlyyj8/OaBs2yshfeMsZdTJD78cV8mZv+vDXyCFJtP7RHLAIH5Am/17SnNI0R5QmKcU5hmVPaWx57Rr80be/7iWQhOJnFhNOvPLG+T6Frm+Qap2SfUWkRwQyQFKfD8CuBSSRCVoGbpTDrcRnIDwjNyOtzG5YdbOAgfKVc+ZVi7NksdF6MTEMmYUjfkg/4D7vQekMt3wnTyeSERY70jU2y0Uf8yIOoGM29kdbqS32El2iTq55910j57u8bB4CATI9NIsyFVOKlMa33TzgaGvBww7IYv1OiKSMcNoyCgaszAzVnb5So5e1NkHJFp9L19LgEQpBklC0vFHns0X/MvTA/756QG/e3bEVp7xt7dv8tH2FvcmY8ZZekl44uK9Q9c6FLjndc1ZUfD/+uyLzgOq5MuTMz7e2ca8RnxKSUmiNbv9wHn6YHtC1ZoAM+yS97WPUKI1iVadQEYCAmpr+Wp2xj8dPeVGb8Df37y7SaZmTcXvTg9Ztg0PhhNu9PpkKmKcZXy6t8ud0bCTWzfBDLxDIEkhSJQi1pp+EjNIYlL9cnftdSGEoBfHREqRaM0H2xNqY2lsx3nzYbEfK4VSoRuWRRHDJPCpBklC2bYM04RhmjBI3t+i+3+L8SYVwOu85nJEMqMnFFokDKPblOac0p5T2zmtK7HdfSyFJpIZseqTqUn40hNSNUJ/z/n6xXiHZMpxeDbni4fHfPX4hO+evdps0TqPbQx1YzibF6SJ5tbuiEGWkCYXzsah+uRonKWyhsoGM7xIylB1KQvGSUqUZC9d4LJqOTxb8ORo9ran8kv8Ej9oBHx/hhYRDkeq0q7C7FnZgpUJ0LPWtZvO1OWO1fr7erEuhdwoWOmuuxIgNmO24y0+GXzCrwef0FM9erq3qfgkKmGoB0zVLHRr/jwaU5sIHLUMJSR3sjvYzodp1k43yofrWHPUnlUH5CpHCkmm0nBN5dUFmzfF+jr3dE5P52QqYxAN6es+mcoYRQPOuqp5EKhoNwISa05XWBitNR/9JcCU2HBApJDdGJAoodFCoYXuFt8Zo2jETrLN7ewWN9Ob9K/hMQXQWMOsqpiWJedFifGOfvIyB0K9oirfsXnAG6DF0yB8AmK9AAkqbnTGuhdf/oUvdUlVSRGrIbEaAPsAlOaYXB9TmCes2sdU9oTantHYOa1bYn2F9waH2ZjuelwHmewMeDfvdXGFA/9g3RlTnVm8CgaRMt90xzK9R65v0tN3yNZyxKp/rWt8nQjCMRfKn61rKHyBdWYjprAwC9pOFbJy1UWnubunK1tx0pywNEsSlbIVb7Gd7LIVb7/0ftcxdP6pQwvNMBqxk+wwisb0dbjeHk9fhvsrV3lHNjdUtqLtbCG8D1xFjwviGkJuVIOBS3NqGJf+NRyuddKRRRG9OCLRmta+vRiFEMHrabffo5fECOB0VfDZ4TFfnZzybL5gr9/j13s7/NXNG9waDZ6TAL8qXKeAPCsr/vXpIUoIijYYcc+r+rVy9lIIZKek108SYPDKbV+M0gRhitOy4IvpKa1z/M3uzc3fvfe0ztFY23WDwnVcc5b2B+/v3nkxxCb50wEyOHq5sOQ6Ptq0rjgqltTeoFTGJMteUTD6Jd4l3kUx902hZIwiJpY9+tE+rVtR2Sm1XdK4FW7NIReKSObEsk+mxiRq0D1T37/X39snU63h2fGcPz484mxevNVrZ8uKLx4e088S9rb67IzDgHV4GmMo2oaybSmNQYpwUY/LFau25YPhhGGcfu+q0C/xS/zYoYRkoIdEMiJTGXfzuxzXxxzXx0zbGbMmwNIKU9D65rlF9nohHcmIWMakKqWncvq6zyQaM4kn7CY7bCfbwRBWD4le6LKECvWIvr5aBOPPJbTU7KW7xDLuZOOXnNSnnDQvd62nzZQv/FcgBH3dQwrFKBq+lc/XqyJVCVtiQioTdpMd5mbOtJmGz7qdM2/nnfT1kto1QXGwUwEMSbXrEieB7OBSsYxJus8/Uym56tHXfQbRgKEeMIgGHdywR6+Td06vCWGojWVe1cRK86u9bfI45tZo0C2uLiLu4DdXhm/xvsK7M5w/RYgtpNoDPPiakCilICIukioAi/cN4MPfefUCP5IDZKRJ1Ih+dB/rK6yvsa7EuILWLWncDOMKrG9wvsH7FtclWOHftoMErhMo1UFHggCGEilaZmjZJ+oI31r00DJDiQwtc7TsoUX23qWIPY7WG5ZmybPyKcf1EfN2zsquNqqNa8nzw+pgkyisk3CBwHhDYcL2eTdPROJnYSf5TrEuSOXqZVGIdYiuyOQJcF7bJc3rIsPKrFh24hdNJ4u+vlbBWmAeiiq698oEUwqB6MRYdvt9FnXDWVHi3tK6RQrBJMv4YGvCJMuQQrCsa57Og3Kd855+t/jfH/TeCGuDcCdFUpJFmlgrtAoFu8tJzE8RwzjlL7b3aJxlGCf0ophI/nxU59YQyeNyyR/Pj8l0xCBKGMZ/Ov5nv8Sao56SqQmx7Hewb7f5qxQaJSKUuOCF/hDx9smUdZxMVzw6OGf+lqIPq7Lh4eE5O+M+q+qSKpPvvOy9x3rXqfxIJLBsG5Ztw27W+8V49k8wBNDXffbTPSpb07h68zlmKiPXOcNo+FYwK4Eg1zk7yTZCBK7Iep9CBKWqcTxGv8UiQgpBpjLG0ZjdZHWlR88kDlK+gbB4/RtSCkmuMzKfMtRDbme3OawOOagPOa1POWvOWLRzFmZO7Wpa12wWSsH1PCLuZIAzldLXGSPdZzfZYyfZYyfZ6SrPjnWV39NuHqJ5x92qXY0HVmYJWEbRiEncp6dStFTdNVzvY73gfZEPc7WSkBAC6cPCZzfZ6SSYX45RNKKn+52e2NXX0HmL87bjnknEK97zxVBCMYpGZCrjvDll2U7JVEIso64XcfH6tU+OcYbGNbSuvVaVOVwj38GSG6xvOlW3eCM4EHUy533dY49dKlsHBbNmxllzznl7zrSdMm/nVLbaqPQZ327kztddKC0USmgSmZCplEyF7tdADxhGQ8bRiEk86XgkKfE1BDXW90prLY11LKqaeRXI5r04ZivP2Ov3GKTpc5+QlOI1AhRh7Di/wNlDpJLgx3gM3s0AhZAZwsesHzseC77G+8Btk2qn+9vFZ73m0oLfXOdYjp/bxvkW62pat6B2Z7Q2dKmsq3G0Ha+q7b5CYrXm/EgihNAokaJkSiRCshSrIbEcoWXeqfL98AlJ6wwzM+WkPuFx+YiD6oDSltS22hRXbJdwl67qOprr6xPCekvdzR9BOjx7bwTrnyKkkF0RKUNfOo/nuktdh4lOoMdvyOYJk2hCYVbMzGzDrVp7us3aGfN2RuMaRtGY7XiH7BW2AmtPnFGWcm9rxLKuWdVNMBi9RgggiYJP2/6gz53JiFHnAxWKGRVF0wYVZCXJO+7OVTzxdazvY+9DQWTVtBt1OtmJRigpeB/1Z+89q7ZlZZqN9U1jDbW1LNsGewlK2No1wijAbhOlAw9eyOfmE+c9i6Zm1TZBiKAzu7Xeo6VAC0msNIlSGO8oTTg/u+7gd4IGuY5IlEaJMCesj6txAda3HimRDHwsLSRaBrXo87ri2/mUz89P6UUR22neyc0r4u67QFCY4DHmunMPzWBPrqPucwqc/sK0LJumS+bD88A6361Tgh5AotVPnlRefo5drBkuPkPRIQl+7sqB6+NSIkLx7mJS7yPe+gnhnKdsWuZFTdO+XVWmMZb5smK+qmgvSZmHhWzEILLkOiZVOki1XlK1kpcNFn6JP5lQQvFx/yN6qrdZCFz8LQgnbHWLweuGFpr7+T16qhfgLs8t3MPtv5vu0tPXV2SKRMSt7CY9nfNR/0NWZvXSNjvJDtvJFomK37lDKoVEI5jEExKVsJ/sBf8gt6KxK1oXqu2+M+qUIkbJAVqmKBGhhUdSEglHrib0dJ9MxYAPlXdq2FTfA6Z+pBN+1f+IW+ktlnZJY5dYtyCWikG0xTjeoa8zwmK4xHuDFBlCxB1MymwmXSE04opJSyDQUnMru8l/2vk/sjTLK88/ljG3slvoTgb8qjCuonaLcL7dectukX2ta4xgJxnxq8FdPujdofEOie6O/fmjHkYDtuNtBlH/WokIgPMG61uW5pBle0gv2mOgb6BlwlV+H1oo+rpHJCIGUZ99GxLbplv0rrtRYXEceAprEZO1yt8a2qmlJhKaSMZdtyoh6RJGdU3ogicsZM7LiqPFimlZsurkgI+XKwZpwrJpGHeV88sSx/vD/tXdqS6ZFCLhOThf163yvgWnAI0QEd5bvF/g3RLvlwgRo/kLlM4Ij6WLR1NQY2ovPdg14tLfBQopEyIhkDImUW23/3AfhO5NuLZhPLtOIGMDoO32qZAi6iqZ8SaJeh+yudeJlV3y5fJLHhePKOwK5z13s7tsxzuobjG6MitWZsVniz8wb18FbX9BfvmHP/QfMC6geG+7oBvoIffy+1hvOWvPOG1O+K/n/6WD9Wq8d5SuIlUZN9ObQcXwkvHwVbHb7/G3t29SG8vhcsmqaa6FmtYq+Lg92J7wYHvMTr9HooM0vZSi83oTeKBsW05XK86LHuMs64QqXh2tszyezvji5JQnszmtdWzlETcGfYZp+laCH68K5z3fzM/43elREKxxLhivIni2WmwSJ4B5U/PdfMqjxZTHyzlKSv5m5wYfjbfpxzF5dz6ttfzh7Jh/OT5glCQM45TKGArTMohjJknGjd6AO/0h06biy/NTTsqCwrQ0zmCdZxAnfDze4u5gTD8K0OTDYsWz1ZyD1ZLDYrnp8m+nGTtZzihJGcUpz4oFX5yf8s38nIfzKYnSWO95vJyzm+Xs5X128x5aSP54dsw3s3NaFwyb13L2n0y2+WSywyCKyaOYh4sZ/3T0FOs9ozjFE2TtI6UYJyl7WY/bgxFb6fv163vbCHOixXVzq9+INqypBarr1kebufGXeH28dTLlvadpLVVtnkuIrhPGWIqqpawbrL3A8QohOqJgRNLhd9eVp+DCrUjVny5U4U85NlVsFzhtrbNd9dxvKlTrCLAksakyxUoRS8XN9Ca30puvfBiatbxrU9Fai/FuUwFaN2WVCJW2sE/NTrzLfrr/xuNf77txwSsjdD6v3neqBgyzCUqI5x5ga2x1YRpWTUMjW3pR8DCobMd96Yi6kQzKR1EnJ13ZNhBsu85rJGU3nlP2k4sE0voFxk5xvsD5GjooipQ5Wm4hRdYdS41xZ1i36uBJFi0c4LB+hXWzblJ0ISHzhlxOGGU3QCjwBusXtDYscIXQSBmjpcD7BusWOF+jZUj8nCtxvkIIBahQq7rCm2n9wN6Ot9iKxx3s6KKydWlEdf8PfBbrTMdRubjextfUdoGWSaekpvDCb/aylgpnzQV4roMVxuE46hGLXVI1JFGjTZs/vLd77li6nSCQl7rffvMeouNUrM8l/MV0RoDfIYQkV1tIrzf8i8uhpUaju6r3iJ86fHfvLqqaZ/M5RdNiug5V4FlURFKyqGqUlJvCQT+JGaYxXAn1kyDWHScD3hLGYIlzZ3hfhW2Q3TiscW6Gd/OQTMk+Ut1FYeGFB3cY88uuwGDRcoCWo01CJYREIVEiIuKn4TqsK73dT1zu7r4pCViPucIUPFx9xzerr8l1j514m1vZbT7uf9IpREacNaGTfVQfXVmMCKM43Auhm3Wh9PdezvO97el6EerjsjvXt0umMpWhkz3O2jMUKkD62nlYb4iIVGUM9ZBJMuFGdpPb2Z03ohm2ezm/ubHHeVny7ek5xrqgemctrlPAXD9bZPcciZRikMZ8uLPFX926wf2tCePsAoKbas04TTmJIs4pmVc1351N6cUxjbX0kyTQHrrz97Dxn7LOsWwaPuuUAJ/NFniCUe6DrQnbvRx1hbntdcP7C2GwR4sZ/3T0DCEunplaSBZtjXEXa8HaGs6qgq/n5/zL8UGANiYZ+70BiVLQCVQY7/hmdsb/9ORb7g7G3B2MKE3Lsm3YSnMaa8l0xHaWcVaWfDk95elqEZ7nXedpGCehkyQVN3oDch1xsFrwh7NjjooVR8UydI2kZNUbbD4fJSRnZcHD+ZTHixmnVUGiNNlCh66T98RKkesIKQTfzaf868nh5hzDOsh1nbGYm70BidYcrBb854MgfHR3MArv2zYkSlPlfSKp2M1/2Dnq4hnmLkGczQbiHFRBQ5fecqGIGtRow2uDf96w87bqhzn7ZxDWBTSIEKorkMoNyuA6EdasdnOuoWCtu319v7LTW2coopsgtJIYK+At8qnwWvESkTkQFS21NRgfML6tCw+BnXTI7f6ISZK9tuX9S/ww4fA45zkulzxazjgoFhyVS+ZNTWUMxttNBT1RmkxrJknGdppzbzDhTn9EojTJa9ras6bi2WrO0+7rrC4pTENrQ/UrVppRnLCd5jwYbHG3P2YYJwyugW2eN9Vmv09XC87q4oV9K0Zxylaa82Aw4V5/zDBOn9t3bQ2lafnHk6f8w+EjbvaG/Ifd25TW8Pn0uOP1NWQ64m5/xJ3+iFu9IZFU/O7sgC+mp6zahsoa9vM+e1mfX413+NV4dzOmW3tM0f4B6xbgDQKNlAlKDLEqVO59xwEJVaWWxq8AS6o/JBZ3aMxjKvMtUuQomWPcFGPPSPQDpMzwzmHcCdYtcb7G+RXWrVAyJ41+hZYDGvsU6+Z4dQeNo7HPaO0xsdojUnvwhlZ6cBxf4r0LsCzZVbdQ3STmNpOZcTXWN8SqRyL7bDyVvAm4Zx/4NWv50xffw7gg9x9IptnG9dwT4FDh4UHX5ZbdeDZY1+C6h8q647bugoUOmOveY4VxDVoGeJkWyaZzoQnQAikU3vMCTvvnH+vu1NoYVIhgXHlvMkZLQdpJ064LCQDWe14pDOZLvC9C4uTOcCJD+iXezXFuCgik3CYQ/Zd43yBEhJBjPCOEHCDlmDC+LicJnsaeUZmHNPaExh7Tj3/DMPk7pPjhCOzvEr5btITvFilSpLgeb83haFy7Uei7Fd3mbn6frXiLRCZoofF4GtewNEuaTmThxdAyGEFXrqK0BUu7emf1zsu9u+fP80+j22W86a5DSelK+qrPg94H7CQ7RCJwUGOZkOmcrXgLLfQbuzh5HLE36PGXN/fxHr44PuW7s3OOlyvmVU3Vmk1hbS05fns85N5kzG9v7PHp/i43hs+P291+2F9tDcerFU9mc/6Hr77hm9Nzbo+HTLIgJb72cnIdH6pqW2ZVzXlR8ng658lszqKuGSQxH25N+N/du8MHW+Pv5Q3nvGfe1JxXJcs2CPl8MNrik/E2tTUsmpqHixnL5kLkZxgnfDzZxnnPrK4oTHulN5T3nsoa5m1NP474ZLJNJBVaCjIdkeuYSMqgVFgVFMYwTlLuD8fkOmbVUUDOqoJ/PK75G3+TG70+Dxczvjg/5cPRFv/d/p2NGmE/ikNnTEdkWm8EMnpxzHfzKYM44W92bnB/OGYQBzXTlWmZ1cHvdBjH3BuOudUfUrQtpWlZNDX/cPiYv97ZZ5JmNNayaGsmScbdwWjT2UqUJo+ia69bvm94LNbXlOaY0hxT23NqO6Vxcxo7x/oAfw7JVde956IglKldhvGHDOMHDKJ7750f+q6xNMfMmkckqk+utolVn0hmzyEVXhceR2Xn1HYR4OHekOttejo8m75PvEMyBVpL4kh1nanrZ1NSCiKt0Op5eVHPRQdhjYc13m7auB8MJr8IT/xE0VpLaVqerOb86+kzvpid8t38nJMqJCWNtcF8TQTscj+KuZEPuNsf4YHtNEcJcWUytf7Mj8sln50f89n0mC+mxzxdLZg3FbWzSCFIlWYnzbndGzHfDQvoW70hmdYbdaYXqwrrfR+VK/44Peaz82M+n57wdDXv9m2QQpIqzXaac7s3ZL5zGxDc7nkyrTtOhaBxARf+b6cH/D+//jc+He8yjBJWbcP/fPiQb+ZnnFUF/Sjmt1v7/MXWPsY5Mh3xj8dP+V8OHnJWlxuJ2AeDCVpK7g8mG6y3cedU7RcYOwU8UuRoOUTLCudrhFBYt8DjUHKEQNLaA6ybo8QALSc09oCy/ZxI7RGxT2MPqc13CBGTuvtYX1Kb77BuBUisX9LaA5ToodUOQihae4Zxp0iRI4SkMY+pzUMEikjtdlf35eXUOklqXUFl5zhv0CIl8hmx6qGE6GCegd9ifUPrSoyvOl5Er5vQLda3GF+j/DpxW/NnQkfKuIrKzqjtEo9HCU2mt5BKbrpL6314b7noQYbKVuOWWG86mEPo4GmZkQkVunE4rG+o7JzWrVAuJZIpqRqRyBhBgH5JEW06am4NJbvUQfu5h+yKW1G32Eq0frXABKCE4Ooit8fT4P0K78sgROGb8EWDp0aIHCEHYVtbgJAIeiADnE6IIUIOEeJlOKd1S2pzyKr9nFXzOZKIfvwXLx/FpjvkN4mtuAQ5XE8RITe8vHgIXaSLLuplztb675e3f37b7ihxvsK6sluktGg5DB1dr8JrNqf1YnLiO0XblsIWNLbueKb7DKMhsYxZe5KVtmTWzqhsdWWXKBIRfT3ohBUWLNo5pS1pXRuKCoiX3ncNJd0cnbjMR5KdlbQIno9rqLYA6eUmobtqDv6pw3kb1Dtt+MpVzv38Afd7DzpYbNfZ7P4z3qDRm2t01fmsleikEIyzlL1Bj34S8+1pSKgWVYPxDi0Dv2pv0OO3+3v8Zn+XT/Z2+PAKz6edXs5vb+xyVhR8c3rOWVHwz08O+PZsys3hkO1eRj+JN2IU1jmq1rBsGo6WK05XBWXb0hjLKE25Mejz8c42f3v7Jlu97K0kxV+6hniWTc1RsaRsW6QQ3OuP+I837zKrK56sFpSm5dH8AnLajxP6cYJ1nm/nU06r4sqELvCuLKu2oRfFfDCaMEkyRkmySWpPyhVPlwtOq4JV27CVZnw02mIv7zNvah7Op/znwxlnVcnNfEA/jjlYLXi0mPEf9m/zf7n7wWbEX8nzFaJ7/jq205y/3bvJh6PwGc2bmq+mpzxbzWmsYZik/Gqyw9/s3mTR1Cyamv/xybf88/EzJknKX+/cwDhHYVp28x63+kM+GW8zTBKSHwFZ5TeFSoP1NY2bM2++Yd58y8o8pWifUZhjCnMUulG82qpjEN3D+gotEzK9+8rtLt77gncVFFUvONvrCHz2tVrq/5+9/36SJMnyO8GPqho3p+HBkmexpjPTwOwAC2DvThZyv96P97eeyImc7OLusDjsDmYwM91dpKsqeWZw5+5GVfV+UDOPiOSRrGqAflIhFRnurm5ubqaq770vOS9wXiVW9TFH+R9JvR0I3JieCN86D7LWUOgFi/qQSq+pzBohBIm39d7r9pW/YSkFnThgq5c4/lTxIlH/VRF4Hr1OTK8T4XsXyKQCPHlOyquMWwg92WKlr3qUf44PFc9Wc76eHPPt5JhvJyesqpLI8/is5xICJ0nrMNQtDHBW5tQLw6+Gu/hSvbLad7hecG92xjeTY/4wPmKcrzHWsht3uNVxLXLTdC1XVcmz9ZzisObBfMK/2ruF4Aa9IHqp+s7ResG9+ZhvJsf8/uzwwtgpNzt9vOfGPlgtKPUjHiwm/Ovdm7B7k37gcNzPx8F6wX86fEji+aSez820hy8kua55sJgwL3MO1wuGYcy8LNhNOsR+wLIqyeuKr8dH3Eh7fN7bYifusBW6yooUMUo6crySfXy108D7jNuo2SUCD0/28eQWYKlEgBNSmGFsDlg8OST2P0cIhbU5UqRNkrKk0mOMXTvltLZ6LhNaw9TAu4YyHYwtyKofqfSJS+YQTYLl87KZqzQLVtUJlckw6CZZcpNx379JpAZUZk1plqyqE3I9I1ApQdOROofQCSqzZlkdU3sFvkrdBCxDalOw1mcUetksFiuyetYsij6xGjTHVrsJszpACa+pXrkOVaanTMuHOJ+diNoW5HpGqHpIoRBqgLU1tS0wtqYyOQt9hLE129EvCNXbSwf/XEMIh4DfSmOkGFGbFztqL5tyA0/RjV7WaREIEYOUKO8LpNxCiG7z/wQheiB8pHDyxFJuwwbO52B/ghAhui95Z0GgdukGEm2WZOIBvGI+cR2hEm3X1GYJWMc3FKnrgm2WO0NtFmjbdmhLlOjgyW7TTQo2x2GpMCZrxlwBBikilEhQMkWKEEuNthl59YRSH2xMI305JFBb+HKIr4Y8D1+8cPYasRGPQPpIIVnrNZNy4vyRPE1hclb1mmfZM35c/sC4PHuplHfqdbgR36Q0BafFKUf5IQ9XDxAIBv6ApJHLN9aQ64zSlCReurEJuAgd9IRPrBICFaGEpDA5J8UJqUrp+T18GTRwGYEvvEvGvz+HaFX+hHCQx5PimL+d/B98t/gW1RROpJD4wif1Unp+nxvxDfbCvSbxfHVHJ/Y9tjvOfmKYxExvXmNdVpR1jbEghROcSIOA7TRhO00ZvqJQ0Y8cJC+vagLP49FkyuFiSV5VTuF4WjXmo88Dpl3XeCuJSYM+3Sjk1qDPrX6PX+xuM4gjIu/94EvWQq5rFlWBEIJBGBF5PgJBoDx6QUjcQOHeJVpofOIF9ANnsHsx4S+1Zl7mnOVrDtcLTrMVFssgjMhrt3YXWtMNQrS1rKoSXyqGUUzs+e+1QdZNYrSsKjypSP2AUDnebaQ8GtQ4i7Ig17UrMQpnbxA15yb1357L+r5R25ysPmZVH7CsnrCqnpLVJ40f37Lx41ttOlIf/v2dquqifMi8eoB5riMeqgGJt0/s7RCpIZ54e057G6v6jOPsGwbBklgNHKpF9d6a0WUxlGbFqjphUR2yrI/wVcpW+Dmvmp/fNq48+ykp6SYRo0HKKruaCWXgK4bdmEEnxvdb9TC3mKjmIrTWdRWkEHgbvP7Pr+r130s8Wy/4z4eP+OP4iAfzCf0w4jdbu9zs9BmGCaFSlFqzrivO8hUn2Ypn6wWzsmBdVxe+w/NouVaH6wV/e/yEfzh9xtfjY5SUfNYbciPtci3t0vFDKq2ZFBnfTU+4P5/wYD7ZXBvXEgeXuJhMvTD2yTP+OHHeG3e7W9zo9JsKlht7WmZ8N2nGXkwAV4HfT7sI+nRfkkwdrZf87fFj7nQGfDnYpuu7StrT5YzHiyk/TM94vJyxn3TYjbvsJ10GumZVlXw7PeGH6Smf90Y8XEzxpIMZCjwkEQiDEAG+GhGoa7gO0gRjCoxZI0WMJ3uE3vWGh+KUL1uuk0um+oTeXazV1GbmIH62xpgVtZlibIaSukngIqRIcdLVPoHax8g+6/Jb8upek6BpELJJpl5+HxZ6ybR8TG0LApWiTcG8OmyUCFM8EVKa5YZntKyPGAS38YOEi0qBQkgqm7HSJ1gMqRrhiwhFQGUzltURuZ4jhaI0a+bVU8DS9a9tuE3GQmmWLOsjQtUlNc4t3RMhuZ4xLu8j8Ui8LUq9Yl49JfFGdLxdfJmgbUlt2mQqY1o+JtczEm/EVvjZu95Kb4z3USu9zP56MS5+b60y2VaSsJUk5wpVF14vLrym5We049gLv5//P0aIuIHqXQ7F7Tcc+WWlyOePO/R2CL0dsvohUgQI1OVN5UbVrKY2SyozodRnWDSh2gVp8WQHeyGZ0nZBUR+hzQptV/hyG6s0vuojhYe17h2MLanNnNKMqfQZ1mo82cdXQ8c3FEGjJrgir5+yKr/dfJRA7rousC/wVO+Vm/NWbEQJ5SB90iPTayblmK1gROEXLOols3LKYX7Aw/VDlvXipTC/1Eu5Ht9gWk2pbMWinPM4e4QUEh0bWlVLbWum1ZRMrxnZbWfwzWWYmyc9YmKihq9VmMIlU17qpMRVTN10+IVKUK1K4wW/NGtt0+m94KNn2ZiH16ai7Rpe5D1+mLjQebQwqSacFCeOC0m77/CIGj+ua/E1lFAO8of/WhXEyPeJfJ9RmvCL3e33Osp+HNGPo8Z7qct3xyf84fCIR5MZx8slswY+2BY9lHAeSkngM4wjttKE28M+d4ZDfrW7za92dwg8x919/32TdYp9ZYnArbVRYzYcKEXHD947mfIa76leGL6gcteiQsZ5xkm2IqtrpkVO0vCufCXpBiHD0G3M2z2HS/o83qcSb6wTj8iqitT36QXRpsMUbLj9sKoqCq2bLq9rAkSe7yCF/sfzcrvI77VYarNiUT1inH/Naf6PTIo/oW2OeYUR9YcObXIKPWVcfM3B+j9RG1fcbaPj32IU/RaLxmtsJq4a6/qMk/w7wDII7pB6Oy8tKr0qNslUfcq4vMdZ8QNb4RdujPe8Va6cTIW+x51rQxbrG1SV5mi82BAvXxUtV2o0SPn1Z3v88s4uvdRtgC2u8nGarzjN1mS6IlSKXNcUVe1gZH+OnyxWVcnBekFW14yihC/6I/7t/h3udIfEykNJibaWSmvWdcm6rpiXBdoa/nK0T6g8vOcqM6u6ZFGW3J+P+XpyzLwsuNMdcKs74C9H+9zqDOj6DrOsrWFdVXzZH/FwMeG/nDzl++kp9+cT/uPBQ/7t/m1udPqb+2BVVyyqgvvzCV+Pj5iVOXc6A2523Ni3G9Ufp9zj5Fa/6I14uJzyd8dP+G56woPFhP948IB/u3eb6+mLZn+J57Mfd/lysM2/3L5OqDyO1ku+nZ6w1hWH6wWelPSCiF8Pd/nFYJuiwYZndcUP01NWdclJtmIv6bx0U/R8SBE4KB6SUh9SmTFVfYy2SyKvi6+2qfTRa8dQskPo3WwSKgfFakEuTrnMdahc1UpjKJAyRokUJV5PmnWJx3ojxoBiQ4A3VlOaFdpWSBSR6iOEpOtfo+vvE8iUc3q1RBHgCafid7ELIXFdpqqB+ZWN4p8vY3wZI3GS9VaohuMUuzGeDwuBSuj51ynVCm1LfOmSOtc9c8qKhVmQ6ymVWaMbrtrHjlYaGGi4TGLz95aLoYRouqquI9wS0XVThEqDgEApauPEVgKlXsubWBUl0yzf+Fslvk83OocVLYuSJ9M5WVVxY9BjO02aBOBDxfuN5NT+Csr6mHV1D22Xm8R/WX6DwKMT/JLYv4PjbGnnS9VAaoXwyevHLMo/kAa/pBf+DiViLJqiPmRZfo22azzZQ4kEg+t+WdrKayv2UmGpGhio1yRbfpNEvfkzpl7KZ+nnSCEpTMHD9QPG5ZivL5gvKyH5q8FfcX95j/ur7ALc0IUnPBKVcC3a5y/6f8lZcYq2mgerBxzkB/jC30DyjDX4DdxtGGxhxeV5SArnb7cd7vCL7q9Y1UuO8kOm1YRYxQQyQKEYBkO+6HzFvtoHoLIVJ/kxJ+UJi2rh4Ib1nEU15zA/oDA5D1b3+Q/H/wuJ5zpiA3/IXrTHwB+QXkHZ9WVhrKE2NcfFEd8vv2NcjtmP97keX3eiFNLfzDbGOq7arHKm2ifFEY/WHbaDbUbh+yVJV40k8Nnrpigp2O4kzLKCVVk6brIxmIaweBGeG/mOi9OPI/pRxE4nJfDUGxUA3zYEglApukHIsiqZlTlZXWOt6xotq5KsfjtbiRfHvvz/l0UgFb0gdEp8UUqgFL8Z7bIbu3viIle74wduL2IMkzwnr1/PFWy53rToGnvZk0tJueFZlU1Rt1UtLHRNrh0ntxs4BeqfpuBvyPWk6QbdZ1p8z7x8wLo+xGxg7p8mlIwJGSKFT20ySjND24rzkyoa0ayQxNsDXoS8fopw3o1OzbMyOa3B7/vG1ZOpwOPOtS2Ukjw9nvLHewdUtcHoV99MUgg8JRn1XTL1izs79FJX8bc4pZjj9ZJnq7l7D+U55bSqpDJ/TqZ+ymiTqVxX7CUdfjXc4d/s3eaL/hYvw/5jHc4ay4b4+eKYFUfZcpPwxJ7P70bX+Nd7t/h31+5ws9O/VKFs2+2PllOmZc53kxMeLMYsqoIbnR7/xt7eVKDWVcnxesn9xYSvJ8eEUvG77ev8672b/Lv9u9zqvnzsJ6sZ8zLnm4lLphZVwfW0x//4kqp64vvsJR2+7I/4lzs36AcRp/mayPP4bnrCUeYUhLpBxK+2dvif9u9SGc20yPh2fOyOsy45yZYsq8FbLURChHiyC1ZT6kPqBq4Hksj/Ak+NkLKFkTzP53AhRYfAu4nQPmX9BE2JoBV5CFEiwW02W2JqjpQDfLWLlG9KpioqsyZQKYm3hScitK0p9QJrNaVZNp9DNdyjlK6/T8e7qMjYVuh9fBFfMNlz4bpcHXI5p6yW5HpOIBMi1ccX0abyL1F4ImgSrOenOFepDmRK17+2SZ6aS5bKZOR6Rq7nlHpJrmdUZt0oHn38uUhb2xhtnquCtX+vtN4oWtbGFRmKZqNVak3RPE5z3+V1TWUMAl6bTC2LspFU1vhKMUxiQl9tkqlVWfL9ySnjdUbgOeNeBe9V9f2QYW2NNmtyfcCi/D3G5qTBr5AELMtvGpGVlNC7hhNCMWizpjITlEyQJGT1Y2bF32HRdIJfNh2nklIfMS/+K2Dohv8CX/YwtkSbNdbWOPsB7WwJmh8pnBGwEE4G/m25AYlKuJt+hicVf5z/kYfrB+Q6pzIVXa9L3+/zq95v+G3vL8l1xqP1Q+Rz97gnPDzlsR+5Lsuj9SO+X/6JR9kjFtWCXGcNpNCn63cZhSO2w52XFnQkDga3HW7zy+6vuLf6kR+W3zMpJ1SmRAlFolLupp8xCrbZj5pkylQ8y5/x3eJbDrJnHOQH1LZqvNwMGs399X2eZE+c1L/0uJt8xm/7fwkJrzTOfdswWLTVHOWH/MP0vxLIgF92f83t+DY70R4dr4NANIlUyWl5yn+d/h33lj9yXBw384//6ZMp3yfxfXa7HX5tz3kqr1sdLiUkH7TAcT5wpFyiYqxl2ogxgKU0mkVZkjVqte84/GsjVC6Z2ooStuOEnTjlf7p+m896w0sDGGPJ65qj9ZLauMQn029KptjsT7RxBamL94FqClMdP+S4Wm5g+q4BoJkXzpKlE4SX4JQvX30/RjhuaKHHnOb/yEn2D8yre6zrYz697iauAKpChPCobUahnYF6W4RsfRkD1Wdk/uKTH58L0XC3PIw1jpbQzOPvG1fnTAlBGgXsb3X5m9/cIo58TicrTqZLitJ1k9q9YeArQt9j2EvYGXT48tY2d69t0U1CvHZxt2zashZXiZBCMCkS5mXOMIw/yEUZ+Ipbe0Oub/cIA48w+Hnhuz9G1NqQlzWT+ZonR1PG8/WVx4g8j1EYU+qacZ7xcDHh28kJAsEoSuj4wQX5ZIHFugW++dJeVq2ZlRkP5mOOsgWl1uzGHb7oj7jTHbrxnt98SEnkeXT9kFGYsB0llEZzkq2YFbnrZuI6YLMy5/58zNF6QalrtqOUL/pbbzX2Vhiz89zYeV1tlCXbCKVHP4zo+uHGiK/ju0nXF04uthe48WLVGC9KRai8jWy6tVA08qoW8NU2SfAXTWVbOUl00QMhMbaPtRohPCwa32yjvbWTNkcSqhtIERB6dwBF6N1EIPHUFgm/bKCBAwCUdV0mT25hKRGoxseqv9kcn5PKPXw5IvRub17/qvBkROxtYa1mVj7FYljVp4AgVH1C1aM2uZNZR2AbMvzF68Op+xVkesK6PnVJDhbtl3SFbNIg54+hbYk2FVbappsGBu02wGbNWk9Y1SdIJBZDx99D+f4lqeiNx9CF69VaTWUyqqaT1sKV2nBCATm1ycnqMav6dDNGx9+l4+2CDLmKXGsbxlpOVisOFotN5yfyPCLfc4pW68ypT0YRSsqNJD/2vKOV1zWrssQ0/AFtLJ8Nh9wZDBoBifNzXtaaUtdMsozT5YqirvGUclL+xpAEzr/saLHi2XzBqijJq6q5Rj5UvP/sru2aQh9Q1AfUZo6xOUV9gEBR6QnWVtRmSqUnDS/KfT8g0CZDs244h1kjnKGhERiRjd+UNisqfYYUPl7DgZKNp5YUIUp28FQXT/caPlVCoHYIvWuNjPub8fie9On7A/e7CLgV36Y2FdoaQhU2dgr7bAUjftv7S7pej8/SzwhVuCk6tN9tKEMGgSt4JSrhbvIZucmpTU3L0QpVRKoSrkc3UC/x02rHSlWHa9F1AhmyHeyQ6bUzlsZ1rraCLbaC8yqzL332o32kkNyIb7KoF5sOdXs/tdIWsuE1DYMh+9E1+n4fvzkPv+v/C5bpgr1on+1gm+QlhroCwWfp5/z73f8ru+Ee1+LrBMJnpVes9IrSVHRUl+1gm+1wh1Ql+E232gqLFJJUJSQqJVYxAkFlikt+iO8S53NGC6w8P+JXxcXN+M+lUCGFoBuE7KddniznGGu5PxvDRjJdM87Xm0Sk1C6hOVgt+H5yyv35mFlROGW8qmI/6bCXdNiOE/wL3bNXfdrI89mOU6ZFTj+MWNcV/3B8wL2Zg+QHUtILHW+6Vcq70enxWX/IyXrF/+P+d5t5r+OHdIOAUZSwHacN58vxtCqjebqc878fPOFguWArjkm8gNQLuNHpMitzTrIVX4+POcvXZLVT+K2N4W/2bnCnN7z0eT5FFHrConrEpPiWSfEty/oJVcMV/eThLloEEMo+Hf8m1mpWttjA8LTNKfSYvD6j1DNqk23UcT9dWLQtKe0ai37pvPeu8U4CFEkUEAYe//q3d/jq9i7fPzrm+0cnzFc581WxqbR34oBeGnFnf4uv7uywt9Wll0aEvndprvCFZBDEpF5A6gcEUjEpMuZlwSi6Oq7yZREGHl/d2uFvfnOLfifedMb+W468rJgtM354fMo6L98pmYqVzyhKOc3XHGVO1GF/fNRwobYJlUIIXosvfz6mRZvwLCmNph9GfNEfcbvrJE+fD4FLslPfZxjFbMcpz1ZzzvIV8zInqysnn+BJpkWTqK0XGx+Kz3suUXsZfrkdO/F8tkJX+Xq6mnOatWO/WHVzcuoxHd95XHhSkno+iedv/t0LIraieCMJqxqirb8RWrFUpnaQLmvxvR085UQl2iM7v8nPuxTut9Zgr0lInFA3kXenSaQ8QOLLUZMEPTeW2qE19T13Om9V1FrjPmeO6qkRkXe3UVl7dXgyIvG2WddnzMonlGZJaVZEqo8K7xKqnmurk4MA8ZL5XtuCXC/I9IRVfYoUHtq66l+oeijhbzZl2lRo6+Sh3SbEYmxN2XSWsnrMqjrB2prKZkjhEXtD3kS8NegGorAGa+CFrqFt1ASnrPWYVX1Ca+IrhCBSfaT1m2O6ejJ1tFzy9fExsilQDKKIYRxxsFhwfzol9jz2O13SwGfjY9OYUoqmG3WyWnGWZSwKx6ELPcX1bheeU1Etdc2yKJlmGSfLNXldoaRkXZaUde3k0S2crlYczBdU2pBf0VvwU4Q2a4r6gKI+pDYLjM3J62cAVGaCU76cUZkxzgQ73viTaLukNkuXTJkCi5O4d/eF38BfI2qWlPoMIUICtY+vtnCy5wIpIjxpGvXNAZ5MUaJDqHaJvOsX7q3Xhy98+n6frtflWnS9UYg856e5rq1ECuW6VN1fb0ycn49AhgykT9/rcTO+1fCE7KXLeWMMjaJ1p3pZpJ5LNPaiPVpj6XYcp3gq8eT5MfjC51p0nb1ov+FIvb5vIYTrJreCEBLJIBjwLwd/jcUghXJCEi85PoHgi86X3EnvNPAdxbyeMykdbK82NYEK2Q53GIXbPC/17gnn/5ao5EIyVb13MuXieT7gP7+QCPphRNwo9Vrg3mzCvdnYJRuNsFLd2CaURnO0XvJfj5/xzfiEB7MJ69rJiJ9ma251+tzpDZBih7238FuKPZ9IecyKnH4Y8mg+478cP6Nsuk4dP+BW1435y+E2243A1LwseLKc8Q8nz5o1V7Kfdrmedvnl1g790PGf2s9WacOz1ZxJnnN/PuGrwYjP+0Nudvt0goD7swmLsuCPpxn/YA6orUEby/+w51Avu42H1KeMXE84y3/PSfaPTMvvyerjTwJFf30IAtWn69+m0kvW9QngCnDaFmhdOUEMM6e2Gf4Ff8JPEU4V1YlXWWqXTH0ggZB38ply+wRJJw7xlMSYbTpxSFZUZEW1mT5C3yMOfUb9lP1Rl04SEngKKc+Jza08pSclhal5spw5DyNdURmDJ+UHSaiUlAy6MTd2+vQ60X8fyVRRkYQ+00VG9I6duP2ky7/au0nseXw9UWhj+HZyzKRY893khN2kwzCM2QpjtqKEQRiR+sFLk6LNcemaSZGxqkqMNRysFvzHgwfcm4+JPf+VFZ5VVfJPZwecNr5O2joFwbyuCZW34d+1Y2tjOVwv+N8OHvBgMSH2vFdOeKuq5PdnhxvPKG0djCHTTg724mZANYbErZqhgwtI1GZzIgiaTpRTo2yrxhfuH8BYLmyW1Gur1+dLsQU83BE9T9j2EZd8oF41puWiL8M5f6BGmzm1mbjNoPc5vhy9UsHvYvgipuPt4MuIUg+obY62FYFMiNUQT4SEqosUfqMmZAjkZW6EFD6BTOj7NyB2alyBTEi8Eb6MqU3Ouj6jtjm94Dpdu79JjmqTU5lVUxnrMgzvOKifSvBlQupto0RA4m2zHf6C2BugpKvo9/zrAERq4OrmgSHSQ1yCVtE1+1hr6PoOkqhEQCA7DIPbSOHhi9j5XjTv8S6JlPtWWqngCl+5jueqdAnjsiyptCb1fQcpQbAoSnwlGcUJvnLPzaoKg0v4e5HrnKaXuscXz7fjXoimo1xpQ1lrZPP6DV/Vws1Bn1A5iN/F7tbPKZSMCdU+QihCtY+UsfNtQ5L4n+HJPtquqKuZM62mwpdbRN4tjM3I62cI/Av3lMBX2/TC31GZyUb+N6seUJspqf8rYv+me6ptzSOdMbFLVNz997aL9Sa5ERLvDUuzEuoSHK7lzbUdyva7xcpGTONcGXdjXG4dzPl0vWCcZ+ynHfbSziV+npRi40fWSDZAIwDiVCHduaq1paJ2JRshmrlN4EkfpSSldqbpXnNdmwbOqqRoFF8vX08KhXoLf6TWgNe/MO/5widUzpvLWE2hc+bVnGW9dJypli/RSM2fFiecFafMqhmp12EQDIlV3HzfpvmBi+AtB4Oum+56K7zRKropBz21c4wtUKKDEskG9vm2Yc0Mq48Ag5ADECmI6IpjrMCugApsDSIGOUCIy+tz+51XzXpaW0PqB8TqvBh4u+sk0VueZqA8Is9zAlRVxX7q9gLaGr4cbJH6Pl/0h854uFHGHYYxozimGwR4UvGrrV1KY/hqMHppMt+K5QyjmF8Od9iOUlaNTyQ4GOBW7NAqHT9szHs7IGAnSZ1xrnDX/iCMGIQRoyjZCGO1Sda/3r/JuMjwhBO02E86bMcpqR8gheDzwRaelFRGUzWf31jL5/0t9pIOaeCed7s74N/f+py9pEPH/zjeTJVZUugps/JHpsX3LKpHVGb+ikKhu2d9meLLFCUjPBHRmt5m+oR1dYTh/XhDF/chvuyQePss1VMnfHOpkmKoTUaux+T1GOl5KC6fJ3fPLijNqvGCOj+2dX2KRVOaNav6hKBMnA2LfP1+3jZreWGWnOTfMSnuU5uCWLm9xYcodrxzSigA31d4niQKfG7s9N0FZtyhA5tF11MSz3NVp+fX4Ba3KoWg1JrvZ6f8aXKKFIJAKbp+yGe999eAV1LQTUJ2hh26aUgn/nmYkH3MyMsapST9TkzwEtO8t4nrHefnlHg+lTF8Pzvlm+kx/3h2QKScQe/t7oDPelv8crDDF/0t9pPua5OpUtfMy5x17eBIDxcTTrIlvlSvJbYbHIwp1zXaGpQQVMaQ6YrE+A3MQDdjO1Lso8WU02z11mO3xtECJ9Gf1ZVTRbrwyjb591rzaeGkcNvfRaPo40v1UqPp9nnv3o7/EIjsF19vbUWtz6jMGCW7+N4enhzBW7TBPRmTyoDYbjXcIkOLT1bCd1Vj5Tlp8YYP9Hw30xMhSjmuUz+4xbk4hocUHoVesKqOMTiZ8kCmmy5YZTIKvSBSfWKvT6i6bIVfbDa4Eifd3PX2SLxRU8X2sSpk0HDNhHAdw1j1L3QFDK10uxIhIJxBsAwJVIdh+PkL7/E+3422hlLXrisoJVldUeiadeW6r5Hn048il3SVJYFSXOsoIs9jmmes6wolBP0owpdOTGIYx/jyRdihFJJAeXjKPaaNcRyrShCUFbVxZr6h8vhye4tRkrDbSd9ZuetjhStQeHiyi5IpvhyS+F8SqG3ajbDbPGrW1QPy+lHjB1UR+3t0/F9SmSnL8rsNdK/9DgO1gxf10GZJZWZk1QNmueNW+XJwnky1x7KZKS52JT5+tN9dZTSVdklKdKHAZBshEikExQUuXVHXfD8+44fJmH+xd42tONlw8Hwp8ZWiNo6Ph+VSIt1uRhEOUm6s3cyJldZoa4h9n7DpmC7LgsQPkL7z7itqTaAUyn8x0X+f8KTrNvnSx2BY1SvOyjP6fh8VSKSSaKvJdc5Zecaz/CkH+QFnxRm3kttshzskXlvANVic4uDFH2sLjMmb+z52MOPGmkLS8O1q5wPoq31QAkV8xURogq3+CNTgfYZQ13FWAm8/BnaFNQdgVmAzkDsIEcNzyZS1ltposqrirFiT65r9pEusvA1/827TqWnkcWgFHIx1qo2elISNGe4gDPmL0Y4zBQeUVE1S03TTpdsP/m5nn18Ot9+oCLjVJEtOJMJe6tgqIfGkwGvW2/20y3acNt2jVrkRpJQNQkTiyfOCwI1Ol1EUb4R/1IX1vS2G/nK4zee9IRs3pZbK0oj7yGZv8Xl/i2tp1ykUelf4nq4QpV6wKB8yLf7EtPyeVf30lXxegVt/I7VF4u8TqiGRGqJEhCdCTvM/kNfjDybCAODLlMTbJ3iFgqm2BXl9Sq5PCVX/hceN1WR6wrw6oNIrhxJpYlEdbgStFtUhFkOmZyjxep7luQfmzCVT5QMSNSL1tglk+tKu91Xj3ZOpdmMqBCqQhO8w1KZib90NESpF148YRgmlbiBQLZehfc17HG/gKwdR9L1LPldvinYysdZuPnN7I37s2Mj+4hBHFru5cd/0/tpYIt8n9L1NN/CqESsfFaf8YrCNsZZrSZenDcRuUZbUVnOarcnrmnG+5sFiwu2OU+a7kfbYT7rndV7RdkDsprplcep4e0mn8YV4++P0pORmp0/QdoAQGCx1U521WGLPZzfpkFxxbCUENzt9QuW90JmCc4AdPEcCbn5z0MeXwVIuxDvstT7ETf+qMYRQSJk6SQoZI4X7eZvrXDYVeYl3AcN3uYOxgRq+YjgHvXJJlseLlSZPhMTe1ka2vDRrBAJPxI2iX4ISIarxvPF5kWOhRIDifOJt3+/ygfjuvhMtvPL5TozrP8pXvMe7hhSCnTTlVzs7DpqiZNM1cgWIvNYMooj9TmcjRuFJyXbiOlMW6IVh0+13j4VKbf72/GlX0hWstpKEO8MBW0lMpTWh59GLwo0ARegpumFINwpJguCTzXuWqpEmn1HpKXn9mNrMKeoDluV3RN4NJ1GOT6B2wVoKfUSpTxue06KBiYWEahclU1plPW2WlPrUCVCI0HWqrIO+OjhcjaWmNgsqM3a+VCaj0hPH+xPnhrXQbFpkgif71GZKUR5gbIG2awK1g6+2Pyo3YFEWHK9WFNrx6IRwc1ilncBOqzoWe/5mQ+vMSs+fPysyHkwnjRS+g/SrpjulhEQbQ9F0mEqjCZViGLtO5dk6Y12VBMo7RxY0iXgrftJ2WOumSLWqnLnprV6ftDHC/RDXlic8IhkxCra5m35GbWpOi2MKnZN4ietMYZvO1LrpWEXcSe9wLbrGKBgRN/ysuunUuw6j5z6FdQmWbRU+LVhKtF0BAiXcmlfpE6wtGqj1ZXGDtwozxdbfYm3hknzRQairoXSsXWH1MehDrD5GeF8g1B7g/PKc8qFlVuY8Wc44XC+YFpnDPzTdnGerOUfrJdfTHtfT3gvruePEODGEFiYbew527eSxwVedCxvettCgiT2IlGrm2hprL6ItWnD7eXLzNvEm9dIXn+8RvMFUN/b8t0qOIs/bQPs/dLSd8UJPmBR/Yl7eo9DTFxIhgUegugSyT+LtEnu7xGqbyBvhyw6+dN+FFD6ZPkPm/get+7hkapegNS1/LowtKfSEQk/Qtnjxc+KEIfJ6yrI+bqD0rkM1r55hrPORnJWPyfSUQCZvnFutNdS2oDIZmR4jUHT8PXaiXzkRrA8A9ftZqDCIphIQewE30z6BVJzkK6ZFRiC9zS313u/hOUEMpa524lzV6UI1xFqkfBXC/MNHm0hp6+RRPSkdhOMNIQUoT+Ip+c7JlKvO+NztbrEbd/ndKOM0X/N0NeP+zHkzPVnN+HF+xvezU0Llcbc35BeDHf7P1+6yl7hJ++K72ws/ANtxyl/v3GAnTjdQl7cJJQRf9kd0/ODS5HlxXmjH3r3i2FIIvmrGrq3bRFwl2nf6CPpKHy0EPr7axsphMwlK3o2c+XE+cyBTBsEtMj0l1zO0KRw0UKVEakCsBi+dvN89Pu23p4TgVq/PdpK63ki7WYGN11Or5mesZb/TcUWipjLaj0K0sZcSp/bxl32OFuqy00mJfM8pA2rj/GPCYNPNloJm8/12886HCYuxBbVZsK7usS5/YFV+T6XPyOoHqCJBmzWd4JcomRJ5N7C2ZFX9iUKfUNQHtIa6nuzRj/6GRH7pxCJEirZrsvoB2uaU+pS8etTYBbhKtqHCmHUjmf41tZkikI1nizMDlhc7BEKiRAdfbTWv+T2FPiH3ntEN/tJtqD9iMjXJc/40PiOvncGosU4MYF1VziNICLaThK0oZhDF9MKQoNmcRp7HMIpZlSXfnp00lX5nam6wzscnipuCWca8yFmWJanv8/lwiBKS78dnnKzXJL7bdAbKdbXasQZRxDCKOFwuOVgumBcFi7LkF1sjBlFEeMG3531DCUWkInajPX7d+y0H2TOO8kPurX6kNA5aLoTEE4pAhqReh91wl71wn1vJLbaCEaqZR2ozpageIISPFDGtDD8NzNrYDG1maLNA2wUChad2UCJuxHY8ziX0rxhmhqm+BbvGqn2E2gc7utoYNgN9gq1/wNR/QqIh+N3mYSciUXOcLfm7k6d8Mz5iXTtfpetpl7u9IT/Oxvz9yVP+zf5t9pPuS9AWFtPAHo2tHNzMWiqzItcngCUR15FNl2vD1RUOWm6tRlh1DnVvEAIuWmjpn8MlrJpcj5kU3zIr71GZ1QvPUiIg9nbpB5+xHf2OYfgbfJngycTxIzf8Q8mk+PaDF3k8mRJ7uGTqJfsHbUsKPSXXE/RLPbAakQizZFEdMinvU+glpVk6ESs0hZ5Tm8wVgC+t+YLzJPxyhtjO7UoGhKrLMLzLjeSv6fi7l8zK3/lzv/cIHyBsg9WttMY0nRdoEhjsB5lgpRD4ShL4V/dgKOqaWZ47PkELPwxD4uDjtHEvRsujKOqaaZYzzwp2Oim73fSN50U0n9nzrq4s1kaLWU6lI5t2fbewDsOYYRCzm3S4serxbDV3BM4i42DlVPquJz3udIdOZecCfthvWuBB483Q9UPudIfc6Q6JlPfWGzaB4FraJVY+nnALsSfasd0Gs+sH3OkMuNvbcp5XVxh7P+0Sez5ZXVN+BMfwn1u4zlD4XrnQx+xaKBkQMXBVYgS1KPBkRCBTApWi3kFSuSprysZ8XPkKz1NI5aBAF8MYQ5lVVGWNHyg830MqiZAvVtOroqLI3AbWCzyU58aTb5h3hBDEvk/sn88rzxcMNzVba7G+f+mrCpru1POFi1d1sR1ERhD7DlKojUFbszGd9K5YdPrQIRpFPU90CNQ2SfAlSrqEJVT7zghXOJEIIRSB2ib27zQdKKfSZHGGvUokbqMru4RqD+0tsRg82cWTPaTw8dUWiX93o/YnhIcSCYHcojULBgjVNTzZw5fDS8fqjIF3iLxbaLNuzH37KPlqs+sPFaWuWRQFq6rc8EJd18E0XXI2HSXHo3OdIG0tse+T+gFFXbMqqw2PuUUjO2PWZiPcoAoqrckEjLMMEEzznGVZbAqjSgp8C6WpKbQzVw1UA1ut66YwIDZcvg95flrj4Z7X5WZ8k0AEBDJgXs0oGqU+Jw/vEaqIrtdlL9xjJ9xlEAw3XDQHJyvRdtkI0UhEU9E3tsbYDGNzjMkbmXzXnXevsVgKBME7e/1YKrALsGuwueM8XVlgwAAaa5egj7HetFGBdVFpzazMmZcFAqeelzWoINOohGZ1ybTIWFdOWdLdl+LCO9Rok1GaOaWeIoVHKLdwXmYl2mZktaJuNv7u9QFCKCo9pzILvEYBUwrn0aZkhBJRs9H/EOX0f/5R24zKLMjqY7L66IWulMTDkymJt8dW+BtG0W/oB1/RC+444Z2XwENb6PqHDCV8hOzgyRglQpwdxfk9YGxFaRaUevFSeKFAEqkeXf8aFosvIwq9oDALFtUB8+oZvoidJYqM8WT0FkVf0Qjc+ISqR6yG7Ea/oudfazwmf0KY34eMVtJ3URXMioxJkbEoCzJ97vr9PtESadWGu3W1E7cuK55O58zzAk9KulHIzYH8NMmUteRVxTTLuXc24cHZhN/duMZ2J3nj55DCKdx5Sr1zZ+r58JWkK5wSzihK+Gq4Q1ZXHK0X/MPpAX8YH/JwPuHH2Rk/9E653e1zpzu8lEw5SdKQRPlIhIPixR3u9ob0L7iMvykEDkbSQvHc2IqeH24w2C3M7253uFHwuerYjl/w58n8pw6JwpcRSniEqoNTXXPqZvINmOlXRZmVzE7nWGOJuxFREhJEwYvJlLas5mtW0zVJLybpxfiBh/cSYZdiXTI9mSOkIOnFREmIH/p8aOXcl12Rz//tba7adkNrraJVR/zpeVGiSZJ8Yj8g9K7TtUUDsQuaDlOMEnEDvxIEapd++K+azkG7brgFtO0k+XLg4HhqQGqcn1S7ObbUeKLbJGMumYr8m/hq2Cz657AjKUK8SwIqEiU77rjCmNT/AiH8ZmPYQXzkpdba8+TJWjdPh55HRzkeSZusxMpnEEXsJCmV0WR1Tew5fyPXzdKN8anjM4XKoxMEbCcJy9KZrRdaI3Ab7XlRUBknBOQrReJ5dIOQxHdzZ8tDrbRmXjil3yQISIMAJQW7aUrseY14z4eNWCV40qfn9bmV3KK2daNG6L5H2WywlPAIZUgoAzz54ppusRizRNs1vtrGkzewduFgpLZy16lMmq6K+zIMJda0HamfshAnoRHnsOSIS/eGU98b52uyuuRa2iXxfR4vppRGE3teA4Nu+ME4bp5U4pJYhLEllVmyrp+xLO8TyD5+1GuSIUWpc9bmGWCbgp2HL7soEbGun5LVBwRqi1C5ooUiIPRGRN4OP5Mt6s8iKrNkWT1jVR9SmDnaFpeSFClDEn+fQfAVe/HfsB39VaMsGn3S/YtolDmViPBkhBIB9YXrztiaSi+pzLLxeLocSvh0/H0iNWAUfkFtcwq9ojRLHiz/v6zrMam3zSj6ik7DgfbeUEhtuWOeiAhVl1D13P9lb1N8ed/4Sa9U+5LfvUamugqiTQcD3ocrBUo1HRol38kZvDK6kRDOG38XQ+L7SNHibd247di2qd61FbxSG4JmcfOeq8TpzfPccy0OdhE0CZAFamMo6pp5lnO8XDmFr8bEs9KmwcfLDcb9XD3OVf48dfUEsuWJNf+ihTwpIVHKJS0dP9w8byuMKXS9SaweL3PO8jXH2Yqd+LJqW8cPuJ72eLKc4Umn9DQtnWP5fuIzCBtBgDccW6s4dbHy3vFDrqc9Hi9neFJRaM208aLa97rvNPZPv7H8c0DbOXNcpZdxqt4lqqJiMV5izDmhGSEcP/KCaIOuNWVWsl5k+KGHtdELXaOqqKiKmtnZgvHBBC9wnVflKTzfqaBdNV515X3YSr77zJ8krKuUX2bBtj9m8/eLPERnGN2lrbI3f+UcLFyBNSgMSsZYEqxwdgHnCnsN6FYohA1QKsGqbVq/qfPzeZHjp1wypNJmA96IqrxEoc9BK30sHoGKQF00fG2P93I4RTC3uW/TNCcNfj5/v20oIVyRKhROha1RfXS+du46ro0hUh79KCL2fZR2fx9EEUJAJwjIKlfArK2De0ZKMYoTl/wIyW5aEXluXq2Mxlq3Pqa+j7WOs9cNQkLPWUDk2iVTLdwv8QMGjUqvJ50S5cVi2IcMT3p4eBv+07uElCmB2kWLBGlX+HKEL0eNUIluOHnxJvEHGgPnAiPXbhMn+4imE/PJwxo2Sn72RVGUVkRC0Ko2mg2seFEWHGcrllXR+CG2EOLL35U2BYUeU9SnFHrs/mZzQDiVVbvC2MKpHwoPKQKsrZEioNBnFHqMEhHIAdquqewCKUNCu93MS39efwEqs2JdH5DXp2iTc1m9T+DLlJ5/l63ot/SCz0j8/Z/kOFvusxKB6ziKsLExcWFsTWXX1GbVdHRffH0gEgLp+IGtt2NlcsbFPQKVEntDev51BsFtev71N6r5tcmUkkHDr3YKfh8yyfxZpP1CnEO/WsPTka4otWYUJe/1cQUCTykC33unROpiWNxksy4rDhdL1lXFVhzTj0Miz780fguZmOc5s6ygH4dspymx7yBo7dpRG8OqLFkWJbMsxwKjNGEQRwSo1y6oeVUzL4qNik7oKYQ6V5ATDdfBayBGotkkvt1nbVVrGjKy4KXKdOCmukh57Cdd7nQH/GHsNpql0ayr8lxiuYlhGPN5b8TDxZRAKsbFmq/HR3T8gO043SQ8rwtt3YLv4Uxy2xiEEZ/3tni4mGz8yjZjR+839oeKPy8NP5+oyprldI3RmiD08HxnqKxrg+erTYeqrjR1pdGNz5LyXpRzztcl89M5ZwdTTp9NiDshUep+bPxunbP/9kKDLWDDI2kq50KArXixii+ax32wpfsRyvGPrHHj2Aq3YWx+RICQQxDhhTGej5bo/jZ3o6S1Inj1eM8fs3zu3y+GaeS5a9PA2xGE0kfIl3sqvS58pegGAZHvc7PboxuEKHnZpNlaJzrixHjcmquEj5dI+mG0gXmeS6M7lbTQ8wikQgWSG7LHbuq4uwa7EUVqVdO8xtOnVejVTcIIYtO1uQg9bblSP9fw5TbKTxqxiRrnOxZjbU2gnFUCG+PPDQi34Q25a1nK1An5vBcv410VAkqsWYItm2TustqorySDMGZZldxfTHgwH7OonCjAo+UMgeBovSTX1Yaz+fy8V9uMXJ9SmvkmYavNCiMKSjOlMrPNvkM1Juq1XYNwipoCH092CL1tCj2mMjOMLTfFsz+Hi9qsWddH5Hp8SS68SYkJZI9B+Au2o78k8rZfOc6nCocE6KBkhLCrDdzVCfusqW2GeUs+oRIBQipC1SGSfULVJ2rgeqm33UD1Xh/nxVgnQvSh443JVHsTtBOsbSbZ9n4SQjRqNuckaSmcDGX77xab/0JicKELUGhN1shZO/nLttrXTCMXpDCvEkIIfE8RBu+fTNXakFc1QjReHcawLAqSVcC1fpddlW4kak+WK44XKwpdU2pNXlfM85JRGrPb6eArx1GY5QXHiyXzvNgkHVlVMctydjspvSg6N1ps1qOyrlk0nbKT5YpeFLLTSQns5UWp9TSS0nmOKCXQmrdKqIy1VFZzlq05zpYI3CLc+ispcT6pamtYVSWnjYlupR23LFQeyXPiEABdP+RWp8+tTp9raZdVVfFgPibxfPpBxLouiZTzhGq/bW1tIxvtKqIIV1HfDtNLPmQ9P+Jmp8+t7oBraZdlWfBwMSHxA/phRKarF8Zur7lLYyMYRSnbH8g0+mJ8OsHkP8ebwmhDmZfUZU22dMUMIdb4oU9vq0PcjR1sp9Zky5z5eEnSjTG1wSiJAvJVQb7KWUxWLMZLpsczxocTusMOw90+Vr/etPS/p7C2BDsBs2bTZRIRbimqOU+mbMMR0UDoEiObuR/hN68BME1SdTGxSoD+C92jNl7WhXpVXOW5b/t80/g8reqMabWi1I6n5AlJIH0iFZB4EVEDOXubNS/xA3bTDp0g4Hq3S+IHF7b250d0cSwlHAvMV4qL9nT2QsJz8f0VvFLo53WfeKOG2x7Dhdc//x4/p3D7lgRFApc+QRutrPPLzvTz/37157M2v8CJutC1NZOmQFDjJM4nYE54uxXEJXNWP3Y/dgFECJFwsUPuC2c/0w8jEs8nVB5lo/CY1RWTIiNUipudPv0wurTut+FsJkIC2Uf5Ab7sbbg4nuwQbPy4JJKAcwN4i8TDlz1CNUQKv+H2uOecd5X/HAC1ycjqU0ozuyRq4rigEaEakPrXSP3rzfn/aUMKx31zfNPz79Fa4wx8bbERhXhdtJ59UihC1aPj75J4I0LZJVApvko3XayfMt6qM9VKWed1jTamgQ44fLDrdrjnOUibJlCSwPPQxplAelIS+d4rOxul0UyKNcfrZQML0BSmRhtLIBV7ceedJ1shwPeazpR6vwk7r2uOFksHxfNdJ+jHsznrsuJ/vHOTYRKzLlyX6YfTMX86PmWUJux2U44WSw7nS+5uDQlveaS+z6qqeDab893xKVlVsdvt4EvJw/EUYy1/fes6vwgCzMXkR8CiKHg2m3O0WPJ0Nufu1pDdTuqklF9BNPc8p65krUbrN0/GldFkuuYP40P+w5N7WCx7SYdBGNPxQ2Ll4StHDs1rZ5R7b37G/fmEp6s5ofTYiVI+720xCC+3YFM/wJOSz3sj/mp0jR9mpxysF/z9yVPmZcGtbp/duEM/iDZyqFlds65LzvI18zKnG4T0g4h/sX2drQvdy8T32ZMdPu9t8Vejfb6fnnG4GTvndndwPrZwHil5XbN6ydi/G11jK/pw0tdt/Py2DX8OXWvWi5xsWbBeZoRxgB/epDNMscYVkRZnC44enBAlIf3tLpGI8AOP6cmMg3vH1KUz7VxOV0yP5wgEdfXfvnDJlcKuQR+APna/Y2nNSM/9nTQuMVq75InAJVOtAamImtcErkMlAhAx59C/c7jgzzGcOmjFSTHj3vKAdV0QKR9fekgh6Xoxt5Ndwmjw1nNFPwzxBgP8xiz84uveZb750HPUy9KJf37z4Js+wTt+QjPD6kOwC6xd03JLbH3fJVG2dI+LH8AusbL/+vFgU3gw1R+x1T+5MWUXZP9CMuM6lY6znPLbrT2GYczBas6szOk06/SX/W22opi9CzYnFyNQA3riS2fGbrUTjWn4hL7qNQqY7nyIjUJsm2DrxuA4R5scJUJib59ADn4aWOTPOLTNKfSYUs8vcY2UCJx/lLdNIHvOlPdnoIAoUE6C/bluqMU0yo9ORv8qEak+g+AOsRoQNHL7Pxc++xuTqdoYsqomryvnjG0MgXSt+RZGUBvnkG4aiMBaOOx3UddkVeUIrGlK5L/CH6lRjSmNZl4VzMtig8fO6neUFW1CCoHvyQ/SmWodwqUQDazOY57nHM6XfLUzYl2WjNcZ4/Wa0+WaWZYzTGI6Ycjpcs3hYkns+8wypww4zTKOFysm6wxwVT9fSQcNzAvubg1Y9soNl6rlTp0s13hyzLqqqYwjA/sNb+tll5UQjYmsJ6m1eSs6rMXxuc6yNd9NT8jqiu04oR9EpI3AQ9CoRhW6Zl4WPFvNOMvXRMpjL+lwpzvgetq9JD4B58IOt7t9frd9DYB1XbGsSr6fnXKSL9mNO/T8cJNMFVqzrismxZpVXXEt6XIj7bOuLxLDL4zdGfC70XVANGMX/DA74zRfsRN16AVh44cinClqU4VbVQXXGj+NdV19lD3ZT73NM8ZVxsvamTSWTRGkNd682LlsYUK+ckaHgacIPeW4gt55d+9DVJZ14z2WVzV5XVPWTuFz40m2qZg7QRnZdLxVIxceeM1Po+R4lfu9zCvKYo7RxiVFwxSjDVJJbOObVRYVq9mKfJVTFTVB5BaC5XTN4f1jgjigv91FeQpjDOYDiOe8Ki4iBi5yLluupjbmfE42dmNIee6ZxyV0gePrtL5CTo2tNdf0GplrX6rN3989ajCLpuo+B/SFZKrllTUJkZmDXbpkieBCZyoEsXIJlIhAdED6DfSvAlFyddWzTxfaagpTsqgyJuWSRbUmViGqQXOs/ZTtsM9VVMyeV4F8n3jbe/lt7/ifY9fp6vERP4NdgXE+UNacNjBYja0fYu0KbI3VB4DFmqOmu/SGIe0a7BpbP8aaA4TcQ6hbCLl/Af4KIJDCEiknAhUqx1mfFjmeFETK53Z3wM1OH/WKLpEnYzwZXxqzjYCXJX7PS1ZDro/J7XHTmQrxX2H4+uLnPEc31Q2HvNKa6sIc2K4r5+iqNpU7nwfbfamAZm1pDYYb3nnj++e492qz7nzK0Lak1Asqs76kEOnsQfpEasvJn1/F1PkjhmjU856H1TlHMn3B1+/tI1ZDtsIv8GVMrIb4Mv5ZJI7wFslUUWuOlksmWXZ+EVp3aoKG4LquKlZlSScISMOAeV4wzTKWDRfoZr+HrxSeTBqH9PPxBS6J2IlTd7Mup2R1jSfkxsj3fSZjtxFUhL66sr/U8xH7Htd6XZIg4M5wQBoEHM6XVNq5cp8u1xzMFxwtlgSe5Nf7u9wc9Lg16FNrzXidEfs+0yxnvM44Xa0oa821Xpd+HHFr4CaeyTrHX6yotOF4ucRXbpHNyoqz1Zq8qjlZrvhyZ8T/cPMGe90Okee/crp3qn6qUfV7u0q5amB6oyjhs94WB6s567piVhYbs11Jq/QjNgTjz3tb3O4O+aw35Ddbe/SDeCPV+3zsxh3+eucGgzBmP+nyaDnlOFuyKAvuzca04ChHZjw3IR2GEbc6fb4cbDcwvBc/+U6c8i93rjMII/biDo+XU46ase/PXz52oBSDMOZmp89Xg2224/ST8fI/ZVTa8fROliseTWYczheM1xmzPCevaqqGFyREI7DiefTjkEEcsdftsNftsNtN2Wngqh8qSq3JyoqnszlPpjNOlitOV2tWRemI8c19JuV5MSP2PTphyE4nYaeTstfrsttJCb2rFU/Wi4zp8RzlK659tsv2jRFxGrm5RzrZ9CAKiDuuG3XpuPOS5WTFbi9m7+4OQRSQLXPiTtgIT3ycsI0K6jzLmWY5k3XOLMtZFAWLoiQrK7KqIq8qilpTN9BkY87h123S6XiXisj3iH2fJPDphiG9OGQYx2wljsfZCQPi4H2+c9UkQWnz7wrwwQo2MD8RuedIC7ZVI/Nho57X9jlCkDGILsjeBg6FWYN8vyLcxwzddKakEPT9FE84FUVtDTWa2uqGZ/Tn+O8hrC2xZoXVh1h9z8H57Lr5/8LRIfRjMGcgAuxbAYoc5NWiQYQI7w4y+BuE/8sL9567FrO6uiQUcrPT51ZnsCmudIKwUfP7eIuhL7tI38OJviik8N+KL9UWfYtaM1lnm59plrMsSlZlybosyZo5sNT6QqHJFehEkzR50hWNAqWIN/NgQCcM6McRwzhmmLr/x77/nvPg1cNajbaF6wByseDpEcgugexdMEb+6aMVixLief84i7UaY/Vbc/jbSLwRSvhOhEqEKBk+5zP108VbdaYWRcF4nZ1n943iS9CQR1dlxbos2et2iAOfRVHwdO6kxFdlRez7FLXe+Ea1m982SfKlYtBsutfNjS1wF3fqBS/vZr1lCMG5We97yoP7SjGIFYM4ZruTkvg+wzhmvF5jcfC7aZZzulpzvd/ler/Hfq/LdpoyzXK2EucWvyrd5vBstcZXiuv9Htd7XXa7HbQxbCUxWVlRG8M8L+iEAb5yqner0nUIp1nOF9tb3Oj36EcR3isgfu4cCFddfglp/lWhhCSQLuH51XCX2PM5zhZMi5x1XTXdMou04FtJqny2k4Sb6YC/2r7Gr0d7DMKY1H/1zT0IYwZhTC8I2QpjdmYpf5qe8ng5ZZxnLIqcsqyw1tIJQqIoYhQm7KddPutt8UVvi2EYv3SK7wcR/SCiF4QMw5jdWYfvZic8Wc4Y52uWVdlsKCFWklB5bEcJu4mDCH7ejA0CjAVtSWXAtbDLXtShF0REnodEYLSlrjVSC0Z+wo24y3aY0PFDPCHRdQPb0JaeH3G7M2Av6jDwI6LGa6uNtoqWlRWLstwkNq8KKQXdMCQNg1dWy9oJq9KavNZM11mTSE350/EpD8dTDhdLxquMdVmSN93gtgMb+z6jNGE7Tbg17HN7OOD21oBCa/pRRBL4jUHn2/vFXJxE87qmqGvOVhnj1ZofT8d8f3LK0+mcg/mCWV6wKlyHtiVBR82GPwl8BnHMjX6XG/0et7cyFoM+W0nMMIkJPUV4wZH+Vcena0O+KggiH+UpwshHSIFpErj2/9ZCVdRkyww/8om1wWiL1sYVbgKPIPYJk6CRQ/8wC27bTay0oawdFLqsa+Z5welqzclyxcnCJZ8XNxPLoiArK9ZV9ULXqt0seUrhKen8hgKfThjQCUMGScQoaZLUboedTspWGtOLogbK3XQoLwjqvPH7F36T/FRgE86FKFqOFC5pEjHYGGwXWiNP0SRVaPdcEVyA/HWBDMQCNup97blzxqRtJzavrp5o+UqRBL4TY2jO1/uGLxQdL8ZiyXRJbTWyEb35UHK97xJtZ7io6o0n1FVCSUESOEVBv+lqXjWcp9UF1tFzl9XrrrN1sx+52G3/uYQUgn4c0Y8vQt+ba1s0MFVbNZDW/JwPaHMHibIeL1OGfDEECIkQPQft836J8P8SoW5yzjc8R9us64pVVVIb42xLPN91peW5mfKrz/hV91WXny8EeCLB480dt3buaiklDv1Us8gLjhcrjpdLjhcrTpYrZnnOPMtZNPNge13X2lxCO7TeaH4zp0WeR9okUd0opB9HbKfpxt9zt+u47G4ePEdD+BdUkz9GN9bQJlMVFzvvUnj4IsGXaQOp+5lEo8T4cqGfF5Ul3yYi1SNSvQ9wcB8+3njmPSnoBAHLoORstWZZlhsRgqyqqIzBbzL6bhiym6YUdc0ky/CVYiuB3U5KEviolxhcApvWaqR8bqQ9+mFE+zU8z7e5arQCFI4z9Z5qftaiLY2Xhz2vJhrbQO1UY07oFo+q1o3UqN14eLTn7twhXmxEK9ox6+bfLTyvvUF9pYh9n7C5gStteDqdU/cMozR5Qejh/BzQJFPyrf2mZDPB3Oj08ZXit1u7rOvKeYYY4yR9LVR5yfJshVlXdFTElky54/fYipK39nRK/ZCbnT6dxrx3Ueasq4rlYs3kZE6xLuj1U3r9lEG3w7CbOtPgMN5I57/0+8KSeD43O326Qcjt7oBlVZDregMjRTijX18qYs8j8XyGYcIgjDeqV1QWu9L80h/yf7/+G7Y6KZ9vbbOdpARCURYVi3lGkkn+5+Edsq2b3BoO2O/06IqAbO3UkbQ1/MvhNQZBREf6pMLnRtS/pBhY1E6G/0/Hp/yXR084Wixfe+6SIOBf3bnJX9+8Rtp0hl9+LuBslXH/bMKPp2f8cHLG0+mcSZYxywvWpetgVNpslLmEaBZb7cQ5plnG0WLJd8en7HU7XOt3+cXuNr/d32WUJqSBj3eFjVMLz3g6nfNgPOWHkzN+OD3jbOkSgkXhjquoa6oLEETdwNaKut6oYJ4tV9w7m9B7dshWkvDlzhZfbo+4s+USv1bm/lXR3Urpb3exxpKvCp7dO8ILnY+UrjSr2Zrx4YSTx2dYaymLihtfaZJORJSG7NwaURUVf/ov95idzDl6dMrW/oC92x9GVanQmnVZOZ7kdM7hfMHxYsV4vWaRFyzLknVZkTUb4PacuQ3lOVRyA3OxDq3eigTVRjgj1tKJ3wSeIpx5RL5HcqFCO0xiRmnCfq/DtV6X6/0u+73uRur6jSFiUNdADnGJVLspsM3GkQbWd1GQQrDhU202nNYlWO1GlABIQSbuufK8+l7ommezBY8nM/50fMr9s/GVz/9ut8Ov9nb4bDRkv9dlEL/7uhRKn76fUlvNvF6jrSHXBRbo+ynbUZ9Y/XRcgIP5gvtnYx6OpzwYTymvCLVPgoC/uLbLr/Z22OmkbHfSN7/oubAWdFPAEA03uxVUetNG9fFkyj89O+RgtuBslVHqn0+XMvA8/uevPuPff/X55m9CbYP4LUJdx/q/cxwqO8dW32CK/x+QI9RnCHUd5AAh3nQ+xabwIGSTTKnr7vUi5aIAhbuzBKWuebKccbReYqxBScl2lLAdpewmHXbjjrvHf2JBiKLWzBrhrWezOYfzJUeLpdubbjpR1Xknqq439jStDc1FyLi1FoGlMm4vV2lDUbm5dtrMg0GDgGg79mkQsJXEbKUJ13pdrvW7XOt12O91NxDzjxGum1NhqC91pkA0kvNtQv4zCWscP+o5DqtjzvlN1+q/HejPG3e7Sko6YUCvCplmuTNt8zx8pcjrmryqCaKQTujTj0KGScyyLBnGMcZaAqXY7aTEjTT5yzk9TXPXk0Reh90P+AHFB+ZMlVpvYI3Wuipe3ajXRZ5H0lR2QWxgju1Nnle1S6Q8xz3ohAG1cRueZQPNsda6JFVrlJTEvrfZpPhSkvg+3SikFzrc85PZDNkkvEpclsK9eA48pa7UmWqlbfeSDntJ54XHjTboWrOYrjhanbLMloQqIPFiRoHr3LxtJJ5P4vnsJV03tjEYbVhOVhzkxyz0im6c0u106I+6dIcvHk8b50luTW0qPCnZjhN24w6X4dvn05FTGhIvjGOMpa401bqimpdcFx3uDHuk3ZheL0EpidaGZV6znOf4ueUvwm3iNKQ/SAlDn+UiY77KmkkbPkv6/Lq/Q55XFFlFokIuNsErrVnkBT+cnPH/+u5Hvj85e+2568euQ/ZZkzBcTKbaz+cqeJonsxn/9OyQf3p6wB+eHXG8XL2+NmShNpoCzaosLz3UjyO2kpjpOiPyPKfi2e2QvOIavHhe22PLq5pVVXHvbMLfP37G758d8odnRxT6De3/hif0shDNfXgw32eeF2hr6cURie8T+R7Pq4JKJQkin+Fun+HegKqoePTNU5aTFfmqoMqdd1S+yimziqqoWM/WTEOPrf0Bda2JOxG7t0acPZtw/PiMxXhBtszQdddtANXL571Xf7zzhb7lAEyyjPEq497ZmD8dnfLj6ZgH4wlnq7WD8L0DP6s9x9raJqfRONjdy8OXkl4csd1J+GJ7iy93RqzLCoEgDQKS0MdvuAVtvDgXRaBeNjdcrFS+qg7+pudYYHDhcRe1MUzWGQ/OJvxv9x7ynx88fuVnfFV8PtpiXVYo4TrB75NM+dLDlx65KQmlswMROKh0P0gZBT0iFXzSjcbFu+1ovuAfnx7yD08O+MenB2RX7OSN0hhrLdudtFkLrx7GGMqiQtfGcViUg6pLJZHy9QnV4XzJ3z16xjdHJzwaT1lXr76mP3Ukvs+1XvdyMiWHTsq/CWszMEuM6GLrH8AskN6XCP/XoG4i5Nab30hECBE2XeAurbH1C10hRMPVg0VZcLCesyidr9S1tMsiLSiNm48HYUz/Cuv6h4i2AFQ3CdFknfFsvuDh2YTvT8748eSMRxMHCW8TpauGbUikGkv1FlxLIWCUJIzShC93Rny1O2JVjADoRRGR7zW0lnO00Ie5kx08zingXU5OHJTu6pYKHzNcE6F2cL5LM4zcJH/vKn3f7vOcgMl5wvYuPWhFcyzvOd++MZnypes4KeE28nldby6UtvoZNq3RQRwhhWAYx3w52sLguDdJ0HgrvdehvltI0ar5qfdW8ytrx3s6W2XkVU3oKR5PZ+S1JvA8RqnjhPXCiMfTGd+fnG3gVE6YIqMbhWwlSXO+Yo6XKx5PZjybLTiYLRBCcDBfoBtj4J1uSlm7BK7tTN3dGvDV9oij5rUCQTcM2LLOXNF77nPKBubnNUbAHyKKrGR6Mmd8OGV8MKHMK0bRkCAOUN77YVidwEDjjSUFutJMjmas5hmer16bTGlbU9uKWTVmUp4QqYTtcJ9IXuRWOQpky0vwhI8SL94Ky3nGfLpmNlkzn64IQp+0E+IHvpu0jaUsasqiRteG5TxnNlnhBx5f/eY6w+0up0dzjg6mmNpVWQdbHfrDhNWyYLXM2bs+JE5DXkEre2NYa1mVJWerjCR4+cblYL7g++Mz/nh4xB+eHfFoMmNRlu808bSRVxXjNfzx8Jh1WfNXN/b5H25d58agRxoEBK+5BixO3v9Px6d8e3zKN4fHfH1wzPFytenQvmu0ZtaPJ66iPstyjuZLfnNth9/s777QvU17CTe+vIa1ligN0bUhTEKMMQx3+8TdmDAxBLHPr/71l+x/tkuYBE7Rb6dHEAX0Rh380KM36rJ3d4cyK6nKmk4/YfvGFnEnQl2RO1U1EJZH4xn3xxOeTmc8mc45Wa44W62ZrnNmee44AJ+IX6OtZV2WnCwstTYcL1b8cHzGbrfjOoDDATcGPW4Meg3H4qrxNq9403NefDxQir1uh+WoZPg0Rkn5gtDKm2JdljyZzNjrdrg7Gr75BW8RkQrYiQZEKmAUOuhKx4uJVYD3rhPCB4jxOufH03GzQX37cyRwCIjED9jppNwe9ulF77b5LvOKs6M561WBH3iEkUechsRxgB94yE/MV/m04bkOkuyDGID0XCdXjhBqFyFf1+1ur//Gi00E7vdX3DdSCkI8tuOUvxjtc6PTp9A1ha42Crr/eHbAfzp8yL/dv8O/27/9STfsRVWzLEuezebcP5ts9konS9eVn65z5nm+QQt9irAWVmWFsS6BO14s+dPxKbudDne3Bnw2GjqrnG6H6AOJwkDLQXIdHSco1NAH2iTrhY7VTxvG1miTN7DEC8mfkE7lT/i8HWT1JWNTUZuS0izJ9YzKZGhbYq4saiHoBzfo+TfeW8jizTA/JemqkE7gJkj39i6ed1VoM7tBHDGIo02FtX3OT9HSa2XB36czJTnnomRVzbIoWBYlSgjWVeV4JZ7HVhK7FnCacLBYcDBfcLpaE/sepsH5BkoyTGKGcURZJ2hj+fbohGezBcfLJZ6UVA0XpRM6FcRZllPUNZHvhAA+2xryL29e5/949IR/enZIEvhMs65zvfc9vOcu0MucqfeHOlpjyZY5J0/OOH7kKvFSSoZ7fbfQSYE1jkdi9AVsr2yq9A1UwzSPt3OgEK5TcLFrIJXEaMNissRa2NofvPb4tK0pTc6sOuNZdp+uNyBRHTy/xZpbDAZjNdpqtzBIgWw8ujbXqIX1quTsZMFsvGI2WZF0QqwxxGnoPp8xFHlFkVdUZc1invHw3jFSSvZuDOj2E8anC57cP6EuNcZYVvs5ed5jtchZznOSNGTvxgDe8UY21rIqSsarNdvpZcx5y7N5Mp3zvz98zB+eHfHDyRmLonzFaG8fRe26Xeui5MHZlFVZMoyjhidx3p14oeMH1NpBGb87PuE/fH+fB2cT7p9N3vuY2qiN2RQnzlYZT6dzpBTcHg7oReElOFrSi0l6l+Xvt2+8WPlN+wnDvcFL3y+IfLrDjuOSGofBF6+ANL8uWsidsZZFUTDPCr49OuFvHz7h+5Mz7o8nZGX1ky2XxlqyynEUxuusESFyBZ6/ur7PX17fpzKaXhRueHQte+nN5+LjJFLgCoLbnYRKa7aSmEApp3x4hc3Xqqp4Mp2x1+uwLBq+Je+2prXroi88+n5KrAKGpnNe3JEe8lOblV5QRRuv19w/m3C6XG8gv28TLceyGwXsdlOu93vvDHkqi5rx6YLpeEUY+SSdkKG2qGZN+HnolX2cEMKZVAvRc10oG0DTvRJyG9GaBX+AkAgCqRg2XafWc3HVqN/+aXrKd5NTvpkcsxt3+Ld7tz9Um+WlcVGlVBvLPC84Xi755vCE//3hE74/PuVgvmD5Adaw94msclDC8TrjRyBqoIB/cX2Pv7l9g1IbQt91O3z5YbhUQijn2SQ8hK0vrAMWg5Ma52cgXHP+HdbUTZJzMclzSWHrJ3a1ec51oSyVySn0nGV9wqI6INczSr2+kLi9aW4XzX/OxLfrX+Nd92BtXImt9vxl8CGWv48dG9NeX71zMpUGQVNlC7k7GlLWegNl0sbgKcnNocOQeVISeR6/2Nkm9nyEYCN8Ya3D3qeB30i2u4rpv7p9k3meo6RECve8yPfY73WRQhD7PltJwi92ttlOU673uygpuD3s83/54i79KGSv26ETBi/lLTgRjqtxpl4Vjnyfc/p0zJPvDjh5coauNVEasZpnrBc5QRQgleT40RknT882Pj3D3T5b+33COCSIAibHM44fn1KsS6yxJL2I4d6A7jAlSiOkkoRxQJRGrBc59VvATRzET6OEIlbOn2xejSlNgSc8tNXkZk1tnFFmIEMG/jZKKuTFNrmAtBOyu9+nrjTz6Zp8XWK0S6b0Xh9jTNO5WrFc5Cxm7jlB6JJnIZx5tfKckqS1sF4W5NkZcRLQHSREcfBeGGtjLavSTerZc3CWk+WKg/mCPxwc8d2RW4SKNwhaXDV0A319Mp3xH+89JKsr/sc7twgHvZfCesu6drytkzG/f3bE/bMJ08Ya4EOHBWZZxkNr+frwmGES8floiztbg0uiFB8qWuW/d63cGms5Xqw4Wi758eSMH07GPJ7MeDydcrbKNhYJP5ewuMQ1r2oejCdkVcXxcsmPJ2PHWdsZbQRKXuUx+Cmi5Z7Ggc9Ot8PtrQGnTYfvbaNsBIOOFkumWca6rAg99U7iCpXVFLrkrFxwkJ1R6IpQ+XiNKlXshXhCkXif1nhzURQs8oKz1Zp5XpDX9ZWq/UGznt0dDRnE8Wvhvm+KDcy1rMmzkjwrieOA3vCnN+f8ZCE7CO822JWDAW7MrT9sGGvJdMU4zzjL15zlK8ZFxrzMWVYlNzs9bqQ9vuiPPom6rQWOFiueTmfcazi+j8YznkxnnK3WlB94DfsQ0VoIPRxPqbQr5v1weubg0NsjRmni7GveJ5lqzJGVCDAUm7XAWE1tMmqzxvBz4Ac23H+bUZgptVk9J+XuNXL6yZUFMyqTUZglZ8WPnOTfsqpPKPS86UxVL0AgXx6N3YuI8WXMKPyi4eBe/ZNejLf+JO8yKX6STpRovXBe/rCSwpGpff+dFZicalh/I13eynFa2PCULr6fkoovt7f4cnsLbV0HoxV0uBhSCPa6KXvdFGutq5Ra2yRV55WMVrVs9Fzn4fbQQWveFBuY3wdJpioWkyWnT8Y8/f6Ak6djwiSkv21ZzzOyRUbcCRFC8OT7A/70d/c2Hag7v7mJtZbeVofOAE6fnPHt//Ej8/ECqy1b1wbc/e1NYBcv8JBem0yFKF+9dTJlrEaiSFS6gfyt9IJAhNS2Zl5NKE2OLwNSr0sgI2Ivba7X8+8o7YREsc98ukZIyNclq0VOb5CgtaGqaubTNZOzJatlzmKWkWflpjMHrhvnsP5uiz0dr5hN1tz6bIfd6wOi5P24EaaB+Y3Xa7KqurT5OVmu+MPBMX98dsS3RyfM8+Kd3+d172+05vF0xjTLAMvn21vs9Tob6W04r1bltebe6Zj//OAxfzg44sEH7Ei9LGZ5wSwvGBweb8jBLVEYPuwcJa64eXx+o6qN5Wi55OvDY/7z/cf85/uPNz5gP9dwPi41jyYzHk1m/Hg6ZpQm/J++uEMaBE4V9AJX86dCJ7QQ6d0GflbV+krJVKE1xTrjeLFkss43/Kl3SqZMzbLOOcjGfDN7RKZLRmGXxHOQuJ6XMPRfDWX+GGEtLPOSw/mCs9WaRe7QEFcJv4FTfrY1ZBBH781Rthaqsma5yFGeZLTjOLU/dYH2U4UQKULdBpuB3HLiLR9YBroV0VpVFU9XM+7Nx9ybjzlcL4iUR9cP+cVgh18OdriWdj8KxO/iPNh2R48WS/7x6SF//+QZ//XJAdNGTfrnGq1SajsPfn9yxo1Bj391+8bGMshB9C5zdq8SUngoGSEJnNBEczosNdqsqczKGeHad3+PDxEOdui6UoWeUpmVk+hvQqDwG2+yq8qal2bFqj7hKPsD9xb/K+v6zCVRmwTq+Wvk4jk4x8lJFJEakHhbFHrxQeCRPyMdxXeLu9e2+L/9n37DyfTOSx+PQ59r2z2ubfcYDa6uKgTnN7hpFF9aac5WEc42CZCSwpEgjW0SoMA9T2tao9F2MhJNEuioN2ZjvKmNwWBRQjpSd/D+gIaNAMUHUJrxQ5/uVoet60N27+zgRwFpL6a/2+P657sMdvqsZhnHj87IFhlJN8ILPPzAp1gXfPe3P9IbdRns9JiPlyhP0h918QKntvj0+0OKVYkf+vRGV99QSCSeDPBlSCAjrHGVm8qUlDbH4CSsI5UQyJBQxkghMVZjUFykm+V51XSSnNhIXWmydUmRVxhjqCvDel2QrUvqSjfS2RduygbOqJTED1qfsxVFVuL7iuGoQ5KGiPdIcC9yptZNsukgeK5K9vePn3F/PPno1bxaG1ZlxcF8yR+eHeFJyZ2tAVuJKwBUxjDPcp5M53x3fMo3R8ecXmEz+75xvFjxh2dHjNKYz0dbCJyNg/cTqwlZoKhrHk9mPBxP+ebomG8OT3g8mVHU9ZVgVj+HaCGAv392RF7V/Hpvh1/v77Lf69CPo4/SEXzb8KVkt5vy1c6IyTrj3uu1XV4aWVXzbDbn4XjKna0+8TvMzw4eCLEK2G64UvvxFl3f3Suh9On68WtG+PBhsJyt1nx/csbpar0xeb5KhJ7iWr/L59tb7yXQARDFPvs3hqTdiDKvEFKwvdsjit6fk/vPJmQf4f/CSaXLLkJ0uWy4+/5RG8OqKllWjn8ZK5/fDPf47dYeofSIlONTbccpndfYnLxvtLC+B+MJ987GfHt4wjdHbh7MyupKHdKfQ2RlxfFiye+fHVFrw68mU369t8v1QZfY81/LKX5VKBESqj6B6lCZ+UYqQ5uSXE/I9Rm1yXBcqp+OU1iaOYWeUOgxxlaNOMR5KBkSqhGRGiGveD2v6lOOsq+Zl0/RtiL1duj61whVD1/GZPWE0+I7tKkYhHdIvW0EEotmXU/I9ayBHRp2o1+zG/2aUfjlB/Gq+mefTN25tsX+qId5jbqXpyRKqXf2mWrlmFtn7bI+lx8uGvnzoIF8lI0x3HYnIfQ8Km0a357nOliiVdE590zY/DQwQtkVHyiZoulMvb8AhR96eEGH8lrJ3p1tkm5Ed6vDYLfP7q0RQeRz+nTMw2+eApakG5P2E9JByqNvnvLw6yf0R11GN4Z4vofnK6Lm8fnpgodfP2E5XXHt8913S6aEwhM+gQzxVYjGqQBVpiDTK0AQq5RIJYQyJFIxAtlAAy9P2HlWMZusyLISLFSVZr0qyLPKJda1JluVZOvCQRmfI2u3CbRSkiD08XxXTcrzCi9wyVScfACYX1Fx1nSmwG3O53nBgyaZOlutqT9yd6M2hro0HM4X/PHgmKjxYNskU1pzulrzYDxxydThySetNJ4sl5ytVtwY9PjdjeVGJOOt5Lw/Ylhryaua709O+U/3H/Pt0QnfHZ6gG+7UP7doTYKXRcn3x6ecLFcO6iodXPmnTKY8JdnrdvhqZ8QPb1DJfFVkVcWz2ZxHkymjNGa3+27HIhBEKmA76hOpgFvJ7qYbJYT4KB2A14W1TTJ1fMbpcoW5gvBEG4FypvZfbG8xSN43mQrYvzFk9/rgvMuv3h9Z8c8qRB/htReYuPDz4aI2hmVdsigLSl2TeD53e0OupT18qRrPs0aS/iNek9o4uPgPJ2f8L3/6kR9OxzwaT8mqq/uc/RxiXVVkdcU8L3g4nvJstiBQjk/oxfLdkyk5wJcdhFCbRou2Jbkek9Vn1DbDYl7h7fRpotILltVT8iaZer5bpERI5G0RqRFKXjWZOuE4+5pZ9QRtK/rBLW6kf80guE3ijTjLfyTTY0q94lr8V+xEv0QKH20KxuV9puUjCjNH24pr8V/xefff48nwvcUn4J9hMvV8O04pSRz6r2zTOdnI92t51sZV3aeZMzvNqnqjUNiarLbcEedlYJ3/wXxJVlWsSidSkQR+YyDpkqVQXYS/tNwqx8Pylfpgk8i7mPa+bqyWC9QKRKjmpxWPqCtNmbvukh967ifwGF0boBpBCV0ZhNAEkY8X+viBR3fU4eYvr9Eddoi771aZlULiy4BYdZBCUakSbSsqU1HZAnA8KV8EKOnhC59ARvgvcdKOYp/+MEUqSdqJ2MsGFFnFzn7fVUiV5ObdbbZ2uhvvoZuf7RBGHqOdLl6g2N7vE4Qenu+hlCBJQvZvDrn9xS5hq3z4Hl/JBua3yshKl0wdzBd8d3zKg7MJ69IZMX6q5WieF9w7GzNMYn65u821vuP9rYqS74/P+PvHzziYLd6p8v0+Yaw7VyfLFd8cnuArRRoGP8nmvhUgWJcVDxpOwD88PeTbwxOOF0uqf2bdqOfDQmOwbLh/NsGXD5llDhp3c9BnmEQfVOXqbUMJJ/5zY9BnK02Ifd8JUVzhfOdVzdPpnJ3OlC933kKi+iUhhJNBt9awrgsWVUZlamLlNhaRDNiNBgyCjw/1a6/F2hhOVyt+PD1jvFpfae1RQhD5HsMkZrvjJKPj9/x+naWAQFh7iRf+35IvzZvCkfNfZsKugRJsCbZwnSv3CqfeJ8JGxe/NEHJPSjp+CNYJtZTGoWiWZUEviIh9b8Nf+9B783OPO8P3x2d8f3LKPz495IcTpySZ1/qfZSLVhrUOJYIteDB2tgzzPOcvru1xZ2tA7HsEV1h/PJmQePus60MW4tH5+2DQtqA0M1bVU5blEyJvi0D1XzPahw3XOXQ/6/qYcf5HVtXTJpm6HEqExGqH2NvGE1crulQmY63PEEj6/nW2gs/ZCj+n618jkClLdex4ZbLElzGR6hPIFCEUgeqQ+ruc5n9iVj4m02NOi+/o+dfp+tc/vprfzzMuOgTRwKQ+3iRba8OyKDmcOwnMVVlya9hnu5Nu3rXdsArOq3ynqzWLomRRFPSjkFGSUGrDoig2vlSh5+Er5yfVCUPnhUMLAfyAyZSnPogAxZvCWtexqUtNEDkZW+V7KE+yc2vE/t1dTp+OOXp44uCRnsLzFcpT9DsRw90+nUFCZ/BuRGOJct0pzyMhvaAo6eCT7jnyAtzSVYFfVsmJk4Aw8un2Y+pKu6RcOu6Z5ytC6xM3MtoO4uc+v5QCvzGJ3rs2YHuvt0nqr98eobXB9xWe7703odfJtJ5zpgCezRb8l0dPeTCeUlyRRP6+sWzU/baShMk6I69rAqUa9b5T/sujp1fiqnzoOF2t+fromEES8dloCHxakn8bLTzzDwdH/Kf7j7h36kxS/7nB+l4VjktneTSZcTRfMstzlHTd+cj3fppkSgoGcYQQglGakAQ+WQV1+fbnPKsqns4WDNMpi/zdFMVk4ymlrWVRZUyrJYfZeDMnDYIOvvQ+STIFbDa0Z6uMH0/HrK4Iq1LKeVFupTHbacpWmnw049I/B4ABm2PNAuwMzKr5u3RwQNkDOjjj3td/D75U9HxJ4vn0g4hVXTItck7zNb5SdPxgozCq+PDJbGu+/s3RMf/Pb77n6XTOs9mCSutPXnD7GKGNITOGJ9MZsyzndLki3NgIxVdKpnyZkvr7LKstLutZGoytKPWcZfWEhbePlP4nTaZcOMuZrD7irPgDy+oJxr44R3oiIva2ib0d1BVhfrXNyfSEUHbpB7cZhZ8zDD4j8bYQSAKZoKSPtB5KhgQqIVZbhKpL17/GQN+i0ivm1VMW1RHaakgkHX+fT6rm93OIoj4j18f4skukdq/cJmzDbbJNY/qlAeOMxPBfkGsstGayXnO2WrOqnCyurxSRUqyqiqrWJIFP5Hmsq4p1WVFp12qNPA8lBYnv4zXdJk/KTVtbW4unXZIzkJJAKdZlxdpW72TE+bLwpCQJfXppzKAbs1y/WoggDv33SkuVrxjs9ti9s81qtmZ8NKPISsqsJO0lJH0H+9u7u8N6lrGard3jefN4L0HXhnxVYOYZR49POX54ytnhlLqsOX06pj/qEncjkpd0r85N8pobY6N0/iIE73XRiglI2YhI+Kr592WRAafSZy/Ju1983JMK78JN+qG3kNZaylqzKkqmWc7pas2T6YwfGo+ziz4xSjrCfCcMGMQxadNdbaFutTGsy4pl6cZa5MUle4O3CW0MeeW6uAfzBQ/HUzwpOVoseTabc7Zav6A62EbseyRBQDcM6EbhptAAbsOXVzXLomSRFxu1savGPMt5cDbh89EWWVVtxGE+ZcV7XVY8mc344WTMHw6O+PFk7FSqPgAU05OSyPeIfSdaE/vuO3ZG4RKv+ayiKdZY3Ea61mYDMc6aOSyrqnc2BG6j0ppaax5PZvzdo6cbRcI7WwO6F4pHnypUo7a6nSZ8NhrybLa4ktx8pQ3zPOds5XxuZllO5HtX6nBKoQilT99PuR6PSL2I0rh7IpQ+/SD9ZEp+xlrmzbxxtlqzLEoqfbVOduQ55dnbWwP6cfRBobPvcl/udlP+xc1rbHcSjnZGrKuqEUoxG85zbRw/WW940A5Rotu/2/Pfz/9+/ro2wfgUYW3ddKCmWH2A1UdgJlg7BZOBzZtnCpAxiLhR/9tCqH2EugaiAyJ08LALYXBS6LMi5/FyyrPVglnp1FV9KRmGMU+WMw7XC26kfW52+i8Yn1/989hN9/r+2YR7p2P+6ekhD8dTpllOoWve59Qq6cS+kiAg8X3iwCf2PTwpHbe9oVi4wxcNX6v9rt08mJV1gyoqyRuo4bt+344XqzE25/Fkxt8/foa1lr+4tsdnoyFKybe6Z3yZknjXiLwdPJkgtNcIO7iOUGWWzMp7KBGhRIgvu3gieuc98lt9ts05MayqA1b1AdPye9bVAaVZXOJLSRHgiZjIGxGrbULZR4mr8fCM1WhTIpQkVB0C1cETIUq4nZUQConn9n/WeYk6Q3QfJXys1STeFh1vh8rkTMr7DMO7n1bN7+cSuT5inP8jiXcTP+qh3qOybKkdGc1WGFuhRIyUL56Soq45WznT3VobIt+jEwQkQcC8KFmVFd0opBuFrMuKReFkK9MwoC/djSKlq0YWym3Ki7qmbDYqrbhFuwma5wVVpan0h0mmlJKkcchWN2bUTynKV29Ckzjkfdolvu8xur4FQvDD39/n+NEpnX5Ctsiod2uEFCS9mK1rA5786YBn944wWpPNU8rtqulWSZQnydclz3445On3h8zGS6yx9EYdOv2EnVvbL02mPkY4EYk3JV+f5FBeiHZRWlcVk3XG4XzJk8mM+6cTVmV5qdPhS0UaBA2vYcR+r0PvwoY2r+om6Vnw4+mYdemSjatUqS2u2rgqSp5M58SNLPbpasXRYskiL165KHXCgJ1Oh1vDPreG/Y3XGs1nHK8zns3mPJ7MqMfTd0um8oJSa44WS7KqRtvGF+rKI717LIuSPx4c87cPnzixiemM2rx/IiVwvKBBHLGdJux0Omx3EnphuElOwyapUlJuNo15w3NaFCWzLN9IgJ+t1kyz/L2LOhY4XixZFAXrqiL2A5fED+UnT6YEbrO103FCFEWtOZwv3voa18awKkom64yz1Zrxes1WklwpmfKERDZGvZEKWNUZizpHAP0gpevFG8jfxw5jLZN1xqPxlHEjO33VjkDkedwY9Phsa0gv+mk6vRejNQ5f5AWLonQ8vgsc5+I5zvPz/y/r+vLzq/Pf86omr6qNufinSacqsAts/RBT/mds9QesPsKaCU5soL0/W3SFRKgdkLvI4G+Qwb9BqH0QHs9X3411tIPjbMnfnTzl6/Ex67ok9QNupH3u9rb4cTbm706e8u/2b3M97X0QmwPbdqQOj/lf/3SPB+MpR4sl9QXfyXcJgVvnIt9jt5Oy203ZTlNGabIpeoSeIvS8Tfe0MubSd7woCk6XK06WK44WK8Y2o6zfj7tlmqLn8XLJ3z58wiIv6IQB+70OMf5bJVOeTEn8fWJvF1+mSOFjGt8lgNqsmZXfY2xJ7I1IvH3whu+1R367cKbBi+oxR9nfMim+JatP0Ta/lEw5AY0tYrVL5G0TqP6VoXW28dQSSHwR44nLUFbnG+UhhcKgXxDAEEISqSFd/zpnxQ9Mi8fk8fTTqvlZazC2xNgKbQuMrRqpx6BxMw43H8oZaxm0zdEmw2KdGKEIUDJGNG9rcWNaW2/+bamx1qBkgidi2nRR24zarqlN7jpIwkNcwBNbq50s5MYVWmNMgcWgRISUAQKvUfYwWFtT6DNyfYptDM982SWQAzyZOg38pooTeh6jNEEI2O2kGz+NXhSirSUNnA9ULwpdpbuBs0jEpurQ9ktasYlZnjNp/HW6YdhAJNyibKyl0oY4eP3X485bhcNVn/88XzGKAo+9rS7GWrqdiM9vjF455t1rw7cS6gjigNG1AUk3Ju5EpL0YP/SRSjoTVGtZf+HMBcMkIIxDOsOU7iAl7kUknZi6rKmKirrSRElA0o3pDFOSXkyUhChPsX1jhFSS7VUBFvZu75D0Evzwapuw99kuv6kC91Pj+C1Q1a7K9//54T7fn5yxLItNMt4JAnpxyLVej9tbfW4Oelzv99hKkk13ClwH9tY643i5Yrebcm3c4fFkzrPZ/MqVuVXpTE6NdYtju0m/uFETOO7dfrfDXq/DzUGPG4M+e90Ou92UThBsNtvaWBZ5we1hnxv9PttpwsPxlKPFilmev+IoXozKGExZueNZrhklMb0ovBLc4l0jryom65wfT8d8c3jCt0cnHC2WV5agbsN50Hn043hjlD5MYraSmK00ZhDHG5+n1kS3lYeXUmyKOKV2G8msqlgVJbO8YLLOmKxdAWmyzphmObMsZ57nrMqXdxZfF4XWlJnm8XjGPzw9AFyXqO2avYvE+FWjvU+VkOx0Un6xu83hfOkKIW95abfFgnVZcThf8ngyw1eK/hXU60wjR53pgkm5INNNgUHAtFxSmIqdsE+oPj4UUhvDyWrNj6djztbZO0GrIt/ner/H3dHPI5mKfR+/476ToqqZlTnjPEMbQyg9pBWURjdKu4ayPv+9Vemt6ka4qFHjLZvHjxdLnk7nm07ex7QtaNd3qw+x1TfY+mts9Uesfgy2dua+BA2cD8A2/KkSa2Zgllg8jK0Q/m+Q/m+wcgD4mw5VpTWzImNRFXhS0QtCaqs3q6W1lkLXLMqcrK7R1jQb1ndf8ypjOJ4veTyd8e3RCX86OWO6zt7JA7Hl66VBwDCJGSZuLuw3c+Gw+b0XRQSem/+8hrNIo75rLGhBo6jsCpOzLGea5Zt5cJJlTC/Mh+31cJWwuILl6WrF/bHHHw6OSIOAz7aH3Ghsd153VqXw8RHEapte8Bm1zVjXR9QNzNNQU+olK3HAWf4HADr+bTr+DQLZI1C9Zs/8/kgMa93+vjYZmT4jr084yf+Jcf416/oAbYsXVPwC2aUXfEY3uEMge0hx9flNNnmEQDRGxfrS3C2QLsFCUZuCwqxIbH3hcYEnAwKZYK2hMAvql0AR3yXePplCU9uMyswpG+14X3bwZYdADQkuYB9tkxGWekpen2AxSOETyB4h23hSAaLRol9SW8ehsFZTW+diHKs9lBduvvzKLMjqIyyaxLtGqEYIcX74Bo22+Ybwpm1BqacYWxF6QwL6KBEhRIi1NdrmrOsDFuUPDuqHIZBDQm9ErPaaRNFNON0w4LPRkJvDHtZYJx7RtI3TMEAbS9AkTc7LpLOpdrfXrECAoJFCd0T4h2LamO8O2EriTbWkG4YYLNGbNni2xNo1CIUgbCpPL3J/otDnxm6fnWHKL+/sUNevngS6adhIeL8+4k7Etc/3MNo4EYqG+ySkIIx8PK/LF//iLjd/cc3duELgB06IQnru+UHss3196JSjhEB50nGsPIVU0nWitrtURYVpJq4wDgiiAO8NieZ/b1EbwzdHJxzOF0yynPrCRD9IIr4YjfjdzX3+5s5N9rsdIt/DV+qST1rLnViXJV/tjng4nvL//v4+p8tVIyjw9hutrKp4MnE4cSebXr5gziuFIFCKr3ZH/Ju7t7i7NeTuaLCBpl30W7PYDTT2eLHk1rDP758d8rcPn1wpmbKNWMyyKDlaLNnuJES+z6e4nFZlxf2zMb9/dsi3Ryc8HE/fWbJeCoESgn4U8dXOiC93Rny1M+LmoEc3CkmDwCl4XoK1CGQDbTnPH+xGnMM0napaGypzDh19Op3zp5NTfjgZc/9sTFZWvEuvygInqzV/9+gpZa3ZThO2kph+HH6SZKoN2XSmfrG7zR8Pji+djbeNotYczObcP5swShNuDt6en6CtodAVZ8WcH5bPKHRJz3f822m1IpAe3uAz+v67WXlcJbRxa9EPjfDEVUM0Cf31fs9BN38GyVQ7b3gNF7kUNXVVozzJXtqh50cb8QPnieOu/3Zj7f5mL/+t+f2boxP+65MDvj48ZlmUH9kDrga7wuoHmOI/YKp/AjMHQKhrCLnbSKa314nB2gWYBegDrD7AVL8H/QBl5lg5RBCA7NJ2qEqjGRcZ66rietIl9X0eL6YUWhN7DvLfemQKXPItlSsUv2uUdc29szF/9/gZ3xydcjhfvDMKx1OSfhxxvd/jN/s7/GJ3m+v9HnvdDr5S+M0c6G3mP+F8L2uNrg261khPEUQ+ooHst3C/NrleFiWPJlMenE344+Ex3x6dssgLKn1130bdwNVPFkv+4ckBlXZK0DfeYv4QSITwibwRw/BXaJNT6SU1LWfOYtEUesZJ9g+sqmdsRb9lGP6afvA5nowbKsv7L3YWTWmWZPUxZ/kfOcv/yLJ6zLJ61CRSL94XgRowDH9BP/gcX74bH1QKD084BebK5NTPJW1SKDwZIYXnDH71HH0pWRKuGIByPS5TYGzNVef/l8Ubz2rLLarNilX1mLw+dockJG5P7rpI7rnOfTivT5rsNGsIaAKBcgQxNWgOXFDbNYvqHnl9ii87KBmhbQFYAjm8fBxoDBW1WVKaGUrEl74wY0tKPaU08837tsdTVXOUCEm8m8TeXpPRltRmQaEbiVwhkSLEMylGXpZz9JSie2Gxv1i1CZTaCE+AMy60XOYdXXz8vHvnNoaelGx3ErphuHlO6F0e87kvZDOq0Y8x9XcI0Ud4NxBi2JBPLydDnpJ4cUAafzifCM9XeK/wQlGeE5QIIh87bEQgjEXIc74GgB94pL0Ea9zC1YqJXKyaROlPvzj/cwiL6/60MDqLg98kgc/noy3++tZ1/uL6Hl/tjBwJn1d31HpRSBz4pEHA0XzJ8cJB9I4Wy7c+nqKuOV2tmeeFw6HXruLXhpKC/W6X6/0ef3V9n9/duMZ+r8Net/NGs88W/96aO56tM9Zl9dYdHqekV3K8WHKt32Wn83E3rY6PVHO8WPLN4Qm/f3bI0+n8nTo8nnSyultJzF63w+3hgC93Rnw2GnJ7a8BexyXK7yK9+3wUdc2qKBmlCd1GQKftCJ4sV5yt1lQN1+BtI69rTparTVIZeopf7G4Ted6VTY/fNaQQmw7KdiehH4csi4qyrt96SS3qmoP5ggdnE36xu30lo0xtNbkuKUyFsQYlFKkXYbGclPOmO/JxzTfbZKGoa06XKx6cOb7KVcJXjpcySp2C3zCO33jdVcZ1fnJdk9UlSioi6TWf0W1kS6NBQCA9BILK1FRGb+Y11WzufanwpKLQNYWu8aUikGpzvmqjKY3mrFwxrdYEyiMzJR3huDRSCFZ1RW00HS8g9t5cKZ81Utdp4L+z1cpbh1li9UNs9T1WPwC7cEmUuoZQtxroXgoioeXNCLsCs8LqJxj9GPRhw7O6j62/AzyEuLvpZgnERv68soairje8sGmZcbhesijzRmCrhUS/2+eujSErK44WS74/OeOfnh7ydDojq67WmRdAHPibOfDWsM/t4YAvdra4uzVkp+NEUNrntqFrjdaG9aoin60xxnlOBp2I1PMJosvf/7nRfE03ChkmMZ0oZNRJeTye8ngyY1EUjlt8hePX1rIqKx5PZygpuTsacnPY38CxX/m5hSuUh2pAP/iCyixY1YfUdkVtCiwuKTC2cJ5TNgMhqW1Gpk9Y1s/wZeIggvhI4ZPp05cmPs6bc02uJ6yqA4ytMNYhuFxHak2uz8jqY6bFD0zLHyia/ffz4YkYX3Xp+rfoBZ/9/9n7r+5IljVNE3tMuAwdkKkzt66jqmq6urqb083hXHAuyP/Ke641JEc0OTOcZlVX1dFni9SZkKHDpZnxwjwCSI1AInPnPn3etbCRG0C4e3i4m9tn3ytoBddQ8nLRCVpExKoLCPJ6TGFmvjvVQApNKDtoMSYzIyblY9p6l1QPkWiMKynMjEV9Qm1zpFCveCRcFhcoUS3OVZR2wqT8A4vyAe3wLqm+jsNS2QVhU/mtDB3m1X0Os/+1EczdQIoQR452afPBNVxVM2WU/wuz8nva4R0SfQ2BQsmoqTbPcyE1ioi5GTEuf4tzlnZ4jwBf4Rqbk5tjlvUT8voAhyPV15EiYl7ep3YLdpP/A7HexjUXhacslj5ZGt04welXRJrvwstDy7v+H6AVhtzq9xDCT3ov8pozOMBiq99RZf83pL6Hcv8WqT9HiORc2//TgBDCOy6+6U0J/uL+dAVYraSuBvZuHLHf7fDza7v8u89uc7PfpR2G73wUKil9cd8VfLO/Q1ZV/OPjZxsVU5WxTLLcu1Li1qGMKwTSd6T+zZ1bfLO/w72tAXGgL3QdJEHAzX6P0hgenI44mi94OpltRJfLqpqjxYJxll2ZNvFNKI1hnBU8Hk/59bMD/uXpAbNi81VN8JTjfhrzzd4Of3/nJl/sbLHbbtFPEpIw8JqoK3o4BFLRjiJC7SlT97YGfL23w/2TEf/fh4/5pyfPWBYVyw2KqVVn8Hix5D89ekJlLZ04Yq/b/iBuYa+DAH+tSe/qt9tuI1hwasyFtVNlbXg+ndOJIyZZjnXuwmNYbS15s6rdD9pEKuBaMqS2hkm1JDelX0HHvVcH4G3wWkvLsqo5ni95NBpvPKmNtNelXO916ScxsdbvdIstTM28LjjM5hxkMxIdsBW1CKTEOshNxaTMEELQCxOUEEzKnHlVUFmDcZZEBSQ6oBPEtIOQk3zJabGgE8Tr1yAEi6pgWmaMy5xJmREpjRKS2lmupT5H6TCbsaxLrrd6FyqmPiacHWGr3+Dq3+PsFCG3kdF/QIR/i5BDhOiBULygg3I1YHD2FGFPccX/jC3+nzh7gq3+2csx1C7g86sCpehHMbOq4PvpKT/MTpmXPkLk0WyCQHCQzclNtTbPuuyzujamWUgZ8YeDY35/cPTCAttFsFoE7CcJv7y+zy+u7fLlzja3Bj1akS+SozcU9HVlKLKS04MJh49OkFIQt2IG1pG2Y95kDxUqxW6nRTeOuNHv8Tc3r/EPj57yj4+e8v3JiHlRbuyYW1vLaJmhpeLboxP2Oi0+2xpeqLMbyi7d8B6VnTMtH1DaKc4dU5+jszkMtc2YlffJ6kNO5W8JZItYbxOrLULZIVQdZuX9lzo3HtYVFGbMvHqMc5Z51fLMNDMjN6fk5tQXTw1LrbKL19qg+/PXpxfeox99SSe41YT1Xm5hX8uERA/IzYRFfUxmxljO3rcSIYnus6gPWVSH1DajG1yjpXfQMsa4mnl9yLh8QGmX3v3vAq6XFzq2i/2ZwDlDZabk5pjQDAjloNFAhcjmZrauoHZLSjuhshOUiAlkByUTnKu9Awl6fdyWisKcUpgTWu52E0YWoEWClvG6EvcnKSJQHcBR1qdUeta48Hn4i2dJbRfUNvMFkozRIl1TDis7XfNLvUjNV+felz4500yJ9AVh3BtrgPd48IdaXWr12IF373EZ1jzGVL8FBFJ/3bj6fFrWyutz9JZT9WNrjv6ccH5I3263+Nn+Ll/v7nBn2KOfXMywQwpBpP2q8J1BH2Mtz2dzgqdnuWrvgm06ry9DCEGifSbN59tD/vrmNa5122vL6ovA0zcUO+0Wt4d9nk3nzItyI8v1vK45XWRMsuJKzB9eh9UD1tvFj/hDQ+07mi82JhUEShIqL/T/bHvAr67v8zc3r3F70Pe6tw+g+ZJSEEo/TrWjiEGjzRok8dqU4uHp2BtoGHthowoHDXVmQhwEfLmzxV63zSBJPgpNTAjvaimFYLuVcnvYp7aWcVMUXQS1tUzzguO5N6GY5DlJEFwoX8nTpjSB1ATSPwNyU2Gc8RQ/IQnE2QLbaoHkhfiFRve2cqlb/W61oKKkJAzUG7u8pjn+w9mck+WSSePcuQmSIOBat8PNfpduFKEvQA+f1wUHyxnzuvTZik1XpDCGWZVTGoPFIZxjXCypnWVWFSyqsulOWRIdENcBi7okLjWzsmBWeWOZwtTNAk5D18M/empncU0hNykzWjokkIpJlZPVFdsfONT8UnBNZ8o89/oodQMRfIMMfgkiRbwto8fuINwSaw6g/p2XBNQPcOqGdwZsEAhJO4zoRzGdMKKlw7W7XWFqJkVOogPudAb0o2T9eW30Nprrd1nVPByN+fWzAx6cjjl9ifb9LgigE0fstFt8sbPF3968xs/3d7k97LPbeTdtzDUa0XxRMD6eIaWgXRmSVoR5zYLamcZS0GqcAQdpwrVuG2MtSghCrSjr2rNCivLC44fvChvGWcb3x6d0G2r2zUHPu8vy5nmREiFSBbSDGwyjv8K5ijGwrA9eMFxw1JR22nSLJAJFrAdEakAoOwSyzaJ6+toiqHYFuTmG0lGYMVIE1DajsvNmzj6mskuMe/NnuJpbt4PrDOOf0w+/IFZbaHl547BItukG13yBZw8xrvReCc43XwKZ0NZ7LPUJs+o5efWUo/wPWAxaxFhnOM7/yLR6ihSaTnCNSHb4SMXUyh0j9EYOQnv9knlOW98mVjtrmp9v/R0BkKh9WsEt2uFdtGgBzlsjyjNTCW9ZGBKoLu3gDv3oZ3gDBfWC+QSw5nsGsoMQwRtbzVJExHqPQLZp6ZsoEZPp597YAktpxgSyi5btpnjq+aJLpkR6h0Tvo2ULKT5dTY5zc5w5wtkxuBJfQP30Mxn+gqvBaiC+0evy93du8vnO8N36u9dAScFe13PP/+XpAa0w8G5WlzRMANBSMGwl3B70vUZq2L90wGcSBNzs9TjeXvJ4NNnotUVVM8oyZg0N8UPBAaNlxj89ecY/Pn7G8WJ5qTs1DQKGrZRfXNvl3392h8+bjlQaBu+kRV4VtBR049i7ASrJtV6H//jdA29XXxTMi4sLeVeueIezOb8/OKITh/zV/u5H1dys8qa+2t1mlhc8HI15i5z0BXiTIK+nOJwveDqZstfpXOhajmRAP2hR2ZoTN2FSzjjMx0ghCKSmF7SI1IvPONsUTbXxFKxAK0KhKKuarKyojV/kqBudRxIGDNoJKnz9tVEby9F8zv2TEeNlfilnurTpEN8Z9mnHF1tpnhQ59+enbMctvuju0NIhkdQc5jMeL3KUkNxu9wF4MB9xWizXjmVKCJTwFPjC1MyablWkNJFUlLbmpDizsd5LOtxtDxmXGbmpKW2NwFMNT4slUgiW9YpV8wk+P10G5hDcwjvzqc+8Tkq0eOfUTYQgJKh9hP4K6oc4ewj2FEe1vrKUlCQE7CZtfj7YYxAlPFtMGZc57SBES8mXvW224pSdpH2pKafD3+/zvOAPB8f87w8e83w622gbojnW/U6bf3vvNr+8vsdn20OudTu0wotde1JJgqAx3igqcF6uUBYVzl7s8xd4qvXd4WDNBtBS8sfDE749OtlYQ1fUNfdPxwDcHvT4pdknkO+ySvdUy0TvsJv+q6bjUlLbjNLOMO51dF1/D5VmirE5mThqCqTl2gDuPIz15harQkogsZjGb6BY0/7ehkC2idUWvfBLduK/oRPcIZDvR6mPVY9+eAfrakq7QArdmOMZpFAEMqUf3qIwU06K75gWT3m8/P9xmP8eKRTOOTIzorILhtFnDMPPaOmtK1nQf+cMy+9DokVConep7LwpNBy1W1KYEVLEIMG6itouwTm0bBHKPpEcNh2l10GuO1GRGpDo/bccR4hcuQY2phSv3WLTcQpVl0D1UCJCyw5KeIc543ICuo0DYYySSePLn6Jlq+mkfdo6HWdnWPMUZ8frIvEv+AtWCJsw6P1umy92tthvxLibYmWGEijFbqfNTrvF6TJ7rxyQQHonzK92t7nR77LVulw4M3ht4X63ze1lb+NJeGn8auK8KDfS/GyCyliyquL5bMafjk74/mTELN+M3ieF8FbenTZf7Wzxq+v7/PL6Pvvdzjpy4WNBSkncOPAlzSqtd73KeHA6Jq/GGHcxa+NV53K0zPj26IQ0DNhqecrYyjDjY2DYSvliZ4uHo7HX37xGP/AmGOfI64rD2YKHpxOSILiQ/k4JiVABkQoIZYAWityVSDRdnTIMO8TyzPLXOkfVWHTPsoJ5XpJGAa0opG6c5urargupqrGX7qZv7lxU1nI4W/D9ySmjZbZxKSGFoBWF3Oh3uNnvXXhCW1nDsi6pbIw6p9exDgpbE0qFFBKfm2PITLU2yTmfB2cal7nMVL6TLv2cxDX7KK2hdhYtFUGjo9JC0dIhUkiO8jnGWSKl6QbxukP4ScFVYCfgcoTseXqe6CAuEHTqzbk0QvYR8hpOHHkNlp01VECPlQlQR0RIIWgHIe0g5DTPfGadUlxvdbne6l76HNXGMMkLnk6nTa7U6I1Zg29CGgYMkoQvdrb4m5v7/OLaHlutlHZ08XF/pcm2xtP9bLNyki+K13amXnn9uU7VVmOek1UVzvnFicPZ3MfaNFl6F0FtLCeLBeB4PJ5yOJt7N8L4zffuWnMuO3SCGOcseX2Kw7ConpKZE4zNsbx8jv389/XF1ouw1Fg7p+Li1P4VlIjRIqYd3KIb3GUQfUM3vEekhi84cF8GserSD281kiJo612kPFvA0iKipbfphTfoBjfI6hGlXZDVp+eOLyRUHbrBdXbir0n19nsfF2zg5qdli170MxJ9DeNyL36rHjMufsNO8u98ISTEWm9kXYmlfueKT2MgfmVBPZ6q4G3ScRaEdzjx1bfwVfYL+1qTKfjJdHfcBGceNTkTnyA94S/4UdGJQnbaLXY7bXpJTBy8fM1fHILm4ZGmfL6zhTg+ZZxdzkIZINCKW4Mev7i+x+57Gj8ESjFseRFyKwzWQbQXQVkbZnnBoixfCDa+SszLgqcTb1LwbDpj3FjqboJQKZIw4MvtLf5PX97jq91t+mmCkuJHyzYTwh9XL4755fV9WmHI//jtD2ub9000aMuy4v7pGK1U40o4JA0+TrdNAMM0ge0hv376nFApMiE2cq0sa8vBdM73x6fsXYBqBGCw1NYQSM1O3GcQtpFCEkhNLAMiFRKfmyA458jLmvEi4/HxmEfHE/qtmF4r8TqROMAYn5VjbONA9458uKpxxfzu6JRRthndSjU0yW4cca3b4VqvQxperLscaU0vTFjUFb+fHNINYgZRyqIqCITPPnu6mHhfMmdJVeALdJwPRG+2IwS0dEiqfQevdoaWjugEEcu6ZFYVZKbi/uyURe1pgp0wYjfxESHfTY9Z1AW/Gl7nZqtPO/j0FlD9hLHCM09CEHGjkdoEGiFjnFA4asQbnMuUkKQ6QAlJrANutOp1AaulpLD+/4NLTDqXVcWDkxG/e3bEs+nslfzDi2Cr1eKvb3hq872tIcPWZtlu4Lu7dW0oi5p8WVBmFWVR0dvqYKrLzaOu9zrEgWaa5zwcjQE2yuZbaxebKJHfPD3gy93ttxZTK4hmPpvqPfZb/5ZU73Jc/Avj4o8s6ucU5vSd2/gQiNWQdnCTrfgXbMe/oh3c9BKeKyhYQtWmKzSR6jII7xKpNrHqNXWHQApNIFM6wXVupn9HqodMyocsqqNmDJGkeouW3mE3/oad+Bsi1bm0qcp5XMDNj7XbRyBbCCGpzNRbj9sR0/I7uuHXAEgCrzcSEuNKKjujMMfrSliJ0AfjrgVfzZd4fafJPwxsM7AWXpNlZ833JaUZ+66SjNb6KR/Em4MRFGaEcjG1nWOpEEJ5e/RGaCiFRokIh2ks31sUokNApznOtw9cq8INDLgM5wpw1dkA6M6F6QmB563qxsI88CtMIuB87sPZti0+rK/EubzhORscFab+Flv/CWePwBmwS5w9wJqu3694/Wq/EKEXrspVp/DNF5A/nxZcgXNZQyes/LXwwvtS/nyK0HO4RQyoC5l4+H0YnFuAHXt+u0gbE42G5ukKHEWjEyvP7X+lxVLNOU0RckV/UOf0BgvfwXM54BAiQsh+c47kBZ1cGhNpO2225T9fIVrNtqINtvXh4YWyXbZbTY7UJZ3dVgWYFIJBGnN32Od04ekxF197O4MUglhrrvU6fLmzxbD1fqHLujHK6KcxrcgHwdbWvGB08SZUxjJvAj3PBxNfRbt/ta1Z7rVS35+ccjxfbCy2hjMTka92t/lV43i4so3/sSCEQCtBKgLuDvsMkphn0xl/OjzmpMlhuWhBUjai9FApHo+nHEzn7HbaxJekfm6KTuTDjLdbLbpJRGFq8uriAZ2V9UXJD6djvtnfwTQOYW/TlXgTDt89CoTX/4WNhkoJiW4cplbXkbWOZVFyOlvy7HTGw8MRi06LvKwZdNJ1UW3cGRVwRft7/b69PfPhfMHD0YRptlm3dFVIDdOE7XaLQZpcWEeT6pDtuM208qYSq0m8FIJuEPv8p+ZZ3tIRqQ7XWinBi26PujlXpa0prWEQJQyjlGVdESntu1fWB3O3gpB+mNALEhZ1yaIpuCIVMIzSKzNtuXqs5kmXXexdKcdWr30To0cQKk2oNJ3wrLA01nJaLDnJlgzjhFhdvIBZa6WaBZPfHRxxOJtvtKCkm0749V6HX17f4+f7u1zrduhs0JF68Zi8FjSIAqrSNF81tlmEgM2eAf0koZckPNye8OXOKbV1zQLdxYtF29yPT8ZTfvv8kH6a8OXO1juPRwhvTxOpHoFsEcoeCIFEoUTEHN10ooomg/XDLLwLdGNZHqNkTC/8nH70JVvxL9mKf9nYoF+NU+tqzt7SCZ1gv2nGnGWrChRSKFK9xU4siVWPRPWY6ec4Z5FC0Q52aQd79MM79MKb731MK7y7mMJgXEZpxsyrh41TnsW4AuMKQtVd0+K0bCGEIqufYVzOonpIbZdN8eRI9B6d4AtivcVFk4+9417Osn7KsnrKtPyW3Jyg6keMin+msjPS4AbGlevj8tlWB9RugRLhOkTMt/f6SBEBAi1bxGqbefWAeeVdTzJ9QDu4Syf8DCnetXJufRFlp1jzAGse4swpzp6eFUACfNERIoh8LoTsI+UuQu0j5Q5Cbr2mAKpx9hhnjrDmIbZ+jHMz/1U/xponOHsC1FjzkDr/HxDyP4NoN8Xaq5DqGjr+P6PDv+Vl+/RXUeFchq0fYesfcPY5zpz4wofVw1c3BcUAofZQ+jNv2SpaDa/7XShxdoGtfk1d/Ed/jMGXSP05Ut1DiBBrnmDNY5x5hDXPcHbpueRC4ou2Nsg2Sn+DCv6qKW7azfuz2Pp76uJ/wprH4EqEuomO/gMy+LoR8F7UVcZhqt9RF/+TP++uROqv0fF/QKrbTRH5aTyQu3HEzX6XfhpfCQ1MNHS//W6HThxdahVnRSdpRSHDNGW30yYJ3l+XKIQgkIpWGDYW1yXLC1iO19aQVT5I9yLF16ZwwDjL+P3BEd8enTLbQE90Hjf6Pf7N3Zv81f4OvTgikOqTcb4UwncauknMF9tD/t292/zL0wOmGxg5gJ9MZFXFDycj/uXpAb+6Id6L/rkJlBREQq11fNY5nk/n2AtO+GpjOV4sSUYTRsucqom7kG+h1a6KgswUPM9PmVcZFkcgFJ0gpRt4ql8nSBH4TtlsWXA4npOVlc8OU54KWRtzjvYXsCxr5nnps8Bec10b58jKinGWcTxfcjRfkNebFfmtMOBmv8vNQY92FK4F8xdBL4jRbUlhfAEUSkWqQ1a0PnMuHFwIAc73Z5xzr0zGZHMejbMY64iVJtYBtTXsJp31ZN5YS+3M2jyhdr7wagchbR162uVGZ+DjQAiNECkODW7qHfouQNF6AW4J5tAviIoEZAIXnHuBN+54tpjx3fSEb/o7DKL0wufKcWbUcv90xB8PjxltaL/fjkJ2O20+3x7y5c42N/s90ksutEgp0IGiv9vl7jfXGR/PmY+XREmIVJdnbgDc7Hf5t3dvY6zj2WS6sTNmbS0Hszm/Pzjmy91tHxVz4ftKIoQmUn224l8Qq2064V1m5QNm1SMW9VNKM3mtbfn7QxLKNqHq0Q3u0gnv0Anv0A3ukOgdlIi5CnOHFQozZVEfo0VMpDpoEaNl9Eo9oYQmVl2k0MSqw1b0JeAQiMYePiV6o/zocriQNbp1dWMucciiftwI0rxJhNLXCZpOh5YxmhgtO2iZ+HTk+ilnKyuCVN/EOYsQsmnJdbCuRL2BB2zXAcATlvVzarvw3SRnyOsjAtkjUsOm6rY458N7jV0i8IYU1lVoka5NJ8CvmmiREqttlvUTartotEeOUPZeK8pbYdUx8456BzjzBFP9Blv/DmsOcfawKaZW9AlfTEGEkAOk2sKpz5DB16BByjaC1xVTXhtlqt9jq99i7QjnTsHOPPd59Z7tKcZOGwrAmyf0Sn+JCn7J2SrX67qBTbfInmLNEbb6Lab6Z2z9EGcPfHcGnwXmO1JtpNrxBYVbIKmR8lpzLPqFYOVXd1aBW2Dqb6mL/wc4h3Jz/CpGCydCTP1HbPV7bP0nbP3AF5N24SmlSBBdhOwiYofUN8AlTYhhs6prjjDlP2Cqf8HZCTL4Gqn2EWoPIYfN5/J2rJLobf0tdf7fY80zcBU6niODnyHUdcQnRBHtxBHXe116cextgt8TAv9Q2++2vWX6JbYphSAJA7pxRL9Jqn/v42oeNlpJWpHfdlkblq9wxV9FbR3W1hS18d2sxiHtKob9VfDtySLju+NTHpyOWZabFVNKenrNzX6X/+rWde4NB7Si8EKOaR8LonGzUlJwd2uAA6Z5wR+PjjFltXHI84PRmHYUrjuX7+rwXMXxK+Efw8M05e7WgHlRcjxfUl20mLKWSV4QzuacLpfMipI0DNBv0ygKkE5gnGFeZxwVYxZ1gRSCftBmK+qujy+UGmsFpTGUlSFUin47oZvGtOKQQEuvUVaSVhLhEEzFmyes5jUuhJsijbzr2Eortcln1A4i2kG0zoxa81OabZw3wnibo9kKa6fDC2wrMxWTMscBO7E3U+gE0SezOPEqQpA9sCc4OwVz4BkcdgEiWDNs1q3JcxmUbsVqsSc486zRXXUQogNCU1mz1r5qKRtzAkNl7QtjYG5qfpid8tvTQ4ZRyteDNyZgvoJVrtTpMuPReMLD0Zhiw5DybuwZEZ/vDLkz7LPT2Ywafp7qWleGYlmgA81wr49Uyi8IpSHyEuPqWTcE9jqeMfBkMuM/PXrKtCg91faC2zLWcrJYYqzjeL4gr+p16PBFjkOgCJW3O0/1PqneI9XXiIo+ukxY1gfIOsRhsM7gnPHyFyy4893L1b/9O1s9Ef1cSzRdIIVs2EdShKRql1TvMYx/xlb0c9Jgn0TvfhATt2U94qT4jkAk3plQtgllCyWCplMnfXZUwxSKVY9UD9Y+Cx/SOfrdBhRN0RTrbfr8jJa+yZq25hwCSaKvvfCaVnADIf5tY7nobz5fEfaI1GDNbwxlj63kb6lt9so2VlAiREhBO7hDoHp0w8+p7NTbrqueN7lQA0o79ccqkyZfSpPoPQLZw2Ebbun1F7ctEyIh6fNzIrXdtBBjIr39xuLOowa3xJpnmOJ/wZT/iLWHTadIgkgQou3pZ9Q4ak+TcyXYU6wd+wm6CP3gpl733lcUSO23JXdQsoNzu1jzHDjAuTm4BUJ0EWrHd2lE8kaKnVA3fQHxtsHQzXF2iqn+EVP+J9+ZMs+Ayn+Oang2iLvavz9zgrFTrD1EVn9Ehf8VKvgVQm4j1PAt5/GlXWNwLsOZg4YGU2DrX2Prh4BByBbCpThpG9pfgaPCmec4mwExQoRn5w4Qqo/Un+HcBFt/B26BNQ8R9Q+IQCO4iKXqzD+U7BHOzf2KoRwi5D5S9j0tcYPVvg+NNPSaqdWq8ftCNGLznXar0SZtvg2tJP0kZr/TpnXFFC4pBEkQ0I4iphsYPKxWrYu6pqxrQn2xnKt3YTWBOJjOOF1kzIvNaB8AvThmmCbcGvS40fNdxrc7PP14kI0g27taHbPTbnGyWDLfwCq4NIbn0xmJ1vzqxr6fTGhFeAnjlMtgmCZ8ub3F8XzBd8cnZBs0a6y1lOsw4hE3et23GjJIJFpAJ0i5Hm8RCMVBPmZR58zrjNLWzOqMXj5mN+7R1x2GvZgk3KNuDCaiQBMHuik4IQw0cehDultRsP7/l1HUhuezGT+cjphs2CVYoR2G3B70uT24uPHEyxAvfX/d7656W15jIujoiKTtbem74eXCQz8KZAuhbuHsxIfv1n/EVteQBAh9A+QO/rlz/l1awIB5gjNPcNVvcPV3IGKEug3qOuANJr6bnFBaw3acYpzj/uyUo2yxPk/gaaw/TEc8W0z5q8Gur9cu+AFlZcXj8ZT7JyNGjV50kwUWgO1Wwi+u7fH59taFdXkvYxUncPRkxMM/PvML6YHCWkecRiTtCPWei1RxE/ex007Z67RZlhWzPKfaQDtV1oZ5WXK8WPJkPGXYShim6cbPWykCYj1EioBI9elHX5GZY/L6hMJMKO2E0ky985/NqF3uLdVX+asNHVAI2WSvnkUIaZkSyi6h6hKpPpHsk+htYrVNrLdI1LZnqH0gls60eszD+f+CdbVv3siEQCSEMiVUvrDynbKWL7RUi1C2CGTq38PFbSI2xgXc/BRKKKSLCMI+XsPkOzgrruTLSPQ+id5fV79+GFPnqsLGjUR16KufvWXfAtEkNWuZknL9jX9rXI4Q0hdZukOo+rT0LWK9s66mX962t1/3+VKd8LNzv5XvuBjqhtr3iLr836jz/7F5SxqpriHkTlMAtRvNUwF2inNj39lxE7DHDR3wRXedc0cIaAQJQg6RerWy7YDIG2xYh3MZQnaR6g5S7SLk4I3dFiG3zhVT5+7QcwOcs2Ns/QhT/gNV/n/3K2Lgj0Hte0qf6DYvW/pgQfMMZ47APMCKP+D1RClSC5zsr/f17lWBCuwCa576h4edYM33vqOk9hFyr9FlBY1+adKs2h2DkE1R0xRTwr9HIXrI4HMfWmieeVph/RAp93BqH9TbueQA2Cm2fow1R+AWQIxQ15pj6vLWvI8fAWkQsN04HV3FSoxotrnVSkjDN8cSvA1aSgZJwu7KLOK9j+oMZ8VUuNHke0VDKSpDWRu0VFfC1FyUJc+nM55NZ4yybGPnKoB+EnN3OOBmv8d+t72Ra9XHhhCCQdNtvDXoca3bWYuqL6w9MpbjudfjHc0WzIqCNtFHK6ZWuWffn5wSKrXmUlwEjkb7NfPFVCsMuNHvvvHvPWNCkMiQYdjB4pqcKUtuSmb1krnJmFZ+YhulId12yo3BGXvhrBnh1sP36meDTrrez8so65rn0zk/nIyYbOgsSXPcnTjiVt8X+Zed4L6JwrTpeHW+O/Cuba3MFNqBz1OKlL7ScejKIdoIdQdhjrD1fajHOPlrT/vDgJZAwAumFK4CKlz93Vngr3mC0F8g9F2EuoETMfOq4MFsxLKuPOXSGP7p+Bn3ZyMCqdaMBuMcx9mCeVUyrza7XrKq4sl4wv3TcUOBvfiCkmy6xtvtFt/s7XB32L80vQ/ncNYxOZnx+I/P0ZGmO2yRtmPSTkzajlFavdezMgo0UaDZbqdc63YYN+P+RYsp8A6by7LiZJHxeDxFKUk/TTYO7pYN5S9SfTrcwjpDaSYUdsKyes6yfk5WH5GZI0ozo2rs1I0tvayGcr2dsyIqQYsWoeqS6l0SvUtL75OqPSI9IFL9jY7xsvCdqW/JjTepkWiUCIlUm0QNiFWfRPdJ1IBE+69UDYlUl0Am6Ebi47tY4lwn6/0+f9jAzQ9/CHDOlvzd1ac4x2X80MPWWQtSNHQ30bT73j1DEi+9l3dRC3KvY6r+6LtRQiD1PaS6hww+R+nP8e47Id6com6MHAqcm+DsCCHaSHUDqW+DfF13RPsukAgQaoizq2LPAUFThGU4TrwGS3/mv9R1z41+3bsUCUJuv+H9WbzG6Fvq4n/CVL/B2TlSXUPqL5v3dwshe7Dq2rnKFzXmOdY88K8xB9jqd96WNsbT6UTERbRJzi6x5jHCzfz7l21U+HdeXya3mn17gwmcN6VwdoKzE1T4195Y46U0a19ofo7VB4jq156qaB5hzRbS/pw30R1fODP2FFt/izMHOFcjVa/Rdd1647n+MREHmn6akIZX02kB797WCkNCrbiMDEtLSacRrV+1uYBs3MWSS7jArfKCKmuvLGtmpRF4OpmRb8idX2Gv2+aXN/a50e/+qGYTm2K33eaX1/exznGyWGzUkXPOUdaGg9mc745PuT3o044u1/nYFO0o5Hqvw067RSf22rtNVtK9NfKCb49OuN57Oxe/dobS1ozLOUfFhMJWDMJz9L7VHwovr57XGYl683l4+RZ/2+256gD+cLJ5ZyrSijTwmsftdkoviS8VufBjQQlJovzYo+WnqZM6DyF7EHyFdBnY5z501zzE2gnUv2201jGwWmhxXlrgci81sIdgM4TaRegvkcGvQN9DiIRhJPjV1jVmVYF1jqWo+Kq/w612n24YNTo2KK3hj+Mj7k9HDOPNdIxZ5TtTD05HzIvNCrF2FNJPYq51O2y3U9pReOnukRACKWFrv8/nf30bcAShJkpCoiSk3U/RwdVcx70k5t72gHGecbJYbryQ5pzzUROjEb0k4vag997HJBBNTqtEiYBYDanCJbVdNuYUq+Bb3/ywTdSOLzTkumlyvjsVyBaBbBPIVqOL+jjYjr7g697/hdxMqOyS2hbUrmiO3VG7jGm5ZCaeIVAoGaBFTCATAuk7WN6so+W/qxYdvUc72L/UIvF5XLiYEuIcderCr/l4kwAv6tW+Bd58+OKCrnIbH6fLsfUTbP1dQ+0TSHUHHf17VPALVPiLN77U2jHOnOCd5RKESHmdWYMXnw5ADl7ctbM4O0bW9zHyGIwE2UXqu6jg50j9me+IbfJ2AF/0rXRB/y9vu+5yhLyOiv4DKvilN5iQL04UnF1gzQG2/i3OzjHmidc3mQOkvuEHcNlt6HfvOpAF1jxB2BGIBCW/QoV/hw7/DUJ0EPLFwdw55ztFbumLGtF65bMUsuMLQfMYRBvnHvqCre6DmzQasVdXJdwL3boRtvoWaw+AGiF9MSX0jU+uKyVoiqkkJnkPS/SXEWiFVpJI6bW2aJPSQzXOe8NWSnwFxhPnIRpzi1jrjalwxjZagUtQUF7G6prxxdSYp5PppQKOVxz8X17f43qv88nS+16HnU6LX1zb42i+4LfPDzcSYnubYF9MfXt0SieKuHUFk4mLoB2FDZU1pRtHjJYZtX29I97rYKzlaL7gu6MTfnFt74Xx4+V7cNWBmlQLnuenBEJzr7XHTtwnUgFaaByOwlQ8z0+ZVAsqZ15L97no/b3SD+VNZ+rB6eaZZ6HS9NKY7XbKVssXUz8laCnR8uMU51cBIboInWJdhTA/NPqnpzj7O1YSAEQLgV/Q8/qXRcOeaK4/dQOh7iCDrxDBL3xWFZJBLBjECeMi5/F8DAK+jLZpByG7aZtB5LeZ1RW90OdwbcXpha631bW/LCueTLxWapNAb2gWN/pdrvU6G+dJnYdo/PQFgsFulzgNqcqaujboQBFFIWESXl0xFcfc2xrwfDrjj4fHG7/e4RhnOQ9Ox9we9C8c9fE2COFzYjWJ7yB9HKPUD4Jh9BntYJfMjMnMiKwek9Wn/t9mRFaPyMyYwkwp7YLalV6OJBShTAhVm0QNSfWw+b6FSATtwN8X74MPRyD8yNAyJdXXsWoLkCgZo+WHcoRy577A363y7OstECJuCiSHaGzRf3y9jW0G6kNPhXMzEDFSbaOaTptUe6+nD4rAd8bUDVTwNc6NPE3PLjw1rvo1Un+B0BdxTmm0UHKICn6OCv/Gd8NEq+k4vQarY3qpI3UG74jkaYo3Gjt5b5duzXOkedZQI193fJ5/7imCPzS5XqoxEbmFlG84Jz8SlBC+4NGaSKsrXX0VAEIQKEkSBBS12SicUAlBGgX04njjfJB3H5s/rkjrjbs4DkdtLfU7cnkuvj2YFwVPxlMO5wvKDYupSCsirdlqebpIN44/YYH8q+jFMXeGPXY7LZIgYFlWG3WnVmGyP5yccner/+EO9DUQQC9J+GxrSFHXPDydXPjYjXNM85znU+mNKPKiCc9+dWzXQpGoiK2oy2pZIlQBpa2xOLTwGVSBVPTDNomKaKv3K1x8FEDB4WzBaJmtO2+boBOH3B32udHvknwk6/r/siEAhVB7yPC/Rshdv4BrHoEdgZs1FP16/deIFsgOyCHILaS+11D8vsS73L44lsRKsZO06YUxSkpCqV6wP1dCci3tUA332E0utkhbW0tZGyZZzvFiyWiZU2w4DnYiTyXdbreurPupQ03cjgmNxRqLVBKlFVpLxBWFnycNxb4XX07j6hzMcp9POM1zPlAE4k8WSgSEjWt4IFukaosquE7tciqbUduMyub+e/Ozyi4o7ZLKLqlshnUVs+oZy/qEcfmQVA/Zi3/23uS5P5tiSomUVKe8UOB8cJxbfVyFD79zvxFCfmr6B4czJ01H6TnOzhp63x1PZ9OfI+TOG14b+GIEgwy+QbkJzi2w9hhrHmOqXyNkF/j8AsfhnQSFiJsO398j1c3Xdu7O7/+NhRZAk+sl5RCpb3hLebPA2jHWPMOap4075euKKQNU3tmwvg9uji+mhkh9G6H2+PEL4TMoKZusEEV4icLiXRD4jJk4CAjKhg9+wQJESbm2L4+umBokhT+uVQG5Caw7K6be98Hl8Kuy86Lk6XjK0Wyx0YRV4K3GO7Hv4O33OsT6E9d1vIR+EtGOAnbbLeLmGjQbuFrVxnd4vj8+5W9vvlkj+6HQb2g6oyzj+XR+4Www6xzTvKA2ltOFd/XrwGuLKU83CwmkpqMTSltT2ZrK1VSmRgtvfx/LkEHQvpKV5MoYRlnO4WzOaVNMbYpOFHF32Odm7y/F1MeBL6aQe4hoGxF8CdVvcNXvcPV3OPMQ7LTpRDV/Lzsgeojgy4ba9w1C/xU+euXVazFSmt3kzdNALQX7aZtOENIOowuNRcZaFmXJOMs5WSwZLTcLhQbWurydVutCjnYXgQ7UlXWg3oQkaDLrLl1M+XHkyWTKNC+ujHr+54KVGUZAq7mczzGIzv3XOoNxJaWZszBHzKsDxuVDxuUjptUTZtUzaltgXM1e8rPGB+L98GdTTL1sbvFhESHVNZy620yyH2PqbwGBtMc4e+RNKOR2Q+NL1vSzD2nNeHlY73ZnHntTB6ynDqpbXqsk3kwXW/9chP49q5sI8QdwtjGneNRs8yI2QM1KnGgj1K431BDJu/f9ti2u/kZ2kPozlDmmtsd4W/tH2Ppbz01/jaOisyOcOfLmGq4A0UGpPW8yIhLEOf3gjw2B1zWlYdAI6F+1ATXGYmrjAwqtW+duSCkbz453n2fZdKeU3IzqJ4Ug0ZpWGH4QnYUUPndn00/DOU/185k87/fgysqKeVEwWnrx8abdLiEE/STmRr/HIElQ4sNauX4ISCnR+Kyza70OhTGcLC5uNW6dY14UHC+8bfeyqgik9F3WD2yTDtBPYz7fHvJsMuO36nCjbTh8h+povuRPRyfcGfRoReEr8QS1MxS2YlzOOcjHFKYkVBrZPCMSFTUF19UtuuV1zbPJlAen443pfeDHl24ccWc44Ea/e+VU3b/gNXjBXEPhRBeh7iFEC6fvgR17fZRbFcaiMWhKQG37+YfcBRGfkzuIl3bx7meyEhIt1YWDjfPKO1seNRbfl0En8sHz3iX0ap4XH2MsjbSml8R04nDtDrsJfdzhtWZi6Y2MKuPjEORP8FnwIXB2Dvw5rW1N7YqmI+U7T6VdUtoFpZmRmwlL42mAeT2hsFNqWxBKT/fTMiJVW1zFPO4vI+IlIETj5qbvQtVllUFkzVOUPcLZI6T+K1TwM5Bbn5yu5lW4xp3wCc5N8RTEDlLd9CLXC10mIUJu+9eINmC8e6F53GzzIpB444lWE2a8y1UVK0L4YsqZI0T9O2w98q6FcojUr+uaOV8M1j94S3QKpNzxtAl1jU8ppHeFQCtaYUDwmtVwAGssVeH54tY4lPbZEUFw8YFaSoluiqlNIIUgDj5MMbXKI7rMA8c1IaH2nCvaZZFVFUfzJaMsJ6/rje3QpRD0k4Q7wz79JP5JPjwFjT4ujrne6zDJcyZZvlExtShKTuWSaV6QlRUEwUfTjfUbmt93R6eEb7iP3gbjHMeLJX86OqYVBtwa9F/5m8oaFnXO0+yUP0wfkpmSQdgh1b546uiEXtBi8MorL4+8qnk6mfHgZLxRfAD4z1QIQSeOuT3oc/0vnakfAcLro/Q94DYCC867Kr/ydyvZwdp86/3GW9G4IF50NMrqmsP5gsP3KKa8IYwvpq6qM/UxEAYarRWd2DMwlBQ4u9mzJa98/uGirKiM123+lKjeHxPGlRRmSmZGLOpjlvUJy/q4+fcxy3pEbqZU1ndvV9lTPn9qi1Rv0wq2r8Tf4S/F1GUgPLVN6jvo8O/wNLlnje7oOcaVWHOIrf/kCwy5jVBbjSPdACEGZ3lIn8RN4rzboJ35Dgz44xOdxm78AheakF6bJDqNjsg1rkJn23w3tDeZEKnvdF3APOSiECJByn2cuuE/A556a/r6kf9uM3ym12qS4LxWqv5jY4luGtfEL5Hqhnco/CQ+Ow8hBIH0eqZAyhcOra4NdWUYH885fDamLGq0VmvaQ6sdMdjp0OrE6229CVJ4Ibd3+dns+EKtm0DTq384escmsfFH4qAppN6fULEoKw7nc8bLbCMb4BWEEHSTiBu9Lt04ulTf0znrc+2wCPRrV6Sty7EuRxAiRXylRkGra8eHPHd4PpvzeHTRxZTm+PDaqWmW83w6Z6fdIvlInZBYKwZpwlYrZbvVYpIV6y7jRWCd43ix4E+HJ9zq995A0/HBmIFUtHVCS8fsxUM6gRf9xyokvaKu1Oq6zqqKp5MZD0eTjZ3V0jCgG8fsdlr0kogk0BsvpqxwlE85zGdkpqQwNVpKIhkwiFJ2oy5J4yI3r3IO8imFrRmEKd0gIWx0ZO8L6zytd1bnPMvGZKbiVjpkP/k4Ziebo+lQiZWbsj7/4w8K4yyH2Zxniyk3231utd99jorznakNtVJaSgIlaUch3dhfaz+lQkJyZoiUhgGx1mRVTe0u/jywziGcI68qpnlOoDxF/uUO93+JmJZPmFRPKM38XBfK/7t2OcZVPivL1YSyTRC26IHXWInG0U/5LCqfQ9WmG1y/gDP5u/GXYupS0AjZB6FQVAjZpy7/N0z5jw217QlUv/f0OLnlA3eDL5H6G5T+EqFj1hbfnwgcZeMEVAKuoe21fQfmQpMt6Tt2otUUJM7TD9wc5y5oDyp08/q0OT9XCBF7m3Z1HSm3sCI4oyGak4Z3ft7owuHsMab+g7eYxTQF9JcIdR3eGur84yBQiiQMXun81JUhz0oOn435wz8/pshL0nZM0IR69rfaBKGm1Y7f+YD2+R/SP+A24PlJIYi0Ig42d9y72Pa9ycVl7E2duwrGtHevOpgtGGX5xl0p8O+hG58VU5frTPn7zlH7Quk1JZm1S2o7QskuUoR8iA5rKwq51u3w4HR8qeLZWsckL3g6mRJrn9/yMaYSodZopRi2Enab8OHKmAt/ns45judL4IRf3dh/I8VHIIhVyHbcI5IBt9Id+qEX+Evkld0jq8WCrKp4Np3xaDxmUW5m19wKvW38XsfbxofvoeN7nk345/Ejjos5kzIjUQG9MOXLzh5tHa+LqVmd84fpMyZVxpedPWQq6ATxlRRTxjkKW3NUzPiH0wecFHP+m72vP+Fi6seDsZaniyn/cvKcQClutnvv/OzzJsD6eL7cuDO1KhxaUUgrDImCn5ZmFM60xWkYrs2aNoXDd6gmWU4aBKTBp2N09WNiXD7i/vw/NgYSp1Q2w7gCn4cbEsoWseoTqx7tYJtE9X3eVJM7FatuE94bNFlTEiXCvxRTPxbEuoWeeoMENFoESLmPtYc4c+jzj9wY5+Y4s2y6NCOceYow933Irr6FEP0r78JcDg5vuHDewGOTtfGmyybOv2ZFRbjoxLIR3Aq9wX4vuOXmMxOyh1C3kOoR1jzE2TnWPsOaBwh1A1wM1P7zMifY+uE6GFnI7SY3q8/5Qrg2lsL4h8aK31war00KtfpoWSxKSiKtXjGeMMZS5BXGWHSgqCqJqS3GlFhjiWJNXfmchncVI4JVB2hTmh/nHPeu+LPFrwb6r81e65VSrtE2vV9vKq8rbz6QF5cqpgSCdhix22nRumS+ksPiXIlxcyr7DEdNoPbQchvrFhg7pzRPqcxTQn0HJTuID/AYSIOAnXaLXhxd6vO2eO3U0WzBXqd9IcmldV77ZqylNha7+gxWobZSEGpF+JYu14ou2otjbg/7jLKMaVFceIXdOceiLGEOp0svvu/GMfG5FXbRLEgAVLZuLNBHTKslAJEMGUYdusH7u9GWtWGa5xzOFoyXGYuyot7Qxa+bRNwZ9rnW7ZLo4L06BZMq48HihFgF3Glt0Q5iWjpiK2q/UChFMmA37tLWMb0gbSIZrq7ot42L56IumFX5xs6GPxX4Bc0SZ56BeYgVfZz6nFGpebyYMCuLt36epTX87vSQ76Yn3OkMmk7r2z//sjaMlzmjZbbxeV0Z8CSBZzD8lLpScNaZV83iYdDMBy6DojbMi5KiNu9lRFFby9FswcliST+J6ScxgVZeW/0Jnd9X9cWr8fLsJ5kZMyrvs6iOKO0SKTSBTIlVtymchqRqqymcesSqS6Q6RKrjO1UyXednXTX+Uky9F3znSYkuUt3EhX+Pq/0k3dTfNkGvz7HmAGOnWHMfIX+NkNuo8F+h+W+ROmgm+j92MfW+cC99vwzOF3Af5iYXooXSd5oA3nFjkf4EU/0JJVKv03Jl40h44nOvROwd/OROo+XqcP7zqqxZ6xBWlqgr8WiXjxNsKfDOS6HWaPliSWRrS5lXSCnpb7UIY01dGqqyxhhLXVtvwHABI0yx7kyt/vBin7fn3asm9PeKP1vRFHmX6UxdgVZqhbyqG9vpAnOZYkpAKwrY6bRoheElH3QWS0ltxxTVd9TmhFb0d+hwi9qOKOsn5NV3FPV3gCTWn32QW827WqV04gh9iQeXa7RTx4sFy7K80CTOWecXNsqarCgp1yvC/gNWUtJtxW8tplboJjF3twccLRY8HE2YXPS48ddBbSwni4zD+QIpxAvXvY+y9y6HsypjWi05ysfrB3wvaPGz3p0rKaby2ndLn06mTPKCsq43HqF7ccy97SHXex2i96Rbzqqcp8sRfz24zX+9+yX9IEUJ70IayTMdVieI+bp7Devsmt73U5tYfxJwJdgprvonbP7fY9QX2KjLo3nK//D0Ox7NJ+hmAeF1qK3jMJszLnL+1c7yQosapTGMs0YruWFXJtTqJ0nvexlSCgKpCNTljXMqY5gXFUX9fhmItbHcPxnx26eHfLG7xec7QzpxRKDUJ9f1O/82X3faSjtnVj2nMHMEklRv0Q9v0Q2u0wmv0dI7pGpIpLoEMkaJECmUH3Gb7x8KG4+MZWU4nS6YLnK0UgRakkQBSRQSaEmgP61q90PCF0GR7yzRwrkBTiQI2UfIIVZdx5pnyPoZzh5i7RHOLnB27h3+5BDA5zBdoXPT5aC9C9CKXudqnMuByl/h7/xIHc5VuCaNuml2+0Jk48vsQ1w/K9fB1IcY6mNvBe+OcOYZtv4TUt/GZ26Nm3DEE3BLhNxCqrsIte8/t+YcGWuprGW0zHg4nlDWZi2YneYFzjlu9QVp6CcJH/q+8Nboq87U2b5UoIjTkDgNCeOAIqvI6xLnHEkrpN2NCUJ18Rq2KaQu+m48NVCg5KrguWqI5tDfb8vvW1MVdc0oy5kX5cbFlGyKzTTwWVzxpektEkmIFAlChDgcZf0Y53yBZewYBIT6JloOX3i4WOddHlfOjqv9X+a6jQNNP41pRSHyMp0p592sjudLlu+gpdXGUtWGyTznYDRjkRX+s3S8sKIbBr670UnfbQjUiULuDPo8GU9Iw2Aj50rrHJUxnC6W3D8ZEUhJP4mh6Rj74iGgG6TsxQNaOn5hVbbd6IOuAllZ83Qy5dHYa6U2ucZXXbp+EnO732O30ybcYGHIOUdlDaWtmVYZ0yrn4fKEk3LBSTHnKJ/hHCTKj4+hVGR1zaTKmFYZsypHCNiNuwzCFqHUOCxZXbI0JfMqZ14XzXAkfEfSGTpBwiBMSXVIokIWdcFxPiczJdY5jLPUznJczFjUmzsb/rRQ4chw9hhnfsDSwtgc62Kcg0gqhnFKql9vKFI1wdXWOSL19mtyZeZT1DWzvGBelD4+YwOc70z9lOeRUggCLRt98eW2URnLsiopTf1eC35SeA3r9oqmq15lr1wlrPVMD2udz/OSAqnk+mfA+pngnF/EFVJgrSNblpRFTRQHRHGAUhKtz441UQOG0WcUZop1hlC2kUJTuYxFdURllyzlCYFMCWRCIGKUjNAiQssILWK0jJoiS6PeGquzGTYesYuq4ocnJ3z3+Jg0DmklEbvDNnuDDu1WhNafXrX78eAziLy19zWU+yXWTnz3o/o1pvpHbP3AB+PW9zGNtkiobWDrRzxu0RgqdIAIEDiqRkOVc7FphG1sWpdA1WwzRMgWn1KwrZApUt/yAbyyDxiseYYQKc7+LT6k9xhTf4szx4D1XangK4TaP2dQ4dvny7LkYLbgj4fHTPOCrVZKpBWLoiLSim4Usdtpf/h7QoCSohkoX9xbFGm0blHkNaPjGXXtNVQ6UPQGLbaaZPgP8fAS0BRS8gMVUp8O8rpmnGVNMbXZ0081ouUkCGhH4aVXZQUKKTsESKxagDOU5hHz8n9HihgpYpLga+Lga7RcGeF42KazI4QvzKW8/OcVaU03Thrh9CU7U2XF8WL5zqynqjbMs4KHByP+6dsnjGYZ3VZMEr34oEyjgG4acW27+879d+KI28Me90+8c92meVkOOFl4i/R+EnNnOGB1ppVQRFKwE/XoBCnGmbMX4c/9VRlQLKuKx+MJD08nG2dLrcaTfpJws99lp51u5HDocGSmZFplfD8/4rvZIX+aHjAul3y/OCI41lyLe+zEHW4kA27JLTJT8v38kO9nR/ywOEILyd9vf8bPejfoBgmBVJyWC55nEx4uT3i8OG2KPklmSpZ1yb32Dt/0rnE96RNEipNizn8ePeAgn1Jbf661VJS2Zlwur6xw/SThjDeAcjnOZThXYp0h0QE3Wl2utTp81dtm5w2BvLmp+M/Hz/jt6JCtOHnrYpt1nmJb1DWLomBZlhvTnSOt6MYxSRBcugj5FOAjRBT6fTpT1rAsq4YqeflqSkvF3a0Bu502caCJA32pGJGLwjmHqS1VVVOVBqUlURRgraUsDQgIAl8n1LUfU7WS1LXh+HDKbJox3GrTH7aIouCFYqof3uJe+9+zqI/J6jGFnVPaBYv6mMousc4gkGgZEck2seo1mqkhqR6Q6OFaPxXI9McpplzjeJUXNQ8PxvzTn56SRAFpHLLdb7Hda9FtJ3TbMUmoiZvftZKQMNCEWvo8mz9LnHfbib3ZAf6BLVyGs7kvLERIjfKrRHaMrb9HyH2wy0vs73z3weF1Sa+zSr3g9kQbqXZx5rH/f7v0GUtqitdSvQOu9joxc4RzGb6YavvsKfH+dJWrQ4AQ/XWOlZU9cEUTVnyypv3Z+lucPQUEQm01Ln57rxhj+I6Cn3REWhE1E2IlvD4o1B/vQS2FbHjmL95nSiuUVqStiG4/pa4MUkmCQNHfatPpJgSh/jDFlBDeTn1VTP2EVxvfhbI2zPKSZVVtRMsQwtvaJ2FAFOiNaKErrZd1OcaOsS5rfl5i7AzrCipzTFk9QKkeSvYwbt6YVPiHtLEWYx3TZc5otgQE7SQkjUKS6Ox4NvnstJQkgWjuAb8SajcpRhrThEmWk1dvp6ZVtWG+LFnkJbWxKCVpJ+ErHag41BemqUVao4Twrn7tlOfTmHlRbKQBOV1mfHd0wt1h/4XMMeeVbRS2Zl5nFKbC4tYcl1AFvuBSl1+EWnUT5kXBs8mMp5PpOzt8L6MVhgzShJ12Si9ZTXA3u39XtOBIalo6IlLad+akpqVCUh0SyQDd0PikEITSj0WzKvfvoSooTY3RFu0kha2Z1RnH+Ywn2YjtqMNO3ME6Rylr5nXOo8Upzjm0UIzKBYf5lEm5bFwBFasr8c8/EtV4qp8rwVVILEoKelHMve4QLSX3ugO24tZrX12YmnlVYpxlO2m9tftvrCWrarLG2nvTrhScUaW/PT4hCTRp+OksxG6CPxwecTCbsyirS1G+wecflo35zSoQHmBWlJwulhSNjrMylqIZI5NA04pChq2UNAyY5cW6S5hVFdutlO22/xyVEszzgmlRgPOxJ/6c+ygKB8yLgsPZAmMte502aRQyyXLmjS64tm59XL0kppfElMuSfFGuu2muYTyUZU2eVQShotdP/T0+zagqQxwHOAenx3OWi4IkCen0kleeo6neYif+hrYZkdUTcjMmM2MKM20s0JfUrsA5i3EVhZ1ha0NlM3IzJqgPCGWbULYaN78Wbb1HO9h/bx3VBsWU/3CXecnTowm/u3+wXr2MAv+QaqcRnVbEdr/NTr/Fzb0+t/cGDHspMo0J/1xrqbciREiF1F8g1RaOqrHb9lbq0p56J71NICQIxdqFy3nziMt7kgmE7CHVLaz4DhA4N8Wax0h7F+eqd65iOCqcPfJOhnaGT27ve1MH+e6V4I8H2Rh+dJHqBlLd9PladoIzxw3l7z62/pPvXiE9zU9/gZB7wNlKhpaSNAzZabf5YttQGU/za0Uhzjmv0Ygulhr//hDr4Nq1095LSFohO9f6tLsJ2dIPoFEcEKUh6gNleQj8Crf6wKGrnwIqY1mUJUVVb1RMSQSx1j7ocWN9ncNRY+yYrPotZf20+bnFugLrlhg7xWGwrkTYJUV1H2sXJOHPUUGb2gTkZc2zkym/f3wEwP6gw/6gzW6/g043ZxtIIRDSi7CTICDSirw6e/C++11BURlmReHdsN7ysqo2zJY5UgjuXhsSBZr9rS691ovFlJKCdnqxjs9qZbkbR9zsdTmeL3k8NhsVU6NlxnfO8asb+9TGrOUmtTXkpuRZdsK386ecFFNqZzCNffIw7PC3gy/eSzNlracazvKS59M5z2dzsnd0+F5GL4n5bGvAXrdDpDfXsAgEiQoJhCJSAdfTAZkpebA45rP2Dv9u5wu2ow6hVMQqJJIaLSSftXcBOC3mzOqcWL1+9Xh1SdxtbfOvtu4yrwrG1YKDbMqj5SmVNYRSMy6X1NawFbX5Rf8mvSDhtFzwLJuwqMt1t+rPEwYogRrweUVaaba0p/YJBK23OMUpIdhP2ygh2Ilbbx0HKmNZFCXL8uJRAi/jZLEkq2qeT2f8p4dPPlq+3FVjlhecLpcsiuqcdnMzWGcx5kU9swMOpnP+8+OnnMyXOGBRlBzOFljn2O+2ubs14G9uXuNGv8uT0YTvjk+5fzLm6WTK39+9yb++c5NuEtNVkc/EOzzBOUcUaPY6bW4OeqjQd+IPpwv+3989IKsq/o9f3uPmoMf3R6d8fzxiWfqFQ2MsFvjZ/g4/u7bL7GjB5HBOHAW0OzHLRcHodMF8mrNcFHR6CbfvbiOl4NHDExbzgm4vIYo02dIXYfUbokVC2UYFIanewoQVxlUYV2JsiXElpV2QmwmFmVKYBZVdULucymZk9Whtn25cRShTApnyWee/oaW335tBdeFiyjpLVlRMFzmn0yVHo/krPE6vnQrY7rfYGbTJiooo0ISBIo1DPoTJQl0bytqsuZhvghACreW67fo+4kbnGrc3agRhY6ctX+vI53+mQHbAhY0TnPbtdxxek7TpwKO99kcE+MdzgbMTsAsu1EV6BRIpB6DuesqhSHAuw9YPsfoJ0h7jROQ7bi91Zrw+qmo6Oo+w9Xc+pFcESLWLDL5otGGfxkT6zNWvjVA3keqe10jZQ6w9xNY/YM0DbP0IR+Vpm3IbKXcb44mzwV1JiaLhI7dTrHP0G71LZc7a1x+jiPCOdt6E4uX9eec+Q74sWc5z33pXCnDUtaEq6nfeP+9zYLLRSwledez5cyiwVl2AyhiKuqYymwmGReP81ArDSwXFAutiadWZOtt2jFZbCBEiRYRovqwrvMYRb8DhnCMrK05nS6y1BFqSRgGDzuUm9CtnxUApkkATKe3H6YsWU875VfGi0Qxwrp5qspOqypCXNZNFzmxZkJcV1jqUkkSBIo40gjOHx1WBdBH4BQlBN464NehzOPduWJsE3q5MaE4WPsg51Jok0BhnyEzJvM6ZVxmTakluSirnV5oFgsKW63vlMvdIaWrGWc7xYsHpMmOeFxuL2PtJzGdbQ/a7bSK9eedaCEEgFIFUJDpkK2qzFbWJZcAgTLmVDhlGL9LLNL7wmlYdumFK7ewbaKI+SDZWAdtRm7utbRZ1wbhKmVU543KJEoLtok1hK6SQ9IKEG+mArahNkodU1vBoecr8oxZTFmdPsfV3H2d35rDR/46Aeh1tEQThC3bbPh7Ca1oq6+/TUPkYi17oLenfVnTBivZekZUV5pIin1Vn62SxKVvnzw/WecdJ24x3q/8fZ9k6fHuQJuTN+SrqGi0FgzRZd60cvglysljyw8mIe1sDsqomDY2n4zWLLtO88IuA1rHTaREob6J1slhyMJuTVxXjZUYnjng+m/NkPEUrT6+trNesHs4WRPqU+rSgGuUMBy1UX2KMZT7NmE5yirxCSMF4vMBZODmcsZjnmNqQphFVVaOUdxt+HbSM0Ly6IGadwbqa0s5Y1KdNeO8JWX1KZiwlC0q7IDOjptiao0SAliE78dfv5Za4PraL/mFtLNN5zslkSVZUrxXElVW9tqUdzzLiMGBv2GHQSdjqvb6N/L7Iy5rxLKN4R56BUpJOGtFKIk+FUu8xiXMF1j7H2QVSDhCyByLmrcWiy5tw2HGjQxIIYjwtcJPVF9G4y3Ubwwjh7b3rJwh1G+nKS5QtwuuCdOgDaeUAXN64En6HrL8FFFJdf4XmtiqkXP0EU/0BW/0e50YIESHVDVTwc6Ta3fiIPjSEiJHqNi4YYc0PWPMUa55j6j94XZs9QqpdhLrhv8sEf7u8enalgEA2g4q1lHnB6TKjtpZr3Q477Y9D9TvLgHrxKKuyZrkoeP7olAffHVLXhlanMZ0AOr2UpBWtQ3uvEoKVw55YPxDgRYODnzpqa6mM71rUTWL9JhB4mt+KXrEpfFZGm0jfRonOS79tjGGoALV2DhUoArWPEBqlBGGgSaKQdhJSlPVaP3Uh75m3QDdB0qFWyPLiW3J42uSiLCnNi/Rl5/x1NF3kHI7mjOcZ86zgdLrkcDz3E4GsYKvXeqEjGmrF/rDDTvh6fcjr0I68LfjhbM53x6cXfh34SUzhDKNlxpPxhEBJ9jptamfJTIEWkmvJkFYQM62W5MYXt4OwTSiDC0UVvAmLsuLJeMrTyZRFWa4nZJtgkCR8vrPFfrfz0eIdLgoBJCpkELaIGzqkbOiDUvhV9dzUzBuDiUSHpNo7SyohSXVEK4iuJLdqMxhc/S02f/BxdmcnPpKlvu+1U2+Aa6zi87pmWuYUxrCVpPTD2GvKtHjnuaqtJasq8rq+NLXtLziDcz4TbfU8qYwlryqWpT/HvSTib29dAwT9NGa8zNnptNjvtknD0OeCDXrEgWaaF4yW2SuRG/0k5rPtAX88POH+yYhQK76pt8mE5GA6Z5LldOOIdhRSGsPxfMEiL1FS8NXuNne2BswbGuGzie8m7tQhezIibUUMhn6snYyWXuYjPJ0wW5QURYUxXlO1+p1f+HVnsRYXPVdYjCupmw6VdfWaqSV8ch9KhmgXo1yOcjnOGUqbYVzFVRB+LzzLM8YyWxaMpkvy4vV0AWMdxhrKyjBdwHierVcjPxQ3ebLI+e7xMZNF/ta/iwLNzb0+17cFcRRcKkhyBedybP3Yr/jIPkL0fMCtbOEnKuftvS0O01DInmPNA59bJKJGt7PTFFUXhxBtpLqGFT1A49wMax4i6l2suuaNI1CcWVc3XyI4O9bz22s0U0KlSHUbFXzVUN0eY+sHmPKfm7yKhS/i1kWj9Rbi5jm2+mOjMzpo9Ff7PktL3UWID1NIvxdEhFTXcG6CkFuA9MYT1R+w5hm4OYh7Db1vF3hzFph1jsr6ga6s/aT6ZLHEOscgid9rhXmjt/QGe/BVztR8ljM6ngHelCIImvfzgYUDQviHdW4qplWxniQmShO/wUXqpwRjLXl11pHa+HQKQSh9B2fjSavw+kkhYwL2UGIVPPo2D2M/HviMKdVcNz4HLGmcJ1duT77jefnrVknp2QmXsMRfTe4qYzDOoZxrRjS37qSdTBfMlwW1sZRVzSIrEQKOJwusdciGig7eYbDX3mysbYUhN/tdnoy7tMMQJcSFP+NVx/J0mfHgdEwnithqpV6iiiDREaEKSOuYSIYs65zaGdo6JpD6Ii7Ub8SiLHk8nvB47IupTa7JlWHMoJVwq99ju3Eo/ZQgGm1VqkICqdZjnxISgcBiMc5/rbRYSshmEUcgOfvbjwk/F3iOLQ8/0g5zcMsmmP7VeZtttPBZXXFaZJzmS06LJbW1aCnoBhGLumRWFvSimDBUb3yeGWvJ6pp8Q5rzX/B6rNzv3MqalBez9ITwTsGBUgzSBC0l+902e922X5hTkkGaEGrFdjulG0dEL2m4W1GAkh0enk6YZDnjLCevDcYWPB3PGC0zeklMqJTvcM2XjLOMZVkhhaAbhWuuTmkMzyczuq0+7V5Ct5fQ7sQYYxlut6lKg9aK2hjyzF+L/UELB7TbMUGoCUMNDuLGye/lZ0Zll5Q2w7oK6wzOGSw1tS2oXEZp5uR2RmlmlHbZaKhKz0wTMbECJQIi2V53o2LV4yqYUxt0phzzrGAyf3cXaIU41Aw6Ce00+mDc1+fHU/7jP33P44PxW/+u04r5N7+4QxIFDASvOD1tBLfE1t9hqn9YD1DeDt13iwRx08FRjYtO3uiJnuPME5ybIeU+KvglMvimoY9dHEJtofgKq/6IEAnYBdZ9D9Q4e4qU2yDbfv+YhlJYIeQAFf49Sn79uq0CEqk/R0f/HUb8Lzg7xdlD6vJ/RtbfYlddK5n6v3eeXmjNM5x5ijVPPb0v+BoV/A0y+LJ5b5+iW1KAkAOk3PcFrex43VTzBQIpd1DBXyHUXqNRez1K41efR8vMLyg4L+iPA41tKFQfheq3srR+za6EECStkO39HnEcsH97SLuTABBG+oN0pdb7BmpnOckXPJifUjcPgutpl2t/BsVU3QiAy9pcWBN0HgLQShFpfclxUiAJmkWWuHlIrLoaa4Pz9V87anDGO3jiLaVXi16BUhB657s4fP+AZSUFkfJUr03vgdXEoTaGsvYUpaA5P6sup7HNyq2ANAm5vt1FCEijsPkbizN+v0Zt3jVMQs1ux09QeklMHAQUdb2RJmS8zPnu+JSddovPtofEYUA/bFPaitL6SUltaz+pNcW6m/s+fluLouThaMLj8WRj44m4cZRcmW90ouiTzPwR575eh0AoUh16+lldstBeNG+cXTv/fXS9lHNgjnHVnz7SDmv/5Yrm3y/CNnTag2zOv5w857vJCbOqIFKabhiz3+ry3fSUP4yO+MXWHr8c7r8lk8ovKhX1B6SN/xcEP4q79aRfS0UairUb32iR8Z8fPUMIweFs3ty3ETvt9jqO5V3QSpE0OXiieRYUVcXcWB6NJmRVxb2tAf0kZllVnCwyjmYLnk1nSAHPp3Mq4/Xiy7Kil8Ts7/S4s79Nv5OitKTdibl5ewtrHEJ6VUttvPRgRecLAoVUkrry92O7ExMnr2q5Z9UBp8X35GZCaReUxrv5VTajdvm6M+XNlQRKaLSICWRCpNq0xPbaIj2QKaFqsxV9jnyFcbU5Lt6ZspZFVjKe5xTlxQagKNT0m2JKvQ+t7i0YTZf89ocD/vTw6K1/N+gk3Njt8dXtHdrJ+zrE1OAmuPoJ1h7i7MQXDaKNEKl3rxMaQYBzS29JascNb1kgRAep76HCXyL1l15PtQGE6CFUiNS3kfpW40Q3w9bf48wpVnZBdvz+MXiXP4NUN5H689dtcPUPpLqJEG1oOk7OPMOZJxhzjDUPEKIDso1A+CLRzXDm9Fy37SYq+AU6/HukuuOLvU8QQuimGzdEyH2k3PHUTXPc/IVGqB3v4id3eBuF01hHXtfMy7KZULN2MPNdmWafH/pNsdJLvbgnIUAqQRBqWu2IOA1ptWNa7RgEKC0/mAHF6rissyzqktN8SWYqLNANfuxstavByg545bq0KbzWTXqnsw2Ll/XKutAIoXHOeDOYc9SFlV7q7HgnGLds3It859QY7zYnpUA7ry29CtMQ1eiUAnW5vJWVTqA0xm/nXMdMK0kcamyjK0iigH47WS8orM6NX9h1BIHyWSZF5d+fOitX3vQ+Q6UIEsVWK2WrldJLIsZLt1kxleVrvUJRG9pRSFvHVDagsJXvpDiHFJKgVkQyILxE8bk6X9Y6ZnnBk/GU55MZ+YbGE+0oZL/bZqfV8i5+F5yYvQ+c85PGyhqKJpcqqwtyUzGvc6ZVhpaKWnmt0wpv6ywFUtHRCUtT+GD1Kue0nAOO02LBpMwo7cUWhq8O1muK7VMQqf8iaOYLV/+EOOtqvH5894VmxWme8Xg+4fvpKfOqIA1CZpUPHz9Yzvjt6IDdpI0ZuDdStI31GVPlhprRv+DNOH8WlZTrLEkpBEVdczxfopXEOUjDgH4aM2wlr3Sg3gTdOO0mQdDk6QlmecmsKHg2nXnNXBKz22nzZDKlqGuyqmKe+wzA83ObVhgy7Cdc3+6xt99bH0OShiRpuM6UWmMVYt5cTC/8Xrx+TF7Uxxxmv2VhTppCyn/VdlVAgUChREggE6Rqo2VMrPokuu+/qwGJ6hNr/28lgoZN9n7YiOa3aDpT5Ts6U94OWZBEAd1WQisOP2hI2EeHSJHqM1Q4RdReb+NzmTJfPK0Hr9V7FggRNIYH+0h9C6m/RgU/Q6gbmxccjeGFDH6GdhW2/kPjPjf1lsf2GOwpCIkP5Yx83tOa+vcWyAQhJCr8WxBtbP3t2ibcuXmj+zpZvSsQCqGGSNFH6rtI/RlKf43U9xpK4KcOr+2Swde4ssBx2BhttLzxhLrhNXFvudkCKelEkW+/Nw8RKQRpEKyF2x9jXXdl4vfyvoQUjajTMBtnjI7mjE8WBKG//Tv9lNuf7bC1++E+LykEiQ5oBSG5rSnrau1e9lOHdY66oXRdltAshXgtrWFTOGpqM8LYCdblgCVQ1wn1/vpvivoRy/I3xMFnpMEvkMJTQgTeGa+oarSSFFW9cV7WyxBCrG3xL7ucYJtiz9pmZBUCJPRaCeqaJCsqr/NqHDS1WhWDZ8WUMb5bbIzl6dGEbjum14rXjrRvfQ/4icKtQY/ns1kTpnnxAmWa5zwawdF8QVZV1DZCSUnQ2IFrIYlVyDDsUNsaKSTd4HLU6MoYbySyzDiae/OJYkM3sWEr4cudLXY7rY/mpmacpbaG42LOg8Ux384O+WFxzLzy9P1ZlbPXhPdW7mLvJ1EhO3GbSalQQnKSz/iH0wekyodZL+qC3JRv7OZ/aAj9GSL4uY8PkUM+BIPD2RHYE2z9R1z161d+X9qa03zJsi651uqgpOTZYorDkWgfVr26RgX+c5LOh7C/sq9m4aO2lsstK/0FF4Fr4ix6Scwvb+yz22nhcKRByF5jFrPpolw3jri7NaC2lmeTGaPMm9b0k2QdpNwrYwZpwrCVYhqX0q/3dtbbCJUkUIqtdvrmceNdh/WO3+dmzGl5H+MKpAiIVY+W3kbLuAnqTYlkm0C2CGWKlvELgb0vBvhGaPFm+camuLibn3Us8orponi32YMUBFoRhwHtNCQOgx9lsPpQECJB6LtIbLO61PIiTzfCubwxmGjodSsHLbmNUDso/RUq+BlS30bI/abI2WTfAr+SFSD15wgxwMgtEBGufoy1J+AWzXFYT08TAUJ0EaKHIzxrwa8m3+c+HCGanCz9NUreQsjrIHvY+gcwjxoDjSVeg+UtxoXaTjn5AAABAABJREFUR+q7qOBXyOBrbyUu+8CL7m2rrIRVcWERWCdxJCCGIB1ODnG08VqwFWHJrW0Mzv//ervntrm541TQaNfuYOX95mdJ8x52EGoX8Y5gN9XkMxi7oha5hjIlUe/pHLkpxGts0aWU6EAhpXfWmU0zxqPF+nfbe1129nuv2drVQSKIlCZWmtoaJmXGuMgYFa+6Nvm/2zzT5seCbR5u9uWVtwtC4BefXufEuCmcqzF2SmUOfJ4UBinbwFkxVZkDluU/I0VEEnyNEEEjAPY0j8oYT9epak+Tew/N38quf9WlvQzOu1qtjkMJQSeN6KQRy6JitsypKm8/rpq4jrBxkhVCkOU+h+pksmCyyKmM9SYGcUj6Fsr36j23ooCbgx7PZ3MOpnPezoN4EYuyIqv8KvIkyxmkMWkQopVau9e1uZoOflEbRlnOyWLJyWLJbMOgXoCtNOWLnS12O+0rL6ZiFdAPU1IVvZDr4vAT9Vmd8zQb8ywbk9UllTWMy8V68m6dI9YhofRjRKpDAqnXOjQpfIe3oxP6Ycow9CyKThAzr3OeLkdoqWjraK27Slbb+MgQ6gYy/LcIdRehbr3zOXMZOPMUVz8CDKb+9pXf19ayqPx57oU+FLmyhqzycSi58WYSsnn6ni0YvXozr+5Tcy5T7S+4Sri1+Y51jjQMuNbrcHerv45E8ZRhg1849x39eV6SV75jmFc1i6IkCTRJEBBo3+33IeV9DqYznk1mnC6XlLXxOtpA045C+knMPE0YthIccHvY5+u97fXRKel1iPoNi4Lven5c5PliXU3tcgSSSHVI1IC0CeFN1t+HRKpDIGKU/Hg5ZRfvTDlLUVQs85L6DbaFK0Shz5xKm47UT2ROdHE05gVCJEh1HRf8NZA3BYzhRW6yArTvPsm00elsN/qq9/ughUhADVH8DKmGODvzgbmuao5B+P2LECESnBhg3D51Va/1NX4l9zUDo1VUdYhzN3AiRIZfoVmAKJrtu2bbET6ct+sLDzn0Bdk5rAqM0hgqawikIlSKyipyE4P4GToOwS2pXIRR+0h2sNaubVoDqVBCUFlD7ax3ZZLetal2jlD6wNz3h0TIXVTwtbeJv0D71zjPFZ/mBVlVU5qa2liSIKATR2zzcQw43rT2r7UkTkK2drs455hPc/Ks9N3jVkRv0KLb+zh0zMoani6n/H58yFE25/fjw/VDYIWverv8YrhPqn8agY0vuy5dBmcqmfcdLB2OCusq1lqqVyiqZ0sTzhms9S6EAq9zrY2lNr5DZd6Q93FRrApF+R7d2ZeLqZdRVTXTRc7B6YznJzOWRUmovV73sxtb9FoxDw/GHJzO1q+ZLgoePD/lsxtbfH59650P8lYYcrvf43A253fPNzMP8LbTnu73cDQmCQNu9NR7mSC9CbO84OHpmKeTGXm9OYVNCMGwlfDF9ha77daV03+/6OyhbkiuJf0X8qO8Hk6zG3f4Zf8mN9Mh87rAOEMkfdHU0hGpCtcBv3txl9xU7EQdBN5tLiXk8/YuaeP019LeNOS/Gt5hXu1hcUj8voTwobSBVFxP+lf6Pi8EEYJoew2yiBrGyVXvI240zhGve5aFStGPEjJT8XA25sliymmxxFrHo9kYLSSH2ZzMVBgcgXxz99zBmnL7F1w96kbbWjT61pN5xj8+esr3jcuoNxDyRc/1XodOFPFwNOb+yYjfHxzxfDon0scUdc1+t8N+t+0NK3odOnHErUGXSZbxaDRhWZVstVpc73dJGjOLXhJT1DWDacIky/n28ISjmV+UFcAgTRi0EvY6bXa7bfQHmPhvx1/zM9TaUMJ3pOL1v70WKkZdYcfpotioM5WXNcu8pHoHbSAMNN00Jo0Dny/zZ1ZNeW3QHqi9jV/72k4Nl1v1FSL2hYscAF+98+9r4wviovKrlVJAEoWvfahXRpKVGut2we0QhZrgDX/7zv1aT+FY1jVZXRFrDSKkMIJ5HaLE5yTB194O2RhffFsNriSrfWZFogICKclMRWEMkVKEUlNZn7TeDkKvy1g13d55Pt3Zd2e8xsRZQCHUHlJ/jZA7vF3i7GEdVI2T0TQvWJQleVXRCgNuD3ofzc1vhZf3IpUkVJLuICWMNMtFwWKaI5WgN2jRakcE72PIcqGDEo3LFozLjIfzEUfZjFgFvnNx7twEUvFVb4f0U/QteQ2cc+sOzmWnEUI0QbfvfYk4ViHeq860cz6DanXNuzVNyuGwWGexjSlIFGjy0nelVi567+Mqd/a+Lk/zW+WhrDt/L22mqg2zRcGTowm//eGAk+mCQCuubXWJQ40xlu+fHnP/2YitXoteK2Y0WzKZ57SSkHvXtt65ZJKGATf6XQ5m87Uhw4Uzs5r3MMly7p+O6ScJO+0WKVd/z82LggcjH9C5qVZqtbI8TFPubg0YthL0RrEd78a99g732juv/FwJr2HbUh22ondriF/X+QikNzq5297mbvtsxTzV0Qt5Vj9u10Q0ixshiMQbRYm0Kaw+UDG12v5r7r9AKvpRzKTMmZQ5TxYTclOjhODZcgZCMC7y9X3sx+rXXxPOeZr7mQPdX3CVqGrDvPCh8EpIJmXOnw5PmrHIoqSkHUXsd9travXD0wm/eXboIxKKgufTGWVdr+cooVZsd1q0wpBIK344HjHKvJHW13sp1/vdtWNgL/FOjsM08UHg0xl/OPAacyng5qDHrX6PUCm2262LrENfCCtXQ2ssPXmHfusOoqkrPqXa4sLTFeccZVWTF9Ub04nXG5XST7715US0f86wtmmFG98Ol4118Ou6Q1eNsqo5HM04OJ0zmi2pasPP7u7x1e1Xc6Cmi5ynx1NOp0vG8yXXtnv87O4e/fZmHQwHjIqMo2y+drrzGjKvNQqkonaW541bV6Q01jnmVcmiKpuEeksrCAmlYlGV5KYiDUJSHfi1fCG41up4sXjTwbrw8bmiCRv+A9adevqk2kMGP0OoVTH1diSBZr/TphNFFHXNrCg4mM4xzqI/gXwWU1vqqubkcMbzx6cURUUQaJyDw6dj0nbMrXvbDD+gZkoJQTuIuJH2+Pd797jX2SIQXvy6sjVe4U574AvunwxetaP/sSAI0GqIdQVZ9Xsq8wRjZ9T2dO3iV9YPGoOKRqwrNYG2SCnWRYtsqHnv01GCF9Kh3utdvQ3WeROQdhLx5a0d7pkhcRSQRiHGOh4fTpjMc8CxO2hzd3/Ad09OWOSlpzdeALqZqAxTXwhttRJmeblR92eS59w/GbHfafPV7taFX7cJZkW57kxlF3TdBX+Ge3HMME3ZbrfWE6hP+fG9Cpu+jObp7LWweh59HEhQ1xCB8/Q+0W+YHB9Km6aaQu31GYlKSBIdsJu0+Plwj04YcZwtWNQV7SBEC8kX/S1+rva41xm+c5zz6x0fLgrnv2SsjGwWZcmdYZ/Pt4f004RIK6xz/vfHpxzPvbV9N475em+bfhozywtmRUESBGvGTDeO/IJJM85rKbm3PeD/+ouvcc6x3+uw0/aF1gpxoLm7PaQdRWvnRgAEdOOYbuzjH97XBfZlnB5MOH42JkpCb6DVTWh3E9QlQ+4/BDbqTJWVISuqd1I/lBLEoSZQ7+8G9WPgbFXl7UPC6r1tstJlrM9DKStv9xso5VcEr/jiO4/VcVa14Wg850+Pj/jh6QmzZUEnjd5YTD06HPH9kxN+eHbKLz7b5/Zef11MXfQ9O+cY5UvuT0frrI/C+A5VP0rYTdssq5KD5QwtFTtJi9JaHs3GHCznzKqC2ho6QUSkNNOqIKsrumFMJ4yIlSbRmlBKtqIUGQikUO+cAK5djlyONY8x1e9xbuIpkeoaKvjGuxpeYCoZa03c8SufDphkXjQ9yXICKd9rZf8qYGpDnlecHE747vdPsdaxtdvF1JajZ76Y6g1SBjt+RfhD3LNKSNo65Hra5Xr6UzAmuQx+/LFOiAAth1hVYooJy/K3GDunMic4SpwrMHaxto4VQqGU8mTAc8WUkuKN3PfN4V76fon39ZZp3Kpz1UpCtnot0jigFUfUteHh4ZgnR76Ycg52+i2+vLXDZJHz+Gh84WLROxL6PBdfTKU+RHOTYqqZDN0Z9inO2ehfxf222tYsL3iwovltUkwJQT9JuD3ss9NOScOA8BNYCHoZLzA7nMMYh1L++C/+TKLpnqyKKdcU1W9+/ZWNiUIi1HVkuItQd0H2gJgPN3YoBCFeZ/2qAdXKzW0naRErzW7S5ofZiIPljFB6Pc0XvW0+722tTSjehDO98Or/Lgfxyj/+y8RaB978/zjL+f74FCUEtwY9rvc7XO91aUXeKe/741MejcYcTOfU1tBNIrpJxFfndE1vgnMOJSR3twbc3Rq89vcAkdbcHfa5O+xfaJsXfZ9ve72zjtODKd/++jGdXkp/u8POdUeSRsgNmVIfsh7ZoDPlnYLKyrwz3VpJSagVWn/aK1vvQlHWLPKSovQZMkoKWklEEvmu2/mug2nyUObLgnlWoho3qVYc0koiwA/8J9MFz09nLPMSY63PHGkn9NoJ3TQmChVVbXzB2ohq/b6kp9+UtRcNarl2osoaLVtRGcraEGpJK/bGH4FWa1v6KNTc2O5hrGMyz1gW1RsvrkE35ctbO+RlzbOTKVK+qOeojSUrKpxzRMG5LqSAuvYajFXbXyHpRwmTMue0yNYOQbWzzKuS0tQIIUh1wDBOqa1lWuSUpqYThjjHuoPRCkKMswRSoaUi0ZpEBwRKUzf5TsFF7i+X4exzTPV7bP0I3Bwh+0i5g5T7nst+QU1bXtWM85xFUVKYmkVZrQuqlcnHj4m6tuTLEiEkg60OQaTZu96nyCvyrERphZAC5/go96t37vKWvJmp6AQRnSB6xWzkpwIpfLH4Pl2cM6rg+x6NAKHRskcr+lu06gO6oRb5NWMpQoQIifRdhPD3l2wszNMo8Is9tSEvaybLnDgMSCJNeIlu4Zqi8R4USE8varqXrznBoVZ00oisqHh0OKKqDXEY4BxM5hmjWcbJ1If4nkyWnE6XzLNy/Szb5LiSIOBmv8vd4YBFWTHO3h4Wfx7LsuJwtlgbUWy1EkKtr0RbkFU1i7LgaLFgnOUsq/Kdz+nzEAK22ylf726z02p9suYvzkFd1RRFzfHhjNPjGbvX+uxd64Hzmp2XP0+BQMiGFVKZdTfLGMtiXmCMpdtLaLXjNdV27dB8xU5/AuUdfMN9hLrmF+xEwAd7SojQx6QEX6PcfwfqTuNO+yKkkIRK0wpChlECzq2fr6sO1bvOg2BFFb38CL7TbrHXadNPfJfjz8oFekN8tj3k8+0hO+12Q+HzAeLH8yX3mwWTQWtEpBS1tcyLkjQM+Wpvh0GyGYPIuLLJaSqoXY5z1rs6iwAtE9QLnc1G4Ss0EkXtCowrkUKjCDCuwrgSJQKUjBotsGwo5RXOWRzWL+SJAPGmMsRBvizIFgWjoymnBxPCUKO1N9JazDKq45rFNENIQdyKUEr6eWdlKVfz0zgkSkPSdkScfrg4lot3ppyjqi1FZd5pl6uUJAx0Y7f7aQ7KF0Fe1oymSyaLnHleEmrF7qANJL4t2hRTK+vdoqw5niw5OJ0RBoow8H8fR0FDkzQcT5Z8+/iY6SLH4WjHIVu9NvvDmrApkopGs7CymF8ZReRlxXSRk0YhaRyABiEUWVFzMlkyXeYsspI0Dtkb+k6JbGyxAaJAc2OnRxhofnh6wrOT2RsfmsNOyqCdcDJZ8JsoaI7j7PeVMcyy5kGUxn4/zcBX1oai9C5AxjoU4lwxtSRRAZ0gwjjHoiqwzk+gEx0yjFMvrsyXVNasMxXKRr8RSoWW0htRWLum+4UNXdA4+0a3ofNwLsPW9zHVb3DmIc7NkeImUn919pC7ILK64vlszuFszjQvKE3thb1J8klc/3VlfDElBf2tDp1+wvVbQxbznNOjOVVVI6RsVoI+LOXF4QN8c1NzWi4ZFxmk3aaY8sW3hI2omj82xHqyf7nXe00NjT7pfaspgUCjZI80/Bvi4Csqc0hljhBCI9AEao9Q7yEIWOWnCcG6mFo2vPy8rJkuC5IoQKnkcsUU72/OIQVv1d4GTTF1OJrx6HDM0WhOGPicN2uhqPz4aJ1fzDqZLpgvC19MbWiwkYQBN/o97swWPBxNNnrtsqrIqoqjeVPwlJU3ALqCCWNWVRzPlxzPF4yzbOOgXolgu5Xy1e4W2+3WJ3v/OecoS8N8lvPw/hHf//GAn/+1Y7jV9tbcTc7feUjpn6N1bSmy0i+4BYqyrDk6mFLkFTAkigIfT9BMyHAg1VWvZiuEvo2M/o4X41M+EIQ3npD6G5zsgej6r5ewoti3g5BhlKKFRDemTu0gutD1sHLZfHmusAl22i1+cW2X28M+N/u9C+cl/Tmin8T0k5heHKMbx70bgx6TvOT+0wOmuaftCaA0Na0w5LPtIZ/tePrfJjCupDBTCjMhN1MsNRJNoFJi1SeQ6bm5jEAiCWSKE4ra5hR2RiBTEFDZJaWd+1DcpiDzuaQGY0uMq7zLrNAIKd8YmOucOyukDn0x1d9qowKJNZbFNGN8POfwySlaS/rbXcIowBhLmZfMJxnWOjqDlP5WG6l6n0YxBTST43e7tSgpCALfTflEx+S3wjlPASiqmukyZ575Cf9sWXE4mtFKIr65vcuNnR7W+RDIH56e8Ohw7O1ulSQv/et7LX9Rr7JSqmaSUtbGmzk0g88q66SqLaN5xnSeI6RPpt7uQ6AlJ5MlDw9G7PTb7A5aJFFIEgnysmKyyHynCMfpbMnT4wnDbso3d3bZHZzRt1aF2XrF7Q2fjz8esV6pe/nP6trnji2yktmyoBWHDLspYaB4djzlcDSn147ptWOiUJMGIVJAN4wIpCJWAVp6K1uHX73uhBGp9oXnzXaPQZT4VS7hLZstvhWthFhP0AKlCKUi1d7xKVTqhQLGmkNs/QDc3H+2GHAlzp5gqj/6oGM7QYg+KvgKFf5rpLq+0QPUOrdOAXdNYbiyMHW4H53qGsYBnX5KXVvm04zR0Yx8WWJqg5CCbt8bU3zIvBXnHKU1jMuM+7NTHs3HTMqMRV3yd9u3uJZ2ebKY8GA+Yi/pcLs9IJKrif6nPYis+OaXD7l1626dfcdC1btwRj2WTQdK4NhCiBCBBKHQwgd60wjJnfXW7rW1VLXX+W1106Z4cn5hxFzuuDwFzy+qXFb4L5uJ3ZvyoIJA0U1jrm11yYqaa8Out5pX0r8HAYuspKxqumnM85MZWknu7A/od5KNrvlYa671Otxe9Og+8ZPMTbpuDpjmBQ9HY/pJTKjVlUwYp3nO/dMRz6fzjXOltJTEQcB2u8XdrQGDNP6k7zlrLKa2BFqRtj3rYzHPmYyWnJ7MUFoRRhprHFVZE6ch/UEKwGJeIKWgP2wRRhopBVVlGJ3MqcoapRVBoEhbEa1WhHMf4jyoD2KD/jr4e17jZA8hJBC9wLgw1lJZy6jw4/JRtnjp9YL7sxGR0tzp9LnTGbxxeVAIXjET2hShUrSiiO1Wi1uDHkmwyXlaGdR8utfuJogDL2FYZVXGWjNME77YGRIqSVbVBM1CubHWGz+kKdutlFYQ4KzzRIW3nA/fRaqYV88ZlfdxzhDIlNrlLOsTApmyFfuMpsLOqa23JVciINWCUCkyc8q0ekyqdmjpbQo7pzBTSrsgNxMi1SNVAwo7Y1o+xmKIVY9IdngrHVQIojSkO2zTG7ToDdv0ttr0tjoIISjzCmctOlCY2jA+maO0N7KRUpK0o2bu06LTT4niD3vPbWRAYZvQw3c9FKWUfmXwp6qZwlNuiqpmuijIioo40syzgt/8cIBWkmE35fpOD2Mci6zkdw8O+Yc/PObzG1t8dn2bqq6bTl7diF29q11lrKfxWUegfddIK7kO7Kxqw2iacTCa+vyiKCCNQzpJxMlkwZ8eH2GsJYk0UvhiyxdTOcZY4ihgNFvy2x+es9NvszfsrIupq0RtLPNl6ekzztGKQ8JA0ybkydGEPz0+4vMb27SSiJ4M6CYxgyjxg7EQrNjXqx6SEH51dNXdutUYUZy/0gQv3nqrIk80JhRyJSY+/1maQ0z5v2LN0+YHJc7NcPbEhy3biXdnlPtI/RU6+tcIsdn5ss6fD2NdowsTzc8/DVejKA4IQ022LKnKmtHxnGxZEIaawXaHbr9FFOkP+gyyOApbMyqW/MvpM/7T8SOyuqK2lv2kw7/aucmj+Zj/z8F9fjm4xl7SIZTv1r59ClgVU+9DjbLWUZurthVWCCRaDlGyd+5crlbD/d3nc7L8/svaoKVk2EnQSlE0eVObUMbOw1pH1ZjtXN7p0BdG6g00ylArdEuiVJ92EpGVNc75nLdOGhFHAbWxLPOSPz464uHzMVu9lP3tLoNOyibd4zjQXOu2GWc9erEP/XUb5urMCq9r2m6l7HZadON3v+ZdmGQFP5yMeDaZnYnCLwABaCVJQs1WK+XOsL9mA3yScKzDl8M4oN9PEVIwn2U8eXTCD98dEsUB3V5KVdYs5gWDYQvubaO1YjJZEkUBw+0OYahRSlFXhtOTOaPTBUGgiOKAvf0eaRo24tpP9FxcCAJPYWlcAz0Zb/1b4xy5qXi+nPG/HTzi+8kJO0mbXhhTOe+Umzfj9H9743Nud/q86XzIRnf5Pg7OWkmSIGCQJlzvdV4wP3gXVt1EPuCi4MeEaFgiK+1UFGhPaY4j7m0NPKNn9UZXcw3rmR2BVuuF3bddvsZVVGbJrHrGYf4bQtliK/oS40rG5QMCmdALb+Fkj9yMyepxs7iVEsgWgUxZ1iecFt/jQkMgYwozIzcTLAaHpeOuEak2hZlyWn4HwCC8Ryhbb2ViCAFJKyKMAvo7HQY7HQbb/itflmSLAvCLxcuZYXo6BwdRGtLuJXSHXXpbbdq9lLQdIT6gLwFs2JlaFVTvem6cBTX+NK9oP7k/e8RWxlAtDeNZznieEQWaqqGIzLOC8TzDOUc7jdjutbix011PrvvtpBlcJHGoSaOAVpO/lUSaQTthu9di0E4Ig0Yv1awQO8VaewQr8wpDXfsV7NUijMCP+WXtNVPjecZ4lpFEAdUVC51XCAPFoJNQVDWPG4H33qBD0hSd45k/J50kJA41SohG6P7iBHnNTX/p+KRSZwJEeOU1L//9m+BchjNHXhdFAa7AuQKoEIQIdROp7yD1V43pRJ9NLWqttRR17cXo52+OT6CQgqbLKAVpK2Jrt0sQaoplSRBpBlsd+lstojj4oAsfxlqmZc64zIiV5nra47RYMK9KdNOBqp2lMDWlNZ6u6X78rt5FsJoAhJd0P3ONtX5R19SXLFrOtmV9zpRdUNQPqcxzHAaHQaARQkNDhY30HeLgc6xV1E03Iwk1WikGbd9lXnXQo+By3RPjfHDkqmu7CVbaSq0koVJv1E+sFquEAK0UofZdsJVWdEXl00qx028TKEW3HdNrxXTSaKPPTDVdnF4cs9tpsd9tM1pmG4XjepOIEde6bb7Ze9UmfBOsWBSTLOfB6ZiD2ZzSXLwzJaVgmCbc6HXZbqVEWn+6hRSA8AZXQaiIIk2chlRlzfHRjNk0oyxrwlAjJX6VWksQ/hrwnfmcIqxYzHLqSLOYZ2RZSasVEcUBRVFRTmoGwxZSyQ8+AbscVhEHFjDNF5wVSudclJvvovn5y6isYVLkLKqSThBxuzPgRqvLVpxinKMwNQ9mY54vZxjn5x1Cvj7ORUrfqQjeoxhfsTwcDi0lwQVNUMqs5PjpiPlkyfb1AcP9/qX2vwmc83bd1nh3Zmt8l0SH+sIuoZvArxX7uXX0muF4Ocs5enxCPs/pbLVp91tESUiUvKUgdQ5LjaVuIjMEWsYYt6IJOyQKJXSTl1fhnEK6Gp+e59k+xpVYZ3DOEsgEJQLm9XNm1XMUAd3gBrUryM0EJQJko8WSr7km1++3YSWhQWnfnJFaobSiLComxzOyZYGpbfPlj9+uxvtAEcYBQag+iuvfRgYUKwecdz0UxYrj/hMN7F0VUlL6wbQyliwvGc2XLPMS2dDO6toyXTQFVqi5udPn1t6AO/tDwN9sK9qfo7HXTSO6rZgorGnF3n1qb9Ch3/FF17syvF45TulbmlIKysqwLEom84ysrKhWRdcHMBaIw4C9YYeyNvzh4SGTec6Xt7YZ2ISsqFjkJUpKeu3kBXrOy4dxkcO6zGvOUDWdqCOcHQMl3i42RaodpLqDCv81KvwVQu6C2NxZyVhLVlfkVXVG99poCx8HaTti/8aA4XaHujbohiYTJQH6A3PTa2eZlDnjMmcrbtEOIh7MRzzPZrQCn4Gy6vAI4Sfh5idiRhFIRRL6Dsn/n73/apIkS9M0seeco1zVuDn3YBlJKquyqmk10LKyMgB2FyK4ArnCf8QPwMXuCiCLmZHu6ZnuLp48uHM3bspVDy6OmgWPcPcgGdUdb4pnRLibq6mZKTnf973kKnur0euQ3DctpqBG65SiPmGR/QOL9J+Mix8lUvhIEaB1iaak4/8PONY+de03+W6CyHfxHItu5OM3Ws8VfecqqGpNVpYUVwjzXFGS7cbQ6OXFlHn/jPFNRVVVjbOYWUSvFn1CCDZ7Ede3eqaDruSlX5fAXMdDx2a7HbHfbVNU9eWKqWYydb3XvVKw7pPQDd15mppi6mi+IL/EPUQJyUYU8unGgH4YvLEV/ruGEGBZCse1cT3zlcQ5k3FMvDQUPsdReL5jFv5C4HmOyTDMCxaLFCUFs2ZCNZ2Y3+v2Qjq9gNOjGYtFQlnWWNaHbH6ggRp0hrmnNZx98WQ47+s/ybyuGOcJWVWyF3X4pDPgWtRhwzNTg6SJLJnlKUpKo2l9SZNLCUOrfZNiqqxMU6moLmfGkyU5978+4PDOCb/4+8/fSzEFxim3yAqKvFpTSpWl3rkU7kVIFin3vz5gdDRh77Mttm9u0Bm0XllMaXRTlAtT4AgPWwTUskQJBylslHQayvjFXpSrWjgyIKlGLIsTHBlS6ZyqLsirGEcGWNLDkaGhoV4BaZwzOpmRZwWWbRmtJEZfu6I2KktiWe+vIXLhFZQZN2J2VL+66a6bUfyfa3hbnBbM4pTz2ZI0N8YQrV4LKQUno8WakmfogIYiIxAoJXBshf+CAFQBoMziwFKSujZ/2spwtO1V5Swej3ZX+Zur6XVZ1U+5KS4SQ0EczWPyosJzbTqRR1XVHJ7Psa0VzfLtUxWUFLiOhefYOE3Owfk0xpKSWmt6LZ/Asx+/rivgbUwlhByg7L9EyAFaL0GXIBRC+AjZR6htlPW5cVgS/oUvGM/s6DrvCpoFDnwwaRtVaaaZ80nM2fHMaAOURFmKeJHihy6dfogfGnHmu5gGCQSOVLjSYponjLOEuMzJ65JxlvBwOWGcxWRVaXKOmsvs+1rYrT6pujExedHC3xIvXtArKbBpzuXm2nCZwkFrE1adFAXlJaYKL9wWJWU9o6omgKG+1fWCWifYahNb7VJUxxTVMSak2hRLVmNAkhUlRVkhhaAdeES+e+WpFBhqc1qW5GXJZeVglpJ49uPF2cuOy6o25j+zZcrpZMkyzZv3wjioVnVNWdXYSvLp/gYb3YubyzyLVaPNs212Oi1uDHqcxwmHs/mFt5GVJaM44WwZM4oT5lmG1yxCL4u4KJinOWeLmEmSkuRFk+V3MSgp1sXUIPQvPPH/6SCwLIXn2bS7AUpJkiQnTQo63YA8Kwgil3bbN+dVXmE7ijByKfJq3e1utX1sW7G53SGMPMLQNRQh36aNj/eOJ/WXgdYl6BT0HF2PoJ4097KkYVqsCnmBEI0mSoQIEYDsI+TAUPyaQksDWVWyKDJGacI0S5kXGUlVYEtFZDu4UlGjScqCuKH5GdfPl++nkgLPtt5oulmtJvTNdOp1KIuSZJExPV9QVTWu75hp5Pq901RlRVWYxTYaiqwgSwuUktiuhe1YWI35CDRTzKwkzwryNKcqayzHwnYtXM/Bdq31NGp8MmN8PKHIzXMEbZ92PyLs+PiRt56I1LWmKqr1c+u6xvWNpkdZ8rHFtzaFYZbklEVJVVQ4zXTJcizjkN18CGWzvTIvKfKS0dGE2fmceBaTxTlVUb1WgyuF1UySjKa2oiCtZ4Cm4+zjyAhXtprr3pOGco/jLmpdUemCugmDV9hYwkcJFyksijphXhyS13Ms6eKqFlbzs4tAIGj3QvZubzVGEgI/chnudqmKGmUrdF1TFkYDbjsWQeQRdQKcJz7Xd41L3SWNLkVSi1dzxOu6Xtt7fygLystgFqfcOxozmSfEaU4n8ri1M2DQCTg4mxE3JyI8tu2ta01RVNSvEWo/fY3RPFuWrqgtUjzObVhxgcuqJs0L07UBJvOU2TJlmebEaW4CKXf6+K7Ng5MJrmNc+N4V63ul2Qp9F2eecDpeEKc5QsDusEMreAtigDfdR7WP8P+n5qZTsS4shWxE+I656Qifq7aTVrbSdkNNrAGh9dqA4qdGWdakSc7JwYTv/3hAmhQEobk4CwHdfsStL7bxA/edVS+WlLQdj7bjcW8x4pvpCYsiI61LHsVT2lOPw3hGXOZUum6MRt5/e69qqIalfrqoEQg8BeoFx8iTn7+jGrfJZjpyEWgMtSUuzLn9JtC6pKonlPUUW22hRIuiPqOuZwTuXxA4v2KZ/Stx/i8o1TFNIGmaQFprpsuUrCgZLxIG7YDrG1085+rFVFXXTbjj5Wh+AiNGN+Gxr3aFNdfFktE84cHJhPE8ARr6bVGR5gVxVjQW6h43d/pXfj0ruJZip9Pm1iDhh9PRpX43r4xmdhwnnC6WjOOEQRhcqZiapzmPpjNOF0vivKCon3ezexWUNJOpzzcHDMLg0s//viEEWLZEKQfbUbQ7PnXVaLlXGWnKdKRNI1Kvu9S61mxuG+2g7Vhr8500yZlOEpaLlDB06XQDwujduX5dGjqHeoqu7lMXv0OX36GrE6hHQGEahIC5r1mGpi43EdKEz2P/EqG2jBEFklrXLIqMh4spoywhLnKmecqj5cw0dcqCSZaYRkhVcBTPSCpTpEvxcm2oJSWBbePb1pUlHqvmS1FfbDJV5CWTkxmT0xle4ODf2iDsPn0cF1lJGmfoRhqxGC+Zns9xXIuoGxJ1AsJGtw6m+RgvUhaTJdOzOVmcEXR8ok5IZ2iiRcqyokgLTh+cc/cPDymLkrrWtPsRva0OG3t9rGvW42KqrEjjjMUkZno2oyoqelsd2s3kaFVM1VqznMVMTmYky5R0mdEZtOhtdfBbHjJwUStafF6ynMYspwnxPGF8MiVp8vQuCiVspFLY0kcIQVEvWZZH+GpA3/0M3+rhqS41FU+lXulVkInRXZV1Ss0qwNfIWkzh1KbSBZP8HgCeahNYQyxxifNLwGC7Q9QYZUml6A5a+KGHrk0zUK/2qWmWKEti2SZD8WXGRW8bl5pMKSlRShiHm1d8YmVtOpxldbkL+4cC3TjvxVnOaB5TVDXdyGeR5pRVvS6IpBQEnk0r8BBixjLNORzNCB7Y69fdjXx6rWDtbGgpSeQ7jEpj15vmphMfdyO6DSUu8Bx81+F8umQ0i7GVsUU/nSyI02JNBay16bgu05zxLEZJSTfyWTb2r6bLaE7Q1VRrkWQcns9M1kqccTyac/doRCtwafmeGfvWmmWas0gyjkZz5nHGaBbz4GRiunqBoQJJIXEdi81uRJzmjGYxR6MZ+5tdrm12aYc//Q1JyBBB+E6fw7MsNqNwPaFb0SoD2ya4lBvRu0FVVmRpQZYVpptVlCQJiLSgrmukkhR5ySrj6V1ACkFgOfQcn74bMvRCbKlYlhlozSxPCSyHT9tDtvwWtlTvuTNsmhZlXTEvE5Zl9nhK1bhIbrhtHGkumU/u22pa4ShJ4Ni4ljI0xQuOYrSGrKxYZvml9C4vex2rhoEULkiFRU0tPKRYLTJqQ/XTFaxmqNpEQUwWCWlREvkOke885cJ3WYdLrTV5VZEWJXlVXWpaJ4TAtRSR66wt2V/27FIKbEsSeA69lm9cUjHsiKKsTKbU+cxM3apG9yEu93qehaMUG1HItW6bXuDjKGVcCy/wGrU2tNdZmnEwmbHdiggd51Ji+xVmacr98YTTxZKsLC98vxU0+Vyuy0YUstNu03Lf7HqdV0Z/s5p0ZGXFdhixGYRNLuDVDanq5tystMaWEstSpkB6weu9lDtjQxXUutH8OBaOa+EHl/8s3ja0LkwTsDpEl9+iy2/QxbfrKA90Ak8ucGE9baaegzim1jFCz03kh/UFWnbQ2iGvKhZFziLPKJvfsYSgEoK0LJnlKaWuKaoKKSQdx8NTFvIV540xMrHxbPvKjbCiMtfBrCgvdL3QdXN/SzIW4yVVVT9H8UsWKeOTKfEsIZ6n6IbZM69qTh+M6G112P98h6hr9nk5jXn0/TGTkymAKXQago8fmQZxXdbG4GRmihhda0Qz6Qpin6Io15qqqqyZjxacPDxnMV5SNxTGeJ5wfjhm6/oGg92eWavVmmRu9rfMS8q8JF1mnDw4Z+vGkP3Pts31oyiZnEw5vHtKPEuQShLPEuajBXlakKcXi0ZYTZu0rijqmFLnRsekzdTKqQMqWTamEx628EmqEakeI4VFXsfE5RlFHT+hszJbdmWLlr3Lsjhhkt/DVRFte4/Q3kTJi19rhBDPab8cz8bx7CdMRx4/9qfCJVqOhsZmKGqaVzVQq6paB91e1Q73p4RtKULfQY/gdLLkZLxgmWTkZcVoFhM0WgKlJK3AQ2tTaM7jlO8ennF0Pm+4qPDlzS1+ccsmcG1DW3Fseq2A8Tzh/vGEsqo4GS+4sd3jZze26LcC2qHHIsn58eCcO4cjxvOYfjvg4emERZKRFyWgjXte4HA6WXA0mjGZJ8xiM62aLVMi31mf0EleMpkn3D8e8+PBOQ+Ox4xmMT88Ose1LW7tDri1o9aUmEenU+4djfnuwSlnkyVo+P0PR2R5ya3dgbFOtgWeY7G70SEtSn48OOfwfMb1rR7Xt3ofxGTqfSB0Ha73u+yuJrHNIa+kvKS167uByV0w09TOIMJZZob6V1RGuLmiA7xD4yopJJ6y6Lk+n3c26DgeB/GUo3hG1GRMXY96bHoRfS/AvUKX/o3QfGZ5XTLOF5xnC7K6IK9LyrrEEgpbKHpO9NK3aOW0FDg2aVlRcbHCSGtNWpTMs+xSepcXw1BYpfCp9JxaJwihkCKkrMcss9+SFj9SVKfU9aLJ/qjIC9OUGS1iqloT+U4T3XC1w2LdwCkNfTEvL1lMAa5l0XJccyy8YgdsSxH5Lo5l0W/5lNVKGG0WJ9Nlwu9/POJ4NMe1FbWun6LlXgW2UgwCn0W7RT/wCRybpCgaEfTFsMxz7o8nbLYittstBlfo+ay0UqeL5aX0dlIKQsdhEPoMQmOnbL0hHSYtC+5Mx3w7PuPudMx5GvPf79/k73evE9kOkbx6gVJrTVyWJk/HdtamNW8DliXX06iV/lh9CHopnaHrc3T5LXX2v6KLP6DrmZlUyRDkoGFVeKybKDpG6xjqGF1P0HqCKL9FO/9701zRN9GiR42ZApXasFxcZbMVtKi1xlWW0Z8gsKWi5/p0HI+O82o98ePJlH3lyVRWVszSjKQoLrR2lFJgOWaqfvDjCeOTKb3NDjd/vr9+zGIac3zvnKN7JxzdPWW422Pv020mpzPuf33A1vUh7X60XqxPTmd89y93OD8Ysf/5DsPdPlVZkyxSyrw0tWpt7ptlXlJkBVJJbNsYHViOMUtANBmPy4zTRyO+++c7LGcJW9eH2K7NwQ9HZEnOr/77L2kPonW+WbJMmZ0vsGyF7VocfH/M/W8O+dmvbzPY7eEjWM5iju6d8s1//YEiK9n5ZIuyrBifzIjnCde/3L3gO27YM6VOSaspRR2D1lQ6J6km5PYcJVwCq48r2xQqYZzfYVrcJ60meLLDrHhEXi+odP4UE8dVHXrOLbJqxjS5R2TvsOV9RWRtYYm3uDb8MNi4Fy+mViG1jm2ZvKRXPDYrKmbLlCQr3jg35aeAa1t0Wz4b3ZBZQ3vxXRvXsbi+Zex3W6FnHOpsi8h32ehF7G10GivKx5+uesaEY7XtQSdg0AlIsxLXNu4vAhN4HPku/XbARjdkEWdEvottSYadEM+22ey1CFwHz9F4jsUizpgu20hBMzEyVJatXovAc1jlB62CdX3XZnfYIfAchp0QS6m1nalojACkFNhKMmiH3N4bEvkOoW9cCKV43A2zlAnM7IQeSsnGtt0UjPaHcEN6D3AaeteHCqkktmP43n7gUBaGY23SwW380DFi63d5UWomdlII2rZrqDZS0rZNIKESkr2gw27YwZHqJwsNFUJgCaPRyeqCRZlS1RWOtCjqV5sFuJZFx/cIHYdpmlFccF2tMa5aSVGSlgVpUWLJx3lwl9t/hRIRWg0QtW0cK4UCBFU9paxHgMZSPaQMoVGmmTwqs2hdfb1JH6yoKpK8JCkKiktOpczrEPi2TTfw8GzrlYfmSucjldHTPPmeacDNrbWO7dlO5lUhm/3r+B4bkXH1O50vycrkwttYZjkPJzN2OzPifPNSE0CtzbJlmmTcG084Wy4vRRG1pKQf+uz3OvRDH99586bPKrQVYJwlPJhPGaXG3MC/osHN6liMi4KT5YJ5kbEXtRvTmrdjrCSlxPUkLj994+sp6Dm6vIMu/oQuvkNXpwjZB+s6Qm68sJjSOkboGKpTdH2Grkfo6gGUfXSxA7aFUAGutOm63oUpUBJBz/NfedpY0tByA8fGsaxLZ7ABpEXBOE5Y5oUJMX/NOSGVxA89/NAjSzLGx1PSZfr4AY1GKp7FJHNDmxNS0uqFLKcJySJlMYlJFilFVqBsY5U/Hy0YH03pDtu0uiG2a2M79todUiq5du6zHRvLsfBCl6gT0O5H+C0fpRRFVjA9m3H6cMTx3TPiRYLrOTiezdHdU+J5wv5nO8SzBDcw1PuqNM3PqjTNztHxlIffHrKx36fMSzKZMTmZMT2fkyU5ylIELY+61jieTbJIX/hevQh5HZNXM8o6x1ddXNnGt/pIFKXOyCuTGeXIACUdfNUjsAYU9RJbhkhhE1hDbOkTWkNsGaxDei3pNYG/PpoaicRRbRzZurBe6nX4UHSNcEman2MrPMdqJiMvR5oVaxrZn2Mx5bs2QxniOTbbg7Y5SG2zWC7KynQlu+H6g3Qdi0/3hmx2I2pdNzQvU5S0Qw/fsdfCdddRdKWPtTtk0A6p6iZ80HNoh+bi5jkWG92Qv/p8n8/2N9Y5VFVjt96JPNqhZ2wttSb0XPY2uuvPSGvIiwrftRh0QpSSBK7p5vmOzf5mhyQz3WLftQlch9AzFua6WURd3+wyaId8fn2TJCvMCL+xdQ99B8c2XNS6cftybBP0WZQVncg3zmYf0IH+7xmua6N6kjwrGJ/LtYbKsiSdXshgs43nO+/086oxeSaLIiOrzGR1y2+xH3bXi+HAsnHkT5Rx0zQSPGkxdNsoISl1RVYV2ErhSRtbvnpR71oWPd8ncl2UWL7ikc9jlTOV5CWzNCVwHELn8s0IgYUlO0jhU8sBmryxRdZk5T1qHeNY+7jiOq51Ayk8lFK4tlzHNmQN//9xCPXlkRUlk6RZFF3hHiCEIHBs+kHw2uluWWuyvGAeZ4xnxskUWF/LZsuUg7MZ41lMWpRGwP2WjjFHKbZaEZ8M+hRVzXl8iWIqz3k4mbLXbRMX+aWiAFZFxiRJeTiecr5MKOuLT8Vspdhqtfh0OKAf+Bf+vVfBUxa3Oj1cy2rstgsC680KlLqx555mCXdmY07jJZ6y2A7ffnbihwZdj9DF79Hln9B6DnKIdP8eYX+FUJsgeiCetTwvQZfo+hTqE+r8v1Jn/wD1Gbr4V4TwkOoabSfCkr2LTzMFhNarJ4uWNA2GwDG6KceyyKvyUud/XBScLWPmaWZML3h138OyFVEvpLto4zcN3Ze5t7X6EbZrs//pNts3N6grzXC3R9DyKIuKPC0IHMs4RfoOQklmowWO77B7e4veVgcvMPS0lbFB1A2a7Vr4kUd/u8vG/oCw42PZivlowenDEacPz1nOTNF2+vAcaUlm5wvKomQ+XjA9m9Hd7OB6DlKaxlAW58zTJfPJkizNKUvDIEkWGecHY/KkYLjXp92P2Pt0mzIvObwxxHIUXnixyU9SnjPOf6TWBZveVziqRWD1KeqEWf4QTU1eL0irCb41ILCGbPt/ycD9DCksBBJNRa1rPNXGVW2ksGGlsBLgyIDI2loXXVJczfX2Q8fFJ1NS4NoWvmsTp6+2gc2KkvkyZRFnxKnhv9rvUQj2prAt464XuGZyAys3Q7Fe+D0JSwmG3ZBBJ6CuTeCvFLJ5vWL9++axCkspXNui1w4ea8+aaZAUAmkZO/XQc9YiWo1uJkbPL7BCz2WjF/JsyNuT+6nkY/riReA6Ft1X3K/KqiJOjQX6dJEyW2ZrO+Ve5L83B5WPeD1WeSuOa2M1CeGq6ay5vtEMqHdc/K50Imll+PjLMie0HELbwZEWrlxdYN8h1/AVEM3/lFQElkta5cb0pa5wlY2nXk8t8myTUN/yHKxLXuuMkLcmLnLGcWI0Zo596XdCCGlcKbWHpGp0URVQoGSEki2U7GDJLpYcIoSNRGIpM+Vu+a6ZUmljXLJqDF0WaVkyjhMWWX6lIGIpaGhoAcFrpia61hRlTZwWjBcxi3h1f9LUGtK8obhGPp5jr6+Pb4LVe+JYiu12i0+GfY7ni0ttIysr4+q3WDKJU5Z5sXYvfB1W7o+TJOF8GbPILte4tJsi8PZGn67/doopWyn6fmAE435AZDvPvZbVHi7zjFluFsyr6YVG4ymLyHZxlEKjScuS8yTm0WLG9+NzjuMFHddr6J8WrqXwlIWrXr6Uefb4fZY+9sE2/eoFurqLrg4BG6GuIexfIp2/A9lDyJffoI3r3whdLxHlXeP+V95BqGtIMjzLxnvDQvdZSCmRGA1x6DgEjk2d1VSXKPLzsqKqMxZ5bujBVWXy+172nEri+g5e5BpDJQkvu394gWucazfatHoRUXdB2A6wXcO2Kgvj9uhHLhvXBhR5iWVb1LUmnqdMz+d4gUOrH6EsZZ7bc/ACB9u18UKXoOUTdoN10VUWFfEsIU9yLMciaPt4oYvtWmzs99Eawk5gdLOx0Q9nSU5da0MXtJUpsBrNPVpT5iXxIjXugS2fzrBNexBRpAVRJyCeJ1j2xZgylc7JqoXRv8sOnmrjyAitNVJYjQ7KnC9SWDgqxFGhYZo0Z61APuWCXNYZmZ6TVzPSeopG07L3aNnb2DJAig+XxfMmuATNT+K5FqHvMFu+eoxYVjVJVjJbpJxNl7RCk620Em//uUAI1l3yi15upRQILV/b+VxvW6+Ucy9+DtGU90K/PNVbiMZl7CXbeBdIspLj0Zyj8xkH5zOSrGCzF3G7N2TQebeGDx9xeWitDXXTsQhCd11061qTpeU62PRdQcCaanWUzLm/GFM0gvINL2LTj9gJWuwEbVxlYf9EF1ytNUVdklQ5k2LJOF8ybIwnJK92xvQtm34Y0HLdK+Uy1RoWWc7pYolnWfQC/y1MUCqqek6tjXW3pTawZB9L9pGNg+WqCePYFu1GA1qWVWOHfDVmQVKUnMcx8yxbRzlcBgKj6Rk2xdSryp/1UlzrRs/7+PmEMEyDz69tEHg2u4P2W71G2kqx3Y74dNjnT0enl/rdqq7JS5ilOcfzBSeLJRtReKFiapZmnMwXjJZm2lbVF6dTGbOUxxO13luaTF0GjxZz/nB2zCzPzHWgNrlyW0HEl/0N+l5ArWtGacI34zO+H5/zcD5lmqdIIRilCVtByFYQsRVGbIetphXz2CH3KfexZ6CfesyHihzqMVoXCLWDtD9HqH2QfXidG5oIQVoI6wbC/hmUd9DVAVrP0Lp8p6/aUYqu79P1PfLSOHleFLXW6Lomzk1TqeN5KM9FvgUavZACqUyT+6kC+hlT5VYv4md/e5vdT7aMA994yeGPJ/z4u/v89f/pK4Z7T7iBrsYv8ESB8fRzKlsRdgIs21ABd29v0R5GFKkxfeoMWviRx+RkxuGPJ8zGS4q0YOvGkK0bGxRZwcGPxzhu0whqMvKEFI3BRWWcCrXRR1flxa/btgwI7Q2ScsS0eMi8PMCWAZUuSKsproxwZAvfGjzjwLc6c54/x9JqyrI8YVEesSiOsGVA17lBZG9ji/d/rXlfuHB1o6TAd51Gv/PqA7uuNXVdMVkkPDqZmCBI93Hm0AfbCXoGl+1gPhkOeeFtv7RAevyDVz1uva33/JZWdU1WlCzTnGVius/9dsiN7R6B926ckP5sOoofGOrKBEyXRUVdm5T2Vuexfex7MYkRYAm5zjNKm5yTlRV6oSvyuiQuCzb9iA0v+kkKqtV9taImr0uyuqCmfmXO0Qq+Y7MRBnR8owO79HNrzSLLOZot6Ab+lUz1zUdZo3VBqadU9ZS6XlDVy0Y7pRonvxQtLMA1r1lrlDA5MWmjUbqKZmuFOM85nS+ZJemVgoilEESuw0YrNC53r9gNE08hsS3jLpqXFWVVN91Vge8anemwE641pG8LtlQMwoCka7RHrqUo64s5OWqMCcAiyziaLTiazYkch7b3eqerWZryoKH3XcYpcRVn0fZcNqKAnXYL7x0Hdj+JoqrIq4rjeMH3k3PiskAJk01Y1OZzC23jNudbNklZME4TTpMlszwjLgqmWcp5EuMpRctxKJrjq6am1lXzVSKFhSUdhBZPFVmVrsjrFK1rbOliCWu9CJbCQn0gnXNznsaANllRas/opOTrc9JM3pSLkBsIdQ1dnYO+2zgAvqnJzavhWIpe4NHzfSZJCpcItF5di5Z5wdkiXpu7PDfhrLUxgSgrsqRgdjYnWaTkScFyGjM5nRnHN9dG1491V1KK52iAuvn/ysXZaoofaUmjp2rc9Y7unvLpX9x46neVpXB9o0OeT2K8szlhO6DVC/FC12yr7ZMlOZat8CKPVj+it9kxjnlK4jXGJ2ePRoxPpiynCYtpzOa1AUHLxws9Ywne6LUsWxG0PfKsIF1mzM7nTE5nlHlFPDfar6q82DXXlgGhNVwXT2WdrvOiTAZVhKc6TdbUE/S8VyxKa0qKOjF6rHqBqzq0nT0Ca3gpF7+LIE8L0iQji4v1exx1g3Xe2IuYXO8KFy+mlCT0HTqRd+EQx/Ppkj/8eIRjWwy7IeE7WmR/xPuH79psD1q0ApfrWz00mkHbfMbWGwT1XgQ/DRHszxd5ZmgB0/GS6SgGoN0NcDxzHgfNRf9dQiJwpEXX8fmiu8l20DbFSlUyKzJmeco3k1P+f+kdfr1xjf+wfRvbef+LGilMuLAvHQLl4isHgaCoS2pdv/K4Cx2b7cbd7SqZQRrNNM14NJ2x221fscitqXVGWY+I89+SFt8hRYAUHka59nhR6dtfEjp/gdYuVf3YfU8KQSf06IbelUO3F1nOwWzOKE6uXEy1fY/djrHsftX7rpTEc216BFiWYr7MmC4T0rzEavSiKwOdN3Wse24/pSCwbbqBzzAM2GpFTJKUWZpdeBtJUfBoOmVnErHTvpgWaBKn3B1NOF/Gl9Kk2EoyDEP2uh16QYBnW1cq/K+KSZZwGi+ZpAmWlNxsd7nV6aOkNHlHWcb92YRJmvAXG9vsRG3SqsRRirvTMbM84682d/nFcIvIto1LoGOOj0qXFHVOUi2IqxmeDGnbfaRQVNqcvwBpteA8P6Koc7rOBoHVpm6ymnzVwlcfBrPCqDib3CjhIYTTaKQuAwU4COE0zRNjRvMu4VkWwyhkGAUczGZX2sayaSptRCHDMORZbxDjUJszGy04vnvKg28OOPjhmNHxlDu/f4AXumzf3DCTnby80JqhKirSRUqyzHj0/RHjowl1rUmXGWVeEvVCHO/pHfEjj952h4ffHvHwu0POHo44ezRm/7Ntbny5R9DyjT6r1nz/aMzRvTOmpzP8lkddmeDeT351ne0bGzieQ9AOOD+ccPDDMXVVMx8vefDNAekyo25o137LbyZWJQc/HHN095Tp2Rxda47vnVIWFeVrfA1WsGVgMqGE0TVpasQ6S1FjCQ/f6jeF1MWuE57sIB2L0BqSO5/gyBDf6mMJD3nFLM+XYXw248G3Rzz84ZhHP5zQGUT86r/7gmufbRG0fFzvQyympHGZ67Z83AuGOI5nCd/eP6UT+dzY6eO5Fq5jLMJfpD36iD8fuLaFa1sM2u/vxlPXmmWSk+UFge88NQH7eCy9HGVZkcQ5y3nKfBpjOxbtXoDdFFDvWi8FjUuelASWjS1bDNxwXUzdnY8YpzHHyZw/To7YC9oUl+DZv9X95LElcGA5BJZZqGV1SaVfXRQEjsNmK6QXmAnFitZ4UdQaZknKw8mMLzbTtV4SLn58GzFwQlWPyMq7JMU3OGoHR21R6xJNQVmNKesxSrTwnZ+jtd1QzkrjwKo1ru3iuzaWFFdymVtkOYfTOeMrFFNSCGxL0fFcNleTqdc9XilqW+OWFZltiijVaFCFMJlTeVG9dXMTKYyWuOU5bEQhu50WVa0vVUzFecHBdM7DyYyfb+cvfb+fLK4nScrd83FTTF38/bWVYiMKuNbrNMfp+6Xez/OMR4sZiyLDkYqdqM2vNrbxLItFnvOH82P+eHbMSMV8Ndxi4PmUdQcwU60gS/m8N+CvNnee27bWmlpXpNWSWTGiUDmWtJFCkVcZoLGkTVwtGOfHZHWCarrtRhsisIUDH0gxZQJ4fVNIIV+Z7fk89PpPYZLy1tu6ajj9ReHalimCovDKU895lvNoMmWn0+LmoLd+NaszQmu9th2fnMwYHU/XxUm6zDh9OCLqBgx2e43jn9GCSss42woh1homy7awPRshJVVZE88Szg9GnD4YNTosQdD2aQ9bBO2nA4G9yKW31eHk3hlpo2MCaPdDyqKkFUX0t7vE8xRlSdJlyvlhhTpVVGVN0PbZujE071vg0B5EjYarYj5eIpUkT3PCbkjQMlp0L3Cw7C6z8zkIWM5i5IGh/ela4wWO0Uc3LtGvgiVdLFw81bnS5/QirHVV7wGLSczDH475wz/+wB//6Qe2rg3YvDZgY6/bWN2/P4fOCx/pliXpRB7DbojvXmwH4zTnZDTnu/una63VJ3v9J0JsPy6AP+LiSNKC3/7xIXcenPEXX+7z1c92Px5DF4KhqJVlTbLMiJcZSgmWM7NIbXUDWm0fOu+Wz1w39L6zdMlpuuQ0WXCWLliWBXGZM/BC/sPOp3zR3XyloPxd76PJlqrwlEPL8hr6odF2vKrD6ShFy/PoeB5tz8W3bdLy4m52unFnuz+eME5SKl1jlFoXh9YlVT2hrGbYcpPQ/RtctYetdjCTqZok/5qk+BNC2KBrqro24bZpzulsidYa25K0Apfykk58tdZU2hQTh7OmmLqEHm9tOd68h5H7vInBc89Za4qq5ng059v7J4wXCY6tUA2lVGt4cDLFd20+2x9yc6f/yu1dBZaUbLYiPt0YsswLHk0v3pFPi5Kj2ZyD6Wxt2PEqirk5ThLujyeM4uS1Rf6TcC2LnXaL24MeXf/9h6pnTbBvraHtekS2gxKmebEyo0mriqKuL12EK2HhKA+7cpBI4nJGVsWUuiCvE1wZ0HO2TIaZDBAY+l9ep411s3pO8/KTQgQItQtUxkCiPkXoi7tFAsZevToAnSPktqH9iXfLEPJtm+1WxHYrunLO4iRO+O7snN1um6zceu7nq6Kit9VBKclwv8/nf/MJWZLT6oa0+uFai7Sx1ydsB2udcND2Ubait9XhZ7++jZCCVi80Dn5SYLsWypLsf767Pg81hl63eW3w9GsNPaSUfPbXt+htdowpReDQ2+zgBqsCTtHf7vDL/+4Lbn117SlZhuM5bOz3sRyLduMKaDkW2zc3cQMHL3DJk5xkmZnX0fFN81NKNq9v8Nf/w1ekiwzbsUAIY+9uKQa7XdqD1lNBtx/xbnHxYkpJOi2PYTci8C52gqR5SZqX/Pjo3HCiywrXNl1wzzEaqlWm0eoAW4mhn8XHRfO/X6y63Uma8/X3R/zjP9+h2wr4xRcmmO7jofFqCGGEsHVdk6YFRWYEyI5rTv+61uT7F0tMvyq01lS6Ji1LTpMFdxdjHiwmHMRTXGXhKYvb7SG324O1CcVPgRrdGGPUuNIisFzKvKLU1WsXrY6ljB7Fd+kGPpHrUNbVhd2stNZMU6MxGscJeVlhSfVKZ8DH0wqj9NI6paynVHqOki0sMcS1ruNYe+vHVfWMrLy7tkzXTUGV5iXTZYpG0w488kZjdxlabVnXZGXFJEk5mS+YpumlJidSCELXZhD6tD33tVOp1XOmWcHZZMm3D0+ZLhJ2hh1agUtRmp9NFilSQDfyuLHdA97uPcUUUyGfbgx4OJ5e6nfTsuRsEXM8X5jg5srEb7xoilY1RcYkSXk0nTFNLufi51qKnXaLW4MeHf/9h6oXVUVcFghMFIKrrHU+lWcZymFZV5RA9cwkRkMj8n8xJMq4WTZFUVItSOuYrErI6oS21SOw2ngywFX+Olex0k1ArDDnwgcDESKsa2idQj1p7M6n6Hr5hCX6s8fIY9WnsUgfNW6AGqn2EHITsBqXz9fuwFMubReFb9tstiK2WhGBY196Qg8mjPru+ZjPN4cmDLt+WrcqlcRRDo7n0Bm8mhrrBS797ee/3xm0Xvi7QWQc8uq6pm4aQVYTyPskhBC4voPrO0SdgGufP56WrswuhBAoBJ1h22zzCYMIpSSyCfcVQmB1AoK2T2+zS/1VvdZ3CbMwftqdGRju9hju9ox+rNlPoV7s+PwR7x6XKKYU3chnsx/RCowJRVXXF7qQL5KMh8cTyrLibLJke9BioxvRawd0Io9W4OK7Dp5rYTe24Ksk8o/r5I/Q2lB0lnHOfJExX5gg5Y+4GJSSOI5lEtqloECvrWABc3F/x2uISmviMmdWpKR1iRKCTztDftbdxJEm9LjnBvRcn8hyf5qsKQzFz1U2bm0c5CSCnhvhSpuW/erQyhVarsuNXpdJnJIUxYXdrDRmsbnMc86XMQ8nMzZbIf3Af02IcU2tE8pqRFmPqOoxdb2grCfUOmsMKBZAhaYiLx9S6yWaEpBNzpQxaoh8h7w0hgYmZ+pyCotJknI8W3C6WFzaZQ5MUbIRhtwc9Ohc0LI7zUvOp0vysmR32GFv2GFn2KETelR1zTzO+OHRGZO5caF9dmH2NqCk0SLdHlT8NjzCknKdBfU66MZ8Ic4KTuZLjmYLBmHwnBGFxrj4TZKUcZyQFuU6i+d1EEJgS0nkumy2I/a6HSL3/U+mPMui6/os8oxpnrIs8sZ8oiarSvKqwlWmqDJaLrE+D1ePe9l7Wuicos6IqxnLckapC2zhYFk2gW4RWh08GWBLB1u4IAWeClDCIqkWFHVGqT+c+4oJ6P0lEos6/5cmN+qfEfUUoTaMPbpwgVXDQYPO0GRQnaCrE3T5B3Q9Rqg9hPUZQm0DBdTj1z05iAC4fMFtK0nbc+kFPr3Ap+U6JIX5bC+KrKyYpRlni5iD6ZzQcej63vuhpTbNx1W8jda8NLtq/SvCFE9PbuOFj5Orx+l1kfTCxyDXTdAL7a8ScMUYi494O7gUza8b+Wx0I1qhh+soshzqC3Rdl4lxfDsezfnm3gnDbsiNnT7XtrrsDNts9lp0Wz7t0MNzbTzXwlISS73e/a+oLmYDqWlEi2VFVlSk+Ydz0fyQYCmxtnVeaTbq2lh+Pvs2C1YXnaaDwst5/qvt1Fqbaz4v3pZ6wrZUa6jrmqKoWCY503nCbJEwW2YkSU6Wl0048uPtrDKUnsX6tTSp6k++ltV+SynWWWhPvo7V42ttHISEMPu5+p5+ZsG4+vmLtvVTQCqJ7VrYjmV41Hm5/jwQj3PM3iVqrUnKkkWRU9QVtlTcavW5HvVxpML+QLppKwMKRxrahBCCth3QtQNC62KLz5bncr3f5WSx5GA6Y8bF9TNFVZvw12XMg/EUR0ljD/zSt8d0omudUFRHFNUxmoJax+TVI4rqDK1zap2hKYCSojqi1ilQIYREicehve3AJc4KBDTn/euP3yePnEmccOd8xMl8SVaWl+5IW0qyEYXcGvToXnBykuclo3lMUVZs9iI6kc/esEM38gHNeJ4wnifM42z9ui60SHkCz99jVue2+ZeSkmEUmED3MMBRiuKCLnsao+la5qtiao5vW88XUw198tF0xqgppi469VNC4Fpmm1utiJ1O6601LNbXeMx5btwMTdGzmqSVdU2lNa6y6Lk+SVkwTzLm+SrEm/XffcvCs2xsaRaUSsj1dKOo67UjoBSP7zkCKOuCtFqSVjFZHSMQ+CrCli5K2ARWC0+FSCFxpIfUCk+GCCHXxVT9ARVTyDbC+sw48Info8sHaJ0h6kdNYXQdZNQUPQDaZFPpObr4Fl1+i67PQI9B3EJY10D2DGVQJzx/F34Stlmgi6sUUwpbKXqhTz/w6fgelU4uVUwVVUVRVZwtljyazOgFPoFt41xgTfimeEzDu/hzmPXPxVyclfXyx62f+xLXJ/GWG0MfcTVcuJgSGOciz7HY6re4udPn6HzO2WR54SerGxHwZJHC4ZjxPOHOwYjQd/AcG9exsJU0eqonJlOvOlDuPDpnNI1f+9xpVvCHH49YpjmR774z++4/d/zVF3v81Rf7FEVFnOScnM05Op0xmyfESb62HLYthefZ9DsBezs9NvoRvu+80JxkscxYLDMOT6YcncxYNmHOutYgBI6tcF2b7Y02n1wf0usGKCWZzhO+//GEB4dj5ouM89GCOw/OyfOSf/7dfdK8fO74+PKzbX715T5h8Pjz1Rqm84TD4ykn53PGkyXLOKeqzCg9DF26bZ/9nR47mx0cx3rqdaRZQZIWPDgYc/fBOf1uyO0bQ5K04P7BiNE4Jk7N9mxL0esGfP7JJnvbPWxLvnN3w9dBWRLXs9nY7lJ9VbNcpMYC1lJ4vkOnFxK1361eSklBZDtseCGesoirHCkkZ+mCjuPRdfx1cOfFbkvvBlpr8roia3RTeV0yyZdkVYGrHLr264W1bc/l1qDH4XTOH+zjK+3H8WzBbx8d4tmKvW4Hh1cdQ7qhP5XNVw3CxlYbSBGiZJvHHpgKJbs4QqFkD5BNIwEGrYCf7W9SVDW2UkS+Q3BBfex6vxdLfndwzMPJlOIK2WUr7dHt4YD+BfOPbFvRCT3S3GTfjWaxMQ3JTbExWSRMFsbdr6pf3hF+E6ys5F1LMQwDbg56nC2WnC6WF25TZGXJ8XzBo8mMzej546zWmnGScPd8zDhOLtUAcS2LnU6LG70ubc9dFyJvAzXGCXJeZBws5tydjvl2fM7Rcs7Xo1NqXTd5UC1sKdlrtYnLgkeLGfdnE7KqRCBIyoJKa663u2wGEV3PxxLS2MU7ZlE/TmN+e3rEvMjZ8AOGfkjX8+i5PrZ0gIiBu4OnjCbKkk5jMqGwpYMng6b4UtRU2MJpaIaKUhcEVvstvStvAdUj6vyf0PlvTGFUnZqJUn2Grg4RogvCMW5/gLkO5KBzdH1uHqdj0DEUf6TSCYjITJ1e8+kL0UF6/wHh/PrKux/YNtf7XY5mC4rqjMUlLNJXOF/G/P7gCM8ygeih63xkK33EB4lLzUyFELiOxWY/4sZOnzQrL1dMaU1eVuTzhMk8ecaq/sUX95Vo8FXbvAjVMM1L/vDjEX+8c/zxZHwlfs0vP90lTQtG4yXf/njMb/74kEdHE0bjJUlWGMcYz6bXCbh1fciv/+KGEXwr+VwxpbVmscw4Op3xuz894l//+JDTsznnkyVVZaY8YeDQafn88ss949IXODi2YjxZ8l9/e49/+s19ZrOY+TKjrGqqquaff/+Af/3Dw+fuCf/X//Nf8OnNTQLfQYjH3dLJLOabH47503eH/Hj/jJOzOUVRoZRka6PFtb0+f/eXN4lCj5bgmWKqZDKN+cM3B/xv//Adt29uEAQOk0nMf/5vP/LD3VPOJ0uKosTzHD65PsS2FINehBD2T19MNdO64XaHVjdguUhZTGOUUnQHIWHkod6xNboSksh2GfohbccjrQpjRJEssKVsiiljXiDhNbS2d4cavc68Kps/53XKvEwYuO0L6YfansetQY97ozH+BWMknsXRfM5vDwS73TZ/fe0iRUmNpmqoeyCwsOQG1nqi9WQx1UHRwZK9xvLWXGP7rYB+K3ij6IGT+ZLfHR5zMJ2t838uA0tJtlohnw77F9b0OJaiE3mcTZccnc8pqwrPtijLirysmC5SJouYLH9Ce3GFV/jUNPsFv76a/mxEAbcGPaq65mwZX9jifl1MTWd8tjl84fOP4oQ7TTF1GW8Qz7bYbbe43u/S9ry3eg+stSarSsZpwh/Pj/nN6RF3pxOOlgtqNJM04Vq7y4005fP+kJudHqfJklpr7s8mfDs+o6gqSq251enx97vX+bQ3oOf6xkXYdmg1lMRRmvCbsyO+n474oj/kZ70NEF26ro8lbCxl46uIgfOk29/jsnP1ubvyaVc2X7We+vmHAF09ok7/Z0Px00sgb77fMDeAF2umnv+7rifo8o8vePxLoHYQ1h68STHl2FzvdTldLDmczTmczS+9jfNlzO8Ojun6Pr/Y2US3PsaifMSHiYtPppq7h2Nb7G92WcQ5o1nM3cPRY/rWJaHX/zN/eeEWNAjx8m1f5mnrWr9yWx8Bq/WPVMJ0fFs+e9td+t1wPfoWwkxrZvOUqqz54e4peVHx1Re7tCKzAKq1Js9LkrTgT98f8a+/f0BelPQ6AVvDFq5jrXVxK8rZtb0+3bax3ldS0OuE/NVX1+l3Q0aTmJPzOT/cPeXodMovPt/ly8+2m4L88eX1F5/vrAspgOks4ehkxp0HZ9x9cEZeVHz+ySZffWGceupak+YFda25c/+M+SLlF180236ie6thPa07PJ7y+68P8D2bazs9NoctyqqmLCuqsqbXDdjaaK/pqj81qqqmKirG5wuODybkabGmIJ6fzAgjl53rA7qD14dBXhUrXcg0T/hxNuLeYswsT4nLnL/lGjtBhweLCfcWY7b8Fjej3tqE4n1SGAQCWygsoYz9bm2ypVZUo4vAUZLIdRhGIfvdDpMkY5qkpOXFKUTzLG/ssqfcH03Y6bToeO6a+vzkHoNEyhBH7aPkxS1ubTlE8Lwt/mXfba01o2XMeZzwYDzhbBGzbCzWLwpLGp3FfqfDRhTSvoQ+wrYUgeey2Yv4dH/IbJmSFRVHo/k6BPT6Zg+5bXQ4dw9GtAKXKHRRynyvqmvKZlJtXABZU3qlFGR5yWyRUmtN6DvGNr7R98LjY1QKwTAK+XxzyCRO+OFsdOH3IStLTuYLDqYzlitXP7NxwJTLkzjh7mjCOE4vlUPm2RZ73Ta3Bj3anvtWzykpRKN59PlZf5OO6/PLYcI8z2g5LpHt0HU9up7PRhCihGQ3bPF32/ssi7yhABpaYN8LuNbq0LJdQ/Nrtt92XP5yc4e+ZwosRyo2gpCNIKTjeK9ksDzbHHi2YFpNwz84iBChriHsGHTBuw7bfeqp5RDk4PUPfAUCx2a/2+Y8jvnT0Sm2klSXXCsmRcHZMubuaMwfDk/QwHY7WhfXH/ERHwou3TZ1bMXeZhcpBd/dP8VSkpKaunp3RcqVsivfw7b+bcK8QUoa04JeN+Ba0cP3HDaHLQLPQSrB0cmM3/7xIXcfnvP9vVNGk5jtjTa3rpuOqtaaLCuZzhL+9N0h/+t//JpPb23yxSeb3Lo+5Nb1IZ5rI6Vgvkw5Hy1pRS7dTrCeCvW6AX/7Fzf4xec7nI4W3H14TpYVjKdL/vqX1/m//1/+8jkhuW2rp4JGp7OEb3885rs7Jzw4GNEKPX726TVu39jAc23SvODbH475/u4pdx+c8YdvDwgDly9ubyHl0zfosqpJ0oLDkxlKPeL2jQ0+v73F1kabKHSp65rxJEYIwc5mG++SFKl3haqsydKCs+MpP/zxEXWl6W1EVKXm/GRKGHkELe+dFlM1Tfc6S/jd6JB/Or1PUplJwXbQ5tcbmgfLCf/p+A6/6u+y47dwlPXelzhSiMZBTzaTMqPNsIRCXZAaZSuFpRTDMORar8vZMiYry0sVU4s0I85yHk5m3BtPcCxF4NgvKKYAJFKEuJZ/KeqXCWF882Jfa83ZMua70zMejKecL2PSoriUCs9WkkEYsN/rsNEKzYL/gr9rKUnoOWz2WkgpOR7NOTibcT5dYlmKVuhya7vPsBtydDbnzqMRO8MWSgkcxwLboigqsrzEsiSObRm79SbA2LIUiyTn8GxGWdds9aO109azzRIpBRtRyBebA348G13KaTQrK07mRme3yLPnsnVqrRnHxuVsnmWXKqZ8y2Kv0+Zmv/ecFutNYUxbLGxf0XY9ftYfNuYbRvohhDGQkOLx127UZiuIWNtnNDpac/7Jp2iIUgg6rsdfb+3yFxtm4iSE+b5qtvdvEiIC6wZiHdT7/hYvQnRMQfUG8G2b/W6HWZrRC3wcpcj0xXSEK6RFSVZW3BtN+P3hMY6liFznYzH1ER8cLl1MSSHxXZt+O+TW3oBffrbLwcmUR6fTd7F/H/ETwbYVUWAuWL5r47oW7cjHcSwTglmZSVKSFkx+POZ8siTNynWxWlU1J+dz7j44Z75I8X2H3a0OP/9il53NNhuDFnYTFhv4DqHv4NgWnmutCxglBMoxYYW+Z+M5NkpJBEZnFTU5Di+igurGaGI6S/jx3hmjyZJhv8W13R7XdnpsbbSxLUVRVtSV0YDFcc7RyZzT8zkPD8d02wHdJ7REdW20AVHosb3ZYX+3y+5Wh0E/wnMtk07u2mgNof92u79vglVor64hiDxsx2Jzp0uWFSzmyVrsaia372YSVNY1syJlkieEtsPNVp/zdMm8Ce8E1pOgsq6pMB3M9033q9GUuqLUjy3BK103dukXWwSsJpq9wOeLrSHzLON8GTNJ0gvvh8Y4ID6azPgv9x5Sa03H91DCaEpXC8jHn5WZUL3Pd0trTV5VJEXJj2cj/vHuQ+6PJ8YF8JLbci2LG/0eX+1ssRGFl1ogr64Bjq1MNlZpDBBCz0EpsdbjVk0zZLZMsCxhpo5NMybJcpK0oNvy2ehFJGnB+XSJAALfJS9KxvPYNA+r2lznXvAiJYKO77Hf6zAIA0LHYZkXFBcQ39dak5Ul8yxnHKeMlzGh4+DaFnFeMElSJknCPM1Iy/JC77ElJZ5t0Q8DhlHIIPTxrkg9fRnW12sEptZ/PWXYaoqmCz8HmEn1FdjIr2uBfJBTKUDIHtL+OVrtvf7Bb/3JvcZG/epQUuLaFr3AbzSkMx5OZ5wtXq9xX2E1WR7FCX88OsFRiq7vYUlJy3Xf+rH8IaLIS4qs4NGPp9z9+oCo43P98x2qqub04YjZeEmeFli2orfZpjts0WnCfw/vnnHycESe5uRZSasX0uqGbO712Nzvrx0Ip+cLzo8mjI5NAHLU8bn+xQ79rQ6uZwKAX4SyKHnw3TGPfjwhzwrytODWl3t88ot9bPdlv1ORZwXLaczoZMZstCRZpKRxTlVWay27VCZg2XYsWr2Qdj+kO2zRHbaes6lfQWuoq5r5JGZ0PCONM5bThGSZUVfmnm47Fo5n0x1EdJr3qjOI1texq65/Ln0kCmESrtuRx+39AUluEts/FlP/tuDYxqY+8B2GvXBt/bnSbnfbPtd3+8wXKd/8cMxsnpA/YVdeVTXHpzO++f6IOMkZ9iNuXR/yqy/3CH3HBM812/JcczwJIV7oxHcVrKiD03nCnftnVHXNZ7e2+PKzHXa3u3TbJmdEa03gO7QijzsPzsm+O+R8vOTewxHsQaflP7fNVuRy+8aQT65vsL3ZNkWdNAItv8lgU5d0C3uXqIqKNM4RUtAbtojaPjvX+sSLlMn5grKsTXp6Exb6LlDqmkmeMMkS+m5Ay3a5txhzGM8IbQeazrXVOHhVuqZGI9/zUscUdBVFXZopjxCUdYWojZnBZfREXd/jy60NZknGnw5PrrQ/jyYz4rwgdBw+2xgSOo650XwAhbrWjYVxkvLD2Yh/uPuAaXK5XKkVPNvm1qDHL3dNMXUVWFISuA60jfts1ji2CmHOx2WaE6cZizinqjWLOCcrShO7kGQs44xrO32klIxnMT8+PENr6LUDlBLkRUUrcF75+oRgHdg8jAJarts0CKrXsiJWdvRxXjCOE86WMVIIbKVYZjmniyWTJGWZ5xfu7q9sqgdhwDAK6Pr+muL7ER84ZA8hQgQ/RfaVMOYWb7YF7Ia+e3vYZxwnxEV5qWJqhXGcEOcFSgh2Oi3anrtuFPxbR54VLGcJf/qvP/K//L/+kd2bQ/7D/+1vybOS3/6nb3n4/RHzSYwXuHz6q2t88ot9bn65S9jy+cM/fs9v/uO3zMYLlrOE/dtb7N3e4ld//xn9rQ6ONDlX49MZ3/zLPb79l7t8+6/32L4x5P/4//g1rucYKvRL3ucir/jut/f5z//v37CYLFlMYv6n/+ffs//Z1iuKqZJ4nnD04JzvfnOf+98ccnYwYXI2I00KioYhYNkWQcsjaPtc/2yba59t88kv9mj1wlcUU5qqrJidL3j4vSnyDu+dcX44oSzMVDRsebS6Ibd+vsetn+9x42e7tLrBS7d5UVyhmGq6gJZiZ9im1prFMme2SBlNY85nFxfcfsSHC61NFtF0njKZxizijCTNKcuauq5JspL5IuXBwYjJLF7rj8yC3Ew5FnHG2XiBEIKNfkS37RMG7nMmFe/CFbusavK8JE5ylkmG69h02z6DXojvO2tTCK01npREoUsYGJfHoqg4Hy/ZGLR4tv2s0XiuTb8b0u34eO7TBhM/rdXEi2E55qKU5yXLWcpynnD4YERZlChL4QfueuL4riAReMrGs2zGWcwojZnlKVlVMspi7i/GnKcxWWXstGWTLfP+l31i/V/dFFYmrLdkUiw5Ssa0bJ+W/XqnOd+22IhC9rttbvS7Jh8oMdlTF0VSFFTLmu9Pz/kv9x6wyDb5ZNCj7Xk/WVG1miAmRcl3J2d8e3LON8dnnC/jS0+lbGU6zPvdNvvdNjudFqF7uUVcWVXkRcV4nnB4PmMRZ48d+564F1W1JslLXEdh2wrLkhSNmN+2FGHgorVmPIuZzBPiRluYFyWqluR5Se6o1xoerWhqgzDgRr+LGBu6UnmBMDcN5GXF+TLmaLYgdBxC12GcJDycTE2xehl6n22z026x323Tct0PQsP5EReDEBaIP99iYdWYCxyHG/0uyzznYDrj4WRKXlaUl2i6lHVNXRQ8ms75bw8OyMqKn29vcKPfpeN7Fwr3/pBQ1TVZWZIU5VpPuxGFL2wkrUJ5k2XG5HRGVVb84b/8gO3aZGmOVJK6qllMltz7+oB4njIdLej0I84OJusmqZCC86Mpy1lCd9Bi59YGnUGLoOU1DdeM+SRmfDojaHlkjUOxfsX1TmtNGufMRgvmoyWz0YJkkb7wd/K0II0zjh+OuPf1AQ++O+LRj6dMTmfUVY1lW0S29VRIsdaa5TRmOUuI5ynFE+ynF2Exjbn7pwMmp3NOD8ZMzxfUVU3UCUxcQ1lT5CWjYzP8mZ4vyLMC27HoDCNa3RCl3tNkagWlJJu9FpHvEicFRVnxxztHTBYJ5TvUT33E+0FZ1WR5yeHxhG9/POHgeMLpaEEc5xRl1bjqmSDd8/GSYT9aF1NgMpjStGC2SOm2AwZdU0i9r6VfWdbEibE0L4oK33OIQodW6GJbTy8ohDDHc+DbtFsedUMPTNPihSeu4yjaLY8ocN/aJO1dwvVsbFuRJjlFUTIdLXl09wzLtmh1fNrdAMe13ykt0ZKStu3Rtj3uzEZ8Mz1lWeZkVcGj5ZS27XGYzIiLnKquUUL+JI5+kpU+yoSuFtoUU1przjPjRrUfDC5UTDnKouNLdjotPt0YME0yyrPzSxVTRWUWHT+cnVPWFWlR0vU9fMfGEerFtnLvGHVD75ulKb8/POb/892PPJrMSIvy0o0017LYbre4Neiz120zDINL0b8AirJmkeTcPx7zz988ZDxP6LY8M6XicTtECUHg2oSBi+/aeK6hDSshaYWm0KiqmsksZh6bbDDVFEZoGpOZl4fGPgnRFFOfbgxIioLj+YLygmtHk68TczCdsdWKGIQBo2XC/dGE6SWoomBMAK71Otzod4kuWaR+xEe8Dfi2xfVel1pr/nR0Sts7Y55mlPnlJm611pwulvzj3QecLkyOndbwybD3Z1lMzZtp853zMaNlzF/t715oKn9+NOV3//k7Btsdeptttq4NzDT9ZMbh3TMO755xdP/MTJ5cm/5mhyDySOKMk4cjHv14wtb1Ide+MCZbXvB+3rssyRmdzPjhdw/4x//5d9z7+oAsMYXM1rU+w50uYTvACxzKsqYsSkYnM6Znc2NUVq8yZV9+/Z2dL/jTf7tDEHmURYXtWgx3urT7EUIYiuHBnVOO75/z8IdjfvzjQzQaP3S5/sUOYeRfeU135WJKNjbplpLc2Omts4csJTkdLxnNluSFWXR/xJ8fzkYLHhyMeXgw5uHhmCwvaUc+nZZvOtNVTZaVjCZLFsvsWWtGI96vTOCuAJyVs917WvvpJjByFR4phBGqW9bTrmxrniymoLKUBG2c++qXdM5W5hy2rT4IutXrsLJGDyOP/mYL27FI4xzbUXT6Id1+hOu922JKCklg2fRcnw0/YpwnTPOERWGmCPMipWW7fNHdZCdoY8vnXebeBzSa2kRUr1VINQIhJK6yCS3XBPpeAFIKJIp+EPDF1obRvaQpkyQ1ndYLBrrqxnig1mMi16XlOkyTIXvdNh3PM9fd9xB6bLqpFYss48Fkyp2zMb87OObO2ZhFdnHqGfDYpc1z+WxjwC93t9hqRRd28HsSRVmxiDPSvMS2FO3QM+HywdPW6koKQs8h9Iw+07EUWVGS5RWWMmYSeRPo3o48Bt0QWylC3yw20rzAc23agYdtyRfS5dbHrNYMgoDPNgcczxeo41Mu6sZWVBWjOOZoNm8ofTXjOObBeMI0vXgxJTBTgf1uh2u9j8XUR/w0sKQkdB02opDPNoecLmO+PzlnORpfeltZWZJXFWo0IXRsE32QpNwcJPQCn7bnYSuJ/UKjnvePsgmZTouSuChYZjmLLGeapJwtY06bYPekKNnrXtCJtZEbBC2fa59t43oOg+0uD78/5tvf3GN8MsMLHILIY/vagN1bm+RZQbJMydOCe18fMD2bc344odOPGO503+l7oLVxl5meL/jhdw/49l/v8eiHE9I4Z3O/3+zjBht7ffzIw/VtqrKmLCqm53Nm4yX9zTa9zTbtfoR8xb2uLCqWswQ/cNi5OWRzr89gp0u7HyKkoCoq+lsdBttdfvzDQ378w0OOH5xz508HRJ2A3Zsb2Fcsi954hiylYGfYphP5tEOPrX7E778/5LffHzJdJFe2Tf+InxaPDsf853/6gdkipSwr9nd7fPnpNoNehOta5HnJeBrz/Z0TlnFOnj/vVGYWgubvYv2/94snn/I1TY21o9TrjlZjlyyR4v0Vh28DrY6P424a7nAjvrdsUxTazrvOmRJ4yqLnBHze2aDr+DyKJxzFM0LLQQPXox5bfou+G6xt0d83jPGDmUZJIbGlBXWJEoqB0+JGsIGrLufS2PE9fr69SVnX3B2NeTSZkhRmUXBRpEVBWVf88eiEeZpxPF/w97euG6tr4b23YmqeZjyaTvmHOw/4p/uPOJjOGMXJpXVSotEC9QOfn29v8Nf7O1fWShVlxSxOkUJwc6eP79rsDNp0wmdyqoRZ2CkpEQ1FcpVTuLo+1VobWk1z35KNjtM0ZzRKCjzXxrGU0Um+AoMw4PONId8en6Eu8fkUVc1o+biYqmojwL8/njJNsgtvRwhB6BhHteu9zqXpkx/xEW8LSgharstXO5tIBGlecH80vtD99llobSICfvvoiKPZgoeTKV9sDvn5ziafDgdErvPBFFNFVbFIc86a5sijyYx7ozGPpnPOF0vGSUpWloSOw99dv5jRiBc4DLY7XPtsm5/99S1avZDxyYxWN+Dk0YjJ6QxlSYKWx80v9/jl339KkZcki5SThyN+85++JY0zxicz4uvpS5vGbw3aXFfPj6f8/h++59t/vctstKC/1eGv/8OXfPk3t+hvd2j3QqRSSCXWv1PmpZkwORa2a+E1evuXYaW77293+ev/w5d89qvruL6D7Vjm+l5pbn65x/hkhtaa+98cMjtfcPdPj9i9OaS6KH3gBXjjFYsQgsBzCDyHuq4JPGPf67o2J6M543nCPM6I05wsL8kLk0L/ER8mTL6KZjSJ+eHeKbat2N5os73R4fregM1hC9e1iOMMy1Icn85wbPVcMSUQ2JbCcy1qrR8XXFf56Ff25+Jp56WVPutFFY2SJkDYts20VGvI8pI0K/E956ltQENdKirSrEAIYyTxqrDd1dN+qE5QT2KVf1WV1drlsMgryqKiqhIzoeqFBNG7D+71lEXfDdYZMpYwNCtLSjqOR98NCCz7J534rTRTNBMq3fytakJ8LXm598m1FMPI6Ge+2NpgmmbcH085nS8ufDpUjbD2bLEkbYxelJSM4oSddotBGNByHXzHXhcMb4qqcVZMi5J5mjGKEx5NZ9w9H/ObR4d8e3JGnBeXKgpXCB2bnU6LLzY3uDXos91uXXgqZY5hyIqSJCsYz2MWibGSz8sKJUVjFqKfyoqTUuK5Nv4LIgu0fjLY9Yn/ixf//CJT08h1ECJiGIV0PI+irAw16TW/V9Y1kzTlZLFklmTEecEoTjieL1jk+WufF8BRitCxGYQBgzCg43s/WYPiI/59Y3WuuLbFTrtNVWvujcccTGeM44TxJamrAHlVMYoT0rKkrGuWuZn4nC1ihlHAMAzxbQvfsfEsC9cy2ZXPRqlcBVrrxvrfMHSKZvpUVBVZc46nZUlWlGYKlaaM4oTTuQkvfjSdcTJfmHO7oXz3A//C0RmOa9PpR+tpTXfYwgscpqMFfugipcQNXFq9kN5mi+Fuj6qsSJdZowmSlEVFsjCTqgtIOd8IRVGSJ0VDQzxler7AC1y2rw+4+eUun3y1T9j28YI3t7t3PJv+VpudG0NjtvHJJkI+ZhHUtW4cDQOGO138yKXIS86PJixmyWv1sK/CW726tiMP17FohR6fX9/g4emU+0djHp5MeHQy4WyyZDJPqPOL2bp+xPtH3dDjlokxj9jf6XHz2pDre711oK6UgrKqiRsHrKJ8fjElBHieTbvlU5Y1Z+MFcZK/kTmJXInKMUXf6utF10bLkqbIbyzX67pmscyYL1Oi8OmTVmvjPhgnOfN5itwVdNrGXOLPgMX3WpiuVEaaFKRpzmKWMhsvWcwS0iSn1Qn48i+vE0Te6zf2hhDCODz5yqbvBia7qVnw2lKxKDIkAkdaP0lBJaDRazWaqfqxZuosnyOFZMfvEVgXv/CvXAqHYcDfXNtDSUlR3eV8sTSTkEvsX15WzHTKtyfG8OFPR6d8tjng9nDA7WGP3XYb37HfWjG1zApOFgt+OB3xw9k5352ec280YRQbi+6rOPcBdH2fv9jb4W+v77HfbePZFkpcbJ+1hlrXzJYpx6M502XKMskYzWKOR3MsJVmmOcNO2EyQzXHk2IqdQfuFxRS8fsh82aPRLOAk/cBnqxWRlyWjuH6t8L6sa2ZpxtkiZpwkTNOUcZw0Bh8Xe799x2ar3TJhz76La/0059NHfMQKq2Du3U6LX2xvkeQFvzs4vlIxtUJWlhzN5sySlPujCb0HAdf7XW70Omy3W2y1Izaa4sq1LNw3dGxbYUXfW2Q58yxnkWZNBEbC+XLJ6SLmdLlkmmQsM1M0ZUVFWhYkhSm0LhKX8CJYrkXYCQhaPpatUJbEC1z8wEVZ5t9h26czaOE2FGWpJJZjma/Gma/IS6qqulQ24VWQJQXTszmTsznzJodzc7/P/qfbbOz0iLrBKxvXl0HQ8ti/vcW1z7ZpdQNDCXzisicEWLbC9R3Clke7F1JVNctZQp4UbxRE+1aLKc8xWUCtwGVn2KbfCei3A4bdkI1exOlowXges0zyRk9lNFVlVRtaRaMjqBuO5UqG86IPW6/GgKVxcnodldA4EBq772fDWD/iMXzHBKXWlSbPK9DgOgrXtbBsCZjvz+YpRyczjs/mJGnx3I1aSUm37bO71eHR0YSjkwUn5wtOzua0Wz6eZ6+Lo5W2SkqxniSJJzpIQhi3LWc1ZQLSrGAyi/E9B9+z0dpkv0gpkNKMeqUURKHLcGByY87GSx4dTvA9Z10UrlwHj05nzBYJRVUT+A7bTRDvnxWP7yVYhfYuZgnzWcJsHJtiap6Qxjl1rcmS4p3mTOmmMFmWOWfpknFmqGErhzMNJFXJmAQdaCLb4W0Eyl4WQgikkFgNxc+WiroyNu1XveeIJly05bncGvYo65rD6dx0ZeOEeXZx6tZqQpWX8VO/P4nNgnu/u6Dje0Sug6MUTqOnUlI+Djh9YlqjeUxpW2V8FVVNXpYs8pxJnHI0m/P92Yg7ZyPujiYczxdXpm67lqLlutwcdPnF9iZfbG7QD4NL0XI0jydTk4VhPlRVba4jpekQT5eG9vdkMeU6Fv1W8MJtvu6Yv+w5IYRY67D6YcC1Xoc4z5ml2WuLqVprsqJk1tA5V0HISXHx0OfQsdnrttnrtIlc973QQB83yhrlodYIIZHi7U+8tdZU+vGxWzcTd9OcMIHB+snvaZMh99S/m59rnv9eDU889vHPvj8953A2v9Dn+CJUWnM0m/Obh4fre9wq2FiwmpywnqDIhv0gxDM/4+nfXYUcP37c09tdTWWkeDvTmatACoFnW3TxuD3sU+mauCg5XSxZ5jnL/OLGPCtUtWbR6JBOF0tca8YojjmdL9hut9huRwyjgI0wJHAdAttM7qV8+r14cv2yOiaePkYeN5rLuiYrzPTp2WJqtEw4Wy45XcacLZbM05y0LN4qG8uyFF7g4Po2UkqElFiOwnYtpBIIKXF9o5myGne8VbSNUhLVGHBVzbr7XU82iqxgPlmymCxJkxxlSXqbbTZ2u0TdANd7e/Rj13fob3cZ7nTxVpE1T8DQAAWWrXA8Gy9wiZcpeVxQFtUbNfvfydxfCIGS0G0FOLbF9qDFz29tsUxy4jRnHmdMFynzZcoiNd9L89JYz5YVZVmtL5Ja88IXWFY1eVkxX6aMZjF58eoqX0lJO/TotnxsS2K/pUr43xp6bdMlsG2F59oUZcXZeMnmNGF7o0IIwWKZcXA84ds7J/xw95T5In0qjwmM6cHWsE1+u+R8vOT4bMad+2cMexH7u112Njs4tnEjS5Kc6TzBthS9TkDgOyjrsZubFALPtQhD1/yO1ownMfcejtgcttgctqgapy3HUbiOvS4KOi2f2zc2eHQ04dHRhLKsCHwH11E4jkVRVNx9eM4P9045Hy+xLUW/F3Jjv2/cB//8a6nG5l6TpQXzSUy8zNBa47o2ylKEkYdUgroJyxNXtAZ9FSqtWZYFx8mC35wf8O30lJbj0mr0Uk9CCsGW3+KnUHisjBFsadGyPLp2yFgvyOuSnhNxPRheair1JGyl6Pke13sd/mp/B9D85tER89OLF1MrrG7uszTjx7MRp4slfzw6puN7DEITztoPAnqBR+g6JvzVUjhKrQuM1WIxb6gpy9wIpCdJyiiOOV/GnC+TdVDsvFm0vIkGtut7fL455C/2dvhsc8hup3WlrJjHi5vGQVRA4DnsDjvm765tHlPX1M1JbF3Q9ONtoxd4fDrsM0kSHk5mF6LzaEzX/cF4iqMUZ8vLZfOEjsP1XpdrvQ6BczmN35vAFFE1lc6pdYkl3XdTTGGmtGnT4c8b18uiMpleZV2vG7VF3TRt68d/L5p/l+vfq9bNhBV16/HjqvVjz5Yxx/Ml4zghuyAt60mUdcU/PzhgnmbGEEmq5k/zZSvT/LCUxG7+tOSLvvf4d5/6npLYT26z+dNtqG6OUtjqp3FKXcFWit1OC9dSzNKMRZZz53zE3fPxG63rNUajdDJfsMhy7o8n+LaNZ1t4lkXLc2l5bkP7U9hNs8lW5mtlxb0qmKrmGKnqx1S+ODeTpbQoScvCHB/NMVZUxu48K83Ps7KkWBUsbxFG62wmUEI+LqLN303BrSyF5VjrUN7Hv8wTsRG880IKzARsOU9I4oy6rIwFescn7ARYztstQZSlCCKPoOVh2a+67piiU9nKxKBU5rr1JrjyK1mFY1VP6DFWH5KylKmebUXgheg6oKpq8qwgTXLiLGeeFSzTgkWasUwL0qwwBVVRUjTF1OpG+aL7X1aUpFnBw5MpcZq/tpiylGSjF3J9u0/g2QRvsRr+t4SdYRtLSVqRx952FyHhfLTg3qNzLMvokJZxzuHJlGWcrTuBz2qXpBL0uwFSwvd3TmlFHss444e7p8RJxmyerrON0rRgvkhptzwc20zBpH5iW1LgOBZR4NLvhQx6Icsk45sfjpnMEqbzxIjGtWbQi9jaaOE0C7RO2+fTmxsAfH/3lJOzOXcenFMUFY6jyMuK+49GPDqaIKXg2m6Pnc02w370k3Tv3gWklFi2EczXtUYpgdvxEUBVaaKObwSa+jKRtJdDrWuWZc4oizlNF5ymC5QUtCznuWf8EN71VUHlShtbWmigZXv03daV98+SEssxrlZfbJljctk4Oy3ynPiSnVkNpA0/f7XYdpWiF/j0w4CNKKAfmuDYyHXWiwgpJao5FiqtyZubv+myGm3U2WLJeZwwiZNLTUReBkcpY9Pd7fLV7jZf7Wyx323T8S9PLTULBuMeG/rOS0Non/2uY1umGdPAdJwLtC7XfwqhENgIYSOwEBekHr4KPd/n9rDPw8nUGFdkF1vDZGXFw8nM5E5dMOh0tbBqey7Xuh12O20C26bWFZXO0bpGSQfZ5Be9Xc2nmUjVlJQ6o6pzhFDvpGNba83ZwmhQ4rwgLopGt2KKn6JqCqSqXn/fLHhXP3usc1kVU0VVNYvmJ37nqW2uNDHVepF9WVS15t5owvFsYQqfZnJsS7V2obOVxFIKWz7+96pAet3PVoWBrZ4ozpSi7bl0fY9+YJosb4MGfFUoKekGPr5j87N4g6zROS6znEWek+TFldf4ldbMm2nRs4gch8hz8C0L135cXDqWwlFmLfLk9KmsniyuK/KyYpkXxHlOVlZX0oq+DQjZTNxXn+FqAike/301gXqRSY5Ya73fVjX1eML7ItRVTZ4WFJnJkHQsMznzfOetR8soS+L6Nq7vPF9IPgMhTQGKMFleb6odu3oxVWuSRUo8S8zXPFmPEYO2qTrdwMULjMArXWYspzGzsRFd+92AVi8C2aLGTJqqekX3ezxa1c9Ybq+QZAWLOONfv33E4dmM2fLV3V3bUlzb6vHXP9un3w7otV+fE/PvERu9CCUFu1sdfv2XN3h4OOHoZMrZaMEfvjlcL0iCwGFvu0cr8iia8eiTtYeZJtl02wFffrZNrTXjaczh6ZRHx5PmMeaAtpTCtiS3rg8Z9iO6neCpj1wIY2YRhS63b2ywjHPmi5R//v399f44joXrWPzVV9fodvzHxVTL59Nbm1iWoqprjk9mfP39EX/89uBxkS4MBejmtSH7211u7pvchn8jtRSOa9HuBpRFSRrnCAHtXogQEC8ybMfCby4+r3MouyoqrYmLjKQs2PbbtG2P3bDNjt9+7rFd18e5pMnD24Wm0jV5XZJrYzjhSAtHWm9l6enaFnudFkoIkqJAScnXx6d8fzZ6420Xdc00zcjKinGc4NnT9eJKCVNErTRqK9v1NcWvqsmrah0mubIhfhvoBh63+j1+ubfNX+/vcnvYp+1dbcInBCgk3dDHVvJx/MbTDhLPQUlJ5D/9nHW9oKwnlPWUqp6iZIQluyjZQckO4i3MRzu+x81Bjz8dn+I12qWLBO/mVbUW6c8uaImupFlUd3yPnU6LrVaEZ1tUOmNRnFHpjNAa4lkd3kXbwkylCso6o9QZln43Osyiqvj6+JT/+OM9ZmnGNEnXdL/1V62f/56uX/GzV/3e459VbzjhLCojS5ClQBZP0++epZ4ZquqLH/Pc1wuofKu/73RaXO91+XJ7g1/u2leaBr9tWFJys98ldBwcZQyJ7pyPuXM+vhKF8nXIypI60SxlbmjP0lC618YUiKfofU9SR+uGVrqaZP7kJmoXOHXFxR72ZtCga9CVfmW477MQDd38be+gEKLRjb3ebfVt49JnlG4uKEVWMD2dcf5oRJbkZElOWRgbw429gbE4lBKpJPEsYXIyZTFeEi8SlFJIrXGlpDNo4bf8S2s1VnTBs+kS3339y7CUZNgLub0/YKvfYrPfuuxL/2CxzjIoS5Z5jsaI/F3Lai5Ul1+YbvRbfPWFEctPZwln44WhwdmKdmQCeK/v9dHaBNwu4ozwCTcWIcw0ybIUN68NCHyHr78/ZhnnjCZLZvNkbT0c+A7ttk9RVo2hxIt5roHvcGN/gNbw9fdHnI2WzOcpeVkR+g5h4DJfpk+N1QPfwffM9CNNC3StufdoxNloQVnWRiDeC9kYeHxyfcjPP9smCt2nut1SmmKu0/bZ2+oy6IU49k+Tg3QV2I6F7VgUeUCa5Ni2RX+zZfKdpglobfjX7zCAWKMpm5tSYNmElsO232Y37Dx3PbWlMrbzPwGMNboppsqVRTpmSnVRg4TXwVGKfhjgWhZZVRpDirpmnKQkTZf9qqi1JikKEwycvJXdfSM4SuHZFte6Hb7a3eJXu9t8sTlkqx1deZurLmzoO4S+04TpVtSNGY0UAst67GhY1TVpXlKW1drmfIVKLymqY8rqnLIeoWQHrTJAoESEFuaxbzLBiVwH17LYiELansskSUmL4rUFVVXXRhd3iQ/SaaYQ/cBnIwro+C5Qk1ZLZsUheb1omAQSKSxkM30TSCqdU+nCdJi1RgiFRLFytZRCoYSNQAICTUVZ54BGScfk89UxWb2kqBNqXeKqqNEglWbbul7rqTT1E9s053ytayqdUWtjUmUmbWY/lHRQwm7eG83DyYz/dv8Ro0Y7+OdialVpTfWepxo3+12WeU7H9/hsY0Bde+tJghSiocQ20wX9uNECrIu0leRCNIUb+mmHyyff/4vospSUbLYihmFoCh1tvrfIjLbwIufIZVA0dL1/O3j5VUm88qcv+R3xjJlXM8h49SegqauKsiipqxc/UsimwGm08E+y2i5TgF0EQhizDanevy7w8sVUrcnjnPl4wb0/PuTu7+8z2O0z3O3x8LsRD789RP+tZuvmBmVRkZ/POb53xv0/PaSqajrDFrrWHPxwhB95fP7r2+zd3jaV5CW0GkpJfNfGbQR2/56xyHNGccy3Z+f8/viYsq7pBz63ej2+2tpip3X5wjEMHbZlG8dW7G13SbKCsjQmEY5t0Yo8hv0I0ISBQ1FU3Lo2eI5yIwS0Ig+ljAbr+l5vrY9bXZgtS+E4in4nZHPYMmG4L6AhWJZic2ByrjaHLX755R510yWyLYVtKXa3OnjPuHUJAe2Wz2efbLIxbPHVz3ZJ0pXhgsDzbKLAYdiPaEUe9jNcW8+1kR3BX/7iGsN+xKAX0u+FTZf/0m/tTwYvcBhudZBS4Ho2CEG7eQH2W+YuPwslJG3HpWW7fDs95SCeMitS4973jAB46IVs+a13orV4HWpdU9QlRW2obRLR/Lsir6v1Au9twLEUex0TUAzGNOCb4zO+Pj69tMvfhwgBbLZCPhn2+Wpni7/c3+Fmv0f0linWSVasQ+JX94VO6K2p3GlecvdwxGgWc32rx/5GpynINHW9pKjO0DpHCAdNQVGfI0VArTZQvLkJjRISFPQCn+u9LmlRcjibU11Bc/M6RK7DtV53Te/TlOT1knlxzCj7kWV5TlYtiMsJnmrjqRa2DLCEy7w8ZFYcUeuKWpc4KsSVrcagocCVEaG9gSMDJIq8XjLNH1Hpko69iyVdpsUBi+IUKRSW9PDqDihNUk5YVueUdbKeWpV1hqvahNZgvR9ZtWBaPCKtptS6QgqFLX082aHtbBNaw7f+nv17wko/m5cVVZM1aDdNtLQoyMtqPYErKlP0Bq5D4JqA3LwscW3LTDtrYw0uhTG4qDENACUEjmVhXXA9JwTsd9tN89em7bl8e3LO96fnTWj1n/uV8MPHKjtzpcHSWhvjpUq/0uFOa8izguUsochefD2zbIsg8nADByklZV6xmCUsZwnla+Q5f0649AqqrjV5lrOcxhzdOeHH393HDVz2P99hOUu4//UjNq8PEUJQ5gWz0YKTB6cc/HCEG7h0N9oUZcXBD0dIpdi4NmC4278Qx/GpHZcSHAvHtt467/LPDYss42A+5zdHh/wv3/9AVlXstlr8en+P/XbnSsWUcclzGPRCPvtk85WPvbbbf+nPhBCEgUsYuGwMrt6NBjNd7HVDet2Qm/uDC/3OqtCOQpcodLlgLt5TcBsK4ReRxxe3ty6/gQ8ErmebIuoJOO+4iFpBCUlgOYS2w7LMubeYrKdPSoinpj5KSIZuuC4y3ieMsYGh8azMKGi+9yZOPy+CrRSbrYiO72FJQct10BpOF8tmulQ2tuxv9WnfKVaaHcdSeJbFjX6Xv9rf5Ve7W/xiZ4te8Pbo1SsKTpzmHI8XJGmObSnaoYfVUM4BFknG/WMT0RF6DrvDduOSBloX1HoJaASy+XdGJZdo3s6NXkqBRNH1Pa73O0yShPM4vnCuzGXQ8lxu9I1WyndsoKaqU9Jqxrw4ZlYcNTowiaZcu70JCfPihNP0W9PRFgK/7lGpglpXFDrGVz0s6SIQWMIhb6ZdVZ3jqw5CSJJywrw4xpE+rmpRWYYpkdVzZvkj8jqmqBPKOqXQGb7qUOmMUg8IVJ+kGjPJH7AoTqgxxZQr20TWBp5qE/707LQ/a9RaU1QVSV6Q5E2momMjhCDJCzMNaoqkvNGua8BWkmWWs0wzfMehcmvKWlOUlaHdNhPfsqpxLGUcdeXKjff1TpmbrYjNVmTcPj0XSyoWmYkHiIuCsqre6pTqI56GkI2phTKmYHWlKfKSIi9eaKBhpktGC5Uuc+L5y2nItmMRtn2CyMN2FMkyYz5aMj1fkMU5VVOQv29a3tvGFS5NjxPipZLGXjB0CdsBXuBiuxa2Z+P4DovxguO7pxRpyc7tbTrDFru3t0mXGbOzGVmck8Y5o6MJva0O9kvyP14EIQUWEtuSxpHFMtz5f4/n27IoOJzPOVvGJEXBIjd5TtfmHdLy6pShj/iItwkB2EKx6Ud80urTcczCum4oPyv8lFMZk3Fl48jCWBUj6DkRrrJp2d474aArKdloRYaWJgTDKODrZkK1fENB9vuGrRSupbg17PP5xpAvtob8bGuD3U4L/y3rNIqyIitKpouE0XTJIs2xlCTOCsqqZrpIAc10mXJ0Pud8FpNkT18PpYyw1Q5ldUZZnyOEjRR+Y0Bh6GxvC13f45Nhn9PFkh/egj7uRTC28332u21820YKC1e1CawevtWloqTv3GLo3caWAbb0jZuVrijrlKya0XNu0HNv4sgQW/oUdUxazaipmRfHpNUMT7XJ6wSta4QwVEFLuET2BpqavF6S1zGVLgBNVefkdYwUisDqYQkPS7pk1YJFeWoea+VoahwZ0LJN00oIicR6Z66A/95QlBXzNCNJCw7HM8qqph14hJ7TmNMI8rIyJmBaGx1R45aZZAVn8xhB3BTcZpsrvSWY5lM39M20yjdU28uwNwZhgBQCRym2WhHfnpzx7ckZp4sliyz7N0bTM3iyafdTwXYs/MjDC4wpRJ4VTE7nTE4XtHsRdJ5+fFVWTM4WHD84Z3w6I01yrCbj6lm4vk13o0V32CZs+yymCUf3z2n1Qj75+R4bez3cwMG5xPr/Q8SV7m6rG7uyFLZr47gOjufghR5hO8APPRzPJk8Lzh6NsB2LzZsbbF4bsrE/YDmNGR2MmZxOyZOc6emMsO1D7+L7IIUAZcwLHNs42Kzcqd4XVp3qVeZFpbXpsku5vgW/DwpiWhSM4phJmpJWlQmIqypGSfKTOc58xEc8iRWH25GKTS9qzp0n846eXrausl9e9PN3koPV/M+4+BnDCSVN1lTb9mnbAaH1WEz/5L49t/9i9cfF9tOSkkEY0PU92r7HrUEP37aZpRmniyVaa/Kqpq7rD7aoUo2OouU5tD2XL7c2+O9v3+TWsMdexyzs3zbKqibJCuZJxmSRMIszpBTEaUFRVgSuA2jmccZ4HpOkOeVT10OBFCG2GlLVU6p6jpIhQkYIVFNKv71jre0bE477owmebT2nM3lTSCFo+y43GpqfZ1koYaOUja+6eKpDrWu6zjUG7u31ayvqhEwvKXVGXsd4qsOW9yWWNBrYtJqhhMOyPGNRniJRFJbpRGsElrSRWCjpEFiGpTDJH5LVI2ptpm+VLinqBF918VWX0NogtIecpd9zln1PKmYoYWMLH0u4WMo1WiohqXWFLb21A+FHXB15WTFPMrKs5Lujc9KiYBCFDFoBw1ZI6NqNpbfRLysp1hE1cZ4zmsdkRbl24LOVIitL4qxASoFn21R1TTf0CFzH0McucQ71An/tRvrJoM8g9Kl03RRkmmVerA1APtRr4euwmt6vrpmWlFfWtr8t2I5F1KzdlaXI04Lz4ynnhxMG2x2iTsCTN+M0yTk9GPPguyPGp3OKvGzMH54vphzPxnIsuhstOoMWZwcTzo8m+JHL8YMRm9cGtPshuqXXk/LVp6tr3ejozbaUJY0k6APUV1z66iSlxA9dol6I7VrUVc30bMbD7w4JuwF/9T/+kutf7jcBYiZ1WUhBVRiRmjGwqCmLkqo0uTbmMVej6llK4jk2rmNRVDVV/f6KB5N1UbIsCh7NZpzHMXvtNrvttslzeE/2o6HjsN1qsREGBLaNAAZBwP47WsR8xEdcFkIIXGUR2S4DLzA3YmlhC7k2fLCkcZyLbJe0MgJ0R6q125wUphh7FxkpWmtKXZHXJZU215CeExFaHpaQONK4sJW6bmyma+OOJySlrql0hSUUtrSuvAAXQhA6DiKCv72+xyAKuHM25sfzEQfTGYezxZqG86FANouCrbah6dwa9Phk0OPmoMetQZ9e4L+zwNiVMcwq5Ltu6EmCAte2nqpUrm91kTt9tvotk6W2PoZqtC4BiZQBIKl1htb5U9PSt4HQcdhuR2y0Itqex7kdk5WvD5y/CDzLInBshmHAIAwMVeoF9PdXCdaVcLClvzZ5WMESLr7qklYz8soUXYVOcWUL3+rgqy62fHEY8rOQwsKSHpZwjPlFs0eWcAnUAE3FLDukqGNc1cJTbQLLUAAv+hwf8XKkRcn5PKYqTXPGalztzM8KpBC4trELnyUZcVIQODmebTFPMsbLZO0cqLVeZ20Fro2tFL5jN/RSo5960TF4EXiWRTfw+Pn2JpHrcH885d5owsPJlEeTGaMm5+tduP69Sygp1plXG1HIZhSxEYXsddv8rInL+CkQtDw29/sMd7uEbZ/ZaMGdPzxaZ0RtXx/ieGadnsYZ80nMw++PefTjMeOTKe1eaBqkL7iUGT0WDLY6fPW/u41Sku9//4DxyYz/9v/9IyePRmxdG9Df6uD6NrZj6oqqqkmXGWmcI5XRdO3f3uLa59vvXON9FVx6j4QUuIFLVNXYrr0uph59f8j+F7t88be3iXohlmPcwWzHMje5oqTMS5O6XNUUeUlVVE0GjvXSrJDXQSmJ5xpNS5y9X0pbrTVZVTFJEr4+PeO7szP+Zm+Prm/oS++zmNpptdgIQ0LHxrMsbva67LeNCPkjPuKnxmriE9gOfUJ8yyawHHxlkzfmDq60cJVFWhXEZSM8toxeKSnLptgS6wyyt9md0tRNMWWCNTXQdUKUkBR1se6OlrpcG1TY0sKWFkVdktUFrrRRUqGuWExJIYhch9Cx6YcBf7m/w+8OjvjnBwG/PThikRl+OfrD0A8IYbqqjlLsdtr8fHuTv7m2y99e3yN0HWyl3il9RYrHOTpKSjSaoqyBkjQvzKcgjBX9ta0ew05Iv/04Y8dMRys0hXGME4H5t87Runil8PoqCB2bwLHZjEI6nodn25R1/VIXrMvAsy16gc8gDBhG/kts5x+bJesn273Nz6SwsWWAFDZPll2WdLGky7w4pqhj4mpMVs9p2Tt0nD3a9o6ZYq3iTMwzvOALYyghPJRwUA09UKOxpEtg9cmqOXF5zrI6J9RDlHRwZERkbzxX5H3E5ZEWJeeLGFGb9Yul5LrgyYoSJQSRZ4y9prEJ1I2ygsApWKQ5syTDd2xC1270V0Yj5dv2upB6spi6qs7Ua0wuur7Hz7Y3OJjO+Ob4jN8fHgNQ1BU60eusr5/+avhyPMlYsJUicl22WhE/29rgi80hn28O+WTY/0kb337ksWlbDHd6RJ2As4Mxd79+xPh0ynKasH3jnLDto5RkOlowPpnx8Idjjh+c44cu7X5EGmdk8fP5XqJxduxvd/j5392mKmtOHo649+0h//K/fc33v73PjZ/tsntrg6gbEIQeZVFRZAWT8znT8wW2Y2HZppbYubXxb6OYAnOPqYrK0PWOJs33jPvHfLRg/7Md9r/YJWj57H+xy/nBiNMH54yPJpw+PKfICk4fnpu04k5Ab7uDG1wtc8SSzWTKttYdlveFoqo4i2PujMd8e3bKn07P2O20SYvivY5sI8dht9Xi7/b36fsBGk3P99lttej5H/O0PuKnR1aVHCYzfpidYUmBJRRaZ6RVwUmy4Did07Y9uo7fTIlqY09e1yRNcdV1fD5pDem7AUpchjzyesRlxqNkiSz0mpIohUSuskea7z2OOtSGBCYEtjBFlbSluTi+hR2TQoCU7LRb/NW+ccX72dYGR7M5R7MFp4sl58uYRZaTV+V7mVZJIXCbhVO/mYBstUK2WhF7nTa7nTZ73Taebb/1z+dFUFJg24p+O+CTvQEbvYiirEzoeODhNTdcS0kCzyH0bDznyQWLptYJZTVGiRDb+TlgFpaW7CPF1e5Jr4IA2p7LzUGXeZZxbzShqF6dkXgRdDyPTwY9djttHOv527rRTkUUdWMaoXN81cVVrUvQUV18q2dypHSO1iUShRSKsjYUwVlxyKw4ZFGekFVzAjXAUS2yes6rlrxa19S6pNI5pc6NQUWdkFdLkmqEUwZ4qo2r3szE6N87OoHH7Y0BkeOQl6Z48l3HmEY0zn6B62ApEwrbjwJankPoOtza7NMJPJNbZykjb6jrJtvM6NZtpXBtC9+xcS31VsKBBSstoKE/73XaHM7mnMwXnCyWjJbJOottkeU/OQVQAJ5tEzo2keuuqc8dz6O7aniEAcMoZCMMGEQBvm2tXRV/CqwGHzs3h/z6f/wFw50uB3dPSeOMydmcZJli2Qqp1JrOd+OLHT771XXSOCNZZJwdjjlNni+mVvACl+FOl0//4jp1XbP/2RbnhxPiRUaySLn/7eHaQt1AGGp7rQl3fIa7PVrd4MqDl3eNKxZTxskjnsWMjybrQmo2WnB45wQhBMP9AUHb59oXu6TLlK//y3fMzhf4kYeQgjwt2NgfEHZ8+lvdK3eZlRLGIt2xXmin/S5R1jVnyyV3x2O+OTvjjycnfLW1SVaWpivDewhNwxRTK6rfr/f2Ab3uBvzUwsaP+AiAvC45jKf8MHMZeiE9NyBvuqM/zs/4enrMptdixzdW4UpK5kXKOI+Z5SnzIuNa2KPnBLRt16TAv8Vje1mlLOIxpczWmVKrrqoSJgOnqquGjqhQQjUW0jUdp0XPaeEp563dxA3tSrDTabPVbvHl9iZxUXDnbMQfj0755viUb0/PTJhkWlO9Jee5V0EKgW/bDMKATzcGfLYx4Ofbm3yxNSR0HALHfs7m/p3ujzS0z347IHAdY/dcGXv00HNwn+hergTzz+5ZrRPKeoRnf4pvf4kUK9v2t2s+8STansfNfo/zZcLJfME8ewvFVGNusdNu4VrPN/KksHBli1RMmBUHzIpHdJ1rtO09XBliydeH667ofkUdU5bn1LpECoVAUdYxSTlmmj9knN8jqSYUdYqvujgqIK3mr9y2saCpqHTRuPullHVCXi+IyzG2CLD+/+z915NkSZbmif2UXGrczGnwjMispFXVXdM9FDuzGAC7iwWRfYMInvD34RECAbCyu4PF7OzOTHdPd9Gs5EGdM+N2mariQa9ZeES4R3hGRmRmdecR8fQMd3O9etWu3avfOef7PhkS8ROY+i7RTiLubQ7YOufztvy4LotI0pN6aKcxrvaCFELQacS8s9Ff/Y3v6nIrDhDUnxjxJpmG9bzjiGYUcqvXwbprnM0XPDwd8s3xKV8dn/LN8SmPz2BRVmDtD1a5X66Fv0822G43udZtc6Pb5ma3w7Vui81Wi04crzzxxFtYr28bUgpkqNi+s06cRgy2uvzuf/mSh5/vcnY0YTZeYCqD0pLuepvNmwPe//M73PvkBnsPjti9f0S+KDjeHV56jDgNiZKApBGztt3l5lcHfPaf7vPws12O9oYMHxxR5CWmNOhAE4QBzU5Cs5sSxgEbN/q0eo0frerftwZTvqp0yuGjY5rdBn/xX/yS7maH3maX8cmE8ckUayxn+0M6ay0anQabt9f55H/1IYtphtYKpMBZR6vXoLfZ/U6Lc77N7/sGDqW1nC4W7E4mjPP8GWLkm5ZRflksP4w+m/29HfbvZbja9dxYx+npjJOzKePxgvEkoyiqlbEweCAfaO+flaYRnXbCYNCk3YzRgXqhX9xax3SaMZlljEYLRuMFi6wkywrKylCVlqyqWJQlj8djWmeCT6I+64MWnXZCmoQrKfOlefYiK/jy60MePT5ByZJMzKkG5ZX6HrK8ZDLJODmd8njnjMWiYHOjzcZ6m36vQaf9YlXzvfUB//VHP2O0eJoFfFko6ZWZ4kjT7GgsjsxWjMuM0hpyY5hWfjO55FTlpmJYLChshRaKdhCTqJBB5NsDlXhWISrSihvdDgjoNxL+7Mb2q0++jpu9Dh9sriOjkkUxZGENDofCZ2oFAotBOLMixZauonIGWVevYhXSCZqkKkaK7y5acD6xtPxcx9pX3q9327XZZYMPttY5mc0ZzheMMt+Ss1T/W5QleWUoTEVpvKn30j/Gy7+7FfBZfgVKrtT4Qq1XPJw0DGlGIa0opFsTxNebDdabDbZaTTqxz1ZrKb9XYvDyWL47QRNoibW69sK7alZcIoSmMqcs+BSBFz1Qskug1hG8GmR82/kOGgmfXNukk8S8vzFgkl+ezb1qXO+0uDPwYh+xfrFdSMuIdrBNIGNKm+GwpKpPoruevyQCusF1lNC0g62LTbOFV9cLZEpTK1LdR0t/zQcyJtE9+twhVh1K5017m3qdhl4jkV1Kt0ksW0SqTSATQNLQa1xLfkHlcmblIZXLGUT3GER3iVSr9rOaMyp3iVRr5TMVKMkn2xsY9xHzWub7x9zqdVGcFSeclseMyiHjcrTiai4jljEN3aQb9lkPN2no1weS/UbCRqvJnV6XdhyuPhtPgdSLFXUlBK7eW4gXHF2Xe5xz96q38Nk/P6Zv8fbvcjuO6iq4Zr3V4L31AaezOWeLBZO8YJoXzIuSeVGwKCuyqqKoKgpjVvdDY119T1yaSJ/bS8nlfdFzypbc0ECp1T0y0tp/BXr17zQMaIS+ErWsRnWSmG4S001jOnFMs64EXjWCSJO2En7257cx1b8gbcXcfv8a69e7hEkt8qEEg60u/+y/+gX3PrnJ9bvrbN9Zp3POjkYpyQe/usP/4f/2L+mtt+lvdrhWt8wt1zmKAzqDJrff3yYINXc+vMZ8kpFnBdZYhJSkzZhWr8G1d9ZZ3+6StmLWrvW4fm+Dj/7yLh/+xV2C6EVosUzwh0lAZ9DCOW/Ncv3uBtPRnPk0w5QGYyxKeaGJKAmJkpD1a13WrvXobbSfsULqrrW49/ObNNoptz+4Rqubcvv9bRqtBB1cvsZaS9758Dr/6r/5C/K552V9+BfvEMav32r5rcFUkZXsfbXPo8926G/3uPPxLXpbXfpbXb757UO+/s0DnHWc7p2hQ0Wr32LrzgaD631s5flSCF9WVFp9595HLSVJGBCH33+bX2WWYGrK9A08EH+KH0cY66gqw97hiC++3OfRk1MePzllMs2YL0qc9ddwFGriOKTXSdlYb3P75oAPfrZFGCgSIV4AU845RuMFu/tDHj4+4eGjE07PZpwOZ8znBYvMgyCpBFES0G5F3Li+xsfXr3Hn1hpra95UGDwwKyvDyemU/+fubxjun6BsSWbnVLfKK4H5PK84Op7wx8/3+F/+6iuOT6b82c9v8fOPbyCluBBMvb+5xjuDHqYGnVcJAcxNwcP5KYf5hNx4/6RZVTCvCuZViRKSRAV0woSjbMKo8ETnVIe0g4hAKjbiFg0doaR8RiEq0ppb/Q7XOi3+/Ma1VR/9VULXLSpHxSmHVmJzQ2kdTjiCmtNhnAciS8EJ4yzGVUQyRAlFQyX0wxahDN6o+tv5UFIgpWar1WKt0eDDrXUqa5nmBcfTGYeTGXvjCQeTKSezOacz3/YyznPmud9sltZQYlcAWAmBUpJASrRSpEFAM/KtKe04ppcmrDVS1lsNttpNNppNBo2UThwha+K6J7C//Za+l8WyQuXc04fnVfd1AoUUAZU9oqge4sFVQBzcRck2Urw5MLWMfiOlHcd8sOnfwzeRePPKk57/chGIDERMO9ym6TZwdWJACo0SmmUDaze6STu8tqo2vRiiVuRMSVSPVPUIRIzAG+tq6StXLqoTD87VXDRVn6P38hKrhIOgqddJVI+z/AH72R+QaNbjn9HUG2gZsTBDdmZ/y7Q6ohs+NQkMleIX17d5f3Pdt+H+iSEph+Or6ed8Nc15ND/m0eyQwj27h+gEPbbilLuNHh+1P2Arvvbax5O1ynCg5Lfy7/tx1gB8G91WS7HebPDe+hqVNRSVVzI+nMw4nM44msw4ms44W/g2wGleJ5xqoLUEVpUQGGNWYEpKz+/V9b1xmWQKlfLJpSikE0e0Iw+U2klMJ47oJHHdvpeShl5qXku5AmVSekD2bUFnGAYEgeajv7jLuz+/6VvLQ43SauXNKqVkbbvHf/Z/+hVVZX0y9zmpcqkkH/3lPe79/BZKSS8QV79uGUGoUYEibcZs31n3xr22thyqeZZL8ObHV6xd62GtxVReNCKMAsLwclAShBrVVaStmM2bfYyxK7ulZz7Iy6qd8MrhSsvVvJfRXWvR7Kbc+/gmpjIIKbx6oFYvLdKoQPHuz29y6/3tWjHQEUaa8DsYyr+Wml+URiTNmGJRcPTkmGyeMR1OOdo5YT5Z0OymtPpN0laC0l7RT9dCFK7e6Czdlr9rKCWJIs+Z+r7a/JZZjMJUnM4X7E0mzMqfwNTfhzDGsrs3ZGf3jC+/OeTLrw8oigopBe1WQqvlOT2uvsE455gvCnb3hwSB4vat/uoG8MLY1nJ0MuHzL/c5OByzfzjCWkcSB0RRQLe+oVjnMMZSzStO9yfcl4fICtpRRNJp+puYFFSVRVWwPehwY9ABAwe7I87OPDgjgSC4XEZ0sSjYOxjxeOeU45MpWV6RJAH9XoP4kgzNMhv3fDg7BTfCmQMwu3hUuIFQ6yDXiF1KKQzJOT5Nbn3lJDMVua3YiJusx01CqYiVbxmLVeDb/oSkHUQkSr8gtSuFQNYZw9dlCIZGk9QVplaQkqgIvWzvc7befHoQZ53F4Ahq9b5u2CQQ+uJsPuDMIa76EuwhuApkG/SHoG4+0yLzslhlTJUH6ctHTqQ1kVK0oohBI+Vmt8Ok3jQsjX+LqqKoDFXd/rI0u/UbLG+YrKT364u0Jgk0SeAzrL7fv9401K02PzaF0FWL0bd+nAiU6hJxG2MXWLdYiU9IkSDeUplfS/nWFA4vCyEkCu/Z5MQS2IjawNeHQl4o8lDYOYWZMq9OznlF9evKVFSvv3dlu/SRfsnPBXrlhdXQAyqbk5sJ1lUoEVC5nEAmtGRIeE7NTwixEin4UwznHNfFGkLfph0HrKUtcptjXMWoHHJSHBEpQxJBI1Z0kuit8p9fp6r0Q8hTn28nlEqtNrDOaUzoaJiQSGs6Scxmq8E4y73ZcG1InFUVeeWl3SvjE0urjiL3lB7x9L74NGGkz90j0yDw98m6vTmtBThaUUgrjghrUZw30S0lpE9iLKs0l4UOFDq4/BoR4tVjCOlNIZSSF1aXLoyXVIDOR2lLMuP3yYH0YDAMgkufm1cJVQO6b9tAIIQHXd+lEvV8fOs7kdKS1qBJb6vD/v1DDh+fEKUhURKRzTKyWc7m7XUG1/q0+k1/oqsTAPGGSXZK+RaPMHx9RcDXCe/9YjhdzNmfTpgVxbfyU/gpfpxRGcvDRyf81d/e59HjEx4+PmVrs8317R7tdkKz4UnpZWmYz3PGk4zReM7xyZQ4CigKg1IXZ5+sdRwejfnj53vM5jmzeU6/12R90CRNQ+IooKwsi6zk8GjM451Tzs5m7O4POT2b0eumrA2aJIlAhQqtJXEcsL7W4ubNAU92TtnZPePkZMZ0mnmlJn1569UiK9ndH7KzN2SRFSRxyMZai5vXezQa35J87ya46j6u/Dtc/u8Biwh+CcEvEMHPCVWLraTNWuzbDlxt7LRsifWKXopASPpRyo1GF4HP5PkG/Vpw4C0Zd2qhSFRMKAOuJ+t0w9Y5wYnnBSj8v5cCFEvQdWnYPVz+3+LK34DNQN2E9P8K6sZ3djIKlaKTxLTiiM12E2Pt0/aV+mvZurpMLp6P5aXhN9ZPe/iXbS3LCtRyY6G+w4PvxxhaDlCiDVjAUtkRlTlFyTbi9SjFP/pYVoWuGoWZMip3mFenXlRC+6pUQw3emJFuqFLawXVm1SGTyqsGLiteqe7R0ANi1Xn1QH9C0Q16hDJkLdrgVnqXzC7ITMaD2dfMzfSHnt6fXCghkFrTTyWdOMa4Vn0vtKsk5dIzy+JlvC+raj5/X/Q/q53n6vvk+VbAZau0kk/bpn+KZ6OwJeNyggNSlRCrECHDyxMwf2LxGmBK0e43cdYilSKu+SFKa6zx/Y5bd9ZpdFKCKHim+vQ2MhlaSZLo7bT5VdZSGMM0zzldLJjkObkx5JXvwd2bTPjq5JRZUVAaixKCr09P+f9+800tChFdmi1thiG9JGGQpqylKY3w5eVFYy27kwl7kwnTvGBa5Jf2iC/litfSBnd63dfKaD0aDvnm7AzrHIGUrDUaXG+1KIxlfzphuMiYlwXGOQKpaIQhm80GgzSt+R2Sk/mc0/mCYbZgmGWrm1YrCmlHMYM0Zb2RrpQPX3V92NrXIqsqzhZ+zHlZMi+9kV9lba3C5iVII6VpRiHtKPJfcUz0imNZ6zg5m/Lg4THTWU4YKrY3u3zy0fUVbwk86Mqyktk8ZzLJGE0W9LsNBoMmQe0k/3xIIVgbtPjZu5tUtY9Cp53Q66bENWHeGEteVOztj0iTgCe7ZxwdT1Zfp8MZAymI6qxRoBWb6y3evbvOeLzg6/yQk7Mpj56cYh1EUcDzSXBrLcZ4/tbB4ZiTsylBoBn0m3S7Kc1mRPAteroBX3FxGdgR2APAgL0Fbg5UXglOacLnlJae5wcBBM4Rq+CZ7d7bNu2NVMha1MEBnaD5jEHvq+JVcMi5HOwpmD2wcwqnmSxOKKoxDR2S1jwwKcRTz626WlRZS2kNSgi0VCsz4+elrYVgVTE0zreOaam+9wrIn0J45bgM5zKsy7Aux4MpR2XOKO0RARWBWvuhp/rG43U+O0qERLKF0JJINYlkm1A1UPINZnVFTKp7dWVAU9oFAoEWMQ3tuV2eZ/X3J0IZIYUilBFN3SY3GbnNGZdDAhFQ1YbHP8Wr4/mK1RWLJf9gwziDsQZbpwZ9btOh6m6LZXLQOENRW4P4Nne1+u7/xFHYktKVSNSqFV6Jpx0xpS3JayB1WoxXCTstFRoLF7YU/+nFt2/z04pWv0nSShhc61PmpS9DCrFqe4rTiLgRfS9td0pK4pWa35vdZJU1kHo0GvHp4SGPRyOGi4yzLGOUZQyzjNO5N150zmGA3+ztc//sbNU6c9mMrrfbfLixziebm/xya+uVYKqyli+Pj/mfHz7i8XjEk9H4UvJ/EgR0oohfbm/xvw9+9lpg6rOjI/4fn31GaSyNMOCX29v8yzt3mOQ5/+HRY744OWZ/OiWvKlphxLV2m7+8cZ1PNjdXgOrxaMTvDw758viYL09OVtnxW90u7/R6/Hxzk2bozf6u8s5Z55iVJSfzOZ8dHfHF8TEH0ymHs9mKZLrMqLejiG4Sc73d5p1ejzu9Hu9ISZgkLz2Ws47JJGP/YESzGbO12eH99zb5y1/doZFGK/LjUgDCGEtlLGVlCLSi3Yovba3TWnL3zjpr/abPatWVoyX48kaIHtBd3x6zNmjQaETMZgXzRcnx6ZSj4wmNWuwCfGV2Y71NWRoePjrBOTg9m/H1/SOiKGBjrUXw3JPFGEdeVEymGYdHE0ajBYN+g63NNu1WQvgdfN+uElcZ+fnXvO3kVSxDNmOvVBWIt1uRyI1hrxgzEqdspi3Wk9QDTanJTUVuKmIdEAtBbipmVUEgFYlePrxM3ZLydEwpJKFUCMSKk5ZqfgJTF4bDuimlOaayp1T2FJzxXmPmjMockYQfEulbKFo/9GR/8PDAKay5VhaJ9r5SbzCUCIhVuxa3WMc6W7fASqQIvCfV35NN1zKWKqGBCEiUpVIlpStoBW2U0D+BqZ/irUVlDbktMM5QOYvD0xYiGdaVNrl63bSaU9qKUAaEMiBW0VMwhWNhMqbVnGD1+7DmXfrIbcmomHBajDgthgT1GImKv1ehtrcdr8GZEsgoIIgCkuabJ+d+29B1m9/b4ExV1qurDRcLdsZjHg2HjPOccV54MmPheQnnQc2iLDHOeWHdl2QB0yBgkudkVfVKRbRlWAfGOYrKsChLSmsx1lJar05TGkNhDGkQ0E8Stlotsur1bsijPOfRcMSsLInrPuH1tME4z/nD4SFfnpxwMp+Tm4pEB5wuFigpyY3hdqdLN4759PCQv9nZ4cloxJPRiKruTx7nOWeLBVoK+mnCdedoRdGl3lylMUzq6uDD4ZD7Z2err9P5gtPFnMpaqtprR+ABZTMMOZzNOJrNOJx5IuqtTofNZpN2HF/MVxGez6drH408r8iLijyvaKQRcRzUHhxPW/ncuWrLyzgwQgjarZhGGnq1GnV5C57A87eOT6ZEkWY2L5jOcibTjKJ8+p5K5cc0mx0G/SbtVsJ8XvD1gyPW11uUlSFyenV8gDwvOTmbcXQyZTxZ4BwM+k2ub/doNeNn1HLedFyVH/R9h8+SfT+bNWMtkyLnyM4QCCprVpWppSBHO4xph/GK3+QoGeaLVeVq+RAyzn/+BV41UQDzypuXX2u02ZDqp7aTC0MhReS/COsqnwRpwZVIkf5gm/fle/tMBZcf5nMBHui8bcNc3y6oUOL1CeB/SiGEeFrRrr9JJNJJtAie4bL9eOP5fcvLr09j5yyqx5TmlED1CWQPJRto2Xj9GbgK4zKMnVGYE6xbEOtrRHrrSnP6hxrTasZJMQR8Iq6o+UztoIESaxhnyEzO3GTMzILcFDgcoQwYhF1aukFuC3JbMK3mzKtFbW/gGIRdBmGPylWrMebVgkk1Y1hOiFVEz3awzn7vCpzPg7c3eU/9k28K99LoAVEYeH7FGwzfVuYVYjyh229iU60JpCTSmuP5nNx4SVMpBM0wpJsknrQoLm8A2mg26MUJjeBq8xZC0E8S7vZ6hMq31WW11OckzxnnOZM8x7wBz5Lz4dvqSu6fnREpzawo+Pr0lOPZjMJ4UvvE5BQ1kNubTPh4Y4Pr7TZ/t7vH3+7uYqxFCIE1Xgp7bzJhmGWkQcAgTRHAnfq8LpyDMeyMx3xxcsLfPNnhN/v7zIqCWenbKytrCZUiCbRvizKGWVEwLwqG2YJHwxFfnZ7y1ckJP9/c5J/fukUzimrp6xfXudEIGfSbjCcLDg7HPHh0wtqgxZ2bA25c75EmIUKoZyoDV73ypHwWiF0WYajptFParYRAK6yx5FnJYlFiqqdqdVIIkiRcAaKN9RZFabj/4Ih776xTVmYlNrCMpWDG3v6QxaIgDBVbGx1uXu/TbL55o9Kf4tmwzpGZinGZY51jVCwoli3FZc60zFlPmqwlKZ0woR1GTMuCs2zh2y3qCqZxlryqmFYFxrrV52da5uhaLKMXxWip3hi35e9HSJRsIUWMFGmt2hchRUJlxxhzhpI9xFtQ8rtq2OcSNG/Du+en+Cm+e1zdTbOyY84W/45J/lta0S9ohp+QBDe+E5iyrqQ0Z2TVY8b5r8mrfdYa/9tzYOqnuCiG5YT70yeEMqCh0xpcjdiI+zR1iraK4/yMabXAOF/FGpVTX7FqeI7xaTFiWI6p6pbBcTVlVE6527hJQyVMqhlH+VltIwKzas6onFA58wNXXR1Pr9ufwNQqtHoqjf6mW5OUEERa00sSbne7pLWK1dKnZZhl/O5gn1GWrV6/1Wrxs8GAOAiItb70reqnCTfaHdYbDeIL1NGeDykEgzTl3cGAXpJwrd2qfWQMR7MZ+9MpT0aj165EXRaVNWRVxfFsziM9JNaarVaT9UYD5xzTomBnPGaU5+xOJkyLAmMtx/M5kzxnkKZ0ar7SyXzO8XzGKPOVqSfjMV+fntFLErbb7RcaairrN4tHsxmfHx/zt7u7/P7ggPunp7TjmH6SrgyLk8D74ix5bouyZFaUjLKM08WCRQ2IHbDWaBDX1btW9Cx4UFKwsdbmg59t8eDRCfNFwcnJlD/8cZfRyAtNdDpeiCJNQtI0JIoCwlC/IIV+UVhrqSrLfFEwnxcUZUVReyvYWl3IWd+GN597tb1F5qXOK2OpKuMlROsQwntdJXHA2qDJnZsDdvaG7OydcXI65fRshlaqrob5q3E2L9jdHbJ/MKIoKtIkZGO9xfZWh0b6E5h62+FwGOfITVW3SZQ1N8qSmdJ7b5W5921CoIVkWuSc5R5MLStNAp9omBQFlTU1mBJkpiRWGuMsP2VmXwxfFQhxBAgpkS5CiBgpYgRRrTCXIN5yu+cynoqD+Myuc/75UlnrWzat9W2f554Ty/d/+SwSwguiOJ5y5mxNsF8mU0KlvpUs9k/xU7wsCnNMXu2jZYtQba5sBC7lI7ucrNphWnxGoAbE+gbGfjdeosPzH0s7IquesCgfUZrhdxrzH0JkJmdYTugELbo1R6q0Jbkp/HcKTooR02qGEorSVsyqOUoocltQ2JJROeEwO1m1q86qBdNqzsLklLZiWs05zs+IZEAvbBOrCF2r3r6t1JBznvvqMLjat00IjUDWrYwG63KsK1Aywev/1h1GtQiRv5NeroJ8WfzJgynPmfKmvVczabx6RFozSBNirdhqtchroLKU03wyHnO2WPDN6Rng+QnvDvr863t36cQx7Si+VIAiUmolP5y+gi8FtXhBIyUNA25VHQpjMHUL0KPhkK9PT5FCcDSbreb5JsLYp22F06LgRqfDn21vsZY2qKzl4XDIv/nmG353cEBlLWeLBZ8dH3M0m/GztTX+8c0bbDVbbLWafHF8zOfHx/zx8Ig/Hh0xyXMej0bc7HQoKvPCsUtjOJ3PeXB6xt/u7vIfHz9hlOeEWvPuoM/HG5vc7na41e2uTEOd8xvVs8WCg+mUz46O+NvdPU7mc07mc746OaEXe77RL7a2XgRTWnH71oAwVKRJ6FX7FgW/+8MTvvr6gEYjYm3gK0DXtrrcuN5jfa1Fv9tAv0RyFLySWpZXzBcFT3ZOebJzxtlwznA8Z7EoyfPSm/dWnoNVFhXjScbxycRXn3iaU3k+hBSsD5q8/94Ws0XB/YfHnJ7NefLkDK0kUdhZte/N5zlP9s7YPxxTGUuzEbG+1mJjvUX8HXwWLpjVGxzr7184fMLAOl9VSnRAh+gZRb3KWiZlTmYqv3l2jsJZQulfv9wcV84S1DxNSUIjCOlGycrn5Ke4OIQI6oe7B6Je4qsCYbiS8/UbCIdv/aycXcnXL8V2TrI506JgPW2wljyVBtdSooWkqts8tfCiQz75ZSitWbWAlsYQKMUgTgjCn8DUT/FmYlZ8xcni39AI3qWf/OeEKuKHvecvpf5/ut9dJRyOhk7YTtaJVURmC1IVY3FkJmdSTplUMyLpn0mBDIikF0uqnGFmFr5tT0aEyt9HGyohlBqLF6aYVXPiqMda1CdRCZnJa5PvtwU9LNaVWJdj3AJwaNlEihDrKqzLKMwJlR0RqU2k3mJZobKuxLkCIQKUiPm2whh/8mBqqeYXvQXS/NLtuhGGbDSfOklb5yiNIdKabvy0FeR89aifJPTT9I1tZKQQNOoqzPOhpSSrKh4Oh2gpeZONfssM6fL419stfrG1xc1Oh8paunHMV6cnPB6NOFssmJUlLsvQUrLRbPBPbtxgs9lks9mkGXoPiFGW8eXJCYuy5KjmMlX2RTC1qCqejMd8dnzElycn7IzHtKOIG+02H65v8E9u3uB2t8vtbncl9rHMJpzO5xzOZkRaM8kLnHMcTKfsT6b88eiQONBcb7e50W6vNq7gK1ODfoNGGpIXFcZYdvZ8S1yWl0xnGZPJoq76zBmO5mxvddne7DAYNGk345VH03lOVVmalUrf7v6QJztnPN45ZbEoyPKKsjRUS++LunpVGcN8XlCZuq3PvdjzuwwpBP1eg7vvrPPw8QlCCsbjBQ8eH9cAsIXWHqSNJxmHh2PG4wVxFDDoN+l1U1rN+A3zMgRgwc1x5hjcDNwCqMCZpzwVQhARyCaIZi1JLV9pHOSzUAYovZKgy8Dl4Ir65/WG2DkQsj5W4I8lUn8sEdTHuloixq9/fQw3BTvzx2eZwBD1MUIQDRBNf67n2gq0kHTCmE3Z9Bw9AbEKiJX29xwpKWt1SiUkWorVZnn581ApmkGIADp19cK/1ptypjqgHcYrT6+3Ec5ZjJtirP+yboaWAwI1QIgQgX4rPJ8VX8yOKO0xzlmkCJCygRZtpHx5e55X85th7PyF3xnrBSg0A5Ts+mvlNedYmgMKs48QIVJEaNlByQ7yOf6RcZbMVMzLkkmRU1lLM4wQwLQoOFnMEaJO4jkvfR8pVVcf/f1ZK0kk1ariWdYgvbSeSxvrgHb44rlYZ8nMgswsKFxBYXNauk1LtylswcIsKGxO5cqa4+D91lStQhfLhEhFKKFXpPSXRW5yCuu/lr5Ky3GhluAXmlCGxCohlOFLx37KL3PkNic3GYXNKV1Rm237e6e3WVBoGfixpR9bXmBr4JxlYRZkdkFh/Zo0dYuW7lDaYrVWpS1eWJNAhiQyJayz8FdZk7cZq7U2Rf0+VtjatPn8egcyJJYxkYxQ8uXzXgqR5NUu4+xvEUg60T8FdfWWvzcV3tssJpBdYn0TKSIC1f/e5/GmwjnHtMqYVnnNn31RtTmUikgFNHVMO4iJ1LfnMy7HDFVASzeprKGhYgKpV5XxJa+vcpXn89WAalmJ8r50EoOlsCWuHk9LXXOAl6p/jspWGPfUGPnbrslhNuYwnxAKf+6tIKYTJOjnKu3+vCzW5VR2hHUF1i6QIsJRYVxOYY6p7LDuQAhqeXyHdQuMWxDILkKtI/HJgavO908eTHmfqbej5vdTPI1uHPOzwYB3ej2aYbTKeLeiiO1Wi+vtFoXxLYHtKGK72eR6q82NTmdl8tmJY253u3yapmgpV3yvpWjH8zErCj4/PubXe/sczeYESnGn1+OjjQ3+bHubD9bXaYXhhaqJjTBkSwjeX1sjryq0lCyqqhaxGNGKYn517RqlMWilngG9QaCRQvDu3Q3W+k1OTmecnk1ro90xZ8M54/GC8eSAB4+O6fca3LjW494763z84XWubXWfwQHWOmaznJOzGX/3m4f8p988Is9Lsrxk0G+yvdmhkYZe3CLwZn/GWIqi4snOKb/9dAdjLC8LIQWdTorWirVBk0YaMpvn3H9wzNqgyXt3N8ilYDLJOD2bMRzNMcayudHh2laXRhq9eSAlBLgSZw4Q9hRXfYMzj8FNasl0BQSg1kGuI/T7iOB9D0K4SpbTeHBmRzizA3YXzBHOHvuf17Ls/iuqAVsPIdcQ6h3Q74Hs1xvmq1a1Ldgh2CNc9RWu+srLwbtxPV8FsgtyDaHfQegPEC6vbQF81jTRAXeTHlv62mpUvaoq1cqo9Q2e2tdkKYdu68qrEoKg5kgtjXi9Dwq195UkrcHW2wpHSV4+ZF5+waL8ikX5FZ34X9BJ/iWB7KNki7cje+vrs4vya0bZv8W6DC37JMFdGuHPCeWr+BKGotolr77h+WussmdU5pg4eBetNlG8Lp/DMcn/htP5/wste4Rqi0b0C5rRn78ApiprmZUFB/MpD0dDKmv5eG2TjbRBIBXWOU4Wc4ZZxqwsmJcljSCkEYR1y6cXUAnqtlDHU/NRak+d0F3sp2Oc4TA/YG/xmJPimJPiiA/bP+ej9i84zo/YWTzitDhmWJ5R2BzrLKEMSVWDQbTO9eQma+EGDd1EqVerxk6qEcf5IcfFIcf5ETMzJTMLnLMIIYlkTEM3GYRrbMfXGYTrpLqJuoRP61faYp3lrDjmINvjpDjmrDhhYeYU1qcWpdAkKqUdtBmE61xLbtAP1+qs+7MJSuMsx8UhO4snnBZHnBRH/Kz5ER+1f86wPOPJ/MU10TKgoRr0wwHXkpusR5s0dIvkCmvyNmNaTfx654ccFYfMqgmZWbYLSy/Lrpr0wgHb8XXWole/l5YS6zIqN6a0wzop8WIy9PsIKQIC1a9BVBdjM2K9/YPM5U2EcY7H81O+HB/wYHbMw+lx3a79NHpRk+2kw3utTT7p3mDjNcDUMs7JoDwTsQpZi/oEImBSzShssWrPC6QmVTH9qEvpDNNqxrSa1QDLy6NHMqStm6xHPXJb8s3sCZNa9KIdNNmI+leeo8Xxd2eP+O/2fk8vbLAZt/m4c51f9G7SfA5M+d4CgXMVlRlS2iEFCoRi2Rht3ALrCgpzhHFT3/ZnCyo3xdgZaXAXJVKEUnVi9x8KmJKCKNS0GzEbvSbDSXbh67qtmHYa+43yT3LB3zqaUcSNToetVosk8C2VCkgCTT9JWEsb7E+mtSx5yHqjwVojZZA+bU1ZVvhatfhDYQzzsnhB0XBprjfJcx4Oh3x5csIwywiU4kanwy+3t3hvMOB6u33pfCOtibTmeq1yOMwyPjs+Yn8y4Wg2Y28y4WzuK2kNnkpICyHQSqCVZGujw9ZGh+ksYzrN2d0b8qhuz3uye8bxyZTjkylnwzmnZzPyomJt0KTbSYlCvZIkN8YyHM15snPKZ1/u8+vfPqLXa9DvpfS6KXduD+h3G7RaMXEUEASasvKcKakEXz84ZjxZvPT9EUCahMSR94taGzQpS8PO7hl3bg2YZ56fdXQy4fhkymSaIaTw7YrX3gKYcgZcjnNniGqOcznOfIUzD8EuwVRNAFUbHky5DITEyeugNhAuZAXKLowS7KkHUtVnuOprsAe+CsayUrUEUwqEBjEAuQbBCIHFqTugthDLTfMlx/JVsNLP2zzClV/iqk9x5R98hcrN8BWuYAWmPGgE7JmfS31TDpViPWki4t6zIgPLY53790VU2ZcpR15VWfJNhHOW0p6QlV8xzf+GSf6fCFSPZvRLlGyi3mqbnKMwB0zzv8O4GaHaRghNHNy7wl86rJtTmVMQivNA2tgJxk6wLsP3z79+ZOV9zhb/hlBtkwT30KpPI/zkhdeVxjDKcw5nM55MRlgH73R6QGMlMmLwVSmvJputwFQgPQiPal89hMA666uTQYiqW0UL+bRKcz6ss0zKEbvZDjuLhzxZPCRSMYNwjcN8n0fz+yvgkNsM4wxKKCIZs1aeUFjPsdiMt1cVpBcrPY7cZuQ24yDb4/HiAYfZPsfFIXMzpzAZFucVKWVIolLOwpO6ilWwHm0iRb/2uHnqb7N8N2fVjJmZsrN4xMP5fU7yI86KU3KbUVqvbCmFIlYeqI2iMypXUtqSfjigpTvPyEE7HJNyzP5ihyf1mmih6YdrnBbHPJ4/4Lg4YlSekVlP0FcoIhXRD9cpbEHlKjaj7bo6Jb93AZjMnFvv+QMO832O8kPmZkpeA0C/MQ5JVEK/GJDbjMIVbERbdVVBI1efDUtlJ1R2TGWnGDclq3ao7ITCHDEvH2BdWd9vRL3mMYHqo2T63Ow8p8W6gtKesiiDmuNSIeouAVWLw8i6qrtUN/T3YYtxGZUdY+2irrI5BAGBSpDi5QC2Mh4ECqFQIq3vBxnOlThX1ckIiSBAST+en0fNmT937Rk3x9g5jgLrSlhVWZ+9cwuhkSJEiQQlU+SlFW/Hoio5Kabszs/4enpIab2I1NwUzKqcjbjFvdYmsQq419r4FlfF04hVSCdokah41XaXqqSWN9dIoRiE/ucyF8xNhhaKZpCSqIhYRvQCv//Shfc/VEKhhSJVCaEMaOmUtajHWTHmrBhT2BKFJBS+euXN7l/9fHLO8XB2zL89/JztuMud5hq9sMGH3WsXvFr4awiHcRmlGQGmfk/VSqFVCDBugqkmGLfA2Gz1XoZqDUdZd7RcfU3/9MGUkkSh5tp6m3/yyR3uXBtc+LokCvjZ7XW6zZg4+pM/7e89AilpRf4Bft67RgpBrDVJoL2CoZQ0wpBeEr8grKGFIK5J0IKnLYTnpZ7B8wfyqmKc55zMF5wuFmRVRSeK2Gg0uNvr002uprSVaM16o0E/SQiVWpnT5VXFMMs4mc+RtSDFZRGFGtkSSNmj20155/Yak0nOk90zvr5/yP7BiLPRnEdPTnjwqE+rmbCx3qLb8Q+RqjLsH475/MsDjo6nGGO5daPPP/qz21zf7rK91SWJvYiFqmXXZ/MCaxxaqcuxxHMhaln3Qb/Ju+9s8HjnlJ29ISenM4bDOdY5Hj4+4eBoRFZLvV/b6nJju0eavmlJ4hxnDxBljnNz334nQIgGqDYgcG7m2+TsFOwZzs1x5jEi/CcI8c89KHlZZsguPDgrf48rP8WZBzxt2euA3IBl5s1NcXYCboQzvpLkzA4i+BUi+s9AxSwrRxeHAXMMdg+X/0dc8R9x7sxXqUQL1C0QEYIAqPw5lZ/hzCG4Bc4eXTjqRUcTz/3/C4qTl8zwqr//+xHumf9/uoF5dQgkWq0Rhz/zohPnVPuMHVKZU4JzhPq3HbkxnCzmnCzmlHW75qKqOMsWnGULhkUNnnRYP9/FCkRZ56hMRaI17ShiUVUcLTJSHdCPE5SUnGYLqArKC8DU+aicITc5T+aPUCgKWzA3MyIZcyO5hXWG0pXMqxnjasxBtse8mnJWnGCcqf2SUiL17Lo5HEf5ATuLxzyeP+DR/D4OVgAlljECgcWSmwXTasphvs+kHHGU7/N++2PPx9BNEpU+M651lt3sMV9Pv2A/2+Ug20MKSaxi2kFnNRfjDLnJmJsZj+cPGRZnHMR7vN/6mFupJlIx0QUbXOMqCpuzs3iMEn+FcYZ5zSO5ltzwCQVXsjBzxvV8F2bGaXnCR62fr8BK/D1XqE6Kw2fW2ziDFppeMCBSMRKJxVLYjGk15Sg/YFKNOczOrbdarrfnoUyK3zPK/obSDqnsiEV5H+sWzMov2Z/+31Gywfm7Txq8wyD91zTC93n2ruRq0YhT8mzPV7nsmMpOatASkwS3SYN7xPoaodqsOSzUICxjUT5ilP018/IbHOWqsqllh37yr+gl/+zStZmVX3C6+J/QskUjeB9LUQtXHFPZMQ7jK12yTyO8R6LvEOpNQnV+b+m9mRblA2blFxTmqJZmX4Iyg3celQihCGSXSG+T6Ns0wvcvrZ4JIdhKOjhushG1ebe9yaIqyEzFV5MDPh3tvO4l8UyshX2CtvbKfULT0g1upttIIUlUhECQqpimTukHbUpnkAgPkoImSkqaukEgA9q6wXa0VnvCSVq6gZaKVCf1v5tsxAPKutUvUiHdGsipN24B4IGrEGH9XdX3TLN6T6TQwNP9nhQRQioUKSgI1Vr9XFjyaK8WbxRVFHlFUVRYa7G2bjuRAh2o1UYR/OayKCqcdehAobVavfbbhqzVzDZ6LX7x3jVmi+LC12kt6bdTWmmMVpKqMiuJ6h/Kv+NPKQIlV6p556XclypRkfbVKiEESRDQjmOi58CUkp73oaWoM6iOyjqMdc9sg4xzzMuScZYzyjIm5+Tel4ceZzmleXVrQV4r+1XWrtpcHD4bPM5zhouMdvRy87gg0ASBJk0jNtZ9255zjgePTogjjbWWg8Mxh4cT9vZHbG60abViuh3/95VxnJ7NeLRzynA8x1jH1kabP//FrVUl63lvJ2sdJ85RVebC9pzn4+k17Oj3Gty7u8FovOCLrw85G844OZ2SFRWPHp9yeDzB1MITmxttNjfbJK8Qz/jW4TIwhzgx9pUbJELdALUFouU3sPa0riw9qdvz5lA9rAHXuzgCkK0603RRVL7Fzx75sdwU5AAhBx6IiQ4IjUDj7CHCHODsAZg9nD0D8wQIEMEHONkHEV9wrOXil77qVf4RV/4aV/6VB1Gy6ato6g6IFCECnB2C3ffHqPZqHteyQvasEuObjm8zpnUFzi3vl7JWPdJ/Ih43AiUTArWGdAmB6iFlo27LeFVItOzVcugpUjRW62bsmEoN64fp96NsueQ2WRyNIFz5hXmRIc9XTYOAbpQQa02jTvwIqP31rBcciRNknnOaLdB1UksJybjILwTlL87Dg6WT4pDKVTR1k4Zq0gm6dMM+EuF/nx9jFpaz8pgnizNm1ZRu0KOtO4hIrgCMVye0VLbkKD/gi8mnHOR7HGb79MMB/XhALxzQCXqee+EMo/KUvWyX0/yYndxXxFLdoKGa9UbvKZiqXElucnYXT/h0/Fsm1Zh5NWMtWqcXDugGfdqBvwkXtmBYnLCX7zIsTjkrThiWZzR0i6Zu0w8HRBcYEXsRj/qcnaGhmjR0vSZBHyUkpSs5K06wznJSHLOzeMykGtPRXTpBDxmufS9garne1lmO8kO+nHzGfrbDQb5PJ+jQi6/RC9boBF20DDCuYlwO2c92OckP2ct2OC1OSHWDpm4ho+V6+0pSYY6YFZ9TmGNKe+YrQ66kNKdM3R+ffvbEcj4VnfgveLbW7tsyKzshr/YpzQmFOaWqAZq/BwWUtWcUWLRsI5ddClicK6nsiHl5n0nxW4ydYdwC50q06pIG7wCXg6msesLp4t8SyG4Nfizz8gGFOaSyQ6wrfPugHNRtYCVCBASyy7KKbV2GcQsW1QNG2d9S2mNKM8S6DOsKjJ1R2QngkCIi0tdohh+iRELibl06N4mgHzVo6IitpMO71SbzKmdW5TgcX08PX/fyeCa6YYtu+FQ/WcuEVL94jfpOhxefWQJBqhWJiyBorV4jEKu3OlYRsYpWKqV1je6t77efViq94TcirH9a4ZxDiejpvV08PTcpAoQICNV6ff//ds/BNwqmDg5GPHl8ymyaef+aQJOkIZtbHW7cHNCoPWymk4xHD47J84qNzTa9foM4Dglfs2IkgDgKWO816bYu3mBLIXwLlZaUhWFRVt6fKn67ZoR/X8KXgj3B/fyHYSneoITndgh8y1yo1IX+WefbAKD+sDr3TFJ52fYyzDIK81SZcFYU/IfHj9mfTAmUfKZCdlkY6yitZX864WA6fXpcoDAVmalWPcketHhugXPuUj8o/yNBsxGxvdXl4GhMFB9SlpXnQmXlcxwnf47OuuVBCAJFmoaEgb6w8jSb5ezsnrG7P2KRXZwguCz6vQbvvrPBk50zwkAxneU83jljPs95+PiE0cgLT/R7jZXwxLIl8Y2FKzzAUesI/SHouwh1y7fUiRBQdRveHFH+Flf+xldx7LHnVZW/QVCCeM+LOFwUIkXoe57zpN8FO0XIfg2korpS5KtNws1xbgrFr3HFX4E98S179fGE7PlK1oXHcuAyXPUlrvifPfhDgn4fEf4KoW6CurY6nnAZzk0R1Te48nc48wjcCfyA3IKLojTH5NVjQHiBBNUjlBs/qL/S1cILl8T6HoPG/xnrSpTwwEqr7pX+XogQhawFSM79RkTouiL6fZn2NsOQu90+G2mTsjZw7sUxkdKESnGr1SXWT60fKvv03rLk0CVa0wxDelFCL04IpaJbG5Mn2guBNIOrgcNAhKQq5UZym9vpOzR1i0j56pFxhq14zGa8zZPFQ76efsHczNnNnpColEAGdIIu4Lcvi2rGpJqwn+3yaH6fUEbcTG9zM73DnfQeTd1eje2wLMycG8kddhaP+OPk90zLMTuLxwQiJFIx/dBLaVssw+KMo/yAg2yP0+KElm6z1bjGjfQ2t9I7NHSLUHohD+MMs2rKjfIOu9kTvpp8xsxMeTS/jxKKnzU/XAGvC9dE+qrb9eQWtxvv0NId4nre1hkm1YSNaJudxSO+nvk12cuekOoGWmo6Ye91L49vFZmZM6tmHGS7PF7cRyC5ntzkenKLdxr3aOtOvd5eKjozC24kt9nNnvDZ5PecFSfsLp4QiIBQRvV6S6QIaYWfoEWTwhxTmCPGxW8YZ/+JRvgz+vG/JFRr9cNx2c68Rqxv8Twf1bmCrHyCsXNifZ1O/CukCBEirMHVMcbOGGZ/jXOWSG3XrXZBLRqQkgR3WG/8l7Sij8irI3LjJdeNe1FU5rLIzQHD7G+I1AaxvkYzfB8hQhwFReUB46J8TGmGKNEg1tcRIkAgyM0+8/Ih8+IbCnNIom/ST/5V3ZngmJdfM8l/i3ELlGiQBu/Qif+SRvg+gXw5XygQCqG8OEiqQjIdk5mSbpiif4BE11VkzF/1msu4WW86rCuo7JjSnuFchRINQjWo+bteNl2g6/bui+YoUbJRV6++3YzfKJg6Pprwxz/sMJ1k5FlBkka0OwlSSTa2OjTwN/PFomR/f8R8lhNGmrQREQSvCaTqnWgcauLw8jFWClDGki0KJuOMTi/9CUxdMaQQaKXqtjPxwu9krfwiBKgaeD3fOy+e+74EUs+36FTWMs1zJnlGcQ6ULKqK3+0f8PuD18/OnO/Rrazz2V+7BFPOXx95SZ5XBIEi0AqxrGBSayqwwkQ0GiGNRoTWkrL0FaVl5erpefuqq1JPwZlz4KyjMoaiMAhpoeaKWeM4Hc7Y2T3j4GhMlpUvVK5eFp124pMLa02SJCTLSnZ2zxhPFjzZPcNUllYzYtD3VbG34y1V1ZyhdUTwPiL8F6BuItTm6hUCn71E+FYS3K9x5knNgfq9r0rpW8DFYEqIBNRNkOtAiXAOZAchn3csA7B1I1EI9hBXFWBGOHeKMHsgt30l67lj+fexAjfDVfdxxd8BBRAh9HuI6H+DUNtecGLlS+Q8H6v4bd3KOAJ3BGRcXeji7UdpjpkXnwIKrdpEGLTsIvlxg6llQiYObhEHl2d5X/b3grDOWD4bsgbh32ekQUgaPJ3L+bvrIHmeb/JsPM+RA9iuHfuW/+7WVhBX3RqEMqSl21yLb/B+6xNS/ewcFmbOZrRFKCMOsn1f/cj2iGTEVnztnMKeZW5mnBbHHOb77GU73Gnc40Z6m3eb7/Nu88MXBBoqW1G4glQ32M98Fekg20MguJHeqjkznhc2LM94snjIYb7PuByyEW3yTuNd3mm8y+3G3ReqQWWtTtgKWhzlBwxnp+wtdsA5NqOtFY/oZWuynVzn/dbHNPWz95jMLNiIt0hUwlF+wKgccpgfEMqIzXh7tSZvlcOIY27mnBXHHOUH7C12uZZc53pyg3ebP+O95oc09LP3N9/GWNAKOhzl+5zkhxzlBzgc19NbLKtKUgQ0wvdohO+RVwfk5gDj5kzy35Po26w1/ivS4A6+wv3yc7TOUJgTjJvTCN6jFf6SUK8TqQ3m5dfMyi8ZZX/FJPs9Wrbo2L8gcAOEUEjh1eSUvEasr1HZCYvyIdPiU0pzyrx6cOX1Ks2Q0oyQUUg7+hXN8ANCvY51BbPiS6bF7zlb/Hvm5dc0w48wdu75X0KTV4dMi09r3tiYSF9jkPxrtOoiEIyy/1Rzdk5qMHWXVvgxafhyTqcXD1JoFHEtLFGYisJWtHWCEpJn+3jebrzqvbzK9bzcO30f4RX7Zhi7AARatoj0NSK9wXNs4wv/+tWvuTzeKJiaTjL294Zsb3f5xZ/dotmKCSNNr9cgOQdaWq2Yd9/bpCwN3V7Db0bfdGb8uXDOtxcuFgV7u0N2d864++4GnU56ZU7KP/SQqzz/y6KuUNWVqtcJ3/ZiV/K+y1BCEAf6hfbB14l2FJFovVIldA7K0jCb5/zu0x3++Pke3U5Ct5OSJGEtDKHQqlbaKw3Hp1Oe7J7x4OEx00lGqxmzsd5ia6NNeq5tTiqvtLe91eX4dAY4Hj054d/9h6/Y2mizsd5GSIG1lsk0YzhcsH84YvdgxHyeY6xDa3Hlz7bWEoSm32tw83qPRVbyZHfIZLpgPFnQaSVsbXXZ3uo887l8sxGAbHugoW6Bun5J1UeAuoYI/gJnTqD8A9ghrvrGK+658iXHkPXGVwHWl+wv2CCvjoME2QN1D+wYzCG4Eucm4KYIqgv+rvICEmbXV9rIQLRB9RDqugeHosmLIEmA7CP0Rx6I2QMwp69atO81KnvCvPwcKVJibhLIdXgFr+an+PHFqzh13/Y23NRttuLrdILuhZwGLQIaukUn6NIJOpyVJ2R2wbA8I7MZyw24dY5xNWY/22VaTQBo6Q7Xk5t0g8GF8ttSSAICEpnQCtqkukFucqbVhIVZULoSJRQOy6Tmbc2qKUIIOkGPm+kd+tEa+gLDZSkUkYppqjZr4Tqj4ozMzBmWZ0xrlbtAXnz/aOgWm9E23aCHumBsLQIaqkk76NIOusT5IbnJGJanZCbzBPi3vKVcCmfsZbtMqjEOS1O32Y5v0g8vXhOBRIuAWMU0dZuGbpKbnEk1rtUQC5TQF/7t64YUmkANiNQ10uAeSXDLVwNkTKSvIUVEXu0ghPaAxA4xbop0EYg397wKVJtArtEI3iUJ7hDpbZRMcc7QCO/hXOFBmj3FuOk50QqFcTMKcwQIIrVFILu+bbj2q1OyQaQ2ca7E2KlvieRlz7Kf4k2EFCGB7KFEUrdnSpRc7juu8vl7/c/oa39CVtmnuiXKWcdkvOBwf8Tdexv84s9u0e4kq021EML3TlpHnATcvDXw+w0pX+BKLV9nrX2mB9M5ntmoi3oTbK31nTjnxhCwqiiAf02WlUzGC3Z3zvjqi31a7YSbtwYoJVfcqeW4P8Wz4dflipkI3+z02pelq4UpSvNUmELgOVetKHrG2+t1Y5AmNMKQUHr1KeccZWWYzjyY+v/8979ne7PD9maHdjuh3fZKe1GoKUvDIivZPxjx4NEJw9Gcsqy4ttVlY6PN5sazHCSlJN1OyrXtLo+enKKkZGdvRFl+w51bA+7cXkNKQVUZjk6m7O4Omc1zjLGUpYFly+EVzksIgdaeh9jvNbh1Y8D9h8fs7HkwlWUlg56XY7+21X3zXKnVREIQPVDbNei4hHCL9C1ysocof48T2gMdV+KCA4QrnpYBn7/2hATO9T+/fEJ4oN8F/Q6YXZwIPFizSzW+C1rwnAdTzuyBO/P8J9VE6Nv1vNdfaBVbZbVkDxF8AO4MV/z6xaGvQob7lnGVz+fyuKU5ZV5+XsuYN4lcVpOmf4rvM77L0+ZtPKsauslmvE076FyoQhfIgEAGtIIOraBDJGOm1YRROSQ3GbaW3fZKgWMO8j2m1QQHpLrBWrhJQzd8hcJe3MKshCZVDWKZMKumK7BT2IJQRljnmFZ+7LmZIZF0gi43klue73PBvJdqgE3dYhCucRIcsWOmjKsRUzMls4u6MvDihr2hGvWadC8EgVpqtGzSrtckVjHTasqwHJLX0u+I7/JUfHV4jyLfUjkpxzgciUpXcudecOLy9U5USqJS5tV8JaFeuqK+xt4cmBJCE6kNGuF7pME7JMHNp/PQW8R6k0nxO6TQtV/QGGOnaHl5G+brhJbtldBFEtwm0suuCUeg2lhXohftVbWjskO0bKBcirHzuurUJFTraNmunwP+2lAiJVRrlHZIaU+o3Mx3YfwUbzWkCJHqdfc03+2z+R3AFORZyWJRcHI84fh4yv1vjpiMPR/qb/7qGwaDJo1WTLeb0us3KPKKo8MJJ8cTTo6nKC25884am1td4jhYcabK0vDgmyMePzomSSLSNKQoKvK8Ikl9W1Wv36A/aK7A0WScUVUGa3w1I45DNjbbdLopUgovE/3klN0nZzx+dMLuzhlJGlIWFZ1uSrud+O+dBK1/con/IUMI4c1H1bMtA40g4C+vX+cfXb/+nR9JjTDkRrvNVrNFKwprECKJI836oMntmwOEgOFozmiyQO4JLwevnnb/VrWIw9qgyaDf4M6tNW7fGNBoRATnriGtJOsD3xYymWZUpSErKhZZwcPHJxyf+M/CkqOlA8mtmwM211sMRwt+9+kTsqz81rymXrfBvXfWmU4zHu+cUpXWcycaEde2u2xttlcGw28+QoTsePDCq8COBpF4MQfZ9W1xeD6VN/kt8Oo7b2AjIupjiRBqCVUPoiwXq8EZ365oTuq5CLzwxJaf78vmJMKav9U9dzwf3hvHE/693LSXUK6soXIVgdBo6aWJz38GjDMY5wHPso122Z6kpUZdgefjZXxzjB1hzKiWEv6pIvVT+AiEJpYxgQxfuvlXSCIZEcmIOVOMM15y3JXomjtSuJx5NaW0BeB4Mn/Iv+ff1oa8AZeJy0yqMbuLx4zKMwpbEMuYylWUtlhVSXzb3gyHJVJ+vkqoVxLHfYUqIVFeyay0BYXJmVczAhGgL/Dt0UITq5iw5sxcOjaqXpOYuZhhnKF01WpNnm99f7PhKJ1XYCydN6rfXTzhP57+T6SqQSDCS48/qybsZjsrSflYJVR1C+BFlbjvEkteSqC6lxhsL9Oxum4FL7HuWfGeNzIPERLIDko2L+BH1rQFvJy2N/oucVjfTFEbBXu/okNKO8a5EoRvQzVu7n2M7BQlUgLZfsFf7qf4+xXfqTKVZQXDsxnffHXIF5/v8fDBMZPJgocPjqkqy+Z2h83NDrfurNFoREwmGQ8fHPHFZ3t89cU+URRg/tUHpGmEVOIZMPX1Vwf8+3/3Bf1Bk8GgxXSaMZ1k9PoNNjbb3HlnnVY74ex0xh9+94T9vSF5VlKWhqqydHspH31yg1u3feUpz0q+/Hyfz/+4y3A4ZzxaUBaG48MJ1270uH6jz81bfRrN6Ccw9QPHEkz5FrynP2+EIX95/Qb/l1/8vOYvfbfN9fN/rZUijgPWajB1eDTm4HDEbF4wXxS1qITzwipxSK/XYH2txd07a3z0wTVu3xjQ66YvyIwrJVlfa9LtJBRFhRSCL7855MuvDzg6njCfF2itiCLN1mabmzf63Lk14Jc/v8npqTfY3T8YfevrstdNeffuBjt7Q6z1lTclBY2Gl0Tf2uwQvYRn+J1CBCA7vq3u0ta7ZWj/JZoI2fFS6nZag6mlrPqzfkCvPy+NEAluZdS7BFOGy8CUs2OcPcG5BZ4T0EbUqoQvj/DpOjxnQuz1sQxZ7aUTyZBABmQmJ7cFsYxIiL1vz7nzrmy1yi4H0ru3V9bUVXV5Ydb8+fBAaukZM0TZds1F+Sl+CtAyIFEJWgQvvcfK2m8qkjFCCIyrKK33b5LScztKWzA3SzBF7dv06JVpEXfuv/7/3GpzH8oIKWQt3T6vAYwHU3Jlznl5KCGJZUJSy0Ln5OQ2Z2HmpLp5IWNQy4BYJq8EmFJ4gBmrGFFKrK2o6jURUqLfohuNg3pNpqt7xG72mN3s8ZUqYue5OJFcgqmSUL7parWsAUbvJfYDsuagCqyrcLx5MCVFiFYdtGzVggMXzaEGUzgPppwBBFImaNklN3vk5qhWNqw82DoPptwMLZvnKlc/xd/XeO1PthCCKA7o9hrcubdBs+1vqKcnU27dHvDLX91hMGjSbMV0eylhpGm6mFu316hKw3SSYYwjDOuH/7nPiXOOPCuZTjNu3Oxz6/YA6jbBtBHRbPrKVKAV2aLk9GSKtY47dze84EW9YdzY6tDtpkgpKfKSm7cGWOs42B9xdDjm3nub3Ht3k043pdPxlalvQ/T/Kd5OBHU7XzuKCdXTzWFlLbOiYLhYeNJ2+OZuTkv1vigMuHNrjSBQTKc5k2lGWRqKslq1tGolCQJFEvsqab/XWMmhB8GLAh3Lfysl2dxoIxBsbrT54L0tiqKiKD3I0VrRbEZ0Oykb62267YQwUPyzf3yPySSj3U4Y9Bt0O1eT2VXSz9O3sUKaBH7stRbNunr2OnYEVwsJK5L/Szb459dKaBAxqyqUq4DMG+hhL9gOLFuNC89rskOcG9ZtgrVpL1U9jq8+ednyE6i+ATetxS9eFta3Aq4MgPEASSS8yh19JTaC8pLpBIChtCWT4oyZ3SMzOdYZemGPjgzIbc6oHDMVCi00WvrWpMpW5CYnszmZyZFCEMkILRQIQaxi+kEXqRvPGJB66eIDL/trTijNKcaOqOyIafEb7/diDpnmf+u/F79GPbcmUjQI9RaR2iLU1wjU2qXn7EVlKvLqMQv7BZUdUdkhzhU4jM/0iggt2wRqnUCtEah19Eo05PmWb0thDijNPnm1S1HtvNCKKEWKlh1CfZ0kuEegXq6W5ee3S2H2KM0RpTkmDT+gEX5MaYcU1Q5lLdfsXH5u3uG5ea8TyDW0WhqHv/7nyGfec0pzxLz8krI6ACFQokESvEcc3EaICPnKpMSbjauf0eWbXC+L/PQV/XCNQbheV5CufoS27rAWrRPKqOZMXX7MH0Ob/vcnEfDikT3P2M+gF/QZRBtooZ+hTLwqGqrJerRJJMM3XpkCQKhaBv0Crun3FL76pXjRT+hVrHBJrK7Rjv6cce7Iqj2mxadYl6FEghCawpxQ2WntVfUuaXAPLdsvHfdtx1LsyzrHUTbhMB9zVswZFnMyU1BYf19VQpKogKaO6UcNtpIOvbBBKDWBvPhZ/szY+YSjzI99VszJTElhq9XYsQpofYuxv01U1pDbkuNsytfTQ46yCUIIGjrkbnODm2mfUGlC+eav6e8ApvDE/Dig3U648846Z6czvvx8n1t31vmLf3x3xZmS0n8FgSZthAjhlf+mk4wwenFD7Jwjz0tms5w0jbj9zjqtVkyjGSHr1i8pBEIKsqzk5HhKmobce3eDd+5tEMXBuU1k3ZJVmhVfK44DtFZ88OE1fvWX76CVRMinY/4UP2wEUtKOIjpxtAJTDm/mOy0KTucLREO8UTAFeDAVae7cGnDzev+p2qB7NmsnAJbqfvV1I5UXsnjZc1xKweZ6m/VBa+XFthxb1CMLWasj1i2F7VbCWr9Z8wWfqgJe6XyU92Bbvj5NQjY32qyvtWg0wjcvh/7s0WveVFRzm64SGohrkrEADM7lnjclLqucOF+5svu46gGuegDmsTfTdWc4l/nfuxIoX/z+qnAO32aY4QGZAAIPwq6UaRS+qrb0u3A5pS05Lc44LvcobYHAg6FO0CYzOcNyhKvl9APpyd8Ls2BSTplVcxZmgayd5iMVEcqATtAmXmbEz12EHjjsMCt+y6L4kkX5FZU9ozR+bSxFDVaOmRW/AV7M7AdqnWb05zSjX9ES0UvBlDf4rCiqAxblF2TVffLyAZWd4FzpJclli1jfIA0/phF+5DPEFyowAjiKapdp8Rsm2V8zyf8a5/JnXqFrCeZW/I8JZO/VYApDXj1mmv8Ns+KPzIs/stb8b4j0LfLyMZP8r5iXX5BXD6jMGEeJwM870tdphB/RCD5ChsE5MPX6YV2FsVMW5X3O5v8t0/w3CKEI1CaD9L9Gq0Htzff9gqmrxKuUxZYm6csYhOu83/qYUIbfSuUrVglr4QaRilBCUz0nTONwzxznKjN/Md7Ms/+pOu2z/krfRyyfJ0u3kV64xnu1auK3We9QRmxEm4Qy9gmbNxpP2/h+WHXTZfXr25mzgiLS1whUj9zsQf53TItPGWV/gxC6vp+1CVSXRN2hGX5Mou+g5Pdr3HxReCsFy95iyO+HT/hmesT96THDcsa08vfVUGp6YYPtpMPPWlv8sn+LUGqkFi8FPMux9xdDfj/c4ZvJIfdnx5wVc6ZVdm7slO2ky7utTf68f4tAalqvGPuqUTrDrMp5MDvmf9j/lE9HO0gkm3Gb/932x/TCBi3Ejw1MidV3KetGnTrTrbUkDDXhcy1EQoCUnhyvagBz8ebTc0eUlMRJSKebkiTeE+q8tDRAp5vy3s+2yPKSg/0Ri0VBFAW02gnrG+262iSQSqB0nanXEqleNBP+NnHeW2kZDl89yasK8xbI5f9QQklJGgR04phektCJYxZlSWEtT8Zj/nB0yEesM0hfVVW4epzfgHoBhzc29DPHUErg8eHVbxyvWy2dTnP2DkYMh3OMsXTaKTeu9dna7BBHL2/h+c4hVv/h6g8q8aLIxHOy+f5H/mfOjaG6jzP3oXrgJdXdzLcGokD0EVKe09Fy4BbeHNiegD264rzc6ph+mkve3KvO6/z5P9XB9NL6S4NNhxCsKk9zM2daTYlVQqJijDUsbOZbp4QkVjGB9Ma6WmhCGdQtghpwnn/l1OrQPvGUoGWPUF8HBJU9RcuzumK173+vuijZ8e0oPAsSteoSB3cJ1UbNr7o88uoJk/w/eq8Pc4B1OVoNULLL0nDTugWFOcDlFcaOvTO9s2jVuyB7K/zx9W1clCFF6I02MRTVHln1AFubdtq6+vXq8E2W1hW1Stcps+JTgsW/oTTHZNU3WJeh5QAllvMu6ireAbPlvDE4LFr1Xyvr7NuGshrsfsq8+JS82kWKiDi4Rxr+jEjf8tnut9ge9nxUriKzGaUrvVjJJZf5UkAitznWOZRQ6FqcQgqFdY5ABsQqXYk6pCplLVqnoZseUF1xMx2IgHbQQQvPOxJOEMiQRKae82Tzmn9oVxzCy+5v1llym5OZBZUzSAShDIlVcqlq3TNr8hIAaZ0XechNjsV5mWuh0SK4UBnxTYbAt/6mKmUsQwSQqIRBtEZHd2sAe7U5aKFpB53Ve/n8kVb+fauffdv9zp9y0vrp/cOb986J9Baxvo4SDaSIULKBli1ifZ1QbaBkcgEv63ua7dIWyFm+mR7xYHrEl5MDvhwfMDe+HbQXNuhHzZqj5t/Nk3zKp3aHSZWxOz/jg842N9OB97+rwcj5se9Pj7g/PeKryQFfTg6YVcuxU/pR44WxS+uBz858yAftbW41nh3720RpDbkp2V0M+Xy8x2fjPfYXI0IZ8E5jjXdbm9xI+yQqvJI/6evE93eH/hYhWPoaSZIkoNmKL91Q9gdNPv7FTR4/Oubh/WOm04wo1Gxudfj5n93ylbA3fJrL+akL1HlKY1lUFaX5SRXrdUPXYKobxwzSlH6ScOIcpTE8Hg353X7EWpry/vr6Dz3VH3WMJwse75xycjqjqr2lbt7orcDUn244wII9xRV/jSv+gwdS9hRkEyHaXopdXfM8LNH0/eoi9OIW9gSqL3Dl+DvM4dtuBiSc24Asc7PLdrzKedA0N3Mm5ZRYxjRUyszNmFU5Dkcow5rLsgROFiUkkYqIZW0gin1us6fQskWot71in75Gac6o7JBZ8VtKe4KSHWJ9l1jfJgpuokTj2ZlLb4gbyPWXVJB8ZNUj7GJZNagI1DqRvltnZSWVOWZR3ac0h+TVDoXZQ4gAKSIS8d6FYCpQ60iREKoN0uAjrFtgXc4k/ytKe/ItKxLPhnMVzmUsis+wdlYLg2QEqk+k73hfGSSVOSWrvEFnUe2Smx2ECBAiJkG+FphytcHkovyG4eJ/ZFF+hnMQ6W3a8T+hHf8TtOzXhpPf3+azsqVXcrOvBg65ycitvz6V0AQiIBB11ckJQhnRUA1CGQKCWCX0wj69YEBDN2sp6VeHqJ+3T19fj62bXkWwyihtgXEV1tmXcgeNM+RmwcLMMa5CCEkoIxKVEMiL74uVreo1KV6+JhgK4zlYzlmU0mgZeLGNt2646gFmqpq1xHu93kHfK/qp5pVb9oTwnDh1oRmKTw4tgbCr78e+w+L7r8b9EOFVBqdUdoqxU5LoH7HR/D8SyjWkiFYtjP7eFtZA6odbF885NHw52ed/2P+UnfkZu/Mha1GT7aTHWtykHzZAQGZKDrMJD6fH7C2GfD055H7zCC0l3SBFiOQZwOPqZ9GXkwP+zf6nPJmfsbs4ox82uZZ0WYta9KPl2BVH2fiZsb9pHqGEoBumdEheE0xVTKqMB7Mj/t3hF3w1OcABW0mXvxi8wz8a3KEXNmgG0ZX4g68TP0owBfjsb912p5R4gduxTDqlacjmVrtuI1ScnsyYz7ys9MnxlDgOGaw1SRvRSv7cObDG4uzrP4SXlbMkCGiEIUVdjTqcTfns6AglJGuNRm1e+2KW7HmzxR9Dn/ePJURd9WuFEff6A45nc/5weMjOeMzhdMZn8ph+khJrzSBNGaQpkdZE5wyFjbUYV5viGsuiKpnmBYUxCAGx1qylDdrx92vQ+bbDLY1/reP0bMY3D445Hc4IAkWv22B7q8tav/lC1fjNT8SyaqdzV00sVL4lb0U2rnlXBDyjhOdyD6Sq+7jqK5x5BK7wvlb6A4R+F+Sa/xIJiLgm/2qcPUCYCGcOuNLtTyzb+pbcLweu8u2Hr6yCuGfXggq/6ahbcZaHwLeKBiKgF3QRqaQTtGkHLRIVk6q0VpBS9Zf09zDn1RkDoYlUSKzip9yI1dgSJduEgJM51hVodUxpTsirJ4BC1WApCm6RBu+jngMGQgQokdbO8C+3JfCVpxmRvkUc3CFUWwRqAyVifFVsRFjdYFF+yaz4HaUdkpUPa+7UBpG+8cKYUsQIqZAiRMkujgLnSvLqCZIQy8Vyz1cLh8NiXEZlR0T6BlHwST3vzWfmHVXXWZRfMS1+S2VGZOUjArlWtz1ebh78tIrp3xef0c7Jq8fMiz8yL/5AaQ6QIiEO75IGH5AG7xOozXpj9v1mtGdmxmG+T6qb9MMBrv6crFRMbUVhvRfRtJqQm4xIRrR0m1DWz9n6mm7pFhvxFmflKQKYVVMOs31CEdWVj/CZsZ8P/5y09d3g6XN0NXa0RWlLhuXpytNqPdqkE3RfqDJZZ6ic8UbC5SmjcohA0NBNGrqxUve7KOZmylF+QFO36IWDmv/4/JoUTMsJk2q88qxq6XYt0PF2ZdHBPzebusVmvMVZeYIUgnk14yg/IFaJf3/UVdbbsfTFuggAShGgZFobXCusm5NX+yjZJpBtBHplriyF/t6v3+8zXF1tz6onjLK/RssWgqB+vyVSxF65UPaJ9DaB7MAl6/q2wuI4zacc5xO+mR7xzcTvT6+nPe42N/hZe4tB1KAV+K6Dwlac5FO2kw6PZic8mJ6wtxjyx9EesQp5v71FU8dPxy5mnOQT7k+P+Hp6iERyLelxt7lej91cjV2uxu76sWfHq7FTFfJ+e5tmcPkzRohn7wOFrchNxc78jC8m+3w+2uMonxCrkDvNNX7W2uLd1ibrUZtIqbdaHf7xgimoNzIvvwGFkaarGzSbMddu9Dg9nvLwwRHDszlnpzOMsYSR9mBKenDmnPMy6t8hoynwFZRGGNCJIsZAVlXsjif83e4e3TjmvUEfGQTIC4CSo/bHWvK/Xnsmf3+jGYV8sL5GYSqO5jMejUYczWfMygKtJNOi4JPNTT7a3KAbe7GK5Toa5ygqw6wsmOYFR7MZT8ZjpnmOEIJBmvLzLfn3DkwBWOMoK8vJ6YxvHhwxHi+I44BBv8HWRod+v0Gg3/bN3NbAKOPKstuuArfwwAiHV96LayBzvp92jjOPcdWXOPOwrkitI9RtRPQvEdE/56n4xdOKEAiECTyPSqZX5HKJmu8U8/R2WdbzvIoJY60W6Ir6vOxzv/ObFiU0sYpI1CZb8dZKeMLWbUtwPuEiVn+/FPAVQiDxwhPP3k08mFKiwVIKQBkPirTqIIREisi3Aapt4uAOWvZeWAP/8FdXaFURCDRJ8DP66X9JoOpMbf131mVUdsI0/ztKc8yi/IrC7JKVPdLgo0tG9BuyJd+KeoMdqDUPkl3xxu6fcXCXXvpfEC6BzGreOZWdEBa/oTQnzO1nFGaXRdkhDT+8wpo8zeRbl1OZIYviC4aL/4GseggOIn2LTvwvaEZ/7itSIuWHyGZPyjG7ix164WAlw38+SleufKXG1ZDC5nTDPt2w5zl7LBmgkrbusB1fZ3fxGIBhecb92ddEMmE92rzUJHcZy6y3w4FQ5+pSklY99rgc4pxjVJ7xeHEfJSQN3XxBOc84S24zJtWYk+KIYXlKJGPaQYeGbhGrBIG48Jyn1YS9bIdu2Oe6exE4V65itlqTEbnN6IZ9emH/mTV5myEQtHS7Xu8nCASjcsiD2TdEMmYQrhOpV3k0OqwzWOylVSwpIgLZQtata5Wdsqgeo2QTqRVSJFhXeEAh0h+sve1thljxrcBRMS1+z7z8giXnVNQCG4HsEaltmuFHdON/igoalygHvr0w1nKQjfliss+D6TH72Yj3W1t82LnOz7s3+HnvBk0drYCGxTGvCobFnN8NnzCtfsej2Ql/GO1gnaMXNrjd8LxZ4yyHizFfTPa4PztmfzHivdYWH3au+bG7N2gF8Ytjl3P+MNxhuuv5TX8c7eJwdMMGt5uXc3JF3c2xfMoVpmJUzPlqcsD/7+AznszPAMetxoB/unaPn3dv0AsbJPrllgZvIr6Xd9VaizWO+TxnNFzw6OExx0cTZrOc3Z0zpBT0p016fQ+KrjqmMY7xeMHp8YQ8r5BSMJlkjIZzskVBq5MSRQGqFgeIQk2aRggBi0XJ3u4Zf/zDDq1WTNqMSJOQJAmRr+CoLDc1oVZca7V5dzDg/tkZO+MxJ/M5QghaUURpLWkQEOvlhw6s9Q+HNAjoJQm9OKaXpqTBxe0FxlrmZcmsKFhUFYuy9JWHc19PRiPun51xNJtRGoNxjtwYjmcz/nh4RGWtFzWoKz7L/9dK0YtjOnG8+tmPqUIWac12q0VWVeyMJ8yKksPplGGW8Xg4ojSWSZGzP53QiiJaYVRLqQtKaygqQ1ZVzMuSYbbgcDrDOEcr8qaPWfmna6K3FMYwxjKZZkxnT0n548mC8Tjjq/uHHJ9MaDQirm91uXmjT7sdEwbfx8e+Ajfxynovqxy4c9Lkbo6zEw+qROgBjEgQz3k0QeEBlD30x8CB7HszXnULoTw36KKNqDPqnCDFVZIpCkTDS7aLCM/VmoM9Bjev21ouO7W60ubmOAq/JoAWilbQBDXAOItE0Ko5JLr2l7p0zOeO96oHhK8SBM+IZUib+mrPyrtLrVrtpEhQsnHpeK8KLbtEwW3fMqhv1EabT4WAnKtQsk1pDtGyjxQhxs4ozQnWZRfOn9XmXC1Puv7d1Tk3r55321fT6nkHsn/BvFuU5hit+sgq9Mad9gTrFi8fXMhazdFg7Axj95mXnzMvfk9pDmuO1Duk4cckwfuEatu3Bv1AGf3MLhiWp+wunpColKZu+epK3UY6LcccF4c8mj9gUo7RUrMebXAtvklDN59Wj/CgZsA669Emm/E24NjLdohljJKKtvamv0p6CwBX8/4qW1LYAoup5cZjekGfVuCNW6XwJr3Xk5ucFMe0sx0ys+DB7Ova76qioZsEtWiHxbIwM4blkJ3FI86KEwSS9WiTW+k7dPRTM96LwFRmMobFGXuLHVLVoB10iGSEQGKxzKoJx/khjxcPGZcjlNCshetcj2/S1K1z19HTunTlzKot0cvIl7V31twDGud/lpkFs2rCuBytkiWybnn0SZdl5RBS1WAQbazW2wEH+S6RitBS0w16fr2F9mb1q/WuKG1OhUEhCVVINxjQCbovrIUQGklCpDZphh8ghGJefk1lJ8zV1yteZaj6pMG7RHrjjV2blZ1SmGMqO6SyMypzRm4OWFSPyc0Rxs6YFp9yPP/vWLYihmqdUK2jZOMFpdJvG74NuGBRPWJWfI51GY3g/Ro4npfNX/JjDaU9Y1E9JKq2kDImVAP0K2013lwYZznJp3w9OeQ4n1DYin7U5OPude61NtiM20TPeas1dEQriBmXC7aTLif5lFEx59HshNN8SmZKtJBY5zjJJ3w9OeI4m1BYQz9q8HGnHjvpED83drMee1pmbCddjvMJo7Ieu5itxtYXCFLI2jbHOMusKhiXC74cH/DZeJfjbEIkNbebAz5ob/Nua5PNuEMg325FahnfD5gyjqI0HB9N+OqLA775+pDHj07Ial+o0XDO5laHre0uN28NaLZeDaiMsRSFYXfnlN/9+jHDszlaS6rKMJvlNBoRm9tdNrc6pGmIkIIkDWlXHljMpznffHnIydG09pnqsbHZIYz0K8HUMmKtud3r8vPFJtOi4PFoxDDLmJcl4yzj13t7NMJwBZSscxTGkFcV19ttPt7c4MONDT7Q+nIw5Rwn8zm7kwmH0xmHNWAqjaG0ltIaTucLjmYz9iYTsqryEuJlyePRiP/50UO+OjkhUKr+kgRSEihFMwz5YH2dJAgIlLqwgvZDRiAlvSTBOfjLGwWR1vz1kyeMDw44WSwY5TmPRyP+6snO6pyWLZPG2lWrn7GW0loKY2iFIbe7XQZpQmn/tHlt1jnyomJ3f8iTnbO69VXwZPeMnd0zHu+cMplkXN/u8clHN7h7Z500/p4UwVxRy5CfIZ5TX3sxyhp0TMGNgapuz2v47zwHplzpX2dHvtojAoTaROg7iLqN4vJ5ZeDOPAhz5gqJf4WQTZzsI0Tsqzt2Anbfz/dlgMwVfp5uXFfpfOtLIAMGYZ9udGNF9wllgJb6rWfP3naEep1G+DFRcMO3Ab0AdlRN0E7Rqo0UKY4K46a4q6grvqUI1DqN6CMifaNuZXzJvGUbKRo4KqydYl9RoVxyJxwVlR2yKL/gbP7fU5gDBBAH9+gk/4pG8BGBGtTr9sNdB4XNmVYTHs3vMy6HdMI+3aCHRGJcxWlxwm72mJP8iGk1phV02I5vcDt9h7bunDtvQaJSlNBsJzd4pzzlINvjMD+gtDmn5Qn9cI1+0CdSSV2JNeQ2Z25mjMsRlStrgLDOu433n4IpPJiKZMRhfsBetsO0mnB/9hWTasKwOKUb9GgG3oqiqFsBD7JdTotjJtWEhmpyM73De80P6YYvV4AsbcHMTHi8eMCkGtEN+nSCHlooKldxVoPPk+KQSTWmoZpsx9e507j3AiCxuJpvtmBhFlSuwjhDYfNV5axyFRa/FrNqymlxipYBWmjPTZMBgQyJSVBquY3z6x3KkK362PvZLofZPrnJGRan9MM1euGARCUooWvBjKfrXdichm7SDfu823z/YjCFN0ZOglt043/KvPyaefklk/y3/vciQsuUZvihT668QTBVmiGT/PfMys/Jqsfk1SHGzTB2Uhvn5pwu/h3T4nOkCJCEtON/RDv+FbG6jtRXS9ZfHA6cwboF0/z3HM3+38TBbbrxPyXSW0R6y/MoEThXYV3BvPyKUfY3FOaIWfnVikP1Ku7pmwyL4ySf8mB6zKhYIBFsxC0+6myzFrUuBC1aKFIl6IUNbqQ9DrMRu/MhR/mEYTlnVuWkOsQ5x0kx48H0iGExRwrBRtTiw842G3Gb4IKEkHpm7O7TsbMJw8JzhFMVXgKmJIFUVM4yKuZ8OTngfzz4rJZAh3ea6/zz9ff4oL1FP2wSKo38nu6lVwZTrpbhOL91EOJZrs/aeosPPr7O1nYXfb6NqBbpUloRJwG9fgPnHGVpaLZi2u2ERiMiDD2QUVqytd3lw4+vs75xGfnWK+l5ufUIU1lUfczlmBubbbo9X50Swqu0JWnI5laHu+9t1KptiiQJCVaqfldf+FApbrTbFMYwznIWZckkz5nkOWcLD3DC57g8S06LlpLbvS5lVb203dBYy+liwYOzMx6cDXk4HFJZS2mM/24t87JgWpRM85zSeoWwoqo4mc9xx7A7nhAohZYeSOkaUHXimFYUcavb9ZyNt6Ry8rqhpERJSS+Judfvo4UE54i1ZrhYMMwyFlXFOM8x9Xk/w0Orx9BSEmlNojW9JGGz2WSj0STWGusclbFYa70cuRQr6f0fczjnq5xFUbF/MOKPn+9iax+s45MpxydTnHPcuN7j3jvr3Lu7ztZGhzDUL5Vvf3MTLGuxhyOcPfZS5SJBiGfbKh3OV5nMHs4cerAjEpAbvtpU9+W/PATe9DfgMplbV7fZOXuEqx7i7BFXkkYXCkQX5CbItj+Om+CqJ4jgENwYRwOIzt0Ll1ypCc48xJkneIVBT86WQqJljNTNVx//hTP9cV+XSrSI1DW07NatLs9zXetKGAFSxHVlqvA+VFfm1r35ULJJqK6hVa9uK7xk3uLZeVtXwJW4c5aiOmDmfs28/JJF+TmgSMOfkYYfkAbvEekbnrj+A3NMGqrJRrQJwKSakNuccXGGA6q6xW9YnmKxrEUbbMXXuZbcZBCuE6unao9CiFp9T7EebfJu830CGdYqlpZhcUpuMsbl0KvG1eaoxnlO1sIsvEKgCC4UGQllhBaarfg67zV9G95+tkthMg6yPUblkESlCASVq5ibOeNqiMOxEW2yEW1xI7nNerTpeYkviVQ3WI82EQim1bT2gxtCvSazasqwPMU4wyBcZzPa5lpyk7Vwg/i5sUtbkJuMg3yPg2yfyhUY5/3nSldwkO16dUJbMq+mHBcH6LnmrDxGCV2reIY0dJNr8U1itXVuvTUaXyks7M8IROifca70Qh02Z1yNCGX43HoXZGbhx1iKcFyyLVnyfUK1QSv6BCUTpAgp7cjbH6BrNbveM95oUsQkwV0qOyfSt5Cy/cLzYBmR3qIT/QWhGhDrazUXyX82lIzRskUgezjlcPR8F0DdxrxqCyao+V3Nmt8lsM6gZJ9G+AmB7BKpawSys2rZOx9KpjSC9wFJGtwlUN36/RuRVfvMqwek4bu0oo+J9LVa7dSv3RJMOVcylZ9R2iGVHVGaM+wrk4tvNqxzTKuc42xCbksiFdAKYgZRk6aOLgQbvlNJkeiAXtigGzTYY8SiKpiWOdMyQwuFEoJZmXG0HFtqWkHydOwLNhursVU9dpiytxgyNwXTKmdSZmghSXgx8bvcPx9lY343fMJXkwO+mhygpeLd5gbvtba411xnO+mhpfxeKlLL+FaVKevcSrRBCEDKZzZm997dpN9v0u7EhNHToaWUhKFgfb1Fmoa8c2+Doqhw1nlAEyjC0MuUJ0mIDhQffHSNa9e7dPuNCzd/3kNKc/16j3Yrpqzs6nXOudoANSZJwhXIWvoIvff+NptbnZXARRx72fUo+nYy6aFSbDX9plwAgzTlq5MTvj49ZZRljLKMyloqa1F1eTLWmiQIVip1zSh6qVSjcY7T+YIHZ0M+Pz7mi+Pjp0aI9YVl6mNUdTVmKb08LQoKa9FSetbIqpXP/38vTnh3MKAw5hlz3B9bhEqx2WzSCAL6acKHG+t8fXLK16enHMymHE5nzIqCWVGs1iVUikgpkiAgDUMGScJmq8WtTod3BwPudLv0kxRrHVleklcVUaAJtUYrL53/Yw9Xg6m9/RF/+GyPqjJUpm7plIKbN/rcuTXgvXub3L4xoN1Onk1yvNXwRrrO7CPMEzA7oLY8OHomLJgdXPG33h/KVSC7CH0XIbfgghuqBzhxXbVStcDDAuyUSwGSW3hAZx7hqj/6+VzpoRaA7CNUhhM9P387AbfAVTsIc1ADvyWQgyUXCnuKKz+F8nP/N/8AwldvOnWrz0uuNSHqtj2Jb508b+36/YesjYSlSF5KDvdgVq5aDj0B/RVeS67C2ozMfsWsbu0rzTFJ8C6N8BMa4Sdo1a83dD98Qmsj3ubnnT9nXI04zA8Yl0OO80OvlkeFQBLIgLVog5vJHa4nt7iW3KAZtC7k2QgEa6FXk2vpDv1wjeP8gOP8iLmZMSzPsM54kYmV5H9IJGNauu2BT7xNol5sP5VCci25QStoszZ/QCfoclqcMCrPGFdjTG20LYUkEF7+vB8OuJHcZju5zlq0SVO/WuVuPdrkk/afrcQ5RuWQ0/yYwuYYDKKuOG+Em9xI73AjucV2fIOmbqGeUz7LzIJROeSr6ef8fvTrlQS9q0FmZhdkZoF1lnE1IrMZJ/kxgQxrfqUiUhH9cA3dC9iIt16Y7yBaJ1ENWkGHXjjgKD/gpDhkXs0Yl0PMcr3x7VR+bfx6r0cbbEbbNF6R7AlkDxnERGqbVvhnOEqcs7X4gqoTFE/5L1q26cT/lDh4DylSpGwgL2kpboYfEtRtwFp2a8GLkEB2aYU/Jw3uYmxWi9HU6q6rqPmxfpNKIDto2cGhMK4i1Dfppf8VgWyQ6A3P/7pAWCeQffrp/5qO/Uu07KBkSmXHFOaorqQbtOySBndRsl1zLP3n17f9aZRsoWWnTrq4er5X5BC/oXA4clMyqTKcczR0SCwDtFArNdnLQgtFQ0c0g4hAKjJTsqgKxmVGqiNiFZDVSnrOOVIdEil9pbHVcmzt7T7KKmdeFUzKBQ19cQeNcZbClnwzPeTT0Q5H+YTTYsa95gYfdq7xYWebXuiF377vxOOVwZSpLPN5Tp5VSAFSSZI0JE6ennSv36DXv+CGJ/3FnTYi0saLmQhXq4+5GqwZY+n1G6ytv1gKtda/xtaGqkkS0mjGL6j9XXrCWtEfNOkPvn1W+PlQUtKMIsK6wtEMI3pxTD9JGGUZwyyjchZjHUp6UzKv/hdwu9PlZqdDP0leCmQkkAYB/SRhu9Ukr94cz6cVRXTi2PtlPfe79bTBx5sbbDSbLMqS9wYD2lGEkvKZrG2oFL0k4Va3yyTP2WimvDcYsNVq0Qh9Gdi4HONyLBotFdutFn++vc2iLIm05k6vRxIEdZ+457L4zJLCq5FJmmFIojXNKGKz2aQbx/TSpG59nNZgqlxdF4FSNXDVpEHIIE3YbLbYbrW43m6zlqYkgcZYy2ieMZnntBsxrQQQHlC96XDOkRUVWVEShwHxOUW91+Gq+WqvpNWK2VhvUVWWqjIr7t87d9a4984G1zY7dLsp0dtW8Ht2diA0kOOqbzzwsbdBbtWVJlnzljJc+Xtc+WucPfSiE2rDq/KpG1xsVBr6qpVa80IS9ghnTkA+gGoAIsVznZQHZ1S+6mW8sa9v9bvaA00gQSQ42UOoGzj9DpgD71FlvsGVfwvqBkJu45Zmw66oz/sLL8Fu9/EP+4hXVzH+tEOslL6eEw25+NW+JYYXuWDfd/gs9tXmLYSss4nPb+IuDusWlOYY700z9wbGtUeVV/ZbVuV+GKPX56OpmmzG12hULQLhvZxCGVHYHOssUS1JvhZtcDO9w0a0RbNW8rsohBCkukGqG749rOZhparBuBoxq2ZUtsTiPF+n9nxq6hbdsMdmdI1+uPZM1QsgLyryqiIMErZqj5xABrSzA45q4JBbz8PTQpOolHbQZT3a4EZym7Vog1jFl877fDR0k414m9wsCGRAohLOZERuM6yzq0rRWrjBzfQ2G/F2rZ530dhe0EWLgEjFaPfsfblFm/W6Mng+rPHdPMKBDDQq0MhLwHei0rrFUhKrhMgmuIUidGMqnWNEhcMhkb5dUMU0dYtO0GUj2mYQrBO/wmRWyQRFgpUdghX/awleFVJopNBPgSICJ9o4oShciTMljgXOKeb/iJoAAECiSURBVLSM0CJcJcSV7BDpFIv1wM95bycpAkK1jhB+fZyz/rirz6GrgblDixAtwloN0pGZCQszwTiDEQOUSDAuRrklxeF8X4s/v1Teebr+rsTaBTiDozpXDVvJAJ2bQ4l1OcbNsG6BcxWSsE7WfM+Ja+etNwpboYQkEAp1icr08+FVZpU37RXCc/vqsUz9DDX22bE9kLri2FIRSoWsnwOVNRTWXOrTujAFJ/mMyhoWpmBSZitvucJWq3lZ5753Ybcr766KsuL4cMzZyQylJGGk2djqPAOmXjeW6npVaagqL1keJwHqgrGtsZSl8a+vLEHgWwflG3BPft1QQtBPUxIdsNls8POtTQpjKIzx7Vi4Ws7RKwB6FcCQThzTCMOVQMVFEWrNu4MBgzRlWhRMizdXIg6U4lqrReuC6tgH62u042jFwRokKdfbLaLnuFVpEHC332eQpny0sUZWlXTilG6c0Ik8YT83IxbmmEj2ifQaf35tm41mg6oGmWtpSi9JMK6gsCMPhmSCEjFSBKsssBTCHz+OV4AtKyuyqlxV5pamcKquzmjh2xrDukqV6IA0DIiVRknBIi85Gc85OJuwZVp1a6GAtyDSYK3jdOKPtdlrsdVrXTkJ8HysgFQz5le/vMWtG/1VkkErb0zdbEReXCUO3wo4fPkEY98aRwNXfg7VY9C3cOoaYsmDskOcO4PqG1z1NeBANL2IRPAL0LcuqGTh2wXVNQ+iRBuowDz2whAuw9mjWgUwBjvDuan/ffXI5yzlBg4B5qqfJenH0u8i3T/z3lb2AFd+jrNjhLqF07cRhB7A2QnOnYI59qDLLur1cGBnb2qFf6ThM7I+EfKnE6IWiXgbfjCVHWFdQaAGaDVAiAjnKip7xjj/j1hXoIQ3+RTnsts/VAghUXVr3lq0sTLFXQolyNqINlYJDdXwZreX+DM9Hw3VJIgCWkGbG8ktSltSubJudXcrcYWn7Wze/ylSMcE5ERVrHcPZguPRnPVug7VOg27QJ5IxW/E1MpNhai4S+O2ulnpVnUpVg0jFL/WjemZN8GsyiDboR+uUtqzXxNRr8hQcNVSz9oN7cU0EglSnBDLgk84vuZneXql1viqKomIyWlAVhkYjodVoshm+CLrOR6obnhuFws4TZOTodBOC2HvVgffvWrZTBjIkEjGRiGtvsFeHcSW5XZCbKZmZ1qA2IVINEtVCiQDjKjIz5azYZVwe1sbKkOouDdWjGfRp6gHLz15pM+bVmNIuKF1OIGMS1SaSKVpGtf8VNa9sTmn9vdxhKW2GcQVN3aeh+9j6OpiUx5wWT6hqYZNYNWmoLg3dpxkMCF9h+yAQSBnXxuYa6woKc8qifESsrxGqdXz621DZM3JzyLz4inl5v77+PiBSm6hXGJ//2MPz0i///Tl7+9cb/CUxKhde5CJM6UdNQqmpnGVYzvmb0weU1tSVtLgGgN8fLvhWlanpJOPkeILWkigKiJOAOAnRWqK1QtbS40tEulTxM8ZnzIUQ6EB5db16E+msF6eYjhfMZ///9t5rPY4ly9L8TbgMDU3NIzJPpayqrv66p7umum/6CeYN5maeb67mFXqmp1rVlEh1JCV0IIRrM5sLc3cAJEGCPIcpqmLlh+QB4GHu4Qg3s7332muVNLXBOhiNY4yxBKEmCJTfJDuvCLhaFFRVQ10b4jhgNE6Ik4Ag1Mg+KHCX5zampxQq7c8trwQPpvHHdJ8A6xzWWJSS7ZitmtQNn6CucjIMQ3b5cCWsN0FLyd5wwN7w/cft6CeeitLgsG0ztLyyabCttpDxbh7Wv2Jv6HuLaH/np5JLGlO3AARKsJ1GzBJFYwXGVWgZo0Tks1I4KrtkXT9HBopET7k3Trk3Tq9chx+zsjm1zXBYpNNtltj1mS2wSAmRdEQqZDsN2wrWZbXM9tmx7nGWyPaYy9L/JYx1rPKSs0WGVr40nBUh66IiCjRxqH0WRwrKqiEva581aamkUeCrWEoKGmPJypq68Qu4FMJTBwP/HuvG8vJsye+en1A3BiUlcagJtBcG0fr2IiCdF5eKJA/vb/Pw/vb7fDQ+PsQAoT8BMfQy5vYEmhphjlpVPAVujrPnrfBEDmoPIfcR+kegHyPkNvCGTZoIQW6DeoDQj71nlFuBOcKhvYKgSPyXy7yanj3zvVnqIUL/GEzqr0m8o0+y/3tECP0QsDi7aJUES2h+h7MX/vv+feVe4ALRBn4xuBLnFrxJTv2qwhftf3WZzmueL4j+99e7p/54VDhFR9971339o4NsK04foyLd4KhQckQa/Bhjc5QY0dgzyuYJkpBI3/d+NGq/F1H5Q/1NW5cohnrEQA9vHXB06Ojnl//S91trqRnqkCGeddIYS2M8Rd/Tky/3Btb6F0rh2wkcvoe4e918VfDi9IJASyaDGC1ixipmqn0i7arnYGOsz9VI0dOg36cvtiWOMdTD9p58WLJNCEEoot5w+G7ywO+TWsZNv2Y7z+hR2q9tzkGRVZytlpSyZhylDJKY4EoitktKm9r2Fy2lIlVD0romXtQMRhH31Q5pHPf3Qyl/r6x1NLUhX5dkVYONBTamb8V4FZ0nVWFWLOpjSrumsSUSRaj8PBfKTuiiobYF6+acefWyDZr9HkSiiNQAv9b7sStbkJk5lcloXIUUiqJZkuop42C3F91obMWiPiIzc7SIUEK3wVRDKFMGbaXKuJrcLLioDjGuBiG8YTOSQCbYW/Vret8oLccEaptI7WNdybr+tffPUyd0wVRtz6nMMaV5Ac6g1YxQ7xOqvdbA/PcI4el6gfT76Np5Ya7uGYWb97a+385QW68uKfD+qoHQfT+Skq+O3e4p3zG2w7V9/37vKbi8zpueTdNWoIZBwufDfTJTMQhi5lXGs+yMUGrupjNSFbIXjxkFCZ0o2cfGB80IxjiqsuHsZEVdG0bjhNEoIYz0tV6ppraUZc16VbBaFOhAMZ4kJKkXfJBCUDeG9bLg+ZMzjg8XGOuNKKczTxmcbQ+ZbQ99wNMYTo6WPPvulLKoMdYxGERMW3rhbGdE0lazjLGUZUORVSwXOVXVMJ6kjMYxQagJw8tFsyhqsnXZTt5QVTVlUZOkIbOtIXESvjUS/+OGxbiSyi6wrkaJCCVitIiQIsC4GtPSTLpyOM6hZUIgU6yraVyJFKo1sKQ/9nID6KjsikX1LaU5J9V7JHqXSI7RMqW2a7LmiEAOiMysLXM7tIjRMvUhnbNXAiE/xV4N+Kyr2uu0l9eJI5Ap+orcaWNzSnvR85KViAhkipIhEs1lX8t11MZydL7ibJEhpURLwd2dCfe2xyRRQBwGvDhb8u3hOUVLJ5wOEw5mIyaDmDjUrPKKr16ccnyxRgBxGHCwNWJnPPBBZWP4+uUZf//1SxZZycW6ZGuUMBsmTIYJ02GM/CPuXXsvyCki+AWoRwjzHGdegD1sxSiKtl+plUQXIwjuIPRPEcHPEPozEK3Ywxs35ApE6qtT4b8DMfF0OvMEyD39ruvHESEQIuQe6J8i9GeI4MdQ/Vec+RJ6efB3QXkTYK0RlCCHbUXta6D2vVgoT20UKYgRQj/wgaEz0HwF5msfiL0BnvLVtB4vBiV887T/WY03gNT90T21RHT+RX+yE9Q/e2g5IdB7DMM/Z5L8B5wzlOYZWfWPLMu/pTTPWBb/GetyxvG/Q8nhR6mQ3R7fK7fsN1WNt6ao2z7OzsphEIcM4tCzYR1kZc0yKxBA1FKf41D74KFqcM4RhxqtFca0PcEOqqbhYl1weL5imERMh4nvdRWSKFDEYdCv2VVtWGUlxjkCrYgCnwST+v3n2o9BRjWNpSobmtpQ18avcY7eH1Np6QOdxjNyjGnXNnW9Z905yFYlywsv1S8ExElIMohYrwrOjhdUZcJ4mvZtFTpQJIMIpSR1W/l6+s0J87MVO/sTdvZGDCdpb7p6/V4YjDMs6iOeZv+AEJKx3kXLkMZW1KLoe+H8/Gba/UbTC5Nc0gG7HkSfOG1sQWGWGFcjhGLdzFnUhwz1Do+Hf9kGX1DYNS/yX3NafsckPGCotxHQJnI9Bc/h+r2FcbX30EIjUf2/tyOEib63chj+BJOuMHbNovzv7b7JH3Np5+CPH0Y/I9EPGQQ/IlS7b+zP+pgQCGIVMA4SFnXBui4oTO1bUJxDvWVz6yXIS1ZNQe0MUggSFTIMIkKp/GdMBUyClEWds2rHrluq3tvGbmw3dkltvQVC0opjhDfYg4x1wk484hfT+/y7nc9pnOFFfsGvFi/4H2ff8iKf819OviI3Ff9m+1MGrQjG74Pw997BlM9eNOTW9znVtaHIalbLgq028OmqCet1wfxszWpZkK1LlJKt/1PCdDYgjAKa2pBllQ+SnpwCPhtjGl8GTtLL4KiqGi7mGS+enlMUPvMxniRY6+l+o0mKi32Gpyxq5udrFnNf8aorQ1nU5FnJdDZAz9I+Wl1eZLx4PvcczlBTVw15XjKZDRiOEqLY/dFkft8P3QRWUpsVtVsj0GgZE6ttQqGp7ZrKLPqsuA9aahK9hRIhjSsozQVKhERKtrzWtnokNALpS+tmzbp+zrp54TOQIvHBEinGFZT2ov/CeU5xpCZevlSotp+gprEZILDysrpknaEyS2q76nP3XQCY6B2UjrG2wdJQ2QWlmWNsgXUNoRojhEQ6jRM3b0+cc2Rl3S9UQtDyimGUxoySiKP5iu+OzslL/9lb5iWNsZR1w/Y45SIr+PbonGcnFyRhwHSYMIhDRkmEw1HWDfNVxouzBUkUME4jAiW9/1kTvkmw6tZwrex+bY3nISvVy8J33gwf9TMsAh9EyO22h2iKCH4O+nMwD8A8heYfobG+kuM/JXhZ87ug7iGCP0cEf4GQIyC+sUrgg3GFk9v+HHJKJ6PuK10XbU+Ubel+E4T+HKG/8F5U+hG4DNH8E2BB7fqA7i3ToRAKxBgn0jbTNcXJqa9G2TN/Xto+MbmNUHcQ+ieI8C/ANTjh349AeCrjlcZrT03JqWyGa4MpKQJPj7EltStQIkCLqK9WCSGRaP9z+X7UMNFWmS9fY4Gm3Xxs8ENDypRA7RIHnzAIf45AE9mHCBRV85SieUJW/wqHIVT7aDlDy/EVT5w/rbXHOssyK7lYF1RNQ1WbXvyobgyCLhAQFGXNxbrAGItWklEasz32a/My8wJOUxIiIC9rqrpBKR9crIuKi3XBfFVwsSr6AG0yiD2t2QqaxrDKS+arwrMBlCSNQmajpFdu/UOv7XlWsTjPKIvKC3M5v/6kgwjnHFEcIIR/L0VeUZYNo7G5UsVy1JWhqmqWFznzs1XfMjHbHqIDRVnUrBY51joW84y68m0VURIgpSRO2r3YquTls3NePjvHOYiTgOgGOw1P0LDkZsl59QwtIxI1IqCT9n/FE09AF2xIoQlERCgTIpmiun7Tdidi2kqWcQ1ahmRmzmHxFUWw5m7yRb9faWzBvHrBcfk1gYwZ6BmynRP9/uRqP5MA4SthWoSEMiZUCVqGbxWdubx+79knpFf3k2iW1T+wrP6exi5o7Mofh/JVZjkmVLsMwz8jDT4l1vcJ1OQdZ/nhIYVgGMTsxmNK01CamlVdcF6tUUKS6vA1UnbnYVqYmnmVcVHlWOdIVMBAXYpGgGOoI3bjEYWpKUzDqimYVxmhVKQ6unlsWzOvM+Z1hnWWWOpekCK8oW0n1SE70YiHg21+OrmLFIL76QopBC+yc57lc367PMTi2IvGTIKEURCTtIIWHzOoeu9gyjSG87MV+brizv0Zg1HM0+9OOT1Z8rNfPmAw8uXjum548fScr393iBSC8WxAnlU8+eaE0Tjhi5/dY3t3RFNbTGOoa5+Z6WiAWkt0IHs6nnUtZa82VHWDtdYfq2X/rxDCB11lzdnJiq9/d8j56YrJdEAUBzz5+oQ8K/niZ/f6jI9SkmdPzvjb//w7huOE/YMJQejpacOm21j/aS1mHRwW4yqMLbE01DYjb05xWHainxEECVlzyKL6Fi1TAplSmHMKc8bUfUogh5RmzrJ+SiAHCCTGVWTmEBAkapdADvBUwS7rdFVA4voE1diC0pxRmRWFOWMU3G/PO0AAxlUUzQmuqzjJuD/nqnlO1rxEC19lKppzKrtgxhdEakJp5uTmFNM2dJdmTt6cMdB7RGraZvBvhpKSURKRxiHDJGQQBRzN1/zTd0eM0pjpIGZVVARKEQ199rQ2lm9ennGxzpFil9oYqtqgpeL+7pQHe1N2xgOmgxgHlHXD1mjAbJTyaH/GLz45YJhEpFFIEgUf3D8F/vk4zTMO1yv2B0MOhiPvd1YWJEHAJIrQH5M/LEatz9MQpz/1QYb+3FeNVISQY6/mF/yVr+y4Gk+JkD6wEEOE7IKa21aLAh8oKQXRAII/855WrqRfyPvK1AzkrJU3DxD6c0j+N/xndeqDwFsZKUo/jgh80Kd/DK644qXlqX3IAUJsgdwFrF+E1WNceOGvR33Wj2idYVUfclE/R7Z0M0+TsNQ2o7Y5WsaEctBvEJQICdWASI5IxOxK1erdEEIjRdz2NgmcqzF2jXN5S+nd4IeFuFI9FEiZELBDEvwIE1+gqr8nr39HUX/DsvgvONcwiH5JIj/5Q1/4B6GqDU+PL/j6xSmN8QmdruK0yhPWReXnvTikbCstZ8uMk4uMrXFKFBwQaMXh+YqiqnEW0jjg8GzJIivZnQ4ZpVFv11JUDfN1zjIrma9yHu7NiENN1RhOL9ZkRUVZG/KyYlVUDOKQz+/toNWIQCv0H1i59ex4yZe/ekGelZjG72uiOGA4jsnWJeNpymiS0tSmTU7nxElAOry0Yzg7WXJ2vKRu2x/OT5acn654/Pk+23utabCAqqxZzDMW5xnz8xWDYdzun0a+8mcsTd1Qt1VBKSXihnVJCIlCt0IPkZ/HmjMkinGwR6InvsKORIuIUA6I1ZBEjQiF76ka6m3GwR6BjOm2ut0c6Nf+mqrJyZslTZsgtVeSPoK2V00OmYV3OYh/1FbxFbEaAgIlA4SQbQ/X0FP7RMxAbzEKdknUuA3mbgvhlQaDAK2mDMM/a4Vk6va3gqt+UoHa8smR3ze9r4UUgp1oyGfDXVZ1wXfrU47KJf908ZzPRvs8Hmy/pmJtnKUwNWfVmqf5OYfFAi0kO9GIaZgy1BFaKoyzbEcjPh3usapLnmRnHBd+7Mbt82iwc+PY5+WaZ9k5h/kCJSTb8fWxb3w/VyjvsQra97bHYidndPGCr1bHfLc+5b+dfUPjDD+d3OPR8OO3QXxQZSpvqXP7dkoUaebna379D8/Y3hnx6Y8PsNaSZxWHL+Z89ZuXpIOYMApYrwq+/M1LRuOE3YMJo3FyqeLXCQe04hZRHBDH4SVXt+Ndt4p/QgiCQPnerTjwHlVSYBrLelVyerzku6+POT1e8vizPSazAc+enPLy+ZzxbMCDT3aJ4gClJCdHC/7p/3vCwd0ZaRoymiSEre/UDxVIvSqf+/sI0KyzGFfQuNxnuM2aVf2UxuaMgnsMuENhzljU35LqPaSQFOaUVf2USI4Zh4+obUZpL7CuJpAptc1Y1k+RBIRySECXPfXKVl1flhLBa9ke6xqMLSnMGav6GVpEjMIHaGIEGufqlo5oaGyGdTVORFhXkzcnLKunnj7ImNyckDWHpHoX40pKuyBvjjz3WUBhzsmalygR4DDvpEJJKRgPYnYnA3YnA7ZGKeerb/jm5TmjNGI2SrzpsVYM4oBRGnO2zHi2zDHW8WC39p5WSpLGIdvjlP3ZkGEckcQhSgqSJmA8iBmnEXe2Rnx2d9sbDQuvZNOZOhtrPd+9LU875/oeqc6Q2Drn9+0IrLOeppit+Xo+J5CKnXTAuq44ztbM4oRhECJFK6XvbE9ple0i2/Ukduhl9Nv/9gbIFinkNZUcP55DECLFHkrtI/UvXuE8j4Bd4NMPygvdJD0thG4DoBGoO6+N/TbJaqEeINSDd57rdb8h+dZz3gjpJYLfdLzDkJs5F9XTXtWqcSWNLXwDts3aYGronysUoRqS0iCFJnLj215Few0BSiQ+oEK3FeE5jTnH2AVGpK9dadcH5Q07Pz4V9frfwV6pml1S0Jyre7qvc9ZXAFsVrS5w8dfut2i3yT5/HPjzd9cjRYRUEc49pmNxlM1LKvOCdfUPOKzvsVB7CBFe8+r5U0BjLCcXa758fkZXZhmnEeNB7FsEap906kzHq8Zwvsz56sUp66Li0ztbDETIMi9ZZaUPuuqG56cLzpc5cagZpV6YpuujqmrD+TLj6bFnBdzbnbDKS54eX1BUNVIIVkXF8XzFKInYmw7ZGqVebOj3Lc7zChbzjCffHJOvS5zzbJzRJGlFuWz7swhrfN/6xXnG9l5JVTUEoUZIwWpZcPzyoh/z/HTF4bNztltF5E5R2VpHXTUUec3h8znDUcLB/a2e+geXislKyX5f9Sb4tUMTyoRUT9ueqYraFZd9nqJTLgwJXNxWogaEMiGWQxI9ZhDM+jFNrwpo+r4br/LbtAIorYWCu6Q6SxEQyZRRsMt29PqcrvBV/lAmhDL1PV0yIVEjBmpK+A6PsVchhCRQEwI1Ieb+e732Jlyd7yxdn7iv01WtWl7jOtsbekuc2hoq0/R7gW699vfF/91UGwR9NtzjWeb3B2flin+4eIYSknEQt55Qsr+WzFRc1DnPsnNeZHMWdc5BMuFuOmMWDfpKD9axEw35fLjHi7wdu1rxjxfP0VIx0gnDIOr7q5xz5Kbmos54lp/zPPdj78cT7iUzZuGVsd9072mtffw3RCogUgEPB9v9vTksLjgqlvzT4gUWxzRM2Y1HhFK11bSPg/ceWWvJ1vaQyTTl3oMtDu7OODlecvzyAqUki3lGnlcs5hmnx0vyrMIYy8vn5+RZxXpZoJRiMc9YrwoGw5jBIGY49ka7Seqlzrd3R+weTEhS368UhAohQoajmNE4ARxxEjHbHrK7P2EyTQlDRZ5VnB4vOXwxZ7koyLOKk6MF2bpkfp5RtOXu+dmayTT13lKtoMbO3pjPvjhgPElRSpIMQqL4hzM5te2m+PeVB7OuorQLiuaM2q4ozbwVeGiueB34SS9SU8bBY5zzfGUtE6xrCGTKOHhAYwuy5pjKXFCZRU/RC2TqCVuu9H1WIiFSYyI1Q72ixBapMaPwIUJojCvRMm354QZEZ7CXIFyDuNbb1Co9CUmitxgG9/oJVooI42okmlBOKMwZRXNGY0sCOSRUY5QI3xlMCfDy9Uqhlbqy+Pjm5brxfl1KCa+WJyWzYUJwf5dxGrE7HaKl5M8e7nG2yFhmJf/wzSG7k1ZpapAQtQqBb7qKyjRtJankvChQUrQBkKC2llAptpMELRVnecaqqrx/mBCs64pl5QOneZGzqEpWVcW8KDjOMi9i4obYpmFVVSyqkkXpKynDMEQJQdmqT3aB3KBVPgzb93qe55wVOeMwYhx1Znz+3IuyRLciLKMwZBLFRG9RqPwQ+GSLayfR2z9DV2W3r26t3/Way+M/PrpKU6QGbR9hjLI5EkUgExyznvNvXdOqbwVEckQk3+zt8zZIGYEYe+8UNcW5gqL+0m/ahSZUB23lSuJc0/qljNFy7D1fblXB+yHgEzTG5ViXeSGHK7LEtT1pAyqDdQWNvaAyL5BN0gZ9Gm/gGaJE6imff0RQckikH2DCjMaek9W/ojFnZPWvCcpdBJo4eEyk7/2hL/W9IIQgUJIk0l7lTgm2J4O+d9RYy7qoPNWnqllmJYt1QdGK91jnSKKAu9tj5lHOOq/6fta6MUgpSKJL+4rxIOb+7hTwVaoo0BRVw2JdcL7MKGv/M2stcaBJIk+bu2ry/oeE0pI4DvwGWAlGk4StnRFB6K/ZGONp523FqksCd5BCkCQBo0nC+emK89MVTWMZT1MGI1956gKiZBCxf29GVTZUVYPWvu/KGksQKpKBt7uJ05DROGGy5Vk9b8M42OXR4M8p7dor+5k1L4vfsqgPuZf+jDC8WpG5THK86d5nzQWr5oR1M6e2hVfc01sEMmbdnLVUZ0lvICBEK1ByG1+hqyI+f3yweGGvvKnJTY1pxRwKU5ObivNqjbEGC+RNxbzKeJlftOa5XiVaC0kgNUkbZIAPpnajEWIMT7NzvlmdkJua/3n+hFVdclqu2IoGDHWMAGprOK181eib9QnH5ZJxkPCT8V3+cushe9Fl8k62Y8ux4Gl+zterYwrT8HfzJ6yagtNyxXY4YBjECAS1bXy1Kzvn2/UJx8WSkY75yeQOf7n1iP34/RKDHQY64n46I2tK5nXG7xaHnNdrfrc8ZDsaooTk4WCbO8n0+/+hbsB773iUVkxmA6JIs3dnws7+mO3dEbPtAUoJlouc5UXO6cmSxTzzUueu4eJ8TVU1mLYSVeQVRVEzGickg5DBIGI4iklaOefZ1rDPqgAEgSIIFGl7HECahkxnKVs7QwZD/7OLecb52ZqzkxVFXtHUhtWy8JNH6TNUddWwWuZ9P5ZWPpja2hny6JNdJrO3K+ddzSJcfSg7lvC1Kbr9T9NWBKTwct2XU8rrm7dr3wtx7XfvA0tDZRYU5pzGrqjsEuPy9hz22rkiOWYY3KO2awozR7Vley0SQj1i3bxgVT2nMGdYWxGpMVJodFu6bmyMErF3JxeeMugnvS6T7AjliGFwt23AnqNE7HtEXIMSDoREErR30DfkX+3jEEIRqSlDfY/K+PejRIC1NVL4bH1uTinMGd6sb0AgB+2Yt8g+tht2Y32lpw9+e/q36OkSCBimEduTAeM0ZjZMenpqFGj+8ZtDji9W5GWNdfjG51B7jzYpfVa29iqJSkqKumFZlhyuVzxbLlFSsBWnaCkomoZBEJLqgFjDSZZxnK2JWnn3eVmwKEqWtQ+i1nVF3tQsq5KzPGMUhhjng8LTPOMoW3OUeYnu7dg3bq/KiqJpvIy/EIyjiFEYkWhNqBQvlkuer5bsDYa9B4R1lrM85yhbt8Feyv5gSBIERO3U8tqz4riWnOgXxZv/JNd96OCyn+2VMd5U7XXtAuWznLSyy5KbGtQsrvfPUEIiX3uUu4zom6//daW921ShBYGMidSYoA2mahG0jdk+q1qaJbnxfVlS6P74SA7fi+Lnryf0vVZt9aNsnlCa51D53wdqHyVH/vl1NVLEhPoukb6LEBGK31cwZVsJ8bn3aXJl68nkv2pziKXCuQbrchrj1fH8ewyQhP69yiGoPSR/bMFUipIpvrd1jaNhYf5vyuZb1tWkp2MGag+vWPqnIU4jhFeAi8OAQEnCQLE1StnfGrFYF1ysC9ZFRV7VFFXDOi9Z5hVF1WCMr8TEoeZga4RWit89PebZyQVl3RBqn9yJg8D3gQJpFLAzSVkXFefLnEAr6qZpxS1KqsZgrUNJSRho4jBASdHTBP/Q0FoRRr53SQWK8WzA1u4YcCwvsv6eSCFa5WRvdG0ar1KMwNMCRzHHhxecHi1IBxGjSUoyiNBa9VXZOAnZ3Z/QNIblRY5plWeNsT6Iar+iOCBOvXiFuqEy5doJPdETYjWitGtys+Co+JLj4mtClbIVPWDGXaAju/r/ef/JGmNrGlv1irulWXJevaCya2pbMdBTZuFdLA2xGqJl0M6ulzNvpwz4rmCq6xUFL0jROC/Lr1zT+nVdX5i6teat3/uBW8VKv7iJN2zkbsNEMtYr1c2rjLNqRWV9D3RuKrKm4rRcUjsv5pI1JafViqfZGY2zvV9TpAKGOmI7HPbBlESwFQ0YBTGfDE/4dHjCt+tTvlwesaxzTsole/GY7darrTA1L4sFX62OmFcZAsGjtkfpl9MHzKLL/XE39jhI+HR9wjfDXb5dn/LV8ohFlXNarNiNR+zEo3bshsPigi+vjP0w3eYn47v8+Stjvw9SHZLq0AejpsI6y/97uuLJ+oyRTtBCtpTAkbfN+QgshfcOpjqaXdM9yPisRtP4EqTWCq0lQaAYT1OUlozHKft3JyilyPOKOAnYO5gw2xoSxQFV1fgPoLiaNXjLLNc+S+4NRwkhPNVqELJ3MEXcgf07EyazAUVeUdeWvYMJewfj3kBYSIHUbX/WLctQXRNd7bzCkGrlW+tWBKC7rs7/qDANeVOT6oBZnBCroPd26o7X7RhNS+OKlCb4Hupu1jU0NqdpM0adCt7Nk87rP5dCodoGd2srcBCqMaGcInm1HOswtmLdvERVIYnaIVLTd57DuprKriibc/LmmMZlbTBVM4SWBmdvfD20n0vXbb5KZN/Q2r3W8raAqrGW44s1F1nRyplrllnJw70Zk6EPlubrguOLFcusZJRUjNKIcRp5ifJWGv1ovuLwbMlFVrQBwPV33lEA56uC//qbp2yNUrZGKUY6SrySYaw1tTGc51m7ufdb9MZ69Z2sqTkvci+YohRbccK90ZhvL+YUzZxIaYZh6OVKuQzul1XFd4sLLooCh1+cF2WJxVHUDUpK7g5HjKOI8yLncL1CteIVozDil3sHDMKQQRDwfLnk24sLTzHAU0POi5xYa3bT1ydEY70AR2MtoVZoKT110DovAdxujMQVyqFp+yS7qlRRNSzz0geao5QkDKhbpbBQewrm639XQ2Vr1k3BqskZ6oRpOEQKgXG2rQr5oN84S2kqlo1vtp0GA1IdtwGZo7GGxhkCqQmkbmm01nuZCdWaGdYoIQll4OeEW6RBpFCkehslwt7o0raqV51in3EVjS3wXQKKQA2I1aj1YXvfhaHlm+tPmCX/iaz+FXn1Wyw1RfOUqjkEoeiMswO1jRAhgdyCW0kI/xBwWJdj7JJV8bcsyv+nr0J5g1tD2TzF2GX7zJ+R1b/BuBVKjunoiEIEhGqfSfIfCdTW7+na3w9KjkmCL3BYjF2T17+hNqesyv+GEgNUK2ARqJ0/9KX+YKjaXqmqMa1C3/WVXApJqDWBli0zwJBGAZNBQhIGngYtvcT56cWaf/zmkKP5ipdnC+JQk0Yhu5MBeVlzscq9eEVb1ZJSEAaaKAxQf+B+qdvA1Ib12ieEz46XnB4ve9GJO/cdW8obtnfS5lXREMVh3+tkje2tTET/fzfDWq/WfPTygjDSbO+O2dp9PYFiXE3jKlbNKYv6iNJkWNf4vimhvLDElS1m17cUqaGXM6++ZW3OWTbHTMM7TIM7KBkSqwG5WbCoj2hsQWVLVs0JuVkRyJgPrSd2AhWL+pDz6hnL5oRVc8o0OGAa3iGUnupoje17xoJAI5Xwlj3GorRCKolplRWVlEglveBH3aADTRgHfv2qDUJKgki/83NmcayagrNyzf+cf8f/PH/Sm8/W1tBYw/N8Tm4qnIOTcoVdOM6rjKH2NLpAKmIVcJBM+F92PmMSXtIXu3Xu89EeSkh+s3zJbxYvyU1N1lR8uzrlaXYGtHwAZxnoqKXfTflkuMuPxvtMw5ToFapcN/Znoz2EEPx2cWVsU/Hd+pRn+fkbxh5zL5nxyXCXH48P3jj2+2IUJHw+2sc4y6op+Gp5zGm14u/OnzDQEYkK2YmGbEXD73WeN+H9r9z5LIaovaSns7YXhsC1wVTrDTWZpkymKft3pjz+bI/huMsMimsxS1U1fUTfZaH9l+0j+st/u8213+BcHusQ4tKbIR1E/dfjz/e4c++Sl/t6H4T3WritAIBXm/Ef8rxpqK3xdCghyeqKrK76QK80htI0LKqCi7JgK/ZKRZMQYqWxOPLGu5HHylMKS2NaB2f5vYIp5wyNy2lcfoXq1LXvXSE9iatB5BXlG3yvhBIRtBs6AYRyTKQmb2zatNTkzTEOgwyDNphqG7D7bIDg0htKtPSlgtLMKcwplV22zZyOUI0J5KANAi+buF+9zqvVLOvqa4ITru/lunr8JTqPjdNlRlF5RT/jHPe2JzzYm7I9Sdkep/z6yTG/e1b09JTGWJQUKKVACLKi4rujOUfnS/Kqaf07rlytEAzikO3xgMW64MnRnAd7Ux7vzwgSBWG3yVVUpuG8KKiN3wCESvnPmVVkdc288NcRacWjyZQvtnfI6ppnywWRUqTaZ4W7nibnYFWVPFlcUNQNW0mCkJJFVfYG05MoYm8w4M5wxOKo5Gi9wjhfqfrL/Tv8dHe3+8Tw3eKCJ4s5Wkq2khTjHOuiYBCENPb6hts6R2MMeVVT1g1pFBAFmqr20smBVq3Hlg/wuue6bjdR3UZrkRW8PF96Lr/2/l+dfLJskyjd37ODcYbS1pxXS47Kc3aiKUkrl1pbn5EMpBecqW3Dssk4Ks77ICmUuq9W5aaisjWJ8uqMjTU0tiGUASjhVZKa3JsFatl72rxrVpFCk+ptUv16k+xlZbd7br7/5q97DmL9GC2naDn1bIH6K6rmJcatcO0zJEVKpB8SqgOsK3ldoELgkxSqzfreVtK7mxO6oO1VGq5rqXtzVtV/52T1f+LaZMOb0NgljV1SNN9cO4MQilh/Sqw/YRT91bWr7nzuBPoN57/5uuky3K2q5I0JOCHbsVsvvBuCXi3H6HCMFJHvW3MrsupXVM0zArlLqHYRBB8tmOp6LHzd4LKK8f3GbHs+r3z15xK+ryovK59w4nLtFrLr+4BA+x7Ujma9NfJzZxK1Gfe2R/Vs6cUnFpmvet3dHpPGAVGosc4zT56fLKiaGil9ZSsKNHFwM4W/m699j+gPc09uvlk+oSvkpf/VVeU7Yx35umS9Kjk/W3NyuGhl0i2DYcxokmLa4LSpjQ8EWhXXbr/W9Zn7+yv6v0NXNbl+G3yy/PTwAtMYtFY3BFMNlc2YVy94nv+KyuYoAhwWJTRRK5jTwftJDYnVkKPiSw6LL1k356zqE6TQTIIDtAiJ5BDnLKv6lKyZk5kFVad2+nr6/ArF7+3PbxdMndfPOa2eIpEs6xNMUpHqKYFIfCBVNhRZibUWl0YorajyirpqCGPvZ1qWNVVRtz6o2jOtsoIoiRBSYI2lzCt0oHtvU7i5QmWdY92UHJUL/sfZd/xfz//ure+lU8H7anXc/0wLSaJCPh/v8yjd5qeTe9fOqZB8Otrjk9Eue8mIcZDw28Uhv1seclatWdWFv09KsRUOuJvO+PHogH+19YjPRntMgoRUX2/d6MaWwKfDXR4Pd9iLx37sZTt2uWb56tjJlB+N/difj/YZBwmDV8a+CklnLu2/bvKhGgVxK62umFcZ66bit4uXHOYXbEdDtqMhgVR/HMGUMZblIqcsaqyFk6MlT7856aXPx1NP2xsOY14+P+fZd6e+aXKeEUUaax2jccLdB1tMpmlrGicZjmIGo5jToyVPvz1lfrbm5HjJ/p0J+3em/fmjOGS2NeD4cOEFJo6WnJ0s2b8zZf/OlCgO2LszAeDZkzNOjpZkWcWz7858qV8J7t7f4uDe7HJCeU9kTc2z1YKjbMW6rrDA4/GUu4Mx67riJF+j20nbOp99L41hXdee+4+vOuGgtIZ1XSEQTKKIQRAStpvhWGneaFp6SwRywDh4TKJ22uCzprYrBIJBcBcpAkbBA5SIGeg7AMR6ixk/RsuUSI3bvifR09y0TBnoA1K9h5KXtBktEybhp0RqihIhWiZEaoJAMgzuAoKhvoNAEakZ0+gzlIgI5bilr1gIH7TeV77/KpRjYjVDipBp+Fl73h2EkK1ghiaUY0I1ZFnPWdZPkDJkL/mL1lOibHsrVkgRer+pV6ppUaC5vzMhjQLqxnh6X1sZHKcxk0Hcq+09PtgiCnRbCfHc+0Ec9sa74zQiDBR3t8c0xiKl8B5Sg5hBEiKlYG/qqyJ5WZNXNdNh4sUu6oLDfEVpmjYb5TOJUkovc24dz1dLlBCc5RmNtQTKZ6PO8ozfnp5ykq1prO2DrbM85zTLSIOA42xNaQyjMEIL2Wd2Z0GCcZaLonhNPl0IQdrS/M6Lgv9x+JJRGDEMQxpjmcZxX6ENlWI7TZnF8bUEQFE1nCzWrIqqNUWGi3XRB0nOedEZHyB58+Kiali3Gy2AYRKyNUxbuoogK2q+PjxDCkFWVigp+eRgi7tbY59MufIetNSkQCC9ct2iXvPd2ntaXCYYuoq4o7I1WVNgcRwV5xSmYhSkRCokawou6jXXjXT92IHQVLYmNyXTcESsQkL0DxD6+Cv8GPCeKROS8AukTGjMX2LsqqXOmXaTEqDVhEg9INR3UPJyUyWEJtYPEbEk0g8Zx/+WNPwZodpvZb1v3oAGaodx8tdEwSOsK1AiJQk+u3KEQIoUrXaYxP8RLbfgvaXb/QYrUFsk4RdXfqqJ9ENAEuoHjOJ/Qxr+GaG6gxKDt1b6ArXFOP73RPoB1hVIkZAGP3rjuUfRv+bu+P9AyRFazoiDT5HiZkUvLccMol+i1YxR9K9xriYOPiXWj9BqduPrvg+UUOxG+0gk+/EBX4x+yoP0MZNgSiSjDwreQ+3VTOMw8FV7JRkmUf81GyX9XOvaYCova1Z5xXSYMB36e9TRghEQBortyYB7O2OGSYSSknvbYy/K0wYgZd1QVg0HWyOSMPCsgImnDG6NUhpjkNJfyziNblz7pZDsRHsgBHvRPj8e/YR7yQOm4RZRqzD7Q2J7d8QXP7+PtdbLlKe+N9w5b/0ipCBOI0bjBiEE6x/tEychg5HvLZdKsJhnPH9yxmiS8q//+kdUlW9rqGvvHZWkET/+2T1Gk4Q4DbHWcv/xDta49meeDhgnAY8+32c8TQmjgDgJbmx76AKmWXgXJTSNrdug01OyYzUi1ZMr99VXq8bBHvfTnzMJ93tRiHGwh0AQyoRR4Pcrqfb7h1AmGNdQ2jWpmjDQW/3nMlZD7iU/ZTt8wCTcf+t9DmRMqifsx58TSS+yE8qEkd4mlAlFVjE/WZIvvVS/aYxXmq4a8lVJXTUMJymDcUIQaS/+IQRhqCnzivnJCtNcAFDlNfm6ZLI95MGPDhhvDZHqZhl+KQTjIOF+usV/3P8z7qTT96agSiH6QOHxcPeNx3T3bT+e8Isp3E2m/GJ6n8xUVNYnq5TwXlKjIGEnGnI3nb5TYa8bXYLve5o+4G4y5efT++RNRXnD2HcSP3bwNvU+IfjLrUf87+5vGAYxszDl0WCHWN68Nx4HCT+b3mMWDvhXs0fUzvB4sMODwRbT4P0ER26LDw6mzk5XbYAUkK1L8qxCKsFkmvqyZ2OZn685PVmRZyXPn5z5jFRjuXN/y/dGjROk8JWk4ShmOIz58tcv+fLXLzg5WnD08gL+1SNP12s/g3EcMN0a8vL5nCdfeRntw5dzsnXFaJywvTti72CKaSxf/uYl33197MvVoaIx3o/K/VvYO5gi1e24rK8ir2u+vjjj1+cnLKsSKQSpDrgzGLFuKo7zNbH2DfxdL0dlGta1575mTdt82/ifLaoSJSV76YDdZMBOkrKbDBiHN0fqt0Egh0zClM6It+/nEJdSvaPgAcPgXr9AJGqbWHWTVcdNbjedQqLlgFTvk+hd5BWRCC18MDXhk1bcwrVBkmCo7zHQd/pzxmraBlqX1TDwFa9hcFUd57L6FISD/icgSPUuid7pvzeuYFk/ZRJ+yk78S0ozZ1F9jcVQGR9MqfbrKqJA8WB3wr2dbtLvnMH9Qyz7TJ7f1D/am9E5h19V2EOAs46dyaCvpHSvl+LSXHF3MmRnMvBZROvQbTJhcVZxep5RGkOktKe+4HuDwlaC9PlySW0Ni7KgtpZYa7SUnOY5Z3nORel9WbKmZl7mnOUZJ3lG0gZTAKOwE7XwBnzT2DedNtZwVQGou/5EBwyCgHmR82RxwUEru15byySKKUxDbXxgt52kzOLkmkdEUTc8P1twtsx8VjkMOJovOVtmaCW92Ee7IUrDgCQKmK9zTheZ/0xoxd2tMbNhStAKg6zLisP50qt95RVJ6IPa3cmAAHVNnCsQyqswSr/wLZs1p9Xcy/VKRefwLvDu65eN6a6n/D0Qe4QyIDclp+UFmSlYNwWRCno6nxKK2jV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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "text = \" \".join(i for i in df[df['sentiment']=='negative']['review'])\n", + "#stopwords = set(STOPWORDS)\n", + "wordcloud = WordCloud( background_color=\"white\").generate(text)\n", + "#wordcloud = WordCloud(stopwords=stopwords, background_color=\"white\").generate(text)\n", + "plt.figure( figsize=(15,10))\n", + "plt.imshow(wordcloud, interpolation='bilinear')\n", + "plt.axis(\"off\")\n", + "plt.title('wordcloud for negative review')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8121c959", + "metadata": { + "papermill": { + "duration": 0.092597, + "end_time": "2022-05-27T07:17:09.936121", + "exception": false, + "start_time": "2022-05-27T07:17:09.843524", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "The wordcloud graphs in both negative and postitive comments don't show meaningful result. \n", + "\n", + "That's is the reason why text preprosessing is needed. \n", + "\n", + "Let's start the preproceesing process. " + ] + }, + { + "cell_type": "markdown", + "id": "826d3cbb", + "metadata": { + "papermill": { + "duration": 0.089127, + "end_time": "2022-05-27T07:17:10.113766", + "exception": false, + "start_time": "2022-05-27T07:17:10.024639", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## PREPROCESSING:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d2d5c8b4", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:17:10.293337Z", + "iopub.status.busy": "2022-05-27T07:17:10.292726Z", + "iopub.status.idle": "2022-05-27T07:17:10.307418Z", + "shell.execute_reply": "2022-05-27T07:17:10.306516Z" + }, + "papermill": { + "duration": 0.107907, + "end_time": "2022-05-27T07:17:10.309547", + "exception": false, + "start_time": "2022-05-27T07:17:10.201640", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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textsentiment
0One of the other reviewers has mentioned that ...positive
1A wonderful little production. <br /><br />The...positive
2I thought this was a wonderful way to spend ti...positive
3Basically there's a family where a little boy ...negative
4Petter Mattei's \"Love in the Time of Money\" is...positive
.........
49995I thought this movie did a down right good job...positive
49996Bad plot, bad dialogue, bad acting, idiotic di...negative
49997I am a Catholic taught in parochial elementary...negative
49998I'm going to have to disagree with the previou...negative
49999No one expects the Star Trek movies to be high...negative
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" + ], + "text/plain": [ + " text sentiment\n", + "0 One of the other reviewers has mentioned that ... positive\n", + "1 A wonderful little production.

The... positive\n", + "2 I thought this was a wonderful way to spend ti... positive\n", + "3 Basically there's a family where a little boy ... negative\n", + "4 Petter Mattei's \"Love in the Time of Money\" is... positive\n", + "... ... ...\n", + "49995 I thought this movie did a down right good job... positive\n", + "49996 Bad plot, bad dialogue, bad acting, idiotic di... negative\n", + "49997 I am a Catholic taught in parochial elementary... negative\n", + "49998 I'm going to have to disagree with the previou... negative\n", + "49999 No one expects the Star Trek movies to be high... negative\n", + "\n", + "[50000 rows x 2 columns]" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.rename(columns={'review':'text'}, inplace = True)\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "74224056", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:17:10.488945Z", + "iopub.status.busy": "2022-05-27T07:17:10.488296Z", + "iopub.status.idle": "2022-05-27T07:17:27.272792Z", + "shell.execute_reply": "2022-05-27T07:17:27.271716Z" + }, + "papermill": { + "duration": 16.876923, + "end_time": "2022-05-27T07:17:27.275246", + "exception": false, + "start_time": "2022-05-27T07:17:10.398323", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "def cleaning(text): \n", + " # converting to lowercase, removing URL links, special characters, punctuations...\n", + " text = text.lower() # converting to lowercase\n", + " text = re.sub('https?://\\S+|www\\.\\S+', '', text) # removing URL links\n", + " text = re.sub(r\"\\b\\d+\\b\", \"\", text) # removing number \n", + " text = re.sub('<.*?>+', '', text) # removing special characters, \n", + " text = re.sub('[%s]' % re.escape(string.punctuation), '', text) # punctuations\n", + " text = re.sub('\\n', '', text)\n", + " text = re.sub('[’“”…]', '', text)\n", + " \n", + " #removing emoji: \n", + " emoji_pattern = re.compile(\"[\"\n", + " u\"\\U0001F600-\\U0001F64F\" # emoticons\n", + " u\"\\U0001F300-\\U0001F5FF\" # symbols & pictographs\n", + " u\"\\U0001F680-\\U0001F6FF\" # transport & map symbols\n", + " u\"\\U0001F1E0-\\U0001F1FF\" # flags (iOS)\n", + " u\"\\U00002702-\\U000027B0\"\n", + " u\"\\U000024C2-\\U0001F251\"\n", + " \"]+\", flags=re.UNICODE)\n", + " text = emoji_pattern.sub(r'', text) \n", + "\n", + " # removing short form: \n", + " \n", + " text=re.sub(\"isn't\",'is not',text)\n", + " text=re.sub(\"he's\",'he is',text)\n", + " text=re.sub(\"wasn't\",'was not',text)\n", + " text=re.sub(\"there's\",'there is',text)\n", + " text=re.sub(\"couldn't\",'could not',text)\n", + " text=re.sub(\"won't\",'will not',text)\n", + " text=re.sub(\"they're\",'they are',text)\n", + " text=re.sub(\"she's\",'she is',text)\n", + " text=re.sub(\"There's\",'there is',text)\n", + " text=re.sub(\"wouldn't\",'would not',text)\n", + " text=re.sub(\"haven't\",'have not',text)\n", + " text=re.sub(\"That's\",'That is',text)\n", + " text=re.sub(\"you've\",'you have',text)\n", + " text=re.sub(\"He's\",'He is',text)\n", + " text=re.sub(\"what's\",'what is',text)\n", + " text=re.sub(\"weren't\",'were not',text)\n", + " text=re.sub(\"we're\",'we are',text)\n", + " text=re.sub(\"hasn't\",'has not',text)\n", + " text=re.sub(\"you'd\",'you would',text)\n", + " text=re.sub(\"shouldn't\",'should not',text)\n", + " text=re.sub(\"let's\",'let us',text)\n", + " text=re.sub(\"they've\",'they have',text)\n", + " text=re.sub(\"You'll\",'You will',text)\n", + " text=re.sub(\"i'm\",'i am',text)\n", + " text=re.sub(\"we've\",'we have',text)\n", + " text=re.sub(\"it's\",'it is',text)\n", + " text=re.sub(\"don't\",'do not',text)\n", + " text=re.sub(\"that´s\",'that is',text)\n", + " text=re.sub(\"I´m\",'I am',text)\n", + " text=re.sub(\"it’s\",'it is',text)\n", + " text=re.sub(\"she´s\",'she is',text)\n", + " text=re.sub(\"he’s'\",'he is',text)\n", + " text=re.sub('I’m','I am',text)\n", + " text=re.sub('I’d','I did',text)\n", + " text=re.sub(\"he’s'\",'he is',text)\n", + " text=re.sub('there’s','there is',text)\n", + " \n", + " \n", + " return text\n", + " \n", + "dt = df['text'].apply(cleaning)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "cbbfb5c7", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:17:27.454621Z", + "iopub.status.busy": "2022-05-27T07:17:27.454294Z", + "iopub.status.idle": "2022-05-27T07:17:27.462617Z", + "shell.execute_reply": "2022-05-27T07:17:27.461692Z" + }, + "papermill": { + "duration": 0.101409, + "end_time": "2022-05-27T07:17:27.465070", + "exception": false, + "start_time": "2022-05-27T07:17:27.363661", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 positive\n", + "1 positive\n", + "2 positive\n", + "3 negative\n", + "4 positive\n", + " ... \n", + "49995 positive\n", + "49996 negative\n", + "49997 negative\n", + "49998 negative\n", + "49999 negative\n", + "Name: sentiment, Length: 50000, dtype: object" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['sentiment']" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ec030970", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:17:27.644392Z", + "iopub.status.busy": "2022-05-27T07:17:27.644068Z", + "iopub.status.idle": "2022-05-27T07:17:27.660313Z", + "shell.execute_reply": "2022-05-27T07:17:27.659645Z" + }, + "papermill": { + "duration": 0.107892, + "end_time": "2022-05-27T07:17:27.662223", + "exception": false, + "start_time": "2022-05-27T07:17:27.554331", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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textsentiment
0one of the other reviewers has mentioned that ...positive
1a wonderful little production the filming tech...positive
2i thought this was a wonderful way to spend ti...positive
3basically theres a family where a little boy j...negative
4petter matteis love in the time of money is a ...positive
.........
49995i thought this movie did a down right good job...positive
49996bad plot bad dialogue bad acting idiotic direc...negative
49997i am a catholic taught in parochial elementary...negative
49998im going to have to disagree with the previous...negative
49999no one expects the star trek movies to be high...negative
\n", + "

50000 rows × 2 columns

\n", + "
" + ], + "text/plain": [ + " text sentiment\n", + "0 one of the other reviewers has mentioned that ... positive\n", + "1 a wonderful little production the filming tech... positive\n", + "2 i thought this was a wonderful way to spend ti... positive\n", + "3 basically theres a family where a little boy j... negative\n", + "4 petter matteis love in the time of money is a ... positive\n", + "... ... ...\n", + "49995 i thought this movie did a down right good job... positive\n", + "49996 bad plot bad dialogue bad acting idiotic direc... negative\n", + "49997 i am a catholic taught in parochial elementary... negative\n", + "49998 im going to have to disagree with the previous... negative\n", + "49999 no one expects the star trek movies to be high... negative\n", + "\n", + "[50000 rows x 2 columns]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dt = pd.DataFrame(dt) \n", + "dt['sentiment']=df['sentiment']\n", + "dt" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "200e9e3c", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:17:27.842895Z", + "iopub.status.busy": "2022-05-27T07:17:27.842112Z", + "iopub.status.idle": "2022-05-27T07:28:26.820598Z", + "shell.execute_reply": "2022-05-27T07:28:26.819180Z" + }, + "papermill": { + "duration": 659.073324, + "end_time": "2022-05-27T07:28:26.824807", + "exception": false, + "start_time": "2022-05-27T07:17:27.751483", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "# remove stop word: \n", + "dt['no_sw'] = dt['text'].apply(lambda x: ' '.join([word for word in x.split() if word not in (stop_words)]))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "c58c8da0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:27.012379Z", + "iopub.status.busy": "2022-05-27T07:28:27.011961Z", + "iopub.status.idle": "2022-05-27T07:28:27.030466Z", + "shell.execute_reply": "2022-05-27T07:28:27.029699Z" + }, + "papermill": { + "duration": 0.111906, + "end_time": "2022-05-27T07:28:27.032360", + "exception": false, + "start_time": "2022-05-27T07:28:26.920454", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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textsentimentno_sw
0one of the other reviewers has mentioned that ...positivereviewers mentioned watching oz episode youll ...
1a wonderful little production the filming tech...positivewonderful little production filming technique ...
2i thought this was a wonderful way to spend ti...positivethought wonderful way spend time hot summer we...
3basically theres a family where a little boy j...negativebasically theres family little boy jake thinks...
4petter matteis love in the time of money is a ...positivepetter matteis love time money visually stunni...
............
49995i thought this movie did a down right good job...positivethought movie right good job wasnt creative or...
49996bad plot bad dialogue bad acting idiotic direc...negativebad plot bad dialogue bad acting idiotic direc...
49997i am a catholic taught in parochial elementary...negativecatholic taught parochial elementary schools n...
49998im going to have to disagree with the previous...negativegoing disagree previous comment side maltin se...
49999no one expects the star trek movies to be high...negativeexpects star trek movies high art fans expect ...
\n", + "

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" + ], + "text/plain": [ + " text sentiment \\\n", + "0 one of the other reviewers has mentioned that ... positive \n", + "1 a wonderful little production the filming tech... positive \n", + "2 i thought this was a wonderful way to spend ti... positive \n", + "3 basically theres a family where a little boy j... negative \n", + "4 petter matteis love in the time of money is a ... positive \n", + "... ... ... \n", + "49995 i thought this movie did a down right good job... positive \n", + "49996 bad plot bad dialogue bad acting idiotic direc... negative \n", + "49997 i am a catholic taught in parochial elementary... negative \n", + "49998 im going to have to disagree with the previous... negative \n", + "49999 no one expects the star trek movies to be high... negative \n", + "\n", + " no_sw \n", + "0 reviewers mentioned watching oz episode youll ... \n", + "1 wonderful little production filming technique ... \n", + "2 thought wonderful way spend time hot summer we... \n", + "3 basically theres family little boy jake thinks... \n", + "4 petter matteis love time money visually stunni... \n", + "... ... \n", + "49995 thought movie right good job wasnt creative or... \n", + "49996 bad plot bad dialogue bad acting idiotic direc... \n", + "49997 catholic taught parochial elementary schools n... \n", + "49998 going disagree previous comment side maltin se... \n", + "49999 expects star trek movies high art fans expect ... \n", + "\n", + "[50000 rows x 3 columns]" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dt" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "8e9ec2de", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:27.218445Z", + "iopub.status.busy": "2022-05-27T07:28:27.217997Z", + "iopub.status.idle": "2022-05-27T07:28:30.783079Z", + "shell.execute_reply": "2022-05-27T07:28:30.782490Z" + }, + "papermill": { + "duration": 3.663007, + "end_time": "2022-05-27T07:28:30.785186", + "exception": false, + "start_time": "2022-05-27T07:28:27.122179", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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wordcount
0movie83576
1film74511
2like38833
3good28502
4even24283
5would24001
6time23298
7really22900
8see22437
9story22062
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" + ], + "text/plain": [ + " word count\n", + "0 movie 83576\n", + "1 film 74511\n", + "2 like 38833\n", + "3 good 28502\n", + "4 even 24283\n", + "5 would 24001\n", + "6 time 23298\n", + "7 really 22900\n", + "8 see 22437\n", + "9 story 22062" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Working with the most Frequent Words: \n", + "from collections import Counter\n", + "cnt = Counter()\n", + "for text in dt[\"no_sw\"].values:\n", + " for word in text.split():\n", + " cnt[word] += 1\n", + "cnt.most_common(10)\n", + "temp = pd.DataFrame(cnt.most_common(10))\n", + "temp.columns=['word', 'count']\n", + "temp" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "1969de4e", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:30.961801Z", + "iopub.status.busy": "2022-05-27T07:28:30.961280Z", + "iopub.status.idle": "2022-05-27T07:28:31.929279Z", + "shell.execute_reply": "2022-05-27T07:28:31.928329Z" + }, + "papermill": { + "duration": 1.059395, + "end_time": "2022-05-27T07:28:31.931703", + "exception": false, + "start_time": "2022-05-27T07:28:30.872308", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "px.bar(temp, x=\"count\", y=\"word\", title='Commmon Words in Text', orientation='h', \n", + " width=700, height=700)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "cd23ab5e", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:32.116915Z", + "iopub.status.busy": "2022-05-27T07:28:32.116636Z", + "iopub.status.idle": "2022-05-27T07:28:33.574210Z", + "shell.execute_reply": "2022-05-27T07:28:33.573224Z" + }, + "papermill": { + "duration": 1.554801, + "end_time": "2022-05-27T07:28:33.577028", + "exception": false, + "start_time": "2022-05-27T07:28:32.022227", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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textsentimentno_swwo_stopfreq
0one of the other reviewers has mentioned that ...positivereviewers mentioned watching oz episode youll ...reviewers mentioned watching oz episode youll ...
1a wonderful little production the filming tech...positivewonderful little production filming technique ...wonderful little production filming technique ...
2i thought this was a wonderful way to spend ti...positivethought wonderful way spend time hot summer we...thought wonderful way spend hot summer weekend...
3basically theres a family where a little boy j...negativebasically theres family little boy jake thinks...basically theres family little boy jake thinks...
4petter matteis love in the time of money is a ...positivepetter matteis love time money visually stunni...petter matteis love money visually stunning wa...
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" + ], + "text/plain": [ + " text sentiment \\\n", + "0 one of the other reviewers has mentioned that ... positive \n", + "1 a wonderful little production the filming tech... positive \n", + "2 i thought this was a wonderful way to spend ti... positive \n", + "3 basically theres a family where a little boy j... negative \n", + "4 petter matteis love in the time of money is a ... positive \n", + "\n", + " no_sw \\\n", + "0 reviewers mentioned watching oz episode youll ... \n", + "1 wonderful little production filming technique ... \n", + "2 thought wonderful way spend time hot summer we... \n", + "3 basically theres family little boy jake thinks... \n", + "4 petter matteis love time money visually stunni... \n", + "\n", + " wo_stopfreq \n", + "0 reviewers mentioned watching oz episode youll ... \n", + "1 wonderful little production filming technique ... \n", + "2 thought wonderful way spend hot summer weekend... \n", + "3 basically theres family little boy jake thinks... \n", + "4 petter matteis love money visually stunning wa... " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Remove the most frequent words:\n", + "FREQWORDS = set([w for (w, wc) in cnt.most_common(10)])\n", + "def remove_freqwords(text):\n", + " \"\"\"custom function to remove the frequent words\"\"\"\n", + " return \" \".join([word for word in str(text).split() if word not in FREQWORDS])\n", + "dt[\"wo_stopfreq\"] = dt[\"no_sw\"].apply(lambda text: remove_freqwords(text))\n", + "dt.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "953fa2b7", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:33.762987Z", + "iopub.status.busy": "2022-05-27T07:28:33.762670Z", + "iopub.status.idle": "2022-05-27T07:28:33.768847Z", + "shell.execute_reply": "2022-05-27T07:28:33.768128Z" + }, + "papermill": { + "duration": 0.102054, + "end_time": "2022-05-27T07:28:33.771386", + "exception": false, + "start_time": "2022-05-27T07:28:33.669332", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'probably alltime favorite movie story selflessness sacrifice dedication noble cause preachy boring never gets old despite seen times last years paul lukas performance brings tears eyes bette davis truly sympathetic roles delight kids grandma says like dressedup midgets children makes fun watch mothers slow awakening whats happening world roof believable startling dozen thumbs theyd movie'" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dt['no_sw'].loc[5]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "e3b7f4f6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:33.956571Z", + "iopub.status.busy": "2022-05-27T07:28:33.956280Z", + "iopub.status.idle": "2022-05-27T07:28:33.961584Z", + "shell.execute_reply": "2022-05-27T07:28:33.961053Z" + }, + "papermill": { + "duration": 0.098005, + "end_time": "2022-05-27T07:28:33.963246", + "exception": false, + "start_time": "2022-05-27T07:28:33.865241", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'probably alltime favorite selflessness sacrifice dedication noble cause preachy boring never gets old despite seen times last years paul lukas performance brings tears eyes bette davis truly sympathetic roles delight kids grandma says dressedup midgets children makes fun watch mothers slow awakening whats happening world roof believable startling dozen thumbs theyd'" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dt['wo_stopfreq'].loc[5]" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "55372ffc", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:34.148766Z", + "iopub.status.busy": "2022-05-27T07:28:34.148462Z", + "iopub.status.idle": "2022-05-27T07:28:37.027562Z", + "shell.execute_reply": "2022-05-27T07:28:37.026578Z" + }, + "papermill": { + "duration": 2.976763, + "end_time": "2022-05-27T07:28:37.031122", + "exception": false, + "start_time": "2022-05-27T07:28:34.054359", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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sentimentreview
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11wonderful little production filming technique ...
21thought wonderful way spend hot summer weekend...
30basically theres family little boy jake thinks...
41petter matteis love money visually stunning wa...
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499951thought right job wasnt creative original firs...
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" + ], + "text/plain": [ + " sentiment review\n", + "0 1 reviewers mentioned watching oz episode youll ...\n", + "1 1 wonderful little production filming technique ...\n", + "2 1 thought wonderful way spend hot summer weekend...\n", + "3 0 basically theres family little boy jake thinks...\n", + "4 1 petter matteis love money visually stunning wa...\n", + "... ... ...\n", + "49995 1 thought right job wasnt creative original firs...\n", + "49996 0 bad plot bad dialogue bad acting idiotic direc...\n", + "49997 0 catholic taught parochial elementary schools n...\n", + "49998 0 going disagree previous comment side maltin se...\n", + "49999 0 expects star trek movies high art fans expect ...\n", + "\n", + "[50000 rows x 2 columns]" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# create the cleaned data for the train-test split:\n", + "nb=dt.drop(columns=['text','no_sw', 'wo_stopfreq'])\n", + "nb.columns=['sentiment','review']\n", + "nb.sentiment = [0 if each == \"negative\" else 1 for each in nb.sentiment]\n", + "nb" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "016577a8", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:37.828042Z", + "iopub.status.busy": "2022-05-27T07:28:37.827393Z", + "iopub.status.idle": "2022-05-27T07:28:38.930894Z", + "shell.execute_reply": "2022-05-27T07:28:38.929813Z" + }, + "papermill": { + "duration": 1.199595, + "end_time": "2022-05-27T07:28:38.933505", + "exception": false, + "start_time": "2022-05-27T07:28:37.733910", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "text/plain": [ + "0 [reviewers, mentioned, watching, oz, episode, ...\n", + "1 [wonderful, little, production, filming, techn...\n", + "2 [thought, wonderful, way, spend, hot, summer, ...\n", + "3 [basically, theres, family, little, boy, jake,...\n", + "4 [petter, matteis, love, money, visually, stunn...\n", + "Name: review, dtype: object" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tokenized_review=nb['review'].apply(lambda x: x.split())\n", + "tokenized_review.head(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "de6b318a", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:39.124479Z", + "iopub.status.busy": "2022-05-27T07:28:39.124187Z", + "iopub.status.idle": "2022-05-27T07:28:46.002474Z", + "shell.execute_reply": "2022-05-27T07:28:46.001615Z" + }, + "papermill": { + "duration": 6.977053, + "end_time": "2022-05-27T07:28:46.004900", + "exception": false, + "start_time": "2022-05-27T07:28:39.027847", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from nltk.tokenize import RegexpTokenizer\n", + "token = RegexpTokenizer(r'[a-zA-Z0-9]+')\n", + "cv = CountVectorizer(stop_words='english',ngram_range = (1,1),tokenizer = token.tokenize)\n", + "text_counts = cv.fit_transform(nb['review'])" + ] + }, + { + "cell_type": "markdown", + "id": "a01e54a1", + "metadata": { + "papermill": { + "duration": 0.092648, + "end_time": "2022-05-27T07:28:46.191047", + "exception": false, + "start_time": "2022-05-27T07:28:46.098399", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# 4.4. Train-test Split: " + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "990db3e5", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:46.405935Z", + "iopub.status.busy": "2022-05-27T07:28:46.405638Z", + "iopub.status.idle": "2022-05-27T07:28:46.433721Z", + "shell.execute_reply": "2022-05-27T07:28:46.433104Z" + }, + "papermill": { + "duration": 0.148013, + "end_time": "2022-05-27T07:28:46.435719", + "exception": false, + "start_time": "2022-05-27T07:28:46.287706", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "X=text_counts\n", + "y=nb['sentiment']\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.20,random_state=30)" + ] + }, + { + "cell_type": "markdown", + "id": "f9b3d8d8", + "metadata": { + "papermill": { + "duration": 0.092852, + "end_time": "2022-05-27T07:28:46.621337", + "exception": false, + "start_time": "2022-05-27T07:28:46.528485", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "We will now split the data for training and testing to check how well our model has performed. \n", + "\n", + "Also we will randomize the data in case our data includes all positive first and then all negative or some other kind of bias. \n", + "\n", + "We will use: scikit_learn's train_test_split() for splitting the text_count (which contains our X) and dataset['Sentiment'] (this contains Y)." + ] + }, + { + "cell_type": "markdown", + "id": "497a5de8", + "metadata": { + "papermill": { + "duration": 0.092788, + "end_time": "2022-05-27T07:28:46.807198", + "exception": false, + "start_time": "2022-05-27T07:28:46.714410", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# 4.5. Navies Bayes Modelling:\n" + ] + }, + { + "cell_type": "markdown", + "id": "ef6a12e3", + "metadata": { + "papermill": { + "duration": 0.097693, + "end_time": "2022-05-27T07:28:46.998753", + "exception": false, + "start_time": "2022-05-27T07:28:46.901060", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "In this section, we will go through different Navies Bayes Model: ComplementNB, MultinatinominalNB, BernoulliNB and see how accuracy each model can be:" + ] + }, + { + "cell_type": "markdown", + "id": "b8708908", + "metadata": { + "papermill": { + "duration": 0.093689, + "end_time": "2022-05-27T07:28:47.189083", + "exception": false, + "start_time": "2022-05-27T07:28:47.095394", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### a) Complement NB model:" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "0faf2fc4", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:47.376142Z", + "iopub.status.busy": "2022-05-27T07:28:47.375841Z", + "iopub.status.idle": "2022-05-27T07:28:47.463984Z", + "shell.execute_reply": "2022-05-27T07:28:47.463129Z" + }, + "papermill": { + "duration": 0.184711, + "end_time": "2022-05-27T07:28:47.466366", + "exception": false, + "start_time": "2022-05-27T07:28:47.281655", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ComplementNB model accuracy is 86.33%\n", + "------------------------------------------------\n", + "Confusion Matrix:\n", + " 0 1\n", + "0 4349 628\n", + "1 739 4284\n", + "------------------------------------------------\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.85 0.87 0.86 4977\n", + " 1 0.87 0.85 0.86 5023\n", + "\n", + " accuracy 0.86 10000\n", + " macro avg 0.86 0.86 0.86 10000\n", + "weighted avg 0.86 0.86 0.86 10000\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.naive_bayes import ComplementNB\n", + "from sklearn.metrics import classification_report, confusion_matrix\n", + "CNB = ComplementNB()\n", + "CNB.fit(X_train, y_train)\n", + "\n", + "from sklearn import metrics\n", + "predicted = CNB.predict(X_test)\n", + "accuracy_score = metrics.accuracy_score(predicted, y_test)\n", + "\n", + "print('ComplementNB model accuracy is',str('{:04.2f}'.format(accuracy_score*100))+'%')\n", + "print('------------------------------------------------')\n", + "print('Confusion Matrix:')\n", + "print(pd.DataFrame(confusion_matrix(y_test, predicted)))\n", + "print('------------------------------------------------')\n", + "print('Classification Report:')\n", + "print(classification_report(y_test, predicted))\n" + ] + }, + { + "cell_type": "markdown", + "id": "8c7bc562", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-26T04:02:10.011555Z", + "iopub.status.busy": "2022-05-26T04:02:10.010296Z", + "iopub.status.idle": "2022-05-26T04:02:10.018827Z", + "shell.execute_reply": "2022-05-26T04:02:10.017841Z", + "shell.execute_reply.started": "2022-05-26T04:02:10.011498Z" + }, + "papermill": { + "duration": 0.094204, + "end_time": "2022-05-27T07:28:47.653993", + "exception": false, + "start_time": "2022-05-27T07:28:47.559789", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "Interpret the result: \n", + "\n", + "- ### Accuracy score:\n", + "is 86.33 % for the complementNB model. for each of 100 total number of prediction, in average, our model can predict 86 cases correctly\n", + "\n", + "- The confusion matrix: \n", + "* True Positive: The actual value was 4349 negative reviews and the model predicted 4349 negative reviews\n", + "* True Negative: The actual value was 4284 positive reviews and the model predict 4248 negative reviews\n", + "* False Positive: The actual values was 628 postive reviews and the model predicted 628 negative reviews\n", + "* False Negative: The actual values was 739 negative reviews and the model preditced 739 positive reviews\n", + "\n", + "- Classification Report:\n", + "\n", + "* ### Precision:\n", + "- Negative review: the ratio correctly predicted negative review observations to the total predicted negative review observations is 0.85\n", + "- Positive review: the ratio correctly predicted positive review observations to the total predicted positive review observations is 0.87\n", + "\n", + "* ### Recall:\n", + "- Negative review: the ratio of correctly predicted negative review observations to the all observations in actual class is 0.87\n", + "- Positive review: the ratio of correctly predicted positive review observations to the all observations in actual class is 0.85\n", + "\n", + "* F1 Score is the weighted average of Precision and Recall. In both case positive and negative review, F1 scores are equal 0.86\n", + "\n", + "We can apply the same interpretation for the following models\n" + ] + }, + { + "cell_type": "markdown", + "id": "ce86025c", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-25T11:00:43.46054Z", + "iopub.status.busy": "2022-05-25T11:00:43.460169Z", + "iopub.status.idle": "2022-05-25T11:00:43.464867Z", + "shell.execute_reply": "2022-05-25T11:00:43.463873Z", + "shell.execute_reply.started": "2022-05-25T11:00:43.460507Z" + }, + "papermill": { + "duration": 0.091608, + "end_time": "2022-05-27T07:28:47.838377", + "exception": false, + "start_time": "2022-05-27T07:28:47.746769", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### b) Mutilnominal NB model:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "230639d5", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:48.026889Z", + "iopub.status.busy": "2022-05-27T07:28:48.026313Z", + "iopub.status.idle": "2022-05-27T07:28:48.119610Z", + "shell.execute_reply": "2022-05-27T07:28:48.119047Z" + }, + "papermill": { + "duration": 0.191122, + "end_time": "2022-05-27T07:28:48.122285", + "exception": false, + "start_time": "2022-05-27T07:28:47.931163", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MultinominalNB model accuracy is 86.32%\n", + "------------------------------------------------\n", + "Confusion Matrix:\n", + " 0 1\n", + "0 4349 628\n", + "1 740 4283\n", + "------------------------------------------------\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.85 0.87 0.86 4977\n", + " 1 0.87 0.85 0.86 5023\n", + "\n", + " accuracy 0.86 10000\n", + " macro avg 0.86 0.86 0.86 10000\n", + "weighted avg 0.86 0.86 0.86 10000\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.naive_bayes import MultinomialNB\n", + "\n", + "MNB = MultinomialNB()\n", + "MNB.fit(X_train, y_train)\n", + "\n", + "predicted = MNB.predict(X_test)\n", + "accuracy_score = metrics.accuracy_score(predicted, y_test)\n", + "\n", + "print('MultinominalNB model accuracy is',str('{:04.2f}'.format(accuracy_score*100))+'%')\n", + "print('------------------------------------------------')\n", + "print('Confusion Matrix:')\n", + "print(pd.DataFrame(confusion_matrix(y_test, predicted)))\n", + "print('------------------------------------------------')\n", + "print('Classification Report:')\n", + "print(classification_report(y_test, predicted))" + ] + }, + { + "cell_type": "markdown", + "id": "2ea0a543", + "metadata": { + "papermill": { + "duration": 0.093104, + "end_time": "2022-05-27T07:28:48.309715", + "exception": false, + "start_time": "2022-05-27T07:28:48.216611", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### c) Bernoulli NB model:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "1adf1ee6", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:48.500197Z", + "iopub.status.busy": "2022-05-27T07:28:48.499658Z", + "iopub.status.idle": "2022-05-27T07:28:48.636155Z", + "shell.execute_reply": "2022-05-27T07:28:48.635305Z" + }, + "papermill": { + "duration": 0.234986, + "end_time": "2022-05-27T07:28:48.639021", + "exception": false, + "start_time": "2022-05-27T07:28:48.404035", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "BernoulliNB model accuracy = 85.06%\n", + "------------------------------------------------\n", + "Confusion Matrix:\n", + " 0 1\n", + "0 4391 586\n", + "1 908 4115\n", + "------------------------------------------------\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.83 0.88 0.85 4977\n", + " 1 0.88 0.82 0.85 5023\n", + "\n", + " accuracy 0.85 10000\n", + " macro avg 0.85 0.85 0.85 10000\n", + "weighted avg 0.85 0.85 0.85 10000\n", + "\n" + ] + } + ], + "source": [ + "from sklearn.naive_bayes import BernoulliNB\n", + "\n", + "BNB = BernoulliNB()\n", + "BNB.fit(X_train, y_train)\n", + "\n", + "predicted = BNB.predict(X_test)\n", + "accuracy_score_bnb = metrics.accuracy_score(predicted,y_test)\n", + "\n", + "print('BernoulliNB model accuracy = ' + str('{:4.2f}'.format(accuracy_score_bnb*100))+'%')\n", + "print('------------------------------------------------')\n", + "print('Confusion Matrix:')\n", + "print(pd.DataFrame(confusion_matrix(y_test, predicted)))\n", + "print('------------------------------------------------')\n", + "print('Classification Report:')\n", + "print(classification_report(y_test, predicted))" + ] + }, + { + "cell_type": "markdown", + "id": "6b4e0cd6", + "metadata": { + "papermill": { + "duration": 0.09389, + "end_time": "2022-05-27T07:28:48.827807", + "exception": false, + "start_time": "2022-05-27T07:28:48.733917", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### Plot Confusion Matrices:\n", + "Plot confusion matrix for CNB, MNB, BNB model:" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "c65c030f", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:49.022636Z", + "iopub.status.busy": "2022-05-27T07:28:49.022209Z", + "iopub.status.idle": "2022-05-27T07:28:49.697823Z", + "shell.execute_reply": "2022-05-27T07:28:49.697213Z" + }, + "papermill": { + "duration": 0.775422, + "end_time": "2022-05-27T07:28:49.699632", + "exception": false, + "start_time": "2022-05-27T07:28:48.924210", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import plot_confusion_matrix\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\")\n", + "k= [CNB, MNB, BNB]\n", + "for i in k: \n", + " plot_confusion_matrix(i, X_test, y_test) \n", + " plt.title(i)\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "ea4b60b0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:49.897607Z", + "iopub.status.busy": "2022-05-27T07:28:49.897132Z", + "iopub.status.idle": "2022-05-27T07:28:50.866999Z", + "shell.execute_reply": "2022-05-27T07:28:50.865997Z" + }, + "papermill": { + "duration": 1.06972, + "end_time": "2022-05-27T07:28:50.869102", + "exception": false, + "start_time": "2022-05-27T07:28:49.799382", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.926859772352783 0.9268583723231584 0.924853649903232\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.metrics import roc_curve\n", + "\n", + "# predict probabilities for CNB, MNB, BNB models: \n", + "CNB_prob = CNB.predict_proba(X_test)\n", + "MNB_prob = MNB.predict_proba(X_test)\n", + "BNB_prob = BNB.predict_proba(X_test)\n", + "\n", + "# roc curve for models\n", + "fpr1, tpr1, thresh1 = roc_curve(y_test, CNB_prob[:,1], pos_label=1)\n", + "fpr2, tpr2, thresh2 = roc_curve(y_test, MNB_prob[:,1], pos_label=1)\n", + "fpr3, tpr3, thresh3 = roc_curve(y_test, BNB_prob[:,1], pos_label=1)\n", + "\n", + "# roc curve for tpr = fpr \n", + "random_probs = [0 for i in range(len(y_test))]\n", + "p_fpr, p_tpr, _ = roc_curve(y_test, random_probs, pos_label=1)\n", + "\n", + "\n", + "# auc scores\n", + "from sklearn.metrics import roc_auc_score\n", + "auc_CNB = roc_auc_score(y_test, CNB_prob[:,1])\n", + "auc_MNB = roc_auc_score(y_test, MNB_prob[:,1])\n", + "auc_BNB = roc_auc_score(y_test, BNB_prob[:,1])\n", + "print(auc_CNB, auc_MNB,auc_BNB)\n", + "\n", + "# plot roc curves\n", + "plt.plot(fpr1, tpr1, linestyle='--',color='red', label='CNB Model')\n", + "plt.plot(fpr2, tpr2, linestyle='--',color='green', label='MNB Model')\n", + "plt.plot(fpr3, tpr3, linestyle='--',color='blue', label='BNB Model')\n", + "plt.plot(p_fpr, p_tpr, linestyle='--', color='pink')\n", + "\n", + "# title\n", + "plt.title('ROC curve')\n", + "# x label\n", + "plt.xlabel('False Positive Rate')\n", + "# y label\n", + "plt.ylabel('True Positive rate')\n", + "\n", + "plt.legend(loc='best')\n", + "plt.savefig('ROC',dpi=300)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "id": "524abd1b", + "metadata": { + "papermill": { + "duration": 0.099424, + "end_time": "2022-05-27T07:28:51.065072", + "exception": false, + "start_time": "2022-05-27T07:28:50.965648", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 4.6 Trying different n-grams:\n" + ] + }, + { + "cell_type": "markdown", + "id": "d6aa4d9e", + "metadata": { + "papermill": { + "duration": 0.109075, + "end_time": "2022-05-27T07:28:51.274608", + "exception": false, + "start_time": "2022-05-27T07:28:51.165533", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### a) Bigram: ngram_range = (2,2)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "05d0bdc3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:28:51.474766Z", + "iopub.status.busy": "2022-05-27T07:28:51.474421Z", + "iopub.status.idle": "2022-05-27T07:29:17.882404Z", + "shell.execute_reply": "2022-05-27T07:29:17.881247Z" + }, + "papermill": { + "duration": 26.511501, + "end_time": "2022-05-27T07:29:17.885360", + "exception": false, + "start_time": "2022-05-27T07:28:51.373859", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model accuracy is 86.43%\n" + ] + } + ], + "source": [ + "\n", + "from sklearn.feature_extraction.text import CountVectorizer\n", + "from nltk.tokenize import RegexpTokenizer\n", + "token = RegexpTokenizer(r'[a-zA-Z0-9]+')\n", + "cv_twograms = CountVectorizer(stop_words='english',ngram_range = (2,2),tokenizer = token.tokenize)\n", + "text_counts_twograms = cv_twograms.fit_transform(nb['review'])\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(text_counts_twograms, nb['sentiment'], test_size=0.20,random_state=30)\n", + "\n", + "MNB = MultinomialNB()\n", + "MNB.fit(X_train, y_train)\n", + "predicted = MNB.predict(X_test)\n", + "accuracy_score = metrics.accuracy_score(predicted, y_test)\n", + "print('model accuracy is',str('{:04.2f}'.format(accuracy_score*100))+'%')" + ] + }, + { + "cell_type": "markdown", + "id": "85133b6a", + "metadata": { + "papermill": { + "duration": 0.098326, + "end_time": "2022-05-27T07:29:18.082271", + "exception": false, + "start_time": "2022-05-27T07:29:17.983945", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "### b) Trigram: ngram_range= (3,3)¶" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "1ece2dbc", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:29:18.284551Z", + "iopub.status.busy": "2022-05-27T07:29:18.283751Z", + "iopub.status.idle": "2022-05-27T07:29:51.101329Z", + "shell.execute_reply": "2022-05-27T07:29:51.100276Z" + }, + "papermill": { + "duration": 33.021144, + "end_time": "2022-05-27T07:29:51.202973", + "exception": false, + "start_time": "2022-05-27T07:29:18.181829", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "model accuracy is 67.45%\n" + ] + } + ], + "source": [ + "token = RegexpTokenizer(r'[a-zA-Z0-9]+')\n", + "cv_threegrams = CountVectorizer(stop_words='english',ngram_range = (3,3),tokenizer = token.tokenize)\n", + "text_counts_threegrams = cv_threegrams.fit_transform(nb['review'])\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(text_counts_threegrams, nb['sentiment'], test_size=0.20,random_state=30)\n", + "\n", + "MNB = MultinomialNB()\n", + "MNB.fit(X_train, y_train)\n", + "predicted = MNB.predict(X_test)\n", + "accuracy_score = metrics.accuracy_score(predicted, y_test)\n", + "print('model accuracy is',str('{:04.2f}'.format(accuracy_score*100))+'%')\n" + ] + }, + { + "cell_type": "markdown", + "id": "7d8ea66a", + "metadata": { + "papermill": { + "duration": 0.096259, + "end_time": "2022-05-27T07:29:51.400351", + "exception": false, + "start_time": "2022-05-27T07:29:51.304092", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "## 4.7 TF-IDF: Term Frequency-Inverse Document Frequency" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "4828a9c3", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:29:51.600213Z", + "iopub.status.busy": "2022-05-27T07:29:51.599721Z", + "iopub.status.idle": "2022-05-27T07:29:59.472664Z", + "shell.execute_reply": "2022-05-27T07:29:59.471860Z" + }, + "papermill": { + "duration": 7.97584, + "end_time": "2022-05-27T07:29:59.475055", + "exception": false, + "start_time": "2022-05-27T07:29:51.499215", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "from sklearn.feature_extraction.text import TfidfVectorizer\n", + "tfidf = TfidfVectorizer()\n", + "text_count_2 = tfidf.fit_transform(nb['review'])" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "97eaaece", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:29:59.682527Z", + "iopub.status.busy": "2022-05-27T07:29:59.681844Z", + "iopub.status.idle": "2022-05-27T07:29:59.713380Z", + "shell.execute_reply": "2022-05-27T07:29:59.712537Z" + }, + "papermill": { + "duration": 0.138643, + "end_time": "2022-05-27T07:29:59.715672", + "exception": false, + "start_time": "2022-05-27T07:29:59.577029", + "status": "completed" + }, + "tags": [] + }, + "outputs": [], + "source": [ + "#splitting the data in test and training\n", + "#from sklearn.model_selection() import train_test_split()\n", + "x_train, x_test, y_train, y_test = train_test_split(text_count_2, nb['sentiment'],test_size=0.20,random_state=30)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "f0138a7c", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:29:59.920213Z", + "iopub.status.busy": "2022-05-27T07:29:59.919424Z", + "iopub.status.idle": "2022-05-27T07:29:59.996728Z", + "shell.execute_reply": "2022-05-27T07:29:59.995843Z" + }, + "papermill": { + "duration": 0.182179, + "end_time": "2022-05-27T07:29:59.999509", + "exception": false, + "start_time": "2022-05-27T07:29:59.817330", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracy_score_mnb = 86.87%\n" + ] + } + ], + "source": [ + "#fitting the model with MNB\n", + "MNB.fit(x_train, y_train)\n", + "accuracy_score_mnb = metrics.accuracy_score(MNB.predict(x_test), y_test)\n", + "\n", + "print('accuracy_score_mnb = '+str('{:4.2f}'.format(accuracy_score_mnb*100))+'%')\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "8d37d8f0", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:30:00.204584Z", + "iopub.status.busy": "2022-05-27T07:30:00.203718Z", + "iopub.status.idle": "2022-05-27T07:30:00.311968Z", + "shell.execute_reply": "2022-05-27T07:30:00.311092Z" + }, + "papermill": { + "duration": 0.211941, + "end_time": "2022-05-27T07:30:00.314130", + "exception": false, + "start_time": "2022-05-27T07:30:00.102189", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracy_score_bnb = 85.36%\n" + ] + } + ], + "source": [ + "#fitting the model with BNB\n", + "BNB.fit(x_train, y_train)\n", + "accuracy_score_bnb = metrics.accuracy_score(BNB.predict(x_test), y_test)\n", + "print('accuracy_score_bnb = '+str('{:4.2f}'.format(accuracy_score_bnb*100))+'%')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "39049536", + "metadata": { + "execution": { + "iopub.execute_input": "2022-05-27T07:30:00.515440Z", + "iopub.status.busy": "2022-05-27T07:30:00.514738Z", + "iopub.status.idle": "2022-05-27T07:30:00.572412Z", + "shell.execute_reply": "2022-05-27T07:30:00.571509Z" + }, + "papermill": { + "duration": 0.161327, + "end_time": "2022-05-27T07:30:00.574697", + "exception": false, + "start_time": "2022-05-27T07:30:00.413370", + "status": "completed" + }, + "tags": [] + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "accuracy_score_cnb = 86.88%\n" + ] + } + ], + "source": [ + "# fitting the model with CNB\n", + "CNB.fit(x_train, y_train)\n", + "accuracy_score_cnb = metrics.accuracy_score(CNB.predict(x_test), y_test)\n", + "print('accuracy_score_cnb = '+str('{:4.2f}'.format(accuracy_score_cnb*100))+'%')" + ] + }, + { + "cell_type": "markdown", + "id": "ba328b51", + "metadata": { + "papermill": { + "duration": 0.099799, + "end_time": "2022-05-27T07:30:00.775516", + "exception": false, + "start_time": "2022-05-27T07:30:00.675717", + "status": "completed" + }, + "tags": [] + }, + "source": [ + "# THE END" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.11.7" + }, + "papermill": { + "default_parameters": {}, + "duration": 846.327525, + "end_time": "2022-05-27T07:30:04.674710", + "environment_variables": {}, + "exception": null, + "input_path": "__notebook__.ipynb", + "output_path": "__notebook__.ipynb", + "parameters": {}, + "start_time": "2022-05-27T07:15:58.347185", + "version": "2.3.4" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/Project-Structure.md b/Project-Structure.md index e4476c1230..fc1fa4c5b6 100644 --- a/Project-Structure.md +++ b/Project-Structure.md @@ -503,6 +503,8 @@ * [Data Loader](Deep_Learning/SRGAN%20for%20upscaling%20image%20resolutions/main/data_loader.py) * [Preprocessing](Deep_Learning/SRGAN%20for%20upscaling%20image%20resolutions/main/preprocessing.py) * [Srgan](Deep_Learning/SRGAN%20for%20upscaling%20image%20resolutions/main/srgan.py) + * Sentimental Analysis Navie + * [Sentimental-Analysis-Using-Naive-Bayes-Classifier](Deep_Learning/Sentimental_Analysis_navie/sentimental-analysis-using-naive-bayes-classifier.ipynb) * Spam Vs Ham Mail Classification [With Streamlit Gui] * Model * [App1](Deep_Learning/Spam%20Vs%20Ham%20Mail%20Classification%20[With%20Streamlit%20GUI]/Model/app1.py)