{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Analysis of Mushroom Attributes\n", "Author: Crystal Tran\n", "\n", "Course Project, UC Irvine, Math 10, S24\n", "\n", "I would like to post my notebook on the course’s website. [Yes]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Introduction**\n", "\n", "The ultimate goal of this analysis is to classify mushrooms as edible or poisonous given select features of the [mushroom dataset](https://www.kaggle.com/datasets/vishalpnaik/mushroom-classification-edible-or-poisonous/data). We will use feature selection, data scaling, data balancing, and cross-validation on different regression and classification models in order to create the best model to classify mushrooms. \n", "\n", "Additionally, we will explore the data to possibly determine other interesting correlations between the selected features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Import**" ] }, { "cell_type": "code", "execution_count": 807, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import RobustScaler\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LogisticRegression,LinearRegression\n", "from sklearn.neighbors import KNeighborsClassifier,KNeighborsRegressor\n", "from sklearn import metrics\n", "from sklearn.utils import resample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Data Cleaning**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset has a total of **20** features in addition to mushroom class, but for simplicity, we will only use about half of those features. The features that we select will be features that are easily determined by examining the mushroom, such as the shape, surface, and color of the mushroom, as well as features that can be measured, such as cap diameter and stem dimensions." ] }, { "cell_type": "code", "execution_count": 808, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " class cap-diameter cap-shape cap-surface cap-color does-bruise-or-bleed \\\n", "0 p 15.26 x g o f \n", "1 p 16.60 x g o f \n", "2 p 14.07 x g o f \n", "3 p 14.17 f h e f \n", "4 p 14.64 x h o f \n", "\n", " stem-height stem-width stem-surface stem-color has-ring \n", "0 16.95 17.09 y w t \n", "1 17.99 18.19 y w t \n", "2 17.80 17.74 y w t \n", "3 15.77 15.98 y w t \n", "4 16.53 17.20 y w t " ] }, "execution_count": 808, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"mushroom.csv\")\n", "df.drop([\"gill-spacing\", \"spore-print-color\", \"stem-root\", \"veil-type\", \"veil-color\", \"habitat\", \"gill-attachment\", \"gill-color\", \"season\", \"ring-type\"], axis=1, inplace=True)\n", "df.dropna()\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Data Preprocessing**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to get the data ready for analysis, we will change all boolean values to 0 or 1 as well as changing data with string values to dummy features." ] }, { "cell_type": "code", "execution_count": 809, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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classcap-diameterdoes-bruise-or-bleedstem-heightstem-widthhas-ringcap-shape_ccap-shape_fcap-shape_ocap-shape_p...stem-color_gstem-color_kstem-color_lstem-color_nstem-color_ostem-color_pstem-color_rstem-color_ustem-color_wstem-color_y
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" ], "text/plain": [ " class cap-diameter does-bruise-or-bleed stem-height stem-width \\\n", "0 1 15.26 0 16.95 17.09 \n", "1 1 16.60 0 17.99 18.19 \n", "2 1 14.07 0 17.80 17.74 \n", "3 1 14.17 0 15.77 15.98 \n", "4 1 14.64 0 16.53 17.20 \n", "\n", " has-ring cap-shape_c cap-shape_f cap-shape_o cap-shape_p ... \\\n", "0 1 0 0 0 0 ... \n", "1 1 0 0 0 0 ... \n", "2 1 0 0 0 0 ... \n", "3 1 0 1 0 0 ... \n", "4 1 0 0 0 0 ... \n", "\n", " stem-color_g stem-color_k stem-color_l stem-color_n stem-color_o \\\n", "0 0 0 0 0 0 \n", "1 0 0 0 0 0 \n", "2 0 0 0 0 0 \n", "3 0 0 0 0 0 \n", "4 0 0 0 0 0 \n", "\n", " stem-color_p stem-color_r stem-color_u stem-color_w stem-color_y \n", "0 0 0 0 1 0 \n", "1 0 0 0 1 0 \n", "2 0 0 0 1 0 \n", "3 0 0 0 1 0 \n", "4 0 0 0 1 0 \n", "\n", "[5 rows x 52 columns]" ] }, "execution_count": 809, "metadata": {}, "output_type": "execute_result" } ], "source": [ "isPoisonous = {\"p\": 1, \"e\": 0}\n", "boolean = {\"t\": 1, \"f\": 0}\n", "df = df.replace({\"class\": isPoisonous, \"has-ring\": boolean, \"does-bruise-or-bleed\": boolean})\n", "\n", "dummy_features = [\"cap-shape\", \"cap-surface\", \"cap-color\", \"stem-surface\", \"stem-color\"]\n", "df_dummies = pd.get_dummies(df[dummy_features], drop_first=True)\n", "df_dummies = df_dummies.replace({i: {True: 1, False: 0} for i in df_dummies.columns.tolist()})\n", "df = df.join(df_dummies)\n", "df.drop(dummy_features, axis=1, inplace=True)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can to feed the data into classification models to predict mushroom class given the features." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Classification Models**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Balancing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the distribution of mushroom class, we can see that there is about 11% more poisonous mushrooms in our dataset than edible mushrooms. We will simply oversample the edible mushroom class to balance the dataset. Additionally, we will also use balanced class weights for each model to ensure that the model performs most accurately." ] }, { "cell_type": "code", "execution_count": 810, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1, 2, figsize=(10, 15))\n", "\n", "count_class = {0: 0, 1: 0}\n", "for i in df[\"class\"]:\n", " count_class[i] += 1\n", " \n", "ax[0].pie([count_class[i] for i in count_class], labels=['edible', 'poisonous'], autopct='%1.1f%%', colors=['#66b3ff','#ff9999'])\n", "ax[0].set_title('Distribution of Mushroom Class')\n", "\n", "df_poisonous = df[df[\"class\"] == 1]\n", "df_edible = df[df[\"class\"] == 0]\n", "\n", "edible_group_oversampled = resample(df_edible, replace=True, n_samples=len(df_poisonous.index), random_state=0)\n", "df = pd.concat([edible_group_oversampled, df_poisonous])\n", "df = df.reset_index(drop=True)\n", "\n", "count_class = {0: 0, 1: 0}\n", "for i in df[\"class\"]:\n", " count_class[i] += 1\n", "\n", "ax[1].pie([count_class[i] for i in count_class], labels=['edible', 'poisonous'], autopct='%1.1f%%', colors=['#66b3ff','#ff9999'])\n", "ax[1].set_title('Oversampled Distribution of Mushroom Class')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training and Testing Sets" ] }, { "cell_type": "code", "execution_count": 811, "metadata": {}, "outputs": [], "source": [ "features = df.columns.tolist()\n", "features.pop(0)\n", "target = \"class\"\n", "\n", "X = df[features]\n", "y = df[target]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, shuffle=True, random_state=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Logistic Regression Model" ] }, { "cell_type": "code", "execution_count": 812, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Accuracy for Logistic Regression: 0.7305\n" ] } ], "source": [ "log_reg = LogisticRegression(max_iter=1000, class_weight=\"balanced\")\n", "log_reg.fit(X_train, y_train)\n", "\n", "print(f\"Accuracy for Logistic Regression: {log_reg.score(X_test, y_test):.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### KNN Classification Model" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can to determine the best value of k and fit the KNN classification model." ] }, { "cell_type": "code", "execution_count": 813, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "k = 1: 0.9969\n", "k = 2: 0.9969\n", "k = 3: 0.9960\n", "k = 4: 0.9963\n", "k = 5: 0.9954\n", "\n", "Best k is k = 1 with an accuracy of 0.9969.\n", "\n", "Accuracy for KNN Classification: 0.9969\n" ] } ], "source": [ "best_k = 0\n", "best_accuracy = 0\n", "\n", "for k in range(1, 6):\n", " knn = KNeighborsClassifier(n_neighbors=k, weights=\"distance\")\n", " \n", " knn.fit(X_train, y_train)\n", " accuracy = knn.score(X_test, y_test)\n", " \n", " print(f'k = {k}: {accuracy:.4f}')\n", " \n", " if accuracy > best_accuracy:\n", " best_k = k\n", " best_accuracy = accuracy\n", " \n", "print() \n", "print(f\"Best k is k = {best_k} with an accuracy of {best_accuracy:.4f}.\")\n", "\n", "knn = KNeighborsClassifier(n_neighbors=best_k, weights=\"distance\")\n", "knn.fit(X_train, y_train)\n", "\n", "print()\n", "print(f\"Accuracy for KNN Classification: {knn.score(X_test, y_test):.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison of the Models" ] }, { "cell_type": "code", "execution_count": 814, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cnf_matrix_lr = metrics.confusion_matrix(y_test, log_reg.predict(X_test))\n", "cnf_matrix_knn = metrics.confusion_matrix(y_test, knn.predict(X_test))\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(18, 8))\n", "\n", "sns.heatmap(pd.DataFrame(cnf_matrix_lr), annot=True, cmap=\"YlGnBu\", fmt='g', ax=ax[0])\n", "ax[0].set_title('Logistic Regression Confusion Matrix')\n", "ax[0].set_xlabel('Predicted label')\n", "ax[0].set_ylabel('Actual label')\n", "\n", "sns.heatmap(pd.DataFrame(cnf_matrix_knn), annot=True, cmap=\"YlGnBu\", fmt='g', ax=ax[1])\n", "ax[1].set_title('KNN Confusion Matrix')\n", "ax[1].set_xlabel('Predicted label')\n", "ax[1].set_ylabel('Actual label')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 815, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 0.71 0.78 0.74 17047\n", " 1 0.75 0.68 0.72 16841\n", "\n", " accuracy 0.73 33888\n", " macro avg 0.73 0.73 0.73 33888\n", "weighted avg 0.73 0.73 0.73 33888\n", "\n", "\n", "The logistic regression model predicted 13224 edible mushrooms and 5310 poisonus mushrooms as edible.\n", "The logistic regression model predicted 11531 poisonous mushrooms and 3823 edible mushrooms as poisonous.\n" ] } ], "source": [ "TN = cnf_matrix_lr[0][0]\n", "FN = cnf_matrix_lr[1][0]\n", "TP = cnf_matrix_lr[1][1]\n", "FP = cnf_matrix_lr[0][1]\n", "\n", "print(metrics.classification_report(y_test, log_reg.predict(X_test)))\n", "print()\n", "print(f\"The logistic regression model predicted {TN} edible mushrooms and {FN} poisonus mushrooms as edible.\")\n", "print(f\"The logistic regression model predicted {TP} poisonous mushrooms and {FP} edible mushrooms as poisonous.\")" ] }, { "cell_type": "code", "execution_count": 816, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " precision recall f1-score support\n", "\n", " 0 1.00 1.00 1.00 17047\n", " 1 1.00 1.00 1.00 16841\n", "\n", " accuracy 1.00 33888\n", " macro avg 1.00 1.00 1.00 33888\n", "weighted avg 1.00 1.00 1.00 33888\n", "\n", "\n", "The KNN classification model predicted 17006 edible mushrooms and 65 poisonus mushrooms as edible.\n", "The KNN classification model predicted 16776 poisonous mushrooms and 41 edible mushrooms as poisonous.\n" ] } ], "source": [ "TN = cnf_matrix_knn[0][0]\n", "FN = cnf_matrix_knn[1][0]\n", "TP = cnf_matrix_knn[1][1]\n", "FP = cnf_matrix_knn[0][1]\n", "\n", "print(metrics.classification_report(y_test, knn.predict(X_test)))\n", "print()\n", "print(f\"The KNN classification model predicted {TN} edible mushrooms and {FN} poisonus mushrooms as edible.\")\n", "print(f\"The KNN classification model predicted {TP} poisonous mushrooms and {FP} edible mushrooms as poisonous.\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion\n", "\n", "From the classification reports and confusion matrices, we can conclude that the best model for classifying edible and poisonous mushrooms is the KNN classification model with k = 1, which produces an accuracy of **0.9969**. We are able to use this model for new mushroom data to classify each mushroom as edible or poisonous based on the given features, which we chose were observable and/or measurable. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now, we can use a correlation matrix to see which other features are highly correlated." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Correlation Matrix**" ] }, { "cell_type": "code", "execution_count": 817, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_labels = [\"class\", \"cap-diameter\", \"does-bruise-or-bleed\", \"stem-height\", \"stem-width\", \"has-ring\"]\n", "corr = df[corr_labels].corr()\n", "\n", "sns.heatmap(corr, annot=False)\n", "plt.title(\"Correlation Matrix\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that there is a noticable correlation between stem height, stem width, and cap diameter. We can explore this further with some regression models." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **Regression Models**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Preprocessing" ] }, { "cell_type": "code", "execution_count": 818, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "features = [\"cap-diameter\", \"stem-height\", \"stem-width\"]\n", "\n", "fig = plt.figure()\n", "\n", "plt.scatter(df[\"stem-height\"], df[\"cap-diameter\"], label='Stem Height')\n", "plt.scatter(df[\"stem-width\"], df[\"cap-diameter\"], label='Stem Width')\n", "plt.title('Stem Dimensions with Cap Diameter')\n", "plt.xlabel('Stem Dimensions (Height/Width)')\n", "plt.ylabel('Cap Diameter')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There seems to be a clear divide between cap diameters. This could be a result of a different species or type of mushroom in the dataset. For simplicity, we will just emit this data when training the model since we are not losing significant amount of data points." ] }, { "cell_type": "code", "execution_count": 819, "metadata": {}, "outputs": [], "source": [ "df_no_outliers = df[df[\"cap-diameter\"] < 35]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the graph of unscaled mushroom dimensions, we can see that the data seems to be skewed similarly to a pareto distribution. Therefore, to minimize the effect of outliers in our data while scaling, we will use robust scaling." ] }, { "cell_type": "code", "execution_count": 820, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\cryst\\AppData\\Local\\Temp\\ipykernel_1992\\2997960766.py:8: SettingWithCopyWarning: \n", "A value is trying to be set on a copy of a slice from a DataFrame.\n", "Try using .loc[row_indexer,col_indexer] = value instead\n", "\n", "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", " df_no_outliers[features] = scaler.fit_transform(df_no_outliers[features])\n" ] }, { "data": { "text/plain": [ "Text(0.5, 1.0, 'Robust Scaled Mushroom Dimensions')" ] }, "execution_count": 820, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,ax = plt.subplots(1, 2, figsize=(10, 5))\n", "\n", "ax[0].hist(df_no_outliers[features], label=features)\n", "ax[0].legend()\n", "ax[0].set_title(\"Unscaled Mushroom Dimensions\")\n", "\n", "scaler = RobustScaler()\n", "df_no_outliers[features] = scaler.fit_transform(df_no_outliers[features])\n", "\n", "ax[1].hist(df_no_outliers[features], label=features)\n", "ax[1].legend()\n", "ax[1].set_title(\"Robust Scaled Mushroom Dimensions\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Training and Testing Sets" ] }, { "cell_type": "code", "execution_count": 821, "metadata": {}, "outputs": [], "source": [ "features = [\"stem-height\", \"stem-width\"]\n", "target = \"cap-diameter\"\n", "\n", "X = df_no_outliers[features]\n", "y = df_no_outliers[target]\n", "\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, shuffle=True, random_state=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Linear Regression Model" ] }, { "cell_type": "code", "execution_count": 822, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R2 score for linear regression:\n", "-train score: 0.6297 \n", "-test score: 0.6446\n" ] } ], "source": [ "lin_reg = LinearRegression()\n", "lin_reg.fit(X_train, y_train)\n", "\n", "kf = KFold(n_splits=5, shuffle=True, random_state=1)\n", "scores = cross_val_score(lin_reg, X, y, cv=kf, scoring=\"r2\")\n", "\n", "print(f\"R2 score for linear regression:\")\n", "print(f\"-train score: {lin_reg.score(X_train, y_train):.4f} \\n-test score: {lin_reg.score(X_test, y_test):.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### KNN Regression Model" ] }, { "cell_type": "code", "execution_count": 823, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R2 score for KNN regression:\n", "-train score: 0.7979 \n", "-test score: 0.7849\n" ] } ], "source": [ "knn = KNeighborsRegressor(n_neighbors=30)\n", "knn.fit(X_train, y_train)\n", "\n", "print(f\"R2 score for KNN regression:\")\n", "print(f\"-train score: {knn.score(X_train, y_train):.4f} \\n-test score: {knn.score(X_test, y_test):.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Comparison" ] }, { "cell_type": "code", "execution_count": 824, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\cryst\\anaconda3\\Lib\\site-packages\\sklearn\\base.py:439: UserWarning: X does not have valid feature names, but KNeighborsRegressor was fitted with feature names\n", " warnings.warn(\n" ] }, { "data": { "image/png": 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vSrcvLi4ypVK5pr0gGesJmVtuuYUBYH/7298YY+m/T4nfk7POOksScIn7/K53vUu6LdPPkri/dXV1bHl5WbptZmaGKRQK9tWvflW6zWQysU984hNpX3uikBEvkonnhV/96lcMALv33nul21paWphOp2OnTp2SbgsEAszhcLCPfOQj0m179uxh73jHO9LuRzK+853vMABxP5acTifTarXs5ptvzup1JjIzM8MAsPe+971Z7xdjr5/fnn/+eQYg7vMufk7vueeeuMf867/+KwPA/vKXv6R97vWETH9/PwPAbrzxRum2ZEImlmg0yiKRCPvyl7/Mqqqq4oRxS0sL0+v1bGJiQrqto6ODAWANDQ1xpdQPPfQQA8B+//vfS7ft2LGDHThwQBKWIldccQVraGiQWj5SlXr7fD7mcDjYlVdeuWaf9+/fzw4dOiTdlu21gyDOBERtAIBZrVbpB0IyYg2phYUFZrVa2T/+4z9Kf09nSDHG2Be+8AWmUCikc162hhTpONJxpONIx5GOIx1HOm6FM6plLx2xpYwAsG/fPgSDQczNzQEAHn74YXAch3/6p38Cz/PSv/r6euzfvz+uXHdubg4f/ehH0dzcDJVKBbVajZaWFgBYU3oMAP/4j/+Y1b7+r//1v6BWq6UywOXlZTzyyCNSuGIwGMTTTz+Nd77znTAYDHH7+5a3vAXBYFCatvH8889jz5492LVrV9w2rr766qTbttvteOMb3xh328MPP4w9e/bgrLPOitvWZZddFlfKfPDgQQDAe97zHvz617/G5OTkmuc/dOgQOjs78bGPfQyPP/44lpeX1z0eL774IgKBAK677rq425ubm/HGN75xTZkkx3G48sor427bt2/fmvL7H//4x+B5Xnrv0vGlL30JY2NjuO+++/CRj3wEJpMJP/jBD3DOOeekLeUVefzxx8HzPD7wgQ/EHUOdTocLL7ww7vMlvoa3vOUt0n+rVCps2bIFDQ0NOHDggHS7w+FAbW2tLK0FLKE0Nh2J04l27twJjuNw+eWXr9nn2H3L9LMkcvHFF8NsNkv/XVdXt+b1Hjp0CPfffz/uvPNOvPTSS4hEIuvuvxjAmPiZeve73w2j0bjmM3XWWWdh48aN0n/rdDps27ZtzX48+uij+NznPofnnnsOgUBg3f0AgPe9733QarVx5cC/+MUvEAqFcP311+f1OnPh5MmTuOaaa1BfXw+lUgm1Wo0LL7wQQPLz2/ve9764/77mmmsAAM8++2xe+5Hp5/GZZ57BP/zDP8BqtUr7e+utt2JxcVE6v4ucddZZaGpqkv57586dAFZKyA0Gw5rbxfd3aGgIx48fl15r4jl3enoaAwMDaffzhRdegNPpxLXXXhv3eEEQ8OY3vxnHjh1bU06f7bWDIM4E3va2t2FpaQmf+MQnEI1G171/VVUVbrnlFvz2t7/F3/72t4y28dnPfhYOhwO33HJLTvtIOi4e0nGk40RIx5GOS4R03OkPGVKrVFVVxf232IMrnmxmZ2fBGENdXR3UanXcv5deeknKhxIEAZdeeikefPBBfPazn8XTTz+Nl19+WRIOyU5e2U4Z+bd/+zccO3YMzz//PL7whS9gdnYW73jHO6Te+cXFRfA8j+9+97tr9lW8+In7u7i4iLq6ujXbSHZbqn2dnZ1FV1fXmm2ZzWYwxqRtXXDBBXjooYekC/aGDRuwZ8+euAv95z//eXzzm9/ESy+9hMsvvxxVVVW45JJL0o5DTtf739jYKP1dxGAwQKfTxd2m1WoRDAZTbiMT6urqcP311+MHP/gBurq68Pzzz0Oj0WQ09UPMjTh48OCa4/irX/1qTf5Ysteg0WiSTv3RaDR5vzbg9ZN2Y2PjuvdN3A+NRpNyn2P3LdPPkkji9xZYeS9jv2e/+tWvcO211+JHP/oRjhw5AofDgQ984AOYmZlJuf+Li4tQqVSoqamJu53jONTX16/5TGWyH9/5zndwyy234KGHHsLFF18Mh8OBd7zjHRgcHEy5H8DKsXzb296GBx54QPpxdf/99+PQoUPYvXt3Xq+zuroaBoMBIyMjafdBxOv14g1veAP+9re/4c4778Rzzz2HY8eO4cEHHwSw9vymUqnWHJv6+noAWHMMsyWTz+PLL7+MSy+9FMDKBJq//vWvOHbsGL7whS8k3d9kn9t0t4ufXfH7++lPf3rNZ/djH/sYAKz57CYiPsdVV1215jn+7d/+DYyxNWOby2VCFUGUE1/60pdw66234uc//zn+6Z/+KSNT6hOf+AQaGxvx2c9+NqNtWCwWfPGLX8Rjjz2W048y0nHxkI5bgXTcCqTjSMeJkI47M1CVegcqherqanAchz//+c9JA+PE23p6etDZ2Yn7778f1157rfT3oaGhlM/NcVxW+7Jp0yYpAPOCCy6AXq/HF7/4RXz3u9/Fpz/9adjtdiiVSrz//e/Hxz/+8aTP0dbWBmDlBJwYogkg5ckv2b5WV1dDr9evCf+L/bvI29/+drz97W9HKBTCSy+9hK9+9au45ppr0NraiiNHjkClUuFTn/oUPvWpT8HtduOpp57Cv/zLv+Cyyy7D+Ph4nLstIp4op6en1/xtamoqbvvF5IILLsCll16Khx56CHNzc6itrU15X3Ef//u//zujlbxiEwgE8NRTT2Hz5s1x41nlJpvPUjbPeffdd+Puu+/G2NgYfv/73+Nzn/sc5ubm8NhjjyV9TFVVFXiex/z8fJyYYYxhZmZGWiXOBqPRiDvuuAN33HEHZmdnpVW2K6+8EsePH0/72Ouvvx6/+c1v8OSTT2Ljxo04duwYvv/97+f9OpVKJS655BI8+uijmJiYWPe9feaZZzA1NYXnnntOWk0DsCYgVITneSwuLsaJGfHckkz8ZYMYApoYfhnLL3/5S6jVajz88MNxIvqhhx7Ka9uJiJ/Lz3/+83jXu96V9D7bt2/P6Dm++93vrhlNL5L4AzPbawdBnCnccccd4DgOd9xxBwRBwH/9139BpUotefV6PW6//XZ8+MMfxiOPPJLRNm688Ubcc889uOWWW3DjjTdmtX+k4+IhHVd4SMetQDqOdFwySMeVFjKkMuSKK67A1772NUxOTuI973lPyvuJH6xE0+qHP/xhwfbts5/9LO6//3587Wtfw0c+8hGYzWZcfPHFeO2117Bv3z7JBU7GhRdeiG9+85vo6+uLK/f+5S9/mfH2r7jiCtx1112oqqqSBNJ6aLVaXHjhhbDZbHj88cfx2muv4ciRI3H3sdlsuOqqqzA5OYlPfOITGB0dXVOSDgBHjhyBXq/Hf/7nf0qTDwBgYmICzzzzDK666qqMX0suzM7OoqamRprCIhKNRjE4OAiDwSCV4SdW3olcdtllUKlUGB4eLrvyzWg0iptuugmLi4v46le/WtBt5fJZyoaNGzfipptuwtNPP42//vWvKe93ySWX4Otf/zr+8z//E5/85Cel23/729/C5/PhkksuyWs/6urqcN1116GzsxN33303/H5/UpEucumll6KpqQk/+clPsHHjRuh0upTtGEDmrxNYufj+8Y9/xA033ID/+Z//WXO+iEQieOyxx3DllVfmdH77r//6L/zzP/+z9N8///nPAaQXIOvx5JNP4kc/+hHa29tx/vnnp7wfx3FQqVRQKpXSbYFAAD/72c9y3nYytm/fjq1bt6KzsxN33XVX2vumOgccPXoUNpsNfX19uOmmm2TdP4I4E7n99tuhUChw2223gTGGn//852lNqQ9+8IP493//d3zuc5+DIAjrPr9Go8Gdd96J973vfXkbJqTjSMcVEtJxpONIx6WHdFxpOe0MqWeeeWbNGFkAcX3auXD06FF8+MMfxvXXX49XXnkFF1xwAYxGI6anp6WRwjfeeCN27NiBzZs343Of+xwYY3A4HPjDH/6AJ598Mq/tp0OtVuOuu+7Ce97zHtxzzz344he/iHvuuQfnn38+3vCGN+DGG29Ea2srPB4PhoaG8Ic//EHqrf7EJz6B++67D5dffjm+/OUvo66uDj//+c8lpz/x4pyMT3ziE/jtb3+LCy64AJ/85Cexb98+CIKAsbExPPHEE7j55ptx+PBh3HrrrZiYmMAll1yCDRs2wO1245577onrXb7yyiuxZ88enHvuuaipqcGpU6dw9913o6WlBVu3bk26fZvNhi996Uv4l3/5F3zgAx/A1VdfjcXFRdxxxx3Q6XS47bbbcjquH/rQh/DTn/4Uw8PDaVe7fvazn+GHP/whrrnmGhw8eBBWqxUTExP40Y9+hN7eXtx6663SxUEcPX3PPffg2muvhVqtxvbt29Ha2oovf/nL+MIXvoCTJ0/izW9+M+x2O2ZnZ/Hyyy9LqzKFZnZ2Fi+99BIYY/B4POjp6cEDDzyAzs5OfPKTn8QNN9xQ0O1n+lnKlKWlJVx88cW45pprsGPHDpjNZhw7dgyPPfZYyhUQAHjTm96Eyy67DLfccguWl5dx9OhRdHV14bbbbsOBAwfw/ve/P+vXdvjwYVxxxRXYt28f7HY7+vv78bOf/QxHjhxJK2KAlRWwD3zgA/j2t78Ni8WCd73rXbBarXm/TmDlh8D3v/99fOxjH8M555yDG2+8Ebt370YkEsFrr72Ge++9F3v27MGVV16J9vZ22O12fPSjH8Vtt90GtVqN//qv/0JnZ2fS59ZoNPjWt74Fr9eLgwcP4oUXXsCdd96Jyy+/PK0AEREEQWp3DoVCGBsbw6OPPopf//rX2LlzZ9wo3mS89a1vxbe//W1cc801+PCHP4zFxUV885vfTFrlmi8//OEPcfnll+Oyyy7Dddddh6amJjidTvT39+PVV1/Fb37zGwDAnj17AAD33nsvzGYzdDod2traUFVVhe9+97u49tpr4XQ6cdVVV6G2thbz8/Po7OzE/Pz8mtVUgiDSc+utt0KhUOBLX/oSGGP4xS9+kdKUUiqVuOuuu/DOd74TwEom0XpcffXV+OY3v4lHH300r/0kHUc6Ti5Ix61AOo50XLaQjishxU5RLxSx01WS/RsZGUk7TWJ+fj7p8yVO0bjvvvvY4cOHmdFoZHq9nm3evJl94AMfiBvH2tfXx970pjcxs9nM7HY7e/e7383GxsYYAHbbbbetu+1UpBoXLHL48GFmt9ul6ScjIyPsgx/8IGtqamJqtZrV1NSw9vZ2duedd8Y9rqenh/3DP/wD0+l0zOFwsA996EPspz/96ZppCxdeeCHbvXt30m17vV72xS9+kW3fvp1pNBppVPEnP/lJNjMzwxhbGWt8+eWXs6amJqbRaFhtbS17y1vewv785z9Lz/Otb32Ltbe3s+rqamnU6Ic+9KG4CSmp3psf/ehHbN++fdL23/72t6+ZOpNq4oP4XiTeN9l2Eunr62M333wzO/fcc1lNTQ1TqVTMbrezCy+8kP3sZz9bc//Pf/7zrLGxkSkUijVTGh566CF28cUXM4vFwrRaLWtpaWFXXXVV3KjQVK8h1fuTbFpQMmK/LwqFglksFrZ371724Q9/mL344otr7p/N9ymbfc7ksyTub7JpMi0tLezaa69ljDEWDAbZRz/6UbZv3z5msViYXq9n27dvZ7fddlvctI3E6SyMrUxYueWWW1hLSwtTq9WsoaGB3XjjjXFTkMTtJTu+iZNCPve5z7Fzzz2X2e12ptVq2aZNm9gnP/nJlOOlEzlx4oT0/jz55JNxf8v0daajo6ODXXvttWzjxo1Mo9FIo5FvvfXWuGlVL7zwAjty5AgzGAyspqaG/e///b/Zq6++uuazIL7nXV1d7KKLLmJ6vZ45HA524403Mq/Xu+7+iN8/8Z9er2cbN25kV155JbvvvvtYKBRa85hk01nuu+8+tn37dumYf/WrX2U//vGP13y3U72PyT5n4mf/G9/4RtztnZ2d0hhntVrN6uvr2Rvf+Eb2gx/8IO5+d999N2tra2NKpXLNcXv++efZW9/6VuZwOJharWZNTU3srW99a9x5P9trB0GcCaSbdCdOhXrXu97FwuFw2u9Qe3s7A5B2yl4sTzzxhHSeynTKHuk40nGk40jHxUI6bgXScWcmHGNZjFwgzhg+/OEP4xe/+AUWFxfTlooTBEEk47rrrsN///d/w+v1lnpXCIIgzjhIxxEEkQ+k44hicdq17BHZ8+UvfxmNjY3YtGkTvF4vHn74YfzoRz/CF7/4RRIxBEEQBEEQZQzpOIIgCKJSIUOKgFqtxje+8Q1MTEyA53ls3boV3/72tzMac0sQBEEQBEGUDtJxBEEQRKVCLXsEQRAEQRAEQRAEQRBEUVl/9AZBEARBEARBEARBEARByAgZUgRBEARBEARBEARBEERRIUOKIAiCIAiCIAiCIAiCKCpkSBEEQRAEQRAEQRAEQRBFhQwpgiAIgiAIgiAIgiAIoqiQIUUQBEEQBEEQBEEQBEEUFTKkCIIgCIIgCIIgCIIgiKJChhRBEARBEARBEARBEARRVMiQIgiCIAiCIAiCIAiCIIoKGVIEQRAEQRAEQRAEQRBEUSFDiiAIgiAIgiAIgiAIgigqZEgRBEEQBEEQBEEQBEEQRYUMKYIgCIIgCIIgCIIgCKKokCFFEARBEARBEARBEARBFBUypAiCIAiCIAiCIAiCIIiiQoYUQRAEQRAEQRAEQRAEUVTIkCIIgiAIgiAIgiAIgiCKChlSBEEQBEEQBEEQBEEQRFEhQ4ogCIIgCIIgCIIgCIIoKmRIEQRBEARBEARBEARBEEWFDCmCIAiCIAiCIAiCIAiiqJAhRRAEQRAEQRAEQRAEQRQVMqQIgiAIgiAIgiAIgiCIokKGFEEQBEEQBEEQBEEQBFFUyJAiCIIgCIIgCIIgCIIgigoZUgRBEARBEARBEARBEERRIUOKIAiCIAiCIAiCIAiCKCpkSBEEQRAEQRAEQRAEQRBFhQwpgiAIgiAIgiAIgiAIoqiQIUUQBEEQBEEQBEEQBEEUFTKkCIIgCIIgCIIgCIIgiKJChhRBEARBEARBEARBEARRVMiQIgiCIAiCIAiCIAiCIIoKGVIEQRAEQRAEQRAEQRBEUSFDiiAIgiAIgiAIgiAIgigqZEgRBEEQBEEQBEEQBEEQRYUMKYIgCIIgCIIgCIIgCKKokCFFEARBEARBEARBEARBFBUypAiCIAiCIAiCIAiCIIiiQoYUQRAEQRAEQRAEQRAEUVTIkCIIgiAIgiAIgiAIgiCKChlSBEEQBEEQBEEQBEEQRFEhQ4ogCIIgCIIgCIIgCIIoKmRIEUSRYYyBMVbq3SAIgiAIgiBkhnQeQRBE5qhKvQMEcSYhCAJCoRCCwSDUajVUKhWUSiVUKhU4jiv17hEEQRAEQRA5IggCwuEwAoFAnM5TKpVQKKgOgCAIIhGOkYVPEAWHMYZoNIpIJIJoNIpwOAyO48AYA8dx4DgOKpVK+qdUKsmgIgiCIAiCqABEncfzvKTzxNsTdR4ZVARBEK9DhhRBFBjGmGREASurZ5FIBEqlUvq7IAhSiTfHcVAoFFAqlVCr1ZJwIYOKIAiCIAiivEjUeQAQDoclwylW54kkGlRUKU8QxJkKGVIEUSBEARKJROJWyMSVM9GQSvW4RIMqcWWNhAtBEARBEETpEKvfBUGAQqEAx3FS216qCqh0C5FUKU8QxJkGGVIEUQAYY+B5HjzPA4BkRgFY15BKfB4AJFwIgiAIgiDKhFidxxiTzCgA6xpSyZ4rmc5TKBRxOVSk8wiCOB2hUHOCkBmxKkoQBADIKyNAFB+x7X3iNl588UW0tbWhqqqKKqgIgiAIgiCKgCAIUlYUgDgzKhc4jotbpBQNqr///e+oq6tDfX096TyCIE5byJAiCJmIbdGLLd1OJF/RAkASIqIoEaf3iSGaJFwIgiAIgiDkI1UUg9yI+k6skhJ1XjgcRigUoigHgiBOK8iQIggZSAy0XG+1TA7RID5HrDEllnszxhAKheKEixiQrlKp8l7NIwiCIAiCOFNIF8VQaGIrqGIr5cPhMC1EEgRR8ZAhRRB5Iq6WRaPRohs9iRFwsQIp0aAKBoPSfRJzCcigIgiCIAiCWEuszhM1VDHgOC6pzgPioxxiFyJjDSpaiCQIohIgQ4ogcoQxJk1XSQy0LAaZbCtTgyoxIJ2EC0EQBEEQZzKizuN5Pm0UQ6GQU+fRQiRBEOUKGVIEkQOMMfj9fgCQevxLcWHPdkhmKuEiCAIZVARBEARBEDj9dB4ZVARBlCtkSBFElohVUX/5y1+wd+9eVFVVlWQ/5MqhSmVQhUIhBINBSYiRQUUQBEEQxOmOmM907NgxtLa2oqGhoST7UUidR5XyBEGUC2RIEUSGJAZaFitDIB3ZrpytR2JIpyhaotEootFoypD0YoZ7EgRBEARByE1iFEOyDKdMCAaDWFhYgN1uh1arzXuf5CSTSnlaiCQIopiQIUUQGSAGWgqCAOD1C7rcQiEbiiEMxNcpmm+xBhXP89LfE1fWyKAiCIIgCKJSSDUtOVudNzc3h+7ubqhUKvT19cFgMMBut8Nms8Fut0Oj0WT8XMXUeQBVyhMEURrIkCKINIgXZdGMir0Al9qQEvevmKQyqHieRyQSSWlQlUM1GUEQBEEQRCJiVVQ+Ok8QBAwMDGBiYgI7d+5EdXU1otEo3G43XC4XTp06hd7eXhiNRtjtdsmkUqvVaZ+3VDovdvtUKU8QRCEhQ4ogUpBqtUyk1IZUOVz4szGoROFCBhVBEARBEKUmWRRDLjrP7/ejo6MDANDe3g69Xo9wOAy1Wo2amhrU1NQAAMLhsGRQDQ8Pw+/3w2w2S+aUzWaDSvX6T7Ny1nlUKU8QhFyQIUUQSRCroqLRaMqy5FIbUkDxV87WI51BNT4+jkgkgpaWljjRQgYVQRAEQRDFJDGKIZkOUSgU6+qs6elp9Pb2oqmpCdu3b4dCoZCeMxGNRoPa2lrU1tYCAEKhEFwuF1wuF06cOIFQKCQZVHa7XdJQ5UQ6nTc9PQ2Px4PNmzfTQiRBEBlDhhRBxBC76pNYup1IrobU0tIS5ubmYLfbYbFYcr5IV8LKU6xwiUQiUql3JBJBOBwGgDW5BCRcCIIgCIIoBOmiGFLdPxk8z+P48eOYnZ3Fvn37JJMpG7RaLerr61FfXw8ACAQCUgVVf38/QqEQPB4PotEo7HY7rFZr2emjWJ0XjUYRCATAcRxVyhMEkTFkSBHEKuu16CWSrSHFGMPo6CgGBwdhs9kwMTGBaDQqBV3a7XaYzeasjKZyWznLBDEcE4gXhpFIBMDKcY01qMRsAoIgCIIgiFzJVuelqpDyeDzo6OiARqORWvTkQK/XQ6/Xo6GhAYwxdHV1geM4+P1+TE1Nged5WK3WOM1YjsZOos6LjXIQ/04LkQRBiJAhRRBIHWiZjmwMqXA4jK6uLvh8Phw8eBB6vR4cx8Hn80nl2qdOnQKAOIPKaDSmrdCqdMRVMxEyqAiCIAiCkJtMohgSSdR5jDFMTEzg+PHjaG1txebNmwtmpHAcB7VaDYPBgNbWVjDG4Pf7Jc04NjYGxlicZjSZTGWnj1K1+ImV8uLfyaAiiDMXMqSIM5rYQEvGWFZjbDM1pBYXF9HV1QW73Y729nYolUrpImwymWAymdDc3AzGGDweD9xuN5xOJ06ePAmFQhE3LthgMKyZfnI6kc6gEo+ZQqFYU/pdbgKMIAiCIIjSk00UQ6rHA0AkEkFvby9cLhfOPvtsVFVVFWqXk26f4zgYjUYYjUZs2LABjDF4vV7JoBoZGQHHcRkvapaKZAYVLUQSxJkNGVLEGYsgCOB5PuPS7UTWM6QYYxgaGsLo6Ci2b9+O5uZmcByXMuyS4zhYLBZYLBZs3LgRgiDA4/HA5XJhfn4eQ0NDUKlUktAQBOG0M6QSydSgSlxZI+FCEARBEGc22bboJSK27LndbnR2dsJoNKK9vR1arXbdx4oaMR89kk5nchwHs9kMs9ksaUbRoFpcXMTw8DCUSqWkGW0225pFzXIgE50Xa1DFTvEjCOL0gAwp4owj9mInioVcLmzphEIwGERnZyfC4TDOO+88mM3mrJ9foVDAarXCarWitbUV0WgUy8vLcLlcmJ6extLSErxeLzwejyQ4MhFJlUyscBGPvSAICIfDUmA6GVQEQRAEcWaTSxRDMsSK9S1btqC1tTXj58nXjMoWhUIhLWq2tLRAEARJM87OzmJwcDBuUdNut8uWfSUnVClPEGceZEgRZxSJq2W5mlHiY5MZUvPz8+jq6kJtbS3OOeccqFTyfM1iV7oAoLOzE1qtFiqVCuPj4+jr64PBYIhbDdNoNLJsuxwR3zcyqAiCIAiCAOKjGIDsq6JEQqEQFhcXEY1GcfDgQdhsNpn3dH1yneYMrLxum80Gm82Gtra2NYuaAwMD0Gq1cbEQOp1O5leQP1QpTxCnP2RIEWcMuQRapiNRKAiCgBMnTmB8fBy7d+9GY2NjvrucFoVCAaPRiObmZgAr+QZutxtutxujo6Pwer0wmUyS0LDZbFCr1QXdp1KSzqAKhUIIh8MAkk93IeFCEARBEJWNqPPEaIRcFx3F7E+FQoGGhoaSmFGAvMNrEhc1eZ7H0tISXC4XJiYm0N/fD71eH1dBlcuiZqH1FFXKE8TpBxlSxGlPvoGWqYg1pPx+Pzo7OyEIAtrb22E0GvN+/kyINcTUajVqampQU1MDYGWyn9vthsvlwvDwMPx+P8xmc1wFVeyq0+lGrEGlVCqlyS6MsTUGlVj2rVKpZPt8EARBEARReOSKYhAEAcPDwxgdHcWOHTuwvLxccj1QqKxQlUqFqqoqKZyd53lJM546dQq9vb0wGo1xmrHcFjWpUp4gTg/IkCJOa/INtEyHaEjNzMygp6cHjY2N2L59e9FMnvVeh0ajQW1tLWprawGslJ+L01gGBgYQCoVgsVgksWGxWE57gypWvMQaVMFgULqPaFCJwoUMKoIgCIIoT+SKYggEAujq6kIkEpGyP/v7+0s6PKaY2kOlUqG6uhrV1dUAki9qmkymOINKrkgKuUhmUKVaiCSDiiDKh/I6kxCEjIgrJHJWRSUyMzMDn8+HvXv3oq6uTvbnX49shJJWq0V9fT3q6+sBrIgv0aCampoCz/OwWq2w2WxwOBwwm83SWN7TkUwMKr/fD0EQUF1dTQYVQRAEQZQRckUxzM3Nobu7G3V1ddi5c6dkaOSa4SSnRiiVIZZqUdPtdmNwcBDBYDCu6t5qtZZkP9ORTueFQiGEQiEEg0GEw2HU1tZSpTxBlAgypIjTDrFFTyzdLsSFxev1YmFhASqVCkePHi3JpJJ8X5Ner4der0djYyMYY/D7/ZLYmJiYgCAIsFqtktgwm82n9QU6mXBxOp3w+XwwmUzSfUTBQgYVQRAEQRQfuaIYBEHAwMAAJicnsWvXrjXZnxzHSXlU2SJXNES5kLioGQwGpUXN/v5+hMNhKRTd5XLBarWW3aJmMp23vLyM2dlZWCwW6T5UKU8QxYUMKeK0opAteuLzT05OSuGPtbW1OZlRcu2TXCtnHMfBaDTCaDRiw4YNYIzB5/NJYuPUqVMAIAWk2+12GI3G0/oCLb42UZiIq2piSHowGIRCoVhT+k3ChSAIgiAKg1w6z+fzobOzEwDQ3t4Og8Gw5j75TLmTi1JvPxU6nQ4NDQ1oaGgAYwyBQAAjIyNwu93o7e2Vqu5jFzXL1aBK1HmJUQ60EEkQhYUMKeK0QK5Ay3TwPI++vj4sLCzgrLPOwuzsbM7bEAVGPvtYyIshx3EwmUwwmUxobm4GYwwejwculwuLi4sYHh6Om9hit9uh1+tP6wt04mdKFC3RaBTRaDRleCYJF4IgCILIH7H6Pd8ohqmpKfT29qK5uRnbtm1LaZSU2pAq9fYzheM4GAwGWK1WRKNR7N27V6q6d7lcGB8fL9uqe/E3A5C6xU8QBDKoCKKAkCFFVDyMMfA8D57nAeQeaJmO5eVldHR0QKfTob29HTqdDvPz8zmXcstFsYQKx3GwWCywWCxoaWmBIAhYXl6Gy+XC7OwsBgcHoVarpaBL0aBK9jyVRKxQSSR2ZU28bzKDShQu4v8W4vNJEARBEKcrsTovnygGnufR39+Pubk57N+/X8pHSkU5GEKl3n4uJKu693q9Ukj66OgoOI4ri6r7dMc3nUFFlfIEIR9kSBEVjSAIWFpawvDwMHbv3i17OTBjDGNjYzhx4gQ2bdqETZs2ramSKRWlvNgpFArYbDbYbDa0tbUhGo1iaWkJbrcb09PTGBgYgFarjaugqlQyPc6pDCqe5xGJRKS/J66skUFFEARBEMkRBAF+vx89PT3Yt29fzj/2PR4POjo6oNFocPToUSnvKB2lNqROF23AcRzMZjPMZnPSqvuTJ09KulLUjAaDoWivP1udJ5KuUl6tVtNCJEFkCBlSREUS26IXDocxNzeHvXv3yrqNSCSCnp4euN1unHPOOXA4HHF/L7VQAcpn5UypVMLhcEjHiOd5LC0tSaXafX19UKvVUKvVmJubg91uh1qtLvFer08+xzcbg0oULuLKGkEQBEGcycTqPJ7npZiEbH/YM8YwPj6OgYEBtLW1YfPmzVkZEKXWWaXefiFIVnXv8XjgdDoxPz+PoaEhqFSquEVNnU5XEFOnEDpPDNynhUiCyAwypIiKIzHQUqlUyt4653K50NnZCbPZjKNHj0Kj0ay5j0KhkPahFJTzxUylUqGqqgpVVVUAVsy9gYEB+Hw+jIyMoKenByaTSRIaNpsNKlX5nY7StexlS6YGVaxoIYOKIAiCONNIjGKIvW5mw3oLi+tRakOqnHWenCgUClitVlitVgArWWFiLIRYda/RaNYYVHJRbJ2XLIOKIM5kyu8XIEGkQVwti0ajUtm2QqGQTTAwxjAyMoLh4WFs3boVLS0taS9UuWxX7ql/lYBarYbBYIBKpcKOHTsQDoelsMuhoSEEAgGYzWapXNtms0GpVJZ6twEUThCmEi5i1R+ANbkEJFwIgiCI05lYnSdeI8XrniAIGWuDTBYW16PUhhRQOTpPTmKH5gArBpXb7Ybb7cbk5CSOHz8OnU4XZ1Dl8v4C8i48JkKV8gSRGWRIERWBWAIrTtGLzRCQSzCEQiF0d3fD5/Ph0KFD0kpNKvIxwuS4+JWDUMoVjUaDuro61NXVAQCCwSBcLhfcbjeOHz+OcDgMi8UiCQ2r1VqSC3Qxj+96BhVVUBEEQRCnK7GtTolT9LKpkMp2YTEdpdZZpd5+uaBUKuOq7nmelwLST506hd7eXhiNxrjBOpnGQpSDzhMNKoAWIokzEzKkiLInsUUvMdBSNIbyWeVYXFxEV1cX7HY72tvbM7qQlVoonE6l3DqdDg0NDWhoaABjTDKoXC4XpqamwPP8mnHBxbpAl+o4JxMu4sqxKFwSDSoxPJMgCIIgKoX1dJ74/9eLZwiFQujq6kIgEMhoYXE9Sq3ziOSoVCpUV1ejuroawEprpriomUssRDnpPKqUJ85EyJAiyhqxKipxtSwW8bZcDClBEDA8PIzR0VHs2LEDGzZsoLDLApHpvnIcB71eD71ej8bGRjDG4Pf7JYNqfHwcgiDETWMxmUwFC7ssF4NHLOsWSQz2F0VNsvBMgiAIgihHBEFAOBzOWOelYmFhAV1dXXA4HDhw4IAsuZQcx8meUZrt9itJ55UKtVqN2tpa1NbWAkBcLMTg4CCCwWDKWIhyOr60EEmcqZAhRZQlyQItU51wY7MFslk1CAaD6OzsRCQSwXnnnQez2ZzVPpZaKJwpFyCO42A0GmE0GrFhwwYwxuD1euNWwziOiyvVNhqNshwfsT20HElnUB0/fhw2mw01NTVrsgnOlM8NQRAEUb6ki2JIRPyhnswcEgQBQ0NDOHXqFHbu3ImmpiZZQ6rzeWw5mR1nEqliIVwu15pYiGAwWOK9TU06nTc0NASdTof6+nrJoKKFSKJSIUOKKDvEk60oPNYbj5rJylkic3Nz6O7uRl1dHXbs2JHTSlo5iI1Sb78UcBwHs9kMs9mMjRs3QhAEyaBaXFzE8PBwXCCm3W6HXq/PK0OiEogVLj6fD2azeU0GVbLS70p5fQRBEMTpwXoteslIltsZCATQ2dkJnudx5MgRmEwmWfeTKqROD9LFQiwsLCAajSIUCkma0WKxlOViZKzOCwaD0v9PVilPC5FEJUGGFFE2xDr/6Uq3E4mtkFoPQRAwMDCAiYkJ7N69G42NjTnvb6mFQqm3Xy4oFApYLBZYLBa0tLRAEARpXPDs7CxOnDiR87jgSj6+oigBXn8dYmtEKBQig4ogCIIoOplEMSQjUfPMzs6ip6cHdXV12LlzZ0Em85ZaZ9H1WH4SYyGGh4fh9/tht9vhdrsxMTEBQRDW5JaW23shVhVmEuVAOo8od8iQIsqCXFbLRDKtkPL7/ejo6AAAtLe3w2g05r7DyF2oTE9PY2hoCEajEQ6HI68Knko2TAqFQqGAzWaDzWZDW1sbotEolpaW4HK51owLFlv8tFpt0ucqpwypbBAEIWkgbDKDKhQKpQ3PrMTXTxAEQZQX2UQxJEOsVopGoxgYGMDU1BR2796NhoaGQu1yyQ0pgHReoeE4Dmq1Ghs2bJBiIXw+n1RBderUKQCIy58qVG5pNiTqPCC+gooWIolKggwpouSIbn40Gs1aoACZTV+Znp5Gb28vmpqasH37dllKcbMVKtFoFMePH8f09DQ2b96McDi8poJHNKhSGSSJ2yfWR6lUwuFwwOFwAIgfFzw+Po6+vj4Yjca4kPRMxwWXK+sZabEGlVKplCa7MMbWGFRi2bdKpcrp+0kQBEGc2SRGMeSiwRQKBfx+P3p6eqBQKNDe3g6DwSD3rsaRjyEVjUbXjZzIZPtEYUnUSxzHwWQywWQyobm5GYwxeDweuN1uOJ1OnDx5Ulr4FDWjwWAo+nuVjc4T7w+QQUWUJ2RIESVDDLTkeT7r0u1EkmULACuCoL+/H7Ozs9i7d68UcCgH2QgVn8+Hjo4OSUSJF4jYCh6n0ykZJAaDQTKobDZbSoOEVs6yJ9m4YNGgShwXHAgEoNFoSrzH2ZNtGHusaE40qMTAT1G4qNVqSbiQQUUQBEGkItcohmQIgoDu7m5s3LgR27ZtK0rGTy6GFGMMo6OjOS82Jns+onCsd3w5jpNiIcTcUo/HA5fLhfn5eQwNDUGlUsVV3eeTW5rNfmer8wCqlCfKEzKkiJKQT4teMpIFT3q9XnR0dEClUqG9vR16vT6vfU62zUyEglidtWHDBmzbtg0cx0knfmBtBU+sQSL2tpvNZmklRhxXSxcIeVCr1aipqUFNTQ2A+HHB4qqYy+WSjr/Vai1IVoWc5NtqSAYVQRAEkQ9y6Tye59HX14dIJIKtW7di8+bNcu9qSrI1pCKRCLq7u7G8vIyzzjoLgiDEVWMbDAbJnEq32Bi7/UqiUs2zbI6zQqGA1WqF1WpFa2srBEGQYiFmZmbyyi3NBjl0HpC6Uj62gooq5YlCQ4YUUXRyDbRMR2yFFGMMk5OT6O/vR0tLC7Zs2VKQlbT1hEpsi15sddZ6F+xEgyQUCq0ZV2u1WgGsXEjE40jIQ+y44Gg0Cq1WC6PRCJfLhf7+fun4i4LSarWW3fGXO/sqU4NKFCxkUBEEQZy55BvFILK8vIyOjg7odDro9XpYLBaZ9zQ92RhSbrcbHR0dMJvNOHLkiPTYqqoqAK8vNjqdzjWLjQ6HI+ViV6WaPJVCvsdXoVBIxhOAvHJLsyFZhlQ+0EIkUUrIkCKKRmygpVhqKtdJTLzw8zyP3t5eLC4u4sCBA1JbViFIJ1R8Ph86OzvBcVzSnINsRI5Wq0V9fT3q6+vBGEMgEIDL5cLExASWl5fx5z//Oa6XvRzCFk8XGGNQq9Vx44LF4y+KDZ7n10xjKbVBJbdQSSSVcBEEQRIuCoViTek3CReCIIjTF7miGBhjGBsbw4kTJ7Bp0yZs2rQJL7zwQtHNmUy0GmMMp06dwokTJ7B161a0trYCWDGgYkm12Oh0OtcsdjkcjrKc7Ha6IudxziS3VIzlyCe3tNBDd8igIooJGVJEURAEATzPy9ail4hCoYDH40FnZyf0ej2OHj0qywpEOlIJlZmZGfT09MgaoB67TYPBAIPBgHA4DL/fj40bN0oGycjISNxqTbF62U9nEsMuxePf1NQExhj8fr90/MfGxsAYK7lBWOzpgKmESzQaRTQaRTAYJIOKIAjiNEauFr1wOIyenh4sLy/jnHPOkX7YJ4tmKDTrGVKRSAQ9PT1YWlrCwYMHpSqZ2Ir9VMcg1WKj0+nExMQEBEGATqcDYwxerxdGo5GulwUg2yymbMkmt1SsolKp1v95Xi46jyrlCTkgQ4ooKLGBluLJU+4Tk/jDt6+vD5s3b8amTZuKcvJLFCqCIOD48eOYmpqSPUA91fY5joPZbIbZbI4LW3Q6nXlN8CNWyCTs0mg0wmg0SuOCvV5vnEHIcVycQViMaSyFFljrIX42xX1INKhSZRMU4vxAEARBFBa5ohhcLhc6OzthsVjQ3t4eN1Qkn4l3uZJum0tLS+jo6IDJZFqzr7lsJ3Gxy+v1YnR0FG63G3//+99psbFAFPszlSq31O12Y2hoKGVubLL9LgedB6ytlA+FQrQQSWQFGVJEwYht0QNQkB+b4koaz/PYtm0b2traZH3+dMQKFb/fj46ODgAoyihikcQLaWzYYr4T/IgVsvnMpjIIiz2NpdgrZ+uRzqDieV76e+LKGhlUBEEQ5UuizsunRe/kyZM4efIktm7dipaWljXPk2qaciFJZkjFthNu3rwZbW1tsl+nRC1RVVUFnuexf/9+LC8vxwVna7XaOIOKFhtzp5Q6Iza3FIjPjR0YGEAoFILFYpHeZ4vFIhlA5aSPEvVauoVIMqiIRMiQIgqCXIGW6YhdSTMYDDCZTLJvIx2iUClki95621+PXCf4ESvIEXaZahpLYgWbnNNYyk2oJJLKoFpYWMDg4CAOHjwoGVRiBZUoXAiCIIjSI+o8sY0u1wWEUCiErq4uBAIBHDp0SBrakkgpWvYSTTCxRc/tduPcc8+VWvQKhXg8FQoFbDYbbDabtNiYmEtkNBrjtEQmbV9E+YXGx7ZyAojLLZ2amgLP87BYLAiHw/D5fLDb7WWpjVLpPI/Hg46ODrS3t8ctRFKl/JkNna0IWZEr0HK9bSSupL344otFFypi33RPTw/27NkjXTyKRS7l6+lCNWMn+MWuxJTjha5YyG3sZDONRfyXSxtAoUPN5UYUILGVUuLKeyQSibudDCqCIIjSIWcUw/z8PLq7u1FVVYUDBw6kNVEUCkXRdR7wumEhtugZjUYcPXo0rxa9XLYfi1KpRFVVVdwEP9G0GB4eRiAQiFtsTDXBjyj/BTy9Xg+9Xo/Gxsa4rLHBwUGMjo7i5MmTa3JLy1EbJRpU6XQeVcqfeZAhRciGXIGW6Ui1klbsbAG/34+BgQFEo1Gcf/75RWvRSyTf15wqVFOc4icIgqwB3ZV4USnkPqebxnLq1Cn09vbGrXpm2mJZ7gIrFbHTN5OtrInCBcCasm8yqAiCIApLos7L9ceiIAgYHBzE2NgYdu7ciaampnWfpxQZUqIJNjY2hoGBAWniX7Gur5m+ZrVajdraWtTW1gIAgsGgpOX6+/sRiUSKNg24ErVHpexzbNbY6Ogodu/eDZVKJb3Xp06dKovBOumILVZIp/NoIfLMggwpQhYEQcD09DQ8Hg9aW1sLcvJbWFhAV1dX0pW0YpZyiy16DocDjLGSmVGFyCxIFqp5Jk/wK7b4TTaNJXbVM7bFUizfT7aiXKmGVKrKrlTCJRKJIBwOS38ng4ogCKIwCIKAhYUFzM3NYcuWLTlfY/x+Pzo7OyEIAo4cOZJx3EIpMqSi0SgEQcDw8HDcxL9yR6fToaGhAQ0NDSmnAcdquTN5gl+5texliriAZzKZYDKZ0NzcXDaDddKRrc6jhcgzAzKkiLwQW/QikQh8Ph8WFxdlDxYXBAFDQ0M4depUypW0YggVQRAwMDCAyclJ7NmzBxqNBt3d3QXd5noU8jXTBL/SGzuJq56xYZeDg4MIBoNryvLFi3MlXqTFlbP1SCZcxBYSUbgkGlRiNgFBEASRObFRDH6/H3Nzc9i6dWtOzyUu6DU0NGDHjh1ZtZEVO0NqeXkZHR0dYIyhvb29JPpGjqqwZNOAxWEri4uLGB4eloatxC42nklUojZIpk8zHawTW0FV7IXlfHRe7EIkQAbV6QQZUkTOJJZuK5VK2cVCIBBAZ2cneJ7HeeedB7PZnPR+hS7lTjZFz+Vy5bXNfM2OYl9Ak03wSwzVNBgMkjlFE/zkJ1nYpfge9Pf3IxwOw2KxAFgR01VVVRV1cc5UqCQilnWLxBpUySqoYrMJCIIgiOQk03m56J5oNIrjx49jeno658zNYlVIMcYwPj6OgYEBNDc3Y3R0NGszSq7cm0JcoziOg8VigcViQUtLS9ywlenpaQwMDEgT/EQ9V6y8rFJQyRVS630+kg3WEac1JhusY7PZCm5G5qPzUi1EUqV85UOGFJE1qQIt5Tak5ubm0N3djbq6OuzcuTPtSlohwy5nZ2fR3d2NxsZG7NixQzq5lSLPIJFSbj9ZqKbb7YbT6Uw6wa8UYaT5UuoKqfUQwy7FsvxAIIDFxUUsLS3h+PHjiEajFRF2KZKrUEkkE4NKoVCsySYo5/eaIAiimAiCgHA4HJf5kovO83q96OjogFKplBb0cqEYFVI8z6Onpwculwtnn322lNVTSgqt8xKHraTKsoxdbDydJviVu85LRS7Da5JNa0wcrCOakeI/uSsDxVbDfEmn86hSvvI4fc4oRFEQ+3l5ngcQvwoklykU2xq3e/duNDQ0rPuYQphDiS16iSt6pTakyu2kut4Ev1AoBI1GA41GA4fDUdBQTTkpt+OcCjEDTK1WY3BwEOedd15ci58YdikKynIMu5RLqCSSqUGVuLJWTseGIAiiGMTqvNhBE0B2Oo8xhsnJSfT392Pjxo3YunVrXuf3QmsusUVPr9dLLXrBYBBA6UyLUmwzMcsyHA5Li42JUQEOhwMWi6XiJ/hV4rVejs9kssE6okEV2/kQW0GVb7WcXAuPiWSzEEmV8uUHGVJExohfbFGMJJ5Q5Fi98vl86OzsBAAcOXIERqMxo8fJXSElhm4yxlLuR6kNKaC8S40TJ/gNDAzA7/fD5/MVZIJfISjn45sKcZ+VSuW6YZfialm5h13KTaxwEY+XWA0QCoXIoCII4oxEEATwPJ9yWnKmWovnefT29mJxcREHDhyQzI18KFQlPGMMExMTOH78ONra2rB582bpNYv/W8oqmlLrEI1Gs2aCn9PphMvlQm9vL3ielyb4iZ0TlUSl7a9IIRbwVCpV0s4HUTP6fD6YTCZJN+YSzVEKnQfQQmS5Q4YUsS6xX+LY0u1E8hULU1NT6OvrQ1NTE7Zv357ViVZOcyi2RW/79u0pV35KbUhV0kmT4zio1WoYjUZs3769Yib4VWIpt/iZzDXsspTBpoVaOUuHeJzIoCII4kwlVRRDIpnovKWlJXR2dkKv1+Po0aOytfwUQnPFGmdnn3229EM8dptA6UyLcrzG6HQ6NDY2orGxMW6Cn9PphNPpBGMMXV1dUgVVqRe6MqHc9y+RVDpPbhI7H8RquWSTn8XBOuu1c5ZC5wG0EFnukCFFpCUx0DKVGSX+Ldewy/7+fszOzmLfvn3SKkw2yFGdlW2rYKkNKaByV3aSmSPJghbFzIJSTvCrtIuR+D3INuwyGo1K70FisGmx3oNSCZVYkhlU4r9QKJR2ukulfVYIgiDSRTEkks6QYozh1KlTGBwcxKZNm7Bp0yZZz4kKhULSonLg8XjQ0dEBrVab0jjLx5CS67WXs85LnOA3NjaGhYUFWCwWLCwsrJng53A4oNPpSr3bcVTiwmOmOk9uEqvlYmMhBgYGEAqF1hhUiYv65arzADKoSgkZUkRKxNWyaDSa1ogSyaVCyuPxoLOzE2q1Gu3t7TlXZOQ7fUVs0RMEIeNWwWKPIE62/dOFZEGL5TDBr5yFYCpyFVdKpTIu2DTVexCbQSX35J1yECqJxP44EydMxRpUyYSLSqXK6JxJEARRSmJ1XuwEq1Sk0j3hcBjd3d3weDw499xzpeuInMiluWJb9FpbW7Fly5aU5+p8DCk59EOlXUPEavjW1lZpqpuYSTQ1NYWBgQHodLq4ha5ST/CrVJ0HlP7zkcnkZ7Gd0263w2KxFCwrNB/SGVSJC5E0DKcwkCFFrIExhmg0KpVuZ/rDKtuwy1hBsHnz5rzDLnMVKuI0v/r6euzYsSPjcMZyOAlV4oU0E7KZ4OdwOJKuwshFObzP2SDXal/ie5Bq8k5s2GW+JmE5CpVEUhlU0WgUzz33HA4fPgytVguFQgG1Wi2trJFBRRBEuSCes3ieTxvFkIh4fo5dPHA6nejs7ITVakV7e3vBDIZ8Fx6BletYX18fFhYWMsq2KnXLXqm3nS+xUQybNm1KqiNMJlOcjijFBL9KuzaXiyGVSLLJz2IF1cTEBKLRKDQaDVQqFZaWlsp2uFGsxktciHz++eexb98+aWq1aE7RQmR+kCFFxJFNi14i2YRd9vT0wOl0Ju3Zz4VchIogCDhx4gTGx8exZ8+ejKb5xSK27GVrAKQrh892+2cK6Sb4Ja7CyDnBrxKFYKFMnVSTd/LJEkhEEISKm9Yjfp/Fc59arZbOR+KEJjG7ILb0m4QLQRClIF+dJz4HYwzDw8MYGRnBtm3bsHHjxoKe0/KtkIpt0Wtvb8+odazUhtTpdo1IpiNEw+LEiRMIhUKwWCxxOqLQhkWl6jxg7XCpckKc/GwwGNDU1CTljQ0ODsYNjir34UZA/O82QRBS6jxaiMwdMqQICbEqKpvVslgyDbvs6OiAwWAoadhlIBBAR0cHBEFAe3t7xtP8ErcJnNnTV0pF4gS/xFUYuSb4VWK2QLH2OZMsAVFY2my2jKrYyrFlL1PEc5+4SgbEV1AJgiAJF4VCsSabgIQLQRCFRsxIyUfnASsaqq+vD8FgEIcPH4bFYinE7q7Zdq6aZ2JiAv39/VlX5JfakCr1tguNRqNBXV0d6urqACBOy01NTYHn+TgtZzabZb9OVqrOAyrLsBTzxkwmE/R6PbZt27ZmuBHHcXGxEEajsaxeo6jlRM0GrI1yIIMqN8iQItYEWub6hRHFQrKTe2zY5ebNm9HW1iZ72GUkEsnovrm26CXbZi4wxjA9PQ0AqKqqyrnNiU5qKyRbhZFzgl+lHedSiatkWQKJwjJ25dNisaz5DlWyISVWGySbbpisxU/MJggGg2RQEQRRUHKNYkhEPD//7W9/Q01NDc4+++yitVjlUiGVbYtesm0CVCFVLMSWL3GCn8/nk3TE6OioZFiI/+Sa4Fdpx7lUoeZyEGuGJw438nq9cDqdWFxcxPDwcFy2aTlM3xaPe6JOTZc1SpXymUGG1BmOGGgZe3LL9csRW8od+xzFCrtcTzDEtujt3r0bjY2Nsmw7mx/R4XAYXV1d8Hq9UCqV6OvryzkLqRym/JUjck7wq8TjKwhCWVzgEoVlsiq22LBLs9lc0YaUuGq23rFPPMfGZlBFo9G4kPTYbAK5Wn0JgjizyKdFLxZRQwHApk2b0NbWJut+rke2FVJerxcdHR3S0Jxcp7uVWmtVog6RA47jYDKZYDKZ0NzcDEEQ4PF44HK5MD8/j6GhIajV6jjDIpf3uBKPbyVWdYmILW+JKBQKWCwWqdoyUbsPDg5K77dYQZXrIKx89h3Aur/T0i1EUqV8csiQOkMRvxj5tOglEttfGxt22dXVBYvFUvCwy3QrZ3K06CXbJpD5xcztdqOjowMWiwWHDh2CQqEAz/NwOp3SRIpIJLImCynd+1KJF9Jik+8Ev0q7OJSjUElWxRa78nnq1CnpfmI1W7mVaq+HOI00W0ThkpjNIgYOi39PXFkjg4ogiPXIN4pBJHYSMcdxUqt2McmmQmpychJ9fX1oaWnBli1b8h6aU8oKKdJ5KygUClitVlitVrS2tiIajUoT/CYnJ3H8+HHo9fo4gyrTDoRKu5ZWwgCYVGS68JhMuy8tLcHtdmN6ehoDAwPQarVx77dcMTCpiDX1syHdMJzEhcgz1aAiQ+oMRK7VskRip68wxnDy5EmcPHmyaGGXqS7aYoteXV0ddu7cKVtocqal3IwxjI2N4cSJE9iyZYt0IeV5HhqNZk0WkmhQjY2NAYB0onU4HHHlqpV2kioXUZXNBD9xAlElUQlCJXHlkzEGj8eD3t5e+Hw+/P3vf5eMKXElTK7S/EIhV3VXKoOK53lEIpGUBlW5v+cEQRQPuaIYAGB6ehq9vb1obGzE9u3b8eyzz5bkupiJORONRtHX14e5uTmcddZZ0iCUQm831ePk2DaRHKVSCYfDAYfDAWClPTM2qqGnpwcmkylusTGZ/i8XbZoMxhiWAjw4DrDq1XG3V+pnI9d9T/Z+i4Zk7OJy7MRGuYsg5CzgSLUQeaZWypMhdYYhVkWJq/ly5zgBr1cjFTPsMtnKmSAIGBwcxNjYmKwterHbBNJfzMSJgi6XK65dMdljYqtINmzYIP1IdzqdceXJ4sVVNP6I/Eg3wU9sNy3EBL9CUYlCheM4WCwWaDQaNDU1oba2Vvrsz83NYWhoCCqVak2WQDkRjUYLMiEwG4NKFC5kUBHEmUtiFEOu54JoNIr+/n7Mzs5i7969UvB0phOV5Wa9lr3YFr2jR4/m3KKXSKmrlEjnZYZKpYrTcuFwWFrgjR20ImpoMceyXDXTyQU/Hu+fx+iiHxzHYUedEW/eVYN6i65s9zkT5Fq8U6lUSReX3W43RkdH4fV6YTQa4wyqXDN75d73RKhSngypM4bYD7ZcDm8i4vO98sorqK6uLmrYZaJQCQQC6OzsBM/zOHLkCEwmk+zbXM+Q8ng8eO2116DX63H06NGsnXrxR7rFYokrT3Y6nRgfH4fH44FCocDg4KB0si3W8T6diQ3ndrlc2Lx5M6LRqOwT/ApFuWRI5YJ4bootzRdLtcUsgVKVame674VmPYMKwJqybzKoCOL0R84oBo/Hg87OTqhUKrS3t8ctAOQSLi4H6bY7NTWF3t5ebNy4EVu3bpX1fFfqlj0iN2I7EADEdSDE5liKw0XKyeSZXgri/pfGMecNo9akgcCAF0fcmFkO4cY3tACngc6Tm8TF5XA4LMVzJHY/iK2A2f5myjWaIVvOxIVI+vV6BlCoFr1YxGokAGhtbcWmTZuKerKMFQzz8/Po6uqSvUUvFcmEiphf0Nraii1btshyLBLLVWdmZjA8PIxoNIrBwUEEg8Gkqz9Efuh0OthstoJM8CsE5SSqsiWVUImdtAKUplR7PQpVIbUeqYRLJBJBOByW/k4GFUGcvsil8xhjmJiYwPHjx1PmL5VThVRsFZdcLXqJlLJlD6AKKbnQ6/Voampak2O5tLSEkZERjI2NwWazSRq6lFru5VE3Zj0hbKt5PUvTolPh5IIfnZMe7Kuu3GyhYi3eaTQa1NbWSnl3YveDy+WSfjOJBpXdbs9oqJQ4vKbYnAkGFRlSpzlyBVqmI7YaSSyZLfaJUqFQIBqNYmBgoGAteomIJ4BYsRArjnIZMZwNarUaKpUKO3bsAABpipnT6Yyr5BEvrpUWEl0OJJo7HCffBL9i7XMlkWn+VapSbdEk9Pl8MJlMcSth+ZZqr0e5TAhMJlzEqgmxgirRoBKzCQiCqDzkimKIRCLo7e2F0+lMq19KZUglVkiJLXrJqrgKud1iQuflwhCbYzkzM4OWlhZotVo4nc44LReb4VpMLTfuCsCgjp/aq1Jw4DhgdjkEVqWr2M9GqbRSbPcDAASDQcmg6u/vRzgcluI5bDYbrFbrmv0sVoXUepyOlfJkSJ2mxAZaij/yCnHymp2dRXd3NxoaGrBjxw786U9/KsmFOxKJYGlpCeFwuGAtesmINaT8fj9ee+01KJXKgoqjWGLNML1eD71ej8bGxrhKnsXFRQwPD0sZPKJZIle+wulOuu9NvhP8CkElhJqnIhqN5nSeyqZUO124aT6UauVsPcRVM5FYgyocDmNoaAjveMc7MDExUbGfG4I4E5EzimFpaQkdHR0wGAw4evRo2h/f62U5FYrY7RayRS+RXI+pqMHzrdatpAqpStpXEVEzJcYEiFXYExMT6O/vl6qwHQ5HwbWc3ahBaMa7Zj8FgcGiV1W0ziuXfdfpdGhoaEBDQ4M0VMrlcsHtdmNychI8z0sGld1uh9lsLmudl65SfmlpCWeddRbGx8eLkuucC2RInYYIggCe5wvaoidWI01NTWH37t1oaGgAUJqVJDHwW6lU4siRI0U9WYiGlGjMNTU1Yfv27UXrMU73t8RKnlTjcYtxca1UshVX2UzwczgcGZUI57LPlbpyJpdQSVeqHRtuKgoNi8WS9/tQLitn65FoUPl8Pik0kyCIykDOFr3R0VEMDQ1h8+bNaGtrW/d5SlkhFY1G0dPTg9nZWezfv186xxd6u9m+XqfTiY6ODoTDYSlKweFwZB2lQOflwpNM58VGZGzevDmuCrsYi1znNFvx97ElTC0FUWfWrrTSLoVQZdRgX6MZjPdV7GejHHNOY4dKiS2dfr9f0o1jY2NgjEGn0yEajcLj8ZRdfmwsiQaV3+/H8vIyDAZDifcsNWRInUbErnyLP0oL8WXx+Xzo6OgAx3Fob2+P+4AXU6jETtFramrC0tJSSZzrkydPYm5uDnv27JFKQdcj8X0R5ufBKRSAVgtoteAyNIcyNUxic442bdoUNx53eHgYgUBgjVFSCT+ui0E+36F0E/wSS4TlmuBXjhf7TClUKXdiqba4EuZyuTA1NZV0JSzb/SiXlr1s8fv9MBqNpd4NgiAyRK4oBnGKrMfjwcGDB2Gz2TJ6XKkMqVAohFAoBI/HU7QqdCC7DCnGGEZGRjA8PIytW7fCarVKi4Hd3d05RSlUYtVRpbHee5BKy7lcLhw/flx2Lbe9zoh37q/H433zGFn0g+OAWrMWb99XjwarDvPzHtJ5BYTjOBiNRhiNRmnqudfrxejoKNxuN1599VVwHBc34KicY1FEnVfOx50MqdMEsUVvYGAAjDFs3bq1IF8MsUy6ubkZ27ZtSxp2WYyLZzAYRGdnJyKRCI4cOSI52cUkGAxCEAS43W4cOXIk5x91wsQEIg88EHcbp1AAGo30j9NqV/6/Vgtu9TZFOAzDzAyi4u3ifTSalfukMbcSx+OGQiFp+khvby94npdOtA6Ho6xXAgqJ3J/lWGMktkQ42QQ/h8OR0wWukiukiiVUEttbY1fCxsfH494Hm80Gs9m87jEtVah5vni9XhgMhor9zBDEmYKo80ZGRuDxeLB79+6cv7eLi4vo6uqCzWbD0aNHs6qQLoUhNT09jd7eXigUChw+fLioP6wyNaQikQi6u7uxvLyMQ4cOwWg0IhKJwGg0Stcan88Hp9OZcZQCnZcLTy46Lxstl8s0Zo7j8IYtDuxrMuOUMwAlx6Gt2gCDRintc6V+NirBkEpE7DoRTfvdu3fHxaKcPHkybuHfZrOVla6qBJ1HhtRpQGygpdiuJ/eHjud59Pf3Y25uLm2ZdDGEijhFr7a2Frt27YJSqUQgECjqKtLCwgK6urrAcRz27NmTV4VB9Jln1tzGBAEIBlf+AUj2yrhgEKb5efBzc2mfn1MoAJsN4PmU5pZSq0WtVotatRqwWhEQBCwFAnAPD2O8qwucVgtrbS3sNTVwOBxFW5ksNYW86CcrEZZjgh8JlexItRIWG5KeyUpYJYosAFIAPEEQ5Yuo8wRBgCAI0gTNbGGMYWhoCKOjo9i+fTuam5uzfp5iGlLRaBTHjx/HzMwMtmzZIv3wKyaZGFLLy8t47bXXYDKZ0N7eDo1GA57n1zyPGKSdLEpBzCmKHYoCUIVUMchHMxVKywGAVa/Gvqa1ZjHpvNIgRjMoFApYLBZYLBa0tLSsGXA0ODgomc2x73mp8Pl8ZV8JT4ZUBZMs0FKpVCIUCsm6HY/Hg46ODmg0Ghw9ejRtGHYhhYogCBgaGsKpU6ewa9cuNDU1SX8rVnYVYwzDw8MYGRnBzp07MTg4mNeJNdrfD2FiIqfHZnwp0uvBnE7pPzORNmoA1av/GGMIh8MIBAIIhEIY5Xko9XrobTYYrFYY7HaoTCZArV6pxkqs1lr9/4r5eTCFAszrzaotsdQU66Iv1wS/cgmMzBbx+1vqfY99H5qbmyEIwpoBAUqlco3QiEajRZ+oKAder7fshQpBnKkki2JQqVQ56R2xsjwcDuO8886D2WzOaZ+KZUiJ8RAKhQJHjhxBNBrF8PBwwbebyHqGlBh6vWnTJmzatCljzZAYpZCYORkIBGA0GqVK/Gzzp4jMkNvcKcY05krVeUBl73uqUPNkA47E93x6ehoDAwPQarVxurGYelHUeeVsYpIhVaGkCrRUKpWyCQXGGMbHxzEwMIDW1lZs3rx53ZNIoYRKYote4op+MVoFw+Ewurq64Pf7cfjwYVgsFgwNDeW0XY7jwHge0WefzWufMtkyy/P94DgOWq0WWq0WNqx8LoLBIAJuN5anp7EQDkPpcMAUjUKn10OnSz6O1uB0QmAM4dXA79i2xFgDSzK0Es2tmIouydDKMnMrW0q5MpnJBD+j0RhXIqxWqys2Q0o81uUmVNZbCRPFpShCA4FARVUQ+v1+qpAiiDIkUefFBtVmq7Pm5ubQ3d2N2tpanHPOOVCpcpf/2WQq5crMzAx6enriBsV4vd6Shakne73RaBR9fX2Yn5/H2WefLQ0zyZXEnKJgMIiZmRl4vd6c86eI9Sn0ZzlXLZeOStV5QGXve6bDa2IXLcXHie/5xMSENIE7tvI+32mc6agEnUeGVAUilmsnC7SUyxCKRCLo7e2Fy+XK6kJbCEMqtkVv586dSYVUoSukXC4XOjs7YbVa0d7eLu1DPsJM+Pvfwdzu3HcqgxM6Z7GALS/nvo2km+WkDB4AiCoUCPp8CPh8WFhYQDQahU6rle6jSbEKENuWmMkRTPda0ppb6xldsZlb4v9PeL3lQKYT/MRy4krLNBK/v+VyvFORTFwuLS3hxIkT8Hg8eOmll0q6EpYtlVDKTRBnGrFRDIk6T6lUSiZVJs8zMDCAiYkJ7N69G42NjXnvW6Er4Y8fP46pqSns3bsXdXV1cdstxSJRMp0nVm8plUq0t7en7RzIFZ1Oh7q6OoyMjOD888/POn+KyJxi6o5kWi7VkCG73Z50GjO17JUGQRByMvMT33Oe5yWD6tSpU+jt7c3alMwGMUOqnCFDqoIQW/TE0u1k01XkEAputxudnZ0wGo1ob2/P6seUnEIltkVv586d2LBhQ9rtFkKoMMZw6tQpDA4OYuvWrWhpaYk75rkaUszvh/DCC3ntG7eyg6nvoFAAgUBe28gElckEoyDAuGpQRSKRlQqqQABLS0sAVoSVwBiUuV6EVCowvz/ln7M1t1Ki0wHhsGRi1YyOgg0OImIyZW9uFbgtMdnUF6fTifHxcXg8HvzpT3+SfYJfISmXlr1sEcdD63Q61NTUoK6uTsoFEVc/DQZDnEElp9DIF8qQIojyIVkUQ646z+fzobOzEwDQ3t4um/FcKEPK7/ejo6MDANZMcAZe11vF/jGeqPPE6q0NGzYkHe4T+zg5EF9vtvlT+VTBlSOMMSz6Vn7/VJs0sh/fUqFWq1FbWytl88YOGerv70ckEoHFYpHeW7PZXPJ9zhXx+1tpOk8kGo3KUsmkUqlQXV2N6upqAK+bkm63GydPnpR0WaxBlc/3uRJ03ul1tjqNSdWil0g2K2fJtjE6OiqZL62trVmf8OSqVMo266AQJeSRSAQ9PT1YWlrCueeeK5VeyrHdyJ//DBYMFvSCwpnNYKuGUMHQ6cA8nrib1Go11Gq19J6FQyEEgkF4lpcR5HkEx8eh1+mg1+uh0+szquLhDAbZK72SbkelAgsGwVbNLdXyMjA9DSHHC0HKyi1xaluazK1szS2tVouGhgb4/X5YLBZs3LgRLpcLTqdTtgl+haRSKqRSIf54VKlUSSvZxHDTnp4eWYVGvni93rIXKgRxJpCpzsvEEJqamkJfX19cy5tcFMKQStail2y7QPENBFHnCYKAEydOYGJiAnv27EF9fX1Rtp2MTPKnzGYzHA4HHA5HUfOnCvHejC768T9dsxia94EBaHXo8fZ99dham7/JWm6h8aKWa2hokCb4iQbV2NgYGGNSNVwlZAPFUqkLjyKpMqTyJZkpKerGwcFBBIPBdavm0kGGFJE3yQIt0514chUK4XAY3d3d8Hg8OHTokDTaMlvkECriBLvq6uqMsw7kFkjLy8vo6OiAwWCQJqYkIxdDSlhchPDqq/nvJMelrgZSq1fCwwuMaOCkQ6PVQqPVQohGITAGo8GAQDCIpeVlzM/PQ63RSAaVVqdbe6HSaIrzWozGtdvJU6gkrdzSaFYmHmb5ec00c0s1Pw+FUgktz6Neq0WDxQJWVQV/JAJXIADX/HxeU18KRapqgEohVYtkYiVbOByWyvPlEBr54vf7pX0jCKI0pItiSERsyU5G7ETkffv2pZyInA9yV8KLLXrrmTziMSl2y49CoUA4HMaxY8ekHNNitTmLr3k9Ey5Z/pRoYlR6/tSCN4x7/zKGyaUgalcro3qmvZj1jOGTb2xDozX/VsVyPRaxE/xipwCfPHkSHo8Hr7zyipRXJL635ZxhWa5ZoZlSrHOPVqtFXV2d1LIcDAYl3djf349wOAyLxRKnG9Ptl9/vL/toBjKkyhjGGHiel0bHrmdGAbkJBafTic7OTthsNhw9ejSvdpJ8hErsOOL1WvQSkbNCSpyY0tbWhs2bN6c95rlsN/L002A5VrGtIcW2Ob2+4BVFSQ2c9R4DrASf6/Ww2+0QBAHBQACBYBCLTid4nodWq5UMKo1WC4VWCxYOF+ZFlABOp8vpvcm0LVGzOlExeupUXJujBkDd6j9wHIKCgEA0Ch/PYzgSgVKvh8Fuh9Fuh8luh9pkkqVyK+PXV8Fl3EDmQkWj0cgqNPKlElbOCOJ0JZMohkRSDa/JZiJyPigUCkQikbyfZ70WvWTbBYpf0RKJRDA0NIS6ujqce+65GS8YyGlyZFsVptPp0NjYiMbGRjDGKjp/6pWxJUwuBbG52gDF6jEwaZUYnvfjpREX3nVWQ17PX24VUukQh6dYrVaoVCrs3LkTy8vLcDqda6a5ie9tIcOys6XSK+EzDTWXG51OF1c1F6sbp6amwPO8FNEhtnXG7mclVMKTIVWmiFVR2ZY3ZtOyxxjD8PAwRkZGsH37djQ3N+d9ksg1yykYDKKrqwuhUCinccRytArGTkw5cOCA1Nu73nazeb3R0VFEBwby2c3Xt53q9iRtdAVBhou4QqGAwWiEYdW553leMqiW5+YQVathmJtbCUjX6aAu1IXVbF5zzMT3VdZxwEV4bxhjK6It3X4zBh3HQadSwa5SgWm1CAaDCJ46Be/AAJyhkFS5Jk5OTHkO0mrBKZWASpXZtMRYcytmWqIQClWsSAFSV0itR6LQCAQCUql2JkIjX3w+X87j3wmCyB1BEMDz/LoteokkLvzlMhE5H+TQW7Ozs+ju7kZjYyN27NiR0f7GVgsVA8YYTp48ieXlZTQ0NGDv3r1Fv0bJsb1Kz5+aWgpCyXGSGQUACo6DVqXAuCt9hX6mVJr2EA3K2CErwIqGFt/bxLBsh8NR8ogAatnLn9jBUqLh7Pf7JYNqfHwcgiDAYDDgkUcewSWXXAKPx1OQalmR22+/HXfccUfcbXV1dZiZmcn4OcrnjEMAiG/Ry6WFJdMKJdEACgaDOHz4MCwWSz67nfX2Y4lt0Tv77LNzOlnmmy2Q68SUbAwpxhgiTz2V9b6lfc5kN6pUK5U0BaQQ0/uAlaA/k9kM0+oP5IhajcDCAgKBAFwuFxQcB92qOaXT6+W5sHIcuEgkvzD0TFGrC/7egDEwoxHM58v4IbEXODsQV7nmcjoRiUSgEScn6nTQ6nTS94zTaqXPQl7HMBhEw8ICwseOpW5L1OsBpbKolVuZIkcpd2x5fjKhIeZHxI4KNplMeYnpSijlJojTiWyjGBKJbdnLdSJyPuRTCS9O/ZucnMw6hym2Za/QRCIRdHV1wev1Sll/uZxn5Qzelotyzp9KhsOgRjRJmH0oKqDalP8iZSUGhKfa52QZlqkiAsT3tpgGiyAIWZ/vyolSVUilg+M4GI1GGI1Gqa3T5/PhxIkTOHbsGH74wx8iGAxi27ZtqKmpwcUXX4w9e/bI/jp2796Np2J+42b7uSJDqozINNAyHZkIhfn5eXR3d+dlAKXbfjYVWrEtek1NTTmfpMQvVi7udaYTU5KRjSEV7e6GMD2d1b6ts/G1N+XQRpc1CkXhTRUAnMkEtdcLtdUKi9UKxthKQHogAI/Xi4XFRahVqhWDar0qnnTbMZuLE5huNBalco0B4PIUr4mVa9FoFIFAAMFAAPMLC4hGo9BptdBaLDCEw9Co1XkLDMYYOEAKlF/zCrLM3orN3FpTlZWuikutBnQ6KLIMrC3EylkyoeH1eiWBOTIyAo7j4gLSs80GqYRSboI4XcgliiERpVIJxhhcLhe6urpymoicD7kaUn6/H52dnWCM5ZTDVCxDamlpCR0dHTCZTGhvb0dPT0/J2rqK8cO93POnztloxXODixhzBdFo1YIDMOMJw6xT4WCLLe/nr6SWPZFMIw4Sw7JjW716e3vjKrDFacyFfG+Lnf8mN+VQIbUeYkXk2WefjUceeQQ8z+PSSy9FU1MTHnvsMXzhC1+AXq/HRRddhM9+9rM4ePCgLNtVqVR5DXogQ6pMEFfLRPc11xNCupY9QRAwODiIsbEx7Nq1C01NTfnsclIyzRbIt0UvkVxKuWNX6vbu3StlumS73Uy2ySIRRJ59NuvnX/+J47fNirByWJTpfcCanC2O46Bdrc6xYeX9CwWDUvVUJByGVquVKqhiq3hSolAAgUDau1TaSo6g10MdCq1UE8mEUqmUSv6BlVW3YDAIHwDPzIw09UXM/sqltXK9Vcpss7diM7eA7Kq3FDt2QPGud2XxiOKsnIn5EWazWWq98Hg8cLlcmJ+fx9DQEFQqVVwFVbqwerECiyqkCKLwxOo8sd0mF8Tv87Fjx3KeiJwPuUQziC16DQ0N2LFjR04/6kTzrlAGAmMMExMTOH78ODZv3oy2traCbzObfSsW2eRPORyOghuhzXY93n9oA3772jQm3EEwBlSbNHjH/jpsk2HKHlB5Oi/Xqq7EiIDECmwAcdOYDQaD7FlolWxIlWOF1HqoVCpoNBq8/e1vx/XXX49IJIJjx47h2WeflTVfbHBwEI2NjdBqtTh8+DDuuusubNq0KfP9lG1PiJzIJdAyHalWrsSVKUEQcOTIkYKtiGeycra4uIjOzk5UVVXJVqGV7cpZIBBAR0cHGGMZhWmm224mQoF/6aW4H9M8z68YKJmYJpnuS5IcJNlRqbJqBcuVTF6LQqGA3mCAfvW9i0ajK21mgQDm5+chCAK0qwaJXq9PeuJNZ67JKgCL8d4AK1VzPJ8+P0oG1Go11GYzzKEQYDQiHA6/3uLndq+0AMbkT2UyKIEhjSjUaotz/Fb3QXXBBVk9hq22ExRbqCgUClitVlitVrS2tkIQBCwvL8PlcmF2dhYnTpyARqOJm6aY2I7s9XopQ4ogCoio83iez3uaaCgUQldXFwDg7LPPzijrUm6yqZASBAEnTpzA+Pg49uzZg4aG/AKoc80pXQ+e59HX14eFhYU1rY+lNKRKbZRkmz9VqOq1czZasbPehJMLfjDGsKnaAKNWnp+wpTYbcyGdIbUcCMOiX99oSFaBLS5wJZqPsQtc+SC27FUqlVrhFTu8Rq1Wo729He3t7bI9/+HDh/HAAw9g27ZtmJ2dxZ133on29nb09vZm3EZOhlQJkaNFLxHxYh37pRFb0vJZmcpm+6kuSHK26CXbrriN9Zifn0dXVxfq6uqwc+fOvI5HJkKFeb3gX3hB+m+f14u5ubmVv2FlxUI0TbKdcChtWaEAQqGsHpsLnMFQ+Pa2HF+LUqmE0WSCMbaKZ9WgcieYJHq9HiqdrijmGoAVk6gIcGYzMDu70npWaGLysDQaDTQaTXxrZTAIn9eLxcVFqJTKuOyvZN85sWUvGZxGA1aEzzcAKHbvBpfljzzxHF7qUu7YgNO2tjZEo9G4Hw/Hjx+HTqfD/Pw85ufncemll8Lv9+dsyGfK5OQkbrnlFjz66KMIBALYtm0bfvzjH+Occ84p6HYJotTIqfMWFxfR1dUlBRiXqtU2U0NKXPgTBAHt7e2yVGLKEaieiNfrRUdHh/RDLdG0P9MqpNKxXv6U3++HWq3GyZMnZc+fMmiU2NNYmMWTSjNJElvHotEofvCXcTzeP4flAA+zToU37ajBxy/YmNVUSIvFAovFgpaWljjzUZzgp9Pp4gyqbCtsKtXQEamElr1EilEJf/nll0v/f+/evThy5Ag2b96Mn/70p/jUpz6V0XOQIVUixKqofFfLEhG/KIIggDGGgYEBTE1NZR0emSupLtyhUAidnZ0IBoOytOgl2y6Q/qIda4jJ1bKYiVCJPP88WDgMxhici4tYXl5GTW0ttFoteJ5HIBBYKZt1OqFQKqW2p1Q/3GO3Lf1/k6nwRpFGU/h8KsjXEqhWq6FWq2G2WFZMknAYgUBAMkk4iwVGQZDyp1Id63y/m4UKgF+DmO3FWMErpDi9PuVnIba1EjabNKI2GAhgaXkZ8/PzSSf4pVrxS7ctueEUCijPPz/rx5Xr5BilUim1VQArVQButxs9PT343ve+h5tvvhmCIODuu+/Gu971Llx44YXSfeXC5XLh6NGjuPjii/Hoo4+itrYWw8PD0o9qgjhdEQQB4XA4b50nCAKGhoZw6tQp7NixAxs2bMATTzxRlHDvZGRiSM3NzaG7uxv19fWyLoTKXSE1MzOD7u5ubNy4EVu3bk16Dj+TK6TWIzF/anh4GE6nE4FAoCzypzKhXMy+bEjUS//25En8oXsODAxapQLz3jB+/sok3IEIbn3Ltpy2EWs+Aq/rh9gJfiaTKS7Dcr2Ol0o2pMRK10rc/2JXwhuNRuzduxeDg4MZP4YMqSKTGGgppxklPh8AeDwe9PX1QaFQ5NWSlsv2E4VKIVr0EhH7/FOJJLHMXW5DbD2hIszNIdrRgWg0ipmZGQjRKDY0N0OlUiEajUqVJdbVyhIxE2lpaQnz8/PQaDSSOaVL1t7HGKBWF6eNLssMn5woUEsgx3HQarUrWQc2G5hajaDHg6DfjyW3G/Ph8JpjLYtIKVIAPPC6KcmAlJVGsqFUrskvS0WmE/yUCgWEJJN0stlWvij27weXgyFTroZUIiqVCtXV1bjhhhtwww034NSpU9i7dy9UKhW++MUv4vjx49i/fz/e+MY34o477pBlRe3f/u3f0NzcjJ/85CfSba2trXk/L0GUK3JGMQQCAXR1dSESicRpl3wm3eVLum3Htujt3r0bjY2Nsm5brgqp2AzRffv2pc0QzdSQcvrCeOGkExOuAGx6NQ612tBoPrPaytRqNfR6PXbv3l0W+VOZUm4m2XrE6qTZ5SCeGlgExwHVxtePp9MfxrODi/igK4AN9vwzRUX9ILYJh8PhNRP8LBaLZFBZrdY1mqjSDSmg9JXwueDz+YqaFRoKhdDf3483vOENGT+GDKkiIgZaihfTQoy+FL/or7zyCpqbm7OeGifH9sXXxxjD8PAwRkZGpFW9Qp70U4kGl8uFjo4O2O12HDhwQFZDbD1xFHnqKQT8fszMzECv16OmoSHlCh/HcStmyOoP92g0iuCqQbWwsAAhGo3LRBLfV06vL7hRxBkMRcnwKUpLIACFTgd9JAK9TrfmWC8uLICPRqFdLUUOhULQarW5jXwuUgA8lEowv3/l/xd4hDFnMuVVsZRqgt/y8jIi4TDGTp16PZy+qgoaj6coYpFTqaDMsac+32EUpUJs+fnOd74Ds9mMmZkZPPvss3jxxRfzzooQ+f3vf4/LLrsM7373u/H888+jqakJH/vYx3DDDTfI8vwEUU7I2aI3OzuLnp6epPEC6QbYFJpUhlQgEEBnZyd4ni9YVqkc1UrBYBAdqwuFmUz7y2SbY04/vv3UMMacfig4QGDA432zuPZQE9o35151WmnXlFiyzZ+y2+0FWbBej1wDwktJbGblaxMeBMJRmHXxRolJq8JSIIKOiSVZDKlENBoN6urqJDNXHDDkcrkwNTUlTfAT31+z2VzRoeax5/RKQmzZK2SF1Kc//WlceeWV2LhxI+bm5nDnnXdieXkZ1157bcbPQYZUERAznQrRoheLGMoIADt27EBzc7Ps21gPUaiIFUmBQACHDx+GxWIp2rZFGGMYHR3F0NAQtm3bho0bN8p+3NM9Hz88DOff/45FpxNVVVWwWq1ZPbdSqZQCB4EkmUgAohoNlicnVzKRCnkh57jCV6kUqyUwSQtYsmPt9/sRCoUwNzsLBsS1UmaU9aVUFi2jijMaJSOPFbplT+bPgTjBT4hGEVxdPRXNQff0NLhAIO8JfpmgOOsscFl+R0UqddXP6/WC4zipgra+vh5XX301rr76atm2cfLkSXz/+9/Hpz71KfzLv/wLXn75ZfzzP/8ztFotPvCBD8i2HYIoNXJFMQiCgOPHj2Nqagq7d+9OGgReygqpZAtxcmZzpiPf172wsIDOzk7U1tZi165dGe3neoYUYwy/fGUSp5x+bKo2QKlYuf+YM4hf/n0K+zdY8g7grpQKqXSslz8VCASkChu586dSIR7XSjOkYsPB7XoVlAqAjzLEfswiUQEKBQeboTCaKRFxsVyczuj3++F0OqUWP/E+kUgEPp9P9gl+haZSKuETCYVC4Hm+oJmDExMTuPrqq7GwsICamhqcd955eOmll9DS0pLxc5AhVWAKEVyejOXlZXR2dkKr1UKpVJYsn0OhUCAcDuOFF14oSEVSOmJFQyQSQXd3N5aXl3Hw4MGCHY9UQiUSieDU/fcj7HajsbFxTUhmLiRmIgUCAUx7PPB6PFhcXIRapZICu8VcHlnIsyImU4rSEghk1AKmVqthMpngcjrRvHEjIpHISv7U6gVWzPoSj3cyUcuZTMWpjkpo2Sxoy14BPwviKqX4ObfU14P5fLJM8FsPTq3OuToKWPkhWsll3IUUhYIg4Nxzz8Vdd90FADhw4AB6e3vx/e9/nwwp4rRAzigGn8+Hzs5OAEgbt1AuLXuCIGBwcBBjY2MFadFLtu1czJnYiv2dO3diw4YNGT92PUPK5Y+gf9qDapMGSgUnPabRqsWY04/jsz6cszG3xY5K+sGeLYn5U8FgUDIwipU/ValGX2xV1+E2OxptOowsBKBWKaBRKhCOCvCEeLTY9TjSmttnLx9iJ/g1NzdDEAR4vV6cOnUKgUAAx44di2vfTDYBuNyIRqPgOK7iDCnf6u+DQhpSv/zlL/N+DjKkCohYFVXIdg7GGMbHxzEwMIC2tjZs3rwZzz77bEmECmMMs7Oz8Pl82L17d8Fb9BIRRdLy8jJee+01mEwmtLe3Zz0FIhuSrRR6vV70//rXsM/Po7m5uSA/VDmOg9Zuh3J2FvWtrVJwdCAQWMnl4XlotVqpqkSTY8sZOA4cz6PQl2xOry9OS6DRmLGhErtyljTrKxiEZ3kZCzEh3Xq9HlqdDgqdriivB0jSslnICqkCtoisKZtfPf5yTPBbD8U554DL42JdyRVShTakGhoasGvXrrjbdu7cid/+9rcF2yZBFIvEKIZ8zgNTU1Po7e3NKG6h1C17oubo6OgoaIteIrm07IXDYXR1dcHv9+dUsb9uVihjYGBQJJxHOY4DW/17vlSqcZINOp0OjY2NUoVNMfOnKs34S9RLn3/TZnzpkRNY8IQlvV5r0uKz/7C5LBbLFAqFVP0mCAL27NmD5eVlOJ3OuAnAse2bciw2ykkl67zYSvhyhQypAiAGWvI8X9AWvUgkgp6eHrjdbpx99tmoqqoCsPLFL7ZQEVv0vF4vdDpdSdoFgZXMhbGxMWzatAmbNm0q+EUm8fmnp6fR+9pr2D40hCoZpvil3XaMQFEoFDAYDNIJh+d5qb1v2eMBYyz7ljOsTogrUgZSUYKrZdhGbNYXVi+uohnoXDUDVQ4HTNFofmZgJiRpc2QojLgq9LTAOIFlNic19HKd4JcOTquF8siRvPa9EkcBAyj4KGAAOHr0KAYGBuJuO3HiRFal3ARRbsgZxSDGLczPz2P//v2ora1d9zGlrpDieR5//etfC96il0i2oeZutxsdHR2wWCw4cuRITj9y19tmlVGDLTUmvDruhkWnkj4Hc54QHAY1ttXmfo6tNKNELoqVP1UMo48xBgasMSzzfc5YbXNgow3/dd1ZeLBjBtNLITRYtXjXWfWw6ovTrpcp4rlSqVQmneDndDoxMjKCnp4eaYKfw+GA1WotSb5Y4r5Xqs4zmUxlfy4hQ0pmitWi53a70dnZCaPRiKNHj8ZVASmVyqIKlcXFRXR1dcFut2P37t3o7+8v2rZFxHL58fHxOHOu0IiiMG5iSygEk0yBwKngLBbA7U75d5VKBZPZDNNqiF04HF7bchbT3pf0JKtUAmJQtgykuuznG5KdKVwKkyP9g9b/7q4xA1UqBNxuBEMhLM/NgTFWkAykaBSIMC200XD8bjImf8sexwGhkNzPGkecIbXa+rIe607w43loNRqpgkqbZFKl4tAhcHl+Xyt5FHChcxw++clPor29HXfddRfe85734OWXX8a9996Le++9t2DbJIhCIqfOE+MWNBoNjh49mnHbSqkMKUEQMDY2hmg0il27dqGpwAtviWTashfbPbBlyxa0trbm/B6tVyHFcRyuOrsRE64Ahub90KkVCPMC9Gol3rGvDlZ9fpUecgS5VzqFzp8qxDVQYAwvjbjwwkkXFn0RNNt1uGBLFfY05h8unSyI3arX4PojG/N+7kKSqsoo1QQ/p9OJgYEBhEKhoueLJUI6r7CQISUj0WgUk5OTUKvVsNvtBWvRGx0dxeDgILZu3Zr0IlssocIYw8mTJ3Hy5Els374dzc3NcLvdRRdJXq8XHR0dYIxh9+7dRTOjRCKRCF5++WVEo1Gct3s3lD/9aWFb3BQKIBiU/jOTCSGJLWdSVYnbjflwGBqNRvphL/1oL1IGEitGNR/HAeFwVg9hORo7aoMBKp6HebV9IRIOIyC2U4oZSDEtZtmu+vA8MDykwPC0EQgEYLEosWmTgMbGlU8dA2Rv2ePM5oLne4kriDkZh6ukmuAXDAQwL06q1GqlSkGt1QrloUN573ullnL7fL6Ct9kcPHgQv/vd7/D5z38eX/7yl9HW1oa7774b73vf+wq6XYIoBIIgYGZmBoIgoLq6OmedlyxuIZvnKkXLXjAYRGdnJ0KrixPFNqOAzCqkeJ5Hb28vnE4nzjnnHDgcuU+5A4DlkICe6QBGhBlssOmxu9EMtTL+fL+j3owvvGU7nhuYx8iiHzUmDY5scmB7dXxb2cxyECdmVzJdttUZUW/JzIA80w2pROTInxIEAc+eWMQvhxT43fxxbKsz4x37atHskKe16dHeOTzcMwcFx8GgUaJr0oMTcz68/9CGnDPFYve93A2GZGQ6ZS/VBD+xxS8ajcJms0kGVTEqgCq1QkrMCi13yJCSgdhAy5mZGZhMprwvgMkQ++B9Ph8OHTqUMqi7GC17qabo5Ro4mSvT09Po6emRRk0Wu+c4HA5jcXERdXV12L17N6KPPAI+EinoNjmTKS9zILGqJBqNSu194o92tckEo8cDvVZb2AyuAreBSdspgqECAJzBsMZMUWs0UGs0sKyG0YdDIQQCAXi8XiwsLkKlUsUZVOtdrLu7lBgZ4QCTAiYVsLDAwe1SAoiisZHlbKSlRKEAAgE5nzEp0nTALI3DdIgT/ETTJRKJSO2VS8vLWKqrg/r48bxDUys11FzMkCo0V1xxBa644oqCb4cgCkVsFMPcauWr+GM4W2LjFnI1TIpdIbWwsICuri5UV1djz549+POf/5zRYpjcrKcxxQVKjUaD9vb2jHOG3P4IXji5iOE5H8w6FQ612bGz3ozuyWV872Un5r0RGMbGoFIosL/JihsvbINZF/8Tqtmux/vPe71CRRAEhFevZ4wxPN43j8f657EcWKkAtuhVePPOGly2qybtcaxE46HY5JI/9f9eGMd/vzYNjx/Q+TzonPTgT4OLuOOKbdjVkF8Vk9MXxvODThg1StSaVz6DNSYNRhf9ePL4PPZvsEClyP19zfa7t+AN44n+eUy4g7DqVbh4axW21RU+8y2RXBfvEif4+Xw+uFwuuFwujI6OguM4qYLO4XBAr9fL/r2p5AqpQmeFygEZUnkiCAJ4npcMoEKtWoltcTabDe3t7WmNl0K37DmdTnR2diadolcskRQ7FlnMXFhcXCyaQBMr1ebn52G327F3716wmRlEu7oKu2GVCkzGNjpg5fNiNJlgjPnR7lcqEZyfh9vpzLuiJyUJlV4FQ6kEy9VQyfYErlCkzamKzUCyYeVzHIqpnorMzUGzWsGTrMXM7eYwOclB4zDAqlppc9TrgcVFDidPKtDQEJU91Jwzm4tTKcfYSlVeAVsDpUmVZjM4oxGh974XLq8XTqcTJ0+ejGsLEEVNJlRqhVQxMqQIotJJbNFTqVRSlVC2uFwudHZ2wmw2r4lbyIZiaq2hoSGcOnVKmk4nmiylqBhIVyEVu0C5devWjM/Js8tBfOOJIQzPr4T/CozhyePz+MezGvGnoUW4A1E0mhWorjLBH47i2CkXmrt0uPpQ5lmp/TNe/KFnDmolh801KxU4894w/tAzh40O/boGCFVIZU4m+VNLgg6/6REggEO1joPFokNUAKaWgvjJSxP4xjt35rUPk+4glgIRtFbFV1tVmTSYXQ7B6QtLRlUuZGNInZj14qtPDGPSHZTyrJ7on8f/bt+Iy3evn1cnJ3JUdsW+v+IEP4/HA5fLhbm5OQwNDUmdSqKWkyMAn3ReYSFDKkdiAy3FEwPHcbIbUowxDA0NYXR0VGqLW+/LXCihkqxFrxTtgoFAQGrRix2LXKw+e57n0d3djaWlJdTV1UG7Glodfuqpgm+fMxikSp9Cud1qsxnWUAjWurr4ih6PBwuLi1CLFT3iRLkcT9DFMjpgMgG5bCfL9zKXLCyFQgG9wQD96mc4WbWadjV7Sq/TwevRIRwBrHoAMYV4BgPgWeYQCcscaq5Ugq2OjC00DIAiHAaKFFypPHIEZocDZodDEq3Ly8twuVyYnZ3FiRMnoNVqJVFjt9tTippKrZAqRsseQVQy0Wh0TXB5LjqPMYaRkREMDw9j69ataGlpyes8XYyWPbFFLxwO47zzzoN5NZNSvOaXwpBKViGVbIEyG37XMY3BOS9aqwxQrbbizSwH8bOXx6EAUG9Rg63mGho0Slj1Krxw0ol/PLsJGlVm+qdjYhmBSBRNttd/GNaatRia86FjYjmtIVXulQ3lTrL8qfv+chKByBzsmpXfKz6fDyqVGgY1h96pZbj9YdgMyc3iqMAwuuiH0x+BTa/GpmoDlAnVTuGoAF5gCESiMGlf1zQRXoBKqYA2w89NKjJtfQOA+18ax7grgI02HVQqBQSBYXIpiAdensB5bTbYU7zOQlCIc4ZCoYDVaoXVakVrayui0WjSAPxYLZdLN02l6rxiVcLnCxlSORDbogdAMqOAFZEQkallK5UYWI9CCJXYsbmHDh2C1Zq8/1k0pApVyj0/P4+uri7U19djx44dcSeHYphhHo8Hr732GvR6Pdrb2zEyMrJSxj84iOjk5EqFTKH2QatNanjIbYJxajXYauVSXEVPwkS5RacTPM9LmTx6vR4ajSaz912lKo7RoVYDeQSmZ/MJZjK878mq1USDasnthsulxXK0FcYlF1RaFRSr4jkSAbQaBqUKsoaac0XKEQMAXq+HPsMw83zhLBYozj477jaFQgGbzQabzYa2tjZEo1G43W64XC6Mj4+jr68PRqMxTtSI1YKVunLm9XrJkCKIJCTqvNjg8mw1VmzEQTr9lA2F1juxLXrnnHNOXGW0eBxKUbWTWCGVaoEyU8K8gFdOuWE1qCUzClgxi7onl6FScFAaFYjEJIOqlQqEowzhqJCxIeULR9eYFgCgVHLwhdf/LFVKhVQl7KdarYbJZIRKpYTRqIHP54NGrQEf5REOR8Exht7eXmysr17Tyr8UiOBXf5/GwKwXIV6AWslha60R/+ucRlQZNfAEefyhexavji9heimEEWcAO2qNaKkyIBSJYsEXxkVbq/IOus/0N9acJ4Tjsz7Y9CqoVj+rCgWHOrMW08shvDzqxmW7ilclJQhCwaNVlEql1JoJQArAd7lc0gQ/s9ks6TibzZaR0VSpOq9SFh7JkMoSsSoqGo2C47g1H06lUomgDG1IovFSW1u7Rgysh9xCRWzRs9ls647NFY+H3IZUbNn47t270djYuOY+ha6QmpqaQm9vL1pbW7Fly5bXRVk0Cv7551dcAQBQKMAplSvmlPi/CgXAceCwGjrNmDRJjBMEQBBWDA1BWBmfluT94zSagrYzAasGRJpA6TUT5XheCo1eXjUudKsVPTq9PuVnhTMai2J0cHp9ztlR2YSDFyoLS2oxW82fqq4JY3yRx+Isg8HggVrFISpoEAxosHkfg1IpY6i5Wl2U6YcAAKUSXCAALsMJU3lv7uhRcOucU5VKJaqqqqQhCZFIRMosEKf6iKLG7/cXNGutUPj9fin/jyCIFUSdJ+qo2EVHIDtDSjR2HA7HmoiDfChUVmhsVf7OnTvR1NSUtBIeQEmm/MXqPFEn19XVYefOnTlXLyTLXeQAaFUKqBQcvCEGreL1+zp9EZy90QqjJv32lpeXMTk5Cbvdjo02LV44ycBHBcn44qMC+ChDW1V6E40qpOTnSKsd//XyJJx+HlqsZH0qBDX4YBBnbzChuc6WNH/qiZEwOiY82GDXwahRwh+Oonfai4c6Z3DdeRvwi1cm8cqpJVSbNNjdYEbP1DJ6pjxY8IZRZdJgT4MFb91Tl/f+Z/obK8SvFAgkfjcUCg6MAZFocQ3EbCq75CIxAD8UCklaTpzgZ7VaJYMq1QS/Sg019/v9ZEidTsQGWsaWbieSb3WSIAg4ceIExsfHcx6pK5chFduit23bNmzcuDGjdkFAXic5FApJk12OHDmS8ouVyfSVXEhXDq5QKKDq7YWwsBD7gJTVMuKpnzG2YjxxXPKJfKtmFrf6v0yrBXge3OqPR8Zx4BgDbzAAJtPK/RhbmViXxtTK4MVmdXeVSgWz2SxV74ntfT6/H4tOJ1RKJXSr1VNM7B3XaHKeopYVKSrKMiZTc5PjgAIbhSub4WCsq8YbzvWis0MLp1MHfyAKhYJHTe0y1OpFTE2qpVwqtVqdl5DNx8zLelsmEziel306YNJt2e1Q7N+f9ePUajVqa2ul738oFJKm+oj5dT6fTwpIN5vNZb+a5vP50NDQUOrdIIiyIFUUQyKZaKzE7KVkxk4+KBQKqXpLLmK1VrqqfPG4lMKQEo/94OAgRkdHc9bJIhqVAmdtsOKpgXnYDRqpimnBF0aVUYOzmq3488AMEI0iqglhOcDDZlDjrXvr076fExMT6OvrQ1VVFYaGhhBZDsDMtOibCKDKpINarYI7wGNzjREHW9avmKuEyqNKYlONEVfsrceDHdNYCAI+FgQvMNSZNfjfb2jFxkbLmvyp/pMTeL7HB61aiZDaAE6ng06nQ71FixNzPrwytoTeaS8abTqpTc9hrEL/jBcmrRI3HN2IPUkmNOZCpllMTVYtmu169M96YdYqoVj9fC96wzDrlDjQnH+1ZjaUQ5WRVqtFfX096uvrwRiTJvi5XC5MTExIExpFg0qc4FfpoeblDhlSGZAYaJnKjBL/lqsh5ff70dnZCUEQ0hov6yFHy17iRL9MS8zF4yKXUBGrsxwOB84+++y0q4uFmPAXDAbR0dGBaDSatBycC4eh+fvfAbmrDMSqKXE7QNIwc5XfD3i9YMlc+2SVWhwn/ehnqxVbYCuT2aBSrRgrWu3K9nk+6xwljVYLjVYLK1a+N9JEM7cb4XAYCqUS8HphWM1GKuTKH6fV5l1RlsneFWuCnziBzmplOHp+FIuLHCJhDiaTClabGdGoAcFgEPNzc3AvLWHR6YROq5UMwYzbKYEV07BY1VGr7ZvFmtikPP/8FQM3T7RaLRoaGtDQ0ADGGNRqNYxGI5xOJ8bHxzMaO11qKmUcMEEUmkSdl8qMAtbXWIFAAJ2dneB5Pi8tlw6lUimFi8vB4uIiOjs7UVVVta7WAoo/5U9EEARMTk6C47isoizS8Y4DjTgx78Xoog9qpQJRgUGjUuCqA4142/4G1KlD+NPQIlRKBY5uduDSXbXYUZ98u4IgoK+vD7Ozszhw4IC0MBEIBNAyMYcn+ufQM7OiF/bW63HpFg004AGk7jwot+vG6cJHz29Gm12N37xwAgabGVtrjXjHvjq0xFSsxeZPqe0NsE6fhEUtgEVWqmx4nodSrYGbV+HktBbBSBQm7evDUNRKBVocegR5AZuqDbKYUUDmFVIKhQLvPbcJdz9zEqPOAHSqlXZTtZLD2/bXo8lWnKp0ETlCzeWE4zip66OpqSluQqPY4id+BiKRCLRabUmmi+aDz+eTpU280JAhtQ7i2NZ0VVGx5GoGzczMoKenB42Njdi+fXteZYH5CgWXy4WOjo6MJvol2zaQvyEVGwCaaZi73Ct2okCrqanBrl27kr4n6ldfXZngVsC2l/XawVKacGkqtaTHShvhkrcEJppaHPe6sbX6uNWdWDlJC4JUqcVFo9ArFNKkssWFBYRVKkSXlzHv90MQhLj2PjlbnjiDIe8qrIysOKUSyHWCX5bEGl9KJVBbyxC7l0qlEkajEfMcJ1W9SO2Uy8tgjEmTEvVp2ikBgNPpilcdtdq+WYyLPFddDcWePbI/r/hZbmpqkkSN1+uFy+XKe4JfIamUbAGCKCSxUQz56jxRyzU0NKzJuZQTOSvhh4eHMTIygh07dmDDhg0Z/9AttiHldrsxPz8PnU6HI0eOyNb+2GzX40tv2YHnTyxgYNYLq16FI5uqcM5GKziOwwWbLNhm8OPcc/elPTaJeVZarVaqttPr9di7tQV7t7aAj65MBVtyu+B0LuKll05Cp9NJuTex+YQiVCElPwqFAhdtsUO3wHDxxevrgiqjBg6jBt4Qj8aqlesmz/MYX/RCL4QRWpyAZ4lhIuqD1bQy9EetVsMXjsKqV8GwTotnLCFewKQ7CAUHNNl0a4ysbFrf2jfZYdJuwSM98xhZ9KPKqMZFW6uKmh0lUg4VUulINqHR4/HA6XRicnJSqqQSv6fpht2UC36/P68q0mJBhlQKxBY98WKSiUgBVoRKNhfpaDSK48ePY3p6Gnv27EF9fX0+uw1g5SSbS7B6rAmUaYtesm0D+RlSkUgEXV1d8Hq9WVVnyVUhFXsc0gk0we2Gqrsb8q1RJkGhAGTIJFsPzmJJnumUgakVS6r2Q06pBHQ6qDQa1DocYByHSCQCXyAAr9+P+aUlKDgOBr0ehtWJciqOW2k9jEazrtQCx2X/mFTPk+7PxQr9VipXjM9MWH3da9opw2EEAgEE/H64nM6VCX+rZqBer3/9h5NOV5yWSmAlp2p1W8UwpJRveENBtpEosjiOk4594gS/mZmZrCb4FZJKGQdMEIUg0yiGRJIZUtFoFAMDA5iampJNy6VDjgyp2LD1w4cPZ5UnV0xDijGGsbExnDhxAmazGVarVTYzSqTWrMW7z0n+o038TKT7bCwuLqKjoyMuzyrVgB+VUgG7zQq7bWUqGM/zcLvdcDqdUj6hxWKJC2YmCkM2vxkMGiXesNmOh7pmMe4KwKxTwRuKQlBq8NZ9TbhkezUWnh5E18QS+OUA4FqCP8ohDDXO210FgY8AyvWv8x0Ty/hj7xxml0OSIXXl3jpsr3t98ShbvbSvyYp9TaWvkil3QyqR2Al+wdUoDIfDIVXC9/X1wWAwSAaVzWYreGh7tvh8vqyHPZQCMqSSkE2LXiLZVEh5vV50dHRAqVTmNB0kFbkIlXA4jO7u7qxNoFTbz1WoLC0toaOjAyaTKevqLDkqpCKRCLq7u7G8vLzuceCfeQZcLmZJFnBmc+END6WysBPvRFNLpYLS4wFbrYRSA7BxHGxGI5jBgFAohGAgAO/SEhZDIajVaml6n9ZggFKtjg+JFy9qMVVaAMAUCiASWclAis3UyvZ9Wm9anUpVtLY2zmjMqGJJFFfJzlcajQYajQZWqxWMMYRW8748y8tYmJ+Xjre2pgb6IvXKx+ZUFdqQUtTVQbFjR0Gee71xwPlM8CskVCFFnKnko/MSNZbX60VnZycUCoWsWi4d2S5+JrK4uIiuri7Y7facwtaLlSHF8zx6enrgcrlw7rnnYnZ2tujVQulea+ICZnNzc9bPr1KpUF1djerqagArURFOp1P60cvzPIaGhlBXV1c21bWnE9nojgu2VkGjUuKvJ51w+yOoNmpwZJMdRzfZoVRwuK69Db9+dQqDcz6EeAFWhYBdDgU2qpbw17/+Nc68SHadH1n045d/n4Q/LKDeogFjwKgzgJ8fm8JNF7agxrxiaJVb61umlCLUXC7ECYHJJviJZrLf74fZbJbeY6vVWvIg9ErReWRIJRBbFZUuQyAVmRhSjDFMTk6iv78fGzduxNatW2X9gmYrVFwuFzo7O2G1WrM2gZKRS6USYwzj4+MYGBjA5s2b0dbWllN1Vj5CxePx4LXXXoPBYEB7e3vaFjJhYgJ8b+/rU/MKwWq2TlpkuCAVrconzfeC4zjoVgMibXY7BEFAMBBAIBjEotMJfm4OWq1WMqjS5iHp9cmricRKrVSmVsxnhzEGQaFAVKsFNJqkphZnMBSnrS2Tz0GWxB5viMc7GIRPEOAeG8M8z0Or0UgVVFqtVn7xk5BTxVDYrAzlBRcU7PmzXfXLZoJfoUSNmJVQCUKFIOQk2yiGRGI11uTkJPr6+gqi5dKR68Jf7LCaTOMQ5Nx+Nng8HnR0dECn00ktcHNzc5LG5qMCeIFBq8r+PcyG2Ml+i94w+mc8iAoMbQ4dFscHsbS0lNVCblRgGJr3YTnIo8akQYtDH7f/Op0OjY2NaGxsBGMMf/nLX2AwGDA7O4sTJ07EtfeVY0VGJZHtbwYFx6F9kx2HWm0IhKPQa5RQKV5/76pNGtz4hhZMuIPwhaKoNa+0+QFrzQuxEk5s47dYLHh1fAlLfh5bag3SZ6K1So+hOT86Jz34hx1aab8r0ZCqtAqpWJKFmqea4Od0OtHf349wOCxN8HM4HCUZdlMpOo8MqVUYY+B5XppakosZBaxvSPE8j76+PiwsLOCss86SPsRykqlQiF3Z2bp1K1paWmQ5wWUrVHieR29vL5xOJ84555ycS5RjRUO2TE1Nobe3F62trdiyZcu6xyHy5JPiRgtWIZWp4ZHXamGRJt5xFgs4pzNjA02hUMBgNMKw2k7E8/xKu1kggOVV80y32tqn1uixsKCB280BJjM22JZhsyV5UrFSK8N2Vi4YhDIcBmKDY2PaD1k0Cs5kSl2pJQgrFVbRaF6VWtkYX+kqpNKhUChgMBhgNJnATCbwPC8F0nvm5gqS95WYU5Vs9LZcKJqaoNi6tUDPnv844MQJfsFgUDKo+vv7EYlEpBYOOSf4eb1eWUKBCaISyDWKIRFR53V1dRVUy2WyD9mQT4teIoU2pFJpMoVCAX84it/8fRJ/HV5EiBewtdaEt+ypSxk0nguCwKSJZKK2/NPgAn7z6iRcvgj4aBRC0IdDTRrc9NYj0GXYcj3nCeE/X57E8IIfYV6AXq3A3iYLrjm3EUbt2p9kHMdBoVCgvr4eNpstaXufWJEhmhql/sFfaUZJLvurUnAw65L/hOY4Ds32tVVsieaFWAnncrnQ3d0NQRDQNaeDwCvBRzQrRiO3YoIpFYDT/7oWrWRDqhL3G8hM56Wa4Od0OuMm+BVz2A0ZUhWEGGgpXlzzOZmna5dbXl6OW+3R6Qoz3SCTlj05W/SSbT9ToeL1evHaa69Bq9VKK2DF2K6IIAhShlemojLa34/oxAQAFK5CSqvNqB0s39NYUcKrZcjBWpOHtNpu5nYH0NnJwenkwBRqMGUIQ3oF9u1j2LQ5T7GczCBZNbU4vR7w+dZ975P+XalcmfKWSfvh6jazbT/M5QLHmUzSZ06lUknBjgAQCYcRWDWoXG43OI6DPsagyrq9LElOVSEFlvKCCwryvCJyjwPW6XRxE/wCgYAkXMfGxsAYk0XUUIYUcaYgCAJ4ns+pRS8R/+rE22AwWFAtl45s9Y44sTjXFr18t58pgiCgv78fMzMzSTWZwID/7vNgxB+ESauCRqXA30acGJzz4hOXbInL2cl+2wx/Hl7Es8fnMecNYYNNjzftrMUGLTDjjeKJkQlEogz1Rg6uxWXwOgN6PDp0T/txsHV97Sowhl+8MoW+aQ822PXQqRXwhqJ4acQFi06F/3VOY9LHxX5O07X3TU5OQhAEqRpDbO+rVAOgGBSj/dMT5HFyceWcsbnaANOq8ZhYCefz+TD48ikMDbkxPe2DUslBq9NBq9UhwjNUGV9fCKzU1rfTrUIqHckm+BV72A1jrGJ03hltSDHG4syofASKSLJ2udhAxra2NmzevLmwrSnrtOzJ3aKXSKZCRVwBa2lpwZYtW/I+SWVbIRU7EeXIkSMZ5T6waBSRp5+O3WhOFVKCIMDv90On0yV33DUaIHHiXTLy+BzJMYkuo+0UIAdLo9VCo9VialoBr1eBqioeAY0Oar8THq8CLx9TQKP1o7pam3O7Wap3ldPr8ztuYsVUBpVanNmc3JhUKpNOP2TRKHijEZzVKplpjDHMTQs4McBBxUWxfUsYdksSwzrNd1at0UCt0cBisYAxtmIIBoPweL1YWFyESqWKM6jW+y5zajVYgknJGJOlBTURRUsLFG1tsj9vLPlWSKUjVtRs2LAhTtQsLi5ieHgYSqUya1FDLXvEmUCszss1iiH2ucbGxjAwMAAA2L9/f8kmLGVTCS9Hi16y7cv9Yz4TTTbsiuCEk0dLnVmqKHIY1Bia9+OJvtm8DKk/dE3j169OAQwwaJXonlzGiVkv3rnLikF3FG5/BLXaCNwuP6qrq6A3GDA878XLoy4cbLWveb7E43zKGcDQvA+NNh30qxPXzDoVQrwGfx9bwuW7a2FJUXWT6lgnmhperxeLi4uYn5/H4OAgtFpt3PQ+au9bSyF/j7044sLD3XNY8K1UNzn0KmyuNaLVYcA5Gy2wGzTSPphMJlx2YBNGvKewFOBh0jIEgyGcmlmGScEjOuPHCc4Ju91e0RVSlWpI5avzsh1243A4ZOlGqJRK+DPWkMon0DIdSqVSEkDitLuenh643e682tGyIZVQYYxhdHQUQ0NDsrboZbp9kdgVsP3790ttKvmSTcjmwsICOjs74yaiZAJ/7BgEl+v1bSL7CqlQKISZmZmV9gGeh2Y1q0evXxkTqzCZijPlrIDthhIFyD+KZXxMAY0W0Bq10IBBaTbDaBQwO8cwNxcEE+LbzfR6PdTZnOCTfT+UysIfN2CliihVlZxoaiW5XeXzAcvL0ufymWeU6O9TIBxZeS2vvqjA/rOAoxcAnFIJttqCiEgEnNjCkaz9kDGpQkurUkGr08Fms0EQBISCQQSCQbjcbkTm5qDRaiWDSqvTxZ1nOL0++esqkMAqdHUUIH+FVDrkmuAXCAQgCEJFCBWCyAW5ohiAlarynp4eLC8v49xzz8XLL79c9HDtWDJp2QuHw+jq6oLP5ytpJXwmzM/Po6urC/X19di5c2fK8+mMlwcvsLj2No7jYNWrcHzGm/MPdbc/gsf65qBTKVBnWal4qzFpMe7046lBN+wCD6/PAwvjUFdXJxk7GqUSS4HUi0ux++IN8gjxAvTqeL2pVyuwFODhD/NJDalMX0/staG1tVUanuF0OjEyMoLe3t6ya+8rNVFBAM8KU6F9csGP37w6DV5gaHXoMeEO4JnBRTzWvwCdWgGrXoV37a/Hh89vkR7TbNfjmoNNeLR3DlNLIXAaAw5vr8Kbd1TBrgzB6XRiaGgIANDd3Y2qqqqKei8rtbILkN9MSzfsZmxsTLZhN5Wy8HhGGlLiapn4I0LOk5BobESjUSwtLaGzsxNmsxlHjx6VxenMhGQte2KLnsfjwcGDB2FLGrIj3/ZTCRW/34+Ojg5wHIf29nZZyxMzaVWMXS3cuXMnNmzYkPHzs0AA/F/+En9jlqaO1+PB3Pw87DYbzBaLFCYdCAQwv7AAIRqFxmaDkeMyMk+4lReV8fYlYtqzCglnNBY0MJ2PrhQJhdUm6EIr2+EUCqiUHMwmK5o3mlfazVYD0l0uFxQKxUr+1Oq/lGZkkuPKGY3Fm6yXpIpoPRJ/IHV3KdDTrfj/2fvzKMnSs7wX/X17jDkj5zlrnqu6u7p6qEEDSC0kIQQHfC620T325fheXzCwdBaLYwHLy9fnICPstTD4IJtrsA1iGV0ZgZmEBK1uqVtSt3queczKqsyqnDNjnvf03T92RFRkVs4ZmVUl1bOW1FVRmXvv2LFj7/d73ud5XhAQjUqQUCjCe+8p9HS77NnbkEmwVBB847bvO0BflaUaBsFwmJCigBA4nkexmveVKRRw83kCgQAh0yRUC6R3nHv2w4bjbnZBqOzejbKBqUfrxYPs+q13gl8tBLdmO3oUCpXHeIz1orHOq+XwbBQ1VXksFqsPPNnINONmYjVCKJVKce7cOeLx+ANVwq8GKSU3b95kdHSUI0eO0Ne3tG2thpBRa/rey3gCqDgenZGND9+4kyySLtkMxhfWpO0Rg6lkjvaQgypMWjs60HV/6eR5kpLtsK9rbffQ7phJ1NRIlewF9qtUyaE9pNMWWrre22g+6uLhGZVKpW7vq2UWfb/a+1xP8p2RJN+8NsPYFJx3b/MD+9p5aiDWtHPw3t0MubLDvq4w2ZLNu3ey2I5EFaCrgkLZ5b+9NUFPLMDHjnTwt5fnGE2U6IsH+H+/bweZso0iBD0xE6V6TJ2dnbiuy6uvvkp3dze5XK7+WW53NtFG8CgrpLa68bgVw25qlr1Hoc77viKkaoGWjuM0zaK3GLWL9fbt24yOjrJv3z527ty5rTeGxZa9dDrNuXPniMVinDlzZsslu8s9PGdnZ7lw4QJ9fX0cPHiw6V/s1RRStm1z4cIF8vn8hgI97W9/+75F+1oVUlJKEvPz5PJ5enp6CAaD9VHx4XC47u+1TZPS3Fw9CE9RlDpxEliGPFl3mSLEihPvmoZtCEzv7ZVcum7SU87VA7XKZdB1SVu7f2bqdrOWFqSUVKr5U9lslvm5OfSaQi0QILCoIHtQj/ON2ikXd/muX1dwXUFLS/UqERCNQDojuHJVYc9eDxGLbSxHTMoFSq3adagCUSAaCEAggG3b/sTEdJrJVAq1XK4H0gdCIXTTRAqBaxiIcBihaSsHxVeVWtJ1/et4hWtZ/eAH1/++1omaIvZBj/atYbWi5nd+53cYHh7m2LFjmxoEsRr+1b/6V/wf/8f/seC17u5upqent2R/j/EY0Nw6r7GBtVhVvpFQ8WZiJSV8bVjN/v37GRoaeiBK+LWgFrJeLpc5efLkmtSah7uCxAMKd1IlBluDKAKyZQfL8Xjf3vZ17T9Tsjk/nqFse0gp0RSB5Xpoaq02lWRyBSqlIgcGVJT2Hq5N5WgJ6ShCkCra9MeDvH+N++2Kmjy/K87Xr85jOR4hQyVbdvA8yYf2t2Noy9fEzbhPm6a5IJswn8+TTCaZm5vj5s2bGIZBa2sr7e3t3/P2vq9cnOGrl+cQuAjg+kyB2/NFPvVcP88vYb/cCNJFG131v3sj80UqjkdIV7A9iSIE8YjOTLbCf393gi+8eZfJdAVH+oTVH781zv/5Iwc41n//OqV2LfT19aFpWt1+n0wm6zZ+TdMWkI0Pylq8GN/roebNxErDbq5cuYLjOPUJfssNu6kp4R8TUg8Rtsqitxh2NRdmcnKS559/vqkS6bWiVihsl0Vvuf3X4Hkew8PD3Llzh6NHj9Lb27tl+13uoZ3NZjl79iyRSGRD3UIvkcB95537/2ENCinXdZmensbzPAYGBtB1fenjFAID0GOxelZPjTzJZLPMzc3dZ+/bSOaOiMW2VLVU3882BKbv3esxlgowP5PDNMD1/AX23r2S9vYlFE5CEAgECAQCtLa2+gq1qponkUjguC4B0/SVe4vPbTS6PVZK/0Cb8rvFkkAsUeMKAaVS9Q9rySrbBHRdR9d1orEYhMNYySSlUolCsUgimURVVT9LzbLw8nmUVSTJSyq1qkHxshYYLwTKrl0oW3SvaUQzhmFsJRYXNT09PXzta1/jK1/5CgAdHR2cPn2aD3/4w3z4wx/mmWee2XTgcQ1HjhzhpZdeqv/9YSHtHuN7E82s88rlMhcvXqRUKi1pd3vQhNRS+9/KYTWLsVlCqqbgWm/IemtI5+O7DN5IG4wmikgJIUPhQwc6eeHg2icdnr2b5r++foe5XAUpwdQERculZJXY1RFGUwSziSST6QqndrXSG8nz0Wd389VL07wzlsaT8AP72/n4kW56WtYeav/jT/YQMzVeu5WiaLn0xEx+YF87p3cvT4JsRd3eaO/bsWPHffa+S5cuLbD3tbS0PLTPuPUiUbD49kiSaFCjRVeZt6CvI8SdZImXr83z9GALurr59zoQD/DmaBpPSoq2T3z5n6VPfoKvlLo2W0BBEAuoBA2NsuUynq7wa387zJ/8kxP3bXexoryWPxWJROo2/kwmUw+6v3r1KqFQqK6e2qj1qxl4rJDaOBYPuykWi3WCqjbspjGmoaOjg0I1MuUxIfWQoDbmd6tUUTUkEgkuXLiAEIInn3zygZBR4BcKjuPw3nvvbYtFb6n91wqVcrnM+fPnsW2bU6dObemXYjmF1MTEBFeuXGH37t3s3r17Q5+//Y1vLJnZs5pCqlwuMz09TTAYpKura8V9LyaKFpMnruvWyZO5uTmfdOReYN2aSDZFgapVZyux6eDvNSLaafLC82lGb8HsrMAwJAODkqGhtRXKiqIQCocJ1RRqtl23UJaKRT8QfHbWJwFVdVtumCIc3nju1qLJgO3tkvl5gSeh5m7wPJ9DbW+Tfmj6Vk9ZrKL2vmqB9C34hVWlXK4/NMfv3l2gWDMDgdULACnBcerfQ0l1VPbJk1v5duqo3XMeFbJl586d/OzP/izHjx/nH/2jf8Qrr7zCN77xDV5++WX+3b/7dwwODnLu3Lmm7EvTNHp6epqyrcd4jJXgeR6WZTWlzpubm6vnsyxHljxoQqrWgKupYrd6WM1S+98IISWlZGxsjOHh4Q0puBRFYV+ryo984BAXJ7KUHZedbSH2dK7dopQu2vzX1++QzFvsbA+hCMhXXLKlIkFTZXS+QKGQRxGCZ/Z081PPdDE5cpW2sMH//fkh/v4zA3iexNTvv+c7rseVqRx3UiUCmsLBriCdkXtWPF1V+NiRLj50oIOi5RIJaHVyYrXztpVYyd53+fJlXNetW8La2toIhUKPrNJlMl0mW3bY1RHCsSooiosqKvTEbHLlPKlCmI6ICjiAC9IBHCSu/5qsvo7tvyarf5YOFcdGVVx0Bc4MBbk2FeTyjEQVAg9J2XYxNYWgoSKlR9nxcF1JJOiTUQABQ8WTkol0me+MJHnfnoXZw6tFHDRObgO/rq2RjTXrVywWqyuotit/6mFv3q2Gh0kJL4Sou2tqw25yuVx92M2v//qv8+abb3LkyBGEEExPT7Nnz54tP67Pfe5z/Oqv/iqf/vSn+e3f/u11/e73NCG1ONByq8goz/MYGRlhdHSUgwcPMjw8/EBv1IVCAcdx6jlN25VdVUOtUEkkEpw/f56Ojg5OnDix5Yz8YoVUY3j68ePH62Ny1wt3bAz32rWl/3EFhVQ2k2E+kaC9vX11clJVVyUhVFUlHIkQrpJ6tmUxOTVFpVwml82iqOo9e98y0/u2YuLdklCUbQn+FrpOJFzm6LHmbK+u5olGKRQKpFMpDMMgKyWJkRG0xnO8hmlyG8ImzpuEBQqp40+53LkjyGV9sg6gYgkiYcmTT8uqTGqbsFQmlxC+FVXTyOXzDA0N3VOsJZM4joNZVawFa/lTa7i3KocPo3SuvVu+GTSqMR4l1EYB79+/nwMHDvCzP/uzeJ7H5ORk0/YxPDxMX18fpmny/PPP8+u//uvs3r27adt/jMeoWfRqU/Q2U+c1qrkPHz5MX1/fsttabZrxVqN2v3Fdl7t37267En49Q2RqcByHixcvkslkNtwore23Jaiv26JXw9m7aWayZXZ3hFGrZFA0oBEP64RUj8OxHPqOVp7cv5Pjg3GK+SwTDc8vXVV8b/oiFC2X3//OKGfvpnFciSehNajyD0708fyuhQooQ1NWtOgtfs/bjcX2vpolbH5+npGREXRdXzC9b7vXGZtB1DjPR/a9QtQEFYdSZ4FoNErRdkFCUGnDsdZHPCQKFqPJEtmyjSoEPZFODnZJ/smzHpenJG+Pd1IotzFfDBPQVRxX+j+rCDRFYDYosqQE2/MoWC6/++ptRhNFPn64i/YqsbnezE1d1+ns7KSzWhOVy2WSySSpVGpb86dqx/2o1UpA3XX0sB67EIJY1V2zY8cOvvCFL/Dqq6/yJ3/yJyiKwsGDBxkaGqor4T/0oQ/Vr4dm4e233+b3fu/3eOKJJzb0+9+zhFQt0LL2wNzMdJWVUFMAWZZV98Dfvn37gXTOap2nGzduAHD8+PEH8iATQjA7O0sqleLgwYMMDAxsW4FUu+GVSiXOnj276fB0KSX217++/D65XyElpWRudpZisUhfby+BNexbRCLrJop0w0ARgrb2dgzD8CedlUpk0mnmLMufdFaz95kmwjC2L8h8Cyfr1fezwZyl9UBRFOJtbbRqGm4kUj/HtWlypmnWA9JNc+OBqnVs0hYoFymk+volP/QRlzfeUEmlAAF9vZIz73Po3LU91k1gTe+rFjzcqFhzHKdOUGWzWaSU9yYmBgJLhv4LRUF93/u25G0sha1W3m4VCoXCfYWnoijrGvSwEp5//nn+6I/+iP379zMzM8NnP/tZTp8+zeXLl+td+Md4jM2gmRa9YrHI+fPn8TxvTWruhyHUHODs2bMUi8UHqoRfC3K5HGfPniUYDG6qUbpSNMNqyFccvnZphj99b4Lb80UqtsdgW5CWoA4SnEqZ2VKRX/6JQwwN3rsPlhv2OTJX4PWRBDPZCv3xAGf2tjPUFgLgpauzvDWaoq8lQNjU8DyPO8kif/LeFHu7wguCzNeLBznRcbElrDa0KZlMMjY2tmB6X40YflhhO1fpiZ6jM+Ixn7eJVj8S25WULJed7SFMbX1kVLJocWEiS8X1JyhWbIO7yXlc1+DJ/hZO7YKnB5N88vAkL15TeHeih5FkH/FgiI8d7uR/nJumYLkYuoqUkCxYFCzf4pco2nzx7UneGcvwLz6+j46IsWBduxEEAgH6+vro6+vb1vypR1kh9agp4YPBIB/72MeIx+O89tprXLt2je985zu8/PLL/MZv/Aa/9mu/xqVLl5q2v3w+z6c+9Sl+//d/n89+9rMb2sb3HCFVC5jdDove7OwsFy9epKura4EC6EEUKrZtc/HiRbLZLE8++SRnz57dkjGmq8GyLDKZDJ7nbXmGwWLUOmdrHR+8FriXLuFNTa200wXKD9u2mZmeRgjBwODgAlWY40AmLVBUSTze8LlsJvy7wUMeqKp2WmGhvW92Fk9KjPZ2wp7nT+/bQjn/thUjW31tSwlC1FVliqIQDIUIhvzi03Vd39rXcI5XI0tWhBAIy1p/SP0Sx9yIPXs99uz1SKdAKNDSwpoUeU1FVaW6HBYTaTVomkYkGiVSDbu1LMu/rotFUsnkgomJgUAATdNQjh1DbCPh8aBzBTaKfD6/pRbqj3/84/U/Hzt2jFOnTrFnzx6+8IUv8Iu/+Itbtt/H+P5AM6MYpqenuXTpEn19fRw4cGBNi44HbdnLNdQM22HRW4z1EFK12ISdO3eyd+/eTX1WGx3E4Lge/99Xb/PGaArp+VbH8XSJTMnmSG+EfDbDaNphT1cL13IG0aJFa3XqXW2fb42m+C+vjZEuWhiawttjab49kuRnP7CLo31RXr+VJGSohM3qWkAI+uMBbieKXJ7K84G9bSsd4orv+WGCqqp1sgJ8e18qlaoHpLuuy/nz5x86e5/l3EE630ABjvZGOT+RI1WoULHBtVx6YgEOdIXXvd27qTJlx6MtpCOEIKgEUIRkNmeRLFp0hA0CmsLu9hD/9LRkOjeN7c7SFduHGehkPtfC315NkshXEEL4ZJSAtqDGvq4IFcfj+myer1ya4f9xcrCpSp3tzJ/aLJH2IPGokmm1xmM0GuWHf/iH+eEf/mHAF9M0Ez/3cz/HJz7xCV544YXHhBRsX3C553lcv36d8fHxJcfUbreUuzZFLxqNcvr06fp73u7wuNpxCCEYGBjY9gwtIQSFQoFz585x+PBh+vv7N7U96Tg43/zmyvvknkKqVCwyPTNDNBKhvaNjwbU3Oiq4eEGQzVFVNcHxpxTaO+Tmw7+XKM7us/cJQTGT8UPwksm6vS/UZOvZhie2rReRyLaovaSiLEvcqKpaf5CDb6EsLSJLVpuQ2Ihm5DnV8pOWQrzBMdCoyPM8mJ8TuB50dkqa7awVa1BHrZU8NwwDY9HExHKpRC6bZX5+Hs0wcH/oh2idmyMej2/LIu1RDeksFArbGnQZDoc5duwYw8PD27bPx/jeQzOjGFzX5dq1a0xNTXH06NF15Z09KEKqcVgNwOHDhx/INLS1NF5d1+Xq1avMzMzw1FNPNcUishGrIMDlqRzv3c2gKzBXsHElVGyXiu3x1u0ErhSoqkq64vGH3x3j5Wtz/NwP7GKozSdTKo7ka+9OUKg47K3mVUkpuZ0o8uV3JzjQvZ+y7d4Xhi0AJFjO5tYED7PqyDRNenp66OnpYXR0lHQ6TawlzvnRWZLnR+iJaAx2t9dVNw/C3ldxZ8D5GgL/c4gFdE7tijORzDOfctjRF6etOj1xPZBIMiWbgObfh1w3REgrA352Z8Fy6WjguBQh6IvVQvDHwB7j//ORAEe6wvz5xRaGE2GEgO6owd4O311hagqmpnD2bqZOSG0VqbOV+VOPKqkD96IZHjUyrRbNsPi4A4G1D2JYDV/60pd47733ePvttze1ne8ZQsrzPGZnZzEMY0vZ+GKxWA98PX36NOHw/Wz6dhUqjeGQe/fuZefOndUbor/v7SLFpJTcuXOHGzdusHfvXvL5/ANRZt25c4dKpcLJkyeJxe4flbpeOG+8gbeapalalKRTKZKpFJ0dHf40sQbMTAvefEPgOIJIVCI9mJ6G115XeeGTBqFNkBBrPctGJIIuJS3V6X3lJaxn9ZyejVrPFAWazLovCSEQDSHWWwVPQtaNEkk6RKOrC7J0w0BfRJY0TkjUGyYkBgIBpPSznYSASFygNuPcLaM0Wnigep3MG78reOstlVRagIRoVPLUcY/9+5t07xACLGvVH9tIgdUY+h+vTkws7t9PIharF07RaLReOG3VlCDXdR8ZGXcjCoUCoarabztQqVS4evUq73//+7dtn4/xvQXP85ifn0dVVUKh0Ka+z/l8nnPnzqGqKqdPn173d+FBKOFrU/Rqw2refvvtB5ZjpShKfar0UqjVypuNTVhqvxt5z2PJIumSTa7sH3NbWCdXhFzFIWcJuqI6Tw600Bo2cD3JrbkCX353kl98YQ9CCGaKkplsmd7YvfpICEF31ORuusR0tsLh3iiv3JinM3Iv6zBXcQnoCjvaNv7+H6VFsBCCuYrC167bjCUNbLeVUF7yjGdzMDvGlStXFjyX4/H4lhMUFTeNtL+KwsJaRFMUusIaakXQGtIpWP73OWyo6yKmTE0hW3bwJBiKf23W+ENdXX07mijzD54q8/eOzfPSDY+/vdaKqh+g4t6rK6QEx3OZSJcJY2/bNdHM/KlHtXkH9wLNH6XvIvjPuaV4imbh7t27fPrTn+bFF1/cNMn1yBNStUBLx3G4fv06g4ODW3byp6amuHz5Mn19fRw8eHDZL9Z2EFKNFr1nnnmmzmbDPfZ5OwoVx3G4dOkSqVSqfhxXrlzZ1iIpk8lw7tw5dF0nEok0hYyShQLO66+v/nNS4joOmUyG/v7+Jb3WI7cElQp0dMg6g9TRDnPzgrE7Kod2bPJYV/l3EQ4vUKgIIerECCy0nmVnZ5FSEqxazwLrsPdtV2D64mmEW4Hxu4JXv9tGat7D0ASdHZLnT7r09a2NBls8IdHzvHth3fPzzM1pjE+0Ui6ZqJpKtK+FE/vStG3SaSaXsOzdd2zBIDKbJZOGV1/VyOchEpUIAZmM4PXXVcIhSf/A5im/tX5Wzej4qaZJ28c/TnvV3lcul+sjcS9fvozjOAsKp0gk0pTi4lEtsrZaIfVLv/RLfPKTn2RoaIjZ2Vk++9nPks1m+cf/+B9v2T4f43sTjVEMIyMjtLa2smvXrg1vq2ZFGRoaYt++fRv6/m63QmqxEt4wjAcarL4SMTQ7O8uFCxdWrZVXQr7s8O7dNKmiTW/M5KmBFkxd3bBlL2SoZEs2npTEAhqWZWEqLtJUKdoee7sitFYznlRF0BkzuTGbZy5vEVbuaeHvywzFL+uEEHzkUBdXp/MMz+aJBXUs26PsOLx/Txt7OjdH/j/MCqlGFC2Pv7pRIo+kvyWArgnm8zavT7scPL2f9/WF69P7rly5suC53NbW1vRAbcst4jpfRWN5RX3OksyMZ8iV/dymaEBjV0eI1uDqta9A0BcPkJrKkS8F6QxZeJ4kU3aImCod68gN01XB0V6bTOkamjJMwe5lPLuDy9Pt3EmWGU2W+JH/+BaRgMKpTvjAmrfcPGwmf+phDgVfDY9qNMNW13nvvvsus7OznDhxov6a67p861vf4vOf/zyVSmXNDdtHmpBabNHTNG1LCoRG2fGxY8fo7u5e8ee3ulCpETCRSGTJcMhaOPBWF0u5XI5z584RCAQ4ffp0/cazmdDJ9WJ8fJyrV6+ye/duQqEQt2/fbsp27VdfRVYqK/6MZVnMzc4CMDA4uOyXLp0G3WCBnEkoUFIjlBMZqBJSUkI6JXBdaGmR/u+shrU8uFf5LBZbz6yq9axQLJJIJtc2WW67MokUZcsnw83PC77+ksZUPkKblkIRGhMTCl9/UfCjP2rTuoEYiMaw7nQKzp5VKBY9AgGLimszMexQmHI5dbpCe3tgwx79WnG8LBqC7W8Mq+Ty0N4mqX2kZptkbl5w/bpC/8Am7x/r+ayaQEgpTz+NqJJR4BdOjVOCisVivbN3+/btBdL0tra2DXfwH6ZRwOvBVhcq4+Pj/MN/+A+Zn5+ns7OTkydP8sYbb7BjxyYZ+Mf4vkIz6zzHcbh8+TKJRGJTk3dh+6IZllPCw8bVQs3AUvtunFJ49OhRent7N7Ttm7N5fuebtxhP+88PIQQHuiP8bx/ag7ZEfel5kkuTWS5N+o23Y/0xjvZFFzxTjg/EEQIcx6NYKoEEVTcQlociPEqWs6AxogqBJyWuJxGqoDMg6YsHGU+V2NkW9K2DUjKdrXCoJ0p/SwBFEfxvH9rDy9fmuDqdIxLTeG4oxvv3tq7bCtaIR0mVcX2+wmzR5fBgEK1aWPTETEaTRb4zkuL5na11e1+N0KjlT926dQtN0+pkxmbtfbZnYTt/hy4Ty/5MwXK5k5PoAYeoqSGBdMnm6nSep/pjhIzVn+39LQEKZcFstkyy6E84j5oah3oiGOr6SIyBFpOdbUFGEyU0cZeh6BhhVaU10MvwfD8z+TYyJY+/uwM7Xx3ln31w57q230ysN39K07RHktSBR7fO22qF1Ic//GEuXry44LWf/umf5uDBg3zmM59Z1zl7ZAmppQItt4KQqsm6NU1bs+x4q8iglQqTpY5hKwuVlUIqV5NyNwM1knB2dpann36a9vZ2Zqvqns3Cm5vDPXt2xZ8p5PPMzM4SCYfJ50tYFRXdYMn8nXjcz+hp7K25UqB5NqHqfSKVEpw/p5BMCjwPQmE4cMBjz541fIYrvOe15PcsRi2np6VqPVtg75ubw6xZz0IhDMOXpm9kSuBGsB0qrEuXFBKFIH2xDNLzMAwIBCSptODKFZUz71v+u51ICObnBI4L8bikp0ey+H58965CuazS3SMQBCkbMdqKKWZnFUZHC5RK42iaVg9HX1fG1yoKqca8slzWJ68Wb1rTfKXUZiEikTVnYq1F2bXivkwT9dSp5f9dCMLhMOFwmMHBQTzPI5fLkUwmmZ6e5saNG5imWS+C4/H4mgvhR7lz1qisbTa+9KUvbdm2H+P7AzVVVO07VqvznFWGJCyFTCbD+fPnCQaDnDlzZtOTox60Eh4e7KS/xVlOlUqF8+fPU6lU1jSlcDnYrsfvf2eMu6kSQ21BNFWh4rhcnszy3968y08/07Fgv47r8Z9fG+Mb1+eo2B5lx6VouUQDOs/siPPCwU7ev7ed9ojBE71hvnsrRUn1ryPFleiaoGAJrs8WyFVcdnWEiAd1ZnMVDvZE6I6aVCplNCH5B8/08/vfGWN4roCmCFxP0h0L8Pef6UdR/OfXjvYQ/+sZn3SvkanNqEsfFYVUrlIljhc9E0O6ymxuYZO3kdCoPZdrhMbdu3e5cuUKkUik/lxuaWlZ8wLXlS4l+xsE5PiKPzdfcLBc6ArdU0O1hnQSBYu5gsUOYw1rPiE41ttFqT1LruygKoK2kI6mrL+mEULw/I44vbEAU9kyd1NlDNXiie47HO+9S6YS5vpsHxdm+vny2akHSkgtxmr5U8ViESEEt27dWnf+1IPGo1rn1TKktgrRaJSjR48ueC0cDtPe3n7f66vhkSOkGgMta/K/ekejiQVCo6x7x44d7N27d80X41Z0zmzb5tKlS2QymSULk8XYKkJqLSGVW02GLc4mqPlWNyrlXgz7pZeQKxx/IpEgk8nQ1dXF+N0A5y9UUBQF04DduyWHDi8kIfbslty5A6mkIBqVeB5MFaP0xDIMDnpYFXj7LZVU2p+ApiqQL8D5cwqBgKS/fwXCaaU3ssb8npU3sdDe5zhO3XqWnZlBSkkgGiWUzxMMbFzZsyZo2raosBIJgafqKEJSuwqEAooiSSSWP+PDNxRu3FD8Uy5AEdDbJzl+3KXmekynBGNj/s/YlkANahh2AUVTMQyBabQzNBSjUiMBU6kFJGAgGMRcIeNrpVBzAoEF5GQk4v/8Yi7IcSAa2+T3SFWR61CybdaypzzzDGIdGTCKotDS0kJLSwu7du3Cqdpuk8kko6Oj5PP5es5Fa2sr8Xh82UL4UbbsDQ4OPujDeIzHuA+NUQyLp+ipqrouQqqxkbd79252797dFMWJqqpYm3y+roTVlPC1Y3gYFFLJZLI+Ve3pp5/eVB1wYybPWLJIbzyAVlWXmJpKe8Tg/ESG1JHWBXXem6Mpvn51jnhQI6hLhmcrlG2PQsXl7dEU16ZzzOUqnGizOWwkme0I4qARMlTG02UyJZuwoSIETKTLzOUqxAIapq5iqArfuD6H9ByGM4JT7SF+5WP7efNWkrl8hZ5YgFO72+hpaV5A8FJ4lBRSrUEVgR/ibmj3nov5isO+rpUHHTUSGnv27MGyrLp66urVq9i2vSZ7n5SSrPU6Ybn6AI2S7bIUb6QIQcla23pSiAAKRSKGSmQNiqrVtyfY0RZkR1uQmdwMAt9GCtBiFnh2cJin+oaZybdiWzF0fQhEdOWNPgAszp+anp5meHiYUqm07vypB41Huc7bzuE1m8EjRUh5nofjOMtO0WsWIbVZWXezO2drKUy2+hhg7SGVW0lIzc3NceHCBXp7e+/LJmjGft1bt3Cr02sWI5f1mJmdQ9crDAwMcGfM5N13oWK5tLVBuQLnzimUyx7PPHuvYOrukZx8Hi5cgFwepKIy1FHkmadcQiEYG1VIpQXt7fesUy0tkJgXjI4q9Pev8DkKsWyG1FZkLWmaRiQaJVK1RlmVCgVVpTA3R2J+/p6ypxrcveAGvlkVTCi0LRP8tFiI0FRuofJMgvQEofDS11c6JRgeVtB0XxkFYDswMSHoaFfYtdvj8mWFW7cU5ucE+YKgVIZIb5iecBopQXoQDvskezAUIlglWBzHqavUahlfgWrGV3BxxtcKoeZC15ENwel793ncuOGr8qLVDKlcXmCabDrUfL2Kuc0QUiIYRH3++Q39bg2aptHe3k57ux/iZVlW3d537do1LMuipaWlXghHo/fsII9yqPlWds4e4zE2gtWmJWuaRmUVO30NjSHga2nkrQdbpZB6mJTwK6G279u3b3Pz5k0OHDjA4ODgpheUJdvDdr37rE6GqpC1HSqOt+A9vz2awvUk0YDGhYksjidpCWrkK/7EO1MV/Pfv3kTb6/IPP3yCA7MOX704w635AvmKQ3cswL6uMLbrMZUpM5Yo4UqbPkPj767M8mdnJ4mZGoYruP031/mp5wb4n09sboLzRvCoKKT2tRsMRDXGkiU6Iwa6JkjkbYKGygf2ri/vwDAMuru76e7uXmC7X8re19raimmaDM8WuDDzGu3am0RMhd6YSUfEQCxTGQV0BW+JU+tJSXCN5JIuNITcGleIWQ1F96RcYPsUSFoDZQLet1BsBSmiSDGAp/QhRT+I5gwRaCY0TcMwDI4cObLu/KkHjUe1zsvn8/W6drvwyiuvbOj3HglCqjHQsrZwWeqht97O2VJohqxbVdU1F0wroXF63Z49e9i1a9eaH/bNLlRmZma4ePEi/f39HDhwYEWmeCuKJCklN2/eZHR0lCNHjtDX13ffz2xWISWlxH7ppfteT6Xgnbc9xsdthNJOT4+OrsG16wKheEQiNsFAkGAACkXJ7VHBgQOSaEO2+s5dkoFBSTolEC0h2vQMXvUpWCovbZ0yDEkuu8Hibpsyncx4HKNcht5ePM+7p+xJJrEdZ8H0vlXzjVZCQ/bRVuPQYcn0COQLKgHTw/MgnwfdkMsSNfMJQcWCrpZ715+uga7D5JTADAiGbygEgtDfL7k7DjnLxJ3IE+n1Q++jUZYMTdc07b6Mr3KpRKlYJJVMoqhqPYTedd0lST8RCt1n3Wxrk7zv/Q5vv6WSyQqkhEhY8uRTHkNDmyh+N6Bk2wwhpT7/PKKJI2zBL4Qbcy5KpVKdoLpz5w5AvZNbLpcf2q7eSniUOmeP8f2BpaIYFmOtRFBNtROPx9fcyFsPtqLOqSnh0+n0mpXwD8qyJ6Ukl8tRLBZ59tlnicfjTdnurvYQLUGdZMGiM3qv/k4WLAbiQbpjJnca6ryK46EI/78ly8XUFKjSD47rQrlApizo2H2UtrY2XmiDU7va+C+vjfH1q7Mc6o3WyYpCxUVVy4QNDSEgkbfwkFiOR28A0kWLP3rjLoOtQbpja3/mFC2XbNmhJaivKZNoMR6l54upKfzY/iBXSjGuTOcp2pL+uMnHDnfxRP/GBw4tZbtfbO+bdUNcsyZ5ovsstlCYy8F83mJ/V5iBuE/Q2K7H8FyBiu2xoz1IR0jjriZIFW0ipobleIzMFyjbHrfmi0RNjed2xtnTsXTzRhVRFFnc8PtaDU8OxBhLlnA9QPEbjq6Ekm2yt0PU12JC5hDyKop3FRBIEW8gqPpANPf+txE0hpqvN3+qlkH1oPAoK6QeldzOh56QarToAcuSUbC+ztlS+2mWrLsZnbP1FiaL0axiyfM8bty4wfj4OEePHqWnp2fb9l2DZVlcuHCBYrHIyZMniUaXlqYuzjRYL9zz5/FmZha8VirCyy+5zM17tMQ0DFNnekqQSkpcDyJhsBoaI6EgzM9DNivusz1pGnT260gnBw2HGQoBAlyXBVa/igVdXSsTAwKWzJDarkwnVLW+/yWVPTV7XyaDJyWapqHrOsFgcF0Pl8bso62EiETY358jc0Ll7FnI5zUUFYJBePrpFYiaZV4W+MqniQkFKSEc8n+wtxfshIGVsUimBEODHkePeoQjqxNBtYyvWDXjq0YCZrJZrEoFoSgkk8m6Sk0IcT/bWcXOnZKBAYeZaYHrQU+3xNhkU2ojSrYVrYYr7SscRnnmmXX/3rr2IQShUIhQKMTAwEB9IZZMJpmbmyOVSqEoCleuXFnQqX3YsdXZAo/xGGvF4jpvOTIKVm88SikZGRnh9u3b7N+/n6GhoS1Z0G+VEj4cDnPmzJk1K+EfhEIqm80yPDyMlLLpZF97xOCjh7v40/cmuZMsEjJUcmWHgK7yo0/1Yuragvd8tC/Gd28l8Txf5etJcD2JJz2wSqixADHNIBq6d08Omxp7u8K8OqwsEG4n8hZIcDyPsUSxrkop2x5jjkDqZcIBh3PjGT56OIDleFydzpGvOPS1BNjZHlpwrdmux1cvz/KdkSRFyyVkqJza1cpHD3UusLOtBY+KQgqgLajwT08MkSjYWK7nK6XWGe69Ghbb+4rlCr/72rc51PYeIco4Rb/etKTK7bk83VGT0USR12+nKDseSHjnbobeiMbuKJQ0jWzRZni+6JM/gJCQLjm8dG0eeUCyt/P+Bo4mnNVHXW8CvbEAR/uiXJrM1Y+r4hi0mh4fPbSc8kUiZAohUyjeRXyCqgNPGUCKPqToAbH9y/+VSJ3V8qdKpRKxWKyuoNru/KlHNdS8WCwSWkecxYPEQ01INQZa1ibHrYSNFgiWZXHp0qVlgyPXi80SMhspTJY6hs0WS+VymXPnzuE4DqdOnVrz4mWzxFAjMpkMZ8+epaWlhVOnTi20Jy3CZqb7ScvCXiQzlFJy4UKe+USAnm4V3fC/LgFTMjPrK0pMgwWEkG2DpoO5XPMsEIBFi/XeXo/2NoW5eUEs6udP5fO+umbX7tXP433v2DDWHWS+EYhweEXV0mJ739zsLI7jkM/nSSQS6A32PnOxva9xP8HgtrwfoJ4d9uyzLn19OcZGBS0tMXbs9FhJTNLaKtE1X+0WrH72rudHeHX3SGZnxAKyMRAPcjCUZUqFPXskzz7nLscZLcDsjODOHYV8HmIx2LHDo73Dz5Zqxf++FAoFPM9jfn4ez3XRW1sJp9MEg0GMJYgSTYP+gSZVVLq+ISWbXMFquBLUkycRTVY+rAYhBLFYjFgsxs6dO7l+/TqVSgXDMOqd2nA4XCen4vH4A+3sLYfHCqnHeBiwOIphpaYjrFznlctlLly4QLlc5vnnnycW27giYzU0i5B6mJTwa0FtsnFXVxe5XK7pyjOA//npfjoiJi9dnWU+b/HUQAsfO9LNMzvi9aZzTVX7gX0dvD6S5OJkFlVRyJZtVCSG8DADQaaKgv3dJge7FzYynx5s4YuGypWpHL0tJvGgTr7i4Lge+bLEdr2qlUtW9wdTuQpaweKLb43z3VtJbs8XsRzPb1oYKs/uiPOPTg7VrV5fvTTDX56fJmJq9e3/1cUZLNfj7z219gmEzcpH3U4IIeiIbOzayJUdzo5nSRdt2sI6+zpDTGX9vLY9HSGigXvP05LtYjke06UpdrW9R0fQQFdNPNfDdmykZZPMVbhws8jZBDge6IpAKOB4komsjYrgo8da+PbNBK7n53/WQuql9JvPb42m7yOkNKUFIe+vd8q2S9H2iJrqhok4y/EYni+QKvpk7EcOdTIyX6BYUekJqQwFi4SMtdYVEiHnUN054CygIkU3ntJfJai6/KDULYbneWu+ty3OnyqXy3WV+oPIn3pUQ80fpTrv4auSq5BSYlnWitLtxdiIZS+VSnH+/Hmi0WjTOj0bLVQ2U5gsdQybKVTm5+e5cOECnZ2dHD58eF3McDOKJCkl4+PjXLt2bc3nYjP7dd58EzzPHxuvKDiOw8TEBNOlGE6wFS8EFTwU6SKki2G6ID2KJYGqKkjAsSGdhr4+aG9fonhYhljRdXjueZcLFxTm5gReGaIxOHjQo6dnlSJkKXvWNqmJ1lsgqaqKWvX8e55Xz0VKJJM4jkOgwd63gDhRlBUnCTYLIhZbcN6iEY99+yp0dq1+M29rl+zY6XHrlkIh7x+y40Bnp2RoyMPzFKamBZ70ix1PURCexDQF/f1yTWTUnTGF8+cVbAcMA5IpmJpWOX7crVv9alOoarl3tm1TBCrJJOlMxg+pr9r7AutUqa0FIhjc0LW3EcueiMVQTpxY9762AqFQiL179wL+OU+lUqRSKYaHhymXyw+0s7cUavkNy6lNH+MxtgO1Om+lKIbFWG6aci1fsrOzc9PB2mtBs5Twly9fJpVKceLECdra1pexs52EVONAm+PHjwNw9erVLdmXqgg+fLCTDx/sxPNknRyAe0ra2jUTDWj87z+0j5euzfLNa7Ocv5Mkb0nKQuFWysJQFTJlmytTOZ4a9EO18xWHL783SclymctVmMqU0VWB7UosVyKXkLwoAlzXw3bgxkyOO8kiuYpDR9jkaF8U25O8cmOejojB33u6n2zJ5js3E0QDGl1V62HIUFGE4I3baX5wXztt4bWtNx4ly95mMZoo8vuv3WE87eddZssOJculLWxgaAodYZ2feKqHJ/tjfONGgrN3s1gizTN9r6OTw5MaAsWvN1UVVTNwVYdZ28XxKmhV2bpEoClguTCd95Vwc3nf7rD4ehPI+vTA+utoqHLh4JaK4/Hd0RTjqTKuJzE1hb2dYZ4ejC3If1oNmbLNy9cTZEp2vfQ1dYVnBts51NNKsZAkmy2vvJEV4SLkJKo7Wf27jqf0IkWNoGrfVN7rctiM7S0QCNDX10dfX98DyZ96lC17jwmpTaJWnKyVjIL1FQhSSm7dusWtW7fYt28fO3bsaNpNfyOFSqNFbyOFyWJsVCHVKHc/dOgQAwMDG9r3pqxzrsuVK1eYm5vj6aefXnMg20a7SDKXw3ntNaTtP4zKpRLT09OEQiF2tikkR/OYtlwQgOQ6gp27FVDg2nCIcjKMqgo6dyg8+wGJEse/oXueT6Z4HlLXEa6LdF3fn9eAaFRy5oxLPi9wHYhEF07qW/kN3HvP26UmWkzerBeKotRtUODb+0pVe18mk4EqcRJobyeYyWy9wkQIWGT3Xc+VJAQcOeLR1iaZnlZ8MqpD0j/gYZowNCSZGJfMzSoosRBGpkC5IujtlfT0rv5dsW24fkOA8LdbO75kUnDjhkJPT1VhtUhppLe10ZLLQTUU1LIsSqUSuXye+URi5RD69WITOV8bIaTUU6cQD4HyyHXdBY0MXdfp6uqiq6sLoD4tsZaN8LBMlikWi49MobISatfOb/7mb/LCCy/w5JNPPuhDeow1olbjradzvri+qsUK3L17l8OHD9Pfvz2B05slpGp5paFQaMNK+K0KVl+MYrHI2bNnUVWVM2fOEAgESCaT20KGKYtGoNWuk9o1c206zztjKZK5AvuNNDv2BnhpAkxdpSWgETRUptJlfvvlm/zW/+0YrWGD/3F2ku/cTDDQGmRvZ5jpTIUr0znKlrvsc9+Vvh0wpKuoioLjSroiAfIVh6lshT2dYUqWy2sjSX7kWA+JgkW+4tAZXqjqbwlqTKTLJAr2mgkpeLQsexuFJyX/v3cmuZsqs7M9RNFymUiXKVTtjns7Q8xkK/zx25N8ZyTF3VSJlojNoc63Ub0E+YqL5Up6Yorf+PMkM7kKnvRVV1KCUKpuG+kTjwKwPcnk1GRdIb+4HpGAKgTZss18wSaoKwzGOhEszI56ZTjBeLqMqgg0RVCyXS5MZpFS8uyO+JrPw1ujGVJFf/qjqvjrmlxF8uZoid3tgeq10MyawUbx7gB3qn8P1MPRPaUPxNqPfSU0i9R5EPlTj2qo+aNU5z34an4FrLdIX65zthiVSoULFy5QKpV47rnnaGlZeRTperHeIqEZFr2ljmG9xUJjVtNm5O6bsc41Fj6nT58msI6w4o1aBe1XXqmTUZl0mkQySUd7O7GWFgwTrl+TJFOClpbqJLIcGDoc2OvS2WXTEp6kNT5EMCTo7JQoAuSi+CYRjUI6fa/YEcL3SimKv6hWFFAUdBNmxlVGxyAYkgz0uYSDPqklHccnuBpUgPd9QxoynbYMQkB5M92Z+6FpGtFolGg0uoA4yWYyJLLZBfa+QDDY9AW8iEbvJ9jWORVQUfzA8qWmIoZCkudPety6JRmbkwRUf8rd7t0ea3lOZrOCQsG/BuvHDEQjfvB9PieItUj/e9d4zI3XihCYpolpmsTj8bpKrdwYQm8YC1Rq6znPm1HmrZeQEi0tKE89taF9NRurFVm187m4s1fLRqh19mrdvfXc8zaD75Upe7Vsh1/+5V/mS1/6Ek8++eSC58/3k7rgUcRalVE1NCrhi8Ui58+fx/M8Tp8+va3X80Ybb1JK7t69y/Xr1zedV7odCqnlBto0M5phPajtX0rJX5yb4svvTZDOlylXygQMExtoC+kMtoW4nSgwlixhOy6TmTL/+59d4v37Ovjzc5MYqkJQ9y1VnTETdzLDalW7pkBbWKfsekgJqgKGppDIW+zpCBMwVIqWS8n2aAnquB5cHE+jKArRoEFPzMT1JAFdJRZYR4bm98k9bCxZYjRZojdmoimC+XwFx5PEgxq5ioPlePTHA1yczDGbq3BiR5AdHecZDCUAHcfzsB3JaKJI2fH8XDGgK2pi6wr5iovtSTRAUwS+9snDVP3A9K5gjvmixPUEivDr/dqjRFfhry7O4LgSxzMYjOZ5355W2quk4kyuwnS2gqEq1WB9fzJkwXYYnivyZH9sTblhRdtlJudvR62TsQq6EgBZ5HbCZCC8JQKmBpRRvFvALVQXPNEKogdP2Vmd4LcxYqYx1LyZ2I78qUdRIVWrNx8TUk3AehUvayGCala0trY2jh8/viXKi7Wqk5pZmCx1DOspFtLpNOfOnVtTVlOz913D7OwsFy5cWNMkv+X2u14izJuexj1/Hikls7OzlEol+vr66ovCeBxOnZK88y6k0wIkhMOSJ5706O2TuK4gFrXYsVOSSgkuXRJUytASh6FBSSCI/+SwF42ElbKukpKW743PZQVvvqWSSt17Ct6OwTPPuLR3NLwvIUBVEYqCZ5p4oZBPqBgGOA6ipaX++9LzEJ7nd34cx9/nJgkrEYttaWB6jTgJdHQQz+Xw4vF79r5EAsd179n7QqHNE7iqCqXSkv/UzGd+JCJ54nSYY7lsvZhwXSgWBYYhlySmCnl4/btq1QooiEQlgwP38qw8zyfCao2bxr7Zaiq2pVRq9RD6XA4ppa9SqxIqK94TTHNzyrx1ElLq+9+PeEi6VesJu1yus5dKpZicnOT69esEg8F64RSPxzd1L17pmB+lQmUl1M79b/zGb3D79m1s296Sc/YYDwdqjcepqSkuX75MX18fBw4c2Pbu9UbUSY7jcOnSpQ1b9BZjK6fseZ7H8PAwd+7c4dixY/cNtHkQ+VVwj5wZnS/wZ2cnKRWLtKo28b5WUHW+eyuJpgrupkrcSZaQ0jfgWa7HW6MprkznsBwPXfUJiqG2IFOZMgXr3nsR3K+QVoGQqWK5kq6IQbrkYLkSuGcpTBdtdreHiQU0zt5Jcnc+xUzewxASIYrcmhXEQwYfP9JNV3R9dcv3g0LKcjwcz6vnLpUdD6WqopSuiyur60LAcivEIldp10aR0nfSGKpCpmShCIEmBJXqZ58s2v7ERfzy13b91+uEVUjh0rxLEQNT86g40s8Pq2aIKULgehJFeAQNFdsySBRKvDKc5Mee6PbJs4KN40ki5sJ1i6EoWK5HuuzQtYZMLduV9WiHGipOiIhRIlfxc698bA9JKdGrE/xS1Ql+Op6yo0pODYFY+7N2u0idrcifcl33kRhWsxiPUp33UBNS68VKBYLnedy8eZOxsTEOHjzIwMDAlnUd1lKoNLswWYy1FguN0wWbZV1cb6EipWR4eJixsTGOHj1Kb+/awx4bUTvuclny7rsKk5OCeFzy7LOS5SYS2y+9hGVZTE9PoygKg4OD9xW2g0OSnl7J3KyfAdTRIamJGGr7vH0bzp4VlEs+QeBJwa0RyZkzHrHBtRE4ly4pJJPQ0eH5sUkeJJKC8xcUfuAHGkKvpQTHQQKKZSGKRaQQfkbVEsTKfWVMVZUlq6QWilJvt0gh6pP7pJQIzwPXvUdoCYEsFFZ9L5uGEH4iOIuIk/Z2bNuuEyf1XKQqaRIMBte9MFluIuGWlH+uW++63b6lMHJLoVzyM6F27PTYt8+rk0u2Bf/jz3Xm5gSK4hcpqZSgWFA5cMAlGIJszs+gqk/nqymklrAgrobFIfQ1lVqxWCSVTKKoqn+OqyRV43kWponc4IRT/7Clfy2uAaK9HeXo0Q3vq9nYTNhlY2dv9+7dOI5Tz58aGRmhWCze19lrxsK7WCwipfyeypDK5/P81m/9FolEgg984APE43Gi0SiRSIRQKFS3UD7Gow/Xdbl8+TLHjh2ju7v7gRzDegmpbDbLuXPnCAaDnD59uimLG1VVsRc3u5qAcrnM+fPnsW2bU6dOLbmgeVCEVO1e++5ogulklt4QtLV11O+LEVNlLmeRLlqUbX8gElLiuL563XElEVPD9SRz+TITmSKuu/BpX2vsyEWvWbZHWIcjvTFuzhW4kyrhuJKhNoPRZBFdFXz0SBfZfJ7//PXzxDRBa2+URN6m4riULRfPtujK3+Ltt2freTfxeHzFZ8j3i0JqsDVIe8hgLm/RHw8QMTWmsxXKlkPQ0AgbKp6UFG2bltbLyOIwt8oSQ1Pojppkyw5Fy61PW/Sq5E3Z8dAUQUATVByfjHJciakJeqMajuMwlamgKtAZMclV/O0oiiBqKJQdD8f10ISkUNSJm0VcKUiXbEbmCxzoihA2lDpxpTWwSY6UqAJCxtpqhJipEjVVUiUbQxOUrQhRs0zZ9tAVQU/URMrK+q8JKUkWbWZzvuqsJaj7SrQVQtclPtkkaMxmtlG8myjeTUCtBqPvwlN2gAiueAjrsWY3E83In3oUFVLwmJB6YNA0bclQ81KpxPnz53Ech5MnT255Eb6aXW4rCpOljmEtpNjFixfJZDJNmS5Yw3oKFcuyOH/+POVyedOfjaIoZDIG/+JfqFy8qOAfgmBoSPKLv+hy5MjCosMdHiZ3+TIzMzNEo1Ha29uXvVnqOvT1S5JJweSkQNegp9fPebIsles3FDwXurqAqnd9bg4uXdM53V68b3uO45BMJtE0jVAwiGUZ1Sl71IknoUBLiySTFqRSYumgdPDVJevJdPK8uiprqS0uLsIWIBaDUgkRCNwjsmoL5EbPfVWZVSezXHeBemc1LGmhq0LXdXRdJxqL+fa+SsXPRcpmmZ+bQ2+wnQUCgZUfgCtMhfNccNzmPTxFNFpXEY2M+AHlmgqBoMSqCC5cUEkl4fhxj0AQzp1TmJ8XhIISXfcLqFJRUKnAtWsqLS2S3l6PI4fvfdckVQvMCudvrTAMA8MwaGlpQUpJpapSy2QyzM3NYVTPc6C1lUCVGNwo1mPZU9///jWTV9uBZhYqmqYt6OxVKpV6Z+/y5cs4jkM8Hq8XT5FIZEPnvVj070nfC5a9Gr761a+yd+9e/uAP/oD/+B//I7qu47ouUkrK5TLZbHZLJoI9xuawnus3l8tx7tw5AE6ePPlAC+1anbfavethUsKvBYlEgvPnz9PR0cGJEyeWdRFsJpphM6idu5Hbt1EVjfb21gX337aIQTldJlNy/GQEIXCrihNV8SegDbQGmM1ZFC0XZ5nTt/idhXUImhqW63FlOkc0oNEa1PGkv7gfiAf56JEudodt/uaV9ygS5PDOVkxVkK84VdWN9P/c0cpb6RzWTIZOdYqBkEdbq6/YaG9vJ7hELMH3g0IqZKj88JEu/uitcV6/naRQdilYfjO2t8XP6xpPlwi0XmcgPsGEHUaTGiYVynYZgawTQroisKoT8sD/7E1NRVM8Kq6HKgQf2NdGMlvk/LSNlFa1RhVIJJ4HqpTkK5KKKzFUgabphFGouOB4Hq4H740m8Mp5+lpDRE2VTNkhqPvB/LYrq4RlkMgaJ+IJITjaF+WN22mmMybtoQL5ik+i7WoP0Rk1yWbL67bsjcwXuT5bwK6eEAGMR0yeHmqpWwwbIVGrZ8NaYatuPXtKdQVS9OApu/CUnSDuX8s9DKTORvOn1qOEf1jgeR7FYvGRqfO+pwipGgnTWCDMzs5y8eJFuru7OXTo0LZcUMuRQVtZmCzGaoVKLpfj7NmzdVKsmYX6WoukxTbBzdonhRB885uDXL+usG8fBIPgOJKbN+E//AeF3/otlxr357kuU1/6Eunpabo6O+uqkOXguvD22wpjo2BZAiEkLS2C556TpDMGhYKgs4M646IoEAnD7dkIJwopGk9vuVxmenoa0zBwbJt0KkW5bFIudaEqCtJTEdUOi6L4tixvGW5RAFJRmp7ptCQMA/J5n9BaQ1f2vvJJCF+VZRj1/Kx77Fv1xMl7OUgiFLoXAL+M1VAIgRkIYAYCxFtb/VykqnoqMT/vy2yrU+WCweB91/lSU+FKJRgeVrh1K4rnSgaHVPbt84jHN1EQNii+HMcnpHTNJxylhGQSZmYEd+5onD0n2bVTUir7b7nmPqp1/fxOrf+Rz88rTE1LorFFCqllLIgbP3xBoJrf1YqvUCiXSpTKZWYSCUQ+v+J5Xg1rJaSUri6UQ4c2+C62BlsZdmmaJr29vfT29iKlpFgs1gmq0dHRBQqrtrY2gsGVO5Q1FAoFNE17JCXoy+G//bf/hmVZBAIBHMchnU5TqVSwbZtSqfSYjHqE0Th1d2hoiNu3bz9wW2ZtYeW67rK1i+M4XL58mWQyua4BLes5hmZZ9qSU3L59m5GREQ4cOMDg4OCK9+RanbeRgRSbOcbR0VEAntvXx8VigWzZJR6qfhaexHUlH9zXzotX53Bd305naAoV2/VJAk/SGtQpVBzm1jiDw1QFcUNybDDGaLqCoSl87FAXOzvDHOyOAIKoqTI6epsLF26xf98+vlvMAH4+WsTUiAYEqaLFWKrM31yZJ2RoeNLgtmqitkfYHRfMz88zMjKCYRh1cqq1tfX7RiEFcHwwxn/6jksib/nWteqQ5bupElFTI945Tjh0hy5DpWR7uJ5NBYWxShAclaDi0B2s+L1SxVcsAbieH5ruSggZvkKu7EhuJio4HhiqQBECy/GoCeZc6Vs1pQTLkeS8AKZSxKla/RCgqBq3Mx6KzLM3bHHFFpQsn0DSFIWuqMGZ3etr9u/rDKMoUUZm5kiXBKamsrsjxLE+P9fXL4XXQeSXHYbnCiiCepC+60lm8hVGE0UOdC8i9qUKQkOwHtW7RMgpVHcK1X0dKTobyCn//T8MhNRirDV/qlKpEAgEHsr3sBweNSX8Q01IrXvqUnVRUJMFXr9+nYmJCQ4fPkxfX99WHOKyx7GYGNtqi95iKIqyrJR7fHycq1evsmvXLvbs2dP0h91qhFQjMbd371527tzZlGPIZhWuX2+js9MjGPRvGJoGO3fC7duCy5cFTz8tsW2b6//9v6OOjdHf37+mRdn164LhG4JIRBJrkXiub5968y2VttbqE3PRA8JVdUxnYcWTzWaZn5+nva2tToJJKSkVy9y65ZFISmyngKaqaLpOsagTDqsrkiEyHK4rnrYSmwmtBhDV3CxpWXVyZkm0tCxtcVRVhKoiFcXPD2qwGtZ8cCoQikYJA9J1sctlSvk85UKBdDqNUiVWgsEggVgMbZE6yrbhrbdUZqYVVNUBIbl9W5BMqJw54xKJrp+U8jyYLcdw7+YIhQSKCuWSH3QOMD0tmJxQ6gSe4wiuXxfoukQ2fI3KJX8CoyJ8kqq3V5JKC955R6G/3yMc9q8lGY2uiTDcDFRVJRyJEOnupqNQwG5poVQqUS6VSKfTvo2ySlAFgsFVyea1LmrUD3zgoSvOt6tAEcIPXg2HwwwODuJ5HrlcjmQyyczMDDdu3MA0zQWdveVImHw+TzgcfmQKq7Vg3759ANy9exdd1zlw4ACwsQmOj/HwwLZtLl++TCqV4umnn6atrY3R0dFtmS63EhrrzaWwuOm3VUr4ZiikbNvm4sWL5HK5NQ/6aQwX347vV6OiX1EUnj8wwO1ykhevzJIq2eiKoOJ47O4I81PPDXJjNs90xiePav9muRJTU5AI8pV7148qACHqFq/Gp7ym+JP+ZkuCu+kKQ60hxpJFHAkRUyNiaiA9Llw4Tzab5fnnnycUjvCNOzcZmSuwsy2AwCdDrk3nsRyPfZ1hTN2/flJFm7fuFHh+906O79iB67qk0+m6nahUKtXdHzUb8vfy/ezPz08zlakw1BYioPvXWKniMF+0Obw7TVK9CXkLQwugqwq26/lKJM/BEQ5F4FY5gHQ14qpNSC2hKn6j0/V8e19AU8hVHG7O5slU7n1/aoRVDVKC5frh5pajolHClrLeHFQUgRQCBxXHDPHEYJiBbIEr0zkcxyamOfS1KFjFHJ4RwBV+iH5IX6WBJULs77DY37G0zVxWj2GtmC9YVByPttA9El9V/MytyUx5ISElFaTQEWyuyS3kHKo7h+q+hRRxPGUXmnCRysNtnV8uf2pkZITJyUkmJycfiinJa0GhGq/y2LL3AFBb9GSzWa5evQrAqVOntl2u1lioqKq6LRa9pY6hvEg147ouV65cYXZ2luPHj9PR0bEl+14pjL6W/ZBIJJpOzFmWwHH8gOhGVLO+KZWqkv8336TnvffoGRhYk7JBShgZEeiGpCZAUFVobZOkktASEwRD/vS9WMu930kVgxweymIY/gNkfn6efD5Pb28vwWCwXlALIQiFgzx1XPDOOyqlYgBXtclkJYIK/X0Z0mm55OLe0zREsQhrVEZsFCIY3FxodW07q/2ArvsqrKXgur5iitXznWr/rgN6JEIsFkMqChXbplguky6XKc3OEtA0guEw4VCIQCDA+C3BeELQ1u3iVhzwJOGAZG5OYWxMcOTo+gipQl5w9oLGfLKCcBQ0DdrbJYoClu2TTnNzPhmla9Wx0kGJ40Kp5GdHFYoQCvpkWW3v4YhfkLS0SFJJwZ07CocOeXiKglKqhlJtI2o2ythiG2Uux3wiUZ+SGKjaKBcTITWr4UpQ+vpQ9u/fwnexMTyoccCKotDS0kJLSwu7du2qL2SSySRjY2NcvnyZSCRSL5zi8Xj9OL9XJuw1Ympqin//7/897777LoVCga9+9asEg0H+9E//lEOHDvH0008/6EN8jCWw0vc+nU5z/vx5wuHwgtppI4HizUajQqoRjWqurWr6NR7DZgmpbDbL2bNniUQinDp1as1Kwtr73w5CPp/Pc/bsWQKBAKdPn+bb3/42MzmL/V1hPNnBTNbC9jyO9sb40MFOOsIGz+9s41s35rE9ie1KgrpCyXIJ6Apz+Qoly0UT4EhfCbNYga0p/vNYr047sxwYniswma1QcTz+/NwUL1+fY2+byfFggs5YcMH5+/Gn+vjD744xPFdEBTwkjgdDrcE6GQXQGtKZy1cYniuypzOMqqq0t7fX1XTlcpmLFy9SqVQ4d+4cQghaW1tpb29fNu9muyClpFINiFcVQTJv8fJIHtWzOXhwY8/Fs3czIKiTUeBbJSPaDOPOXfZHs9zNqv5cICkp2l41DP3eNoQiEYpNFsi6IbyKRkdAMhSyUBWPVNHGdiXTtlX/2CuOXBAkfu89+v913QCqdm9NpasKEVPFcnz7X6Zk8z/OzzBXsOpC9Y6QwY7uEKOJEuOZDLYHuqbSHTU51NdCJHD/d02KABo2K1e56wnAWN7uWSPW6gcsBVKYCJqssJdpVPcs7eE5hBJDdZ7GU3YhRa+fTfIQo5Y/NTExwdDQEOFweN35Uw8KxWIRXdcfqmNaCd9ThFTtof/OO+8wMDCwoUltzUBtn47jMDExsS0WvaWOobFQKRQKnDt3DlVVOXPmzJaOFl+uSCoUCpw9exZd1zl16lTTj6GzU9DVVWRmpoO2tnvimZkZaG2FaHSGN944z76pKbpWycuamhTcHBGkUxCOQDrtkwKNUJV79/HDh1wuXtKYmwVVg7wXoiea4/AhD9d1mZ6aQkrJ4OAgUmq1fPAF6O2VnD7tMjamkE5rRCIwNKjS2hbzF/f5vL+41/W6NUqaps+2bTVquuktxlIWuqagmmkVqCqk2tvacAsFSqUSpUyG+elpPNdlcqIdUY5iuALLs0D6I4A9RePOrMGRoPTtlItzsxpD4D0P6bpI1+PCRcmdZIz+aBpdg4oFU9MC0/Qn6LmOTzQpwpeUG7q/6ZqKqr0DUmnIZIX/MQsIBqC9zf8sFH/wI271EvCCQdQm2/WWgwiHlwy4X9JGWc2fSiWT2I6DWZuSWLX3SSlXLa/U979/a97IJvGwSLgXL2QsyyKVSpFMJrl+/TqVSoW/+qu/IhgM0tHRUZ+uuB343Oc+x6/+6q/y6U9/mt/+7d9u+vaLxSKf+9znePHFF/n4xz/OH/7hH6JpGlJKLl26xN/8zd/wxS9+8bFa6hFBzZo1PDzM3r172bVr14LPTVXVJfNCtxNCiPuIMcdxuHLlCvPz81ti0VuMzVj2GomzjdSnjYTUVmJ6eppLly4xODjIvn37EELw3WnJH925Rcnxl+XtEZNPPTfAmT3++S5UHD5+pJtU0eZuqkTZdnE9jZCuMtgW4MJEFg8IGOoCpVQjHM8npSqOV1+4lx1JxbEJ6godEZ2A8Hjt+hTsivErP3hiwXNgf3eET39oD++OJpnPV+iMmHznVpJUYX3q5UAgQCgUIhwOMzQ0RC6XI5FI1PNuwuFwnZxqaWnZluaIlJLLU3m+PZJkKl0mbGrcTZU4O56hZPnn84+vvc0vfmg3Hz+yPkWMIsR9paYWSNMWGaU1PMnRtn7m5pNkyzae9KfO1Wx5S29QEgk7SE3lZtEAV8O1beJGkajhE1q1/S21GSGgbBnEzDKGpuB6fhaYJyUl20VTFUq2y/WZAiW7Ic9TwlzB5ivXc8QCGqpqEg0quK7DnVSJTL7AgTaNUKiq2DcDCCWA6s//W/btFCyHa3MVUiWHWDbJYFuQodaVG9KtIQNd9cPZA1Uy1JOSiu2xozVYJaNAiiCC+zNvmwUpJZpSQvEuo3iXgQCeMlQlpwZAPLyURE1gspH8qQeFfD5PKBR6ZGqeh/fTZ32WPdd166qoffv2sXPnzi06qtVReyBcvnyZTCazLYXJYjSSQrUH+sDAAPv379/yxVMt7LKx+J+ZmeHixYv09/dvGVGoaYL3v3+SV18d5No1aGmBQsGXYX/oQxPMzl7kyZ07ib7zzoq9h7FRwZtvCiwLTNMnA7IZKBUhFL63cK5UfEtgOOKwZ69La5vK3btQKgpifYI9PS6aVubu3WlCwSCG0cU7b6tMT/u/39cHBw64RBrsve3tkvb2xQWSiWmaxOPxBRlJc5kMbrlMRtfxPI9gKLQluRrLEQ9Nh2kuGzDedKgqiqLULVDg2xZSKRfX9cjnioCgWDKolD2KJQenDOe+63LggCQYXPoKanw1kxLMpky6YkUUw8BWNIShoKFQ8QRdvZLxCZW0FCh4BEyJEfKoKC7ScUG4HD/uEArB8E1foVUp++H6tcEohaIvhuru9sOmRDK5fYHfayQoF0xJxF+01a7hbDZbJ6PKqooZCCx5DStDQyh79jTz6JuGhzXs0jAMuru76e7u9m3BpRLXr1/na1/7Gt/97nexLIuf+Imf4MMf/jAvvPACBw4c2JLC5e233+b3fu/3eOKJJ5q+7RrGxsb4sz/7M959910UReGLX/wimqYRCAQ4fvw4f/3Xfw08tu89CrAsi4sXL5LP53nuueeILzEi92FQSC0+jlrgummanDlzZtuU8BshhGpK9c0QZ1tNSHmex/DwMHfv3uXo0aP09PQA8ObtJG/MQHscdneE8CRMpsv84Xfv0BrUOTue4Z2xNBXHozWo0hbSmUhXh6oocGUqj1dtJBaWIaNqqKtuGh51ivDDt69OphkIOAx2xJismKSKDu2RhYqX7liAjxzqrE9idaTkz85OYTkeRjVIOlW0CRkq+zqXbxDU7lmNqtjdu3dj2zbJZJJkMsnVq1exbXuBWmOrFqMXJ3N88e1JSrZLa1Dj7bEUN2aLKAICVaX3fM7is387zL7OEHu71m4ZenZHnLPjWYqWQ8jQUI08euswseA8eyMBuqIBTgy18O6dDNmSXeNSVsRQW4gn+mOkCjaJgsXFqQppEaJgG9iVChG1iKEufR1LCSoqCi6269VJKykljidRHA9TU+pkVKPKypNQsj08aRPQVSxH0hY26IwHKFoOSiiAlDaJRBLL9giZESJhX01uGuZ9XetsyeZbN5MkCxYCSJSL3E2XSXRbHB9Y3mbbGtTY0Rbk1nyRku2iCIHjSVpDOjvbg1UyKoxga+v8+5+/ZRTvBop3A9BxlV0gevGUARAPl81sqTpvrflTjVOSt7N5WYtmeFTwUBNSa0Uul+P8+fNomlafCvWgjwf8wmq7LHqLUesgXr16lYmJiQUP9K1GY6EihGB4eJg7d+5w7NixLT+Gw4fTPPtskVdeiXD9umBw0GH37us88cQsJ06cQn/xxRU7q64Lly4LHFfQ0ek/eaL4mVHptGBu1s+RchwolwW7dkniLX7wX3e3pLsbRCSMzOfIZbNMTvp5UaoW59VXFVIpqlk/cP2GQiIJH/yAi7lGsZiiKITCYULhMO3RKNM3bqCqKqVymVQqhaKqBINBQlV7VFNufts03UUYBrKynhDFDe4nHF6S+NJ1nd17DMbHVWzHwLbLZDManpSAhWla3L6lUSoKnnteoKorF3q2DSXCdChphAuq6+dmRYByRfDMPpendkHIUhkdVQioEhNwLZ9IjcUkBw4LjKDK7iMKdyc0/u5FnTspFSMATrXReuyoS6jbxg4aSHX+XmD8VnauI5ENk4eaphGJRusZapZlMTM9TcWymJyYqF/DtSmJqqqifuADzTz6pkFKWV9sPMwQQhAKhfiZn/kZfuZnfoY/+qM/4j//5//MyZMn+cu//Et+6Zd+iY6ODn7+53+eX/7lX27afvP5PJ/61Kf4/d//fT772c82bbs11ArcZDKJqqr09PTwyiuvYBhG/TOxbZtK9b7y/TCp6lFD4wIlkUhw4cIF4vE4p0+fXrbBomnaQ0FI1RRKtVzOnTt3snfv3gemhF8LGtXyp0+f3rBSvfYet4KQsiyLc+fOUalU7pum+PpIEldCe1j3VWoCBloD3Jwt8H998xb5ikNbSKdiu3zjTppcxSFqauzpDGM5HlMZX9HjenJVImMpqAoIz6HsSpyWKLoZoFBxKFoO7axsdzy9q5Vr03muTudRhMCV/vS2H9zfwe6OlRWrS927dF1f0HRYPM6+Fo5eU2w0o2HpSckrwwkqjsue6jFPZ/3aRlUFqiLQkJi6Sr7i8IU3J/i1T/p5fhXHI120CZuqn721BP6nJ7t5eyzNufEsGTtHT9swmpJnT1uaJ7uPArC3M0xQV3j9VoqQoZIqWuQq96bHycX/ldAeNmgPG9jTHkhfiS4UG0VI0k6ASlnHkB5xo4Sp3lsjlKwgcdOq5oAtJJyQVeWc3ZhDdb/7QRGCoK5ScTySRZvemEmu7HJuylddtYdb2NcTR3Wz1UnGvksgGKwOigkE0XSdS1M50iWbiKFUs0R1CpbL8GyBodYg7eFlrj8hONwToTWkM5WpYLseHRGD/niAoKZuCxkFKzeEJBqqdxO4geqCFHGkGMBT+pGiD8SDHUqyljpvufypVCrFxYsX8TxvW/OnCoXCI5MfBY84IdUoOd6xYwd79+7ltddee2CFSuPxKIrCoUOHHph303EcMpkMtm1ve45W7UtbLpe5fPkylUqFU6dObcsXQ1EUnnjC4cwZl0wmw9mzZ4nH4xw9ehJlZobK5cvL/m6xCFevCu7eEQSDEtu+N+EsEvXVKKYpcV0wTDhw0OPQIcn4uJ+ZNTcnuH5DYTLhYXgVOtrLHD/eSzgS5PIlQSoFnZ33bFbBgCQxL7g7rrB37/qKOhEOI3M5hKIQCAaJRqO+n79cplgqkUqnsefmMA2DYCjkd1w2cC2KWGxrLHSL9xMKbZ86aoVFaSwmefIpj4sXFGamDRxXEAkrtLd7tLa5lEs2k5Nw5XKSru57xMlShV6kzSCu5igUBZHwvX0WCz6pGQhKVBV++Icd/uZvNCYnFbJln0uKtUheeMFBVyWyKoEfbIdP/qDg6lWFuXlBoMUnUK+8KXj9mwFMpUB7WwsvvJAjHvagFv5e+58Qy041rAfOO45PZK12D23iPdYwDBRVpa21lUAwSLlcplwqkUmnmbMs2LkT1bJoSya3zZKwVtQWCQ/TMa0FlUqFrq4uPvOZz/CZz3yGUqnE66+/3vT9/NzP/Ryf+MQneOGFF7aEkKohEAgQj8c5e/YsoVCISCSCYRgkEgm+9a1v8eSTT27Zvh9j8/A8j5GREUZHR9c04e1hUUgpisLIyAi5XG5LczlX2v96zkOz1fLNyLBajNr05Xg8ztNPP32f5SVV9APMG5/jQgjyZYeZbIX+1iDJos1EqkDBcvA8ScVxGUsU8SQEdJVM2cZxNkZO2y5kLYknBbfmS4ynK4R0lW/fTPDjT5kEjeWfBdGAxv/rzBBn72YYnitgagpHe6Mc6Vs5qHwti9bF4+wbMwVv377N5cuXicVidYIqFottaDGcKzvMZC1aGwKyy7ZL7SPxpEStTrgDmM5V8KTk9VspXr+VIlNyCOgKTw3EeOFgB8FFAd8hQ+Nf/+gBvnJ5nPOF10HR6G6f4gNdu9Ea2KC2kEE8qJOvODgNSeSNn2o1q56uqEGh4mBoCoPxAJoqsFyPoKIiBJiawJM2LlDSA8wVFQwkUa1EUPVwPYGFn7HkUstaEtXJfcI32Enw8O2GElE13vnHG3RVyoqORFIsuozlIVfW0DR/sp8uLS5PJ/nRY+10RmIIJBXLolQqks/nSSQSKKrKeFKgKaK6dX/bYUMlVbKZypSXJ6Sq10dfS4C+loUEtCSCYHtq7+UIKUmomlvV8J2WaYRMo3iXAIEU3VVyagApurY9e2ojSvha/lRfX9+ShPFW508Vi8XHlr1mYaWTWJtal0wmFxQCD6pQqY33TSQSPP3003U29EFgbm6O4eFhFEXh5MmT275YqhU5b731Fq2trUsWFVsFIQSe59U7lo1T/Cpf//qyHfJEQvDNbwomJwWFAqTSgvmEn+tk25DJCGzbz5Hq6ITnn/eo1Z4CmJ0RvPmWYLYcI+JNU7AFuVw3wSCceEYynxDo2sLuilLlCNLpDdwsqu9DNP65mo8UqAacu65LqVj0rVHVqXV15ckaJp8hhO9LbCIcVzAyojAxIfA86O2R7NjpEQyLFYmiZsENRnFTOXTj/i5WDYODHq2tHl/7mosAenqMqoLNt07aNsRadIKBPKVikVQyuaSqJ9RqsHOowPUbCo4tMEw/FwoBu/fIegyVGYAf/wmH8buC2VmFYEiyb6+HvkRt0d0j6e7x729vvanw6rc0PBcsxcRwK8zOGvzlX8T5mZ9x0Q0P6Xm+VGsV3HfmhahPNaQ20bA2VUnXEY7jewU9r1qF+rlZ1Ait9X6W1UJFCFE/j63413DuE58gYVl1S0JLS0v9AR6JRB7ow7b2rHnYFVKLkc/nFzQIgsEgH/7wh5u6jy996Uu89957vP32203dbiNqn/3hw4f5sR/7MT7zmc+wa9cu8vk8L7/8Ml/60pd47bXX+A//4T8Aj97n9P2AUqnEu+++i2VZnDx5ck0jqh+GDKlcLke5XEZRlE0pjTaDtVr2PM/jxo0bjI+PN1UtX4tnaAYaG7orTV/e1xXmrWFwG0bQTmfKTOUqOK4kU/YDqxvzgEqWh6lJLMdDEWA7G1NHgURTBBKB7Uk8yyWoa/TGA7x0bQ4JfOq5wRW3EDJUzuxp48ye9Q30We95XiocvWbvu3v3LkD9Odre3r7mxbCpKZiaP7Ww/pquYJVdVO5FbdcmFvZEDd64neIvz08T0H0LZdFyefn6PEXL5e+fuH8Cuq5Jduwepd2JMF2aoE0P0GIsbKoHDZVIQONOqoTryboiqoYaZWNqCrfmClyczKEIwUA8wM7WICOJIgXLRcGfrKcogpip0t9iMm34iqvZYpiIWUSrUkBulWpSFNBVQXkNpKYAVFOhjOUTYYrjB8EHBPGQjnRMWvQc2YrDm+MV3re7E0UEUM0gYbOFlhYbKW2KpRLMJHFdF7ehXhJC8S13a/r0FmI7ySioZe4u/E5L1qLOkgg5jepOA+8CepWc6sdT+kGsnAncDGxWCb+YMN6O/KnFdd7DjoeakFoOmUyGc+fOEQqF7vPqPwhCqjbeNxAI1I9nKzpHq0FKyc2bNxkdHWVwcJD5+fltJ6OklNy5cweAgYGBbZWvg/+lHxkZqY+Irj2M3WvXcKsP4fuPGd56SzAx7j90DB1sBywL7t4VGDogIBaFjg5IpeCdtxU+8kNelVQQXLuukisI4qFpAookGApQKgpGbsGePX7mkOsuOg9VuW/AXOejJBpd08Q7VVUXWKMqtclnS4SjBwKB+z4nEYshq0RWM+B6gosXwszNqSiKPwllekrh9nyMH3wmvWbb4kbgODA2pjI67UFJJRKBHTs9enqWPvfhMHS02+Ty2oLjsm1QVEE0qhFraSHW0lJXppUaVD1aNEo4lWJoRxDDDHL3jkK5Imhtk+zc6dHfv3C/QsDgkGRwaO33rnfeVfFccI0AcZFDAI4jKZZUXn8dPvgDm7gPSgmO4yumFh3oqtbKBjJLqqqfaaUo9xhAUSUfG9RZrq77csRFVkP94EG6n3qKbvx7S7FYrBfVo6OjKIpSf4C3tbVt+6Kwdo9/1IiOrZZy3717l09/+tO8+OKLW/6ZSOlPIP2VX/kV/vk//+e8+OKLmKbJj/7oj7J3717+7b/9t/zgD/7gQxM+/xgLIaUkGo2yf//+NRfgD9qyV2t4GYbBrl27HggZBWtTKJXLZc6dO4fruk1Xyzerzq1NgJ6bm1s10+oHDnTy1XdvMpas0B1XKVVczo5nsF2fZHKWOBwPSJdsDFVguRsno0CgKQqW66EKMDSFobYgR3pjpIo2746leeFgF92x5iodmlFDL1ZrZLNZkskkk5OTXL9+vb4YbmtrWzCR9b7t6CpPD7bwtStzhA3ferenI8i58TyOKzEUsD2wbIeQofIPTvTxtStzmJpaV+eEDBVdFVyczPHBfWV6Yve+P570uJh/m7yTJWcn8bxx9oQO3X8gskYwClD8xazj+eQSgAK0BDVszyNddjA1FdeT3Jwr0BUzeWogxq35IoWKQ1iFw/1xLMdjLm/RETGQLggj7Vv1YAHjI7lHuIFPTilIFkeSCWBnewCBIFt2KNkeTpU8iwU08BSiWsm3OSqCyXQZiYsrCzSIvlCEiRJuIxqFO/N5TLOCUPzme9HyazTTKZDLUbf3rQYpIgi5fWQU3K+Q2jghZqN4o8Bo1d4XqZJTA0jRD6K5U8drmcjNXE9vR/7UozZN+ZEipKSUjI2NMTw8vOxUEE3Ttq1zttJ43+0mxizL4vz585RKJU6ePIllWczOzm7b/uGeSiyZTALQ19e3rWRUuVzGtm0KhQKnT58mWFUKSdfFfvnlZX8vk/Gn6nkSQiGQnm/Pc+x7A+ziLdDVLdF1aGuFZApmpgV9/RLHUZib9ShpCm26gmGaCCAYgvycIJkSDA7A6ChkcxCN+OvxTAYCAT+kes0QAmFZ956NQqy5uDLNpcPR5+fn8VyXQKDqVw+F0AIBaHKQ+dycztSUTlu7pDZZ2nUkUxMeY50K+w9sHYF77ZrC1fEYrVoWXYNkSpDJqIC7JCklBPT2WuSGNTIZCId8kjKfE/T0eLS2LrQL1JRpNVVPUVGozM+TyM2iqpL9BwIYepBoLIhhNCHHwfNzpoQCrtAR+OOIVUXiuYLJqa353olodHULZ83+V73/rXZ9SkBUKgjX9d9YzWqoaagf/OC9fQtRD6EfHBzE87z7iupgMLigqN5qZabrugghHjmiY6sLlXfffZfZ2VlOnDhRf811Xb71rW/x+c9/nkql0rTiTgjBdHVSxOc//3kymQzDw8N0dHTUh5tYlrXmcfaPsb0Ih8McPnx4Xb/zoJTwNeJkdnaWp556irGxsQemhIfVCaFEIsH58+fp7Ozk8OHDTW9QNoOQKhaLnDt3DiHEmpRmg61B/t5+kyuFMGNZj+uz+ToZtRxq+T9rUbSsvBUoOR4K0Bs38TyIh/wsq1hQZyxRJFmwFhBSzaiBhRBNzb8TQtTD0Xft2lUd6JIikUhw7do1bNsmHo/Xp/cttv186EAHiYLNxckcU9kKMVNjT2eIqUyZsuMhJLSGdH7hB3fR0xIgU3KIBRc+i2MBjZm8RaJgLyCk3pu7xtn0HSqOjWJc4ECsnbsJi4lMDkMT7G4P0Rk1caVvH1QEhA0NRO1zlhQqLi1BDceTlCwPQxW4nj9hTlcFibzF4e4IJ4bipNMpHMehoyNGyXIZmS8wl7MIqA7F6jYb1VcSv8Sxqy8IQFd8tZIiPCqO/zMdYZ2OqOHvX1OIBTQs1yNqqiQKFooiUF0NXb3X3FvuE/ZkBU9WODIgSZYrTOZtPM9ACIOAonC0S6MrJsjnCyQSCTRNu9dsNgMoi773ku0no6BGSNWOIYpg9cb6WiBkHiGvo3jX8e197XUFlRS9m57etx2Nx63In3qskGoiGk92bfJKLpfjTWYMkQABAABJREFUmWeeqbOKi7Fdhcpq4323s2BKpVKcO3eO1tZWjh8/jqZppFKpbS2UCoUCZ8+eRdd1Tp8+zbe+9a0t3b/nwfS0PwWvvf1e4aUoCgcPHqyTUQDuO+/gVUmypbfl2/FqfnOhQiTsu9XyBTANX72iVe/pqgbSE1QqslokuFSkJK46C9R6ngdCSDQNevskx475GVVz8/6/h4Jw9KhLW9vaC40lCYENFCoLwtHx2flSqeRb0FIpZDRKRMqmhqOn0xqeJ2hcFzrBKOFcjqlpwf4Dm97FkshlBROTKu3hMrUhOMGgJJEUjI0qdHe7S9r3OjotpFRJJEzyeYGqSgYHPfbt95a1+wFo0SjRYpFo9cFiWxalUoliqcjUZLIpwfOK4jvpMlaQeMNDvXYpBLYiuk5RoFzegg0v6px5vtVQ3bcPpWv5kdGKohCPx4nH4/WJQ7UO0/DwMOVyeUFmRjQabXpB8aiqbgqFwpbm3Xz4wx/m4sWLC1776Z/+aQ4ePMhnPvOZpi2MbdtG13W+/OUvMzk5yec+9zlisRjPPPNM/We++MUvIqXkU5/61OMpe98jeBCWvXw+z7lz59B1nTNnzhAIBBgfH3+gSq3l6kwpJbdu3eLWrVscOnSI/v7+LbnuN0tIzc/Pc/78eXp6ejh06NCa76UDUZVThzt5Z17h0mS2nl8kBAuUJVsFD8iUHNpCBtGAv4wqVByChkJLcGHDqZmWxq2Crut0dXXR1dW1QIlcy7rRdb1u7WttbSVk6Pwvz/czmigxm6sQNlT2d0dIFy3+9Ls3UD2H//WHnsRQVcq2S8hQKVZcog1B5gXLJVAlamp4bWSWr0y8R4Uy0chtYrLEdy5FqTjz9drmylSeY30RnhmKY2qKP3RG3LMKgj9wJldx62HjFUdScf2/Bw3/mEYTRXa0hxaUz0FD5WhfDOkYXJua5K2x2rmvqqQWwVD9zCjb9a2cHgoIjxZT40eOdeN4kvF0mWTBIhrQ6I2ZeFLyrZtJimWV/rDf9PWqE/t2rKKsiwd1fnB/O+dHZ8nZDpGgxmCryVBrAEUxaYl3ITyBXSpQKWdIJlM4jo1hmH7NGQqiG+0oYvvJKKhdw6KqjGoOGbXEXhByHtWdB84DKlL01NVTUnQsn9exDB5ENEMz8qeKxeJjhVSzkUwmuXDhArFYjNOnT6/Y6dwOImgt43234ziklIyOjnLz5k3279/P0NDQgvGw21Uo1YIyBwcH2bdvH4qibKll8Y03BH/8xwq3bws0DfbuTfLMM5c5c2Yfo6OjCyWhpRL2t7+94vZaWiThiCSXF/WiprYJteo2cl3qhFSlDJomSaY8rlwpYNntBNtaKM9UsG1fReVJSKX8SWk1Bc6hQ5LBQcn8nP/07OhwCQQ8Gh+lK0JVkcXigpeaVWLquo6u68RiMTxNo1IoUCoUmhaODqCIhQWVFALVq+B5PtmzVSgUICtj7DDSC14PBSX5vG/NXO4t9fZa7NvvUioKbt8WfPcNlb/7O80PyuyWfPzjNvet6xc97HTDQDeMur2vXLX3pdJp7NlZTNOsd7MM01zzwqG/zyM9quA4/mA932UnUBTJM880f7EmotGmWjgbsZgoEIqC+v73r2sbiztMpVKp3mGqZWbUOkxtbW0Eg8FNL9I2EnT5MKBQKLBr164t2340GuXo0aMLXguHw7S3t9/3+kYhpawPE7h27RqFqqJz8Wf6F3/xF3R0dPCpT30K13W3Lc/wMdaGjXwHt5uQmpiY4MqVK/XhObWFyYOIZmhELcOp8f5Za97m83mef/55YrHYlu5/I++/kTA7fPgw/f396/r92nu9Np1DqapTaoTN4iyh9aKmiFntXRUqLjvaNCKGSrpoM5Mrc2ZPO70tze8GbXfsRaMS2XX9AUGJRKIejh6NRv18qrY2du2M14+vOxbgEwdiFItFjOpzMaCrPLOjha9emkVXBS1BP0NqMlPmyYEYA3FfHZUp2fzF9YsosQqtoRyx8DylZCtFS6IIMFQFD4ntelyczNEXD7CvK8xUtkLJcgnoCl6VHPI8cLx7jUNVCDwpqbiSSsm/b1ydKTCVrfD+QROzYWKyJgx0vYjtSTRV4DbYAOvnqPpfKSWxgE7BcrCr34OwofLB/e0EqmHtB7sXKlSklAzGg8wmimTLDq4ncVwPRfFJtPF0uX5OlkLE1NjfpmEY5oKJ8lJaONKfdkgQAsEYobYuPEdQKRYpl3IkUxlUZbpebwaDQXRNWzdBs1F4XtUquI25VeAi5ASqO1H9exBXPYinPrfmLTzoaIb15k+ZpkksFnts2WsmpJSMjIxw69at+wiX5bCVhYqUsv7hrzbed6sJIdu2uXTpEplMhmeffZZ4PL7g39cadrkZeJ7H8PAwd+/evS8os5lhl424cEHwuc+pZDKCri6XZDLHiy/qpFJn+OQn1fsk9Pa3v8PotTK3RhRyOV/dZJq+ba63VzIw6IdLnzghefFFQT7nZzW7rk9UCAUqFgwPC2JRSTAI6YzAtvzpeoYZhoBO1CiBFKTSvuVPKIJoVPLss3KBIigSgUjEPy/ZLFy9qpJOCYJBGBjw6Oxa/pyJSGRJQqDZZ1kNBgk6DsEqS+M4Tt3etzgcPRgKrXlB3t7hcHtUUixAKAwVPYaSyyCluC9TabNIpwWJ+aqdUVUIeIU6cQM+eZNKC0pFeO01FaTk7rhKKiUQQF+fx1NPqXR2+aTn1BS8+KKG41af3RImJgR//McG/89/YhGu1hwiHEauYHVsDO2GavB87dzOzvp5OFXrZGCZ6X01fOInTVL/KU82K7Cqqm+hwJGjFQaHmvzgXIIMbSYkC4tu5ehRxAo5ImtBMBikv7+f/v5+pJTkcjmSySSzs7MMDw9jmuaCDtNGRmJvNujyQeFR65wtRm0B/id/8idcvHiRt99+m2g0yp/92Z+hqirRaJS2tjYKhQLj4+OcPn0a2N6F3WNsHTRNo9LkgRtLYbFFr0Z21/Cgp/3V7j01YryWrxqNRjl9+vSG7mnr3f9660zbtutuh40SZo31ZVBTKKuCsryfONgIJH7zTBNiyTyqGlRF0B0zuJsuE9QVzuxp5ydPbI0SDbZWIbUSVFWtPyPBzyJNJBJLhqPXfmYxPri3nZLl8u7dLLeTRQKayvHBGD/2RE/9fL1zJ0FFn6IzIAkFb6HLALM5E6gFeIOKQKgC2/W4OVfkA3vamOuOcG02T9HyA+s1VUEV/vQ7U1Mo2S4eS5NK6ZLDq6MuH90b8l+UoAsXiSSgKWiKQBVQcu4nOxUBrgftYZ22sE7F8WgN6RzrixINLP+9E0LwsQMD3J6d4NJkjmTBBuFP25vMVBhPz6II//rqCBu8f28r8eBCEUatcb4SJB6uLIIKRhRCsW7acbEqfrMuk8vfZ+8LBu639zUNUsH1dDSlCDyYzD0AKQJ4ypF1/U6tzntY6oeV8qcuXLjAT/7kT7J//348z+PJJ5+sK8mbjd/93d/ld3/3dxkdHQXgyJEj/Mt/+S/5+Mc/vqHtPdSEVC0H6bnnnlvABK+ErSKkGi16axnvu5WEUDabrYe6L6cY2+rOXaVS4dy5c9i2zcmTJ+/zqW7V/r/yFYVUSrB3r00ymSAWU+jra2NkROP11x3C4XuFipdM8t5/fYdz7yg4rq+UKZV8xVMsCtevC/buk5w86XHokMRxPN5+SyGf9wkpRfFDzAMBSSLhZ0GR8gkn/98VXE9QsUxCLQVcV8EUEkUVhEOSw4clvb1LFxHpFLz+XZVM2s9ydlwYu6PyxDGP3XuWOG+GsXSQeZNvkCIYROYXdi80TdtUOHoNbW02u3eVGZ/QycxqIIqYCuzc6TE01Lxr5cYNhZs3FayKXzzYwRaMSoZEUtDe5lsop6YF09M+yTh+VzA9reJJXxEnBNweVZie6eDH/6ck8Th85zs+GaVr96bNeq5/Pb36qsoPf6K6KNnAJJxa5wP8e16pVKJQLJJIJtEap/dV7X0z04LhYYW8VDhzxiWXg4lJBdOEHTum2bc3CDSXbFiODG0aGjr8QlVRz5xp6uaFEMRiMWKxGDt37lwwEnt0dLTe9a11mOLx+JqIpkdZIbXd2QKvvPJK07d569YtvvrVr3Lp0iUMw2BsbIxisYjrunieRzqd5gd+4Af46Ec/Cjx64fPfL1hvRs52EEE1i56maXWL3oM4jpVQu/c4jsPExATXr19nz5497Nq1a1sWT7WpxmtFbQBQKBTi1KlTG851E0JQshyCuuqHRAvQVWXB5LdGrJfK0RTB4ripWqRDLcs6qCv8veP9DLQGaQnq9MTWrm5eLx6WhTD4WaSNVqJcLkcikWBqaorr16+jaRq6rjMzN8dLt8u8ejNFpuSwryvMRw500B0zCJsaA/GFteKdwl00s4QeuIWmWAQqA3hy4YRgCbiehydhPm/hSHh2RwuDrQFGkyVs16Mj7JOEE+kyAU1Qtn3iqBGaAgoCx5PkLEmi6NLeDgElhMSvc3a2B7k6kydf9teTi8moGkKGyhP9MRQhCOrKqjW5LgxMkWVPR4hz41k0VRAy/O9xumhXp/n5Sq/xdJn/cW6Gn3iqexEptT7ruSIC6NgIXAImBEwN4nE82Uq5DMVCmblEAc+ZJxC4V8+b61DsrwipIoWOqpQRIr757W30MEQ7jvaJdYeeP+x1XqM74MCBA7z55pt87Wtf4/Of/zx//dd/TVtbGx/84Af5yEc+wgsvvMDhw4eb8rkODAzwG7/xG+zduxeAL3zhC/zYj/0YZ8+e5ciR9ZF+8JATUoFAgJMnT67rxG1F56zRorfW8b5bUag0hqgvF+peQ62DtBUZJ7XMqra2Nk6cOLGkBWKrCKnr1wWBQIW5uXnC4RCxWEu1KILxccHBg/cKpPk//waXL3ioGqiqIJOGYNCflCYlhEKSmzcFgwOCwSHJsWOSAwdcbo0IvvtdhXBY1pUvqiYZHRXV35UI/BD0rB0h6uSYnVMRAmIxwc6dklwOXn9NYWREMjQoGRySNDYCr11TyGSgs9OrExzZjODqNYXePo/govulME2kZS19UprZOVPVVbe3VDh6cXE4etXe18jKC2Df/hK794SYyEVRCxna231L43ouUdf1/7dULZuYFwzfUNAN34rpKQblYo5cwQ+sz2QElg3JpCAUlGRzgmxW1ItMf+qh/+dSUeW99yIMDPpqKsE9MgpA8TPRmZ5W/D+sMP1QSrhzRzA6qiAl7Bjy2LlL3le7GIaBYRi0LGXvm5vj1kgH1661kHJbiMo8w4pGd5fHj3zSIRSCyUkLRGjtJ3Mt0LQVVV+bxeKFqPLEE4hlMgKbhcUjsSuVCqlUimQyyZUrV3AcZ4G9b7kAyUdVIfWoSbkXo/ZZ/NN/+k/5+Z//ef7Vv/pX7Ny5kx//8R+nVCqRz+cplUrE43EOHTp03+89xqONrbbsTU5OcvnyZYaGhuoxBEtBUZRtz7JavH+AK1eukEqlOHHixLIqla3a/1rrvKmpKS5durSqu2ApSCkp2344tKoISi786dtzDKc8cmWHsu0tsNipwicN7A2WoK6EgCooevK+MGuB37jSVP9YDvZEN7aTdeJBKaQW45Xheb709gTj6QptEZ0fOdLNT57YVQ9Hv3HjBtlslv/zr69ydt7PDNI1hbupIt+5meRYX4TeeJDeFpOWgE40oBINSFpbU4TcBIaWIChjmCKApjhUXH8qnevJBRMSkwWbv708yw/ub6enJUBPy711mRAwniqRLDr3kZECn4yCqspJQqLkoQkDQbb+87GgzjNDLbw9lsYu3duOUt2GKyGg+ySoJyFsrk5YCAkhxQOkbzW0XUxNQQjIV9wFx6pWbzkVx+PbN1N88lh3/d/8S2Ft3x+BjiEEQt6/HlWEJBSEUNAETBzXpVj0KBQt5lNpVGETDhmbsvdJNBAqgnI9Q+pBQIpOHO2HQaxfnfWoZYXu3buXX/iFX+D111/ngx/8IB/96Ed56aWX+Lu/+zt+9Vd/lT/4gz/gJ3/yJze9n09+8pML/v6v//W/5nd/93d54403vvcIKVi/9auZRNB6LHpbeRzgL3wuX768bIj6UvuH5n6RGqccrmah3ApCSkqJaSaZm1M4dixOMOgvvGunubX13vXi3rnD/GvXKJcU2tolM9OA8G/yUoNyxbdvuS5MTfmEFPgkR6zFJyYsW+BmwDAlkxOCe3yQqBcnCh5SiqrO2ye7PA8yaUGhCLmcYH5OMHxTcvKkT75UKjA9428lkRRoKoQjEI1K5hOCZHKhhW0p1dK9I2keRDi87H6WQ2M4OiwKR08uDPCWUqIIQWe/TqeT8U/UOmDbcOO6wu1RBcf2yUXTlJRKflD6jh0eyRRMTAo8FxRFYHSE2N2RpqgKYjEPzxXMzgkUAaWyoFwWdf5N4H+mlgXBgP/C3LwGSFQFFi87ar9n2/AXf6mTLkl6WzWOHXPp65MLfu6lr2vcuOHnPUng0iWVPbs9PvoxZ1kybrG9b2ba5foNA8eFlmAekzKepzI5pfH664IXXpC+0mhdZ3V1iFBo9cl6m0A9+0MIhKY1XR21FpimSU9PDz09PfUAyRpBdfv2bVRVXTJA8lErVGp4EAqprUBt8f1rv/ZrBINBstks+XyeQ4cOYZomruviuu5D3d18jPVD07QtUSa5rsvVq1eZmZnhySefpGuFoQrg11nbYR1cDrXctHK5vOZmaTOxlvrc8zyuX7/OxMTEms6p/zuS2VwFRcC16Tx/e2WWmVyFeFDnI4c6uTRhcXXWwUIjoCsYmkKu7NRtWZ70CYON5knVhFYhQ7lHhEjQVQibGkaVLeiIbM/kzmZP2dso/uTdSf79N29Tsv3Mo8lshevTBUbmC/zKR/eh6zrhcJibSYfr+RKRAER0yFdsciWPHB6vjaToiuYo2L6qrSuiI8w5Th4fpyd+F8tWKOdizJdLuNX37HqSRq2UKiBqqsznLd69m+EDexeuh/Z2RXj9VmrJz17ih4grwm9ECqA1oKLj4kmPTNmh4niYmsLujhB9LQG+OTzPnWTZr/vxry9dFQy1BrFdj+lsmaKl0RExUZXlK7CgGkRUFViKEAtqNWeRjEtK37bnIZnPW4v+7f5m5lIQKJiKgSLXNoxGU1ViUZVYVEcSxrIsikWHVNZmajaPoQuiYY1gMLQme5/EACSCSsNxbz8hJUUvjvYxEBv7vj6qNUQ+nycWi/HEE0/wxBNP8Iu/+Itb9rxyXZcvf/nLFAoFTp06taFtPPSE1HrRrM7Zei16Sx1Hswqmxukuay06GrMFmgHHcbh06RKpVGrFKYeN+28mIWXbNhcuXODwYZObN4+RSqkYBjgOjI0J+vokp097jI4KPNfFfuklX8EifItdI1zXt1ulUj7J1Pgc8DwYuQnZTJVwUsGxG8moe8gTI1rtqAh8i5+U1MmrcNjfV2urJJuFc2cFP/RRSaEAs7M+GVIL8zZS0NV1L1BzAVZRLTWtTGlCwdMYjn6fwsey/Jt6sUjIddcdjv7OOyq3byuYpgQJw8MKrgvtHRLDkExO+hlQFcu3QZYJYIzlsZMKSBgZ0fwCRPifi5QQDkssq0pKVatXz6tyZRJ0TZJMCtraJZOTws+hUqsFb/XrXSoJrtyJ0SIyXJ9RGBsVfOhDDnv3+efz2jWFa9cVNFUSqzqPy2W4eVOh/6LCE0+u7Xtye9TAtlT0tghhmUN6Op7nYVVcbg57HDgwgfRcKpUKZiDQHKJE19dNUq4XjYSU8vTTiC0M4V0LGgMkBwcHlwyQDIfDtLa2+iTrI0ZI1Qi3aHR7OvtbDc/zCAaD/Kf/9J/45je/yZtvvsnv/M7v8CM/8iO8/PLL2LbNhz70oQWTVx/j4cLDYNkrFAqcO3cOVVU5ffr0mq6X7cjqXA41xZEQgiNHjmw7GQWr13mN0Q5PPvcU8Uh81W1emMjwZ+9NMpYskirYpIoWbWGDjojBVKbEf3ltjEKhgqFp5MoOAUMjU7LrKmdggappdSyt2pBSEjV1CpaL67kgIB5Q0TQV25Xs6gixu2P7VKYPmpCyXJc/eOMuJcejNaTViYVMyeErl2b5X54bYKDVbzxeSdiUbY++FpOK45G1XaQi0apE4WzOQVeknwdll2jvTJC2rtAd8GgzOriSdbEbQp9qV5jAt1PGgppvq/Qkk+kyluOr52pwXa9ONtWH9zacPlf6pJQEIgb0h8OU7QLXZvIkCjauJ1EVQXtY52B3hI8e6uIbN+aZy1kIAaam0BMzyZRsZnIWk5mKHwZvqDw1EGNP5/3XhYqG0RDm3RMzCRoqhYqL64kFx1c7XlGvjRZvbXWlkUBgiDCK3Fj2pwBMw8A0DFrj/vkql8sUixYziTxWJU0waBANaYRCAUxzoQVTEkDgUG/lSlnNvtpeQkqKARzth0BsPEPpUW48Lq7zNjqUajlcvHiRU6dOUS6XiUQi/Pmf/zmHDx/e0La+5wipZnTOahY9wzA23HVSFAVrOYvVOlArOlaTji+1f6ApRVs+n+fs2bN1y+JaLuj1ZgushFruQDgc5p/9swN0dQm+/GU/aFxVYedOyS/8gktXF9y5o8CNG3gTE/T0+KqjTEYQDEG+4BMBlYrP8SSS4DowMgKDA4KZWbg14itozACUimBVJLZz/w3UQcFkYdfBNHwJcLkCgYBPhCnC31esBTIZSCUFt25V/03xQ9KF8Pc1MSEYHJB0dDSooyKRlQmBJt3cRSzWdBXMYoXP/Nwctqpip1LMVAOy1xqOnkgIJsYF4bCkWBQkEz7pp2q+Qqm7C+7c8c+9oYNpSFxVR6+USCbEgsJUVP9PSp9MMnRJuXJPKSWlf51IX3DEV7+qYVu+us71wPIWbkvVoSdeggqUypDNCv7uRY2K5bJvn8fIiILnQrDhuRAMQqbik1JrJaQcGzwEOv59RSgKqqKg6dXg0dY25hNz5PJ50pnMgul9G30IiWBwS9VR0EBIGQbqBjsrW4mlAiRr6qm5uTls2+a9996rK6hisdhDbw171EPNa6gRgl/4whf4N//m3/BTP/VTfOUrX6FYvb8Ui0V+8zd/k4MHD7Jnz54HfLSP0Sw027K3VoveUsex3RlSjYqjJ554gsuXLz8wsmIlQmpxtMO14jXenb3CD3W9b9nzOzJX4PPfvEWqaNMW1kkULAoVB01V2NEeQlcV5nIWMwWPsGFTdvwsqZLtbaIxt/S9WkrfLlWyXVzPV+UULI8WXdDXYvD3T/QTNldfQjXjWfAwPE/O3cmSLNgEtYXhzhFTIVt2+fq1OX761BAAuuKHkEspyVdcXM9DEQIpJHi+3VFRBUJxmbNS9Mevo2sZSiWd1LyK40p0VaAqPlFdrgZ6xYMqivBVa26VwXEl2O4iQkqCRKIK0Kuv15RucI/OiQVU3tcfRhV5rs2oTGcrtAR1dFVgu5KZnIWuFjncG+VQtz8dTlcVTE0hW7aZSPtqk7CpIoBcxeGN0RRhU6UntnDdGFZVaLDNaYrgxGAL372dolBZ+h5Sa5Z3RxfWb2sJNdeVGKpsXjNREYJQ1e1AOzj1gTxl5qeKSFchFArw/2fvv4Mky+77XvBzzjXpM8t1talqP+1mpse7bhiSIEEABLh84qMIPhqB8cRdBUVQhhK1ErlSSCtDmdCKfBEUlhHLpbTLJ5EUQYhc6BEC4WYAEgPMDNp7313eZKXPa8/ZP05mVlZ1VXXZ7mlovhEdXSbr+nvP737P9/v95TIOqXQB1w5AzD8b2vfnw7yWldxDbH0YxMaojsc1mqHRaJBOb3KExyIcOXKE06dPUyqV+OxnP8unPvUpXn/99XWRUu96Quphz5yNjIxw6dKl+9r7rhUb3Q6lFJcvX2ZsbGzVMuduCCE2RaU0MTHBuXPn1kWIbQYh1S4U9+/fz8GDBxFC8JM/qfiBH1CtPCk4flzT5gxFHGP9+Z+DMDauZ5/RfPNNQzxoDb43r2Rqdya7e0fwv/8nQU+PJo4EntciH1rtY5dCgxx55kOekykjRZUWHZVNFBl1lGW12p1iiI6JScH2HZrirAnFFpjZEBUJ3ITirbctpIAdOzW7D8UPvkk3WowKYVi6LYaUEjeTob9FjnTC0avVBeHo6VSKxKJw9HJZ4PmCqWlzLqMI0OYYl7Vg105DKklhSKpKlCYTV/AD0TUQts69mh8c41ZQuZQLHYSm1tGMT7iGdFrElXWTWrNBnkxQplIVxJFZj+cJzp6V1GtLq+vA5FEF4dK/Wwq7dmm8c3kyzVKnSYmxGAp27VPMFjOcOQ1ap+nrF+zdU8e2ap3OiMmuVr/duW9BAGOjkkrVkHk7d2kKBW2C9LdYHWX2wdw71ssvIx4DksRxHAYHBxkcHCSZTFIulxkYGFjQdahNTvX29m55QbAefLdY9trXzr/5N/+GX/7lX+bnf/7n+YM/+IPOMf+e7/kePv3pTz/S4On3sPnYLMteHMdcvnyZiYmJddVZD5uQ8jyP06dPE8cxJ0+eJJ1Oc+nSpUem0lqqztNac/fuXa5evdqJdtBoxrwxanGdz45+jR8b/r4lX0xfvzpDsR5wcFuGehCjtCafcqh6Ed+5WyKKNY0gwo80jVB3xuDNescV3f8LqAXz59a1DNGilebDT27nI09tX2oRW4ZHrZByLGGO96KfL1b2ALyww+HL92Km6yFRbMioSCm0BtcSrXpLU4kbDO+cYFth3HQ+LuYIPG1CMTREsclrdaTJA6v5MZbU6Ja6KVaaQsom7cy/l1ybqnFhvEbcqvNUqDrXSRs9SYsT+3vZ15/h7sgMZyY9xusau0Wk9bRIqYxrMV0LaAQxQz2m6BopeXhRTKVpCPFCyka2LkDbElS9mCuT9Q4hFcYKz3MQdpF80mGq5nPqXpmZeoglIOtaNIMYIYziazEStuCDTyzOhVvZ+ubIPPYmklFLwbYsctksuWyWbdvmG/KUaz7TM7eRMkE2kyKTNhPTnaY1D4mQUvIAsfUhEBu32r3bQ82XwsNSwruu2wk1f+mll3jrrbf4jd/4DX7rt35rzct61xNSa8V6C4S2RW96enrJ9r7r2Y71FgnNZpPTp0+jte4UHevBRkghpRRXr15lZGSEZ555hu3b1zb4bpSQelDuwOAgDA7e//BOXboE5TJxrodT3xFcvy6IQjOKZrNgWeZBXq8bQsBuKWyiCKoVQTpt1DWNpiaOBW4ClLdwEA5wyHRJb6XQ5HKKwLdIpgzJ5DWht0/T12v+tlKFQh7yeY1WgkQCdu/WVKotYkxAcRYmxk2YutZwbbKHI5MlXnr5fkKkjc14tIt8fms7qLWgkkmseh1ahNRy4ejTS4Sju65LtQqNuiEa26RfO/Op0QQhzLxXOqWRjkQ2QDW79lPQCSZXytgx29a9QkHTbIDnmyOaTGo8z3ytAcS8RQ8M6SUlNAILO2gwOytY/NixLdPNrz0exPH8eVSx2YYd2zUz04a0yubM9bEc9h2Ew7trjN4S+L5GWhCGpqNjoaD58pdtGo0MrmMxMSG4e6fA935vhj17NYHv02iFPc/OzuK0Wv1qneb06SwzM5IWB8fVq5rnn1fseWqFIP3NhNYo18V69dWtX9cmQymF67oMDQ0xNDTU6TpULBaZnJzk6tWrJBKJTvZUb2/vlrdiX802NxqN7wpCql3cTk1N8fzzzwNQLpc76i/btimVSu9KUvA9zGOtLymbQQS1LXpSylVb9LZiO1aLmZkZzpw5w/bt2zl27FjnBUlK+cgI18V1XjvrdHZ2dkG0w6Q3ia98EpbNqD/Gfxv7Jp8YOnnf8m7N1km5FkIIbClMzo/SeGFMECuStjRd9Vqf13o+bHwz0L0YrUHHhqSwJVhSU0hZ5NMu2YSNYz08xcS7QSH1zFCObdkEY2WPpC2RLfVSPYjJJCx+6Kn5Gn1H1uanX9nF/+fNUapehFIahSG1+jMuc40QLwyxExWeOXQJS2pUkCD2UyiM3Ux1Jg7byU2CSIFGtfKfTA6Ua0nmmhF9GZdrUzX+4uYckdLYLRJLtRfRggS8SHF9usHILMzVKq2ueeZ8ztZDgkizo5DAsQR+pIhihXAthntT7Cwk8cOY168XqQVxh4yitd1SQMWLQGvuzjW5Pu0hQh9JiC0F07WAINZYQqDR5rNAPmEjpaDuR4RKd/bvQ4cH7lPirRRqbosc9jpteutFx96X6KO/x0OrHjzfo9n0mCt7jE2USbhJYmXh+x7JZGpLr2klDxFb37uwC9EG8LgqpB7FxKPWet05Vd91hJRt22uWcndnNC3X3netWG+hMj09zdmzZ9mxYwdHjx7dECu7XlLM8zzOnDlDGIacOHFiXdaOjRBS3bkDa1m/bjRInj2LFoIzpwVnz0mSSU1PjyYIYHraFDhaGyud484XMlIaUiqKNUGgiEKro2hajCZpCl3qKKUFlbLk0CHNM89q5opw5aogCqFcMVarVBqeeUaTzUFPL0xOQn+/UVAJTBB3rATbBk1bViUkqajByIhgeFgyNLzMsRTivhmrNcGyNr2DWq0qGBkVVKuCdFoztEtT6NGUyg4ZsbQkaMlw9EajE46utI3v70MjEEIjLWHkzK0xrVoRuA40BHh2ln63RgBUqywoXrvHcIEhjbZtM7+QEsLI2DzDRTzM4kdKFJm/b5AlT/k+MgpgdFQyPKwYekIxPm7C6m3bnK0wMMTa3XuSu3clbkKTzcLuYcXTx9WSBKRVyPHDHy3z9tsWN65LgtB06zt2LOYvvmmjFBQKQatVr2R2VvCd71gMDUe4iQRuN/nXyvY6fSbk7l2f3r6YhGth2TbVqs07F9Js217rdBzcSmitaT75JOIxzPhZPHMmhCCfz5PP59m3bx9RFFEqlZibm+PWrVucP3+eXC7XIagKhcJDL3TaQcjfDRlS7aL2mWee4fOf/zyvvfYaWmt27doFwOc+9zmGhoYoFAqPcjPfwyajXV+tNyR3fHycCxcuMDw8zOHDh9d9D25VN+FuaK25ceMGt27d4tixYwwPDy/4/aPMseqOZmg0Gpw6dQrbtjlx4sSCOnrEG+l8vSOV59TcObJOiu8dfH7B8rZlE1yeMJN9SceiL+MyMtckijV518IPYzQCS+qOAuZBkKJbxfPg7J32pzp/L426x49gqhbRjH2K9dVP1GzWi/ejVkhZlsWnv2cf/+K/X6PkRZ3AeNcS/MSLQ2xfZFH7qZeHeXpnjv/w5ggXxqskbAlovFATKQVWg2eeukwm0UBrQVTtIZewKDbnu811arfWVwnLHAelIWlBf8YBIZmpB4Sx4s9vzplujJYgnbBoBgq/ZdMTGLWRAJqR5vKER8auIIXGtSDlmm53riWpBRHNwGSOJmxJyp0f4y0pSCdsckmLiYqxBrbjyTWGSMq4FpNVnwvjNULPwhEeQWyIVaUh5chOMH4QKZqRohZEFFIO2aQNWlMLYrKuzXDvUnXR0qHmlkjj4LHBt4L1QWSx8ACNkNIEn6fS9AFxFFFv1JmdjZiYnCOKK6RTSbIZY/NzbGfTZI5KHiO2PrB5skkeT4UUsOUTj7/yK7/Cxz72MXbv3k21WuX3fu/3+NrXvsYXvvCFdS3vXU9IbfXM2ejoKBcvXtywRW+j26G15tq1a9y5c4ennnqqU1BvBOuZOSsWi5w5c4b+/n5eeumldd+Ea+2O2EapVOLUqVP09vby4osvLrAWPQjhG28gggBfJ7h2TZBIaLItLsu2IZfXzMyYmRcxP9KBNmoZpUCrCK3tZR/nTVLkWJipI4QmjGBkxNj9Dh/WHDqkCUPwfUEup9m3D/r6zFKPHtVUyoLpKXATgjA0yp9cTncIgMDNkdZl6lowMwNDw2wJRDa7qeqo4qzgnXcsqlVzzKNY8PZbMF4r4HgVhMywaxd89CMhPV25+FFkrGeuq7HtVjh6oUC+UOiEo6eSynwuhHnJskArkw+2fVCTTmsmq4rJslEPdV+CWkPUdTtIAf39mr/0ozGZjOYLf2pTqYj77HvLwV+klOuGwORZzZUEmQz8yI+EfPtbNnfvGjWUmzF20FrrOMVKkExqrt+QpFJw+MiiDWgRh44DJ07EnDgxvyPXr0kaDejt0fj+fAhmJgOzRUG5BIWerv2WknQ6jeumaTRsevs0yURIFEX4fgMpYHIuwd3bTQ4ctNd0D64HKpmkeezYlq5jq/Cg7iu2bTMwMNBpiuH7PsVikbm5OS5cuEAURZ18qr6+PjKZzJbPhrcJqe8GhVQbv/qrv8rf/Jt/k0wmw8zMDG+88QZf+tKX+Bf/4l/wS7/0S99V+/oe5rsIx3G8pudTHMdcuXKFsbExjh8/vmbl91LbsZXqpCAIOHv2LI1Gg1dffZX8Eg0fHgYpthza656amuLs2bMMDQ1x5MiRBXV0oAIm/cnO95YQ7M708JXpN0lbKZ7vOczF8SrTVZ9tOZeELRkreWzPJxjqSXKv2EQDzTAmiFpWrSW2RQC2aAVWd/3ckSYPSHU+tXpoTI6UFBBpCJXGrwa8fafEZMVne/4hzNjw7lBIAXz0yW3szLv8p7fGuDvXpC9t86PP7eT7jy7tKHl2uMC/+dE8f3R6nN97e4zRkkesNY4VkcrOkB8o04gTpCObtJVqKZXmz+7iOjydsNnXnyYMQ+IoJopCSk3F5RGP6eZ8vqcfa/xmTMtlCNBR14XKhINKDQhzPQUxyFZnPa1NXMdcwwTlJx3Jm7fmGMwl2NOb6pBThwYz3Ck2qfkxKcdkSDXDGMeSHBrMcG/Oo+FZOKpMs8WItonRINbYsqXwsiV+bOyMNc90XY6V6UD4zFAOe4mufXrx7CogRQKXGMEjeBaILBbNZX9t2aYznxBF9u3dSdDqxl1vNJiaqWFJh2zGIZ02yv31vncqeZzYvl95uVE8jgqpOI63PCt0cnKSn/mZn2F8fJxCocAzzzzDF77wBT784Q+va3nvekJqrVjtzFkcx1y8eJGpqalNsegttR2rLRJ83+fMmTP4vs9rr722aTPXaylUtNbcvn2b69evc+TIEXbv3r2hQXCtRZLWmnv37nHlyhUOHTrE3r1717R+NTNDfP48WBbNqiAIBKn0wuGs0AoWD3zT1ldEZsCzLNDKaL+TSQuEUTct5Y2PsZFdw6TJozJ2rXIZyhXBzIwgX4BcVvPKq5qdOxcuaHBQ8773wY0bMXMlQTYrKBQ05ZLZ31g6uIEhOnRrHctBmIO36uO0AK6LrlbX97dLQGvTUa5Wh22D88qvsQmJT4Rja5QS3L0r+IP/4vC//q8hUsKtW5I7d8w5S7iavXs1+/arzn63w9H37ZdcuSJJpxVKaaSI8DxBGEr276vz3HMxvfu2celbVd552wKhyeU0o6Nm2YuRTGhee9WQUQADAwqBJAqXt0h2wyO9IEcMFnZb1NpcE3/xTcm+fYLv+5CRWX39DYvZWUGpZDLQpDSWw3rNkJLfOSW5e1dgO3DggGL3bo1cgThsWxEXzyre/4NF56tlebQsgeu6uK6LRtPULulGg3q9ychIuWPvS6VSJFObL7VWL72EeAQdojYDSqk1WfASiQQ7d+5k586dHY9/m6C6efMmtm13rH19fX2b3hEFDCHluu4jtw5uJr7v+76PX/qlX+LXf/3XOXr0KH/v7/09EokEP/dzP8ff+Tt/51Fv3nvYZLRJqLUQUo1Gg9OnTyOE2FAUQje2kpAqlUqcPn2aQqHAiRMnlr1fH6VlTwjRyc5bbiJ1zBtDLWp13J9IM+XV+OPRr/LZt6cYG0sTKxBoHMtUWFcmq8zUApRWLWJo5TpHY8goS7aIqZaCSrfbrW1ANNLOlKJFdp0bLfN//dwFfvnDB3lq18NRXz5qhVQbzw4XeHZ49ftsS8Hbd4vcnm2Y8yMAu8bBQ7fBVnik8at7cLXEUlUEoZkwbh1r0VpGpDRBpFFK4zoOOA5RnKBJwGQ1IO4cn3mypqtRH2FXEHoQuOSTjQWfDmJFT8ohUoqar/Bqgem4mzBdFYuNkMmqz8t7eki5FttzSV7e28PpexWaobn/ko7F8V05dvemuD7VwFIeQaxwLIkUEMatvFiliZTGtcx2SiEYzLkkHYuaH5FPOhzdnmH3kuqo+3PTBDaukAj9ECIWFkPksFiNRbD1Ti7m681CoYBWCq+VJ1sseXjjFRLJhFFPpZIkF+XJLofYeh5lvbLx/VkCj6NC6mEo4X/7t397U5f3XUlIwcqFylZY9BZjtUVCW5HU29vLCy+8sKlqhNWSYlEUce7cOcrlMi+//DI9PT0bXvdaCKk2OTg9Pc2LL75IX9/iAL8HI/zyl9HNJlIpYg2NyKFcssj3SJIpiRaS2SI0bIHlKmpzAhEpEm6EpUNUqHBa+VJhSGdA7EaNLFkWEjjdAdntQcL3TWE1PSN4/XX4+A9pcosmNhPJOv39E0adkkwyV8wzN5fD84F8mqRfptkU2NbSWVmbAZFMbmoHtUZdMFcypEp7+JgYl9Qo0CPLrdwljYoFlbLg1HckhYIhsRIJQxB5vuD8BWPHO3Ro4fXz4gsxExPGHmk7mlAZifWBgxGvvubh+U3GbpUIgxSpVC+Dg6CxuXtnIaPXlvD7vuDqVck737HI5TSHDikKBU2pJLBsjRQapZceCD0S910L0ArR1PMcYRwL7t0V3L0Db7xu4Thg25qdu1otcFublnBN9lipLGg2BVNT5lq6ctni2DOCD7y/tuzc7tCQIpORVCqiFc9lVGP1BgwNaZZzKzkuDG7T3L4jSKfaxJag7ifJ50IOH+4jlS507H2zs7NEcUyy3b0vncZ13WW2anUQuRzq+HHknTsbWs6jwoMUUitBCEE2myWbzbJnzx6UUpTLZYrFYqe5RiaT6dj7enp6NqUoqtVqD0WJ9TChlOJnf/Zn+dmf/Vnu3LmD1pp9+/Y96s16D6vEWq9FIQRCiFUTMRMTE5w/f35JBc9GsBWEVHco+BNPPMG+fftWPD6PyrIXBAFTU1OEYbjiROpIc2TJn+/N9PBnM3eY49vs7H2FPrmNIFLcLjbY15dGYAKhG0G0aj7JtgQp1yKfsOlPSu4UG1i2xIvEgoDytUKI+bwqSxj1yrWpGr/5tVv87Im9bMuZcXCoJ7Wg2xuY87lRMulxflb/3lsj/OmFYud7jU9P3zj5HlN7+tUsKoyoa9A6QRgmsVXEzryPRYQQgmZorm8/UlybrlNIOaQdi1Dplm1U49oCL9ToBZXSPDmllFFDRZFF1m122QEN8aUUjFUWZt8INHOxoioiMgmLIFLcm2tyeLtR3B4ezLKvL8142UNp2NWTbFkToT+RoaRKnVwpoJN9RWt9WCbPypKCZ4by7O9fLUk+L7gQSBIyidTLK5S2DKsmo1hWJGLsfWbCs6/P1FTNZpNG02RPxXGJTNooqFKplCEjFy0ntl5GWS9syi4tBaXUY6eQehyV8N91hNSDZs62yqK3GA8qVLTW3Lp1ixs3bmyKImkprIYUq9VqnDp1imQyycmTJzf8gtm97tUUSc1mk1OnTnVmLddDDsa3bhFfvQrA+ESCC+czRM2QRj3EL0MuC5atacwJ8inIZTSiKoz1qzWhkLAhWxCke2zGyza+kigsTL8PUw5F2GgkEoUkxiJq/ZuPXkSZ3KmxMUEqZbKN/vsXJe9/v2bHDvO5UqlEsVhkYGAA13HwPA+tqxQKAaMzfTgzRSwpSCQkTzyhGdy+QjGzzgwpkUxuqjrKLLT1f4eMgWYgSctmR8UDYDvGdjc2JimVIZkyajKAREJTrQru3JHs3avovhwHtmk+8YmIM6cl4xMSx9YcOKh59lmN4/Qg8nuISyUaxQgNVKseExMmSBEMESWkIX/8wORF3bolSac15bJkYkLw5JOKsTHB5KTJezJKJ9Gx+jmOCSQPVYIkfme5C9R0XV9b1sL8qSCEIBTcvCEo9GjiyFj2NND0BF7TdGxsZcFSr8O3zxc4uGdmWdtmMgXPv6D49rctymWXZkOgtSCf17z00sr3/5GjiuKcxfS0wHE1dZ0hTZXDTykyWQ0Ye186nYb+fsIwxGs2aTablMrljnqt/W+thIl14gTKsh7bgnszCxUpZce+d/DgQcIwZG5ujmKxyJUrV/B9n0Kh0CGocrncuo5bvV7/rgv5llIyMTHB5OQkruuSSCS4ffs2ruuSyWTey5D6LoMQYlVkUHe34s2w6C3GZhNSURRx4cIFisXiglDwlfAoFFKVSqVTt23btm1ZMqoW1ZgL55ZeiLIIPAvXjai4p0jXXiNp5xnqSXJ5sopAkEs63C16OLYgeIBCCiCMNWEzotyMuNfO9gnUxhN1tBnjLQGuLUm7FlIIpqs+//rPrrK7N4UUgp2FJB9/egfHdm6+KuHdopDqRiOIuTFdx4sUO/IJhnvur9//7VdudX2nsd0Ke/eOIKRCxjbb3G1UVYxrSfb0pfCjmLOjVUabaVwsdOSRsutYEjIJiR9pZms+JSlbk3+aWIOMlzo+8+OjCTfXWFojpV7VNaFpNc7RmqBpiNEzo5UOIRVEiiuTNUbLJmy26kUc2ZEl6yQ5sq3GrWlBFKnOxKaUAtnKwApiRaQUliU50J9eAxk1H2ouAFdkkXpzc2BXhTWQUbC0zXApWJbVmagbHNBd9r6QqekmliXIZizS6aRpROG+H2U9s4EdeTDiOH7sFOWNRuOxU8K/6wmptRbcUsolZ8622qK3GCsVKmEYcu7cOSqVCq+88sqWFcsPIoXGx8c5f/48e/fu5dChQ5v6UtgddrkcZmdnOX36NDt27ODYsWPrerHTWhN+6UsANOpw/nyGwBfs2aOZnRGUysY2JaXJ8tmxQzMxLrBtRRiZvKBU0gRMp5OKezdDbBXed2NUKNDP7JLbEGN1/mlhEWuJjAVWCnypmQ3gWxc0H9nlU5oZpVmvs2t4GNe2UUqRc11y+TyDg5rbMzbTt8pEYUA222BgAMrlFOlUCnc5+856ChXL2rzWNC1kMpq+PnN8EwmNkNC0sqTDCqJrUkOrlgzb1vi+sSt2I5XSVKqCZsNkSnWjv1/zoe+PgRit4c5twenTFm5ScOhIk7Qr2bUrwYWLFmPjLo16V0GiQbRk23FsrrVMtp0zpimX4eYNyU/8RIgfwMi9WYaGE1QqOd543WJiUqIVNHRygTpqsbWz/e1Kl7PGKMqk1Nix6RQY+OZvMun5YdvNurjFCrduSYaGl3/pOHZM0dujefudCo5doK9PcvhwvCA7ain09mo+8P6Y23cEszOCwQIc3B6za2jpa8NxHBzHIZfPo7Xp3tdsNqlWKsxMT+O47ry97wFSa1EoIJ9/HjUz89jNPrWxlVJux3EYHBzsdBhtNBodguru3bsAHWtfX1/fqruEtTuvPK4k4GIopfjTP/1TfvM3f5N6vY7v+0gpsW2bOI7Zs2cP//k//+d1B2C/h3cnLMtasYFN26IHbJpFbzHaWZmbQUy3JwcTiQQnT55ctV33YWdItSd1Dxw4AJjtXg7dYeaLEcUKJ06iZIiWIZPZt9hZPUHCTppgalsgYnN8V8u3LRy1Ni/auc2FKQ2R0jSCmFzSNuHXoeKpnTkyCZvROY/ff3uEv/bB/ewsbJ7zQgjxSAmpyxM1vn2nxJ1iAy80ip6ULZmpmyY1UkDStXhuKM/xnNnON67N8r9/ewSvi0gU0mPnnrukM4bA8coFPvBsP0ln4RgaRJobMw2aYUgsLWpRAReBImQgHVBsKIgVVjsegfn8KMnCDLH2E9+S4HsuuUSj9fvVESTd0JgufDem6+zuTfGVqzNMVedtcpNVn5FSk7/05E6251z29Ka4OVsnjE1nQEcKJJIgNrlkUkq251xe2be2d0CtjQ3VEQWsZXJMtxQij8XaSLB1jb8L7H108mSbTY/ZOY+xq9tQ0qOv73qnScxW1GOPo2XvcVTCv+sJqfVgMRnUtujZtr1lFr3FWG7Wqlwuc/r0abLZ7KYqktayDUoprly5wujoKM8++2znhWez171csditDluqa8xaEJ89i5qYAIwqqdmQ9PREWJbD4HZNXx+Mj0O1JsjnNMVZqNUUUSxAi06OThBArSaWDLOOkSRXCuxr0VFm5wzxIgGrDn0J2NunKc9oLr49yfbBgD27dhmZvRAI2wbbRlgWViLBE70hTxxKghCEQUCjXqdRqzE3O4vUmrTrkm5l+ViWta5oBJHNolcoIjeCY0cV9bpkelqgbZv+ZJ1Gq7FeW0Hmh8Yu9uxzigvnLcIA7K536SAQODa4XfV4FMG9u5LRMUEUmYD469ckU1OCKBbUZJ5T75T54AcF+/ebArbZEMYS13ULaG3ywdrw/RjbUrgJC8cRlMsm4+rQYU1fX4BlJdi9W/Oxj8W8/bbm9h1Jo2ojwiXaLy5CIrF0l8a2/D8IIZkw+VG2DY6rkWLRflsJJKHpKPgAbN+hePqpWXbvyaxp8MzlNcePa0Qmg66vPuBeCEEimSSRTNLT22u697XUUzMzM6g4JpFMdgiqxc86633vQ7TsJo8rIfUwwy7bSrWhoSGUUlSrVYrFIpOTk1y9epVEItEhp3p7e5edGavX61sadPmwcffuXf7W3/pbHDx4kB/90R/FsiyazSa+71OpVLZ88uk9bBzrKZrbhONSaFv0du3axdGjR7dUCQ8bV0qOjY1x4cKFdSn3H5Zlr602Gx8f70zq3r59e9l1a60ZbY4uu7xMwibj2oRhAu36KOkxkf027sQL9KYdIqVJOeY4LCl+eQTQGPKl5keErUE5l7CxpSTlWOwfSHF1ss6Ze+UOITU5OUm9XmdgYGDdL4iP8qXy9EiFz54apxZE3Ct6zNSCTp6WEHBwW5oXd/dQDyLevD2HHoTZmsfnb95kpt5dACnSuWm2D85gORHKTyCi9H1kFMD7Dvaxtz/Fn12aRkUaxwbQFGOL6bkMUmnyToPedIxA0AjiDgnVfTVaolV3avBDi5Tjdf1+8TF9MEHVrrdPj1TwIsVU1SflWDitjnlRrJiaE1yfmuL4rjzPDeeJYsVsIzST57EijBW2JcgnTBe/YiPk69eLfPjoNqwlAsyXhsYhj70KMqriR0xUfGpe1Mq+StCX3oBqRuTWTEbBOgmpxavuKPLTFLZ9DwO7D3Qm6S5dukQYhvT09HTqoM0iZB7HUPM2IfU44buWkGqTIe2Bfs+ePRw6dOihXVTtIqF9E3aHdh88eJD9+/dv+SCzVKHieR6nT58mjuMtmzWE5bvsdedVbVQdpsOQ8Gtf63wfRoAwXe/aqDeg0RSEgSGsgtDYkNoDi9bQbI2Zy9V0NfIUKK1+u1rjmlLQP6CxZESzEWBJl11D2+bPexyjlUKEoRkKtUbX5x/0NpCXknw+j87lCHyfRrNJqVbDL5VwUymQEst10fk8Ejpsh1YKoRQ6jo13Lo7nFVFbWLz29GpOnjS2t2KU4vCBMm+/ZTFbFPi+AAQJF97//ojhYc3sjOLWbYmQmkQCfA+qNTh4QJFKzXvtT52yuHtXYFlGRXTlsqRWM7a3VN4mq2rUK4Kvv2GTyUREocBNGCGY77WujRZiNX/fNeo2jYZuZYGZn//xH9scPRbz4ovz5Ulfv+YHPxJT00m+8NkKo6MS37//ULbJJoB4mcn79rUnBbz0cozrmkD1t96yuHzZQiujLgtkElmvIi1xXzD+lmCDM7BSStKZDOlMhn5YaO8rlZBCkGzb+3btwn3GyKwfZ0LqUc2cSSkpFAoUCgX2799PFEUdK/CtW7c4f/48+Xy+o6AqFAqdY1yr1R6rXIHl0B5b7969i+d5D2w1/DjNFL6HB2MpFXr3ZNvTTz/Njh07tnwbYO3d/troJnnWOzn4MBRSnudx6tQptNacOHGiUzeutO7ZcJZGvLylx5KCQ9uynB6JqYUeUmp8XaFWeIf/6eAPcXWyyeWJKpYQXYHVjwZCQLusdCxBGEO9lUmlNHzr9hwnD/SRS9o4lmC2Hiy4FvP5PLdv38ZxHPr6+ujv719x0mApPGyFlNaaqhfxlSvTRMqEzdeCiO2FBOVGSMWL2JlPMF72mezx2VVIUvVizk1UuTjt44WSJ/pSnB5vXQOywe6990gkQkDQKBd4fqcZhypeyFjJY64R4toWO/IJ7habaE1LSWQMalJDbCmUBWVSeA0HqUNSVg1L3n8dtmt8DUgF0l7pPnkwQdXOlq37EeMls31tMgpACoe8W+PenM2evhRJW/LCngJ35zxKjZDRUhPHkvRlHGRrPHJiwWw95N5ck32rtO3pOIkjmsDK189sI+TyRA0vjHFsyVwzZKoacGgww671dIhchzKqs816s8ZgQWx/CC0P4Vqwfft2tm/fjtaaRqNBsVikWCwuaBLTnqRbb5OYx1Eh9Tgq4d/1hNR6Z87CMOT8+fNMTk4+FIveYnTPnGmtuXjxIjMzM7zwwgv09/c/lG1YXCzMzs5y5swZtm3bxpNPPrmlN9hShcpiSfpG1WHRN7+5IJS7rxcsS+MHgmTKhESPjwk8ryXpDaE9wHQP7SvVciEO2XVIYm3HhJFnsz6zsz6ZbIp9+5MLO2N0f/MA1VK3GqWX+eC/cqlEEEXcm52dz/JJp7Esa6FySggjw8lmIQgQ2WzHU6aFQLSKHR3HhshSypBYK1gilkM6rXniSQeiMijF008rLl+SXLvmk0hoTpx0aXevPnZMEceCySlBuQyuC3v3KI4cnT8pU1OCkRFBIa9xXTOw3b5t8gNqVUG9maFXlkgmDJl1+5Zp3WvbkM1octlWF7u66OyOlIAGaUEULXzGRLHgwnmbwM/zvvdVsSyLRMt+lsuaDCnH0WglTAg98yRTq4kISrUO3aIaslvR1t+vefLJ+f184QXF+LikVBLYjqaqXdLKY88exf79im9/SzIyKsmkNSdPxvcF5bcL1nUNQLncpmeKLbb3+S17X6VS4eoTT2C9/TZ9fX3EcfxYDZrdeLfMnNm2zcDAAAMDA4Dp3NouzC5cuEAcx/zu7/4u+/fvp9ForNretx585jOf4TOf+Qy3b98G4KmnnuIf/aN/xMc+9rFNXU/7munt7eX555/n1KlTPP/885u6jvfw7sViy16j0eDMmTNorbd0sq0baw1X70az2eT06dP3kTxrxVZnSK1UN65ESC0XZt6Nff1pbCm4NAPTYYmELenZFlLvP83/sud7+bdfahIt1e74PqzdfrUWtLkgW5icqnbjPtuSbMu5zNVDLoxVeHV/L0Gs6UtJ3nnnHXzf55VXXukQT+VymdnZWW7dusWFCxfI5/P09/fT39+/4svjwx4fL0/U+Oq1Wa5N1bk2VWNPX4qqF2EJgS0Fji2JWwSD0lCsB+wqmEDvkTnFXFPRm0vgODb5hKTihwxsHyGXreG4EVEjhaNdXtnXS7kZcnqkQqkZ4loSS8YU64H53pboSBErsBblPmkgIEQJqEdZiCUpEZJL1Dt1tiUEodZEgUs2sZBIebC7YIlw9NZ5TzjyvmBtpTWhF4OOGCnF/OGpCVxLMFRI8tzuPEcG0/z/zvs4Nh0yCgyhVQ9iSs3V1dpSpEjIkAeJqZSGu8UmfqToy8y/a1W9iDvFJtsyLo61+utKiDxynWQUbI5CCiSx/f1oefC+3wghyGQyZDIZdu/evaBJzL1797h48SLZbLZDTq2lScy7pc5bCxqNxmOXFfquJ6TWi4sXL3aCurey+F4O7Qu9Uqlw4cIFHMdZd2j3etEuVLotckePHmV4eHjLB7jFhcrk5CTnzp1j9+7dm6JU07Ua0Te/ueBng9s1Q7si7tyx0QqmpkVH/bReNEmTZ/U2pjZcF6T0mZqKcN0MR47I+7KSOhCio5JaLdrBf2EYEscx+VyORrNJtVplZmYGt53lk06TSCTM0BrHiGYT7fv3LW+ZTO6W/1Aaa2FbntRmXRbIgWLGxzRvvQn1isLtSXPyeJEdO8zHjj2pGNxeQQpBPt+HUjA6IghDwfCwIggkk5MCrc2xi+P5cqE0J4hjOgHncQxhaEifepQgIys0A0G9Yf5kfNwEelcqhhSybVpd5DTViskNy+U01ZrpqNgNxzbB50EAd+7kOXmywvTMDFGoqMtBUlGD3t4MU1MOlg0sOpRSGsIqm4FkUuN5UOvKsWrLxy0LPvKRhSvv7zeh7adPS25PZskEZVwXbEvzm7/p4Hnzyzl33uKDH4h45dX7XwbWdW+vg3hcC4QQJJOmhW//4cPs+qmf6ih6pqeniaKI06dPb7rUeqvxblV3JRIJdu7cyc6dO9FaU6/X+cY3vsFXvvIV3nnnHRzH4VOf+hQf/vCH+YEf+IFNVZIMDw/zL//lv+SJJ54A4D/+x//Ij/zIj3Dq1CmeeuqpTVtPG8ePH+ev/JW/wj/7Z/+Mv/pX/yq5XI5sNksmkyGZTNLb27ulrY/fw8axUcteu77YaoveYggh1kUITU9Pc/bsWXbs2MHRo0c3NDloWRbh4oFsE6C15vbt21y/fn3ZunE5QirWMRP+xKrWM9ybYrg3xeWSTSUyBdu1yj2+ceVPOHdniNVpv7Z+rNCY2sC1JUnHwo8UCVvit/KuRkselyZqDKQtwsnrWP05XnvtNcCohS3L6oxvYFRns7OzFItF7ty5s+D3/f3996mnHpZC6spkjf/4rXtUvZiMaxEpuDbVwJKCWCm8IEZojQTiVkvh9tGfawbszFncKEKszO8zCYeGnmVoeAzXjUALwmqBH3naNBg4N1rh3lwTKQR1YhxLkEvahLHJ+8wnbSpeRBTrBdZNwbw9T0hAKnwswqiAigRpyyPneqhYknaaC/5Os9aoi/nrSwroswOywnRP9MMI17ao1ixSVsUErGNkWX6kuVNsUvUjPnx0gIQtafjxAmGT2U+JY7lokQAt5zsFConWorN+gcBBEEYuigQKkMvcIV4UU/VNd8BuZBIW5WZELYjoTa1OobdRMgrahNRGliCJ7R9Ey32r+/SiJjFBEHTsfZcvXyYMwwVNYlYihN+tdd5KeByV8N91hNTY2FjHr/3CCy88souovd633357yzv6LYf2DOLp06c3xSK3FrQLFa01165d486dOxw/fnzTXnzCr30NHQQLfiYEPP9Ck0xWcO9eL2HQrYdae8ClR5IslQd/cBGEgO2DVSwbdmxPsX+/ZM/e5dcucrkFSq81rav1z00kcBMJenp6UErRbDZpNhpMT02htCaVTJLcvp10vb42a4HWxlr4gIL74gXJl75sEfiCBkmS1Ll9KcWHPgzPv2RILNVsgmVxu9jDF/+7TWlOo2JFHCrSiZidgyFZO+bqVclcSfPqKzGOa1RM5vyZYbozYapNxlIc+UThfIFx+46kr0+TzphcMCk1WgsCv10kwVxJYMmFs2TtLnztr8NQkkzmSYkMZ87AeCmB8Goo1URITRjYmLSw+fnZODJk07ZBxbYBeOnliFJJ8OabFmNjEqVgoF/zkY+EbF/iVujr03zoQzFffhMuvy0JQrhzt2uG1jIriiJ44+s2x44FHaXUegtWkc+v+/pbD6wPfhAnkehIrZPJJJVKhb6+viWl1n19fVuatbcRPA5SbiEE2WyWX/3VX+VXf/VX+Yf/8B9y+fJldu3axa//+q/zqU99qqNi+rEf+7ENr++Hf/iHF3z/z//5P+czn/kMb7755pYQUu1Jny984Qt89atfZdeuXURRhGVZzMzM8KlPfYp//a//NXEcv+vP1XtYPdr1zaVLlxgdHeWpp55i586dj2Q7VmuZ01pz/fp1bt++zZNPPsnQ0NCG178Vlr0oijh//jylUomXX36Znp6eJT+3XPOacW+cUK2NJNuX6+X83ASxVkxWfCpylOTOgObdfcv8xdaqopZCFAOO6W7Wk3IY7k0xXQ0oNQIUsD0FB8UEx/bt44knnlhRPZdMJhkaGupkArbVHHfv3uXixYvk8/kOOfWwoLXmjetFKl7MwYE0QgiKDRPiPVMLiTVMVQOkMBlg9SAytjVbcm2qRk/a4YM7bO7MBdwoB0TKptRsMLTvFo4T4iZDHD9PbNlcma4hJNydMyRkwpb4kaIZKmIV4liCSAnCWNObdig3Q+LI1IBC3N9MBlpXg9TgaOq4VJtJkjrCk/GCq0W3/Jei1f2u8337Ey3ypLMKbRojJW3B3r40rxwq0Gg2uVkqMVo2DXZSIqCOUaRkEhKUIFIaKTTVCM5OwkChjzOjZZoaUq5EaUXdj8gkbHb0J2mqRRODXfto4ZKSMbEO0FaDCA+0DcJu0VStbsUaBApNaHJyF9WFqrVvq50EEKKA3ITg9I0ppCxi+yNouWfd63ddd1l73+3bt5FSLqg5u+19j0OdtxiPY1bou56QWu0FHMcxly5dYnJyknw+z+Dg4CMjo5RSXLp0CYAjR46wZ8/6b6KNIIoipqam6Onp2fIA9cVoh5q/8847NBoNTpw4sWlsrZqcJG51z1kMx4YDB5rkc3mmJjVRZKMR64rHiXBIcr/Eqt2gbnEdJtvCIano71d86PvTSLm8MFhrjZYS3Vw+MH01WLx0KWVHugoQBAENz6M+PU2xXsexbVLp9Ko6oa0GcQxvfN3C9wWZtEZIi5RSNJqab35V8/ShENsG2WjQbFp89Yt1vKqgN6WpecJ0mAthOtZ4BYttOyRjRZuROTjwBAzsF6ibLtO+JpfT3B2FqtIESFKhj6clVmuWSEpj0yuX4chhhUYwNSkoV0w5YklDSGndKi6XO6badAFECM6es5hs5Bnqq2BZSeoNc47RAdPTFvW63bHrOS7s2qVJJqGvX1EpC9Jp+PEff7ACKY7hwnnJ5XtZRq42cWxNNguzs/PnR2mwpVF9RRH8xV9YfOSjcWub12HZEwKWUMxtFeTOncgjRxb8TGuN67rs3r37gVLrvr4+enp63jWzVY+jlDsMQ5544gl+7dd+jV/7tV9jdnaWL3/5y+zbt2/T1xXHMf/lv/wX6vU6J06c2PRlW5bFZz/7WX7rt36LX/7lX+bEiRN4nofv+4RhSLFY5JlWVtnjdp7ew8rQWnPnzh1c1+XEiROPrPheqaNyN4Ig4MyZMzSbTV577bVNU+2tdv2rRXe0wokTJ1bMXVkuK3Sl7nrLIWnZbE9luVkp4YUxsdb07JhERTblscWNbx4+GQVGkVMPYqSAI9tz5FMOhZTN1UnNvrzgtfQ0zz279onXxWqOtuV6dnaWkZERlFLYts34+Ph9L8uLMVJq8o0bc9wtNtmWdTl5oJcj21dXe0dKc7fYpCfldOqInYUEZ0bKhGq+g53SUPNjcgmbXQWXmVpA2YsYyLrsSUp+9HCS378BlyariOQEAwOzuI7CFQ5u1EckFTO1kLuuh9JGCTVbDzokUwNIOZKD2zKMlTzqfmzIHYxdzrUkVT9assNxOzNKKEiJmERi6frGEmZfWg3rOldUt/C/jd60zaHBDIO5BEOFJFoIUm6aH3whxa0pj4npccpNj1hpNBpbGiuvecEWSAFVv86r+3tphE1G5ppUvQghIJe0eXlvgdQS4e6dbW2RUUKH89vWYdciNFFHfd+GbUMmLRkrR/SkkkjM8ov1kL50ikwihSJeVmEFbWXU5jRAWj8hZRPbH0PLjZP3baxk7xsZGeHSpUtkMplOzRlF0WNXPzQajfcUUo8C9Xqd06dPY1kWJ0+e5MqVK1vqqV8J3a2Gbdt+aIqkxRgbG2N8fJxsNsuLL7740O0vvu9TKpUYGBjgxIkTawpvfBDCL31peTWIEMwV4fRpD89Lo/X6Wv/WyJJl6UydpS4ty9JYFlgyRiMp9OSQ8sFrFtksbCS7ZxXn1XVdEtu20VMuo/r7TdvURqPTCS2ZTHYIqvWcp5s3JY26IJHQNGWWtK6BANfVNJqCa1clx1pZSTdvpEzHw4Km2TRWPMtqtVOOBVGgKE4qMtmQ6oSilFRkU/DCQcmZM5Izp43KKAlE5HC0KTa0kGhpmxbBSDwpuDMH/5e/FlOtwGf+nw4xioStqJV0qzNi1CGywGyDiueJxu3bPUpzFsWSZHDA7zwssxkIQ4t8TvLJn4gZGfH55jcF9brGdUNUDJWKw7e/5RBGFpY0eWLf+30xfX1LXxMz0/Anf+JQKgvKoSSlW9lWYuHnlQIl5k97vbHo/K/xPhf5PLq8dkvqemF94AP3/WyxHHopqXV7JuvixYtEUdQJ6+7r6yOdTj8ye9/jOnO2ffv2zvf9/f38+I//+Kau49y5cx1yKJvN8rnPfY4nn3xyU9fRxqVLl3j11Vf5x//4H6/4ucfBAvo/KtZ6bqamppieniaTyfDaa6890ntwNYTQ3NwcZ86coVAocPLkyXUFoC+HzVRIrTVaYal1e7HHbDC7rvVvT+a4PDtHpLRRcgB9Q6NEoUN9uv3MejRkVBuW0ERKc6fYoC/j0gwicjLgtV7FyROvkm8HZG4A3ZZrpRQ3b95kenq687KczWY72VP5fL5zni5N1Pj3b9xmuhaQsCVBrPjmrTn+yqvDvP9g34P3TQrSCYvZ2ry6bbTkEWlItKx0UghiFVP1FfmEpOzFXJ+uozTcnGnw9h14dtDh//HJ5/lbf3SaoO82ttRkUhGy2Y/SoqVw0jSDGCkEtXBewdSueBqhAjQffXIbE1Wfa1N1ivUQ1QpbX+qK74jnNThKkXBXmGwTYAGWBNsS+JEhTGzZCtHXdL5+aW8PBwfuJ7zztsvJ4QazPQW+eUtRboY0Q4WQLXOB0katJAQ6DtFxxPsP9jFbD5ipBbi2ZLgnuSAY/b5z0kVGmX1c/cTjgf4UXlij4lU7hFUhbfHE9iwK32ShCQewWworsx1CxwhcnE0io2C9hJTTIqN2bdp2LIXFNWcYhgvsfb7vc+PGDarV6gPtfe8WvNdl7xFgqS56mz1jtFpMTU1x7tw5du7cydGjR3njjTceSjvebnR3bWnL1x/2jTM2NsbNmzdxXZfnn39+U9cf37hBfPPmsr8vl0JOncpRryfRWq6LjNIs78teDlJoXDcGLBxHcvDAKq4/14UVgsxXjQfJv1y3E1gtpey0j293Qms2GjQbDeaKRSzLWqCeWs2sQBzNFwKi67i1Qxe7b8VavTXgAWHQylxSLbtbDI5j7HRT04LbtyS2Dam05uBBxb0R0SGL6osIQ9dSxLGRklMHJwJR1ehySPGuwG7YpBzTaSXVVcwqJBE2MTYxEh2bma2ePthzvMa3Lm/j9kSa7c0m/X2S3lyMVBGuo/F8sz3Dw5KPflQwPSUIAot79zSXLtuAxnUClJLcvWfx3/6b4JOfVLiuWX8UwcS4oFQSfPNNi3JZoNI5ClQJglZGVv3+eyeK59V4w0Pzx1t3ZTmsClKa5P+HBLl7N7KVK9QNrfWK15nruuzYsYMdO3Z08pDas8c3btzodC5qh1U+LCVo25L8uM2ctbuvbCWOHDnC6dOnKZVKfPazn+VTn/oUr7/++qaSUu3j/vGPf5zPf/7zXL9+vZNb9R6+O6GU4urVq9y7d4/+/n6SyeQjJ4RXqjfbKq5r165x6NAh9u7du+n12GYQUkoprl27xt27d9cUrbDUuke8EZRe+/ZMVnzOjpUp+oJQqU5ZIwRs23sHFds0i/08SjIKTFB21rXIJiyG8g7psM7LOxN89P0vLjn2bPR8Syk7DWuee+65zgTN7Ows586dQ2ttXqb7+viDU1Vm62HHbqe1ZrTs89lTEzw/nGe2HnBjuoFtCQ4PZtm+qNOaFILX9vXyX74zRrkZkk/azDUMCZRJ2PSmHRpBTC0wqqaLk6aDnmMJko5EKU0QK05Phnzx8gzDwyNMywaWpYgjm2bNBUIEkLQlNT8ytr/W+hdXstenG+wqJDk8mMWxJG/fKZntWeF4aQWuVqRWIKMEkHUtMq5NuekjhSDlShpBbBT0GHIu1ppc0mZv3/3h0DnLISXmAE1fxqE37VDzTSebWAkTXC6MDTBpCwbciNHRESzLJp1OMZxLkXpAjb2YjOo+SGIV90HatXl2yJx3L1K4lqQ/45Cw55+ZWodAuEBhZYk8UCYggcRFohHaW9DBfK1YOyHlEtkfB7n9wR/dZDiOw+DgIIODg8bG+sYb9Pb2Ui6XH2jve7fgPcveFmC5CziOYy5fvszExMR97XIXd1/ZanQP5k899RS7du3qbMfDJMYWt+adnJyk/BDVD91k2L59+5iZmdnU4ksrRfilLxFF8+TF2JhgetrMcqRSRUZHFfW6i23b6w7Qq5In/4DsqI5atvV/GElUQ5LJwvPPa/pWYfsXySR43ppVLUttx4PWs1xGkOM4OIUC+UIBrTVes0mz2aRYLBJFkVFPpVKkUymcZV709x9QJBKaGS/Pdnt+Pb4vcBOaAwfny4dc1twPcdwi/qz5XCcLmC22gsb1PFkVxYIzpy38VmSYECAXkXBhZK6HRML8bRiaPKgb1wWvv2Hj+2JJZ5pE4RIA83lkyYTG8uHtL6dJZjyyIiIshUxVQe7Q9Pdp6p7F9iELmXEQUpLPSfJDAo3gjTMOdQl9vcrMNMUhThAyMyv45jeLHD0agU7zrW8XmBi3CEOTdSUk2ITYliZ8QOaZ0qZh4ksvLyrN1nAtiWz2oWdHLYW2HWE1aOchZbNZ9uzZQxzHHan1nTt3uHDhArlcrlMoFAqFLSOM2i9i7xFS98N13Q459NJLL/HWW2/xG7/xG/zWb/3Wpq2jXeBWKhU+97nPcfbsWX72Z3+W3t5estkshUKBRCLB7t27H0ljk/ewNrRfoJdDuyudUoqTJ08yMTFBvb6xoN3NwHKEUDuHaW5ujpdeeone3t4tWf9G68y2ldDzvDVHKyxJSK2iu95i1PyId+6WaIYxPYkUUexTDvxWq3jTkGRw/00mQhu/+mhcB22EsaYexDyRkLyUnuHZA1sfpN9dRy+eoKlWq8zOznLx1hhnb9dJOxa1amRyRV2X7TmXkZLHP/vTa5wfr1EPIhK2ZHdvip96aRcfPNS/YPnvP9jLZNXn7TtlpqoBfqRMM5qkjRcqpmtBxxbXvltjpTtkVJvQ+U/fuczTz99ANsFxIrxyH7SUb23LHyydBdVGFGvuzXns6U2xpzfFRNljtn5/NlknqFxBQsckneC+z3RDA+mETS5pMdcwtedQIcG9kk8zjDs2vlzS5v0H+7AXtbQrWA4JUex8L4XgueE8UsCt2WaL2FJY0qjKnh3Oc3gwi1LKOBSaTeaKc0xHUyQSyQ7h6Lpu51wsSUYxr5BaLS/rWJId+dU305Iih2hP9moPhdcOxEDoFEJYSGKE9tf46rIWZWOiRUYNPvijW4z2uLRz504ymQxKKSqVCsVikdHR0QX2vrbK6lFPkoCp8x5FpuJG8K4npJZC26InpVyyi55t21vSdWQpeJ7HmTNnCMPwvsH8YRJSs7OznD59mu3bt3Ps2DEsy9rydsDd8DyP06dPE8cxJ06coFarMTU1tanrKH/jNOf+j2lu3ZaEoeFy4khgWZogDHGcDNmMRGuoN4xwqJ0ZtFrECBKLW6ctgXZmkNAay9agjbLmmeOKEydWYdVLpVAbseot2pZl15NMdtRRD9wmIYw6Kp2mD6Oe8ppNGs0mpbk5M1OXTpNOpUimUp0CLJGAZ5/T/PlbAfW6IVa0MmTT8eOK7s6jB5/wuHEjR6XSUgmF8wqqWEHcqiMsCcnkfNaT0vODWU3nyYrKfcKwMDTrFQLSaU0yqfnTL9h4nlgyF6ANuSgg0/cElm22a6ZUIE8ZIQQJVxOGguKswHU1/VkfmmrB8Q8D0GWHPgfS7VtPAAkoNS2ktQ03U+O/fr7A3XsZsCRCCJoIQuWQbYbkMjZ+EKNiYy20WzOK3XBs+OmfCuiugdekkLKsDWeXrQVy3z7k3r1L/k4ptW7ienHnIt/3O1LrCxcuEMcxPT09W2Lva7+IvRuKj7XgUcycaa3xtyir7NSpU7iuy+joKH/7b/9thBBEUYQQgpmZGX73d3+Xn/zJn3wsO+W8B4O2+ry7vnnYE4/LYak6r1qtcvr06U6n562cQd+IQqpcLnPq1CkKhQInTpxYs5Vw8brLYZlqtPa6ZrTkmY5grkWkNP1ODiVjat68ekZKxfZD1xi/fJSw8eiyUSJtcqTGZsscPXGQJ48eeODfbMaYsxRZK4Qgn88TyCTjkzbleJRKrAgIyTSaSDTScRmfU9yeaZByLXIJGz9W3Jhp8B++NcKe/jT7++eLNMeSfPKFnbzvQC9jZY/LE1V+55sjlJomv0i1tkMKQwMpDbFuW+zaUET5CxSbdRI2ZO00TZkkbilsgkjh2IL+jEvNj6kFS7+nREpT9UL8SHUUWt15T1J05UYpSBHjPoCMamO2FpBNpBjKmriHZqTpSztEyibjWgz3pjg4kF5gpxNAr2Vhd5FRbWQTNif293J0R5a5ekjNj0i7NkM9SdKuqRG6HQrQcih4Tbxmk3K5ZGrwVIp0Ms9ARi+pSOpkhW6BUlCK7Ard9BSaurkGAGPzSyERCEIkK79zr14hlSJyPgHi4YX5rwSt9YJoBiklPT099PT0cODAgQX2vqtXr+L7/oLufblc7pHY+xqNxnsKqa1A98zZ+Pg458+fZ/fu3Rw+fHjJAtOyLDzv/jDqzcbs7CxnzpxhYGCAF1988b7B/GEQUlprbt68yc2bNzl27BjDw/Phj2vp/rIRzM3Ncfr0afr7+3nqqaewLItGo7GpbWrDus9X/unXGb8hSSU1XhNmZgSOo+ntbZDJSIIgyeSkJlbKdF3Tra5pazgENQoUKK3y02b6TimBFGbeYmJCMDkJ27ZpZMtHrltqnwWw7Qdb7VaDBz3obNswd+uA4zg4jkMunzcvlO2ZnVKJcHqaRCLRUU994IfyFHI1zp61qFaNeufJp2KOP73w4KdSmh/8SMTrr1tMT8tOsLhjt8LGW7Nrna63rerDtgzhpABbhPexcFark57S0Ner2btXcfu2pNkUJBMmr2q5o71UMGYUQYhDpuWh1xo8X+D50GxqUkn4+jcszp+X7NunOHJEkUqD7UAq2YoF6+LJ49jsUyEPd29kmRsV5GQdx9ZEMThYBDgkIx83VKQzgnKlZW8UAtsVJLI2Wpr2wgPDmt69yfnzrxS62UQlk4YhjGOzE8tAZLMPNzvqe75n2d9tJlGQSCSWtPfNzMwssPf19/fT29u7oWy79rP93Z4lsBj1en3TApWXwq/8yq/wsY99jN27d1OtVvm93/s9vva1r/GFL3xhU9fTvmb++l//6/zlv/yXAaNKCYKAMAwJw5ByuczLL7+84PPv4fHBcupzePgK9OWweDvaMRL7ujqtbSXWS0jdu3ePy5cv88QTT7Bv3751befida8nzBzgbrFBpRlS88yY5doCO2mRsCJiBEFsJDmWFbPj8FXGLh0j9h+d6lFr0E6Sw/sfTsOilc7NXCPkd755j5szddIJi2JDMeMJ4nSGfb0ut2fq1IMYC02SGKFsso5NAxiZ8zg3WllASLXXd3u2wa/8yRVKzfvrCEdCX8ahGcZUvPvvwVRumu2DM/iRxnZittu7sAdtlNJMVn1KzQiBQGnNQNalXmwuWZ9pYLJqCKavXp3hxnSjU85rDBEmMUr6hI7JpsLWBObCPKrFsKWx5O3MJ+kjJJnJEIgESmsKSYe0a9EIY/7i1hw1L6I/4/Dqnh76ExJrhfcDIQR9aZe+9OpiA9o1dj6X70zaeI2IsDrHvWID13U76qlkItnpomdWtqpVrBpCpJE0WHmKuxsRWleZP/sJhEhgoVvqqYXPpFURUiJNZH8CxIPzzh4WHqSEX2zvaztM2qr9dj5Vm6BKJlevVtsIHoYSfrPxWBBSsLJFbzG2ulDpJoGOHj3K8PDwkjfaVrTj7UYYhpw7d45qtcorr7xyX4D6Vq9fa83du3e5evUqhw8fZs+ePZ3jsNnrvvL//SbTt+v09GhcB8plgW1rokgxO5vCsiVBAGEgMEPUvIpptQixya4hxE9r0Rn0ImVWdPuO4M/+DHbtFPT2amZmTYe/Hds1Bw6armkim121aulBEGZDlv5dNovejIwqzECbbCmjejEvfm311OR0nfBWmf5+yV/6S0mETHP7ts34uOT1NyS9PQtte7t2aT75yYivftXi7FlJOmXIqMAXxMqoplTr9m3vWZvrrVEgr8v3DZmuK0imNM2GwLYgClvWP+hIyNvk1mqH2wbZJcnJjv2vDNNTgnv3BJcvW3z0oyE9vXDkqOKtb1tUaxq7Fdge+IJCj2b/fsUX/7vZGccVWJZRY5XiPKmojNaCRkMaW6IwyqFEUpHLghAxngdZITi+L0ZX4sUbhuX7813zhADLQliWSY5vfa+lyVaryTxTk4IoVBSyioG+CEtHS6f2bwDyiSeQK7Q33yrlylL2vlKpRLFY5NatW5w/f77TWruvr29BOOxq0J41exwJqa2cOZucnORnfuZnGB8fp1Ao8Mwzz/CFL3yBD3/4w1uyvoGBAQYGBrZk2e/h4WGxZa/ZbHLmzBmiKFrSSmbb9ruKkGp3V56YmOC5555j27ZtD2X9a1XCtztST01N8cILL9Dfv34lghCiU+cprRhtjq55GSNzTSarxp7n2KZeagYxMrKR2Yio7e9vwXZCdh65wtilY6jw0WS3OJYgl3K5OF7l5X3zVsxyM2S2HpBx7fvymTaK5SZ4375T4laxyaHBLNvzSd65V6bqRYyXPfxI0ZtOkvVbJJ8FTT9EeR4CTSMWXBuZon4w11EP14KYn/vdM1wYX752dG2Lff1pan7EpYnagkk9TcjufdcBjZSaqJlgIgjZ3WdjWW21usYSRmWVTVi4tgkVXwpBrPnq1RnGKz5oQ4Z1i7HiWJAUEZlEQG/apdwM8UK9Yp1nWxLQ+FEMtlGF9Wbmz9fliSpfv1Hs1I53ih63R0v85edz7CxsDaEghCCTzDOQjhE6TRzHeJ6psaenp9FKkUwmcbdAbSlECguf1VfHS8FHax9DX4qWvc9GohDaaxFSK9RXIkNk/zCIng1sw+ZjLUp4IURHATc8PIxSqmOpHRsb48qVK6RSqQUdozezwUU3arXae4TUVqBer3Pq1KllLXqLYdv2lkm5gyDg3Llz1Gq1JUmgbmwlMVatVjl16hSZTIYTJ04sGaa4lYRUHMdcuHCB2dnZJfMRNmvdk5Nw/VSV6h9/mygG1zGPzDCK0VqjsfADQVIYImPx43QlEdLiGZTlCIiV0B0E2F5mvS64cgUsSzA0rJECrl0TzMwKXntNkUk9JGXFFpKRtm2TTOW4e7fAtakeRHUOIUJ6e+pUKlUq1TTZrCDh2oyNW5TKFgcPWhQKmu98x+LKZcnsLAuynQTG5idaFrooav1QQBgJevoEutKERbe2FBCEhiCMYpicFExNmcInVubn7UyA9klfycIHEOCSe0COGJjt9HzB2Dh861s2H/loxEsvxVy/JhgbMx0BEUa09PJLMWFgttFxTRi8ZZlg9ZzT6AiatDazYKkUDA97jI45zJUM+WnbsH9fyDPPLuHHXzwDpc1B1IuehSKfZ/xKlUuXJI2m6BzDHTsUTx9XOO7SRJb5YzEv+9PaKLPaoW5LPOuEECuqo8xmPpxgcMuyOp2JgE5r7WKxyLlz51BKLZjJSqVSK96jcRw/dqobrTWNRmNLFVK//du/vWXLXg7Xrl3j29/+NkKITkvnNiHw/PPPP7RZyfewOZienubs2bMLLHqL8W6y7Hmex5tvvokQYlU16mavf7W1VrPZ5NSpUwghOHHixIa3s7vOmw6m8dXabLmx0pwfqxArjSWFyStCIYAgklhNG2XfP644CZ8dR64wfvFJtHr4rzGDORet4du35zg0mCWbsPjy5WnevDVHzTcZTcd25PjEMzvIJTZu6V5pHLox0yBlSywp6E07nNzfy2jZ485sk+NDOT7x9CC/8dVb3C02iVTLcicElpA4QpMTHt/+9rdJJBL09PTw81+Yo9hc+b2lHsTMNQzxlnEtqv785/u33yGXNbYvS2iiZoY5K2JbEONYEtnKx0w4VmfCWKygZxKYwPtYQdKRpiQUmijWxArSIuT4LoepmmK2FqJWCKVqH8UgUiZyo/WT7qOrVMw3bhSJlKmLpJLkRBPHCvjiJY9PvbZ7xWOzXizOjLIsi0wmSyaTRaMJA2Pva7Ry80ZGRki31VPJ1LprEaNqiliTleSB0GgaXfY+i2bk4NouChfJQlulFjli+4dBbLxD5Waj/Q6/nuMrpaRQKFAoFDr2vvak6LVr1/A8b8vsfVtd520F3vWElNa6YwdbzqK3GFtFBLX99vl8npMnTz7Q7rFV2zE6OsrFixfZv38/Bw8eXPYC3qr1NxqNTobXiRMnliz2N0pIKQW///uS//pfJQevvs72mZBaTZBKaaRsInAIQrfzDtxYRxxO97DlkSTH2i1Mi4dRraFeM8SBZUHCNVlImSxMT8Pt2QJPpjfRKiWWtqKJXG7TVFjL4coVyeUbCXLpGqkeiecnGR1LEQaanbt8tA4JwyaODcViimTC4vp1l+vXTVGxOFJGM89pWHLecWbZkElrnv1glkODRb74ZzZ3bkuUNsdXCBNqHoTzHJxtzX/d/r+bPLQkHbvgUvBIkV/l9dDmYi5fEXzP98Dly5JKRZDJaqyWbTMIBadPW3z0YxEJF7IZTbksCAKoWzlsz6wrk9H09RqLZ6kEsUrw43855voN8L2AgW11enrKjI7EJFvFSCqVwnGcltXxAYOZ49CcqXH5siSMjLVUYI7f2JikUMCo2ZYgsh4IIcC2FxBZ8uBB5PaVu6Q8qmyf7tbaWmtqtRrFYpHp6WmuXbtGIpFY0L1v8fP+cc0kehy7r6yEs2fP8su//MtMTk5y9uzZzuRMEJii99y5czz11FPrbDv9Hh4mui16Tz75JEMrKCvfLZY9z/OYnZ1leHh4y8Otl8Jqa62ZmRnOnDnDjh07OHbs2KZsZ3sZWus1h5n7keLtO3OMljxirRFo4lgTC2O912hi3wErBHH//iVSTbYfucLEpWO0VfFbh/kJIIEZ003w9xz1IGJnPsl37pUppGyGe5M0gphv3Z4jiBV/5dXhFZe86i1YZgYt7VqEXec/7Vo8MZBGa/jAwT5e29/Lf3jzHs3IEH22NFY5L9JYruATJ59he9Zhbm6O/+1rt1tk1IMDqO/OeQxmXY7syHLqbplYg7AaDO++Z46T0KgoQcqxW/Y6TRDEFFI2SUdSC2KKDTOL3I5p6s6HouvrtiKq/XNbCiwshPboyygObc9ytzSDFGDZ5lOx0p382M6REy2LX+sHxUZAb2bhcX3nXqVDRgll0WvXcayIWEEzVIzMNRnuXR+RG0SK2UZAFGuyCZuelG0m7ZYJMJ/fbIHruriuSzqVYnRsjIH+fhrNJsW5OaJwykRotDpku667qowpgYtlPB7r2p/VI0aIBsiQSDuAiyCJFBpBEmX/EIh3J3nSrvM2o3ZwHIdt27Z1JssajUYnf+ru3bsAC7r3bWQirV6vd7LKHhe86wkpIQSvvfbamgbPzS5Uuq1pa/Hbb/Z2rFUSvhUKqXZRs3PnzhWLr42u++tfF/zu70p2yjFeTJ0l3A61mmbkHhR6bILQ7di61oLllDEhLknWnrXUsXOLVve3VtaRZbUIltYhkAJsR1Ac92FrJljmIQQEqwt2XC+aTcHoiCTRkyZnl8xx8KHZgFpdsGOnSzbjmmMQRUSRYmraYmrSReuIVFpTKi/vs3/u+RjHgYlxQRRBMmsxeq1Bc8IijiCT1QSBII4N+WTb8wRXKmk67jWbywfar0xGJcmuQh113995glu3BJcuGUtcT5d4Moo009OCP/kTi1pVEEYmGD3UDo5vJO+uA/3982KkTBZKJfOced/7FKYXTB7IEwYBzWbTDGjFIpZlGVJKqRWJEpFKUbxTpd6QDAzMh6A7NiSSmrExwf4D62z8qDWEIbrllRRCYL366gP/bCOh5psFIQS5XI5cLsfevXvvs/d1d+/r7+8nl8sRx/FjF2gOj2e2wFJoE0z/5J/8EyzL4vOf/zwf/OAH+af/9J+yb98+/v7f//v82I/9GIcPHwYev6yv/9Hg+z7f+c53lmwQsxQetWVPa821a9eYmZmht7eXJ5988pFsx4MseyvljG7GugH8yGfSn1zT316bqjFR8Um7FjU/RCptdBottZTSYEtJ6LuQXLo2S2VrbDt8jemrh9haUmr+2WEa5WiGe1O8sKeHkbkmb92a4+C2DIM5Y6cqpIxi6dxohTdvzXFsMEU2uf7tW+nZ9cxQnlP3yhTrAb1pM2kyWQ3IJiyO7sgigEhByraItW51xDM1aT3Q/PBn3mK4N8n/+eQezneyurvXtzQ5VUjY/MCRAT712jD/9z+9xpevzDC09xqOY8Z/KSFupKjrGClgouJzYCDNM7vy2Jbk9EiZ69N1vFCRsCWeUMR6fo1tdJdwfmQ+q5UgRYCyQ3pTSUZKHlpDIWUTtdgmSwjqrW53tpR40fySHEuQcCR1P6Zka7Z17V/Nj9GACiUDbgVLqM47gwa+cnWGvrTD0R05nti2+omd2XrAxYkadd+QP5YU7MgneHpHHyl7eTJqMdrjXiqVJpVqhaNHYadDdrlcRsB89lQqhW3d/6ovcLCEALb2XWHxdhsEaAJinUK4H0W8S8ko2FolfNveNzQ01LH3FYtFxsfHN2Tva+envqeQ2gLYtr0mcmMzpdzdrXtffPHFTjen1WAzu9y1Wx5rrVctCd9MQqq7qHnQzOVmrPsrX5HEseBk/GcIoREipK8/YGY6TamUaMl2154LvtTn62RWZc960HJtywzCShnFjGMbBU8bNZFnt13a0HoWY6kMKZHLoSsb25+VUCoJxkYFM7UEQ6kKSsPYmKBUEvieIWZu3pQMDWn6+zS2bSOlQApFHNtkc5pqdeWXQ6Wgt0dTKgn6+zVxJo3TrDA7IygWhVGdtVRGUZcySgpDRkWxUf10jgmrd8evlZzsXvbt2xb1hsBdJJ4MAvB80HOCTBaimiH1olSabT1lKmVB/4Cmm98w53bptsiO6+K4LvlCAa01nudRrVSIleLu3bsLAuc7mQOui67VUGreptcNKTc3Pko+/TRiFdk+70al0WJ7n+d5HXvfyIhRAqTTJueh2Ww+VIvORmByKbzvCkKqjT//8z/nD//wDxkeHiYIAvbs2cP73vc+fv3Xf52f//mf56d/+qc3lJPzHh4Orly5Qjqd5sknn1wV0fsoFVK+73PmzBl832f37t2P1Dq4kmWvnTNaqVQeGDGxHrSf26PNUWK9hhwrpRkpNUnYAqLI2K+6xrmoM+hpiGyILbCWXn62UCLef4virQNsetLzEpBCsKOQ5MU9PSQdix35JKfulbu2Gfww5uJ4lauTNW7O1NmRd/nIsW189MlBrMUD7yqwOF+tG8d35fi+wwN840aRmekGYIiZH3pykH19KcJY0whidvcmsaQgiGJuFz0TFI+x8N2ZbfIPP39lmXp68fYagupgj+A7d4vcK3mkXYvBvjKDg1Ot7dXGSqnN5JzSUGpEnB2tMjLnkbAl07XANCB2JFHcUpPHKxvHYg2NQJMXAcoKcSzBc3sKXBir4kcKv0U62VLg2pIgVp2mQtmEZepQBAKNkAIpTWB+N99nSyCUbEtWOs2Kuo9LM1SMln0mqgHFesArXRliyyGIFBfHazTCmJ6UgxTGnnp3VrE9WSffv/rmKkvRg47t4OQccu1w9MCn2WxSqVaZnplZIhzdxhI2rGMSfr24X6FsI5yPIcTmPpM2Gw+rPu229+3fv58oijrqqba9b3Hm6UpE9eOohH8sCKm1zmxu1sxZu3VvIpFYV+vezSqY1iu13qz1R1HE2bNnqVarvPrqq+TzD/b5tgfQ9dokJifhgLpET+02nucRhAH9fWnCQOB5RiEzNSVQG6wDHyxMXtuy2sSUEEZx0lZKVRo2aV1n185NWtmi9XZgWejmOvyLq0AUwdmzFqMjgmYTxkpJgkpAoWBIooQLMm1USWFo1E3plCZuESCDgyHj4wm0fvDLhu/HTExaSAHnLifwak1saTKohICmJ9iW1SQGNb4PYQCzRbOeMLpfICbEvE2vWw5uZjvnP9cgvWZysn0NOQ74gbEXzpUE6a7ftwm4bM50IMxlNbNVBx3VeO3VmO+csmjUTdZU+49qdejpgcHBlam0dqtgrTVRFDG4fTvN1mxZpVwGIUglkyQHB0nHMfm8jetqmk2TUwXmum02BPv2q/WpoxZvk5RY73//qj77biSkFiOZTLJr1y527dqF1ppqtcqdO3eo1+u8+eabJJPJBfa+rQqq3ChqrSYH3w2EVHcDjbZNL5fLMT4+DsCePXs4e/bsu/ZcvIeFOH78+Jo687brm4dtxWx3Fe7t7eWFF15gZGSEubm5h7b+xZBSLllrtXNG0+k0J0+eXDJndDPWDXCveW9Nf6e0Jo4VXrNJPWQBGdWNNmmCn0CkG8surzAwg4ocSve2vuvdYC7Bh44MdPY96UhsS1BtdQjUWvPt2yXuFBvYUtCfcah6Ef/prTEcS/KDx9YXdr/cvWFJwQ8fH+T53XluzTaxBBzclmFHK1TdsWBnPsG16QZDPUnGShFhrDuTugnbwgtjolXPHwssYKwSUGwopkoNjvRL+ocvIaU2ljgJqpFsfdqQPJEy53OiGiBbk8muJchIQRAZe53i/tBygJYLjzCSpKWP48Tkkw4v7y3gSMG9uWZn4k5g1hN0vft4ocKPaFnkTM1XcI1ZrTviK1aaWlUzmFo6rkEAKVui0fix5vx4lSd35sgmVh5jZhsB9SDqkFEArkzQ6/hMVqoc6O9dlcUOaLUPX/6zQgiSiSTJRJLenl5iFXfUU9PT08SxJpPsIZuRpJIpbMfZlJrvwZu98Pkk7O9DyF0r/MW7A49KCW/b9gJ7X3f3vnv3zPN2ceZpNxqNxmNX531XVmqbQcS0c5o20rrXsqxOjsV6sFZV0mJshkKqVqtx6tQpksnksuHpy60bVtnqcwkcOxwTvP5n1N06WmuymSxaSywb0mlNwt0cNUeVPPkNqKPag7pqzcIkE8Zytf+ARiuTGwWg82mePlxmx86NdLFYagMWHluRyWyZOurGdcnNm4JcTpPqT6OpMD0lqFbBdeczoAYGNFFoSJjRMcngoObwYUVPb5M7d1IUi/YDpW27dk5x9mwfMzMpSjpDnjIhhoiybUilNHMlSKeMOsrzW931YmPVW4xuvkNjzpPn32/pUywceFxXk0pCrSaWtf8ZebRZ7sCAJpvRfPObFpWq2T4/MASZZRlVUhQZi2GyN4U/VUFreOH5mDfftJidpbUfgmRS8+KLMaseC1v3mm3bHfuZ1pogCKjHMdXxcWY9D9d16e3tZWI8Tb1h4ThG1VbIa/bu2ZzrUz77LGJRo4PlN/vhhJpvFoQQ5PN5+vv7iaKI48ePd+x9N27coNlsrmkm62Gi3gpEfdwKlZXwgQ98gDNnzvDKK6/wkY98hN/8zd9k+/bt/NEf/RF79uz5rtrX72asVdnefkmI4/ihkI5aa+7cucO1a9cWdBXeTCX8etB+dnYfh/Hxcc6fP7+h+nU1EEIQiIBm2FzTOfCbDWTYpKkkvgJaQeawjJJZSXToIJzlbU29O8aJQ5vqxNa85La3b7oW8JUrMzw3XKAn41JphuzpNaHS42XTTWyk1MQSgsF8kr6Mi1KKsbLPn12e4fsO9+NYaxvvljt/X7w4xa998TrFegQC9vQm+Xf/85MdMqr9t/+nZ3bwG1+9xUTFp9SMOpNoJg9LLUsILoeEDfeqmlgLqhGE2VvszVTN8pSZkNKxM39OdVe8Ret/KSBUmrlGiNJmO4XW95FRAJEGSwmylk/CjvhfXhwi0yKBvnRlhrClsFr8uiOAtCsJY00QaypeRD5pk0lYKA25hM10w+fOtTK2XWM4lcAVs6TTFmVPES6Sp0sJfmw61UghCGPNjZkGzw6tPEkfxUZp1SajtHLIyBjfjglj8/5grZaPYm0iDUvOh6OjIY4cvOYsjUaDYivuIdWVR7pVtVj3u6CwXkZYR7ZkPZuNd8uEaSqVYmhoiKGhIbTWVCoVisUiExMTXL16lWQyyfT0NLVajR/4gR/YUiX8r/3ar/FHf/RHXL58mVQqxcmTJ/lX/+pfceTIxs7pdzUhtR4ypN0Sd3JycsOtezdCjIVhyNmzZ6nVaqtWJS3GRgmpiYkJzp07x969ezl06NCajmX7Bl7vzfyh/tf5i2iEctOhp9eh6QnqNdi107zQX70m1mzXW4wYQYK1dYVZjG45r1aGEOnp0eSykExqMllI5BMM5CvksptMRnU2orXcliVrKxDHcOeuJJkwGU2BkGwfVAgEd+9JglDj+JAvaAYHDU82PgYH9iuee06RzmhmZ+HlV2q89ZbL2Ojy11Iqqent2065bNPQKfKibKTTGtDGordjv8JrSmp1U9gkk5owELDM7Raree5OiKXJzBpZ8qJKMmnyqJTSpFIay1o6OB5MwZNMaTSCQkFz/HhMPm8IsksXJfV6V7dAoFIRSAlO1iWbqBJIcBNw+LAil9dcuWyIrJ4exdEjiqHh1V8zeomZMyEEiUSCZD6PTqdRStFsNrGdBpasMTPjolWC4SHBvv022dzGhwRh21jve9+qP/9uGfDXCqUUlmVh2zYDAwMMtOyJzWazI7VezUzWw0S9XieZTD72qqHusf3v/t2/S6lUAuAXf/EX+Ymf+Ak+8YlPkM1m+Xf/7t89ljlf7+HBaF/DD4OQiqKIc+fOUS6Xefnll+np6en87lGHq7evb9XKD7xy5Qqjo6M8++yzDA4Obum6hRBUE1VSeuVnWsWLaAQxKUcSNSqUy2WeGu7jjVsVopbM/YEjXeCCHYFY+EmFJghdAmVhbZvFrmaI6uu1AS2tmZet3ySlCee+OF7l2mSNpGuRdCy+9/AAJ/f38u07Ja5O1olizZ7eFEO9qc7y8kmbuUZIuRkxkF27Wm2xQurPLk7xdz93ef64abhd9Pjx3/4O/8fPv8KOnvlA5O891EczjPnDU+OMzDU7e6o0NMK116XNqDs/1WfnnpvmyGkQUqODZGcdsDB2oE2EiVbWQaja6V962WtAx4Kk5WPLmJRrdcgogNmaUVwlbUmoNEE0b/dUSiJwcCyBHyiCCNLZNK6U5JMOt2YaFBsuttbkrQZ1WUULh96UTX/aJohjGr5irkXiWaJNKmmUFqb7XZTEEmna4Q2mo7NCIzrXajYhEDqgEUgS0iJrR0gR4oUxOwvJVpbT6qC1Xq2W6j5YMoft1ki4xhqmlcbzvU7NMj093Yl7MOHoiU1XTwl5CKxXNnehW4h2nfdughDiPntfqVTinXfe4d//+3/PL/zCLwDwmc98hh/5kR/hpZde2tQx8vXXX+cXfuEXePnll4miiF/91V/lB3/wB7l48eKGbIKPRVW6VlJpvTNn7e5xm9W6d72FSqVS4dSpU2Sz2VV181tp/VrrNb/waa25evUq9+7d45lnnmH7A7pkLYVuQmqtGL99G/3N/8yrr+W5ezfN3JwhHQ4fgSefVHz1KxJvE6zPdfKr7qS2KrSyxKenBX5gOmPkcpr3fyxBLrs1Xu3uO0Mkk1umjoojY8OzHQjcLG5QQwtDvKgYNAKlYHZGEAaa4WFNMqXZv9+QUW3090f82P8c8sd/bHPnriSOF85qSQk7dmimpkyGWIhLGg+tFxKQc3M+H/nINEGQo15P8/rXEgQrZEIaMms+fD6M7s8gkygQINq3igAVQ6NuVFlgrIGIedV0W623Y6fitVdj2hEdr70W8+wzMdevS86ds7DKmmZDGAunhtlqkqjh09cL+/eZA7Bnj2bPnvV7UJezn4pUqtNxUUpJJpMhk8kwOMh8OHqzSbnkUau2ZsvSaZLJ5Ppa3T73HGINBPrjSkgtF3bZLua67X2zs7Odmaz1BlVuBmq1GplM5l2j2Fovurf/5Zdf7nx98OBB3nrrLa5cucLQ0NB76qjvYrQ7H201GfQg69tKGU4PA+1nkOd5XLp0qRMK/zDyQ7TWlO0ySb10N6ggUpweKTNe9kyeTxRScDVP7xnk2oxHpPSSGYlLr0ygAxeR8ImUxAsdIm2ZzKH240BAemic6s0kOlpbxEZnAV1fdQgVDGniWMbiVg9i/FhjxYqBrMuZkTLDPSn+5ocO8q3bc3zm9VsM5hNY0gRxx7Gi5kfkkw4qCAkjC8de/UvuUs/rf/Wlm/epjjSG4Pm//bcr/L9+6lkAvCjiT8+ZbKcDAylO35uvedczRbo4j3Pnvmu4Tmh+FoN2BMpPLPF5U6FIAbYl5u2YLXR/qzUoJYmVBA1pERJpi1jYPD/UiyMz8wWPTuGHAltKJBoholajFLAtjdXKHksmFALN+w+lSdqS0yMlvKDBTidgW9ZDCokfK5pBTKwkruWQcgQZRxEp43SxZSuOBIhb2VND+SxCz08Ei+7/W/s0kIa9fXBjSoPbII4FtUCSsrPs7OlFYSEIEawi2PwBlr3lYMncgu0EEFJ06pW+vj6iKOrEPZTL5jpp/z6dSmOt4Zq9f7M1mkGwv/+xqj+2MtR8s9CeFP30pz/Npz/9ab7+9a/z8Y9/nOvXr/Pxj3+cOI75/u//fj72sY/xcz/3cxte3xe+8IUF3//O7/wOg4ODvPPOO3zwgx9c93IfC0JqrVjPzNnk5CTnzp1jaGiII0eObFpL3LUWSyMjI1y6dIkDBw5w4MCBDd2461EpBUHAmTNn8DyP1157bd0F/XoIqXbL59If/zEHe3pID2U4fFjRbJjudYkEXLooGB9ftdt6WYTYpKlvcCnzEMJ0holiY8fK5zRuAkbnMrzztSo/9PFFtjGtmZ2Z6QQip9JpEonEus63BkgmO6TDWqEUTE0KinNGvTO4TdPXv7BYcFzI502nuELOXNOlsmB6yvyNZZvlaA1zJUMeHT+u2L7j/pLHceHoMcXoqEQKcBNmYA8DY1VLZ6DRAN9OU1CGYDOzTvP763spfL9ANlvl1CmJ5y1VAN0PS87P1nWTUVXy5KigldkPY8HUaG26/STs+fXbtvkdCP7S/xSxbZs514uR6uq4uneP5u49E2TukcKNK1gOvP8DEc5mRXssV6i0WbAlsFQ4erPVuS+MoqXD0VeAcByskyfXtNnvhi5768Fqnqtte18+n182qLJQKHQIqlwut6XH4nFsBbwYbfXwiy++SBzHHbl6IpFASonjOOzZswelFJ7nbah18nt4eFhvLMJWBoq3oxv279/PwYMHl9zGR62Qam/T22+/TX9/Py+++OJDI7mLYZHIipbNNzo7VuH2bIOULXBUgJKCucjh9RulVvC0hQziB5JSSgv80CVsplHpBtpu1ZVLXDIiEZHdcY/q6AHQG6vj28qo9j8/Aq1iHEuSS5gMoie2Zal4Ia9fm+EHnxzkew4N8PrVGd6+UyKIFXU/JoxjLCn5yC7Nl756CSGgrzfD4ECWwYEc2/qzuO7K52zxMZ6uBfcdgnbtc3nC1Lb/+PNX+NyZyQVB4QKj9FmtTc8RbZuYmRgOWpe6FOAky2zfPm5+H5uFa2Uv2KpICZSyUFqitSDrSuIQGoEg1K3SpKNe1yA0Qs5v3IBTw7XMPX5kMM2rBxKEqlW7aziyQ1K5Y2x/riVw0XitY+XYrfcQrYmVYns+QV/aISVtqnMNdiXLJKSi/SqcsCQeMbHWzNRDbAFSChxLEClNpFrb2Cq1sgl7VcdRIHlqxw7yiWnGyhBGMbYVovC5NhOQdPO4tkRgIYSLFJZRkWmFIEAw/4xbbuJxJVgij9APfj9YKu6h0Wh0JtUcx1kYjr6GgP4wShHqDyPE40U7vBsVUg/C9u3bSSaT/P7v/z5aa06dOsUXv/hFTp8+vSXra5OXa2n6thQerytjlVjLzFmbBLl79y7Hjx9nx44dm7YdaylUuq2Czz//fMf+sRGslRQql8ucOnWKQqHAiRMnNlTUCCEQQqx63W0iLJie5ulmE6drdq/9Yq8UXL9uwtKVFmvqnLYYTTKbqo7SWuD5dHzsqmURKxRgbk4wVzRd1MCc68mJCeI4Jp/P43keU1NTaK07L/+pdHp1D8G2J9u20UvIxqIIxkYl0zMCIcB1NMkUpFO6Qxa99ZbF9euSKDTEUi6rOXpMcfSoWrCagwcVE7UeKpNVUmnB5IQgjiGTMbY134cwFISBIW1eejlmuff1dBp6ejX1OgS+IbBsRzPQo0kmNdksJJOCqBXBJqWxRLbPdyoNkxM5hl9KgzYh3VGz5c9f5lBZtlF6Lf69ApzWzJQGPK8dTK9JpYwKTJvYANDGzhfHZl1/+IcOL78Sc/Lk0vd5EAgQJmPrwAFNpayZiyxkQ7Nvr2Lv3s2zcS6VLSAymVXbONvh6G1laPdsWSccvStrYKnrU770EmKNJPbjrJBaa6GyUlDl3bt3EUIssPdtNplSr9fJZrOPJQHYxr179/i5n/s5Tp06xeTkJJ/85CfZuXMnjuMYe2oySSqVwrZt9uzZw6/8yq886k1+D1uEzWpgsxhriW54lISU1pq7d+8CMDQ0xOHDhx/qvT3SHFm2A1wjiBkrNXGlJg58HNclkUhQrAdUmiFDvUlqXoQlBWqJt/owsvEjh0hLlGgRARIIEmCv0LhFaKx0QHrbGI2p4XXvm8n8aX3dykAKNViYXCKljX1LCOhNO9ycaXCn2GC4N8VPvjzMN28Wman6SCmwgWS1yoVLRfqe6COftJmZrTEzW+PilQmEEPQUUgwO5DokVTI574xY6pyudJYtCb/z53f57JnJJfdrtaq0HXmXf/SxQ3z5ygwXx2vMNQKmayGxBqUVg3uuUw8SELdYK1eT8nrQysKyIIhjlNbk04ak8kJFIAwhZguNIzSu0FSCJeo2DX1Wo0NGuRa87+D9L7zPDuWYrPiMlDyarWT29rtBEBp1mgaSjsWJ3f0M2hqbWTJOjYpnwtSFNDa4RmjytKTSCAkRgm0ph3zCYs6LaPgxfqRwLEFv2jGZnQ8iZUTSKLeos68vTS5h8acXpqiHpqC9Ndvk3FiV7zvcz96+NFo37zs/QlgIDFEVKkGkGmgsxHIZFV2QIo9g7ZPV7biHRCJBb28vKlY0PVMPzszMEMcxyWSSdDq9inB0l5m5Vyj0P15d3+DxUEgtRrcSXkrJSy+9xEsvvbQl69Ja80u/9Eu8//3v5+mnn97Qsh4LQmq9M2cPKhI8z+PMmTMdifNmy/tXK+XebKtgG91hlw9CW5l18OBB9u/fvylFzWozrNoWxXw+z9O1GnqJmz+OYeSeoFg0Kpp2kPh64JMgu44H9GoQKxOWPVcSzMU5+t0K1Uhw9RrElySOE+G60+zcabF9xw4T2J7LARD4Po1mk2qtxszsLG57NuIB6qk4mVySdAhDeOdti7ExE8hdnBX4vsB1NdkcDPRrevs0p75jWvNKCcI3JMqFC/I+pdTOYcFJp8nNS5pyxVj0LMvY1oQwAd6kNNWq6Ti3ktPUdaC3x4RoV2uG8MnmNJWyoDgrGStnSKoaDWlIr8X1bhhqinOmCIpalsGVYFm6Yy1cjBqFBeSkELBnryIMGgiZplIxweS2xX22wKYHX/+6ISWWIqUKPS0SUpkiMb0tTT6oMKMFOzc74H4D2QJLYanZsmajQbVSYWZ6ekEr4UQyiUwmsV57bR2b/XiFmrexGURad1ClUopqtUqxWGR8fJwrV64ssPf19vZueKbucWwFvBh9fX38/b//9wFzjX74wx9GCEGlUqFer1Ov15mdnWV2drbT/exxJT3fw8rYCjJorfXYoyKk4jjmwoULzM7OYts2O3bseKhkVKxjxv3xZQmpZhjj+SGWjsikk9j2fEGgW1k7ljTh0FIY9UkzcImUYyLOpWqFDS0a15QFoQXO8sdcO5pEvkzkpQgq/ct9igdpTWJtOry1q1gBZFwLrSFUit29KSwp8COFJQUpxzyfr0/XySRs9vaniWNFNFUkljFzfszt2QbPLArB1lozV2owV2pw5bohkfK5lCGntuWwZXjfMd4/kOb6dGPJCbjt2QT/2+u3lz8+K+614f2ObE/zT3/4KKMlj0agyCVtbhebRhEkYnYdukS6UEMogWjFHWBJ7FiQdBWu66K1RcWLeHlvD/v60pwfr3Kn2MSPFLt6HI5tz9GTsvmDU+M0gq7zqaEgfJL2fFMoSwhGSh77+tLUgwgpBJmEhRCSDx8dYKTkcWu2Qc03y6n5EY3AWPeytsOBnAB/gnozhd8KGY+UJgZsrZBSELQIrbRrkXJM98FSI2Rb1iURKnp7HBK2qZcrXkTSlivmgUmRRev6gnSsL1+ZpRYoHCmwLIFSGj9SvH5tlp9+eemYBK1jNIaoiqijrABfxwuIKqEFghiB3yGqpMgiN+ldR1rzcQ9aQxSGNJqNpcPRkylkJ7hfIpwfJAhHH8sx+HGsHdqE1MPApz/9ac6ePcs3vvGNDS/rsSCk1gPbtleUcs/OznLmzBkGBgZ46aWXtkSSt5pCZXp6mrNnz7Jz506OHj26qRd+mx1diRRSSnHp0iUmJiY2TZnVxmoIqXY3mAMHDrDPcfA///n7PjNXFPzFXwiKRUGpZEgAS5rxb7nOZyshwN1wmPlK0C2SJCiFBLHAsWFsTGDbIbWqTyLRTy7nsn2HWnB9uIkEbiJBT09PJ3y62WisqJ4y9drS5cXIPcnomKC3RzM5JQkjgZswNjTXVUxOCa5dF2htOqwJYZRdTQ+KRcHUtFhASMlcjiFVJm4IvvhFm3LFKJumpgWZNDiOKTKjSLBj58ITE4Zw504Cz7PZtUvQ26Pwfcnt25JCQTMwYNRS4+MCx4XsQIzIge8tHUBeLErCQHP7tmBsTOKvcDod28jAw3gJohNBkvnZVtc1JNszxxWWNYlSw1y7Lrhx4/7cMinnA9LffstakpDas1tx66ZkalqQSmkCWxJXzTnZt29zCSkNCyx7IpNB1zfHlto9W9bT2zt/fbZaCSul0CdPkp6Zob+/n1QqtaqXo/Vk3L1bEMcxiVXYGFcLKeWCoMowDCmVSszOznL16lV83+/Y+/r7+9eldGorpB5n9PT08MlPfhKAwcFB/u2//bcP/JvH8fp6Dw/GZlv2pqamOHv27JqiGzajm/Fa0Wg0OHXqFJZlceLECd58882Hvg0T3gShCpckpJRSVOemETrGchPYtoPSuvNPCNEJcg5CmKnkqfkJLDfGtSMc5wHnNEiA3VieT7IUWkjS26aIvBQqWMqmvLpnpwYStiCKNAnLKG3KzZCBjMvu3hRhrBiZa7KvP81TO83k4mjJQwB512LuzjRxtWkyjaSg1DQZR1+6Msu9uSaR0riW5IltGT7wxLwCqFJtUqk2uX5rmmazSb1WQlm3Ogqqv/6BvfzSH11acpsvTa193G+rivrTDh841Ee5EfL774xR92MsKbgwXsWLFELEDB25SCY3Z8io1sywtoAgST1QRErQ52gipZFCkLQtLCl4dii/ZEe647tyvHOnRDuPPEtIxm3XZYY41FpzdaLCdNU324Eg4UhcS1APjI0yn3JohApbCoZSKXxPM1sqkxIlijVJqSG4Mlkj5VhkXJtGEOOHppuebqn0HEuSciyEgJRrCLWaH7GnL8VY2esQZxnX4smdOZL2Us8IC0ukUIsymyarHuVmiCUMGQt0FHRepLgyVefYjtyK56n7XusmqhacS2GDziABVySwNvl9RwhwXIfCEuHopVKJ6dBMWKbTaZzkh8i6e9F65LEchx9Hy16j0XgoSvhf/MVf5E/+5E944403GB5evxq1je9aQmo5Mkhrzc2bN7l58ybHjh1jaGhoy07aSoSU1pobN25w69YtnnrqKXbt2ppWtSsVS57ncerUKbTWm6rMWs26u4PT291g/N/5nfs+F8fwF38hmJk1L/GuC/fuCYLQqGxUuGw8zpKokyG3ReqoNrSC2bBAjygTBMYCVyiYl/dduzL4QYIbN2DnLpOLtRS6w6ehSz1Vrc6rp9JpVCaDqFSgt/e+ZUxMmhBtgErZEDOOC17TkEappGZ6SpJqKZzMes1xbXpiIQFjWeh6ndkZwec+59Ds+p3WmG53rQHWdaGvd/68z0wLvvpVi+mZPFoLzpwx9kCEsfjNFgX3RiCb0VgW2L05KpNVgkAsSUa1Ua0JPvdfzaxrezJG63nlXMI12U71mkDppe/xGgUKlMy+C2NxVLGxBziOYtdQzOEjEY0G/L9/26FWn19O25YpMCSeUtxnUXQT8L73xVy6LLkxkSMV1tjxhOboUUWmq+tis2nUfwB9fcYquFbc131lo20oV8Di6zO0LIrvfz8zMzPcuHED13U7xElvb++y9t92cfW4Fipbud2O43TsfVrrBfa+O3fuIKXsqKf6+vpWRY59N2RITU5O8qUvfYnBwUGklB0lXyKRwLIskslkJ5A/nU4/9gTc/yjYKiX8atAd3fD000+zc+fOh74Nq8X09DRnzpxZQJo9CpXWiDcCcB8hFQQB4xPjJByXw7t6uTJZZ6LsmXBvpdFoHCmZrsaMF7OUPUmgNAIBUuPHFlFkkUgErazGJaAlwnfQyRVCoC2TwZPdOUL13n60Wl1zoO6sSjDDaDZh05O3eCrvc/zoXt66M8dk1efenIdAs7s3xV/7wH4SLYVUT8pBRRHFm2OE3rzKJ1aatGvxuTOTCzKgvEi1CJ+YDx9d2h7q+TG37sxw684MlWbIH52fJissAsshch2UZa0r7LqN9v7W/JA/OTvZsSkuODZWyPCRS6QzFUAvaHgohEAF5hgHStMMFX6k6Ms47CysPDY9O5SnEUScG6uRjGPyqW5CzeyTH8O9UkDD8+lL2UTCYqQUI4VgMOfih4pbtQBLCvb3ZLGjOtXGLAmpiBUEsSJtWTSCmJofc2R7hkLKZmS2SqAkXksdVUjZncMYKU2sNNO1gN29KZ7cYdTilhT0Z1wSS5BRQqQQOr6PjAKoeu1ufQvPkxQQKTrqrhWxiu7xWsdE+Ggd4GmwSOIIF4cAW2x+g6XucHSYj3soloa4dyUCvk4cx8zMzOC67mOV6/g4Wva2us7TWvOLv/iLfO5zn+NrX/sa+/fv35Tl/g9FSAVBwNmzZ2k0Grz66qvk19AJaj1YjpDp3o7XXnuNXG5lRnwjWK5QKRaLnD59mm3btvHkk09uCQO8XIZUd3B6uxtMdOkSqlg0bEYUdVqvTUwYZVRPjyErcjnYtUszMiIIlvKdP2ibNmG/loMUJnxdWBZ9iQYDBc1sERIJD8/zyOfz2LaN48LMNJRKgtU2MLxPPdVo0PA8ajMzCN9nampq6ewpbUg9pQW2vfBoyVb90g4jb49x7dqy+7IUmQy6UuHNN208r0W86IW2SaVMIPrAgGZiUnLtKiST8I0/l5TmBJlMjGPD9IyL5wkyGc2unZqmB9UqNJqQTgum7obYyoSlr1YBFytItJXTrYD0HTtBCk2tuvRZj7DI0NUdRSpUbPIqbt5S1Grb8L6RJJkUHHpCLSDH2rOJ7WMlNHzhT20GBxXPPa/o5l/SGc2LL8Y8nwhQ9YjF3MztW5LLVyTNhvk+lYajRxX79q1xxrv7JOZy6w65Xw9SH/wge554gj2YAbyt7Llx4wbNZpN8Pk9/f/99wd3t58PjmGn0MGfOhBCk02nS6TTDw8MopahUKhSLRUZHR7l06RKZTGZB976ltu27QSF18eJF/sE/+Afs2rUL27axbZtisYiUkv7+frTWuK6LZVl85CMf4W/8jb/x2Krw3sPK2IwMKd/3TX5lEKwrumG93YzXCq01169f5/bt2/dNYj5slZYXe8wEM8BCQqpWqzE1NUVPTw99fX0MKs3t2SZzjcCQURqC0KFcz+HHNgqN1cphErI9FoAS0AwSODLGdZcmnXTkIuLQKHOW+r2tIRJYTkh6+yj18T0YM9rKcG3TbMULzfZkEhbPDxf40BM5emt3+NCJPfzkK8NcGK8yWvIopGyeHS6QTcwP7Ef7E6jxGUabASnXImkLvEhjW5KUI5mptbu2mXHPwpAft2ebNIOI1KKA88Xj46mRCp4X4ooQSxuCQQtJ5DhEjgNSoIU5mLrrX+d7BJ2Ww+11tP734/nsrG5IK2T46EVSmRoohWwnvbf+WMdOZylKQyOM6c+4vLavF/mA8d2Sgvcf7CejBXdn7933+9auoIGmsnBdm+lqQBwptDDvAvmUg4glidgnyzTjdZ8wUq19MWr+RktJZboexvSkHAaSgnQmxb1SQMWbV+aFsaYexESt6/bqVJ20a/HsUJ5tS9j0DNGUQ+vaAoteN3bkk1hCECvdUUgBLSUZDBUSTNd8RkseSmu2ZRMM9yTXXB9pcuiu2jbGJ9Y+HiBJ4OLiEGHR3AiHuSxs2yZXeIp8/yfYd9DY6b/zne8wMzPDnTt3SKfTD6xV3i1QSj3UTsibgVqttqV13i/8wi/8/9n78yDJsrO+H/6cc7fca6/qrt67p3uW7pmeGc3WLWkYJFsrYAO2FeYNXpDxa/4AIghwmMUOB6/DBPxYvP2whSMwWOHX+GcQEmAwGpAYSUgjabbee3rfq2vNrNwz73bO+8fNzMqqyqrKWntK7m9oolW53HvuuTfvee73+T7fh9///d/nT/7kT0in00xMTADQ09OzLmHLtpjljei+ks/nOX36dMuw21rO4GaD0IkMahqHZzKZLRnHwkBFa83t27e5evUqjz76KHv27Nm0h0Ep5SIpd6lU4p133iGdTreM03UQEHz5y+hqte3LBtOzJueumdzJmshCtHimUjAwoEmPwthdFUnCCTHwVww1imTIUNz4A21A64iACRIpHtufx7ZCsjmNRtHT09MKVpsG2WuNXaWUJFMpUqOjJMbHyefz2LYdqacaGYh4IsFAf5r792MIGZXT+Y1EnZAQczR+ECm0LBtqtYig0ho8F/oHNPv2Na4b2255VE1MRC1vUZ3JQM+D3l7N1WuSXNZAaZiainyrkgI8XxAEEdnkutHCnExGZXIz04KpWg89soATiwzIV4MghHgj8eL7kWpqYkIuSVpWSLfUUQBaSaQExwk5f85C0xMpzLTgzh0DpeZ+J033Cd3294WLkosXJe+c0vzgD/oMtFtXpNPIUgm54I6bzUZ+XQgYbJjeF0uCC+clmfTibofLYZ4jxiZ2nloIkUoh2wwTDcNgYGCAgcYEdDLubu8qB9tTIfUgM2dSSnp7e+nt7eXgwYP4vt/q3nfp0iV835/Xva8p3/5OIKSOHj3Kv//3/x7DMJiYmOB//s//Sb1e58Mf/jCJRILx8XG+8Y1vUK1W+cQnPgEs7lD1EN8ZWK8yKJfLcebMGfr7+3n22WfX9ODRfJjazPtBs7NkpVLpmMTcakJqrD6G0nPJBK012WyWQrHAyMhISzmbq3jkKhEZVak55CtJ3FAipYhMyonKosJaAOaC8yg0vpYEtRiO7WEYC49PQD2GSNQismUhpI6YFQV2soLqn6KWW7lpkRsobENgSYjbJh89OsyPf/AAKeHyzju3ATANyfHdPRzf3bPo+7fGZvnMH7yFV/epeSEVN/I76k1YHN+d4X6+1iAvFgxXRAqq27N1HhtZfI9u3sPcIOTKVAXNgk55WiNDn1jgLfruUmgnqdrJKi3nSCstBMLx2fn4NZx4Ha10q0yvBQN0NQq+ROO/ff1xXn5kYJHpt9aaM2NFbmVreKFiMGXz5M40h/oSfPIJyZu3ezh3v4jbqN8TgGUAQiABN9TUlUEgLGKOJghDAs+EsEoGj4pncCcrKXtW47sBGo3SDQV9JIEnbJYaEknBEpbEDyWleoBlRL5ggdI4pmS0x8EyJflqwOXJMgPJ/gWknYkhbPQKnexSjsmevhg3szW8IPKtUiqir4ZSFlNljytTlZaXlSEr7OqNcfJgf2se9UoKKeEQ6KVLNpX2qONRBwR2RE4Jhalrrd/kuiEGEObHECK6H/Y0ujg/+eSTmKa5KFZpEtj9/f0tM+73CsIwxLY3qhX21mCzvUI/85nPAPDKK6/Me/33fu/3+NEf/dE1b3dbEFJrQTNz1k7APPLII+zfv3/LLvamqXnzBnL37l0uXbq0ocbhK6E9UAnDkPPnz5PL5Xjuuefo61DmtVn7hjm/qIUtlIM330Q1zGchWjTeeVNx5YrPxESAqDVrlsGrw/3p6Hk73nbv1AgCDAJMVIOiar4e/QsKgyqJxrsBZhcdKlYDIUCbFrt7S5iGz/37Ln19Jo6TiEgoGR1bPh+pjwZWQTYsgmGgazUEUaeX5sNpUz1Vq9UwrXGSiR6mp5IYhkXFM/F8yKQ1rheV7R08pCiXoVYVBEGkphoYgA98IGwpeUQshi5GRJ4Ta9TzLzGsfEFw6rQk8AWmGRm8ax2VpNVrDul0ECm2VLSviXFBLKapu4K6b2BRJQjBFZ29o5ZD81Lz/Gb5naba6LwnxXw1l4c1z9heikiZZBqaIDQIFcTjPjEnCrZLZUkQGNiWwvMbxGLbvmMNYi8MoJAXvPpFix/6f81ldoXvd5yziXGB60XKsiZ6MpqpacH4hFgVIdWUcotMpnW+tgLGiROIZYj1hcbd7cqeYmOcN2/ebGXLtgs59V5S3ViWxfDwMMPDw63yvmw2Sy6X4+rVq/zkT/4kTz31FKVSicOHD2/KGH7lV36Fz3/+81y6dIl4PM7Jkyf5v/6v/4tHH310Q/czPDzM93//9wPw9a9/nR07dvCrv/qrPP/8863PvPnmm/zbf/tvOXr0KLA9Cc//07ARicduobXm1q1bXLt2bd2JufbmMZuRYGw2fUmlUksmMbe6ZK9ZrtfEbH4WrTW7d+2e9/B2ZqzIZN6mUE3gN8vmBai2erBWGdMSP1EtNXXPxpQhjjNfLaW1ifAkOJ3XSW2CaPAzTl+OoB7Hry4mkRrDaq3RodJk4hYfPzrCT3/4ED1xi2LRJ1tTvHZ5GikFx3ZmGFiglLkzluMzf/gOd2Yq9CZMBlIWNU9Rdn1ilmRvX4xcJRrQQkv1JmeesJZXi/zJ2UmCBYSQFgIlBbID8d5+XIve03rFZigy5jF87DZmzENrgVhofyCIJlrPxUUCyFd9ql5IJjb/MfNLl2e4k6ujG9F5oR4wmasz+KRFqs/h+X29HByI8WfnpwCwTANTCvxQ4QUqiqFrPmVX4XkGtpD09NXZ0WuQqJmRukhopIz2UAksAmWilEAgkEIRM33cQFHzQ/wQZmsBmbjFM3t7uDJZYbxYR2tIOyYjGQfbjM5JyjEouQElN6CncVxSJAAPrat0g7/16CCvXc1yJ1cnUJEZ/s4eh6Ojab51Iw8CeuMmiIgUuztb58pUmSfavKWWu1eF2gSWKWVtg8bH1T6uBoGJTQxLhOsjp0QcYX0SIeZ+G83nQCnlolilaYqey+W4ceMGlmXNsyLYCvHIctiuHlKbSUhtVoLvO5aQMgyjVRo2Ozu7JQRMpzFAVKJ25coVpqenefbZZ1vKga0aQxiGLRNM0zQ5efLkhprxLoUmIdXJL6oJXa0SLHDnv3NbcPlS1BlOEKl4fC9S3wg6l3EJNCYBJp2D0wK99JGb95pCNmipiKLSjeaszQU1yhFF9JYkxCTAYOkspGFAesjBkjmmpmrs2GFy9KjN1aswPdMIODQkU3DsqMayVk+6tI43lUIXClEGq+31pnoqmUoxOAQ7Rlxu3a4zOVElNyup1RykMIjHJEeOCI48qrh/X3LrlqBSjkojDx5UjOxobDUWm1f69ewzIffuLf9wV2uQQP6CU6GBYmn+LScMIy8ogLpMk1L5qF1vU83ViKaWuv21E01aR2V/UsDOUU2hECmxdIdTViPJgDFLqCIpNyLqFphOae7ei74npUYaZtRZJwmFAhimpjfpUqmYhIFAaUlDEY7nRuOVRqQKKxYhk2FZgqjuinmBeKkM98ck1Sq4dcnBA4p4l6XgLVPz5RzeNxgik0E+80zXn1+o7CkWi7z11lt4nsfFixcJgoC+vr6W/1S35ugPAmEYvicDlfbyvj179uD7Pv/u3/07Xn31VT73uc/x+uuv88477/CRj3yEj3zkI3zgAx/YEP/Ar371q/zET/wEzz//PEEQ8M//+T/nIx/5CBcvXtzw4Mh1XRzH4XOf+xz1ep3nn38epRRBEGAYBs8//zyxWIw//MM/5JVXXtmWQeVDrIy1EDG+73Pu3DmKxSIvvPACPT2dCYpuIaVc0p5gvRgbG+PixYuLknidxrBVCqmCX6DoR+uZ53nU3TqWZbFn9555xG+tlubt61VmqssThkrrFUu6kJoASViL4TgehmxT/ftxpFVGdSKdTYX2ZKPkS5MYGad410EH8z1sDAEJW+AF0J+06U9aPLWrh1/82GEsMyrJ/NPz0/zhFbDu3QSgP2nxd47v5Pn9ffQlLG7enOabb9/k1kwZx5RYjYU96UQle0U3YLLk8eSuDGfuFfFVFG0KIVA6UsnELMne/sX34uZ5z1Y8cpUFpJyIFE2dyChYva3FvHlJuAy97zZmzG+opxanI7UE7c89TzTj56qnuDZd4dk9c7+vO7ka92brGBKcRsZThJo4eU6NmfQmB7gyVWE8X2+pv9JmpKiTDYLGDwTVmkHS9JCE9DlVvEBSqEXExXDaIVAar+QRao1hKAzDo50CFIA0bKqBQ9HTjKYyHN2VZiAJu3sTZCsu376VJ2kbrfPYPpdRWCowRGpFVdRCSCn58KNDeIGiUPdJ2QZx2+St23n8UNGbmCNgHFNS90PuzdZbhNRyZIAmjWJtjWw0Aa4uN8gpA4s4llBYuroKcspEmJ9EiMVdJGFxYkgI0fIi3bNnD2EYUigUyOVy3Lp1iwsXLpDJZFrxYDqd3vLk0nsp8dgttqsSflsQUmt5IFFKcfv2bTKZDO9///sfiOSuGQC/+eabLSJoq83cpJTk83nOnTu3qs4xG7Vvz/N4++23qdVqvPTSS4t+JP7f/A16Qfuyu3cbJIGOlr5EHOoSalXQYrHp5EoIMOd5BbXGh8Kme3kz0KatMlAYqLZCQaENjo7kGR6cZcfIALtHbIQK6OtXTE0KyuVIRTMyEpWprZlktu2u/YESSYcnnnB44gkaxGSNYqGOH1SRQjObi9PfF2fXrkTHBzZhWfPOzxNHNV/9qqZQXD9J0L4FH4uhZAnlRQon3SgJNGRUircUNA1lmoZkQtPbB4cOKl58KeQ//kcL09BoQ8yrYKvj0CMKpFLg+ZpaVWDbsGd3ZLh6+05EahlthqqW2eyoZ2BbksSgIptrcD9Ct8jSptGB1lCtQqZHsKg9Xxt6ezS3bwmUhrExwd27sqX0qt4V/Jf/YvEDP+Azumvl+dRao1Ip9BYSUsb7349YR329YRgYhsETTzyB1ppKpUIul2NmZoZr167hOE7Le2o5c/QHge0SqFiWxcc+9jE+9rGPMTs7y6OPPsrx48f5y7/8S/7RP/pHzMzM8PnPf56Pf/zj69rPF7/4xXl//97v/R7Dw8O8/fbbvPzyy+va9kI0r4Pdu3fz6quv8tprr/Hd3/3drXX+3Xff5fz583zv937vhu73ITYXnTq2LQfTNPH97tQAEKmNTp8+TSKR4OTJkxsWF260QkkpxaVLlxgfH+fpp59maKiz0XUTUsotU0g11VFNvyjTNMmkM9G9UEuCoIds2WK86FLvckhiUTleZ2ipqXkWltA4TjN2k2jXRsQ8tOhESkEzTymNMDI5v3ewpeiBKI6o+5pMzOSDhwdI2GZjKY+ilLdu5/lf56dRWhMzJTNll1vZCm/dznNwMMFA4DJKwK7eGKHSi+wYmjGKHypipuTZvT281egq1+ySbErBBw/1sxzGC+48uwAlJEiW7LS8HshkneH33cFwog40WoIIBSwkJ4QEf76KJdBQ8QLu5evzCanZGqHWJBqKIx0q0qKE0gH3ZgP++PQEGo3dUEXVfEW24pGKmfiegQ5M+uwaMUsTE5K+TA2QDeNxn109Ds/sTpOOmXz58gz3C3XQkXNY1JcPLAlKaWr1Ksd3aypOjd07M8TjAb4GMMgkerAtmCz5DKRMTBEihUfZDehP2KSdGIawVk1GtcM2JUOpOSJvoeqtdR5EpA5rYumSPYOAjTEs14R4uoynASQWcWw0FjWEWOq3KhDmhxFycVlst16hhmG0lFGPPPIIruuSy+XIZrOMjY2htZ6XsNyK5+ntaGpeLpc3VSG1WXjvRPcrYDWBytjYGNPT02QyGZ577rkHlmGfmYlMHzOZDMeOHdvyi1prjeu63L59m2PHjm1aJ7+l0Oxc09vb2/KLmvd+Nkv49tuLvud6DT8johKoShh1PoOoA1wYLk9SLESF1DyvoPXAaOipOsGVSWpTsxw/kcG2BYRRoGzHTXYfMiIJlTS4ck1y8Q1BMQ/9/SFPPBGyb49CN2vmVihBaC+hE9A1s2UYBul0inQ6IgWzMy6nTwuCwGdoaJIwjJFK2+zbaxJPOMhkchHxVa9FpNpykHKufG45tEvW6yTZac8iY1HZX9PvaqXz3Dz03bsU/+BTAfWawLKiqe7piZRKibhGWZGvlOcLPBzi2qVQFK3va60ZnxD0ZKKSuVIpeq85vloN4jHNvv2KXE7ieZJUMlJFQbOboUYrRaAkptRIUcC3h7GWIYh27VLcvSsYvz9HRkkZEXFCQqUq+OKrFv/oH6380KUB6bpLt27cYIi+PuTx4+vahlKqdX8WQpBKpUilUuzdu3dV5ugPAttRdVOtVtmxYwef+tSn+NSnPoXWmkuXLrFjx8reKqtFoVAAoL9/+YestaA575/61Kd4/fXX+amf+ik+/vGPs2/fPqrVKn/wB39APB5vEVLbLaB8iO5gGAb1ZQj/dty7d493332XgwcPcvDgwQ29d2wkIVWv1zl9+jRKKU6cONFVt6SmPcRmQ2nFWG1snl9UqVxCKwPPHWCmHHXMA4VjyXnqkiWhBcLofu6EgABBUIsRs3wMM0SHDjLw0NbCQrg5c/Pmq6bjkhgaozq1u/VZ3chsPb4jxZ6+OLeyVQ4MJrEaRk/fvJGj7ivyLkxOl6n7KiIJtGby5gSeDpgQAuihN2EzUawTb5Te1et1qq6PQiL9Gq5r8OyeHvb0xXnrdj4qa4ubvLCvl5740uVJWmv6EtZcQrbRWWajbH/aYWaqDD1zF8OOYlFlNHioRWQUEHYOCJWGQs3nXr7OSNrGMiSuH0aeSVqhtcQJy4TGXFK46IaYEnriNmnHoFAPmC0JfKEZTNYZSTtUa2kGkz6WobCMJHVfUfVCvFDx5K4MA8loPB98pJ8/OTNBxVNRTIUgZklilkGp7mPZFjHbpFbVnL81gZImvckYewdTxJ0YR0cNztyrUKhXEQ2vp7iVYP/QCKEwkXpjbRH6kxZiRhCECrPxu9E66vLXyUR9ITRJ6JB4Xz8Uvq40igAFFilswKSOFHPPKsJ4AWF0tgNoL9lbDRzHYefOnezcuTOyziiVyGazTExMcOXKFeLxeIuc2ixz9O0a521G3LXZ2DaEVDcIw5B3332XyclJRkZGsCzrgTywtHdDEUJw8ODBLQ+ImyaYruuyf//+LSejJiYmKBaLDA0N8cwzz3Q8D/6Xv4zuEMSNDGvGxiS+F5V9NcrcgQZZJecyTiuhjkN6E43MmyiTYlAWkEYa214gaQ6CFsl04bzg7XckWoFla6auw+xdCF8KOXCgEVAKAaaJMIwGOzHXzlcZBoQhIpUCFZFYag3X+J//ucHFi+m2ksE+bFuTiIckky5PHZ9kx8EkSRG1czUMg2IR/svv2LgriMpWMxrbhqLrkBZFpIz+7u/X5HICKaLSvSUSRy0k4vDyy4pvvm5Qq0Xk0PCI4sljIV/9mkmtJjAtjZDgEiNNMVLXtXtKeYJySfPoEc1zzwf8+Z9ZlMoWrgdaC6TU7BrV9PdBX69i56iivx/++3+3qFUj4jSS3kfjTqcU2YKmev06hlLEEwkS8TixeHzevSAWh+eeV/zv/22gVEREGWaDuxQRsTebE+Sy0L9Cpa9KJDCr3fkYbASMD3wAsc772nIqo+XM0W/fvo2Ucp7XwFaUIbdju2bO2h9whRA8/vjjG74frTU/8zM/wwc+8AGOHTu24dtv7mPPnj38m3/zb/it3/ot/uZv/oY//dM/JQgCXn75Zf7lv/yXrXbE79Wyz4dYH7rxkArDkIsXL26qZcJGEVJr7X68VSV749Vxbo7dJPCDyC/KSjI5aTEZxOkJ57sVxS2Dg4MJcneWDxjW/MuUmlpgYgUmVswFL4E0KihpLPpc09y8CSdTJKhn8YqD0Bi1Bt6dqHArW2MgbfPKkaHWfWO26lMPFGUfEjFJTYdYQmPni4S+h9kTIww116YrHBvNMFuNzNyFCqIOaobN7oxJXIZMTEwgGnHVy/uTxBfEBMthV2+MhGVQCkGgNqVrtNlbZfjpO0grup6V0SDzGs142qEN0JWl192KG/LlyzPYRmQiXg8UoYZCXTFo1LHMuWRdc9OhglzZZySZYjguiFFmR0+Mlx8ZRYQmp+7exZQCp6GySthGVEmBQbqt02EmZvHEzjSn7xVxTBmNQUPVCwgVDKVjyHiKMzeKuNpEaY3I17g8WeWxPuhLxzk27JD3bOqBJmkb7OyJYdoJ8mGdpBwgIXKsryhyDgcGEtzKVpkqeZgy8ivxw0i192ibyX1nhVSCYFPIqIXQbeQUmCSxhcSWu5Dm80t+ayO6KQshyGQyZDIZDhw4QBAEzM7Oks1muXz5Mp7n0dPT00pYbpQ5+naM8zbb1Hyz8B1DSFUqFU6fPo1hGLz//e9nbGyMSmVttbTrQdO3qlmi9uabb26p2SREnexOnTpFIpFgYGBgS8sV2/2iMpkMg4ODHW8K4a1bhJcvd9zGwUOaq9c0166KVulWO5oqkm4IKQ+HGJtbwqSJyv+C0GBiAl57TXP4sCaZ1LTbltXrcOGiwDQ06b7oi6mkZjYvOH9esnevanR10+D76A6lCDKdRpdKc7Xsvh/JtaVEmCbaMCKSoMHatfKFUXsRUIpvfE1z7lzkX9DuweR5gnTaoFpL8O2Lg3woeY8wXmRmehpEjD/63N5FvlCdII1I3dON12yowBMxYsIlDCMCqlaDeByOHQ146y1zRQLMdeHtdyTJBKRSmiCA27ckPT2aJ4+FXL0qqdejrj6pPhOzrvE8gQrbuuRpKJcFp89IPB8GhxRhGGAYNj29inpNMDklGR+PPv/uJclTTyn27lFMTQtKJYFS4FgwOKRJJgQDe/cz5Mzi1uvUajVm83n86WkcxyEej5OIx7Edh1RK09+nuSnAdua3XG6SUtVqREhp3eIm58MwEPX6lj14i8FB5AYQDaspe1vKHL2pfEilUvNaCW92ELFdM2cLO3RtBn7yJ3+Ss2fP8vUF/oAbiaZqev/+/fzGb/wGtVqNarW6pR6ND7GxWEvJ3nLxVXtcuJmWCestmVtv9+OtKNkrlUq8dv41REywa/QQdbeXiSLM1FwMo/M5e2xHmrfu5Jfdrljiu90gUksRdeKzfGzTRdjhotK9dnPzJhJD04RujNCNHvYDpclWo5jrftHlN/7qCgNJi/ft6+PIcJIvXphAaSh7AYEfkigUMPyog0rdD4lbBqV6QG/c4rk9ac7cmqYQCuKOw56+GE+OpjEN2apcqNVq5PN5pttjgkQC27bJVjxO3S0yXfYwpGBPr80OQ/Pm7TyeiMiozYDVX2H4+F1Eo+Ohlg0yarHwLPpbWR3eaPuIiPy5CrXIuN4yREQmBR6OOZc8kyL6zw8EKjBAuiTscmsjMdOhx5Ros8pg0mYsH6kibVO2zMkPDCSwzfnn/Ykdae7O1slVPGp+1GkPDaYhKNR8vn4tR9mHvqSBbRp4oaZUDxj3LYZMi1qtjON6pB2buBVHqCT1sIYQUFF1XNFLRroYrD8RaBmSlx8Z4OJEiXv5Okpp9vU7PD6SWqScW3hvCDaIFFstAl1F00PMXL4kvxnnbWR8apomQ0NDDA0NLWrkcuPGDUzTbKmn1mOOvh3jvEqlsiVx3kbjO4KQmpiY4Pz58/M8ktbafWU9KBQKnDp1ip6eHk6ePIlpmlve/aTZyW7//v088sgjnD17dsvMLn3fn0fGXb16teO+tdb4X/oSuZzg3XcFExPg2BERdeSIxvcjz54wXDr30M0hVUmS2QJ1VIkMGYo4TsQDvfO24OIFQU9vpPZ68UVFpgdyOUGtGhmHtyOZjErESkVBb59mZga+/nWTclnQ16d4+YMh6QyIDiV0QIts0t5c9xaI5qhSjgy6kynNzIzg1DsGp083ugIJk0CbhMiGH5agVowWu+qsydjd/WTSIR844XL/rofXJntfClJE581olJ11MqBvRzmIs38gTyymKZUklWp0AOl41CElndG4M8vvNVQwfl/w9DOqVepWq8H9cUlvD+zcqbFtReAkmbxZIu+JeWbyTVJOA/m84MZ1yc6dCjVcAyzqdUGhKEgkNI4dTXepDGfOSA7sj5RShw+rlsJpdlaQ6DHpd8oIIYg1lFF9QBAE1Gs1qrUaxYYpfTweZ+doGuNMBt+PfgtNBEFktm5Zgr/6S4PxcYE0YN8+xbPPhjSTICKVgokJ2KKOJObLL29IcKG1XhNxtNAc3fO8Vrbs4sWLhGFIb29vKxjZDHP07Zg52wpvgZ/6qZ/iT//0T/na177G7t27N3VfQgiCIMA0TX7913+dV155hZdffnnb+Hs9xPqwXHw1OTm5Zd6Z6ymZC4KA8+fPMzs7y/PPP09vb++qt7HZCqmJiQlOnztNMOyQSDzC3dmmpmhpEjFUGssQDf+eJaBZVbnekpCaemASlHqJ906DGbWlaaHN3LwJIRTJnfcp3TmAVnPrpiBa4+/O1vn//vll/uD/8zyvPDrE73zjFrNVH9NziRfLGEFEXimlKdcDyvUAKQRv3ZohrSqYlo2NwAsVt3M16oHi2T09OKYkFosRi8Xo6+sjCAJqtRq1Wo1CoUDRh7enBV6oG3Mbday7ZkBVViBUy3bOWyucoSKDT461/Ly0EO1mVYvL9SRod3mC1zYlYePaEI25yghNJlnFb9pwGAKBhVAa26yAOddxseaH6NDmkT6NbvgjHR6K1q+Zike1FmAbgn39cfZ3MIOP2wYfeXyIv748w2TJxTYEKcekP2mRr/rM1gISEszGvcE2BHFLMlMNMeP9jPb1EYZh4/xUmbifJ5BTxGJxEok48VicwLRIyX7iIrdo/6tFzDJ4dk8vz+5Z+jMLf2taZNB6K9RRnSBI2h+a11GvE9Ya53U9igWNXJRS5PP5lpr+woULpNPpVjyYyWS6Hs92jPMeKqQ2GZ0WPaUUly9fZmxsjGPHjs3zwVgpc7aR0Fpz9+5dLl++zCOPPML+/ftbDz9bRUgppbhy5Qr37t2b18luq/bfVGUlk0leeuklLMtaMkgKz51j+vwEf/3XgnJJEItpqlXBG98W3LiuqVQi75+VyIyVsHwz241BiMDBxTAUqVR0PEJERIJlau7eFbie5GMfU5hmRFiFKvJGqlaJWtEKjWGAacHbb0v++q/NFmFy757BpUsG3/d9PkeOLw5BljrC+2OCv/wrg1xWgoDhoZB6XVKpzs2r1AF2w+2zVQLpQ5Ee+sliAH4BvvJF0BiAaPQxbJq6y4bUvdm5RNOTDNGBoq8vYKAnYGYyJDe7+GYuANOEgVHJj/x9H9OEP/gDk7F7EqUjYuitNw3sJdo5L0S5Irh1U7J7t+LuXUm+0FBEpTTJlObmDUkhkAwloGzM727YbhIK0XuxmMb1QtIpxekzJlLOEUVCQDoFhYLAMASpFMzMCEwDgjDyrDr6fAxT5BeN0zRNUuk0qXQarTWe61Kt1ejry9HXazKTjVOrNX24IvLpyBHFl75kUigKYo5GeXD+nGRmWvA93xNgJUx0pdIxibkZkDt2IB59dEO2tVHEgW3bjIyMMDIyMs8cfXp6mqtXr264ObrWGq31tsqcNVssb1b3Fa01P/VTP8UXvvAFvvKVr7TK5TYbzbX2s5/9LKOjo7z88svbLoB8iLWhU+KxPRZaGBdu5jjWEmdVKhVOnTqFbdvr6n5sGMaqzN27hdaaq1evcufOHVIH9lGq5aG+cE2eH5tX3ICvX8tyN19HaY1hSNQSwZxA0MmHfC0QAkIk1WIPTqqMXPiM3GZu3oRh+iR33KN8fx80GtS0H93NmQqXJ0sc393LS/v7+LNv3SReLkMYdcXDkARETVgsKYgZcHO6EnUE1AGWFMRtA0MK7uXrWIbkub0988ZgmibpdJp0Iyb483MTuKGHJRod7RoxY1FLjCDENiOyarnuw6uFM1Jg8Nh9RLN7oWhMR0uKv3hPGgPCpdc/Q0Rlm7UG86QBGWgyqWJrC4FvkhCaVKwGQN2HQEXXxUw5wNYmx3cq9vbP/S4sU/LEzjQVN8ALI5P5uL30OJzG+3v64iTbPhezDMKKj14QNJlG1NnODULSRKKCVCpFMjmI3U8rZiuVyszMZLEsi0QiTibew1BCY4pNrshoL9kTNoHe+kqgJmLmcSy5sh1Mu1foVqDdzgFomaPncjnOnTuHUmqe3cNyXYa3o0JqM+O8zcS2IaQWomn8GIYhJ06cWMQGbhURE4YhFy5cYGZmhve9732LjMS2Qkrtui5nzpzB87xFc7EV3gITExOcO3eupcpq3niklIvZfN/Hf+013r0YlTkNDepGCZKmWoOrVwXpNPT0Qrm8sn/QUiiTJsXaO2B0v58e+mWekZEa9XoSTVR2FQYR4dLXHymT7o8Jdu/R9Pdr7twReN6cAiwMBSMjGsPQfPUrFmEIZqPsTanIjPtzf9HHzx3KLereAouDkolxwf/vv1vzVGT3xqIb6uBgVK626JJsbCREEiMKDprsRismQWPiY7J04Gv7AcmkQtUMpmuSUEviGZNc0SZEopHE4gLHgdA0ePm7ati9Sc6d1twZF1iWTzoe7THwI1Nv29J4/tKLmZSRymlqOiL/CoVGpzsEuRw4MU2JNDFVIpnS5AtiXhngwuRue4AsDdEqEW2fKj+I/puYEBw7FrJzJ3iuIJlU7Nxn0pcpLpMWbuxHCJxYDKeRKf3hHw75i7/wuHXbxPcFiaTP449XUaFDoRhjoF+3xhb4MDkluHJFcuxkIjK5X7Keb2NhfPCDGxZcbEag0skcfXZ2llwut2Hm6Gs16XzQ2MzM2U/8xE/w+7//+/zJn/wJ6XSaiYkJAHp6epYN+DYK9Xp9W8rUH2IOq/0dLozz6vU6Z86cwff9jnHhZmEt8WZTwbV7926OHDmyrnvJZsSZCxXvfz1zr+PnhBCt+2GoNH92bpJsxUPKSB0VdlBPtb67rttn5xSMUg6u6yGVxnKCVgm8NjUiWPx5K1El3j9FLTefuIy64mnu5moc3ZHGKRTpKRUR0kCZkfm0CqM+y4aAhClIWVCQFpV6iC0ABGU3xA0UacdgvFCn6qVILEGgCCGYqYYYQmCaEjQoNMIUCD9EN8g/vYFkVGx0lsHHxyOvreaxS9EmtadzuV6wtCpGAJm4iWMI3CCyjjBCGIoV8EMIfRPHUCScGoYU1Py5fSdsycH+Hvpjmt29gh0Zp+N9IemYLPfrdv2QiZLLVCny84pbBgnbaB1KzJJRmeCCy6juh8RMSSY2X23uEUdQw3EcHMehr7eXUKmWuu3+9BhjoWYgnmQw7ROPxzHNzVWsh9qGDSgXXAsM0UfCfLGrzz5oxXInc/RcLsfk5OQ8c/RmwrKdgHrQY18LHnbZ20LMzMxw5swZRkZGePzxxzuyl1tRstf0JzBNc0l/gs3ufpLP5zl9+jS9vb08++yzizL/m0lItWfPnnrqKUZGRlbcd/Ctb6EKRcbHJYm4nvf8rFX0kG/ZkULFtgX1NSQbFAJrGdJko2BYJn2UiTsaxw4plSIz6jCIjKlNKyJKtIZyJSI1Hn9cc/WqwA8andRE1L3N9+Cv/tLA9xse5o37X1Mp49UCrl8XHD68kD1ZvFB/4QvmkiWNpVJUIlgsLuhE0/i3QpoMUXestcS3YWAym1sYLAXE21KTSQEpW3PsBYdHd5XRFbh92USGkmRSozAIhIlyDOqugRaSqt8sF9RINALV6niYsn3Qkf9UvR7Nq9IQszWeH5mCmwSgo4q2nTsUN27IeQo8QTTnWkdN6kIFuWyM+2OSMIjOad2FmBN1GqxUIg8qP4BLlwz6+zUnToak0xqRmeuCuBrYjsHf+btAo4tjlInz+NM/dUD7uF6IYUgMaWBaEq0Fk7M2R8vlxsxsvnmz3L0bebhzJ5W1YCsWe8MwGBwcZHAwMrDdCHP05sPfdgtUNtNb4DOf+QwAr7zyyrzXf+/3fo8f/dEf3ZR9wlwJw4kTJ7ZMlfUQ7w20K+Gz2SxnzpxhcHCQ5557bkuz2qshpJpx0+3bt3nyySc3RMG10XFmqVTinXfeIZ1O89JLL6Gk4G650PGz7dULlyfLzFY9bFNiNJggESrcJTKLzfKwtWGJtU4IlB9HGGXqro1lhFhWCFKjhejYlc7pyxG4cfzKfPWSBs7fmqF+ewKvUCZmQiJmka/5YEhCpVFKYxvgGCCkg1/1MJTCMCSmZWAIqPsKO9RYEtxALUlILTwqLQUYBkYYtMbjti6z9Wui47uz9B+ZQrfVE2hDzA/gOu1CCnS9MyG1I2VQ8xVuoJBC4BiCeijotwuEgUnccjGduYxgT8wg0BqJYCRjc2LPTgaSNdZDubl+yLn7JXJVH7MRD85UPLTW9De68AWhJumYuK5HqR5gmxIviJRvB4eS8/yoNHFctbibpyElqWSSVDJKRnueR61W424e7JkJ4nZkyRCPx4nFYogNkAM2y9+0SKH0gyGjQJCyP4wQ3VEI7yVSp90cff/+/S1z9Fwux5UrV3Bdl97e3lY8uN1K9poVAtsxObdtCKnmotfsXvf4448v60+x2Qqpqakpzp49u6I/wWaO4+7du1y6dGlRmWA7pJR43gqu0GtAM3tWrVZ56aWXOsoDFxJSulwm+OY3ESIinbxG2XNzWW1+1JARKWDZrImQKpNpkSqbBcOAwEmS0gUMCbWa0fg3IqP6MxEZFQQRZ5RqkNWVCqTSEItBGGpMQ5NIRuVfMzOyQSosOB6ZIRUWqFSWcA5oy0AGARSKSwcpnitIp+ebmbe+i0mCtct/BVEpIizVBTE600Go+P4fceg15uregzAiJAEkIbYO8T1wfFBaMJjR+L6mWpv/O7Ms6O3VFEomdc8iZgmqygAk8T6NH8C4byGFS10kkLGA3rTPPqW4dUuiFNiWxjCjuZMiKrm7c0eSy8UQQmDZGt8T5GcFTiz6/1pDKq3Zsyc6yOnpSK30vhMGurwx9fy242A7Dpm0SbUqsEyBUiGe56HRhIGDK0wCz4uIaL35RarGBz+4odt7EIFKt+boAwMD9PT0dBzfdlRI+b6P53mbFqisxox6I/fZTML89m//9rYMwh5i7WgmHm/cuMH169d57LHH2L1795Z3VexWodRselOv1zlx4sSGlVVsZOKxqXg/cOAAhw4dQgjBpdlplF6i7K6NkJoquZEapkFG+aEiCJe4L2ixMf5RHbdtoX0LYQd4oUGgDBzbQ5ogOuQqhdAkRsYp3XFQwVxi2a7V+OrXrpDflWZvXww0TBTduWYojX+9EIq+QHseoVJoDV6oCGsephQYQE0J0j0xhnri2KbA9QJyZZ96EJKyTZJORFLt7HG4la0RAkIKhFJ44Xxbgcao2w+Y1ZBTGk38QJaBQ1Nz5XgalJStOAwNOpQg2uiqpjIrcFC+3TamKOAzpOClnWnyNZ+LOU2p5mHjs8MqETPr8xq2NDFbCzg4mMA0bJ7dmWYguX6S5X6hTq7q05ewkCLysro3G72GEK1xPDWaZnpmhqI28JUmHTM5MBCf19UOwNUOsJiQaocAHNvGsW3oAfQQZr2OcieYmZlBKUUsFmsQVAksy2SthKLGINAb/1zXLeLms5hyZOUPNvBeIqQWot0cHaJyt2bC8ubNmwBcv36dwcFB+vv7t7RJ2Frx0ENqk+G6LqdOnWrJh1cKPDfLQ6o9u3Xs2DF27ty57Oc3g5BSSnHx4kUmJydXbGO8GQqtdr+oEydOLNm9YGGQ5n/ta2g3YpgOHdR861uScgXc+ly1kSEjFU8+L3DdhuJoFdMXYJDYZAmrAJTpYHsldu7R7N4dcvWaJhaLVDrJRGQiXq9DqSQYHtGM7oqWbT+IVE/plJ63FhkGWEmNnInK6ZpCt1AbOGEVacDhRxafx4XL2fTU8gucBgp50bEUskKKHvJdz0M7pIgUYZ7XaPAHLI5Do7HVXMm5t+9xaHeNSjnN22/3cP++JAgbhuCJSDHmenPHUigK0il45BHFxLigVotk4PF4RGSJMGQwFfDYQUWlIpieFugKGAiUssnEXJSEWkGjY2Bagt5Bk6pn4ocGgZQMjsKjjypu3RLcnRUI4ZNOavp6QggDpifA9yOT+P4Bzc6duhXYJBOa8fuC0IpheBtrpH/ggGJi0sDzTOIJE1NrikUQMZNdvWPcu1fEMs3Ww3nntsDrh9y3D7nBCpTNNrtcCcuZo1+4cGFJc/Rm1myrH3zXg3KDKN2OgcpSEELw+uuv86UvfYmpqSni8ThPPfUU3/Vd38XevXsf9PAeYpVYS+msUoq7d+/ywgsv0NPTs/KXNgHdxFntTW9OnDixbh+7dqyHkKr7IafuFpguudTyU6Tq0zz/zJwPKcD14tKGzdE5ixb7pqqkSVCFSi+pc9nsW6cKEhhmEWEoFJKaa2MbChvVWfQjQ1I771G8dwBCQbxUxq7XmRXw9Wseoz0xiv7CSvyICAo1ECjCtlI6oaPjbxJytinY1+sQeAGlSsipu0WyNZ8AsA2DPT02R3ekeOlAH9NVn5IXIsI5j8+mBdYSWrMFfy9NUGkUzpEZBvdOz/uIlgIh9ZyCTACEizcjQbkmhrWY2fvAvl52JVz2x+t87NE0E4UygVK8edvnftGkFti4ysZTJoE28JEoITB6UjiehvtlBuIhjrU+deNMxcc25oinuBV5SN0v1BHAYMpmV2+M0UyMRH2G0V0DKCGxTYlccGEq4ngd1FErQmiCuEMs+Sj9A3kCv9bqBJvL5TBNMyKnEgliTqzrOCgq2UywyBBti2DIQeLm86v6zoOO81aDpjn67t27cV2Xb3zjGziOw507d7h48SLpdLqVsFyNOfpW4qGH1Cbj+vXrrdK4bhbyzSCC1pLd2uja/lqtxunTpwE4efLkit4cG12yt5Rf1FL7bhptqqkpwlOnWu8NDjbUPIXFndiCoEFCraGVSIX0mkmVbiBl9F9NOOwcqPOxjymSqZDBwXFGRw9y547g3UuCcllgGLB3b9Rlr3nJChERbsVi9H4qBT0ZjefCsSc1nqu5Py7wo0QOBZ2ihwKHDimSS1xu7VNUq4kl1Elz8NvWseYUuzikV9mRMB7X2FakCKtV58orV7rcymS4eEoxdcfnzl0T35MYZogQEqWiuWsfn2lFPlrlsiBe0AwPa8buR3Pk+xopBKOjimQSVBj5kjk2ZHOCsVKG3ek8zz2vcBzNrVuSYlHQm1E8fbzO3r2K6alIaTUYJUhIBJLCPUk8VqenJzbnczFiUK5ZxNOS4Z2SUEpCBAio1qN5IHQRsRg6DKMLeQNUI8eeVExPC27dklSzgBbEYvDUS3GeeqIfpXqp1+tkZ2Yol8uUSqUoE5dIEI/H19zudiGM7/quDdlOO95rmbNO5ujZbHaROXo8Hn9PjbsbVCqR+vE7iZD63Oc+xy/+4i/iOA69vb3UajU++9nPcujQIT772c9y5MiRBz3Eh9gkNAkegBdeeGFLfMqWwkrxZlN9eejQIQ4cOLDhRPZa492xfI3/+69vcH26TKVaRSnFE7sHecqaS/h6YcjtUn7JbbQrpJ7YkebieKlRrhURMkt+T65/bVweEuXFEE7UJUQL8EJJ4JrELK/Vya0dhuOSHLiHuJTEaAamDS+p27naPJpHt/2lgWDB4ajmGw0IBBUvJFSKd+4WGC+4pByDhCGp+wFXJz0cy+C5A/380IsO376RY7JYxzQEfXGTy+OlhuF3N2FxZ/WUlgrr8WmGdmbnk1FCzDcxbx5Ap8tUm6AkQoOlFI4MSJseBwZMRuNVKq4mZtoU1ABGcpBQww3vPve9tnKHBXPvBYpdmZCJGtwq9/Fo3/qSep0qAGKWpCdu8dhIir2NjnzN69aQAtvsTIJ5XaijlkNd1fFEioyVIGOVyGR60FpRq9ep12rkslmCICAWi5FIJIjF4ti2xVKEYhg6SLMGrK0BwvogSVkfRojVEYZbbWq+0Th06FCr2iibzc4zR+/r65uXsHzQ8DxvU5Xwm4ltQ0g9/vjjhGHY9UXdXKA3Si3Q7tX0zDPPdJ3d2kiFUtMjYXh4eEnvrIXYKEJsJb+oTmg3u/S//GV02zxcuy4i4qnD1DTLvlZLRq2FVFkNYg7EE1Dw4gyYRT7wfk1Pb2RKrhTkZqNyvL/9txWeJ7AsTXsH58lJwaVLUblX4Ed8Rb0myOcFe/YojhxRPP10yP/6U5ObNyW1wGIwVuLxIyEf/dgS53DBtW07EUnkdqHmFaJRWqfAJYbD6uojBXDokOLCBQPP7457iUzT6xQLklLRIQgb6jBTYkiNH2jCMIpWTDMilmTD08APIJuTBIGmp0czOqrYtUvT26PZvSfqpHfpsmQmKzBNiCUET+0o88LTIb190eD27AkJw4aKqzF1Oxc0CUkkwTLBMNU801UdhKRjIekYeDnIZBrHpEAXBfuOJzDq5fmXrWkiDCM6yCab2XbOdBgilJojsDr8Vg0DPvy3QsbuKcbHJYYBew5bDPXkQUe/8UQiQdGySKVSOLFYZLRZrTKby2EYRoucisW6z8S1Qx46hFymRHqteC8HKu3m6Pv27Ztnjn737l2CIOCdd95peQ2sxRx9K1GpVEgkEtuuY8xSCIKAn/3Zn+V7vud7+OVf/mV6GzfbGzdu8OlPf5of//Ef57XXXnuwg3yIDYfWmnv37nHp0iUOHjzI1atXHzg5bBgGrrt4/QzDkHfffbcrNft6sJbEo9aaz37zDpcmCiR1lZ60TSrdz618nf/6+m3+xSceRQjBrdIs4RLlejCfkOpNWDy/r5fXb+TwlyrVA9AgzG7j0rV7JWnlIEIPIUK0MNBKENpQ9SxMx8cRCqnnrh2hFPHELMFgiJ6MMoALj3zuqLobkyQiSJKOwd3ZOknbYKbskXYMrIaiLG4bKA03szUeGahjSHhpbw+W2Y9lG2TLNa5MVWAZxdnSaJBRVoj5xAzDgznEQiOthWTUwsPTIBoMjw4cjEZS08WkGtrM6gR3J4GpiIjcmQz5RI9qqY0ODMS5X1w6vowJgZANL7hAU1A76JETqz7SJkbSDrmKTxBqTCMaQ8ULcUxJb6LDs9sS67YmsTZ11AIoHZAPISEHSIhZhIBEPEEinqC/fwDf96nXI/XU7OxsK6aLxePEY/OTXwE0DPO3HgnzBUw5uOrvvdcSj92iyTk0x27b9jxz9HK5TDabbZmjx2KxFjnV29u7oSrYbtFMPD5USG0iVrvgNi+EMAzXdVForblz5w5Xrlzh8OHD7Nu3b1UPHRuh1NJac+vWLa5du8Zjjz3Gnj17VrX/9RJi3fhFdULznIXXrxNeu9Z6XSmYnIi66G0k1kKqdAvHAduOSulG+iUJNM3qgBs3JN/+9k40EhAkE5pjT2r27on4hebz37vvRqVm+/dpCkVBuRRxEIahOXZMkclEC/73/0C02oeJGEZ1eU8nAfOYoKlJ0RUZBXNrcI34moi8ak3wzqnVPdyWydBDHsuOjMIhmqO6KzBkJLFu/locR6G1JgzBdgRhaODYmqeeUuzZo9i1e34EdfCQIpnSjI8L3Lpgz2iS/f15kqn5nzMM8FwoVwSWCbG4ZnJCUq1GhOPoqCKVFuRnLZIJkAa4Lriu4NgxxciI5uw5ydS0aJnW9+6Mc2xfhzkMAvQKzRXmjU5EJqbCNOdILCEQQrCnF/Yc1RGxa9tQVtEF1Ph9N03NLcvCsiwymQxaa+r1eouc8oOAmOMQTyRIxONYXdTDCyE2RR0F2ytQaTdHHxwc5N1332VkZKSjOfrAwMB7zmug6SvwXibNVoNyuczY2Bi/9mu/RjKZxPM8hBAcPHiQ3/iN3+Dll18G2LQS1ofYeKx0ntq7GjcJnmvXrhEEQVfNCDYLneK8Wq3GqVOnEEJ0pWZfD9ZCSN3L1zl7J4fpV+jpTZFKpxEIdmZiXJmqcDtXY/9AgmvLlOvBfEIKYDjtMJiy8QJFqR4QdFBJCcQqSvbW89sVKD+BYZQQWqEwEYYGLQlrDrWYj2n7WJ7ADDWiMYfmnhJ+xYLy2q6ppkJH0FzSBbYhUVozWfIIlMZaINFyYhZ116fmh6QaflJ+EOIHIZbSDFshtz2JFrIZ+EXj7WIiddzHeHyG4d48Ui4oOmzvqNd6Mfqn7Dq4vkE67kWklZAoP4YwFu/TkGBKiR8qxsohf/nuNEII/ECRiZvYRuS1tRCWFFRdj6oXYpuSTMxkNghQxg765MSaTv+OjMNs1Wey5LY6EtqG4OBgYn73PN1ywOoIV9usRx21EFVVxxMZ0jLAZO4BqBmzpdMZtFZRzFarkZ+dZdqfanlPOfFhNC5CLG6gtdkw5Qgx85k1fXc7xXntWG7cQgjS6TTpdHqROfrVq1ep1+v09PS0CKpUKrUlcch2VsJvG0JqtWhmgddDSAVBwMWLF8lmszz33HP09fWtaRzNsrW1juH8+fPk83mef/75Vha4W6y3ZK9bv6il9q2Vwv/ylxe8Hj3gL6PmXjUqJDZNHWVZkE5HxIlvpxhNlfC9iC+YmRG8+abE8wzSmcjUfOy+4M4dQf9AZLj9+GOaI49qpiajjnqGAf19mv4+UFqTzUblZ/MQi2HUSqsaZxDA1/6m+2tdNyTZIQaiy7zbGqooWwgwSVLGNBrdBw3myuB1NJ+RYWb0ku9HRvHS0A2TMc3gUIm9+3Ik4nFcN7HoIWRkRDMyoiPmUBcXGVlpHRGIN29KarWIyymXBKIpXgL6ByTHjvq89VZILmdDw9ts9x7Ns8+GxOLQ26e5PyZwPUFfr2b3oyHOchnhbqH1iiSWiMfRs7NzRKSUCMNA2TakUoiGdEsLgdSaRE8PiQZx5dXr1Eol6tUq+XweKURLPbVUGZo4cgS5AZ2gOmE7ByqWZa3bHH0r0VRIfafANE1+5Ed+hD/7sz/jU5/61DwC8OrVq7z4YtSS+iEZ9Z2BSqXCqVOnsCxrXlfjzfILXQ0WxlnZbJbTp08zMjLCE088sSWdRFczB1pr3r1yjWK5wt6hXtKpufuCZUiCUFH3Q3wVcmeZcj1YTEhlKxExPNoTpxwPuJ1d7Om5Ac3Guoc20b6NMDykodAItAXCA1238D2JTtQJzRC7BpLIyNt8ZBb//BAiWL2itDkdmigE0UGjo7QGUwpMKXADhWNFE2HYJuWSS8ySxBqv+aHm3FiR6bLHbNWnUos2IPXcedYItIjKEQUa0UGmrtIu8rEcw+kChtGBjFo8eiquQ7aWwsNgKFZpldjp0EIsVUqmwJA6OrZQczNbm4sX82DKaDPtIxCARFBxi1RchyPDyRYZVwgDQnYyICcWK7pWgGlIju5MsyPjUHQDDCHoS1j0xOc/vyy3VUVyQ9RRCxFon9lQkDQGSJBd9L4Qkng8QTwe/SaDwKdWq1Gp+kzNXgcUYRhGyvdYfEsUzwKTlPW31twlcDvHed3O73Lm6Ldu3cIwjHndnDcrYdmM87bjfG8bQmq1QWXTcHatgcrC4Get2TfDMKjX13ZTa47Btm1OnDixpjGsp2RvNX5RS+3bvHQJNTm56L3+Abh1e03DWmpvXZMqq0XgQ60KWkClEhIUBMkkTExoanWo1yAIBPfuRcRSMyaYnY14kW+/IQmVwnGgWJpP6TSV8AvvTcI00d1cN2LuqP/H71us5lLTQFmnSNG9VG09M9w0TVc6Ki2ESHUEETm5sKOi50XEVRTJRd3vXn7ZJpPJUKtWKU5MgIja6ibicWLxucVZJJPoQmHRGO7elVy8ILFt6O2JPKVm84KeHs2uUY1SkJ0RWKbkxIl7hGofnifo61Xs2atbareBAc3AQCO7lkptWGe9rmAY8+sjlUIrhXBdRLU67xwtPF8WYKXTZHp6wDSpeR5V1yVbreJVKi0fg2Q8jmNZoBRGQ2myGdhOZpftWNgKuJM5ejMY6WSO/iCIoXK5/B2lkAqCgHw+z8/+7M8yOTnJgQMHSCaTXLx4kc985jP84i/+IoVCASkl8Xj8gcjnH2JjMDExwfnz59mzZw+HDx+e99vb7I7K3aDdIuLmzZtcv359xU7QG4nVJB49z+Ps2bPIWpW9I32UPU27FXy24tETtzAlXM7NMFGsYZuSdKzz7yfyrGwvZJtT3CzVeVPI9an2VwsVxBEECBmihQmmQnsSqRTSVyjXQicEYSbE8FVETFlgHs4RvDvQIGG6u292StopYKrotkr06r4iH/qkYyaZVIxy2SVQmv0DCUwpuJmt8teXZ/DDZUzhgUglFc57VUkxFxf2VZCP5BlJFjEXdDTUHdaBmmeRraSoNx8NtcZpmpcL0L6z5CxowA3md/ptFlsKAYECyxCYWuOYglTMjjoRugohNANJiwMD89fFcuij9A6GjGmEWJ2Jt5SCobTDULqL56YOc+Fqizm9/kZDUwnreKKPjKwjqS35SdO0SKctkukU/brC+Pg4UkoK+QLT3jSO4xBPxEnEE9i2vSnre9x6CUP2rvn73ylx3mrQbo6ulKJQKLTsHtrN0fv7+zc0Ybmd47zv6AjNNE2CFcplOmFycpJz586xe/dujhw5sq4LZa2E0NTUFGfPnl33GNZSstfeSbBbv6hOkEGA8/bb0EHVdfSo5p13NuYHUyJNmtWpiVYDDVSqUDV76BUFUkno79dcvhKVfPk+FItOxBHoNqNwN+ogGITw7W9JDh/R5HJQqcxxCuWyIJ3W7No1d45EMrlqgqNQgPvjq5tPDchFDgmbAw+7pWDTOvJosiwoFTv7iEH0Gd0QR8Ximo98NGT3bglEvj5aazzXpVqrUSgWmZ6OFmcnkyHpeVH73TZoDbdvC6QB6UzUBbHuQjIZmcrX6pCIR+/NzEiGhiVHj3YxPxvcxXI5LHdtaK27DJmJxux5xIG44zDgOARBQL1Wo5rLMVmrgRAYTz5JIgzp97xNyeh8p2bObNtmx44d7NixY1lz9P7+fvr6+raELKlUKtvSV2ApzM7OcvXqVQYHB/lX/+pf0dfX15rn0dFRfu3Xfo1f/uVfpl6v8/TTT/P5z3/+QQ/5IVbAwiBaKcXly5cZGxvjySef7BiLGIaxpjhvI9Ecw+nTpykUClve8a9bQqpUKvHOO++QTqd55QMnCa9k+ew373IrWyXlGJTqAXdyNap+wPf+pxlUqoCIudgGjGTifPDQAH3J+SqTxSV7NtemBVU/YKbcoTpAi2X8o9buF7UctJIQxJBmFaFCtJBIHSDDZsmWgKqFqhvoXo+wR2O6CgsXY28Rdad3xX004z5NZ1Iq0KAChSFFVJZW9cj7Gl2uk3RMHhtJ8MhQEl9pvnxpBn9NJQQa2fieGq3AvgJDsQqW2ewSFH1GCzFvmuu+SbaaoqZMhJ57zxIK2TSfVxZioRt5xxEs/rt5efihxpSRCsg0BIY0sPCJO9aSHqRV5TPJIMNmFsnaq006D7bzThVJ/E1QRy2Erz2yoUHa6CfGMqWxIkWoqw0/I0EymSSdThMEQeQXWqsxUZhACCKv0HhEUG2EesqSo8SMp9a1jfeyV+hyWI1CajlIKenr66Ovr49Dhw51TFj29fW1CKr1JCyb1gzbEd/RhNRqM2dKKa5evcrdu3c5duwYOzagTGW1hJDWmmvXrnHr1i2OHTvGzp0717X/1Zbs+b7P2bNnqVQqXXcSXArmqVOISqUjIbV7d6Q2WW9iUwHWRi9SHRAgsYIaVhL27dPYDuSykXl4tSZQWmPI6Hia0mytYSYrWnY/V69E/k7T06LVRdC2YfduxbxKyFV0Zmt6SN2+JaOqthU67LWjRIbMJprAt8MlRlwWQIBSgkJBYNt62bJNpeDFl8JWWV1f7/wPCyFwYjGcWIy+vj7CMKRWq1GWkvL4+CL1lFIG9ZqgKTRUSqBV1MXPbfMTN41o3yrsgijZanXUcmheAGuEaZqk0mlS6TRaa1zfJ3fy5KKMzka2u92oBX+rsZrM2XLm6NevX6dWq9HT09Oa283yGtjOgUonjIyM8JnPfKbV/aZSqRAEAb7vUy6XcV2XMAwpFAqMjo6uvMGHeE+hXq9z+vRpwjDkxIkTS1677wWFlOd5FItF+vr6OHny5Jb7x3UzB+Pj45w/f54DBw5w6NAhhBB85PFhUo7JX707zXihxkSxTr7mN0gFDZYXrQUB3M/X+OLFSX7wmVFss80IfAEhNZhyODSY5N2JEjV/MVG4/K1tcx5adWiAcNChizDCqLTNAIL5+xNKonMOxAP8dEBgg+mUoWwic6llx9dORDVnYyExpTTU/JChlEMqmWK6UGdHJsYL+3uxGr5Mr9+YxVd6RXuEpd7TaPSBEuyoMORUiVn+vA9HCqro/7uByUylQUQJEFqg2w4xZsydPx20K43WThwGCkpuiBQCU0j6kj49MYtA6SiOblwgM2WPixMlpsselpTs70vykX0QMzc+3l94JK4y2Tx11EJoSqGLK/pJywpykQ+uQaDnjGF129SbptnyMdJa47outVqNUrHIzPQMjmO3yCnHcVYdVwgsktaH1x2PbNfE43oUUsthYcKyXC6Ty+WYmpri6tWrxGKxFjm12oRls2RvOxKA24aQWsvkriZQcV2XM2fO4Hneqoy7N3IM7WTQSy+9tCFtG1ej0CqXy7zzzjtr8otaCF0sIk+dWlKyLWXUpWx2ds27AKBMDxkWl2ZtNCoNM+5KBc6cFTz1pMaywWx6H7Wt4k0zSyCK6cxo+a5WI3WUlGDZNNRUmpu3JKm3FM+/ECIzmWUJjmxW8M3XDe7fjzrJHTgA+/YJEslGCNklGaUQOHTpfr5O1IkxnCgRjwXEY5rZWTsy+jRBSk0YLu1JMJsTDA013UGX349hGKQGB0m5Ljoen1NPFQpMT09jOw5SDlKpOiTikpijsWxB3Y1KA5tdfysVSCQ0yeQKWXchEEGwSYWiHXaXTKIrS5vcb2RuWQhB8oUX6HnmGQ5AK6OTzWY5d+4cWut57W6bfi6rxXYNVNYz7nZzdIjMj5vZss00R/9OI6QSiQTvf//7H/QwHmIT0OwoPDQ0xBNPPLEsaf2gCamJiQmuXLmCYRg899xzD+RBYLnEo9aaK1eucPfuXY4fP87w8HDrPSEE7z80wIv7+3jrVo5//N9PI2UURyjLg7bSOssUFOsBlybKPLU7M28b80r2BBwdzSCEYOrK9KLxCLlVK2YErWkdR9PgHDTaBhWISLGl5tTFAgE1C+0a0OPjxxXi6QLimsK4k4o8ppZBO5G0sHwNoOQpLDekTwpilqTsBS0yaqrkcWOmOu/zy21/0bGiUI8WYKDOoFUlbs+P8ZpklBcYzFRTVEOr1W25E2JWIwbSBqj2x8X1XeMaqPghj/fZjPbEKNYDMnETo+FpNV3y+MrVLBUvxJSCig45VcszXY7zw0/GseXSJW6rHcdCKJL4enOaIy0HT7vklE1aJHDE3IOREgm0bo/7dEcfLyEEsViM2IIEba1WZWpqEq0hHo81/Km6K2FPWO/HkJkVP7cS/k+M87pFuzn6vn37WlYEuVyOa9eutczRu01Ybmcl/LYhpNaCbqXcs7OznD59mv7+fp599tkNLZ/oNlhqSqlTqdS6yaCF++9GITU5OcnZs2fX7Be1EP5XvoIMgnmBitbw9tuCM2ckxWLkEbQeBBjEWWyYudHwsEi1lQTW69Fx9PfDI4cVhx+BU6eBhZ1jGofuupBIRseriRb/WCwygKy7AhVqbt02eOKoImHXodFqtHkOmv9OTwn+4A8tqpXIFFRryOZsrl3bhdaru2bLZLaEyAMYGDEZSdTwfAVaYFmavn7N8JDm8mVJYRmR1t170bH39mp6e1cOZIVloev1zuqpapWRkRrnL2jG6ppUWpBMOJTLFo4TlVZmswIp4ZHDPqa5/O9GpNPo4tYozICV2cYN7CYmDAOj7WF/YUanVCqRzWYZHx/n8uXLJBKJee1uu13Et2ug0jQV3QjE4/FF5ujZbHaeOXpzbtfjNbCdA5Wl4Ps+3/zmNxkbGyMWi2HbNoODg9i2zfDwMLt27XrQQ3yIVUBrzfXr17lx40bXHkwPytRcKcWVK1e4d+8ehw4d4u7duw8sKy2lRGu96H7qeR5nzpyhXq93TLRqrfnG9Ryf/eYdzo4V8MM242l7/kO5VlH8MludH7hFhBQLXluC5NAsU663OdChRDTNvLUZ+SBZbvRIbwKBRjeSiqJRXyaI1FLMOhD30ekAfbhEOOhh3ksip5yOxFQn76h5IaGIDLcrdZ+UJQhCTSYWnTuE4MJ4ac1Uj5YKdXQWkfboM2sknfnnT0mBryQzlTTV0IKF50gJtGhLa7X5R+lwNUmR5VNjTULNDxWFWgFDSnrjFrt65pJa58dLVLyQTMxsjdELFPdLNb41meTEjhSW2ABlevPCbZuIzfWOWmk4iqL2iMkBUqKAwCLUlQWf6U6gYRhGS5mttcbzPKq1aiN2m8GyrIicSsSJObFF27TkXmLm0Q05rodxXvcwTbNjwjKbzXaVsGx6SG1HfEcTUisFKlprbt++zdWrVzly5Ah79+7d8ICiG0Lq/v37XLhwYZ6UeqOwUslee4ngk08+uSFlimpigvDs2chYsS1See01ydtviagcSq/feicyyd58UqVGYtF+QgWlEoyPC555WnPxXYXvm8hmuVcz/tENmXY1KglTCnwNqgKGFBhmVDrm+1CRfaT8WZCSakVTq2mSKbDtqP76b75uU61EZFaz2YXva7K5OKJR/tcNyRcgiS1joriRqJKEyTJTKYjHJK4rMcyIpJMG7N2rOHd+qRu+xnMF1ZrmpZcWlDV2gEgk0KXOXmKGYZBKpzn2JKTSgqtXNOVyiGG67N5dxpAmQWAzOCQ5fFgwMhwyMbnM71AIVuUgv16k00seWxPNoHYjIJ9+GrGEB4oQgkwmQyaT4cCBA/i+z+zsLNlslosXL86rhx8YGFi23fl2NbvcrACr3Rx9o70GqtXqdxQhValU+I//8T/yR3/0R4yPj3Pv3j36+/vJ5SIvjp/8yZ/kP/yH/0AQBA8NzbcJfN9nenqaF198kUymu8z8g1BIua7L6dOn8X2fEydOEAQBt2/f3tIxtKN5L2q/L7X7RZ04caLjb+Ct27P88l9cZqrkEja9hwDQiwgpBAgNcXv+er1QIdWEakrF294S85J2m+MXtRJUEEeaXtS5zVLgN9rrCt0qV5tHTjXUUqLHh4yHf0Ahd9Yw7sUxsrElu84thBZRsssSmiDUVDwFaHb3OiilKLsh+ZpPb8Kk5ivCJRJQGjDE/AbC2g5QT8wiEgE9Rp10bH5s4mKSLSWphPYKavO5N+b8owQ6tFdxppb/pCkFGo3yJYgApS0ODyfpS8wFeNMlF8uYn+C1TUnNV0yU64z7/YyYJo7Mdz2qbkasdGpLvKNWQl3V8UiSkBZSGAhdbc1FFOetbntCiMhf1XHo620kaOs1atUa01PTaK2IxeLEE3HisTi2nSJlf2jDjkdrvS2tGd4LRFo3Ccv+/n6y2SzHjx/f9Djva1/7Gr/+67/O22+/zfj4OF/4whf4u3/3727Itr+jo7TlApUgCLhw4QK5XI7nnnuOvr6+TRnDciVz7YadTz/9dKtd5EbvfylCqhu/qHodxsYgmYRuuSr/r/4qMlhuC1QqZThzJur8YVoRIbEeuNibamTeRJ1Yy4x7IWw7MiV/7TWBQKHUYhGLNKLMohcs8BXQDfLIA+VAsscgZdQIAoPTpyS3bgn8ABxb88jhkCeeCLg/FgU07Z1XrQa5ozV06+vaLD/cCjSF8JWyQAqB5wuCqiCfF0xPQ1+vpiejKRQXr7CpVKQiGxjQjOzoQubf5cKxf79m926oVkwsy8R2TGrVKtVakXqthtaC2Vm7Y8a5iS1XR3VxcjcqvBeWNU8dtRIsy2J4eJjh4eF5Bt7Nevh4PN4ip3p7e+cFJu+FBX8t2Crvq6W8BtZijr6dM2ftaF4zf/mXf8l/+2//jZ/+6Z/m0qVLvPHGG/zKr/wKv/3bv83U1BT/5J/8E4BtGQj/nwrHcXjppZdW9Z2tNjXP5/OcOnWKvr4+3ve+92GaJuVy+YGWDTav8Was18kvqhP+6NR9pkseKcfENgR3Z+tRnLKgXA/ADxRx2+SxkflWEp0IqZoXMlGsd1RORdgaMmqeOmpuFGgvjnCq0RAMWNTbZRE5JdGzDiIegKXQsYDgkRLhrhrm3QTG7OKSddnw8zQkYEisxq68UBMqTcULGU7ZZGJRZzTZmhzBaI/DRDHqvNc+hbYEx4pUQ+V6gAJUwkc/MYuwQ9LSpSc+l2wMlGS6nqYcrEBELVRH0eYfFVpdk27LIdqCbnkgJYyQff1x/HBxMxZDCrxwwcXT+NMQAoViIrAYtvqJi2XMwFfAwqiyHhmLrXl7G4WoksKhrCJ1lCCJKSxMIfCCHFqvb00zDINUMkUqOaeeqtVqVMoVctksqv4ivan7LcX7etfQ7Wpq/iAUUsthqYRlNpvlx37sx5iammJ4eJiBgQGuXr26IdVOC1GpVDh+/Dif/vSn+cEf/MEN3fa2IaQ20kOqXC5z+vRpbNvm5MmTOE4XbUHXiKVK5tozbCdPnty0NuCGYXR8sF7JL0pr+N//W/L//D+SycmozOqFFzQ//uPhssRUePUq4a1bQOOcNSKSW7cEvhcFJJ63Kt/ujvCI4WyBIXeARYzOGZNyGUSlqYYyOtajd4pRlWaeItjzoBCkMHWON9+QXL0mSCQiErBeF5w9Y2IYMvJ2aH1rsWdUN4ozf0H54WaiTIoU5SjYEOC6kiAQGKZG68jYfSYrGBjQZNKaYkkghMaxobdPo0JBPAG9nYU687DazoSmCZme5uQZ88y8PdelVCqhtebO7duNtroJEvE4tuOAYaBrW6MwAxCZTHfk1wYppOT73odYY4ZloYF3EAQtA+/Lly/jeR69vb0tEiVslKduN4RhuGFl1d1ioddAuzl6N14DlUqlJQPfzmg+/H7729/m8OHD/NiP/Ri/9Eu/xMjICCdPnuTxxx/np3/6p3n99dc5duxYKznyENsDSylulsJWlexprbl79y6XL1/m8OHD7Nu3r3VdNWPNB3WtNWO7MAy5fPlyR7+ohQhCxZXJCqCxDMF0yZuLLxaUexkSkrbJyYMDZOLzHxsWni8vULx+I8f1mcV2CnPk0NbMkdadqRSt5gzOMTV4y6mh28gp1wJPN9RVGh0P8I8UCSo1zLtJjMJc+UzMlPQmLHJ1RcyEnlhkJjpRdDGkIG5JKl7It2/neXxHikeGkgwkbSYKdXriFrt6Y0wW67hB1DAnbmi0NAlCxXDGQSlNMV6FR/MIU5EUHn2JaM5DJclWkxRUrCv/zcaBzvur6R+lAqfj100ZGZQ3vykEi5rUGCJSRPmqQUQRJaVVCAPxGkFNU1cm1VqNMBHFuQB7+uJcnCgThBrTEKCh4oXYpmBvXxyloVT3qXqCfYkhEnKxV1lX0HOqwFwlRiEoEbcMUs6DJSEskSLQc/GsRuFrF19DRWgcHQPViyUkhggxqCHW6Anbrp7q7e3FYB9++UWy2SyXLl3C9/1FivfV3uO2c+LxvTzu9oTl2bNneeutt/iFX/gFxsbGOHbsGLt27eKjH/0oH/3oR/nQhz7Utep4OXz84x/n4x//+AaMfjG2DSEFawtUFmbOJiYmOHfuHHv37uXw4cObfrF1IsXaPauaGbbNQicpd9Mvat++fRw+fLjjzeW11wT/9t9GN+XBQY3rwquvSqan4d/8m5BOPrtaKfwvfan1d/v5suyIQgkD3fAXWOw70C2qJLaEVKmQWnY/qr2dyjoCLCNukVBlzl8Q3L0rSKcg1qhysiwoabh6VbJnr+bSpYjIMRommJ63ukmsktwSdZQGDNqiFQ2eL7EthW54LwiiOcxmBcmExjIb1wVQLAr6ehWpJOwcnX+MY/cEZ88aTE8LYnHNkcOK4y8tzrKtBU3vKYSgVq8zOjraUE/VKBYKIATO8DCpICCeSGz+YiVE13JCzdqI+3m7cxyMVSoUloNpmgwNDTE0NITWmmq12sroXL9+vfUAZ1nWqruJPEi8FwKVpczR270Genp6+OY3v8knP/nJTfeQ2kwpdydUKpWWsrnWIIiVUvT19TE7O8vNmzcBVhUzPMT2g2EY+P7mdtoNw5ALFy4wMzPD+973Pvr7+xeNAR5c19Dmff/MmTOtMsKl1JB1P+Dr13KcvpsnX3WpByH382FbCdhcuZ4hBE+OZuhP2RwaTOBYi49NNNoKN/Mhd2ZrTJfnSgBb0GJL/aO0kiCX3p/ykhjx4sqEVDtEIxEYSoQfxbKYCp3w8R/LE5YszDtJZNnGNiV/74U9fOvaDOMFFzdQ1H2FIQU7ex2cRheVQs3n7TsF7s3WMQ2BbRoU6gGuH+KF4FiStC0wdEhNCypeSKHqEw5W0XtnEVITEwH9yQqhFuQqKYpBjNDoMj+lF6ujWv5RykTQ+XpWGmJmFK9JIaj5UbxnSXAM8JRAaRhK2YQaJksuWoOUgpG4ze5+jReExGSIcsvcuTuL4zgk4nEeHYwxU/GYKXuoBs9iG4IndqTJ133++soMFS9EALv74nzikX52JZZWSoWNDn6WsXjNdhWcGytyq+ijhYdlSIbTDocGE5hy68llQyTnkVEL0fSQCrRL0PqJGRgigyVMDBQGdQT1VecnpYiTcT6EjCfmxWzZbJaZmRmuXbvWUmUPDAzQ19fX1f3uvRAvrQXbqQu0lJIXXniBp59+mve///3863/9r/nqV7/Kq6++ys///M/zcz/3c3z6059+0MNcFtsj+l8j2smgdgPKp556ipGRkS0fw3IZts3cP0TH361flNbwx38s8X04fDi646VSUeex8+clb76peP/7Fwf54TvvoGZmWn+3E1L79weYpkE9MDANkLqzeqgbKGQjz7J5iJbndZpcdQEB1HScvrDAxITA8yC1oLmiE4N6DV56RTExLsgXooyRbhTEmWZ35XouzpLlhxuNUnv3w1asE41Y64hoUyoyEm+WOj76qGJ6JlLSBSEEgWDfvpBdu+bOw80bgi9/2aRWE5hWpKq6OdNHNpvnw39rAw+gcd02vaea6ik3CKLOfaUS0zMzOLY9Xz21wRCZDLrQpU/aBjx4y+efR2ySWlMIQTKZJJlMsmfPHsIw5I033kBKyfXr16nVavT09LTUUyt1E3mQeK9JuaGz18C7777L7/zO7/BzP/dzxGIxyuUyJ06c2JTW9Jsp5W5H85rYt28f3/72tykWi5w8eZIvf/nL/O7v/i4DAwNcunSJ7/u+79u0MTzE5mG1iUfDMFqE5GagWq1y6tQpDMPg5MmTHTuKtiuUHsR9odTwF5RSLukXBfBH74zxf792g4kGOdARlg9S4Rgi6sZrSZ7YuVzH50YxViO5kC17wOJzuNW3ch0KxLJPOEbL4DwyN1/FxqWOHMrREEjwAQkqFuA9UUDkLYrYvBneJn3QIuFKgrrBtbEqycDENqPrxQ8UpXpAzQsJVUSYSAEjaYfJkouUgoSpkVohLIda2UdryA/mUXvLCDSOCBmIl8mWUxT9GKEUaGMVKdIokzXvpaZ/lPaWXiOUjogo05CMpG3u5mv0xCy0ipSCNgYlN2C26rN/MMHe/hiz1YDpkovnV7kx40bHmnEYGRlAEPIXF6bJ1wo4ssCzgzAcs6kEBjHHYn9/gqof8tqVLEo3vKi05nauyv845/Mjz+5iyJyad+D5ms9fvTtNthIR1jFL8sK+3tb1rLTmfkVQqTukEwrTsHH9kHv5Go4p2d+/tP/lZsAQMUK9UqOmzsnXUPuEuknMC6RIYWFhCDDwkLqy4m8wYb2MFHPxX3vMtnfv3pYqO5vNcuXKFVzXnad4TyaTHWO27UpIvRfjvJVQrVYZGhoimUzyiU98gk984hMAS1r3vJfwHU9I+b6/yIByK300mt1PfN/n0qVLTE9Pd8ywbRaaNwfXdTl37hyVSoWXXnqJdHrpAMP34c4dsairWTweeUr9yZ8ILl3S3LljIAR87/eGPHvMxf/a1xbtW2uN67qMj4/z2GPDnD2bJgzX/uxcJr0l6qgSGTJbQN7UiJEOSxSKAqvhSaW1pq8PjMav03MjhdngIPy/fyTkW9+Cmzd9TBMOHLA4fdqgVFo5/PBwcNj8drYKgdNW5qiJJP8qhMCPjgUiyycRRrFQPA7pTNRJr1IVBEFUyrhrt25ZQ0VdGg1qNUFvX5Sd1Fqg6x7XrkmefFIxPLJxRKUg+i1ks4IwEKTSmp49g8SKBchkWp37qrUahUIBIQSJeJx4Imqru+4FWEpYxYPWehVSIh7HeOGFNX9/tTAMA8Mw2LVrF4ODg9RqNbLZLLlcjlu3bmEYRivQ6e/v3/ISueXwXg+wml4DJ06c4M033+T+/ft88pOfpFqt8g//4T+kXC7z3d/93Xz0ox/lh37ohzbEQ3EzpdztaM77D/3QD/HMM8/gui7f8z3fw6uvvsov/dIv4Xken/zkJ/nYxz427/MP8Z2JzTQ1n56e5uzZs+zcuZPHHntsyWtpoYfTVqLpF2UYBkeOHFmSjHrj1iy/+aVr5Cr+8um8hjoqUI0lyF+h26yYI6RAYBmCmh8u2oeQW6dU1ApY5B21GMqPIw0PYaqIWFoNpEYrgaChlNKAJ1F1UKambNX5eqXOYMrCSIBOaGZjPhrNpJBIJQg8CDyNCCSmtJDCxK3D/dAgnjCo5QMqfmQq7pV9lA4JDxVhJCItTAIMNLcLAygREVFarIaM6qCOouEfpSVaW0tuSxB1yks5Jo4lkUJiSNEq44tZkiCU2GZEAsUsgzdu5xnL1RmK+ViGgSEF+VrAX12a5n5hLjZ1Q/jKOBzu1zza4xEEVVSlzjvjilBpHFM2rjuB1Jp8LeDMdJlnhncwYExEFhGB4nOnxvHbvKhqvuJr13JIAY/tSFNyQyqBJpGyMI3oHuJYBoHSTBZddvfGNkQldX2mytmxIoV6QG/c4vjuDAcWkF1CWCgCFjtbzUe3zWuUDnF1+30xgSUcLCEw8JGiimjzDrGNwzjGI8tuc6Equ6meyuVy3LhxA8uy5sVszXvRez1eWgpKqfdU3NkNllLCb4f531aE1FoyZ4VCgddff52BgYFNL49bagxASwmwVIZtsyCEQAixrF/UQlgWDA9rrl2TDA3NeRV99auCsTHB6dNzcxiPw3/5L5Kf/8BX+NHH5zPwzfM1NjZGf38/3/1KgmJBM5OFWjUy7V4NFGBsgeFgiNgS4gbAx8b3IvKmWIyUT9MzgnIFRndqgiAiAZ86rnAccOt1do1O4XlD3LuX5JuvS4IuYvGtKnOESB21sCwwel6I1FGuO6eQ0joybjcaGT3Lhl5bEwaQL8zvslKtQi4niMV06/WqmaY3ViQ/C/fuSYZHNubBRAOFgs2NmwblUjRuGbPYM1bh8UfBMDqop1yXWrVKIZ9nenp63eopkUqtzjh9nQop48UXEVt4b4L5gUo8Hmf37t3s3r0bpRSFQoFsNsutW7e4ePEi6XS6JRVPp9MPVD213TJno6OjpFIpfvqnf5q/9/f+HmfPnuXVV1/l85//PN/3fd+3aU09NhNhGLJjxw5SqRSGYfBbv/VbfPrTn2ZycpIXXnih5Z/zXlXZPcTGYDM8pLTWXL9+nZs3b3L06FFGR0eX/bwQYtkGNpsBpRRXr15t+UVdvHhxWULsD966R6kerPS42/KPChstggdTS6tk/FCTLXvkXfCCkLgh6UvYVL0F86CJ/Jq2CFoZ3e1PCLSfQDgVkCw2N19uH4I5IormvwLpSZTUEAi8OkzWQnYNORiGxpaKauCjpUII8E2NNiKCoWYEeEKgeyJ/L4nGa+tzpEOBqhtgaWTdRitNYBlURcRAaSlArNK6oIM6Chr+UcHyZuaaqNv04ZEkMVNyK1sjaCN/tIZAa/ZkHGKWgRco7ufr9NsG/cm5ZxArUPPIqHZczfncLwkODaU57Jjk6wWE1i3vSdlmBn8nW2VXxkHHdjJgTPLW7VyLjGo/Cg28ebvAYzvSeKGi5CbJGMG8T5mGxA8UgdLzCCkN5Ko+bqAYSFg45soP+WfGinzzZr61hUlf8erFaT54qI+jDaWWwEAgUXrl5441NNlr7dvXdfw5ozhMYWIJA1vYJK2XV73FRCJBIpFoKd7z+XyLnLpw4ULL03KzS6o3C9stzoOIkFpOcPJexrYipFYDrXXrgeaJJ55gz549DyQwzefzAKTTaY4dO7blLOXk5CRaawYGBjh69GhXcxCpnjS/+ZswPg5DQ/CNbwju3Vv8XdeFQSvP9Bff4JJh8sRTRlRDJiXZqSmCZJLdu3eTSiYhDHnhuxTf/BtF7c7qiaVyexnYJqLcgVDZDFRIziuhCwMYGtZUKoJiESYmBP0Dmsef0Dz5pKZSLvPW2zXefOMAnr9KU8EtKHMECDBIUlnxc831ybEhmQLEnHIKInIundJkMnNjNo2ow6BqxJkKgaManXyEwDQ37vg8F27eSmHI6BxICXkV4/ZNn3RSsm/f/MhVCEEsFiMWi9EH61dPrdI4vUnUr/UeJ5JJ5HPPrem768FS3VeklPT19dHX18cjjzyC67qtTNzdu3cRQrSycAMDAxteftbNuLdDxqmJphdEU1J//Phxjh8/zj/7Z//sQQ9t1WjO/a/+6q+STCb5xV/8ReLxKNv8/PPP841vfINf+IVf4Od//uc5fPjwAx7tQ2w2NrrLXrP7cLlc5sUXX+zaCHYzlVoL4XkeZ86coV6vt1T/ly9fXpaQGsvXCBb6Oi2E6c/3XRKCw8OdKwrGC3Uu3C9R9gKqVcHM1RyP7UwzU6p1SByLed2BNxORgqR7ZkkrOzI4N8PuvaSa35UaQoHQIJRGK41qkELNZU25msJ0QCpuokIDXym0oSLFmNDRd9EEIYRCYzQSuVo0EnI68ucKQ4myNFIIDFMSBqqhbgJttDNj3Q4+MlFYRG9ocIwAFaZImBHhU1lCJacF9Dgmo70xrk1XmS67yEZJWej7JGyDx0citUbND/FDRZ8zn5yo+cv/Zqq+5tJklZmKRcI2qXghhiHQWhEqhRtGR355qsLlqQopx+CHntnD3fwELD46IDJIB4gZEm0Y1ANFrM0fre6HpB0Tu81zarbq89rVLNmKF9lOGJLju9I8s6dnSYLIDRRv3i4AukGczYkqvn0rz5HhFKYhMITTRaleE50bJ9zN17k0UabqhYxkHI7tTK9gzq4JtI8QMYacjyLF+pKRTUX7wMAAhw8fnudpWS6XuXbtGvl8vqWg2g7Ko+0W50FESG3XbsrfkYRUEAScP3+eXC5HJpNh7969Wz4GrTU3b97k+vXrADzyyCNbemG3+0WZpsnu3btX9bD6iU8oZmbgd3/X4Px5mJqKvoTbnY4AAQAASURBVNtsnNf8Vyk4qb6MCALevaB5/NEAVasxMTFB4PuYvk/c91tKj0O7IPFd8D//wKDmmwSYhA0bvrncjkaikYRIFCaN+m82v7NZgEmS7ru1rQcLz4ZSUMgLdu/WxJxIRfQ9nwxJpjSFfJ7x8SLf/tZBgnB1QVOJNOktUkdVSK+KzHM9UAXBI4dDZmYEphH5R8XjcOSIol3Q6MRg9y7N1WsSJ9C4ToZEUKBYgkRcc/DQxpVL5HKSWlWwZ29ERoWmTU9QomBpxu4J9u1b/vtLqafyTfWU4xCPx0kkEh3JFJFKde8d1f69NRJSxokTiC0mdaD7Bd9xHEZHRxkdHW35I+VyOe7du8e7775LOp1ukVOZTGbT77Xbyeyyic02Nd8qNAP61157jZ/7uZ+jt7cXiK59pRTHjx/nq1/9Kv/4H/9jDh8+/LDL3jbDas/VRhJBpVKJU6dOkUwmOXny5KoemraKkCoWi5w6dYpMJjPPL0pKuSwh5QZqURe0RVjQXS9myo5G0MV6wOm7BbxQkYmZCA+8MOTM3TyzlcVdibfSG1qHRls3v+6gvAQyVlxWEbR4R9Ds2NLiv3yJMFgkyfFCTd1TVOshKBFFuBZgKoSlI3sGEfkyhUpFqhwhsGVkzu55Ei2a7WCie6BlRdZVStJVsnHuExGBRhgl+OZUYdEnbDQiSICQ1IJ5nXsWb1PDxcky+wYSvHJ4gHP3i9yaKRMqzWhfnKM70wylI3V4wjZISBNFBdqM0lcqCdVEflEzZZ8DA3FuZGuESmNIiRsuLg0tuyG/98YtBuP9EE4RMxarc5rXo2P30h8vUml4eJmGpN4gyHb1xlqf80PN/744RcUNkSIyZg9CxVt3CjiW5OiOzoqUiZJLoNS8y6HZfdwLFVNll319gwSq+2eOZgK2HW/fLfDGrXzruWy8WOfCeIm/e3wHA4ml72G27GVn7GOYcuN9Q9s9Lb/97W8zPDxMGIbcvn37Pad4XwoP47zFaJKLTdy8ebPVpG29XMt3HCFVLpc5deoUsViMRx99lHv37m35GIIg4Ny5cxQKBV544QXefPPNLZVyNzN8Tb+od955Z9XeBlrDu+8KbtwQlMtz1UDtiS8hYESPccC7ENVsu1HmbmJ8HMu2Gd21i9u3bi3Klg0NRSbdER3VXWZzll6SVKmSQGGgWnmYaDEWKIwWveVjrFENVCG1JeqohV5YUoBpRcqhcjnybojHIZnSzExPMzPj8fVvHFg1GaUBky3K2mKtqixQisgnKwxAhYJjxxSlEiQSsGNEk+lZfA5PnAiYnTWZylnoUhVPRyV8L7wYspH3YD+I5q7Ja4RGDCPwME3w/DlSthssVE8FQUC9Vmupp6QQxNvVU7aNrqysMmvHejqJiUwG+eyza/7+erCWDFTTH6m3t5eDBw/ieV4rE3fu3LmGB1tfKxO3GSXSYRg+zJw9IDQD1zAMFxEGUkpM0ySfz7dUUw/xnY2NKtm7f/8+Fy5c4MCBAxw6dGjVD0grEUIbgaZf1MGDBzl48OC8MS5XMjhdqnNlYqWHXt3yj2oiHbNwfcVYoUahGuCYkh09MabLLjU/ZCAZJTGEEMQMzXjBxVMCQzKvy95qCaL1YS0Ptg2Dc9PvztxcC4TWiMa6qwUQRORQpxFIESmBAqUbMbQAD/AMtNQElsawNZgqUoubklBFG9bawDRBh5F/kkajFAhTI6REKjW/alCL+WNojHFutdLN/y3imoQW2NoG4bXGrfVylBRMlzyCUJGwDV7c38fhjCZUIUMNn6EmLEPy1I4Y707mqXohjinxwzmP0OXghQqtwTQER4aTXJuu4AZqyXH5ChzpctPrZYdVJG66zWbPQEQ2oaGuYEcSjHSSiaKLHyrSjsmu3hjD6TmbhZvZKhU3xJRzNhLSEPih5txYiSd2pDtedSv5T1kitSoyKsL8ssxCPeCNW/nonbbnND9UfP1ajr/zVOcGXo4xwM7YRzHWqYzqBlprMpkMAwMDAO85xftS2G5xntZ60+O8t956i+/+7u9u/f0zP/MzAPzIj/wI//W//td1bXtbEVIrBQjNxXrfvn0cPnyY6enpLSWCYD4h1uxktJVS7ub+4/F4yy9qLd4GX/qS4H/8D4lSkZ/U3buL515reIVXkUKjFfT3+4zdu0dPby/9/f2th+SFD8tnz4hVddjzsMlQwiDExuvqO2EbPRURWKJxGxcIFBKF0fqUj2TrutApwMRvybo1UaZKq4jUm5iMPIscR3Hz5iS2HXD//m5KxdXfGLfKnB2gRrJrMq957KYZleDdH5d8/w+sHAn29sEP/EDA2dtpSmNFHAcePaIYGt7YcsRUUmMYGtcFIxnDdqM5jFRTal0dg0zTXFY9Zfb3k1aK+BLqqeWwliyTcfIkYou99ZrQWq97wbdtmx07drBjxw601pRKJbLZLOPj41y+fJlEItEip3p7ezckwNiumbPt6i3QjuY1/qEPfYjf+Z3f4dlnn+Wxxx5rKaR++7d/m8HBwYceUv+HYL3xlVKKS5cuMT4+ztNPP83Q0NDKX9qEcSyH9i7Rx48fb13bC/e/FCH2h+/cb/OOWQKmDwt8l/b3x3n9Ro5c1UM0FDw3shWStrHod1Wru2hpgNaYoo2Q0iIqh9sC6FCu2atKB3GwV/C6WUBEtSA1BMac8Ee3eCEQkHQM8lW/s82jEuAKQldjmgbS0VhWpGKqemDIyDPTNCIdlEZgGgLbjhQ95XqAUhqlmwqqLmIhJaIxL3w5iGHH5q4h1YVfkdaa+wWXvW0m3R3L8IGndhtImeLGTJWarzCk4LGRNKfvFZZV7zVLTS+Ml3liR4rvP76Dd+4UuDK9dOJOW3GO7IArEzCoyqTtKiCIm4L370sS6DQhFQwh2NcfZ3dvjKCt02E7CjUfIRYnIaWIFFlKaYwO5NOOjEPcMqKyxIZSV+uo27QjEwylV3+tLlRI3cpWW8qohZ+7X6jjBmqR11XMGGZH7G9jiI3vDN0JCxOP3SjemzHbVijelxv3wzhvPl555ZV1JcCXw7YipJaCUorLly8zNjY2b7HeDLPL5TA5Ocm5c+fYs2cPhw8fbv2ItsrscmpqirNnz7J3714OHz7cWhSWC1SWwh//saReF2QymvHxzmTUYS6yizuEAaTSIaM7xxgeHibZkKrM774y9713Tq3uAaFOfNXeURHZ1N2cawQBJhUS2PgoJO3LsGwRWAEGYdeqrqVQooc+WUAIsMxG6aOGaq0hAG8YfWdzPqdP9XLy/Q73xw1SKU3d7X7uttKcfTVkXvMIZNt9fjWS/ljG4oWjRXhs835TPT0hg4MBhUIKoSwSqk61IognNHv3bNzNeJF6SghqpRK1ep18J/XUEgvzWhcI0duLPH58HUewPmx0jb4QgkwmQyaT4cCBA/i+32pTfPHiRcIwpK+vr5WJW6uKZrtlzjzPIwiCTQ1UNlPK3Y7muvJP/+k/5R/8g3/Apz/9aV555RUGBga4evUqX/jCF/gX/+JfMDLSOTP8EO9trKVkb60eUvV6ndOnTxOGISdOnCCRWHvpymYRUp38ojphOYXW9WUe3FuwF8cKp+4VSMdNhpMOUkaJspIbMFPxEUQkSK1WpeJDJZS4QbjIlWgr+WCt1uFVJQQqiCNFbTGnoxs+UUusszoUKGvOuqqpPhJE5V1lN1y5XJIoUSvqEq0NEnFJXfjzfL8MAZm4hRSKmgqoBwFaaWiQUSvtohlfNr2n5iFwUNohZs2PtZfbpiUFjiUpuSv//tKmiRSap3ZlODKcouKFxExJ0jE4vivDf/3W3a7qGi5OlOmJWxwZSS5LSKVsk5cP9/PETpdz9xKkdJnH+ursTWuK+VnuTtawYiZaK/wgwDLNeaRS2Q34i4vTLc8oiOav/TNKQ8oxkEsEsIYQfOjRAb54cRqlQGmNQKC1xUeP9iA6nYdl0Ejxz68IXWETC9+PG6PsiH0YKbbOw2m5xGM3ivd29ZSzhgZBa8V2i/OAllfodsS2J6TaA4qTJ0/OCyi2Spmktebq1avcvn2bJ598kh07dsx7fy2E0Gr33/SL6rT/bqXk5TJ84QuSr3xF8LWvCUolKJU632glIS/zJRwHdu6ocfToDEceHVl0s1gYXL75hmR6uvsIpUp801VLAo2HRR/5rmrxFbKhvmoqsOaXDza9r4xGSaLR1rolQJIxKhx9wufuXZMwEMTimkKhQR6aYJoa03SxTIP74yle+2tFfjb6XCSF7+64tsqcHcDD6Zr80oAhI5NypaK/9+3v/vch4vHVdZ9bCwQcOFDGNUaZvFHCV7Brt2LfPk1v3+aZw1vpNKbWpFOpJb2nmubo7eqptZqaGx/4AOIBZYC01huikFoOlmUxPDzM8PBwS86czWaZmpri6tWrxGKxlo9Bb29v19mw7WZ2WS5HZQHbVcrdCYcOHeI//+f/zH/6T/+JV199lXq9Tk9PD7/5m7/JD//wD2/4/h7ivQnTNFFKrdorLJfLcebMmVbDl/Vmwjcj3lzKL2q1+x/PL/Z1WgRn8frtBgqv5NEft7Eb5Uopx8QNPEwpGJ+N7itFH0Kt2hQgc1jtQ/daoZWAdZYGam2jhYfQjXlcgYhqIZCROmqht7iI1rmVjLvn9h8pyxxDYoaSIcOhLANCrZBCELMN6kFIPfBpFqw11THdzLIQAh2yWB0VWIQ6ji00soNyCuY3IRRAwpYMJG0qjfI7gNmqxxevVSi6CqiQiZt86MgAOzIxbOG1vh+zJDFrbv2MWZJPHBvmry5OEejOxzPnMBt1rvvgoX4MIaJukB3w0sE+AEZ7HEZ7HARDjFg+MZEn0BkSboVSqYjruty7dw/LMonH4xh2DMOw+f237y8iEf0wurbb9/vkaOdyvSb29Mb51LOjXJosU6gH9Dg2R0d7SdpruFY7xHl7++N88+bsoo8KAYMpe948J8y9jDivIMXWPvov1bymE5ZSvN+/f5/Lly+TTCZb5FRPT8+mxmHbLc5rxrjb1St0WxFSCy/oXC7H6dOnGRwc7BhQbAUh1cxe1Wo1Tpw40fFC2MxxBEHA2bNnKZVKvPTSSx0z4N0otP74jyX/7J8Z3Lsn6IY7e954g+f2z/DiS3exLcHIjh3z5j87Ixgfh4mJHoQQ7N0Huazg3DmBXsV9WGFuSXe41XShk6hG6WB35YMRgWURYFIlTq9TZ9+T99l7TDIx3se9O3EqsxIpQqT28VyN7ztoHZ0Lz5O4LpTLIipxU4tiHhDRv8mkplQWXXe72whUSazKOwqiddV1AQE9PZqXX+4yw23b6PLWmM6bJuw7rHlkNEQp2HTeZsGxdfKeqtVqEUHVVE8lEiTicUzLWnUqWgwMII8d2+CD6B5NknyrSqqEEKRSKVKpFPv27SMIAmZnZ8nlcly+fBnP8+htlBsPDAyQSCQ6jk1rve2k3OVyOer0uA4FyErYTCn3Unjuuef43d/9XYIgQEq5rYLHh9gYNH+HYRguS9g0obXm9u3bXL16lUcffXTDOjBvtBJ+Ob+opfbfKfEYhiHXVlJIdSjXa0ID9/J1+hMWuaoXKXa0ZjShGU7Z3C6EhCpsLD8L64ZAWFvjH6VDuSGlgUrHMXSlOyIK0AGoxlKgpUa0+Xw2iZWFPNWy29NQ9RUZQyJC6MEkiEVyK19rKrUg8ppasI+usfAyCk1ClWz4gC0dh714oJfLkxUsCQnHaKjlQhKWwc6Mw3i+xh+fm5r3nUIt4I/PTPKpZ3Yy0Ld8vLy3L87JQwO8c7dA3Vd4bZnXhUOueiF/fSXb6EK4eFs7Mw5/fn6SmCl5dk8PIxkHjWbCtxg2BtDCw7YskskUlUqV3bt2cXWywNevlyl6ZRqXeEcEoUbLSCl1bDTNsdGVVceZmMkL+3qjcksZJ1TddtSbj9aQ2u4F/QmLJ0fTnLtfmtd0SgrBBw71tz6XMg8y7LyM2Kp2l21YK7HTSfHeVE9duHChpXhvlvdttG/kdovzXNfddCX8ZmJbEVJNaK25desW165d47HHHluyg1yzZG+zuuw0s1fpdJqTJ08uGQxtFiG10C9qKb+ZlRRaN2/Cz/6swfh4d2RUjBov8jV8v0Iq6TAwODhvfi9eFJw/L3BdqNczTEyY3LsnKZdherr7xbNMatVEx1qw0GB8oxERWC6gGBB1RjMBj+/qIwjqyHKBrKoRUwmUlmgVqbW8wGqpr1Cy1Z5XBgohNFJH6qukE5CIN0ioACqVqE/MarvdrQcKY0UyTwCGoVEaHn88UoSpEPbuVbz4Yki8y+dkEYttvjoKQGvCeBxdqSDEFpBRrHxspmmSTqdJL/Cems3n8b0o2Cvk8117Txkvv4x4gA/wzXvSgyIRTNNkaGiIoaEhtNZUq9VWsHPjxg1s226RU319fa37+4Me91rQNLrcTmNeDbohIh5ie2AtJXsQEfYrXQfNDsyzs7M899xz9PX1rXmcncaxEUr4bvyiOmEpQuryVIWKF85TuCxCh3K9dlS9gKo3n6wYqwqGDIkiiLyNOoYAEiG3oEpBsW511BwMFAkMXYdubB+UbHMMFyw/0cujeem7foh2zMi3KwSzJlFJTaXuo9FIIWjq0FaTA9DhnG9pNHajRUYBOFZnDy0JPL27F8OQXJ+uUKyHCKJyteOjaYo1jz8+N915n8BfnZ/i4Ad6V7RmeHxHikeGkkyXPV6/kWO67C1sWAhE8aRtCLQWCBGpx9KOiWNKJksu48W56/lWrsYzuzO8dKAP0OR1EqUMLJHGV1WCsMSdvOJvbpYjHy4h5hnyd8LHnhhiMGWTsFYXGJoiSbhqE/M2NBVSC15+/6F+htMOFydKVL2QHZkYx3dnWh32MtajDNonH5if4kYpjSzLYmRkhJGREbTWlMtlstksk5OTXLlyhXg8Ps8vdL1k0nYr2as0miE9VEhtERZ2sOvp6Vnys6vNnK0GY2NjXLx4savs1WYQUk2/qD179nDkyJFl979Syd5nP2swPd0dGQXwEl/FCqs88ohkcGgIz4se2A0DcjnBhfMCKWF4CEolD9O0uHJVUCx2X26moGsPqPUg2s/6PKG6RY0ESbPAs88qLEtgGHF8L0kQNMr9hI4WbO3jtB9729rYXNAV0aLk+YKya7cM3LWWBA2CqEhPw/8q7Fg+uBFYSBoKAXv3akolyOcjzwlDRoeglGBg0OcTnwhbNfdaC27fkhSLAseJPLKqFUilNYcOapKpuYMX8Ti6tPkEZRNyK9UejrOqY1uonqrVakxOTuK67iL1VKyD95QcGUE+9tgGH8Tq0FTTvBcWfCEEyWSSZDLJnj17CMOQfD5PNpvl+vXr1Go1enp6GBgYIJPJAGyrzFmlUllS8fUQD7GdIaVECLFijFWpVDh16hSWZXHy5MkN9yLZiDivqbh3XXdZv6jV7D/eKNkRTa6k07LWoVxvOQgipchEwcUxlok9t6xcT25oJz8tTQKZQoYuUrtLJtx0KFqd9VqvNc2vV3nogjmiQWkItcYUAqU1QQhhQeFpjTSjTnurDk90kydrfFFJVJhENK3QtSZmdVYx7eqLIQQ8NZrh4ECCXMXHV4rLE2W++G52npqpE7ygypcu+Xz3kUGsBddL1Qu5Ol2hUAtI2AaHh5KM9jicONDH/zo32XEabTP6zQsBloi69T2/v5fXb8y2PLfaT8Hpe0UeG0kxnMzgq+ihPdQhNeVTFpK3b9eYdlOYQmIAQeARMz2sJRRjjl8idOMEMoHZZRxgihSBXp+6v6VAXrCOC+DIcJIjw4vvFz3WMQadF9a13/Vgs6wZhBCtBO3+/ftbivdsNsulS5fwfX+eX+ha1OHbTSFVqVQ2XQm/mdhWhFS5XOaNN94gkUi0Otgth80gpNbSkWUjpdxaa65fv87Nmzc5duwYO3fuXPf+z50Dr7vqM3rJ8TRvIoRg3744r70myGYjMurA/qgbSN2NyCiAWs2kWJSUSt2TUQDlLeoOV6Zn1Ybpa0GdGBmKnDypePKpucxWEIQUCyANA8OQ+F5E3CwH05o7X0JrrEhT1Xq/RGZJ362wZffeILAa3Qcj/ZVuGbibre6Dy0c9Tfes5qd6Mpq///dDbBvOnBZ8+w1JsSCQUjE6WuUTnxAIEWWS8/n/P3v/HR5Jdp53w79zqqozupExmJzjptnZNJuXK4lcWVRm8CfLUbIsvgqWLb+W3uujLem9KH2vLemlFWhFe3nJCpQoiaJIimFNcpebyN0dTM4RE4AB0Iidq+qc74/qbnQD3Y1uoLtnsMR9XbM706HOqeqqOk/dz/3cj+Bzf28xOSVRLjiuR15FIl4r4FOn4Pn3OPQP5LduGI2lA1cAFYkg26HEykP4/ejs8g3oDcNACkF/PnOUzWRIp9OeeqqC95Tx9NN3nJxod8leIzAMo+gtBR7hV1BPXblyBYBz584Vs3GW1T6D0OWg1a2A17CGO4mlGtgUEngbN25k9+7dLSHBV0pIlfpFHTx4sOGYtVricWtPmLDPYCZTJfFmON6fesbIlwIJIbBdBVqTdqqvyc0kiSojT8y0aAlRhh+lfRhuBlnBokG7okQdVfK6BFE5p1hEtc5oAArNXMbGkBIpPVIKQGSBDoFaDtFX2llPC5QbZr4tIFX9owKm4B8dmFfpRfwmphT8xTu3SOWWPt+FK/AFbG5Muxy9McPDWzqL700kcnzpzDhpW+GZdQtOjczx7K4eTEPQHfYRT5Yfd0MKLGP+oBf+NpXMMZP2FF6F06EQm2rg6PU0T+wwiaeyxAImIZ+370rDRMLGNDVGfv+VkCS0H2UH0a5EorGEQ8DK0hkAv9/H3FyCiYk4Pp9FMOgl/3x+P5fjac7dTpDMufRHfNy7IUp/JIajVm6hUaoQqwddvoN0+w6ueNyVoF2Jx4WK92QyyeTkJBMTE1y8eJFAIFCmeF+KaCr4Et4NCdN6UYjz7saYuh6sKkJKa8369evZsWNHXQe8kDlzHKcp2bDldmRplpS7Hr+oRsfP5eCll+pngJ/mKx6lYcBrrwnSaUE4rLFtOH5cEgjOF83PzcL4eADblg3xCA6SAHWYcK4Q3jjplo8DYOMjamVwHBi+JhgeFszNKSansuRyIbSSZO2lk2pKg3IV5Kmihcc1S4BwjfLD+e6D9TGQTp6acjHzVFUhj6dxMAiQI00gr75ymJ0V/M7vmHznd7rc/4DmwD1Zbt68jWUKBtYNYBhGMWPypS+axCclPp8mk/ddcBXYtmBgnWJmWvDGmwbf+70OMhJum3cUQtTP0DZjuGYovwrGAeTVU3llVCXvKaevD+E49IyN0d3dfcfKnQoy7tWweAaDQTZs2MCGDRtIJBK89dZb+Hw+rl27xunTp4ttint6eujo6Ljr9imRSKzqQGUN3z5YzjlajQwqbThTbwJvuVgJIXXr1i1OnTpVt19UJUgpse3FJVeXxpOsi/pJZB3ciuqo+mMtIUS+XMxDzXhFi6q+VM2Edo3WEl9C4JpBlPJhqAwir6jXjkDXelatUrpX6vlJieePoDyey9gKJbx0oSklQUtiCoGT1gifQPsaqdXzfg4AoQXKCVN4/CuQNoEFv5Uh4MD6Dp7c0YPWcHkixbXJFGnbJZl1SeVcZH7eFc+rPHy4GPnz5uJ4koMbOorqptcuT5G2FX5T5JVamqyj+fqFOEp5Fg9+Q+Dkj6NpiEUxr/LstQj6qj/HuEpyOZ7g3PhU3sLFM/x+z44oUoDflKRtt0jPGVKgXI2UCqQ3uIMgoQNEzCCB6CYiMQ1ulnR6kkxmjttjY5yb0lxNFI4qzKRszt+2ef99MBhtQtKqikKqEnr8D9Np3bvyMVeIO5F4LPUL3bx5M47jFBXv58+fJ5vN0tnZWYzZKqnHC/NeTQqp1R7nrSpCKhqNNmxatlTmrF5MTU1x9OjRZXVkaYaUu+AXFQgEavpFVUKtkr1Pf9ozzK4HG7jGLs4A4DgwMgI7dmhSKXBskIZmdlZgGppkEkZHBdlcQQ5c93RJEm2L/1H7xgnTwSyOA6+9JnnttULpnQARRiAaUo85bvUoyAhYmLlM3eWXS8HMU1ILoYAcgTLiUCPIaZNUxuQvP2+gQlmisesE+7pYNzDgnQRKIVyX0esO4+MCnwUCr1zUkN5H0hnvfAqFNfG4YDIOvW0siRYdHYhbt1qVdF2MJii/NNUX/IXeU6nv/m7ipsmVK1c4deoUsVismDmKRCJtW8wa6bxyN0FrjWEY7Ny5E/CMJOPxOJOTk1y/fh0hRFmb4kbu1a1CKpVatb4Ca1jDUjAMA8cpX6fqaTjTTEgpyTWYyCj1i6pXcV9r/Epx5tXJFAGfwfqYn+vTFYK9JfyjSuEqjTREXc0LBKLRPht3NbQ0cGQY6dpIlfG61dV4DKhWuqeZV/WUklO69O8adF5CpQHbVdiuImB62V6R06AEOlBn3KDIq6MEygmimSdHvK5xEA04dAZNIn6TgCWZTjnFsOT4rVnO3/YSgqYUTCbrO8+1hqAvQ9hv4Cqd71Ln+ZxemkgynshiCJF/xTsAluGV8Qkh8JsCUxr4BeQc5ZmN4/3dkJ7Xk9Ka/g4/u/rCfOPiJI4qOK7Oz8F1DHIyVzav8bkcnz8zxXMbBHsGwhy9Meud32JekVYKzygcJtNZUipb7KtNsAd/aAAnqDh28TqmcAiaGUzp4ioDR7m8cXmCH7h/3YrjnUIxYs2tCEGf73Gi1p4VjdUs3A2em6Zp0tvbS29vr9f1Mp0uxmyXL1/GsqwiOVXwC70b5t0oUqnUqlbCrypCqpmZs3qhtWZ4eJjz58+ze/duNm/e3PA8Vlqy14hfVLXxqxFSJ07Uuy3NM3y57JXZOcGFi95NunD7dl3o64Prw4JUeunys4XIYbXFyLxd40C5LwBlfxeLgpWVIEWYcGZ2PsppIVIyRo81UyQzvcVaYwobn7ZRCr7+OZsPfchgIBiEBQqg9JzAURb4TXLKJIkE4RUAKgVzwsUyXDJZRcYfwEnMIkqaE7SMyJASMpk29HX0IMJNUn5pXdcvbmzdSvfBgxR6r5SWol27dq2sVK3V6qnV1lK3gIXz9vv9rF+/nvXr16OUKrYpvnHjBmfOnKGjo6NITkWj0Tuyz4lEYtX6CqxhDUthYZw3MzPD0NAQsVisZsOZVs5hKazEL6ra+JXivKBlIBCMz1UgEQwHzNrlej5D4ihVjF/sOrNnQra+u552m+sdVQ+UYeEoP9LMIHWOWkHcwtK94ut5xkTgqXOkEGTzJIvtqryaqXy7QoMj5ikJ4YBK45FStRb/0s3YfjSLq0UcpTGMHKmcJmAZHhlkCS5NpLgwniRrKyxD0NfhJ2AZmCkb11FL5tEMF7o6PHVUVinWRQNMph2+dHqMZL7cz0bjKJ33OhPkXJVX/2vStkagCFgGliHJOC7be0Jcm0yTsV2P3BMCRykmkzYPbIzy9vBM2W7nbB+BPOlaGjZqDYmsy+2U5OCOGGNzOW7NZFBaF891yxAYJeu1oxSWIRc3KtQOl6bnUKaLNiQpwri2xKddtHa5OglnLk7QEw0RDgcIBQMYpkBrh4Yc8PPqrqoQkn7/U3SYO+rfZotxtxE7BY+lUChU5hc6OTlZ5hda8ApdTSjEeasx0QurjJBaDiplzuqF67qcOnWKeDy+oo4shmE0nDmD5flFVRs/W0UG9frr9Z24eznJIDcXvZ5IQG8P2DbYDtg5mJsTBAKadLrxiyJDqC2eTmlCxNowTi0/p+VAiuptfot+UBoCfodAwCWRsGoqqpYDF4lPpcuUdYL5xb7wq9u2SSLRzbp1i2fb26fxmQqdyxGxcl43mfy6LCV0Ss3cnKAvqhnoMryMoGGgDANhGOj8/4UoyRa5Lrgu2nG8vy9DdSQiEa/TXUkJ3GqArnO+xlNPlf27tBTN8/WaLnaZK6inCgRVs6XAq60+v4BaRpdSSmKxGLFYjO3bt5PL5YqE34kTJ9Bal7UpDgQCbZlzMplcU0itYVVgOfeYUiV8gQjesWMH27Zta1tw3og1w+zsLEeOHCEWiy3LL6oSqiUed/aFmUhkyFSqq6pDHRXyGTjKIwMcdz7xUbtcD4TVCqKo3DBKq/Z08Vs0Cy1xjUDeXypdLOOriAqlexqPYBJSYElR3CsnT8ZUQiXbKOkKdBpUQFf0sgI8JZXU4PhwCVTkrnxCg1C4CuKJHD5DcHs2VzQIB8i5mlvTGQZjAcI+g6yj0HhJQoPKZXtdARdXe10DTSnZPxjh74+PYi9w1neUJuNoTAl2yYYKyrGM7XpEGYJo0ALSRS8pIWAq5fCVs+N8//3rMKTg6I1Zso7CdXxs6NLEa9g3jac137wyxXgiWxyvK2QylykoxPLKMu35lVUyDgePGCtAK0HQsPGZdrFjX99gL8rOMjEzQXY8V/T1DAXDBPwhpPD2z9tOMY2dH18Bbp7Aqnw/E8JgwP8sYXNL9Z29Aygo4e9WkqQ0Cbtr165iknZsbAyA119/vZhQvNv9Qld7nPeuJ6SWW7KXSqUYGhrCMAwOHz68ogeH5XhILdcvqhJqKaTOn1/6gdDA4Sleqvr+9HT++T//76kpCAYbK0MDSBNsKnlTDRkCbRlHQZnZ+Eoh8xLwSl1yvG53ntJGCDAME2lItm7NcuuWSSrdvJtoolKpY0mUqvLpP8uCbBV7imgUDhxQHDsmURpME7L5ZKM/BDP5rnsPPB3Gp2bBND3vKcdB2zZa6zJZtRCC6SnJ8eMGExOCaMzgnvsF67d4xBVSlhE2WmuEUh55VSCwDAOdnvcUa/XyKcJhdHLlRpewMEyvDLl9O3Lz5urvS1ksNSsszAVZ85UrV7Asq2xhXulD1GpVSDXSCtjn87Fu3TrWrVuH1rqonhoZGeHcuXOEQqGyNsWtOh6rPVBZwxpqwTAMbNvm5MmT3L59m4MHD9Lb29v2OdQTazbDL6oSKinxHVfx//2709yoVKoHS/pHFR7QfabEkIK5jIPf9Mip2oyUQFQwyF45Sh/6aYtH1UIoxyj6CmkhccwwQjmYKk0ltYsW1ddmpTXJnIsUXvmZrnEqCKPy8RRKINOggotJKa+UX4Nr4qrKygnBvH+UF19qJpLzZJQsiTk1MDqbyf+7QNTMbyviN/jAg+sxpOD48BwT06O4WtAbttjQFeTyeApb6XwC0yv9LHzddhWOmlfAF8pCC+dg1lF0+A1uz2ZxtadecrVGaPAZgrStuDiR4sFNMXb2hoknXDZ2WcxmbP5qaKTqcY2nNdfn5pBSFD2q5jIO0YDJXNYjYRGeasoj6rK8PTzDvnURwiW+VZu7ghjSsymJWTlMw1NwKQ0bOv3EwiEgRFdnF67rkk6nSKXTzMyOeB5Y+a7IwWAQKSsnvHJaYGsTBz8SA4FECIkUkn7fI4TNjVX3805htSUeC0najo4Ojh49yoEDB4jH41y9evWu9wsteEitVqwqQqpdJXvj4+McP36cwcFB9u7du+KLqdE5JJNJjhw5siy/qEqoRUglk96zei2+7BBv1lQtOfld84gQ7/k+lWp8ni5m1fa6zYSNry2m6c3u4FdNGaXwSMNS5GxIpSWTk8EliYpQSKOUIFPHIXEwCbO4xEypgl+C5xFgGBAJQy1R4XPvUQSDcOyYJJeDjgh0dmlCQejq1uzdC4NbMkX/9dIsSyFYKXTCuHFd8tnPWuRy89nGM6fhO74jx4F7Kp/ccwk4dcpASrjvfol/IArZLMLvR2mNKwQiFvP2yXXnCSzXrX3B1ItmdgwsKWesBuOZZxraZDAYZOPGjWzcuLEl6qnVSkgttxWwEIJoNEo0GmXbtm3Ytl1sU3z69Gkcxymqp3p6ehr2S6yFNUJqDasJpQ+k9eLKlSv4/X4ef/zxpl479WKpOK+ZflHVxl8Y5710dpw3Lk9V/oJculxP4/lGOa4m47hoNI5aulRLtuEZTSsDcQcIKV3ara7wmjSxZQTDzSF1loWRmjYWl+4VOR3AZQkySoMwqx90oQUyJTxSqoS4Egq0NnDd6t6QGghYnhl+IYmczuWNqEv+FLY6T0DNb89vSg6s7+DQphiWIZnNOKTSOTqDJpYpGZnJMpGcmVc/lVovlJBSpvQIIZ8pPVP3sqQjPL69k9cuT+O6CrvkeObwjMgn5rK8+OY0yaxGa4lpOBhSEPQZpHNuxfN2tpAzVrq4lwXy9T17eplK2VyOp5hM2tiuZmwuy1giy/mxBP/ongFiAe8xOuwzONAX4+zoGI5SOPmYOGBJDm6KlY1pGAaRSAeRiOfrmc1mSae9pjPj+a7IwWCQUL4rcuFY67yqTmkXRZ5ERLLR/+xdSUbB6vUKVUphmiZdXV10dXWxc+fOol9oPB4v8wstJBXvtF/oavcKXVWE1HLQCBmkteby5ctcvnyZ/fv3s2HDhrbPodQvateuXU15YKs1vmV5DcUqtaAFCJLkEb6x5BgCsMx5cqpReAqf1ns6FQzGW41WdPDTpa1SSpAgSrRkn7T2Sijnv1cbUthkchb1aIKSRBapo3bvUly46HVSFHllVDgMmzZr1g1WH90w4IknFY88qshkIBj0lFJFRKMwO8vnPyc5cVKilBfoDgwo+voFkbBm3z5B/wB87esG2Zwg4MeL3jRks4Kvv2ywY4eDP1AuGf78501Onpzv/viVr5o8+VSSpx/PeYRWIoGRSqFn5gnFsj2REmGa3oSl9P7A/IWUJ62KCqyFF1dHx8o765VAF8auArl7N3IFHaZaoZ5arYFKIwqpWrAsi/7+fvr7+4ttiuPxOOPj41y4cIFAIFA8nvW0Ka6FZDK5IpXtGtZwt6LwgBAOh3n00UfvWFek2t2Mm+sXVQmVEo9fPz++qDyqCP/S5Xphn4GTV7RYhkSpgodN7aii1b5Ongi7vd5RAMqeV0cthsA1/LjawnQzCOyFb1c8bPPq5iofIF+ut8RSKQCZBh0QaDNv7K0kqkhGVd6I1hq/lSvOZeHcXD1vFbFoPClQSuO4ivvWR7EMyd8dG+HmTJYOsvjyRJcUEA1YHpHi6nynu3I1lCEEO/tCXBhLeuRR6ThCcN/6KFt7Irx6aRq1YE80XtnfhfEkSoPjWPh93j65SpPOuZhSlJUg1oKrNCqvFtvYGeTI9VkMKTDlPDGUzLkcuT7Dc7t6APjq6WmuT44jxTzBpjVkbcUXTo6xtSfI49u7CVrl9ychBIFAgEAgQFcXuK5DKt8VeWZmBiFlXjkVQspyQ3MhJBsCzxC5S8koWL2Jx0px3kK/0NnZ2SI5Vaqe6u7uviN+oclkck0h1U40mjmr10OqtETu0UcfbaqhWT2EVCkZ1uz2xNUUUsPD0NWlSCZl1YzX43wdP0sHLhpPlbMcaMBoxNhvmainrKlZaE0Hv8Wzd5F1q71Kwx0pwLTAdSCRrI/Vz+JbROZ1dykee+waW7dGuHiph1RSEArB9h2a++9T1HM/tizvTym0lIh0mk/8rsH0zPx+Kw0jo5KRUbAswdFjkkceUUxNekSYKBi659V6iTnB7/2+n/4+zXvfm6WrW/DWWyYnTpRPbE5HeP2VaTYOSLbvUEubhCvP/4p6vOGEANP0CCzDQEvp/TsW87ZTKB903fnywUZRY75CCIynn258mzVQqp5yXZeZmZmG1VOrNVBZrkKqFkrbFG/ZsgXHcZiammJycpLz58+Ty+XKjmmjxpXJZLKlLe/XsIZ2Q2vNlStXuHTpEp2dnUSj0Tvaorta85pW+EXVO/5YJSPzAurwj/onj24inrSZSducuDnDTNoh6ywRq2mg1YSUe4fUUVpUNnMqhZA4ZgihHAyVQeSVLFpqhFtFpVQtI1zcZH3PPAIBGQ0+ASa4KgyirKdfYcTiv31CI5fY/sKpefYRBULJi8tuTGeYSuW4OZMFV+ALzD8QqDyBE7IkM3kZ1sJOdhs6A4T95iLSqKBbundDtNhxsHwP5qE05HI+/BXOba01j2/v4u3hGXI1zuHCT6E15BzNcCoNaAwhyz4jEFyLp9G74Fbc4frkWMWcoJuvpLw8kWY2M8733zdQc+02DJOOSAcdRfVUhlQ6zfT0FDnbRgDTM9OEQ2G2dDxPh7mp6rbuBrxb4zwpJZ2dnXR2drJjxw5yuVwxSVvwCy3ttuz3L24m0GwkEok1hdTdjHo8pBKJBEeOHCEUCjWlRG4hluqy5zgOJ06cYHZ2tulkWGH8yoSUoK8PRkcVjrP4htHNOPfxTtXt+izv+bnOpENVJJps/F0NcwuURK1COzv4VfRzqoLSn8lbuBsj6LIE8ZeUIAoBTzx5jbHxKNPTXYTDgi1bNHv3KLq6a2yoDsiODoZPzDA9U/0WZdteYPStb8lFmb10Zl4llskIhq8L/vCPgrz//Tnefnt+kRF4v1dH/vd69TWD7TuqG4vWQjIpkFKzqFpEa3AcTy0FiGgUPTVVNsYi9ZVhoE1z3v8KipGSVqrc/ypPalVTSMl9+5D9/cvYo/pgGEZF9VQ8Hi+qpxa21IXVHai0et6madLX10dfX19Zm+IC6VftmFbDas+creHbC0slHgsx08zMDI888gi3b99eVuOYZqJS4rFVflHVxl8Y5+1fF+G1S5OLPyxdsGpnEI38g/m6qJ+5tM1c1s0bOy+hjkIiKrWWawhLpQ9bb+2wELXVUYuhpYkjI0g3i6Gz+dcqCLsqyY9KIDQIawnCKF9YpxEgJMoRKGWCrLYuzB/bQAVib6FWSy94r/Q8LrwX9hm8csGLr/0s3qbtKqTfIOQzSOUWvz8yk2FsrjJJqrRmPJFlY2cQIQSWIXBcXZJg9UzHbdvCZ1W+D7gaYkGLMulVJcVayWujs1nC/tokd8TwMTR8uWZPGYHHC04kctycybCxc3FJcSJr88aVaRxXc9+GDjbk9zUQCBIIBKGrm0QywWQ8Ti6TJX19kDl1k+7uNL29vXXFAXcCqzXOa1QJ7/P5GBwcZHBwsMwv9NatW5w9e5ZIJFIkp2KxWEuOSTKZJBaLLf3BuxR339nbZCylThodHeXEiRNs2bKFXbt2tSRgqCXlTiaTDA0N4ff7W0KGFcavdAwcJ8Ply34cp/KYz/AVZA3lUjDkkRrpFVSmuUj8bfBzUgj8TTQYr4V2dQqs5ufUCOoN6zIEiJSQeT5L8/zz14hP9HH5ShitwZAwOiq4ccPgO77DrekfVROGgZ6b4wv/sHS223W97o7hMGQynipKq/KSxVJ84Qu+Rd0AC7+XBhJz8/5U9XbZuz4s+frXDcbGPTn1xo2a55936OmtcHSFoNCe0HXh1CnJ2bMGrgs7dyjuv9/F51do5e1Etd+n7HXDQFkW2u9HRCL59N383Bd21ms1FqqnKrXU7enp+bYv2asX9bYpLgQ7kchiv5BUKrVGSK3hXYFEIsHQ0BCBQIDHH38cn8/HxMTEsprXNBOlcZZSinPnznHz5s2W+EVVQqXE4/vvG+SPXhtevI7UUa4X8ZvEkzkGYwFmMg5Ka4I+A9ut7SFVzXy7MVRfF7QjW14SuBBKL58CU4YfhQ/DzSDJlRMhSyijIO9AIABkkXDShT94/1+45jcC/yJiUlPQW4ctSc5VuBoGY37G53LkXI1WuqhcKnxufczveUQpTdCqfH4ls+6iaXoEF9hKFw3PF0IDF8eSbOsJ0xvxcXs2S8Qv5zv7aU0y63lGiRoKNttx8VuCnEtdP+j5sQQhn1E0VV/oabWnO4ZWs8xklvZiM/D8XidT9iJC6itnx7k4Pm+8e3UyTUfA4EceWo8oUWYZUmJIg/u3/ADR7duLvp6lcUBvb++yVNStwmozNS9gJURaJb/QQrflU6dO4bpuWbflZnkeplIp1q9f35Rt3QmsOkJqOSV7lTJnSikuXLjA9evXue+++xgYGGjmNBfNoVKwND4+zrFjx9i4cSO7d+9u2UVbKVCZmJjkP/wHk5mZyr4im7nMds5X3aZX1+2ppFZCSCXpaAt5M0esBSV0i5HFX0bctBIpwk07dkvFRaVG8Jap6OrKgDC4fNmPZSkiES8g0griccHJE5Knni4/5xIJeOcdiWloHnlULyrTKyISgZkZlFqakCp4ls3NeR5m2YwnGqoG14VwKG/rBOTwE2GuGJtEo9ozSlde2V6p10EljN0W/PXfmNi2R8hpPOXhpz5l8c/+uU04XH5QRTSKnplBKfjrv7a4ciW/bQ3Xhw2On5D8yI/YNNTU03URuRwyl0MnyglK4/77ET09DWysuajUUreg9JmcnEQIwdmzZ+tW+twNaEXJXiOo1qY4Ho9z7dq1omItFosVfaraYWr+iU98gv/6X/8rIyMjHDhwgI9//OM81WYydA3vblRLIC63m3IzUYjzcrkcR48eJZfLtcwvqhIqKfHXdwbpCVtMJBeQDr6lk4CzWa88r9h1zG+SzLm1FfGalpfSaS0aUnY3BY6xdKleTQhcI4jSPgzSSNctdIEpvq9FQeVUQjgJ6XVTs9SyCada0FoTWKQomne0EtrFFAKfITi4PkROd/CVMxOL0tRCCDKOwmcIcg4YVc6BXEnr7bICwpJDq/EUT6VzBM9oHODBTTG+fGactK2Kn9NasK0nzLWp6vGwIT1lVdqun8xUGhLZxfuiNQhHkHVmmMmYS5r8l/7SIV957HB+LFFGRhUwl3H53Mlx3n9v+bNpILOPTmsnQFVl+uXLl/H5fMU4IdbZydCNBO8MzxDyG3zn3l7Wx5bfOb4RrNbEYzPjPMuyGBgYYGBgAK01iUSCeDzO7du3OX/+PMFgsKzb8nLHXe1K+Ls/+l8hKpFBBYPJTCbDY4891vJAfeEcSv2iDhw40HJGcyEhNTw8zJ/8yRSnTj1U5RuaZ/jykttNJuftbkpbw9aLHNaKFT71wMFoyzjgERz1eG6tFNk8kdIs1FpQU4SJitni52xHEgz5UG4PuRz4fGmSKe88Nw2DQMDkxg2B63qKpb//e7nIs+nlV+DQIcV737sgOLAsj10CnnrK5bOfrf8WZTuwc6fmxo3aHQO3blWcOu3NJ4cfX/73EsCTT7kopZhLJAgFg8XrprTDX+ni+vbbBo7tTbvwqpZel8kTxyWPHS6590hZZG/PnJFcuSLKEptaQ3xC8PZbBk8+1VhQrxfMC0AYBsYTTzS0nVajVD119epV4vE4UspF6qnldu5rB9qtkFoKhTbFGzZsQClV9PP66le/yk//9E+zd+9exsbGGBkZwXXdlpBpn/rUp/i3//bf8olPfIInnniC3//93+eFF17g9OnTbN68uenjreHdjYXX/VIJxOV0U242CnHW66+/TiwW48EHH2wrwV5Jid8RMHlkaxdfODVWMlF3ye564K1Hp0dmWRcNYLueOmSh789iiLr9jmqO7QKORDgCrQTCkZ68RAmwNDoAwt+e31vpOr2j6oAWBo4ZQQgbgUILo6h4qvwFoEVkFNT2j9JoEk5+XFfzudNTyBL1VAECSORc/vfZCSxTIu364t+avGY+EajzHfgEcM96z8okGrSI+A3iSYWjFALoDER4fl+MP/3WXFWPs4Ap+dKZeB3n8BLzVgJDa4K+DLdmYCZtY0hQNU5HIbwOhkGfZGt3uRrmW1enq37v5kx5INvJ/bhO5XtKJWV6PB7n5NnzfOKYzfkZ4VWHIvjtr1/lF79rBz90sPW+kt8uJXv1QghBR0cHHR0dbN26FcdxmJycZHJykrNnz2LbNl1dXUXFeygUqnvbq72b8ruekFqYOZuZmWFoaIhYLMbhw4fbEjCUBkut9ouqhELmTCnFmTNnuH37NrduPYlSlRe5ezhKP6M1t/nMs4pkQnDpMqRSgmAQpqcakzW3q7QtRaRN47Sngx9AlsAi4ksIj/NodlyuEbBAsu73GTiOH9MyCIVMlHZxXRfbtkmlXeycyYsvwsy0SSZb+Tx75x1JNKo5fLhEBh0Mome9Y3jPPfDFL9bpG443v7Hbgt4ezY2b1QO4F75bEQrDq2+HCWuP/DIMePZZxcaNNiMjo4RDIbp7eryAKB/AFIJ91xG89L8thq9J5hLesSnvfOIF86O3FwRukUhx3y5ckEWpeun3lIKz52TDhFQlU3N5//1861w3H/uYn9dfN4hENP/knzj8wi9kuVvWrEAgwO7duwHq9p660yi0A74bIaUsa1P89NNP89nPfpaPfexj/Oqv/iq/8Ru/wXd913fxvve9j/e+971NUwb/5m/+Jv/qX/0rfuzHfgyAj3/843zpS1/iv//3/86v/dqvNWWMNXx7IpvNcuzYsZqKo3qb17QS4+PjAGzcuJEdO3a0nUyvpIT/m6GbvHY5Xv5BX7ZucmVkJssXT90mbbvMpO0lu5TJGrvskUwC4Uq065FMQnmvCyXAzU9LgahCGrim9NRFGQMtTLSlIaDA71CN01kxHLMh76h6oA2rrlhZaNEqLgqo7B9VMvqiV1QFY/TCftycTuO60F2HWf5S0FBWCbNnIEJ/hx9HKf7u2AiJrIsUELAMclkfKSfJkWFJd9jHyEzlbGSygm9Vo1BK4scpdg8EuD6Vpjfi5/ZMtqLBicAjo0I+g+/c14u5gOSo1SSg9DLo9x/CTfcxKYaXnGepivorIz4uzF5H5q95oRW2I/jYFy+wI6q5d+tASxXfq5WQapcS3jTNRd2WJycnmZiY4OLFiwQCgSI5tVS35VQqtUZItRONLvKlZNCNGzc4c+YMO3bsYNu2bW0LGAqEUCKR4OjRoy31i6qEwjF46623cF2Xw4cP82d/VlmuaZHjCb665DYFgkcfU0xNSTJpmJ1plIwKtKW0rdlKorsBaYKViS9dmYyqw6agKhJ0lJW0gbfATk7CXEKilSaRgI4OA8MwsPExPSVwFczWcdi//nWDdErx7HMKGfSj58q/9PM/7/CHf2AwPlH5WhWF/+QnODsH6Uz16zraAX/9aYPeXs3P/nvN8GkH04C9+zSOnebWzVFi+c4ZYoFsXGvN5KTmj/7Iz0JLuGwWCk00NJ6BZdlzk2GgS2pba/0eehmx70JTc2FZvGM9zfve52VXXFcwOSn4nd+xeOMNyZe+lOZOcyoLA5VqGb6LFy+SyWTo7OwsyprvpHrKdd223btXii1btvBTP/VT/PZv/zZ//ud/js/n44tf/CK/8zu/w4//+I8zPj6+4qRILpfjnXfe4Rd+4RfKXv+u7/ouXn/99RVtew3f3pienubo0aN0dnbWVBzdyZK9Ur8ogM2bN9+Re5OUEq118b76ratT/PpXLjKXWXBc6vCPKkBpzUQii8+UtZUljkDmpEcoJXygBMLFI5cUoPQSHNjSAYoWoOU8JSK0RuSAnETjBwu0X0HAaZKPVcE7qv0G6gWIWgxfE7DYPyo/LvX8IgtUjNprrljLw6ke+AyJqzQByyAaMNnSE2QyafM3R28xPpfDLSQINaSTkkgwixRwYTxBh791QY1yDQIyh2WUE9+GFDyxvYu/P3GbrKMXvOfFevvWhXl8e3dZKWIBYZ9BLl2ZTC/8/H3+g/T4DjCqRhu+t3zm+G1AYxperKUBqTxfsL948xLT18+X+Rk1osipB6uVkLoTSvjSbsubN2/GcZxiHHz+/Hmy2WwxDq7kE7ZWsneXwzAMbNvm1KlTjI6OcvDgQXp7e9s+B4A333yz5X5RlZBKpXAch0AgwD333INhGLz3vYr/9b8Wf/YhXq+LwDl+As5fMEgmIJNl0QP6UnCwip5ErUQlJVErUCBu2gEXoyQvVdKmttoXlhkfeEaMixfKcBh6e2F21guYlNZMxPPS7YSXDSotQ6s5hoZjxyS9vZr7nvQVDb8Bpqfh9CnJ5s2a+x/Q7NmjcBz4iz83mSnwcfnIqTCMYUAwCIFA3qC8/GPMzsHsnODU1QhHhpJ84AOwfbuXlRgbG6Onp2fRA/rVK4J3jhhMxgVTU5XPdaU9PyvDAMf2CKl7Dsw/CIhIBD0zr9LbuVNx/rxnOlVcT7T3vT17GmekCrL2AuTBg/zSr/egNWVKSKUEb71l8sUvmnzP99xZRUEts8vSDB9497CCT9Jyusw1E3faQ2o5SCaTdHZ28sADD/D444/zK7/yK0xPTzdFoVswlF6othoYGGB0tLbSdg1rqAStNcPDw5w7d45du3axZcuWJVql35mSvVK/qMcee4xXX331jhFjhXtS4QHwL9+5QSLjIPPlT64GhAtm7e56pcg6Cp8hSRW8oxSInETmBNIWCBukA0JptBCeYgloRRc8LSRiUYs6DwINNghboBM+tAn4NAQdhLkCdZNjVmiL1z600o+rsn8UbOsJcCXeeGzuMwR+sfKYvuAzlcw5pHIOI7OVt+m6EkO65ByXgCVxXM1Uuv5zuxG4jkHYzGLI8t9DAPcMRon4Zf7+NH/em3nPKtvVeUVX5fvXUzu7+eyJsYrv7e4P0+u7j17fvcB8KWMjmM04lLquCUBIL5kc7VnHww+vJx6PMz4+zoULF4p+Rj09PXR2dq74WXU1m5rf6TjPNE16e3vp7e0t67Y8OTlZjIMBrly5wgsvvLDqvULf9YSUUopE3uj38ccfb5qbfb0oBFYAe/bsYdOmTW0d/9atW5w8eRKAe++9t3hjeO97Pd+b0m5kYeZ4iPoy2na+u56gcTIqQaQt5E2KUFtK6BRgViBuWgHv2M37YQmgo0MzO1ujK80yx5ojVlbqKIRH9DgOjIx6pZquA4ODsH+/Rgr41lve+SVlfeeFEBqlNN86FeTe+2aLi+3ly4LPfc7Azs3P/+23Jd/9gkMgqJmZLZhZlm8vGJifaygMrgMf+pDLn/6ZUTQ798IGz+Pqb//W4Mf+VZzJqUn6+/sXZReOHRN8+ctGUbXk1IgPbdvbZ9OEp5+26R9wUEogLMszXCvB/v2K48c9vyudb1cjBMQ6NQ8/siyJVJHZEj4f8rHDvPGGUbEs1zQ13/iGcccJqUYyZ4Uuc0upp9rRXWa1ZfwKMvCFgUpnZ2dTx1l4zJcTPK9hDUDRY/PQoUN0d3cv+fk7UbJXav9QUG/dSS+rwj1JKeX5lI5MIdBYpiRXaEfmr79cT+QE0pZoWyBzAr+tkW7pd8u3o436dDXLhZK1eu/NQ6ARDuCATpkgBdqnIeA25Dt1x9VRSnhm5i3CQv8oAXQEDHb1R5ZFSOHCjn6T4anmkULVjr5SAqUlvjy5aruaoGXgNPowUgdc2yDiSxdL3kqxsdNPyBL8+Tu3yCwwS1+qvLWADZ1BHt3aybeuTpft78auAD98z7P0+R8ovracNfX+DR28dW2m7LtKa1wN922MEg6HCYfDRUXO1NQU8XicM2fOYNt20Ti9p6dnWc/Pq9XU3HXdu8qaoVq35Zdffplf+7Vf46d/+qcRQvCZz3yGdevWcf/99zf9uLfaK/TuOdotwOTkJGfOnEEIwaOPPtp2trPgFzWTV0a0o/VvAVprzp8/z/Xr17nnnns4fvx42ftvvilY+Ez1JF/FRx2GPUAy6flGpRY3h6g9L0BWrLRuPhSyTEnUKiQWEDetgnfsFnRtk5CYq/+m4/eXiZCqwkXgX6hg056EOJWlzBfqxk1BfFLwz/6Zwxtv5mXBuj4/q2BAozVMz2iuXr2KZYa4fLmTd46EcRxP7STy20sl4W/+1kSpxWQqQMAPsuQSL4THFy6IMjKqQOppvGPxd5/1Mzm5k1xOEItpnn5KsW+/JpeDl79uFMeD2oSU3w/PP++yY7siFFaeESqgAgGYnSWXE9y4YSCATZs1H/qQzdEhgzNnJcr1VFOHDrkElsGZl5qay4cfRoTDBIOLeDDvsxoikTsXaBew3AxUJfVUadao0F2mu7u7Jeqpu83UfClkMhmUUi3LnPX29mIYxiI11NjYWEu7167h3YuNGzeybt06AnW2G203EXTr1i1OnTq1yP6hUqe7dqFwT8rlcpw4cYKIsBF5X6kij1TJ30eBzEpP+WSDtEE4pT5O+YzJEtCiPsJoOdBCwDLM0gV45YIZSnyngIC7tO+U3XzvqEbQ6mf4hf5RGpjNuHz5zMSytjeXNjh+SxENdJDIORgohNDI/J/C340mHFPHsfCXnMtKw751EaZSNhfHKwQ9C6DwjOq1ll51gRaofHSttUBpAVpgaoeYvzIZBXBjJsuJW3PMpCtf847SmNJ7Cvlfb93AdjRdYYvD2zoZ6Ji/tz24KcbBjR2cG0uRsV32rYswGLqHfv+DZdtbjtroXz+5mSPXT+Io7zco5C6394b4zr3lz6SmadLX10dfX18xkRWPxxkbG+PChQuEQqGybnD1zGW1JfAKuNvnXYiDf/AHf5Af/MEf5OzZszz11FOcO3eOp556ikgkwvve9z7e97738cM//MNN4T9a7RW66gipehg/rTXXrl3jwoULbN68mRs3brSdjEomkwwNDeHz+Xj88cf52te+1rZAxbZtjh8/TiqV4rHHHsOfN7cpXGDHj8NHPmKWmUX3McoBjtY9hqsglW68s95C1U2rMEcHHW1QYTlIAqSX/mATMEeU6ALFV6MJoXrIKPBIthjTZa9pIJ0pD009+a+nlvuDPzCL8yn8v1bO1OeDQFAynorwwMZZRka28I1XfJR0BkYrCIV0vssdxe55Us4TUI7jKfaU8srlcjmPOBLkCa2SW0YlQvTGjfkH9Xhc8LefMUgkXPoHvPFMs75Ae/16zQMPFIrnvPuNNgxUKsWJkxZff9kklz/+Pj88+4zNoYccHnq4CZFn3tRcBAIYjz6KEPDhD9u8+KKF65Zv33UFH/zgnVVHgXc/KkiOV4JKWaNWqqfuBil3I0jmWclWEVI+n49Dhw7xla98hR/4gR8ovv6Vr3yF7/u+72vJmGt4dyMQCDSkeDJNs6gMarU6suAX9cADDyxKMlbqdNcuFDrBvvPOO4RCIX7k2f0c/9szzHetdxHaQc6ZnvrJ0R75pEqJp+VBC1pa2qakqFqu1wjq9Z1SSqCb0FVvJRBGa88jzz9qYbH/8jAej5HEQBgamRRIoanh1V081QQaUSgoE/kYhsL/839KXgeNz3AJ+myww8UzVgp484aPzlCUG8lA6QClw83vah27bCnFplACLSCrLFxXorXMJ2YVhlRY0ubIjaWqMDRX4/PPCCMzWT5z7Dbv3d/H1u55vyYhJHsHvDVaONu5cGMH48E5DgxGive05dzfHtrcye988AC/8/JVzowm8JmS79rXy88+tw2/WZ1wKfUz2rJlS7EbXDwe5/Tp07iuW6aeqpY8uNuJnWpYbXHe7t27sW2bP/zDP2Tz5s289tprfPGLX+SP//iP+eAHP7ji7bfDK3TVEVJLwXEcTp06xeTkJA8//DCmaXLt2rW2zmF8fJxjx46V+UW1K1BJJBIMDQ0RCoV47LHHsCxrvjtYXoL4P/6HQTwuPL+bfMz3DF9uWE3U6O64yMWqmxagnSV0KTraQrApwF+nem2lcDAIUznLtPA3F9ILBlT+vYUG6qUeToY5f775LE91NDsLSEUuCy+/7FtUgue4kE5rDFORzc0vDkp53mWWCf6AR1xp7ZGkpWPnbMoM0RNEK5Zxltg4AfDyKwYf/KDHainlBdxS1CbYenoWvyMiEUZOzvLSS0axnA8gl4WXXrLo7MqyYYNbfJiAxhs3wLypufHoo4h8YPDRj2Z5802DU6cMTNObm+MIPvaxzLJ8qpqNVgQq1dRTBe+pZqinVptCKpFIIKVsabn6v/t3/44f/dEf5aGHHuLw4cP8wR/8AcPDw/ybf/NvWjbmGt69WE7zGmhtmUWpX9Tjjz9e0fz3TpbsTUxMoLWmq6sLt3MTX3jjepkRuZXLYN4urGCNxXpLFeMpQyJaqHzXRvPVV+W+UxbaFEXfKZS8o+ootGgpITXvH1X7qJoSLENiSMG23hCzaZtrk+Ux/O3xLpJZH0bEi09VkTSpccYUiaIyN9QF/y9MtvyfhgBngbG4ZQpup3LcSuYKucAVQWjNusBM0aBdCoWs4EXmYDCXNbBdmWdlNYbUmNLFNGxAFIm5Ul9VpeGVi5NsfSREIuswlbYJWwYa+OLxEF8a0rj6FFIItveG+P99316294aWXf722LYuHtvWRdp2895WjccvC7vBJRIJ4vE4o6OjnD9/nnA4XCSnYrFYWQnxaoqXClhtcV46nUYpRUdHBz6fj+eee47nnnuuadtvh1fou4qQSqVSHDlyBMuyePzxx/H7/cVyhXb4WWiti94HBw4cYP369cX32hGoFIiwTZs2sXv37kUPuAVi6vx5r4SpQA5s4wKdTDJLDIHCwMXExsSmmZdjgugi1U0r0K4SuhwW4RI/p1ZijhixNuwTQJKOJX8nKbwFVohykqrQVUSp+Thi0ybNCy+4vPyy5Ny5fFmB7f1JEKXLmuXCBU867WXKykktx5GLiKpCvGM7IHNeuZzPr5maEkWTc8Pw/lwfFvT3aUbHBSZ2zcC6EEblcl6JYGGMpSAlJBML7i8+H8zOcvSoRGmwfPOhluXzSg5PnLDYuDEfyOUP5HLIKQ3oYBD58MPF17q74etfT/F3f2fy+usG0ajmQx9yOHDgzpNR0B6zy1aop1ZbgJVKpVrelfBDH/oQ8XicX/mVX2FkZIR77rmHL3zhC2zZsqVlY65hDQUUCCnHcVpCSBX8opbq9ncnCCmtvXL3ixcvYhgGsf71/NarN7g9m8XJ1+pJ18Z0lpcMFIApwF5q4WwRVA0z82ZBAMLRnu9U0kRIgdupaGoA3ABkKw8oi/2jqkED/+JwuTfMN69OMXR9BseF2xPdpHMm0irflikFbqPlE3VAa/D5FidmM04Tx9KaPiOJz6jPC0tIF59cXP6YUxaua6CKqiqNIV1Mw0UKRTLr8tLZca5NpXFdz9NpdHKAM9c2UIieA6bg0niSn/7Lk/zNv36o2EXzZ//qFK9cjOMo8JuCf/LwBv7te7YvOdeg1RzFjxCCjo4OOjo62Lp1K7ZtF9VTJ0+eLBLjPT09OI7TFCV8u7Ea4zxonRK+gFZ6ha46QqrajhfImA0bNrBnz57iidSOzBmU+0U9+uiji7oXtTJQ0Vpz5coVLl26tIgIA++YybyXwOXLcO2aKPrvCBTP8OWKBIRG4OSpKRcTtWB1lrgYOPl37ZpLqI1VZsbdKrhtLKFLE2oLSeQgCbZpn3JYVQ3nDekpfLL5eKBaJz0hPCKoQEo984zi2LF5MqoAT8lm4/dB2qVIJC1UymsWezeVjmk7mu3b01y6FCq+LvD8q1wXTAP27lMMT3cRsOfVUYZR2+Pq5ZcXOnbNw+fzjgfC24Zjw1wCbtwQbNigPbIuEEDnckzPeDtRen2I/I7NzghM00RrXfanVE1ZIKhq3vS1xjl4EOHzlb3s98MHP+jcFSV6C9HuBb9e9VShc181ubbruqtKyp1IJFpOSAF85CMf4SMf+UhLx1jDGipBSq/LVStirGp+UZXQbkLKdV1OnTpFPB7n4Ycf5tixY5y4OcvobBan4B2lNb5cgpWU5NV63tdCtLRcT7f7Vqsl0lGIKQun0wGj+cTKUmh1ud5C/6hq8OWVNI7SvDM8zdV4Cq1hY2eQN86EyDqeJ6Ywy7fXHfYxMtP8aoh6ibSlUEu/FSNHh79Bc9xKYwhN0Odiq/LYy0VguxauMjh5CwwZwnYdZuZinB3eQ2mkmHEUYUsyMpvllYtxdgU0P/+1OUaT8+dH1tH88Rs3uD6V4Td+aP+K570cWJbFwMAAAwMDaK2Zm5sjHo9z69YtZmdn8fl8CCHo7e0lGo2uCpPz1RjnSSnr9l1sFO3wCl11hNRCaK25dOkSV65cqUjGtDpzBvPKrIJflG/BQ2FhHq0IVFzX5cSJE0xPT/PII48Qi8Uqfs4wDGZmXH7918svsHs5Qg/jFb8j0EWl1FJQefLKwcLFyBsEinw9uCaLr2gk3cpyunapsDIE2tLBDyDZpn2C2iSbUhAIamxboDSoBadzwXxc54klrT0yqLdX8xd/vvjGXlCyJVNe6V3BO6pSoLCwFLAU6wYUBw/OcfZsqPjZ0vk4Lrz8DROhyw20Si/HgpNC6RDxyYJKiTKiS+PtuxBgZ+d91EZHBX/xFwYP3K/4jn9koec8Yq+vT3Prlpj31SoxSOjt0/nXygmnAiml8wMvpZ5SoRDOgQOVD9BdijvdfWWhempqaorJyUnOnz9PNputqp5abZmzZDK5qHvkGtZwN2M59wXTNJsaYxX8om7dulXRL6oSCom/diCTyTA0NATA4cOH8fv9XJqFVy9PcOF2kkTOOxaWnULo5R+XpR7/lSFa1jxGC9BSt1gvVI5CQky4GnPSxIm54GujqlgLRJ2E0XLh+UctjR19YVyl+euhW0wmve+4ruTE5Rg5J9/ARgAlBJoAMnZr5u8vEl8r876qdrb6lUtvuP4k81KlrF1hH2Nzi41bpVRIqbAMgRSC2+O9nB/eRaV9spVGCsGNqQxJUmVkVCm+fHaCdM4l6LuzJIoQgmg0SjQaZdu2bUXFVCaT4fjx42iti6V9PT09FZ+X7was1jivVTF1O7xCVzUhVTDvTiQSPPbYY3R0dCz6jJSypZ1PxsfHOX78OOvXry9TZlWaR7PnkE6nGRoawjCMYkBSDbOzAX7rt4K89JKkcP37yPIEX2vKXCQaiY1VgbzKECDMXLFDnEIWdVWl5BVoJCr/ilvUZtULu4a6p9mwsQi0wQ+rnfuUxV+TZNNAOiXw+Tz/pgKk9AilbI4yQ3KAQMAzFl+ocHIRRSWb1mBaXglf1bFrrPpPPa0JBHu8rn6KYqxS+p1ZvdikvdL+LTW2xlNGhSOQmPPIKIGnRJIGuA4MHZVs3O9n7wbvIA0MKBxHstCj1zAgEvbKAxeuyUKIIplej3oq88ADi9RRdzvupgXfMAx6e3vp7e1l165dpNPpquqp1ZY5a3WgsoY13A1oZtKv1C/q8OHDFf2iWj2HWpienmZoaIje3l7279+PYRi8dXWKL111Gc+lSGRcXFZeqmcIgVNr8S18sEVoR7leKbQSZU1PhNZY0xKnQ6CD7VG+iRbTb/P+UbWxPubnyR3dDF2fYTJpe4k512BkrJtsvlGKgIpljVMpG0MKlNJNoyq1Bn9x3qXHqDnG7IbSDAanqr5vGYKHt3QST9pMJnNMpWxMQ5B1VFmMWEpS3b+xg6+cqd5JSGsYjfdz/tqOqvuQczWWAZu6AnzytVs19+Ezx0f5xw9tqPmZO4FoNMqWLVvQWjM7O0s8HufGjRucPXuWSCRCT08Pvb29dHR03DVxymqL8xKJBJFIpKXHr9VeoauOkCoc7Lm5OYaGhgiHwzz++OM1a1RbESQsVSbX6jlMTk5y9OhRBgYG2LdvX80Hu4sXBX/0R3s5fjzIxIQo3jwf4VVCVcyrmwlnAXkjUfjIQR0m3V5RoIWbLxD0ygYLyiuPvDKwMXFItamELkW4LR38CmO1Sx2VxY+f2m34HBfUAuJIqfkyvoVIJOGllxafmwu7+KVWoJC+dVOyd6/CskDbeU+rEkWTjax5ngvhqbjGx+u7kSsN//yfO/zlpwzGxgV+/3woYZowkwtycSjJ3g1w7pzgC1+oVvoFr74mOXlK8uEPOcQ6q81vXhW1kJwC0B0dpHbsIKQ1rusWS3TvdtxNhFQphBAV1VPxeJzz58+jlOLs2bP09/fT3d3dlM59rUQymWy5r8Aa1nCnYRhGQ535qqFev6hqc2g1IXXz5k1Onz7Nrl272LJli1eqqDRfPjPGREYxlVVeGm+FpXpSCNQS3211uV4zDKobgpZQIQlqzglcx0J11KcsWglki83Ulyp7E8DugTDP7/EUgVfjKU8V7phcv92Fo0qU3IC0FkvlJeAqze6BCNcnU6Ttle+TJcCoYCy+uCXNMtZipRnwzWJUOfYCrwzRkJJHt3byd8dHkVJgSgkmZEr2rzCL/g4fhqgd39wYW8fo2I6anxHAxs4Ah7d08Cev1b4eA03yiGomSuM8IQSxWIxYLMb27dvJ5XLFxN/Ro0cRQpSpp+6k99TdGp9WQ8ErtJVotVfoqiOkAEZGRjh58iRbt25l586dSz4MNDtIcByHkydPLlkmt3AOzZJyDw8Pc+7cOfbs2cPmzZtrflZr+JM/kZw61cnc3Lzao4MZDvFGU+ZTC0kiK1L4GLgYdaikMgQIkSRDIK+8yhv85CGLqisnb9a+/LxNuwTkSymWmokUobpINr2MU/jkifKbutfFb3l+Ygubt2ggGNT09nld7sbHBZgeKSWFRinNnIoS0dWPoxDw3d/t8slP1nc71Br+5/8wkdL7biYzb+wugJw0sfPE2N/+be0AwTRgZhq+8hWDH/7A0ud5pdK+ib17mZyZYX2ePCmgoA69WxfVdpiaNwOl6inXdXn55Zfp7u4mHo9z6dKlur2n7hQKHlJrWMNqwZ0q2SuQPfX4RVVCKwmp0hLCgwcP0tvbW3xvfC7DyZuz3EzML48rLdVTeml1S2vL9QRaqLaV62lNmTpqIYy0RjgWbqfdOlWYFmA28/xZrB5ayj/KNAQPbuqc34KGXM5kZLwbd9FPLRALSCKtQUpPoh5P5JpCRgH4jVpkczWVVHX1lBTzdgvdMkPQWpyMLdg1aOD2bJbbs1leveSZzpv5Zd6UkqAlyDkKV2t8puSewQ7u3xDlC6dvV53xzbENXBvZljcar/6b7B4I8//+0AESszO8d12GI6OVYyYBfO89S5cVtxu14jyfz8fg4CCDg4MopYrqqeHhYc6cOUNHR0dRPdVq9c9CKKXuuliuFpLJZFuSo630Cl11hFQymeT06dPcf//99Pf31/Ud0zSbkjmD+vyiKqEZgYpSijNnznD79m0OHTpEd3f3kt/54hcFn/qUZHzcj+vO3xSe5H+31MsJCktBe+TWNj4CZLDq2Kd5s/aC35VR9LsqNKI18o5YCzsNztHRNnVUrg7FUrOgMJYMLMNhSC5DUJdeUDFQTxe/avCCnXmvKoDX3zC4eFFj2wvL/gQYFof2JTh3uvo2pVB8/nMOjdwOZ+cq+wckCRNSc7gOXLk87xtVFQKEhCtXBakkhBbwBv/7Jclbb8vidjo64Ed/1KGz01vop4CLPh8PPvgg0WgUnVdJKaWKf2De9PduUk+ttgwUzHt5bdq0iW3bti1ST+VyuTLvqWAweMfVU2seUmv4dsBKYqxaZE+75lALuVyOY8eOkc1mF5UQJrMOf/LmdU7fmimuRysp1SugLpqpleV6hkSINnYs1BKWiFelrRGTPpxOuyVm5wJB85aLymRMLf8oKSBgGhhy/ntd/g6+NWZUPDKiyjHQeaZnOtU8RZnfN78tr5y0YLZfq2SvemmfFIKNnX7i8QRd4cox/aKGPfnXXDTaFXiCJK+Jjc8UuFrwnXv72NoT4rPHRxmbrVw6cP32Jq6NbOGF/X28dnkKU1RuHHBwU5T/9c8f5ObNm5w9f573Hb6Pr07f4JtXpxd99l88OljmNXq3xFb1xnlSSjo7O+ns7GTHjh1ks9miemp4eBjDMOju7qa3t5eurq6Wq6dc171rjmE9KJTsrWasOkIqEonwzDPP3BEZdb1+Ua2YQzab5ejRoziOw+HDhwkGg0t+5403BP/1vxpMTooyA+d13GQfJ5Y9l3qRINoWhU+ScEPjeGbtTl2EnEbkCwItHCQ2JjN04vldFcoGC35XTtPisxShtnlHJepUsS2HjFqIWl386sVCkieRgERi8ZGXApIyQn/3JOdq9G92XMlEvPHOFJVCsUI+98oVwabNS58NgnwWTnlkWqlTyZe/LHn77fJ5z83B7/13k3//8zazs5PcuO8+HnrkkTL/vEJWRylVJKdKvacKwcqdDlpWMyFV2sW1oJ7SWpNKpZicnGRiYoKLFy/i9/vvuHpqrWRvDasRQohiWXI9WG7JXiG2sm27Ib+oSmiFV2jBniISifDYY4+Vxb5jc1n+21cv8bXzE2SKfs8ay06ykq569aCV5XqemXn71FGwuLtv1c+5yjM773TBau7+iyZ0kCvZ2qJXlvKPMqWgK2TREfDOMdcO8tVTGVQVok5U2X9FvuSzgeu3FiRglijHOvxG0bS/fla0/HOuUkxOpRkIVfeNKvv2gmY5SmvStuvtY15FFbAk3SGLqWSOG9PpilfgtZEtXL+9ie/Y28tv/PA9jM1luRpPgVb8t69f5dJ4iljA5Gee28Yj2zr5q1dP05EZ47GHDtLV1cX//Kd9/P43rvLJN6+Tyrl0hSz+43du4z27e4sxX/G43QUq+eU2r/H7/axfv57169ejlGJmZoZ4PM6VK1c4deoU0Wi0GFs1Wz1VsMRYbQqp1R7nrTpCCmi4W95KyaBSv6j9+/ezYUPjpnErmcPs7CxHjhyhs7OThx56qK6L5JVXBD//8ybXrwtSqfLMwDN8uWUy6wJcBL42qXtaGbQINFberH2WKN1UX7xUnrCqZNbuqa68kkEjb+leCwrZ8t8I8h4AbVKxAaTb6YmlLTqY48wZid9X3eeqWfCIPa8U0XbKu/hVgsj/x3WgMwbRaPn7R96pHEQoDZ/5jM2D77W45wMfqKp+KQ1ECqRUgaAq3ItcF954w8f4uME997i0s1HfaiSkanl0CSEIh8OEw+GK3lN3Sj21ppBaw7cDlhNjlfpFHTp0aMWdmA3DIJdr3kJz+/Ztjh8/XtGeYjpl899fvsI3LkyUpVssO4VUrVW/Q6vL9dpsZq5FQ3GQ0Bprymiu2bkWiKaW6y1GLf8onyEI+Qwe3BxDAMqO8A9DLlmn+nGpNd/7NnRw4tYcrlr5OeKX5ePMZld2nARgIOiyphBVmMjesEXO1cxmnKqqNaV1UUVl5L3cvnRmnL0DkfnOzCUNdq7c3MbN8Q388MF1/Mr79wHQ3+Gnv8NrSPWn23oAGI4n+cE/eJtUSbnjhjNn+IePPIJpmvzEU1v5iae2Lp7PgjjvblDJNyPOk1LS1dVFV1cXO3fuJJPJFNVT165dwzTNovdUd3f3iu/jhXVkNcWnhZK91YxVSUi1K3MGy/OLqoTlZs4KflmNeBqcOSP47d82uH0bolHN9PT8ezs5w0auNTyPRrHQtLpVmCVKtA0qLAe5ZFe9RszaVb4noYuJyjtcFcgrF4MAWbL48gRW6wKzuTYdP4BMGz2xwFOZhZghkVzc5a8VWOhLtm2b4sg7ktkqgjAN2LZXgvj00y6la18uN+9vUAk3b/r4oR/5IUJ1Eg2lih7wgoRTpzT/5J+EuHrVKwmUEt77Xpvf+70UHR2tD1qWmzm7k2gkuKqknorH40X1VCAQKAZQrVRPJZNJurq6WrLtNazhbkGjHlIr9YuqhGap8bXWXL58mcuXL3Pvvfeybt26RZ9569oUF8cTRIMWGTv/ANWEUj3wFClLRh2tLNeTre41t3DASgX4S0F7ZueuhYqsvDRNaJpYrlcZ1fyjLEOwf7CDPQMResI+3FyUGxNBrk+PVd2WqLFcWRJ29IaZTjue+meF8FvNJVgtCf1GAp9Z/Xfr8WsySjKboWJVoBCeoswyZF7p7inCplI20+n57XqPqoJLN7YzMjEIQCxQu9zsuz/xrUXx383pLN/529/kaz/3RNXvVYrz7rRKvhWJx0AgwIYNG9iwYQNKKaanp4sdkU+dOkUsFism/pbTYXihEn41YE0htUqw3CCh4BdlWRaHDx/G7/evaA6NkGJaay5cuMDw8HBDflkAX/uaYHoaenthdtbL/gBIXJ7mpUan3jBszGWbVjcChcBfB/nTDCSJNpVgk6i8P1S5ikwDGUIEmV/EC50GnTx5VWqqLhaYtRsNBFUK8gTayiClV3K21Mg5AgTapJrzDOHnsG0IBj3ip5VY6C3m98HgIDzzjMPff676bbarC97zHpedO8uP3lLcRDKyidB99y17vo4j+dCHAty6JZDSG08p+PKXLT760QC//utefWYrJd+rxdS8FMs1uixVT23evBnHcYpBVCX1VDMzXclkkk2bNjVte2tYQzvQqsRjs/yiqs1hpYRUaRL00UcfJbpQOpvH5YkklpT0RfxcGk9iCY1sUqneUmRUa8v1BLS401zZeJoVKb2MVN7sPLYys/MlGrI1BdX8ozqDFo9v9zxpU6kotyc9C4NYsHrsstDMvBS2gr85OsL79vcxnsiSXIGiSWjw1fC9Wg4iOkfYl6aG+IvzUw77u8W8V6gu9w01hMCQAllCdkghEEJjSu89Tx0muDC8k9uTA8XPffKbN/jRRzfSH11sFfFfvnyhajLy9lyO0ekM6zrrs5ioRyW/8HPNjslaHedJKenu7qa7u5tdu3aRTqeL6qkrV65gWVaZbUI96qnVqpBaI6RWAZbTfWViYoJjx44tyy+qEhoJVGzb5vjx4ySTSR577LGGT7IbNwTBIGzapPnmN+fn/QBv0UW8oW0tBykibVFHzbVJhWU3wfeoXlRSLBU6DdZDh7oY2GXkVX6RQeXJK5X3u7JJECPKzLLmGQrCE0+6HDkimYwvHYWlCdLBbEUj8FYgS6BoCJ+Yq602Wik0LCrBtB0YH4PPVSGjfJY3p8FBxdtvSd5+Gx54QLF3rzdRw/CItHS68piP/NzTK5rzSy8Z3LghMAyKyizDAMeBv/xLP7/yK1kiES+AKTzkNTurtlpL9poxZ9M061JP9fT00NnZuSL1VDvaAa9hDXca9ZTLNdMvqhJW6iGVTqc5cuQIpmku2TSnw2/iKM3m7iDXp9KIXLotpXoAWrauXE9J0dZyPbRccfMdmdMwaeF2ObBMH6hWl+vV8o/qDlu8dnmSV08LxmdSCAGGFHQHzeox2xLz1cA/nB7nx5/czIXbSU6PJhibazwh6ZNqZUQf5fP3K5eu8HRNMgo8ovJUvHzPC0KpDR0GszZkbE1pvazOl/DFQhYHBjs4dmOO88O7GJ8qFxQ4SvOJV67xS9+zp+x113X50ombNef1t8dG+MlnttWefAUspZ56t8R5wWCQjRs3snHjRlzXLSb+Ll68SCaTWZT4q6SeKsx5NSn4k8lkXY3O7masSkKqlSV7zfCLqoR6A5VkMsmRI0cIBoMcPnx4WZ0EtmzRvPWWoLS6MECaw7zc8LYaRYZAW8qyHAzCNMFluw6kCS2buGkELmLFXfUK5NVSsDExyZEhmP+GUVReeUbtCgOnaNi+8La8f78imxVMTnpdYaSR7z5SZWgXE4FG5NVUrUSB/CqglWQUVDbvVwr+9E+rh+yFboAnTswv1JcvG2zcoPnRf+oiBHz4ww4v/k9z0TasrRt5/89sXdGcr1/3freF660QXrngzIyPnh5d5kPQTMPMgnx8tRFSrWgFXEk9NTU1xeTkJOfOnVuxemrNQ2oN3w5YKunXbL+o5cyhFiYnJxkaGmJwcJC9e/cueW88uKmTVy7EuTmdxs1lCagMLRYCF6Fl6yr2tKHbWq5Xr5n5UpCuRsRNnE4HrMY2KvRyPbNqdZgrRy3/qNmUzWtXLWbTPhDeVh2lGU/aWIbAdnVZHCKM+rsBfv7EGN9//yApWy2LkAqssFyvdN6G0qwLTheP2HJ+eiHg8KYQp0aTnJ9W5ByFKQUgsZUiYBls7wmxq6+DT726nvjMvAKz0MRGabg0Uf78Yts2Q0NDRH2CkWT1me0bbI4KZqF6qhVxXmHbdyrOMwyjGDcBxcRfobzP5/NVbDrTijiv1Xg3KOFXJSHVKOo1mmyWX1S1OSwVqIyPj3Ps2DE2bdrE7t27l83Ovuc9mq99DYaG5tvOP8orBKgit2gibHxLei01A0k62qKOyhAg0ibfo3b5bkFjKjaFyPtdecTVps2S53/Q5bd+y2BOg890wXWQ2q3YuTBJuKgwW9ghrxUokF/tQK2yx1S68QXtxk3Bq9+QPPW0IhyGD34wwzdeVUxOBgj4BY8+qtjyH5/GtmElXW/37vV+CL3At0Ipz1x9cNA7ftUk34UuJMvNqhUSCquNkGpHK2DTNOnr66Ovr68p6ql3g5R7Dd9+aDT+qaWEb4VfVCUYhlH0H2kEw8PDnDt3jr1799b9ULF3XYTvu38df/CNq6RmphtK0q4YzWJxFkDd5WbmS8EzOzdxYgrtr5+YXByv1EM01U9GQXX/KIBjV8IkMosDCg2YhsQyNH0RP1IK1kf9aJ/iTHyG2bS9ZKQ1kcwxkchx4uYy4uhllOsJvA7L7sKJKc2ANUfIp7EMg1TWxciTb40kLZWGkazF0wc2w4VxLo2nyLkatIvfhIcHfeA47Ox6jrnEZUB7yb+S7wNs7p7vlJ7NZj17GL+f3/zQg/yj33u76r49s6t5JcYFVIrzCuTUStVTd5NXaCgUIhQKLdl0xufzrbrY9N2QePy2IKRM0yRdrfYlj1QqxdDQEKZprtgvqhJqBSqlqqwDBw6wfv36FY21a5fmJ37C5Z/+U5O5OehkkoN8a0XbrAdJwm1RR2Xxtc0cu10EWzsVXzZmsRtcPZBofOSQAt73gssDD2hIgi9tEgFKOahKZu123uHKyHcalEW/q+YHnqkS8qsdWEnZYzUcPSYZHRVcuyZQyvAyakqQzcAffmUXn315N319mp/7OYef+InqHWBq4amnFPffrzh+XOK6+ayd8v7/kY/YBIOLv1NN8l0IXhrJqpWaa64mtDvbV009FY/HOXv2LLZt09XVVewwU0k9tUZIreHbAZWSfkopzp49y8jISNP9ouqdQy0opThz5gy3b9/m0KFDDZVcCCF44Z51fPXYVeJSkWgTIaWMlZe4VYNutyhhWWbmS0FjzkjcsECF61P3LPZjKl0XqxFPja2dlfyjlILbE92kc9UfBTO2IuQz6AhYPL2zB0MKCOWYsjPMppcmi/ymZOjGNI7b+DnjkwqxRAmk3xSsjwYYnkoXOxf7DIHSgkxJXV63zBD2Z9Ba4LjzZJvflMxmGlNhxZM5DCl4bk8/D2yyGUtksST0+MHO5Ehc7uVI5iKH1vl446aN1guUWhJ+Kl92l06n+fOX3uJ/ndfcTmaAtwlZsqzD3vzxgJ/4s+P8lx/YT2doBRnJGqgU561EPXW3KuFrNZ2ZzncCO3/+fFNsE9qBd0OctyoJqUYfYpYKEgp+UfVKpZeDanNwXZeTJ08yNTXVVFXW1JRnVqwUPMVLdZVxrRTterTMEcDfBkIq1SaCDdqn+ILleXxJCZEIZebbprk4UFpo1p6gg54S3zLD8Mr6wmHNbNLEKVFeLTRrL5QNmuTqNmtXbRT7u4iWqA4TCbiS8kxjHbf8XvQN/TzZLIyMCP6v/8tCa/jJn5wPpo4ehV/+Zc935Bd+Icejj1YeQ0r49KezfOQjPl56yUApz7PqJ37C4T/+x/qCs1qGmUu1G17NCqk7GZjUq57q6Oigo6ODcDhMKpVqa6DysY99jM9//vMcPXoUn89XDO7WsIZWYqE1Q8EvynGclvhFVZtDvYRUYX6u63L48GGClbIAS+DWxCxXbk6Qsd2Wl6YX0KpyPS1Ay/aV663UzHyJrWMkAcdCRZcwO9cSIWutuQvJqYWv1TGbCv5RSglGxrrJOrXXM6U1tqOYyzhcHE+ya12YW9NpLowl6zp6T23v5pVLk4sVS3UgsIRPlRSwqy/M1Xh6fvvaKzeUQhM0JZ0hk5mZJF2hOZQG5WoKx9E0vLjEZ0hyDRBm62PzpuJdIYuuPDkkhcm2dc8R3tFPIpFg4+bb/J9fuMH5aUXhN/MZgv/7/XsZjAVIJBL8/Stv8fFjlHlaFcgoywDbBUNA2PK8Md4ZnuZXv3iB//KD++ue70qwUpX8amheszDxNzo6yuXLl4sJjULir6BMX869utV4N3iFrkpCqlFUCxK01ly9epWLFy821S+q3jmk02mGhoaQUjZdlfX7vy+ZmBBsYJjdnG7adqthYZexViFFqG0KmHaFRrk2mqYvR10mgIDfM+IueKxOT0N8svbx0bCICC34R6VTom6/KyjvNOhWMWvPYRJtozoqSbSqOsqQUCu+6ejQzM1VPn5ag5Cq2B2zgEvsYRTvHuW6Hrn38Y+b/NiPOVgWPPusj7femg8uv/zlIPfco/jmNyv7NvT3w6c/nePmTcHYGGzfrlkuH95ou+FCEHO3ByoLcTdl+2qpp/78z/+cX/3VX+XBBx9kbGysraRQLpfjAx/4AIcPH+aP//iP2zbuGt5dWEnJXjv8oiqh3pK92dlZjhw5QmdnJ/fee++ySG5XKf78G2dJZp22lMIX8S4p12uGmflSMLIaMWXhdtpl5telkA2d5gs/XF/Z3kL/KNeVjIx1k3NlXY1msq5idC7LRDLH0O0prIBHSEhRu9xNAK9eniSdc1F1fL4UWoPPV9tqRWk4OVJZ7a80rIv5mZnLMhCcrvgZ29WYUhOwJEprnDonJyv8aFJYbA+9h7DZB1BMCn3mZ3Zy6uYUnx+6galS3BtOYU2eZWhohMnJST5/M4ijskV/qcK+a7wYMhowsYz5k0dpzcsX4ozNZenvaG4lz1JoVCVf8Hu+W2KmeiGEwOfzsXfvXrTWJJNJ4vE4Y2NjXLhwgWAwWGabcDfs35pCapXANM1FpuatUiZVw0JCampqiqGhIfr7+9m/f39TT+iRETh1SuC6mmf4ctO2Ww0Kga9NdpoKoy3+QAk62kYSZQgu6qzXKmQJ4m+wxExKcFzYs1dhWZBMwktfWTqArtQxUGkwTa+bWyNYqtOgd0aEEJAnrjw79nKzdo3EReJ5XVkVzNrrhYMkSKr4byE8hVE2A778JGtVCcei1QmpwvZse/59jeA1niv7jJQwMSEYGRF84hNGGRlVwMmTkv/j/7D43d+tfn1u2KBpNhe/VLvhTCaDEKLMk+luWNSXwt1sdlmqntq9ezfPPPMMn/vc5/jWt77Fj/zIj/DRj36UF154gRdeeIFnnnmGQKC+1tGN4pd/+ZcBePHFF1uy/TWsoRIKMVbBL2rnzp1s3bq1rWXB9TSvGRkZ4eTJk2zfvp3t27cve37HLo5w/tYUk8kszrugXI8231ZbxKstgnQ0YtLC6XRhUWkeCLmS6oV6SvvK/aNcR3JrrBtbeWSUIQVS4Pkg1UAs33EvK7PMJl00VTm2shmVlsM1ouKrZcJeQCmZVvCDIk/maCCRdgjrOLLKj621JpNXIxlSEA2a7O6P0B32MZXK8eqlGVwlUVqilJf+NKTBK5c0W3u7QHilgYYw2Rs+SNisXBJ8YEMXBzZ0ecdAKYaHh7l48SKWZXFhIgOUm8QL4ZFSSpM3TJ+HIT2T+YlEru2E1EIspZK3bbv4nuu6Tevc12qUxnlCCCKRCJFIhC1btuA4DpOTk8TjcU6fPo3rumXqqVbFVbVQIM06OjraPnYzsSoJqZWW7LXaL6oSSgOV69evc/bsWfbs2cOmTZuaHjBdvChIp2EPpxjkRlO3XQlzRIm1oQtdgkhbSCIFGBXMuVsBzzS9PcTXwu5z9UJpUDl48w3Jm29KLGtpQkkh8Fcx+37Pcy5froPQagSJEoWeiY1ZB0FaatauSsoGpQCtVZEE88oGnbJQL0m0rOxRa0jN81OYxnxQsRCxGNy4WXtR1rr8/fPsZ5x1Za+5LgQC0Nmp+R//o7qfwF/8hVmTkGo1FmbVUqkUZ8+epb+/v6XthluBdpiaNwNSSg4dOsTBgwf5zd/8Td555x0uX77MP/zDP/DjP/7juK7LjRs3Vp2H1xrWUA1CCLLZLGfPnm2LX1QlFBRSWutF15bWmgsXLjA8PMz9999Pf39/la0sjcnZFMcujXBtMk12ObVQy0RLy/VE+wrum21mvhSE0phTBm5UlJuda4kwmhVrVldPFfyjbNvg1ng3Kq++NqXntl2NjCoQPoYQSASmKTB8kozjFj8h0C1JEftrmLAvnB94caoU3ouCfNleNkNG+0g5fpSWeaJKoBBoLdg32EF32EfKdukJ+9jZH8YyBC6ac9PTTCmQQqDQGKbANCQpRzGTdPjt16+zqTvIE9t7eKTrISJVyKiFGB8fL/oFDw4OEjv2OnPT2XysWE4qCjwVl8+cf812NQFTsrGr/cRHLSyM87LZLKdPny52rys8/672OM80Tfr7+4vxayKRIB6PMzo6yvnz5wmFQkVyKhaLtW0f1xRSqwSlF0M7/KJqzeH06dOMjIw0bGDZCHw+wHF5ipdasv1SOJhtMeP2yr/aE0C0wqi6Gtplmg6eckg06HkkmCdVCiVoBRPsWqhFUn7lJaNmyVqjUIC1DAKxYNa+EELPt+adH8MzZ3cxyWGigRk6AY3Mm7UbOBg4ZDIufh+LdPBCwMaNmhvXl95vpSjK2xWS1xeoozxo3vveOQIBTSZTvaY923in5ZYhnU5z5MgRurq62L9/f1k3l2a3G24F7maFVCWkUim01qxbt4777ruP7//+70drzc2bN9fIqDW8a5DNZjlz5gxKKZ588sm2+EVVQuHe4LpuWZmg4zgcO3aMZDLJY489tqIHB6U0rxy/wmzGJpFtT+KsiFaV6xntLdcTLTEzX2JM7ZmdOxGBDuWTMEt+q7FOegtG9LaQ94+ycyajE934DQMpIO0oHFWdTCodNejLr3mm54VkSYG0DLK225KjqDX4lyjXg+q/oNaQSobQfQmSOavKIdTsWBdiY1ew7DU7H/AGfAYCgSllsawybbvFsr6ptM3kDYdX3unk0z8aAd/S+3Xz5k3OnTvHfffdR1+fV9r3ffcP8rsvX83/0qJsv3oDmlnbwVUCyzCwlefb9EMHB4kGWmNq3gzkcjmOHDlCMBjkvvvuA1ikki9gNcd5QohiaebWrVuxbbuonjp16hSu6xYbzvT09LRU/PJu8JC6e86AFsIwDGzb5sqVKwwNDbFnz56ml8kthcKFODU1xeHDh1tGRgHs3au5X73ZFpPsFGHMNqiJ5oiVlUi1Ci6yJUbVldBe0/TljVVrwa8Gr5yt+jHUGubmRIPeCdWRINbU32whGQWeV5WPXP4clHQyTYxpYswQZZYwSQJkMXFxtWQm6ydJmAQdzBIjKWM89J4I4YEIScJk8ONWuf36/Z6KSuTfPsO9TFKefRMC1q3L8cEPHueVV14hHK6ugLpbkibJZJK33nqL3t5e9u/fX8yQmaaJz+cr/jFNEyllUT2Vy+Wwbbt4D72TWC0KqQKSSS9ZUPoALIRg48aNDW3nl37pl4rG9NX+vP125VbVa1jDclAvYTozM8Mbb7xRLJW4k4azpYRUAclkkjfeeAOlFIcPH15xFvvY5REmZpIeGdCmUj0olOu1ZjzdxlvqvBLlTkBjJkDO5k2wjVrr2UrIqHn4hCaXMxmL9+A3BRYuSrkMho2aicVC2ZshBOE8IaUNxzvnhODBTTHu3RAl4jfxm5JY0GIg2pwHbkuAUaG8sdIcS6HyZW6zySAhnybkr625mMtVf3bZ2hMiaBnkXIXSYLtqkcfU5NgA8cko//xPji0516tXr3L+/HkeeOCBIhkF8JNPbeGBjdHi/hRG2DMQ5k//xQM8vz2CRJPJeSnR9+8O86MPdLf12m8EmUyGt99+m3A4zH333VckmwzDwOfzEQgE8Pv978o4z7IsBgYG2L9/P0888QQHDx4kEolw69YtXn/9db71rW9x6dIlpqenm7qPSqk1hdSdwnIyu47jcPXq1bb4RS3E7OwsQ0NDADz88MP4fHVQ6SvA1TNpHjdeRbe4SieLvy3lZu0kiZJ0tE0d1b5+MtCqHoiV8owLy9mqYc9ehWMLLlxc/txcBP4mK8xqrfM5LDqYwzQ8Xy1YHDYaKAyRBZ1FSrB8nuLp1BvQ1anzTleF+c+btSskhin5yZ/NEY3ClcuaiTHNp7/xDAtPSa3h+nU/H/zgk7znPTb//t9P8Z//c+USkJ//+aUzja1GIpHgnXfeYf369ezcubPiPbzZ7YZbAaUUlnX3ZiYXIplMYprmijNzP/VTP8WHP/zhmp/ZunXrisZYwxoaxY0bNzhz5gw7d+5kw4YNfPWrX12kTmonCuRsqSL/6NGjbNy4kd27d6/4fjU5l+LohVsAhHwGpiGhDR2UAbQULYkilHz3mZkvBSOjEY4JIY0umGcV1GeiPKoSokTFVHgvX5pW/FzpD1P4e357QglG5roAjWWaaAmbIhYHeg3+4UKCtLv4q4XxntzezbmxBHNZh5DPwHZdso4iGrDY3R8m5DN5ckdP8ftfOz/O7dnqkuzCngk81VUqV/ncradcbyGCliTrKDJZPwErwo894ePvTw3X/M7Xz00ggL0Di713fIbkPXt7eensOOmci7uAjJqO9zAd9xKF1yZrJWA1ly5d4saNGxw6dIhoNFr2vpSSP/uXh/iHU2P87dERlNa8/94B3n/vAFJKfv0fdzOdthmZSuKzE6Rmpzh5wiPAenp66Ovro6en566IS9LpNO+8805RAV/tWX2h99TdGOetVAkvhCAajRKNRtm2bRu5XK6onjpx4gRa6zL11Ep4gYISfs1D6i5HKpXixIkTABw+fLjthmOjo6OcOHGCbdu2cfHixbaMmf3ay/jJtLwQLIsfP62vB0rUSXCsFDZWW8oPoX1dCVcyVjUPpLLPSK8DXyAA+/YqxqZMzp2tb6yRW4L+ARrqvLIQCWJNPzdqTSVNmBjTRTKq0ncKx6R0DVUSbBv8C24/C83at6zXdJkupGDnOtjz3Q9y+lNBIM0f/ZHkZ392MbHw1a9a7NjRxb/+1w5/8Aflt/TnnhvmueeGuXatl97e3jsi6S10lNq0aVNDJr4rbTfcCqy2kr1kMkk4HF7xcent7b0jnjxrWEMlFNpxj4yMFP2iChlnx3HuKCFV8Au9cuVKUzs4K6V55dgV3Px+BiyDkGUwk26TP6BoDfGlWuRLVQ3tMjNfCsKRiNlSYqwSq1TpX1W2x+LYRQOpCJA3B+8J+TiwvoPN3UEMIdgwobk4kaw4hsAzJM/YCtvVzDk2AVezpTvEwU0xQr7F11hpN7haGIz6eKAzx6gd4MjI4ieVesr1Suepge29Ye4Z7GYm1UF/2ODc+HkS2drnrAbeujpdkZAanc3wxuVJbEflY5b5o5uYiRG/Xe7pmXNdfAtiA601Z8+eZWJigocffrhm/PXCgX5eOFA5qdgZtOgMdgKdwEa01szMzDA+Ps6VK1c4efIksViM3t5e+vr6CIfDbS/JTyaTHDlyhL6+Pvbs2bOiOK9ATt3JOK/ZY/h8PtatW8e6devQWjM7O0s8Hi8mVTo6OorkVDQabej3S+UNbNcUUncx4vE4R48eZWBggEQi0dYgZaGBZV9fHxcvXlyyA8tKoSYmiF19E9cxaWVFZopwWzrD2VhEqNzWtdlI5cmGVkNBW8ocwVtClzOWYeSNIZc4XZUCn6VBC44fl0ypDixm6iKzZmYFieTSn6sGB0moTQQiQBbfkmWP3V2aRFIs2ietPILv3nsVVy4bVUmva8OCyUno7gZME/OJJ4rvffSj1VUu//N/WszMpPl//h+bT37SQCn4F//CxXHCTEz0MTExUWxXWyAXurq6Wr6wT09PMzQ0xLZt21akoGm03XCrsmqrrWQvkUi0nYQcHh5mcnKS4eFhXNfl6NGjAOzcuXPVB0xraB+qBeTZbJajR4/iOA6HDx8u+kUVrvlWx1hLQUrJ+fPnmZ2d5eGHH6azs7Mp2z2eL9UrwHY1apV319NCFMmSdkBr2mpmXnUetEelpfwSSrr4+UzBtp55f7XHd3RxaSJZLBVb2LXu7OgspiHwGwLl97qk7V8XoTNYWY1zz2AHp0bmcJWuSJAhBDG/ZG8kR3d3D1ujUa7M3GAqNU+qSsA067uGpfBMx12lmcu4WPQQsFy6gg7Hb9aO1aQQKK1JVFBpzWZsvnJ2nKytsAyJAbh5/6Z0MsLtmxsopfB8hlhERimlOHnyJHNzczz00ENNLSUWQtDZ2UlnZye7du0ik8kwMTHB+Pg4ly9fxufzFeO87u7ulifRCgr4wcFBdu3atWwy7G6K81qpOBNCEIvFiMVibN++nVwuRzweLxJUQogy9dRSc2mWEv5O411JSGmtuXr1KhcvXmTfvn2sX7+eGzdutC1zVs3Ash3B0sRf/zW5zDV8vh3Ybfa7bAVShNrSwS+Lv41+TtG2jTW3DIN2KWHdgGYuAbOztRcWAZhWFiklygrgm5yr251B66W79dXCUqWBkbDX+W656quFyBLEv8Sx/PA/dvnMZwzGxwRCzqu/HBd6ejR79jgMrs9x61b14OTCecmjjymMgwcRJfLuuRrCs8Jx9Pngx3+8JAD1hdi8eTObN28utqudmJjg1KlTOI5DT09PMXBp9mI2OTnJ0aNH2bVrF5s2bWrqtpdqN1xQSxQyas3Kqq1WhVQ78Z/+03/ik5/8ZPHfBw8eBOBrX/sazz77bFvnsoZ3F2ZmZhgaGqKrq4t77rln0bW4sKNyu5HJZHAch1Qq1VRF/txsmgsXRstfy9i4bSKkWtVdT0nRZjNzg3aVONacRwu2uchPSQqUb35fBWAsMO7s8Fs8uaOH1y5PovR8aWDQkoDAb3hbFii0dMnagqHhSb5jb3/FZ6nOkI+DG2MMXZ9ZRJYGTIMd3Rab/BkG+vuL69KHD23gL4duEU94qii/rP/30Ro0HjFr6j4Stvddn5VaVGJXDZW8TM+PJcnaikD+OACEfQYTMyYj1zexMNn/oUPlCkjXdTl27Bi5XK4tNi2BQICNGzeyceNGXNdlamqKiYkJzp49Sy6Xo7u7uxjnNdtjb7kK+HpQSyVfGuc1Wz3V7jjP5/MxODjI4OAgSqmiemp4eHiReqqjo2PRMS4kHld7o5pVSUjVOuiu63Ly5EkmJyfLslPtypwVZIvBYJDDhw+XMZuFlsCtgNaaKy+/TOrNN1k3OEAgIEi2yAN8rk2ESoZA24ibHL62lB+6yKZ7HlUfqzF/JSkgEPQW+XRmaTIKPANun8+HchU5LCyZJufKZaue6oWNuaRyLlFDPOX3QbaGKjwYhHSJLUCGAJE6zsXpKcE/+m6XT/+1SSIxX/YYCcML77MZHbnFrl2xmoRUOKLB58N84gn+6q8kv/zLPq5fX6y6WohcLt9hswoWtqudm5tjYmKCmzdvcubMGSKRCH19ffT29jYsGV6IiYkJjh8/zp49e5pSrlIL1bJqpfJvaE7QstoUUgVCqp2ByosvvsiLL77YtvHW8O2BUr+orVu3VjynDcMolni0GwU1qGEY7N69u6n2EEPfuoJzK0lnX4jpvL+OIUXdD90rRovq3LTRPidNrbnj3lHQHnWUBlSQisyXrRRWyRp234Yo+9ZFOHJ9hmTWYXtviImEzfFbs5imt6aaPlAWuDmX8USO4eFhfD4f4XCIUCiUT2Z5gz2ytYvN3UGO3pjhykSqSHJlHJdTYy7xDh8/uG0+SSKE4EMPbmAimeUv37mF32rs+lUaUqkYu/d5ZXdRHyhyGFIsMiEvO0b5gGpDbPF1Ol1SBptzFBqNVAFmR7diYODk98qUgg88OMgvvm9X8fO2bRdVwYcOHWq7t5NhGEXyac+ePSSTSSYmJrh9+zbnzp0jHA4X34/FYiuKZ2ZmZjhy5MiKFfD1oF71VGkCcjXGeVLKovptx44dZLPZonpqeHgYwzCK6qmuri58Pt8dUcJ/7GMf4/Of/zxHjx7F5/MxPT294m2uSkKqGlKpFENDQ5imyeOPP16W8W9H5mx8fJxjx46xadMmdu/evShgatUcXNflxPHjyM9/no3rN/LNN/3EJ1uzzCsEPtpjkmxjEWgDeeN1u2uPn1O7/LC8ser3VzINCIYgGND09sL58/WdPx1RT/ps+8J0qixzPklnp8PEhNk0ZVIlpIjUvW+Vygf7+hQ3blZfcAQQi8JcwitLzOGr61zs6tLEOuFf/kuHc2cF09OCWKdm544c8ckRAoEAjz3WweuvUVHBaJlw4IDGPHSI//U3UX7yJ311kXtCwPd/v5+//MtsXV31Sg0XC5LhiYkJJiYmGB4eRkpZNMzs7u5uKKgaGxvjxIkT7N+/n8HBwbq/1yzUUk+tVPK9ppBawxrag0L8VMkvqhpM07wjCqmbN29y+vRpdu3axc2bN5vaAWtsdIYb1+IA5MZTdEX9zIUF0YCFbAPR3KpyPSUEop2GTneBmTmIlnUqLIXrk+gFxuBSCm5OZ3j90iRP7+qh1KLeMiSPbu0q/ns24yXfbMc7XkYo76MkBB1BH1u29JNOp0gmU8zMjCCEIBQKEwqFCIWCrIsGSOcmK+7p6FyOEzdnuXdDubl3b9iP0OCz6vdE0wBOhPfsHSRgeetyd9ALrDZ2Brk6WT0rr/FUT8/v6Vv0XsRv4mrNbMbblusa3LyyAe0YvLC/j49+zx5m0zbrY+WJxWw2y5EjRwgEAtx33313PFYQQhCJRIhEImzduhXbtonH40xMTHDs2DG01mXG6I0ouaamphgaGmLnzp1s3ry5hXtRGa1Uyd9NcZ7f72f9+vWsX78epRQzMzPE43GuXr3Kj//4jxOPx9mxYweGYaC1blvyMZfL8YEPfIDDhw/zx3/8x03Z5ruGkCr4RQ0ODrJ3795FJ14rM2elJYIHDhxg/fr1FT/XCpVWOp1maGiI4OXL9BPhtddM3n6rdSfkXAtMpCsh2UaSqF05OgeTcJv8sBxkQwbt/gB0dmqefEKxfoPmyhWzpn9UOOz5ImnlybwdfDjJLD4ffO/3QTrlMjQkmJjQJFOQTkmUbs5xztXh5bQQUgI631ZXw/RM7bnkct7n/D6Yzgbp0PWdi3/wByamCZs2ad7/fhd/QJPL5Ri5dYtIJEJ3Tw9CCL73+1z+9m+MMtJOCvje73MRAT/G4cN8dJ9FvsNysT1zJYGlEN7v8a1vST7xCZP/8/9s/D7n8/nKFr3p6WkmJia4dOkSJ06coLOzs2iYGQqFqi56o6OjnDp1invvvZf+/soGne3EUuqpRg0zW2F22UqsEVJrWM2o5hdVDe0u2VNKce7cOW7dulUky27fvt00JbzWmiPfvFz2WnY2Syhr4nT7GOjwM5nMtZTiaFW5nm5jh0C4O8zMNaLlpJgSAu2fH6PQ0S4aMFFKc2M6w+3ZLOui88qgqVSO23NZz+i8K4hGk3MUGVsjpCCTsfGZnvJ9V38YwzCIRDqIRDrQWpPJZEilksTjccbGHAKBILfnqlccHL+1mJACGOwwcOo42QTwwKYom6LdWEZnWXmgZaW4OpliLJGtmIz0GZKBqJ+NnQHu2xBbVMYI0Bu2iupDpSQjw1uwc35Ak3YUEZ9JZIGpe6HDXCwW48CBA3dlnGBZVpmx9szMDBMTE1y7do1Tp04RjUaLKvlIJFI1zovH4xw7dqwtCvh60GyV/N2qhJdS0tXVRVdXFzt37uTjH/84f/d3f8df/MVfcPPmTTZt2sQLL7zACy+8wHd8x3cQi8VaNpdf/uVfBmiqGn5VElKlF4nWmmvXrnHhwgX27dvHxo0bK36nVZkz13U5deoU8XicRx55pOYJ0OySvenpaY4cOUJ/dzfbxyd4ecjk8iVBq+IxB6NthEq7ZNzt7HaXbEDVs/KxGlNibdmi+J7vURRsAfoHNNeueb9C6W+h8YiTj3zE4QufN7g2LJjKBgkyh98Hjx128XgIzZat85HApz4Fly6tdK88ZAg27IsFlDl2uktEPfv2K65dk7gu7DkgefqgTTAEHR3w4v80mIhX/r7teH/OXxD8t98y+bEfSzA7O0osFqOzs7N479qzR/PTP+3wyiuSyUlBd4/m6acU4QiYjz5K0g0yMZE//iVDlQZYUnqlhQVLgGQS/uqvlkdIlUJKSXd3N93d3ezevZt0Ol00zLx06RJ+v7/MGL0QBNy6dYuzZ89y//3337Ud2VbabvhuDVSqIZFIrBmJr2FVwnEc3njjjap+UZXQzpK9XC7HsWPHyGazZWRZM0mxqxfHmJxYHHM5WQcx6vJAdwdnR+v3bVwWWsDkaAFaqjaW64k7bmbeNiPzIIt+M9vVTCZtgpZEabg0nuRr5ydI5TyjclkWVwi01gQsSdZRaFPjKk3GVuzsD7N3XQczaZur8RQ+U7KrP0wwGCQYDNLTo7Ftm2QyhdLVFeVOheegd4anyTppjDrE2IaAJ7YOMD4bIVeyrahfoMhxetQzVu8MWiilSNkqH/tpHtvexT2Di8mwUlwc95RVWgtu39hINj1PhH/j4uSizycSCe9ZrL+/oQ5zdxKlxug7d+4sGqNPTExw5coVTNMsxnk9PT3F++/Y2BgnT55k3759d0QBXw9WqpK/mxRStbB9+3Z+7ud+jv7+fv7kT/6EX/mVX+Ef/uEf+OhHP8qHP/xhfvVXf5X/8B/+w52eZt1YlYRUAdX8oiqhFZmzTCbDkSNHkFIuKhFs9RxKJeLrh4e5eWmOs2cM0pnabetXgiQdbSFU2kUStbPbXT0d2pqFHBaRBo+fbZcvoM895/LJF81i95VS9A9o/uzPDGamPfJTmQY7diiefEIR66y8/V07FZcuVb/BC6HRWtARUTiuLPNvKkUWf11eTqXQJTuhgUCgstKoFDPTgp/8SQcRCiGz5eTX+g0wNT1PDilVuVOg48Bf/7XBBz/YVZGoDkfghe8un4gIBjEeeQRziYtYynwnvtLvCqoet5UgGAyyadMmNm3ahOu6TE5OMj4+zunTp7FtuxisjI2NcfDgQboXTuwuxXLaDa+WQKWAVCq1RkitYVXCNE0OHjzYkJ9duxRSc3NzDA0NEYlEeOyxx8oMnps1B8dxOfbOtarva6U4fXoMI6FQHbIlTZWVbE2JmRKyzWbmFXu+vevgWhK9oEOdBhxXIaVgLuugNRyt0IEu7DMIWgbTac8svz/ipyMAjs9GC4ucq+gJWXzlzDjX4qmiKum1y5M8vbOH3f0RQGBZPiIRiSWnsKv8xJ1+o0xtfDWe5FtXpujtqG0HUrgLCCGZSXaQU+X72hX0yv2mU3ZR+SSlJOL3xknlXGbTS8f8sxlvO+Mjg6QS5eRV1lFMJnN0h73ytkKjhVaYercTpcboSimmpqYYHx/n/PnzZLPZol/R6Ogo9957LwMDA3d6ynWhVD1VEIQspZJfbUr4VCpFR0cHzz//PM8//zy//uu/zpUrV5paOt4OrJ4jvgCZTIZvfvObpNNpHn/88SVb6zY7czY1NcXrr79ONBrlkUceqatDVTMCFa01586d48yZMxw8eJAtvb24x4/z9vlORlIxMlaUJB2kCGFjNm0JblcXOs+jqv4a8pUgQZQgLXiCr4AswbZl6DKEMBqQwgtg5Jbg61+bNyNfvx6efEqxcG2NxTTplGB8XIAAFQ4T0gkuX5ZMTVdfiB84qOntrb7/WgsCAcV73nOD7/ve8zx+eKri57IEkA2e1ULkQ1EBnZ3w5BNOTUNzgOHrgle/ITHMxfu0ZYtCCjAk+KzKZFQBk/FgQ7JZ4/BhhN9PIAB79njHq0CeaT0/lmmWdygskGLPP9/ahzHDMOjr62P//v089dRTPPLIIyilGB0dRSnF+fPnuXjxItPT06tqMZRSYhgGlmXh9/vx+XyYplkkn1zXxbbtMhPN1YC1kr01rGaUqkrrQTsIqbGxMb75zW8yODjIwYMHF3Uba9Yczp64SSpZuezJdRVvX5vmwlgSK2Xjn7QRLciteWV1LUAbOX2dV8bcSbTFyFwIlL/yGBpwlUbp6kcimXMRwvMERUM637Eupx1s5SmMLo4nuTKRRGmNFMLzD3UUXz8/wUzeCDyXy3Hz5k3u6a/sRySAvVGHq1evMjIywszMDG9cmcKSXrxZ7WoX+T8KTcxcV+yoVwrL9JRN0aC1yPC/EI5E/EvrMAKWweR4P3PTlZNrF8c9O4zJyUneeecdtm3bxo4dO1YtGbUQBQ/RvXv38sQTTxRJ95GREQAuXbrE+fPnmZycXDWxEMwnIUvjPMuyFsV5juOsqjivkqn5tm3b2L59e0Pb+aVf+qWi31a1P2+//XYzp16GVamQUkrxzW9+k97eXvbt21cXk9nMQKXQ7WX37t1s3ry54exdIgFf+pLka1/zFCbPPqt53/sUSz23Oo7DsWPHii2Fw+Ewuc99jtTNKdKjkl5LoF1QJfJbhcDGwsFEYeDitTEVaCQuEoWJjYldk53M4W9LF7o5osSWU47VIFxkWwzTAdIE26aOqrcbXCksHxgmXLokue9+RcH656mnFI88rHj1VUkqDfccULzxhsG1ax7J4ziQyWj6QmDbcOK4ZOvWytdYJp3k2WfHOXtmE5cv+0lV4AF7ewX7Dwxi2zbd3Uni8VnOnZ/PTqUaPI4FBdP99yv27NaEI5qBAfiN36h92yvkUr95qoNnni0/F7WG+ITAVZVNyVcCEQ5jPPRQ8d8vvpjlueeCpNPliq7v/V6XyUnBO+9Istn5/ezu1vzMz7S3w9T4+Dizs7M8+uijBAKBomFmoctMqeS73d1mVoJKpX1nz57Fsix8Pl8xubEcw8x2IpFI3LXlk2tYw1IQQjREbLfS1FxrzeXLl7l8+TL33nsv69atq/g5KeWKH2TSqRynj9+o+F7Gdhm6PsPJm7NFcsGwFYF4lmzMj2pecz9ogYpJC4EW7SvXQ7fHSHyJSbRsyyIfsDgBAXJlv9d02in+LqmcS8JxEIH56ymVJ4E88ZHOl/t53R6Hrs/w2OYwo6OeRcGWri58gRneuT6N43r7H/IZvHdfP4OxALadI5VKMTadYDZlE7bceQVU/v8Lj5oGsLt4aO9ioijmB51vuLR3IMLt2SwZW+W9rzRZRxGwDHb01fahA3hmw15efq1yYjxoSWJBq9i8Zd++fVV9g98NEEIwOTnJxMQEhw4dIhqNFuO8EydOoJSip6enGOs1Yox+p1Epzrt06RKu6xIKhRr2GL1TSCaTTVHC/9RP/RQf/vCHa36mld0UVyUhJaXkkUceIRis3jp9IZoRqJR2e3nwwQfp6elp6PtSShIJxa/9msHnPidJJr1W7n/3d/D5zyt+93cdOjoqfzeZTHLkyBGCwSCPPfYYlmWhbt/GPXqUTNa7UXd2auJxUXYXl2h85JbsjOcRVyY2VpG4KiwKDgI/OXJYSxJXK4HnUVW9K0Yz0c5udy5m2wKiervBFWAY4LqQSHgd3sbGBP3983P1B+D57/CCnJMnBbdGvBSWYUBCRAm6syST4PfDZGVRE3Ozs0zE42xY38fu3Qa/8zsa0ovD0Rs3BGfPSvbt8+Hz+fihH4YTJ2y+9EWTnC1QDRzHAkkjBTz8sKKvpJFKbgl1VOG7doXPnToleOeIxOfzPuPY4NaIAXt66v/djSeeQJSQNvfeC6dOpfnP/9ni7bcl0Sj8m39j88EPKmZn4Xd/1+TTnzZJpeA7v9PlZ37GYceO9pxnWmsuXrzIrVu3eOihh4qL4eDgIIODg8VuIAU/gpMnTxKLxYqGmeFweNVkE4UQnD9/nunpaR5++GF8Pl+ZUqpRw8x2IplMsm3btjs9jTWsoS1olYeU4zicPHmS6elpHn30UaLR6h40zUh+Hn/nGk6VriIXx5KMzWbLjJzB444CU1lyEQsnsnInciVb1F3PaG93PaHvbLneStRRpvCM0N0apKzW4BoSbTWhTDQfzGjAURrpr7zNgvjIYL6r13Qqy8jIHD09PcXr49DmTg5t7iTjuJhCYJYo7rJK8qVLSeLJHEqD3zdvzl966loSNnaFcJSiP9jLhq7uikbkXcH56357b4hUzuXojRmytueTFQ1YPLmjm7DP66B3JZ7ixpSXGd3YFWRbTwhDCPr9A3zX7gf5q4F3OHO7vDGQZQge3BQj4sxw8ty5u6Z5Sytx7do1Ll++zIMPPlisRBoYGGBgYACtNbOzs0xMTHD9+nVOnz5NNBotklMdHR2rKs67cuUKo6OjPPzwwwSDwbI4b6UdmluJZinhC7/bncKqJKQAwuFwQ1molQYJuVyOo0ePYtt2Xd1eqs3hy18O8alPGWVeL5kMfOYzksOHJT/5k4v3qdBBcP369ezZs6d4EdgvvYTWmnAYggHv4bu7W5NMiYbXX4lGYmNVKJdLEikSRRpBrkRxpZD5ziEagULi5t/NNUxctcujysYi0iZz9iSRhv2closUoYa9t6T0zhtXQSYLL78s+fvPiqJ5eV+/JhLxus1NTXmvCcDVYAobQ3qEVs6Gnm5IzMHVa4KODti82evWNjM9zbp16wgGgygFs7PVF6g335Ts2zd/nd57r0AIxZ9/NtrQcdTam+f+A+VkVF3fxfMx29u1WI11/JhX1mgaHrElJfh8kK7AAQrge95f3z1HRKMYDz646PWBAfi931t8TUaj8Iu/6PCLv9heRRTMlw2PjY3x0EMPVVwIS7uB7Nq1q2iMXujc5/P5iotfd3f3XevLpLXm9OnTTE1N8dBDDxEIePKDeg0z77R6Kp1OL2utWsMaViMMwyC3VMahQaTTaY4cOYJpmjz++ONLKgAMw8C25+/Z6ZxL1lHEgmZdD2dTk0kuXxit+J7jKm5Op1FalxBSmtJHeF/CxrANsjELjOUTMS3rrifb1df4zpuZr7SrXiRgMZ2ubWGhAYLN2ccyRaIAYdTerqtBaq/Tsqly9Pf3V4wHAmb5+q615m+OjpDIeoosn9AIOX+ulp61gyHFA90uIX83CTeGrEBGAZhmsuR7gnvWR9nVH2Z8LodpCPo7/EU11/8+N871qfmHsMvjSS53Bfmhe3bzQPRBDGHw8Q/ey8//9UkujafQeMTY1t4I//L+COfOneOBBx5YNX6Zy8Xly5cZHh7mwQcfrGg9IYQgFosRi8XYsWMH2Wy2GOddvXoVwzCK3Zm7u7sXlTffLViYYC2cw9XivNJE5N0Q5yWTybYTScPDw0xOTjI8PIzrusWqiJ07dy5brXV3nh0twEoyZ7OzswwNDRGNRnnwwQeXfVEZhsGnP91V0Xg4l4Pf+73FhNTw8DDnzp1b1EHQvXQJ97LXDtjng507NUePCRzX87apklxrGAk6yogAUafiSucVVw4WrpdHQSEBnaexFEaeAJPotpp+pwktr0vbMtBOqbjCaHi8QtxciJNnZuYXe6Xh9m3BxLingMpkPe8iacC0G6OTGc/0PK9Emp6B3/2EiXIBAeEQPP5ElnvvXV/0WFuKE3YWxF4XL8BnP2vQSGhsGNDdpTl4UPHQw+XHY+TW0ttRGnzC5dlnFwdjc3MC2y5XWdmONzvTUji2tyB1dmm+7/tcqlR1LIL55JOIu5SUKYXWmjNnzhQbSdSrUl1ojD41NcXExARnz54ll8vR3d1dJKgaUb62EgUyanp6uoyMKkWz2w03G2td9tawmtFodt00TdJN7OwwOTnJ0NAQg4OD7N27t257iEwmw0za5u+Pj/Dapclih7L337uO+zbW9mYY+ublqr6EyaxLPJEj67gln1l8jIysSyCuyHX6UMutoJHNj10UtFcddcfNzFc2/swSZBSACBqEgpDMOiveUyE88ihtuyDBkAKtdE1KTeF1vTu8s69ulcbF8STJPBklhSBsORWP1PqYn/ft7yWVyHFt1GU2NYxlWYRDYUKhkLcmC+j0C3SFZLrfNNjYVR5PXJxIcn0qjc+QRaWVqzRXbismurdg9Hhr+aauIH/yzw/xxuVJbkxnWB/zs45pbo/c4NChQw15g642lBI0hw4doqNa6c4C+P1+NmzYwIYNG4rG6BMTE1y4cIF0Ok1XV1eRoLpbEmWFfR0ZGamZYIW7N867E0r4//Sf/hOf/OQni/8+ePAgAF/72td49tlnl7XNbxtCyjRNstnGPZBGR0c5ceIE27dvX3EHBcMwuHCheoH/xYvzJ7BSijNnznD79m0eeughurq6iu9ppbBfeqnsu3v2agwDXn9dIA1owNO6KrwudMszGBdorCqKq1JoBA4mSSL4sPOKKw8SjYFb4nG18sDC69LWHsVSu7oFAiRWqMSqZdPhKs9jynC8MrZoFziJNG4JmRWNaa4PF7qaeKROImnwyssbue++eSLYsjwj8FyV02L79vKJfOUrRkPH0TI1P/zDF5FSEAqHSSZDBIPB4uLw6mtykSH4QsholA+/Z4otWxcflEI3wIXQwMYN8I//P42T3qKrC3n//Q1/r91QSnHq1ClmZ2erEjT1oJA16+3tZc+ePSSTSSYmJhgdHeXcuXOEw+Hi+7FY7I5knbTWnDp1ipmZGQ4dOlT3vq603XCz0SxvgTWsYTWgmV6hhWTg3r172bRpU0NzyNoO/+2rl3jpzDjJnNfZ7OStWYauT/PL37OPA+srl/zdHI4zemu66rZHZtI4+ey8BLSovnZLV3u+UlEfbqiGW3QFNLNcT2swkworkc9UGRLXL3ECAjeg0avHWrAhrFQd5W2jNpQUGH6FzzBI1fH5WghZkqDPIOfky/AsBzRL7oEEvmNPDz3R+teZ23PZogofNH7LRha6FgObOgMc3t5NX8QHWiKsAXrXuXS7inQ6TTKVZPS2pyIMhUL0rLNQykXKpZN61+JetUdZ2Z+2GL+xjdfMWb7/3vmXfabkmd29i1Th7+Y1VWvN+fPni8+eyy0FKxij9/T0sGfPHlKpFBMTE4yPj3PhwgWCwWAxzuvq6rpjcd6FCxcYHR3l0KFDde9ro3Fe4e+tQiqVanvzmhdffJEXX3yxqdtctYRUo8RQo4FKgTW9du0a9913X1NaXBqGwexs9RtmYXoLywMXKgbco0dRY2NlrwkBu3ZrEgl49VXv2DjO0u3ta2GOWMsNxgWaHBZdTNVU93jElZX3uJJF1VW54sorFTRqbCfbJnN2BUuScc2ChpbL0hNzQL4S9MZ0jA49UzzKWsPEuPfreQkE7QUaWpDNwre+JXnyyfn5Pf64y9dfXnwd+Hzw7HPl+zE9I+rqGFjIru3br9m6bSuZTIZUMkk8Hsd1HALBIJYZZuRWNwE/iAAkk/NeCAJ48knF/Qc10d4kZCufQ6lU9fvOzZuSpcO3xTCfegpxl9SiV4NSihMnTpBKpXjooYfq6ipaD4QQRCIRIpEIW7duxbbtomHmsWPH0FqXGaO3wzCzlIxayb4up91ws4OWNUJqDd9OaIaHVGky8NChQw2X5UgpOR/P8YWTs8ymHUqbfZ0dSfBHr17l//3gfRXG1Rx962r1DWvNzekUfuGCFNiqDrYA8M/mcGyTXNSou6/2Ssv1NGCkNFbCxUraiDxr5oT9CFchUworbxeqDIETMHADAjcA2mySokm1vrNdbbRWnaUBFQRXKSZTK9/PtK3IOl4pqEZgmAq3jun3dfh4/coMr12ZYX3Mz1M7e/CbtYmhjpJOd6YAaXgxnsI7av1RPyGft41MprPYUU8aknAkTDgSBg2ZbIZUMsXc3A0mZ9IEAwFCoRChULhqE5WFBK7SgtmJzbiOr2i+XvZ+PhE3MzPTkCp8NaKggI/H4zz00ENNVTGFQiE2b97M5s2bcRynaJR+8uRJXNctM0ZvVnxZCwuJt+Xu61LqqXbEee8WJfyqJaQaRSOElOM4HD9+nEQiwaOPPlq3XLGeOSyFubk5jhw5UrU8UGez2C+/XPX7Bb8cawkVyFJop8F4PWbVAl1USi0FJ2/O7mIWPa5A4yLxkyODH2sJ4mqlaAeZNz9WlGiLyx2l9AIgWxsEdXLR+4Uj6V1iAsMAkednJsbLQ9vHn9BIw+X11wwy+S5xA/2aD37IpfQSuXlDkJRRQu7S+6aBaAc8/7xCCEEwGCQYDNKtNbZtk0qlmJ1N4qooWgv8PojFZN4zAdJpiEY1sQ0d6Nnq49XqrGfbnh9cI8Ih0deHvOee+r9wB+C6LsePHyebzXLo0KGWkkKWZbFu3TrWrVuH1rpojH7t2jVOnTpFNBotGqNHIpGmG2ZqrTl58iRzc3NNJd4WZslKfQhapZ7SWpNKpd4Vgcoavj2xnJK9lSik/v/s/Xl0ZNlZ5gv/9jkn5kEKzVLO8zxnVWWWXXZ5wC67XDbGprGBdtvN7b5uhgYWPUEDfRcLXxbcvkDTDQ23Gz6MocDGYGNjG9s1uspDVaWU81yVc6aGCE0xxxn2/v44EZGSMiRFSBGRUpaetaoyU4o4e59xv+d5n/d5C4UCJ06cwHGcisnAaqDrOgODBSay95ZQWVLx8htuq/SZ9/cbFweZnJg95kpnMmTSGYI+L50BP1cTGaSSc6qbSzByNpolKcQ8qGqi/gWW64lCkYRK22gzun04hl4mpqYN5Si8GRuKYYU0NOySgiqgYKGV7PexUm8xRubVQno1lF6/jpIKyubpogbvseHUXf+CSyM2l0cy/MRDq4gG3DihVF7q97gdvgF29UV49foEliPxFvehxAUpYODGJCduTrKhZRV71syyjwL8fj/dLX46IhLbtshksmSzGUbHxvB4PAQDQUKhID6fv/wsWR3zc6vowyaEYDLZTiEdRgiHoxunk89TY5+HHnqoKUTJ/YKUknPnzpWJt4Uq4KuBYRh0dXXR1dWFUopUKkUikeD27ducO3eOSCRSjvOi0WhD4rxLly6VFW/1JN4qde5rZJwHPDBx3puKkKomc5bJZDh+/Dg+n48jR47U9eWrmgvvBz/4AevXr2fz5s0Vb0L7e99DpWc35O7oVIQjipFhsSh1VLMMxhtR1mZgY3DvuXbN2e+SKXb5k55p5uwUSwX1oiZLrzGwsNEIUD8fi7kgix0QG40SuVS6LubL/TkOZXIp1nbvJ48cURw5Uvl+vHNb8Hd/r5NMgTbHvvV0KxzHzXht3Kh47G2SmfGCEAKv1+3a19raypbNGhcuCqR0kNJ9YbAsHY8hWLdRoXI5lIJsxi1TnLkmh0MwPlF5PkIDp0YS2HjssSXdhaRkVug4DocOHZo169gICCFobW2ltbWVzZs3k8/ny4aZV69exTCMaYaZizVGL2VCU6kUhw4damjwWUnyXQpa6plVW1FIreDNhMWU7CWTSQYGBmhtbWXPnj0Lfp7ous6NpDPr+pjK22RNh7D/7v1sFmxOD9yo/AWlGB8fZ3x8nHWdUa5P2nh0QcCjYzlymgJrLmi2xJ8oUGjxIgOzrzlSE/MmCKdCWGAUSSjdmv3YK091XXI1W+K1Jd5iqOYYGo7/bolfNQSVa2Z+P72jGju2FALpqx/hZWgCW941mze8EoS4p5NjNVDA06/d5mOHV9F/c5I7k3mUgo6wl0NrWuiO+jE0jSd2dvFP50bwenLTlFgagIBk2s/Lo2k8Hj/be2Zfw2J+N0ltGJ6ywbaUklwuSzabZWh4GJQqK6c2tQe4ksgykiownomQTbRAwWFXX4T3777bMc+yrLJRc7Njn2ajpIDPZDJ1TcRVAyEE0WiUaDTKxo0bMU2zHOfduHEDTdOmqeQXa4xeKr+Mx+McOnSooV5WzYzzml2y1wgsW0KqEZmzUpnIqlWr2Lp1a91lddUEOKtX72HLlspOyCqZxH7llTm/7/e7RMBcrejnQ7MMxhVg1MPsqgq4HkvTiby7xFWFFmlTMFVxddecHQQSo0hcGVOIqwzRppB54KqjmqHEsm0w8ZR9qqoJUxzHLcN7+OHqL8ZCAZ7+ax3ThDQtRMVkxQxwW0zxyU851HqLPvaYZGREZ2LCcLcrFJqm2L17lJFsnjcuezl9qo2JCQOhwYYNisff7hAt+lcefdTk61+vTFJ3dSqCNawJoqcHbfv22nagiSgFZEKIRTVzqBf8fj+rV69m9erVZcPMeDzOxYsXKRQK0wwza1U2SCk5c+YM6XS64WTUTMwm+a5Hu+EVQmoFbyYstGRvcHCQM2fO1M0rNGXOvuYpIJUzCfvvvuCePXmTfP5e9beSkpGREXL5PKtWr0ZpBhlngkTaJGc5VZVUTYVQ4J8wsUwDK1K5hE9pGmK+uEyCkZZ40jZGvsrjvcBDqtsSPS3xFsM3x+MqqEolfpU6Cbpm5venXK8p6qgA7smsA/xFYrMEBSjdQUw5YSV/p2pHlMA/nBrCluDVBULA0GSeZ7IW79vZRVvIy5pYgJ99bB03Jm7Tf2OCrCXLXZwLBS9p04cCTt6enJOQMjzZe+alaRqhUJhQKEwniny+QDabZWJiHNOy2BvzcU1v43Uryob2Tt6+pZ0P7+8lXCwlNE2TgYEBvF4v+/btW7JdgOuBqSqww4cPN8UWYS54vV76+vro6+tDSrdTd6k78+nTp2ltbZ1mjF7Ls7qZZNRMVIrz6qGeUkqRyWTqVsl1P7FsCalaMVfmTCnF9evXuXz5Mjt37mTVqlUNm8PMFr0zceFCDzt2VP6d9fzzKGvukrVsBibGRVUy7tlQIICvCSRHmmhTiC8JVfkQzYbZFFczYWOQx4eGQxKXwSgZW7rm7DY6FkadgpVmKrEAcoRqItoEbqnf//pfBhs2SJ54QjJfkunVVzRME5QQBEW+nC0rxUudHYr9+yUPPbywC7ylFX78xx3OndcYGQZ/ALZvk3SvauPqdcVLLwksU6AbDthw8aJGfETjJ/+5gxAWsdgg69at4vr16dIpvx/e+S5JLe8xxtvfvmTVUZZlMTAwgMfjWZIB2VTDzFJpWjweZ2RkhEuXLhEMBstZtdbW1jkX9qlk1FIIyOYyzKyl3bCU8oGRcq/gzYlmeIVevnyZGzdusG/fPrq6uub/0jzQNI3ReZbl03eS9Mbc7EU6lefSuTv3fMa2bYYGBwFYs3o1ejEhcHhdjAtDKZJ5C1tK5hAlzQpP1i3hM1srlPBpleMTpcDIKjwpGyNr16SikrpWt47DuiXRLQlTCSr/FIJKc1Xu9wN3VfaNg+PRUEZ9ErlBj45UCqcos1OA0It7UCrfK/5fFwqEq6SqBhnTIRb0oBWVVrpHJ29Lzg+lecsmtzSuNSBoDUU5fnOyPJZt64xnA2ULrqw5+762+qnYXW86BH6/H7/fT1tbG7ZtkU4pWgo2n4jptAcydLQGMDNJpKeVQqHAwMAAkUiE3bt33xez7Wbhfirgq4GmabS1tdHW1sbWrVvJ5XLE4/EyQeXz+crk1HzG6FPJqMOHD993L7DZ4jylVM3qqQclzntTEVKVMmeO43D27FlGR0d56KGHaG1tbegc5sP/9//Bhz9878/lnTs4p0/P+V3HgWPHNLKL4CiyBJtCErl+TnMrk+qFNC1Em0CwGdhIQvOO5ZQVV1pZdQWuMflUc/b5iKtmKrHy+Gq+LhSupxLA6dMaZ89o/Pwv2My1DoyMuMciq7UQVRPln5dKBD/2MYdI5QZFVcMfgIMHpx9bEYlw6lgaxxa4yletuEBIxsYE3/3uGOvXTxIKBvmxHxOcP+dw4oRGJitYtUpx+JCkt6/6QFRbvRp98+bF7UiDYJom/f39BINB9uzZs+QDMiEEoVCIUChUNkYvGWaePn0aKeU0w8yphFOJjCpJ1e83GTUTi2k3nMm4NS8PQqCyghVUg1o8pGzb5uTJk2QyGY4cOVK3+0TXdSqInabh5M0J3rOrF4ATr13FmSFpL+TzDA4OEggG6ersnNb0wmtotIW8RP0eHEdhO7OXB845T0u6XfhafciiIHRmuZ4C9BwYaRtP2kJbYKZTeoxFmaTPhTJBVXR+MP06TkjD8VJRPdVYNFaZpepYqicA05FlMqoUY4ki2aWmfE4qhaELbEmZYKoGeUuSm8GYXhnNlAkpQzOxgYjfIGM6OBLGUmEkd83Hpxqgz0Srv/bGQR4jiOULcnBNJ0fb1pNPJ4nH45w+fbpMCLS2trJ9+/YlH/ssBrZtc/z48SWjgK8GgUCgbIzuOA5jY2PE43HOnj2Lbdu0tbWV47ypHlhKKS5cuEAikVgSZNRMLFYlv1Kyd59Rj8xZPp/n+PHjABw9erShJm5QnYfU889X/rn1zDOoORYBpdxuZufOC9Qi1itJ/TJZcyHdJDLFQcPfJBVRAV+5pG0u6NjoVSiuHHQsPNgYqCJdBW6poFsuaGGjN6Xs0cSPf5HdCaWC//HfDf79f7CZmIAb11199vp1qlwS19KicDDwy0xZSDhVKv6Hf2TQ26N48gMOHR2Lms5d6DoqnWZoSKDpFMd1lSeG5pqVT4x7CWz3Y1oWN25cp6PDzwc/FCIYDC4oq2S8/e11mnx9kc/n6e/vJxqNsmvXrmUZkHk8Hrq7u+nu7kYpRTKZJJFIcPPmTc6ePUtLS0vZj+Dq1avkcrmGm7XXC7W0G06l3GfRgxCorGAF1aDU0bKSafhUZDIZBgYG8Pv9HD16tK7KAF3X53V1fPb8MP/+iR3Eh5PcuJqY9rt0Os3I8DCxtjZira1Ukt2W/KMcpRDi3s5h1UJI8I8VMMMe7LCGKhJSrjm5dEmoxfg/lKAvYpI1QhMCPetAFhxD4Hg1HK9qODnVjFI9xydmVbDVCgU4Ut3tlkwx9JmhvpKARxcc2dDGheE0iXT1nqUzyShwPdQuDqfY2xfFLialD65t4RtnR4iPR7CmnCYh4NDa1lm37zGyNR1xoQTPvm7zg2u3mLhmoTHEzp4wv/3hnaxevboc+5imyXe+8x1aWlrK5tqhUGjJKtprxVJXwFcDXdfp7Oyks7MTpRTpdJpEIsGdO3e4cOEC4XC4TE7duXOHsbGxJUlGVUItKvkHSQm/bAmpWjEzczY+Ps6JEyfo6Oho2ovXQm965+JFnOvX5/zMyIjg6lUIhRTjYwt7aFbyWWoELDxNGQdcE+5mqKPAJaR8iyRtpsI1Vq9MNk3SSqRI6JVcrOyi6kpNIa60InHllh0ujLjKEaibas6y4Sv/oHP9hsAuJrc8HjhyRHL4IcnRo5IXBsIEnUnXy2CGb4GUcPuO4LN/bvDpT9uE6vAMFqEQKpkkFNLJZKffO+7DH9ra/PT2uTXapa592UyG0dFRPB4PoWCQYDCIz++fN2jR1q1DW79+8ROvM3K5HP39/cRiMXbu3PlABF9CiLLR6aZNmygUCiQSCeLxOFeuXAGgu7ubiYkJ2tralkWWsIT51FNnzpxBCFEOXlawggcdpXvBcZxZY7pEIsGJEydYvXp1A71CHeZy37464Sakjr9y5e4PlWJsfJyJ8XG6e3rmJJLbQh6EEBSs6k3N54I3baFbOpZPw5ux0Ocok6oVUhMVu+s1AkpMb7ei2wrddlBZt3uf48NVTi2wi+D9hNQ1lLfByUf9Xv5TALajSBds9vRFef5SouJXa8FLr48Sn8yQMkfRNMHmziBmPoqlpg++oyfMho7KPj8xn0JW0XX7LhTfvarzwhtxCqOtoFyl16nbKT7+p8f41f0OO7duYt26dYCbnJtZHlYip+YrD1vKKCngA4EAe/fuXbb7MRVCCCKRCJFIhA0bNmCaJqOjo8TjcY4dO4ZSis7OTiYnJzEMY8mVJs6F+eK8119/HXDfS5Y7lk/0vUhMzZzduXOH8+fPs3XrVtauXdu0Fy/3wqptIVSOg/Xss/N+7tpVwfi4wLZZUIAiaZ7BeLZGL6KFwsKY1lWvkXBLHevbLXA2zDSdLxFX85Fhpb6BdvEbd4krVSweLHUVdGZ8r3J3HE0DQwefDzKZ6q+7M2cF4TAYHshloWDCSy9rdHUp1m7U+PEfnuRrX3GVSTPHA5ekKpjw4nc03v/+Rb5sG0a5a+WePZLnntOxTJckc6QknwevV7Bv390FzOO5283FcRzyuRyZUjcXKHZzCRIIBCqS0Mbjjy9uzg1AJpOhv7+frq4utm3b9kCQUZXg8/no7e0lkUgQCoXYuHEjExMTXL58mVwuRywWKwedzTS8rAemZtUuX77Mz/3cz/HEE08su/1YwQpKWIgSHlxCauZLh1KKa9eu8frrrzfJK3RuXL8SJxEvNgmRkuGREQr5PKtXr8Y7T1MFIUSxlKoOEy5t05IEsvXv2Cu9noaV682E49UrxiqCojm6DSrj+jA5PoH0qLqQU41WRynACdR/+zP3XBj3jiGEcF984xl+4uEYZweTDCUXl3g1HcX1sQl8xfLDly9aJAs+WgJG2aPKdiQjKRNHKnTt3iuoJVBb8wLLaeOla9dwTAM9GymXwTpSMpGzOZFv531FMgrcJipr1qxhzZo1OI7D6OgoiUSCM2fOzGkDsJSRz+cZGBggHA4/0P5YXq+Xnp4exsfH8fl8bN26lWQyydWrVzlz5syyVr5NjfMGBwf5iZ/4CY4ePVomUpczli0htdBA5dy5cwwPD3Pw4EHa29sbMbWKsG2bS5cuAUdq+p7T348cHZ3zM4N3BOfOQzZbe9v5Eprls5TH3xSPKoAs4aZ5LDWr1BEWbjp/l7iaGxINC2/ZpN3AYZLWMnGl4+DBwpA2poS3vc3h1dd0MhnXx6waZDLTFfy5HHzpyzo//+shdm6bZOsvwsmTgm9/W0fKu2QUUC5RuH27DotIKAST7rHcsVNx8pRiaFCQy4OmCQJ++KH3SGJtlb+u6zqhcJhQOIxSikKhQDaTYXx8nJGREQJ+v0tQhUJ4PB60zZvRVq9e/LzriHQ6TX9/P319fWzevHlZLc61QkrJqVOnyOfzHD58uFzet23bNrLZbFk9denSJQKBQNkwcz5j9KWEa9eu8dRTT/HP/tk/4/d+7/ce6PO5ghVMRSlYn2nPsNS8QpGKE69dBdzYcHBwEE0IVq9ZU9X3bUeSKSww2JsNDQpflNZ4o++7Y83fzE8AhiUxLFCiSE55BdIrF9gJsAlG5j4NtAYnjBX3lOuB6x8lANOWKAX7VrUwkhpZHBmqwOt1M46FgodkwY1K0wWHloD7WmrogoxpMzhZYHXsXjsVj5GpmgKUMspIznZ9qiY60IW7lrs2KG6x4tU5Xkt0Xaerq4uurq5pNgA3btzg3LlzZRuAzs7OJUtwPIgK+NmglOLcuXOMj4/z0EMP4ff76e7uZsuWLeRyORKJRFn55vV6pynflkv54sjICB/4wAd45JFH+OxnP7us1P2zYfnvQZUoBSjj4+McPXq0qVnjbDbLwMBA8YKZ7yl+V3Ks8nmsl16a89NKwalTAoHA54MayrvLsNEJkK39iwuAhQd/E8zMCwsw4V4omlXqCPUtn5sNGhIf+TJxFZpl31ziysPrgxoFj8GE1JDF4EwrdxV0NVkzUUnBP57x8sJXMzz+NjAMOHRI8eKLRWN0dW9/Su9iVbdeLyTdYzk6Cp/7C2NaQwClBAcPOWzfXl3kJcSUbi7t7XdL+7JZRsfGMDwetMcfp318nJaWliVBcCSTSQYGBlizZs2i250vdUwloyp1lAkGg2XDTNu2y4aZJbPTqRlR3zwKhvuFmzdv8v73v58nn3yS3/u931sS19gKVtBMzGxgsxS9QgPJNJm0n3w+z9DgIMFgkM6urqqfv8OpApYj54gm5+7mfM+nNdCsOhNc5Vk0h4xyDB2txrGEAsOUGKZLTtket6xPeVTVh6/USblRkJpofKkeICqU65WgAF0T/P++fwPLUYtW5nk1tyOxbWuMZ+6+izlSkbckfo/mRpKKsun6VMR8IKvwYXURZCQvEAKEGcDJBdB1l7SQyo1YAVqD1QWUM20A8vn8NBuAWjq/NQvZbJb+/n46OzsfaAU83CWjJiYmOHz48D3P+0AgME35VmqAc/78eUzTLBujd3Z2NnytWCgSiQRPPfUUu3fv5s///M8fCDIK3iSEVCqVYmBgAIB9+/Y1lYwaGxvj+PHj9Pb2snHjxiq+cZeQsl96CZWdmyhKp2BiAlpaFdks5Y5ttSBDpClKoiyhppW1mXX2c5oNCtAbbGQ5FbOVzzUCaSJzmrS7xFWB8VtwcJfkB9+vHA6WiCtXW2VMU5O55uxuqWCOAK/9wOTsKZ1USqBpridaPi/KAdDU7e/bv7jjLnw+lOkyuF/+sk42B5rAjVIRSAkvv6yzb69NOFL79qeW9kkpyaxaxUhrKydPnkQpVSY3Ojo67ktN+8TEBMePH2fDhg2sX4KeVvWElJKTJ09SKBSqam9sGMa0jGgqlSKRSHD79m3OnTtHNBotn7toNLokArzBwUGefPJJ3v3ud/OHf/iHSyIQXsEKFoOF3FdTG9iUnnEdHR3s3LmzKdlv976bfd7CcQiMp0ilfMRHRmhrb6e1pWV2NmAGxjImJ25OYjpzxQFTtzU/OSURDXkZaGa5nvIsTqkkFHhMiadITrlm6LhlfbMSNQ0s1Ssm4aRXgBR3JwnQgEe78Mx97LKm282xHkud33CQEsaS4XvOWM5y8OgCSyq8hkZX5N5yuNZAdZl3gZeRnNclnoTgcOsGXryTwnIkAtcA31Yu2faJRxamXPf7/axevZrVq1dX7PzW3t5eVuDcj9K+kgK+t7eXLVu2LIlYpVGYSkYdOnRoXkJppjF6JpMhkUgwNDTExYsXCYVC5ThvqSSRx8fH+dCHPsTGjRv5q7/6q2XlhzUfHnhCamhoiNOnT7NhwwauXbs2Z6e6euPmzZtcuHCBbdu2ldtUVquLluPj2MeOzfs5obkLxNgoZHO1P2hMvFV1hltOyBBs2j6liBJtkhIrQ6hp++USbdVl5aRUXLo4eyhYIq7mQh4/YdKkbR+TSQMHDelojCbvKq40nGLPQYtICPbtW8S97POVvaMyaYiP3A34Sgu2prkliK+9pvGOdy4u6NR0nfanniovfJOTkyQSCa5du8bZs2dpbW2dJvluNMbGxjhx4gRbtmxhzZo1DR/vfqJERpmmWRUZNRNCCKLRKNFolI0bN2KaZlnyfePGDTRNKwct7e3t9yVbNTQ0xPvf/34effRR/uRP/mRJBE4rWEE9UPKwqRalBjYl8njLli2sW7euyS9isxNfwfEUQiri8Tg9PT0Ea3jeK6U4cydJwZYEvTqTuWpUInOTU0qAbjdGgSMNrWbV0kIw08x8sRAKjILEKLgKJccrcLygjOqVUxWhhDvNonm3KP1dqTLXJIrdXIRS2F4dIz/13Ih7/l7e6/L1ffccq3s/DmLqd0rTku5nHcP11NKlGwtNWUYUbrPEOXnQKZud7WNKgc9rMpaM4lQ4mEpBxnTw6Bp7+qIEvBV8OGd010sXbC4OpxlJFfB7dDZ1BFkbCzFWCGFJ9/htDffwkSfX8dGbP+BOyv2Zo9zSwP/j0bXs7ovOv2PzYCbBkUqliMfj3Lx5s5zIKpFT4XC44c+kN5MCXinF2bNnmZycrIqMmgkhBOFwmHA4zPr167Esq+wbdvLkSYBpKvn7QQRNTk7ywz/8w/T29vKFL3xh2XiXVYtlS0jNd2OV3OevXbvG3r176e7u5tatW/d4CzQCUkouXrzInTt3pnlVVWdq7u6X/dxzKHv+YCMchpZWuHlLYC2gXC9PoCneUfOpbeoJ1SQ/JwfRFBVWCc1cSmoh2tLpxR9tEy9+8kUS7N5jKgTounsMNENgCYMJ00usQwdNK3fxUVKCbYNto2x71mMmvF5UoVCcv0Ipd4ypz5XS3+YRKVYFfdcutM7O4r4IWltbaW1tZfPmzeWa9ng8zuuvv95w76JEIsGpU6fYtm1bw4x9lwocx+HUqVOYpsnBgwfrEkR4vV76+vro6+tDSsnExETZj+D06dPEYrFy0BIMBhseBMbjcZ566ikOHjzIn/3Zny0bD4QVrKAR0DSNGzduMDExwYEDB+jo6LjfUypDNy38SbfRyurVq2t+oZjIWkzmLKJ+g3R+ISV295JTUtMwGkBIqUVyN7VgNjPzekCTCi2v8ORL5JSG41NIQyCUWzYplEAot8TMJZaKnQXL/1ZlosnF/HOVmgB9rvNSUpmX/qnu/V1Vh8TdJ/Jyytb04laES1QJN0Fna8r16RIKNAm6awov9OkDhf0Gpi0p2Pcm8nxCMpkOYcrKV4cQEPbpHNnQxsb2e6tZYn41rVxvImvxzfMjrqdakQm7OpplbVuQnavd4+fVDPa3rOHaxUv82iGIBzfxys00EZ/Bjz+0ik2d9U8CTk1kVerw22jvosnJSQYGBt4UCvgSGZVMJjl8+HBdLBU8Hg89PT309PRMSyJfv36ds2fPln3DmkUuplIpfuRHfoTW1lb+/u//fsnaRiwGy5aQgtkzZ7Ztc+rUKVKpFEeOHCEScettSpmzRsKyLE6cOEGhULjHq8q9YOdXWjg3b2KfO1f1mOvWKk6fFjXXdWeb4EcEJTl4c1pSNpP4yhBtCpkHkCLStHJHicBH9eymwi11W6ivgHsdzr1vSrkd/YIhV5FlFixyCYeYT5XnMBNCCNeMyjBcNkvTEKIosHccCARwCgVM6yaGZw2WpU1LIMtiQL1x4yIDXU1Df+yxWX89taZ9pndRqZtLZ2cn7e3ti86IjIyMcPr0aXbu3Elvb++itrXU4TgOJ0+exLbtupFRM6FpGm1tbbS1tbF169ayMXoikeD1119veKvosbExnnrqKbZv385f/MVfPDBeAitYwUJgmibZbLZi/LUUEBxNlherhTzLC7YkU3BI5W3SizY1LyqBncaUnElvk+wFFA0pYasEl5xy0AsCO1A8gqr0v3q2PATppSmMnuMRIGa7BhSaKnJdsjy14v/1KZ8ChEteCQE5j8DQBTg2SmMKeSVxpI6pKp8wUfz+nr4oGzvuvXcLtuT2+DgT+Qzr24NoQjBwa4J0wcZvaORsiWVL4ukoVyfGuDiaYU1rgE/s2MXlM+fJ5/M88sgj+Hw+PnJ4oUdsYfD5fKxatYpVq1bhOA7j4+PE43HOnz+PZVm0tbWVY4XFkg3j4+OcOHGCTZs2sXbt2jrtwdKElJKzZ8+SSqU4dOhQQ4iamUnkkm9YIpEok4ulOL2tra3u5GImk+FHf/RH8fl8fPnLX16y3laLxQMXvZYMxH0+H0ePHp226E/1FmgE0uk0AwMDhEIhjhw5MsvLwXzjC+xnnqlp3La2ovdNjZBN8iNKEaWlCcSNBPSqjQ4XBxudYJOM4BVgNGm/oPbzJRZBRkH112HBBJ/fFUAZHmiNzfMdpcCysHMW6TQE/O73RTgM6TSO4zA4OIjhMTj4iIcXv+vDlgYIgVRuqq2rw2H7wYIbWNl2WYlVC/R9+9DaZmnTNwMzvYuSySTxeHxaVmah7WqHhoY4e/Yse/bsoaurq+b9WE6YSUY1i6iZaow+tVV0yU+iZJjZ0dGx6KBiYmKCD33oQ6xbt46//uu/fqC8BFawghKqLdlLpVIcP34cTdNYt27dkiOjPNk83uzCG7oULIdLw2mypo3lyEUbSwNITUO3GpMsVEbjVEtT4XiaM04JCoXt1xGqcd6hjldzSZyGQuF49DnH0TW3nLCqa21K2aHlqGIKerriSmoCM2TP7slVJL++d2WMiN9g/RSF1MtvjHH2TpLVrWN4dAevofHoxjZuj+fRBaQKNlLBRDaEWYyLBicL3B61efV71/n3hwN85B2Hl8Q6qet6OQ5QSpFOp4nH49y+fZvz588TiUTKpX+1qm9GR0c5efLkm0IB3wwyqhJm+oaNj4+TSCS4ePEihUKBWCxWjtMDgcCixsrlcvzYj/0YUkq+9rWvNcXS437hgSKkSrWefX19bNu27Z5s9MzuK/VEPB7n5MmTrFmzhq1bt87xAJl78d/KWZxbt2oau6NTUaviulmKm2YSNxmiTeus1ywjeIB0E/fLRiNAbv4PTkWNseBUNVUtvlhKQS4Lmg7790nme9+QEvr7NQb6NfJ5VyS1aW+Adx5JoWkWQ4ODroKlq4vengI+YXHsmEau+Nn16xUf/JCDKL5DCCHA4ykrroTmGrgppUBKhJQoy5pOXBkGxlveUtsB4u54JVP0UlYmHo+Xy8NqUd/cuXOHCxcusG/fviVVwtIIOI7DiRMncBynqWTUTMxsFZ1Op0kkEuVzEQ6Hpxlm1hJ0JpNJPvzhD9PZ2cnf/u3fPnBeAitYQS0YGRnh1KlTrFu3jkwmc7+nwxPAP039gZKExha3ht8YyzGaMemM+BicKLaeXTQaSOQ0qV5PejS0JjaWsX1GQ7vqObqGajgZBY5hgDb7i0Pp9Ekg6jcIeHWGk4Wq+4TP9JGSmoCZZNTMDxX/7Uj45vk4HzvUR0vAw6lbSU7dTuLXbLyGa65esCUvXk7g9+hY0iXNMnk/GWlMM163x1twbMGfnJF87D33n4yaCSEEkUiESCTCxo0by6V9JY9RwzDKcd586puSsn7Hjh0PvAJeSsmZM2dIp9McPnz4vsVAM8nFbDZLPB5neHiYixcvEgwGy7+v1YIjn8/z4z/+42SzWb75zW+Wq70eVCxrQqqUOVNKcf36dS5fvsyOHTtYvbpyt4RGlOxNHXvXrl309fXN840M0FrxNzo2j/FszXOowSsdcBeYZilumkXcOGj4WHj2sRaYeJpWFugg8DbRpypDtKrzVQ46xAzrgiqwmMyuZcGRw5K3PjY9YLt+TXDpsiDgh8MPSfx+OHZM47sva67/gYBsDr73A53JO4KjR+8QCgVp7+goEwFvfUzylrdKTNPlne5ZN4qKK4oZ5Zm7Ufq3gDJxpe/fj2hpWfgOT4Hf75/Wrrakvjlz5ky5tK+08E1dnG/evMnly5fZv38/bVUqtZYrSmSUlPK+klEzMTXo3LBhA6ZpMjo6Sjwe5/jx4wghphmjz5XFTafTfPSjHyUcDvOlL33pgZVvr2AF80EpxZUrV7hy5Qp79uyhp6eHM2fONMUrdC78xJNR/ulrdwkoXyqHXlicEmkomcfQBVGfwYhWpbv0HFBCoFmNiQOdJqmjlBB1IIfm70JYgu1prHJJCYHyNt58y9H1efypih3+ip3u1rYFuDNZwO/RyFty1jMrAF0XOFJNiwsrklGlQSgmKaf8G8BxFJ/vv82H9vZy8rZb6hr1mQiEG38Kl4TShMB2FAXLw6Tlm2bELgtenGwIDRjJmPTfGOfQ2lgVR+j+YWppn5SSsbExEokEFy5cwDTNcpzX2dk5TRFUUsDv3r2b7u7u+7gHjUeJjMpkMveVjJoJIQShUIhQKFQ2Rq9kwVEpTp8J0zT5xCc+QSKR4JlnnqGlTu8RSxlLI1pfBBzH4ezZs4yOjvLQQw/R2to662frXbJXkgsmEol5xy6ho+MyiURlGeUBXqWV8Zrm4DjwrW8JahF+pZvUGa6ZHfzSVRIp9UCOYFNKEAHStDRtvyyM6tVKxT8NHRYa0y5EpaeAgQGNrVsUq1YrbBs+9xc6Q0N3w9/vfk/jHY87DBx3ySjHhpwFacKESXPlqs7tOxs5sF/xlrdKpqp8hYC6qH6LpJXx8MN12Ni9mKm+KXVzuXHjBufOnSsbLpqmye3btzl48GBVz6fljKlk1IEDB5YMGVUJXq+X3t5eent7kVKWDTOvXr3KmTNnyl0XZ5ZmZrNZfvRHfxRd1/mHf/iHRcvBV7CC5Qrbtjlz5gwTExM88sgjRKNul6xGKuGrxVS1o54r4B9dZLylVDn5k8zbFc2ia96kJhpmvSQ9elNsnRZvZl49GSU1gTQayxU53rn8nOoDqWlgVPcepGkCheLCcIagVyfi8yCVNfv1J1xlOtWQUVPnNMsptB148fIoOcvNuocDd5PORVoKjy5QSmcsH7zHS8waby3PC+WW8C0nTO3gu23bNjKZDPF4vKyyjkQiZcV7qYFXZ7F5zoOKqWTUoUOHlgwZVQkej4fu7m66u7vLFhyl7sylroul8xuJRMrrhmVZfPKTn+TmzZs899xzxGJLm0StF5ZuxF4F8vk8/f39ABw9enTeTHE9CalCocDx48eRUlY1dgm/8zs6//Jf3vvzAFmO8B1qXe4GBuDsmeob69po+JukJCrgb0qpmUukpBs+DkC+SfsEbrljqEn7BZAlXDX5pRcXftuBthgUCopMdu5rd2qpnuuLtbB7sVCAv/wrnR//cYdjr2kMDrmhSclHzXHgued0fD43ODKLiempd0mhIPjBK4KBAY1PfMKmqwEJJf3QIdevqsGY2c2lZLh4/fp1stksPp+PoaEhHMdpiLH2UoDjOBw/fhyl1JIno2ZC0zRisRixWIwtW7aUuy6WSjP/63/9r/T09PDud7+bp59+Gtu2+cY3vkG4CdfWClZwv1GplDWXyzEwMIBhGDz66KPTXkoMw6BQuH8vntlslslJN2HlH50kdDsBKGQ4gLYQ7qRYBdAT8XFrPEe24NSsSr5nk9AwdRSA0BYgna4VdTEzry7eVgJsn9bYUj2PBnrjySjlqX6MsE8nU3CQSqIJHV0TaEKgFTsSR/0GOcvBtF1PM6VcuwOnSEpVQ0bNh7GMScCr48HGmHJ8VDGei/o9RPyd3MlOTPuenQkiCz6Xi1KuH9bD61oXPpH7DCEE4XCYcDhcVlmXyI1UKoXH4yEejwM0xFh7KUBKyenTp8lms0uejJqJqRYcU7sulkoz/+f//J94PB7e+9738q1vfYvLly/z/PPP097efr+n3jQsn6i9Ak6fPk0oFGLXrl1V3Xz1ypwlk0kGBgZobW1lz549Nd34W7ZUXkGP8OK8JWfj45BOC0YTMDQM+TxcvSJqUqhkiTSlM1yOQNPUUTlCTet2Z+FpGqHXqHLHmWX74KrZaiHaHOmWtAlchVRLiysKMqusSkgtUqXnOPDMMxrxeLHny5TbSsMlvmybsnJwtu6LpgVf+rLO//l/1rnEw+vFePTR+m6zSvh8PnK5HLZt8/DDD2OaJvF4vGysXeoGMp9keLmgREYBy46MqoSpXRcdx2FsbIyvfOUr/OzP/iy2bfNDP/RDPP300zz55JOsWbPmfk93BStoKsbGxjh+/Di9vb1s3769olfo/SrZK83NY3gI37yFf4pvlJbJI4P+2jgUpZBFp+fVMT8DNwW2UosuhlOahtagYyQ1bUHNP2pFM83MbZ/eUDJKCYEyGrsvSmgoT21jJHM2WjHTZzoSv6Hj1bUiAaXImA5SKoRw1Xa6JvDogoKUWJpaFBlV4qEVsL07zI3EII5S5cRjqVxvR896PD6DC4kME7minYIS2OMt5e8DvGVjjK7og1Pe7vV6sSyLXC7HoUOHUEoRj8fLxtpTu/Y9CGX9JTKqtL/LPXadWZqZz+f50pe+xL/7d/+OXC7HY489xt/8zd/w5JNPsmnTpvs93aZgWafKDxw4UBMhVA8PqaGhIV555RXWrFnDvn37amahK30+xij7ODbrdzJpeOF5jS98Qecv/kLja1/X6O/XOHtWI5ur/mlv4mma4sZpUge/PL6mEV9ZQk0xgof6+FQFg9OPv6HDhz5o82//bZrOzulG83kCNRuDSulmnqQjUUrh8cJcvsylGFUCXsyaxqqEkWFBxdu5OAd/4G4zZn0ONdbYqCBT59vCeOQRxH0op1JKcfHiRQYHBzl8+HC5K9/OnTt57LHHOHz4MJFIhJs3b/Kd73yHV199latXr5JKparqZLXUYNs2AwMDwINBRs2Erut86EMfwjRNdu7cyUsvvcQ73vEOnn76aTZs2MDevXt5psaurCtYwXLFjRs36O/vZ+vWrezcubOi2vN+lezdunWL/v5++rrX8MaxxDQyCkBIiZbLVx8VFZVRSikQAk1oRPwGnoW0VJ4BIRvZIa45z2BpNMc13fZqjS2jE+D4BOUWdXWAV9f4F4d76CuGIEpoSE8pGqoeJR8pt2+LQiqJ36OhaW48Z9oSWyoc6RKnUrr/1j0ahJxF1zcqBdGAwZENMQ6tM9CEQCqXjDI0wcHV6/AHPOia4AM7WtkQUYS9ApGJgnP3OvQagiuJDH/04lXMOpS7LgVcuXKFq1evcvDgQdra2mhvb2f79u285S1v4ZFHHqG1tZXBwUFefvllfvCDH/DGG28wOTm5LOM8KSWnTp0il8tx8ODBZU9GzYSmabz3ve/F4/HQ19fHCy+8wIc//GG++tWvsmPHDrZv387f/d3f3e9pNhzLOnr3eDw1EUyLyZwppXjjjTe4evUqe/fuXbBpnEtISaZygW/j21NemKc/LJSCV17ROHlSkK2x+dlMFAg0pdzM9eppFnHjw98k02/VrLYx1Men6j3vkWzdqjh/HiIRWL/eLScYHh7m6NEuvvIV93N5/IQXeF0oIJ8XIGwMw0ap2ReK0pW9WA+z0lnQNPAakJspWCsOtG2r5PRpQdxsmXM8BWSyEKpTBZTw+9EfeaQ+G6sBSinOnz/P2NgYDz300D3+QlNL+6Z2c4nH41y5cgWv11s2y4zFYkte8m3bdrnN+/79+5f8fBcCy7L4qZ/6Ka5fv85zzz1HR0cHjz76KP/xP/5HxsfH+eY3v8natWvv9zRXsIKGQQiBlJLz588zPDzMoUOH5mzO0GyFlFKKCxcucOfOHfra1nHupVtkJiqrqIUjUfkCyj+PUWFRGaWUqz4RFNUnmkbOWtwLtdQEegPL9dAbX64nNQ1RRwJnNti6QOmNHccx9Dm73c2HsFcj4vcwmjYRQrA6FuCt68MkRoZ5+6YW/vpM0iWjFni8Si5bUknyBRMF5a7eoii3L23ZUWBLhQpYdSGjEPDw2lbaArBxZxtHC1Fej2fw6IItnd2MFjwo3EYfo/E4b9vaRUc0xkdXH+a//tMb/MPpITy6RsBrkLMlf/nqLQq25BfftXwVJ6V30du3b3Po0KF7Oq9VKu0rNVC5ceMGmqaVlVPt7e1LPm4qkVH5fJ5Dhw7N2fBluUJKyS/90i/x4osv8sILL7Bu3Tre9ra38Qu/8AukUimeeeYZNmzYcL+n2XAsa0KqViw0c+Y4DqdPn2ZiYoIjR44sqvWiruvs3Jnl3Dn37Xc119jMhfLvHz06fdGIjwjeuMKiyahmldC5apTmZCAyBJumWFqIAfdCUQ+fKq8Hbt8SRMKwe7driJpKpUjE43R2ddHZESp/1sK7qDJEKQXZjAejCsm5g1h0yWNplL5VitWrFd/7roaU04Mjrwf27BklHLH41gtzK5U0DTx1fBLqR48i6uKMXj1KDRaSySSHDx+uSqI9VTLsOA7j4+PE43HOnz+PZVnTJN++Ju/PfHgzkFG2bfPpT3+a8+fP8/zzz5fNS0uIxWJ87GMfu0+zW8EKmoNCocCxY8dwHIejR4/Oa+TfiG7Ks8GyLE6ePEk2kyWsOjn98jWUUnP69Gm2gzTNaZ6KU6GmKKNKZBS4HoleQyyqS22jIYVAa4ICQ3q0hivwpRBIr2joOFLTUMbi4uWeaID37uwq/zuTzTAyPExbexuxWAzHm1y0+koBthRkFPh0AUjXtxOmac+VJlCL9IwSovgeIVwSdixrEfW7ivqwz2D/6hbAx0jWi8I1ih4dG6Wnp4dAIMDB1nWMpx2euTRKwGsQ9rnBnc/QSOVt/vHMMP/8kTV0hJefykYpxaVLlxgeHubw4cOEQqF5vzOzgcrExATxeJxLly5RKBSIxWJ0dnbS2dm55Er7pJScPHmSQqHwQJNR/+k//Sf+6Z/+ieeff55169ZN+30kEuHDH/7wfZpdc7GsCalKZpdzYSGZs1wux/Hjx9F1/R7zzIVA13V+4ReG+ZVfCZFIwBG+wyStCBQ9nQ47D5mgm5RqkXI5GB9fvDKnWSV0KVqa5uekaHxQAq6ezaB5JQDmAgkiXXMXc8dxs0sXL2q8/oarFNp/YIzk5Li7aAeDABgGJO3grORXKKgwzfk9ygIB1z9K0wRCFM3LZWVxeD27BnZ3K97+dolZgOMnNJziPFta4B2Pj2JaSQ6/YyvBYIZnn9WZzedWCPjrvzH4kQ/b9PQubk4iFEJ/6KHFbaRGTDV6PHz48ILII13Xy90+lFKk02ni8Ti3b9/m/PnzRCKRctASDodrfvbWE28GMspxHH72Z3+W/v5+XnzxxQe+jfMKVjAbhoeH8fl8VdszNEshlclkGBgYQBcG+SEvtwcHy7+b7/momTZ+FLmpEUzRG0oVy+mmklElLLbcSAnRUDNz6TUaryOv2cy8+k56d7+hsP2N9Y1CgONlUUovDdjec1fanUy5Xby6urqIRMJ4Atq8ZJQAYkEPY9m5DUBDXh3LUbSHvOTtfFnBVFLDKQ1UcPFleu0hb9n6IW9JriQySOSUU64zlg9gK8n4+DiTk5P09vTi9/uJeUNsjfRw7PoEBVsS8U9/xQ14NFIFhxtj2WVHSJUU8KOjoxw+fJhgMY6vBZqm0dbWRltbG1u3biWbzRKPxxkaGuLixYuEQqFynBeNRu9rnFcio0zTfKDJqF//9V/nS1/6Es8///ybxitqNixrQqpW1Jo5Gx8f5/jx43R1dc3qV1ArNE1j374kv/qrDgN/eZptV95ACIi1wu49iu4W5aYcdB3h8RDoNJhwPNhouBSMRMfBwMKDVdWzv1kldA5iXmP2esHdp+b4YWWINq2z3mJUX4bhGoz7/NDSokinBZlJt+TzwsUIb3k0wrr1dwP6hx5y+Pb37w3wPR7FT/+0QyjkEkt/9IcGyTmmFG1xZUmZrEDKopF4Bed0t2tgZkH7Vto/pcDjccm3q1c1lJL80Hskj79DcvuWIBiSQJx8Pk/vqtV4pGT/fsW+fTY3rsPzL+jcuVM0Qsc9Vn4fZLPw/PM6H/u4M6cP1nzQH30U0cSF03EcTp06Vc4g1aO2XghBJBIhEolMK+0rdQMxDKOsnGp2N5eSZ5Su6w8sGSWl5Bd/8Rf57ne/y/PPP09v7yJZ0hWsYBlj7dq19Pb2Vv1y1AwPqdHRUU6cOEHI08LQhTS5zPRsRzVzzSVzBFuDZBx3/SyZl8/1/cJiCSmtscaxymi8obnjrcXMvHYyCsD2GY0lowDboyG0hY2h4Rp6R/wGE1kLn5HH62TL5EwgEMAX9JCxLcI+g3Sh8v2wrSvEO7d3ohR89pWb5MzZ348MTcNrQDJvE/Tq7jZLXZM14ZJR5TaS7nH36GDL6is4Z172mgC/ZmNJG0PXAUGqECXvOIyOjpJOp+nr6yvHPY+0bUQTgvaQF0MTWI7E0O7GCKaj8OiC9mVGRkkpOXfuHJOTkzz00EN1UTIJIQiFQoRCIdavX49lWeU4b2BgAE3TyhYObW1tTfXnLMW1pmly8ODBB5KMUkrxmc98hqeffprnnnuOrVu33u8p3Xe8qQipWjJnt2/f5ty5c2zdupW1a9fWjSnWdR0hCvyrTxW4ef0ZRte45VTdPYpYbMoHHQflOLT7Je1eD/kKPI9EYOLFwcBBL+cQRJm0stGwmlZCV0/1y1yYz6S6nnDQmkayweJUX4GAwmMLAkFFIi7c1rtFTE74ePFFyOYkR49KlIIrI1FWt6TI5xUF083GRlsUSglu3hRs367QNPjUv7T5H//dmLa9ErxelxwqmODYYHhcUqzSLkztGuj3O+Tz1ZMJmsa0+6OQB2uKL7rHA2vXOYwMD2PbNn19fRitrZBymTQhYN16OHJE8rV/1PH53XmX98MDIyOCVAqi0aqnNQ0iGkU/eHBhX14AHMfhxIkTOI7T0AzSzG4gpdK+CxcuYJom7e3t5cClkaV9lmVx/PhxDMNYUEOJ5QApJf/hP/wHnnnmGZ5//vkVf6gVvOkhhKgp/mp0yd6NGze4ePEiPqeF62fHkBVq6KpNXmYnsoRiIdKmc0+J3kzcHM8xlFy4X6YChN2446KYwkc0ENIQaFXHSAsgozwaLJAoqhZS10CvfQwdQdCnY0uF7ShMR3LqThLnpiRsSA6tb8fr9xMMe0jZruLpxw718dkf3MSecZ2ujgV4945iqZ+A927v5B9ODVU8sqJYLipwVUvbu8OcuD2J46gKZFRxg8Dja7yMpAvcSAnGq7h0PbqYRkpZjqKv3TVSByhYMZJF4iSXy9HX11eOe9YE21gVcIPEjR1B9q2K8tr1CTQh8OqCgi3JmQ5HN8ZY11a7uuh+oaSAz2QyC1bAVwOPx3NPaV8ikeDy5cvkcjna2trKcd58ZdOLgeM4nDx5Etu2H2gy6nd+53f43//7f/Pcc8+xc+fO+z2lJYFlTUgtpGRvvsxZqUvVrVu3OHDgwD2+HYuFrutIKZGv/oCuYJKuOa5DKSWgeOghh5deuvflS0PhowBzmHonaSFIhhzBImklyqSHhoOOgwdr0SVpFkbTOvg1sywwTbQpJJs71uJUX5YtsEzXZLwSeVQowKlTGrt3S4JBKGQljgTHEZTi53TK/fvUrnOhEDz1lMPXv6FjTiGBNM0t6xsdE5gFNyANBlxiLJ+bTqtZGOV927pVkYjrRTWVQsr57+Npa5JySwQ3bVbl4EVKydDQEEopevv60Dwet951BkqZunsaFRV9WBeT3DXe+lZEk7JIlmVx4sQJhBAcPHiwadkrTdNob2+nvb2dbdu2kclkiMfj3LlzhwsXLhAOh8uS70gkUjci/81CRv3n//yf+epXv8rzzz//pjCxXMEK6o1GlexJKblw4QK3btxCTga5PTg+62eree5lMhlCoRDp0RSBthDZOXygs6bDD66OY1Za2KuE0jX0ORQwi4XjbbwthNQa7ekkkMaiq87mhqBoMl77V/1ejX2ropy6k8RvaPg9GqPpApaErAXPXZ6ge7TAw1taaA+5KiBDF+zsjXBpJI1pu95PkYDBtq7p/kOrYgFWx/zcniiUO7GVjnTAo6MJgWlLdOHGiGtaA8QzJimPWbEssLfFhx5sIT4xiS1sNOEU/c+mq9Y0DTyahih27stZDroQWI5CF3BkkxeBwHFaSRQshqcmHYtxjyYED8XurpdCCH71/Vv51a9c4PxQilRe4dE19q2O8itPLB8lylQF/OHDh5vWXW5maV8mkyGRSDAyMsKlS5cIhUJlcqqlpaVucd5UMurAgQMPLBn13/7bf+O///f/zjPPPMOePXvu95SWDJY1IVUr5sucWZbFqVOnyGazHD16tCrDuFqh6zoylcL+3vdm/cxMU8uHH1ZcuaK4fbu2m95Bw08OA3tewslBxy5SU25hYKlEUJVLBA3MWeXeWcJNIW5K+9QM2E0k2VxbhMrBpreoOpqPLHFsl6iZmadSuIu+VJDPwfCwYPP+MO2BLFeH3eDCcNXQSMctuZuYnF5zt3OXYsNGm4EBjdEEDA0Lkknhfk7dDTEKplt+2tqqKBQglXQzXmknTLd/gocecrj8ukY6DcEg+HyCsXF33jMhBOi6W6oHblmdpoFtgT8ADz3kHi/HcRgcHETXdXp6etA0DRGJoCbvJS3XrlF4vS45V1I9K1y1VXePWrg6KhZD27dvYV+uEZZlMTAwgMfjua/kTKVuLqWufdevX8cwjGmS74XOs7S/Xq+XvXv3PpBklFKK3/iN3+ALX/gCL7zwAps3b77fU1rBCpYEFpJ4lFIipayLzQLcTQCMxZNkbxvkM3OXnlcz7s3xPFsDAZRS5MYyhNojZGchjG5P5JjIWsjFCHcWQWZVA2XUUkq3MDgefYo6amHleLNBCbB9WuNL9bwLV2BlTIeJnBvkeQ2NkWRhWq1AXimGcjleet3hyd1deHSN10ey3BjL0Rrw4NXdo5c1HU7eTtIV8dEWuktyvH93N9+5PMqVRBareL34DI2IzyBnOeQsiSbg3GDa9YwKO0R1Ha+hMZ61sKVCF4JNHUE2d4Z4+coYjlT4DI1oQJApOCjllvIFdIVfVwhNpyfiY0tPlKtjBV6PZ7Ckoi3k4W0bImzsyKFUmKGszWAx6djX1zftHtsW6SXmnf6+1hXx8cc/vpdTt5IMJgv0tfjYsyqKdh99kWpBsxTw1aBU2rdu3Tosyyp37Tt+/DhCiHKc197evuDk6ExlVDNLBJsFpRR/9Ed/xP/z//w/fPOb3+RgEysqlgMevDM+B+bKnJUMKgOBAEeOHGnYza/rOt5jx1BTpSZTUCKi4K5U3eeDH/9xh4F+wbPPVf8yVou6Ry+qpeYSgyoEJh5sPNNKBB3Ag0MBHzoWRgMX9AyRpqmjMk0i2QBSRIlW8KnSdWhrU0wmRSXBTxktUYhEFCMjYFp3F1yFS+wIDVSxE53hEWCZRe8nUVYGKemSVroOY2P3LtqBALzlLe65jcfhr//awNDB56PsMSUlpNOCWJvC7wfThMfepXNgzxjpSclXvnLXwymZdMdqaXFJsGQKohFF3ypFoaAo5CVd3RlW9Y0zONjCjZtRbEtnwwbF4cOSnh7XU2jwzh28Ph9dXV3uy4uuo9KVicRQGI4+Knn5JY1s7i5h5/PD298uF+wfZbz1rYg6vfzMBdM06e/vJxgMsmfPnrq9cNUDXq+Xvr4++vr6ppX2Xbx4kUKhMK1rX7UeCFPJqH379i2p/a0XlFL81m/9Fp/97Gd57rnn2LZt2/2e0gpWsGxRepFxHKcuz4t0Os3AwACpuEn6jkQ685Mu1ZBopa2U4rzcWJpAe5hcwY1RHaWYyFo4Em6M5bClWjDdIzWB3kAzc7UwwU+Ng7hxzF3MHHFxBJXta7CJOeAYc5fqVbDevOd3tyfySKWYyBaQxZ8LwNE0pCGxpUYyb3FnIs+69iDXx7KAG5uNmxZSKbyahq0Utyby0wgpQ9N457ZO3rFVkbckZ+4keT2eYTxn4RRL/pSCkF8n1CZA08lZEstRfPRAH20h973JdiRfPjlEznRcdZUm8AgNQ9PIWw6Pb+1gbVsA27LJZrNkshkm4oN0eTysXR/E5w8QCQXY1GYhlOJOGu4MDqJpWjnpWELE8HOwdXpnshI0Idi/poX9VZ2dpYNS45ZmK+Crgcfjoaenh56eHqSUTE5OEo/HeeONNzh9+vS0rn3VlvaVyDcp5ZLb33pBKcX//t//m9/8zd/kG9/4Bg8//PD9ntKSw7I+6/XKnJUMKletWsW2bdsa2llAHx/He/EirFp1z+/klPTXzDl4PPDIEcWBgzZf+LzOjZtzz9HEU3cjc4HCi4mX6WRakug0I267rMnyIIv5LLdFrEQv/7Y6Q/apsDAILsIUuxYU8NbNyHy29s4lSAS+GcdUE7BqlWJoWDASd4+U5orWkMXgT9chElXYtqClRSGlJByxmJjwlzOpugaa7qqnhICWVsXq7WHIJYlGNfx+d3tO0Yg8FHC3OwtfWsbwkDun1lZ3x9Jp19BcCFftJItGlkJAMOYHWeCFF3WGR1zFlOBuR8BkElpbIeCHd75Tsn1HOVQHwjhOgA0bsuzLDpPNZtE0DUMPkkz6GB8fJxgM0tHRUb5nRCiESs5+7g4flrS3K86c0UgloatbsX+fpKNz7n2eDaKjA60Jstt8Pk9/fz/RaJRdu3YtaXJmammfUqos+R4cHJxW2tfR0TFrNxfLsujv78fn8z3QZNT/+//+v/zxH/8xzz77LLt27brfU1rBCpY1SgpKx3EWnVhMJBIM9A+QHYbcWPV0UDUxZFskcM9nx4YmueNovD6SZmgyT9aSc8YOSwWyCeV685uZTz3mtZFTtkcD0WAFmRBIj1owZVba85zlYNlyGnUmhYb0KHRNIKXCkYqc5X7CtCWmI0mbdpk4zBe/nZnF7FwIQcCrc3hdK8m8TW48R8CjkzFtJJAyTKSlEfYZ+D0aqbzNnck8bSEP2YLDsxfjxNNuEJkq2GimIOo38Bru+8BkzgICGB6DaEuUaEsUKSW5bI5MNsNYfISJUUFUWmREGyNjw3i93rtJxyLavWHe070Lv/7glHYtFQV8NdA0jVgsRiwWK3ftK6nkL126RDAYLMd5ra2tFZ+LU8moAwcOPLBk1Gc/+1l+7dd+ja9+9as8+uij93tKSxIP3pmfAzMzZ0opbty4waVLl9ixYwerV69u+Bz0l19GVVBpSSnvmlrOEcx4vfDUBx3+/M91MpnZP5cn2BQlUZbQPcqeuyWCs5uBS7Rin0APDhou3SUQSAzsoreVOc28slllgQAFAvjqdPy8XpcUMs1i6VypE10RKaK0VBirVKKpaXe30dGu2LxFEo3Ctm2KZ76tcfGSwJES0zTx+wxiMRgbo0xeOcVyOF2A1ycYuZmnrwO6u93ytWBQlVVUQsDkhGDN6rmDy1LjkpICKxCAdMb9QYloymUFoXYfG7uSpFJw47qr9kO5JXOlMW0HUsUSvrVr7x1X13XCkQjhSASlFPlcjmQqRSIeByGQjkM6nSYYDKL7fLOqo6ZiwwbFhg318dMwHnus4e1xc7kc/f39xGIxdu7ceV/b8daKqaV969evxzTNsuT7xo0b07q5tLe3o+t6mYzy+/3s3bv3gSWj/uAP/oDf//3f59vf/jb7mlTyuYIVPMgQQqBp2qJ8pEqx4ekTZ8ncEchCbc8fTdNYE4Kbc+TPQj7PtOd4Km/Tf2OCm5N5JnRPJVueamfPVDJGCYFmNbYJjDS0hnbvA1DGbP5Rlcin6skpRxeoJrwJOT6BmIP0iviMMkE016mXjgKluRYOxV2TXokmBbrQcKRC1zW6Qj6CukFHwM/tURNd19CLWU0pXcPwXAHCHq+rvhKuFZQSlKs0RtMFhpMWYcOD16O5JXcBd9BcQREyiglGWTLhhP6bEyQypkuOKYUmBI5UpAo2rZpLHAU8FTxxNY1QOEQoHEIpRYgcE7kJRpIjoFxlTiqVIhQKoes6fYEY7+ragVd7cF5jSwr4QCCwLOOeYDDI2rVrWbt2LZZlMTY2Rjwe5+TJkwB0dHTQ0dFBe3s7Ho/nTUNGPf300/zH//gf+Yd/+Afe/va33+8pLVk8eGd/DkzNnOm6zvnz5xkeHubw4cPEprW4awycN95Au3Gj/LAvoaSMqrabTEsL7N+n+O73Kn82j59wndQ982Gh+R4NiZcC3jkM2RWiTFoV8KEhmaS1bMheUloZde64lyNQN3WUocP+/ZK16xTfeVHDkYJwWBGPC9JpsNEIVPDEKqmgPF7X18myIeJXjI8L2tth0yb3Glq9WnHhoiSXs/D7PRi6jhCKYEDQGlPER1yD84AfQmHFzfFWnvnaBE89BevXK1atVty8KTB0lxyyTIhGFXv2zp0tXLvWLcnLZgShkCIUVthOsaxQg0JB0N6ueNeP6HgMxUTeJeI8XrdszrZd0krhxjGaBo895hCcx7atXN6QzdLW1kYgGCSbyZRlw572diJKEQwGm2IAKbq70XbsaOgYpXLizs7Ohis4mwGv13tPN5dSRq1QKNDa2lo2/F2OQVk1UErxx3/8x/zO7/wO//RP/8ShQ4fu95RWsIIliYU876ppYDMbpJTl2HDHtl0M3LqMrDHGEEKweg5CqsWvo8/orHF9LMvtiTzJnIXQHGTQh7ag+Gr6d6QGRoPVS+45aqzZeOXtV6OEmp2ckkLgeBtrlA6u9xVa5WtI4Po0uapxl8Qp7a1SApRAFLuuGErRGTYQmsZwysQGHK8bP7lKfDdu64p4iQUNcpaN3wOaVlTaSYUqmn56DcFYJk8qX5jVV2k4mce2HQI+HZTC59dwLBtNuKliqQkcpTCkTq8nhJUW3Lpt4VMePMr1vEKAoVxrj3QeWgN+tkZb8Nt60SJheme90t+VYTOaztASbSESiZDNZkmlUiRGE2zwd7C1ZxVmNo8nFFr2MRG4CviBgQHC4TC7d+9e9nGPx+Ohu7ub7u5ulFLlGP3KlSucOXOG1tZW8vk8hmFw+PDhB5KMAvjiF7/IL/7iL/LFL36Rd77znfd7Oksay/oKqPUhVMqc5XK5snna0aNHG9rCsgSlFNazz5YXnNLPppqX17I/j71N8v0fiIodymw8+OdQJ9ULKSLTSvXqDYEq0lEWDsasJJGDjoUXG6NYIiiKeitZVloZ2FWHdg71k5/v2CF557vcIMEyJa++qjE5ITCKnVwyc/h8iWKQoYplcGPj7h780zd0fuRHbHp6FZ2dE7S3+RgdC+M4blteqdxyv3XrJccyOi0tCqG5x6k3mCY1Jjh/XuPRt0ieeMLh1EmNS5cElg1btyj27ZfMx8+Gw/Doow4vv6STTIqycXpPt2L/fkl7O6za4kc33XPW0gL+gCKXFQRDEItBPn9XKfXBpxw2bJz/mGczGYZHRuhobydSdCD3+XzE2tqwNI3sxATZbJaxsTE8Hg+hYJBgKITP52tI0GK8/e0NDYbS6TT9/f309fWxefPmByLwmoqZ3VwmJyc5depU2YPqlVdeKfsRzFbat9yglOLP/uzP+I3f+A2+9rWv8cgjj9zvKa1gBUsaQoh7EnlzYaGd9kzT5MSJE1iWVY4NfZ4AL//jiZrGF0IQ8kg2d4S5MZbFLOZ3NCDo1djeE8Vn3H3hVEoxnCyQzLlyZiElIm+i/G6HscVAsxpbiib1xpuZy1nL9Wo9NlP9NVXdfaMq0WZKEyij8rXo0zXeua0DIeBqPE8yZzOcLKAchUAV3xXcLRoCOsOe8ot7a8hD3LHQBGjaXcuEvhYf79jaXiaZAl4dv0dHAKYj3XI8Qy9bJ8yFoNclTh0FmgeCukZBCuxiHWnWdNA0wbauEB1hL1nTQaHQNIGvSFblLadcdur3CN66OYaSipw5O2Hs9eS5MXKV1tZWWltb3Z95vbS2trIz1MsaM0AikeDa1Wv4fL5yjNDa2rosiZzlrICvBkKI8rncsmUL6XS6/JzN5/O8+uqr07r2LcdzWAlf/vKX+emf/mn+5m/+hieeeOJ+T2fJY1kTUguBpmmcOHGC1tZWDh061DRW1jlxAjk87JYKFsvzZpqX1wJNg3/7bx1+//enzz9NuO7eUZUgAQ8VWqM1AFmCc+6Ta8g+d+c9icDEi4MxzZC9RFq5aiuTPKE5xxK4fl7mPLvu9YBuQHfP3Z/t2KlYu9bh4kWB7UCkVefrX09RyBY9lYoeUaXOuAK3Mc5ML9JkCv72iwYf+tAIqCQf/GAvb7whuXJVQ0lYv0Gxc4fku98r7mPx2V4wwgTtSXTjri+VzwcPPSx5aAH+ert3K7o6bS5fdg3COzsV27YqAsHSQdApWWN5vXDooOKllwWZtHsMlQLDA3v3yKrIqHQqRTwep6uri1A4fM/vveEwHilpiZb8CLJkslmGhoYAyuRUIBCoy4KnrVqFvmXLorczG5LJJAMDA6xZs4aNGzc+cEHKTFiWxfnz52lpaWHPnj04jkMikXB9XAYGyqV9Jcn3csyoKaX43Oc+x6/8yq/w1a9+lbe+9a33e0orWMEDh/k6KldCifyPRqPTjHVXb+ri4OPb6X/+fNXb0jQNQ8DuVVEQkC4aletC0Br0sLXrXlVHxnSmUSOa7SALFsrnWTApJXWBvojSxWrgeI1p1gp1R32b6ZVh+4w5S+hqgV4ihRQ48q7CCQGOt1gLV0JR9QSwuy9KUDMYuD5BqmAjBHQGDfKWQ850yaOOoEZA2AzndXSjWOomBP6IQTAnkUoR9Or4DZ0tXSF29ISnXVu9UX9ZgdUadEvmpFKk8jYbOwJzdp3rDHvpjPi5k83hlwpDE4R8BtmCQ9Cn0xf1s649wPp2N+gLeHVa/B4SGROPVyfsMwh4dHLFktEndnTRHp5bua6cHDeS12hrbyM6pe2xEIIjbZvYGe0DYPXq1TiOUy4LO336NFLKaeX/97MzXbXIZrP09/fT0dHB9u3bH/g4z7Ztzp8/j9/v5+jRoyilGB0dJZFIcPLkSZRSy+4cVsI//uM/8q/+1b/ic5/7HE899dT9ns6ywPKL6GeglszZyMgItm3T1dXFnj17mnbjK9PEeuGF8r+lUti2ja7ri5pDMAj/9uds/uC/u6dRAXqDu4SUkKKlou9RIyDRFp2B01D4KMCMEkEhYMsWxegoTCY1CrYgp4JF0sotDiyprbzCoqstxXvekeDL/9CDZYmKGTHDgO4eRSYtCAXv/jYeh+99TyceL5apxaI8/tZxzp3TXLPv4ucsG/wBMAtgzyC+NOGWvWUzMDDg4wMfWOWaH+5X7Ns/PfAMBu+SW47mwW+73krSgXC4PgFkVzd0dVe45oJBmOHltP+AxDAUx49rpIulfnv2KA4emv+anZycZGxsjJ6eHgLB4L0f8PlQqbtEoutHECYUDqOUopDPk8lmGRsdxbZtAoEAwVCIYDC4YGLDaGAt+MTEBMePH2fDhg2sX7++YeMsFVTqHqhp2j2lfYlEgtdff53Tp0/T1tZWDlyaoXJdLJRSfP7zn+ff/bt/x5e+9CUef/zx+z2lFazggUStCqmSz8m6desqKlG37ltLJpnjQv+1qrZX+n5nUOeR9TGGkgUKtiTiN+iN+gl49Xs+H/DcmyTRLBspBMrrWVjxXhUdARcNregf1CDMb2ZeOyxNFEvXZsSWovS/Ygfi2cYVlD2zipVwCAQRr4GtJGGfgVIwbtnYSHCKyUGlEEXVkwDO30lyYdCNW4IeHY8myFmSkM/g/bvbsTKT5LIZjEgnY1cmKNgSv6EjAwJLOmgCDqxpZU9fBHBJzcm8TcRnlEtCW4MedvaEOTOYYjJnlWPW1qCHXcXvzQa/1+CxHTFeeN0hkTHJWwpD19jWHeLIhhgeffo1K4D9q6O8+PooadPBKKqkhIBtXeF5yah8LsOkeZOOrg7CU5KOutB4vHM760Md0z6v63pZHaWUIplMEo/HuXr1KmfOnFlQx7dmokSC9/b2smXLljcFGXX8+HE0TWP//v1lG52ZpX2JRKJ8DltbW8txXig0j6fHEsE3v/lNPvWpT/Fnf/Zn/MiP/Mj9ns6ygVC16JCXIEzTnJeQUkpx9epV3njjDTweD7t27aKzc4EttRYA64UXsF56CXD9qwYHBykUCgT8fkKhEMFQaFHZftuGZ74teOV8K55849VRNjoKrSkKqUaXBQaD8JGPOKxerbiTilKIpzh7zi1pU6WeuriKJ58f9u0z2bkrxZ9+rovJtB/dJ3AcDdsWaEohcAj7LFqCJtGI4sMfdn2Rsln4hy/rTEy6RIyj+ShkLLyG5Id+yCVkbt8RmCZcvCiwLIF0XDVUCUKAzwsIiVnQWLde8vGPz07mxEfgK1/V3bm1RAk5k2SyAhS8970Oa9c17tYXoRAqU9lAQxVNzb1F74O5oJRiYmKCyYkJenp78fv9lceLRKYRUnPBNE2y2SzZTIZ8oYDP6y2TU16vt6qgQFu3Du9P/mRV49WKsbExTpw4wZYtW1izZk1DxlhKKJFRoVCoau+EUte+eDzOxMQEoVBomuR7KQZ2f/d3f8e/+Tf/hi984Qu8//3vv9/TWcEKlg0sy5rWhXg+vPrqq/T19c3bqEYpxbVr13j99dfZtWsXfX19c372+984xfVLQ/OOL6VkaGiIXC6Hz+cjFAoRCoXmzPZfHknzrfPxir9z/F40Q6cWs26paehWY2M0qWkof2Pz2nagPhYKShXNt20HGdRZjOdV6agbRdLHUbCpM8imjhCvXZ8g4NHxhDxMSpPhZGWf1Kk8nq65Pko+Q6clYJAu2Gxu0egLOvT29mIYBv03Jrk4ksb2aMiiH1VXxMfbt7RjOpLjNycZSbnvQyGfwe7eCOuKyiWlFIOTBW6MZynYks6wjw0dwYrm4iV4PTqWLrGlRAGJtEnOdIgGDFoDc6tWBifznBtMk8iYBDwaW7rCbOsOzanGSiaTmM4QbX3tBKckHX26h3d37aTH3zLnmDORy+WIx+PE43HGx8cJhUJLqvz/zaaAn42Mmgu5XK4c542NjREIBMpx3lItz3z++ef5sR/7Mf7n//yf/ORP/uQDf17riQeekHIchzNnzjA+Ps6BAwc4d+4cGzZsoKenZ9bv1BMqmST/R3+EKgZUJb8o27bJZjJkSi/FVQYts44jBKMTEwzdTPHMM2vJZht3o07S2pRudwq3W2CAbEO2L4CNmxQf/aiDZgiE1wuFAlLCt76pcfGShnTcsjKPB7q6FO99j0MoDN/6lsbxAQ3dUGhCYdtgF7NgoaCip1fw1ndqrFpngK5z/ITOM8/otMUUhnCwNA9Ba5LkuGLTJskPvedusH3rpuCllzWSk4LxcTf7ZhjFMrdiUG5aGjt3SD74obmD9IsXBS+9EqCQttBQ+AOKgwcke/cpGvacDIfvUUctBEopxkZHSafT9Pb1zW5SHgjguqnXDsdxyuRUNpdD1zSCoRChYBB/IDDrYuL9xCfQGkAWJRIJTp06xbZt21i1alXdt7/UYJomx44dW5SRp2VZ5a59iUTCLXOYIvleCqV9X/nKV/ipn/opnn76aT70oQ/d7+msYAXLCrUSUgMDA7S3t7Nu3bpZPyOl5OzZsyQSCQ4cOFD2qpkLju3wwpf6Gbk9Pud2S3Ge4zhkSnFePo/X650W501dX/KWw98cu0XGrLyfTsCHVn6Jm7+OTWoCfWa9f51h+7yIBnall5pA+hZm7V6CkgLhKHTTQSiJGfWyiBaG90ATEPIa/NjhPgxN46XXR7mdt8DnlvLF0yaOnD6eXuy2DG6i0Wu4puG2UoR9BpZlszoseMeu1eUXd6UUI47D5dEktlR0RXysb3OJm2cuxBnPWgQ8GpomyJkOhq7xlk1t9LVUTuLNBZ9HxyySUc3AxMQEjj1K+7q2aUnHsOHnPd27iHkXp4yZGSNomlYmp9ra2qoiR+qJyclJBgYGWL9+PRs2bGjq2PcDtm0zMDCArutVk1GVtlEqz0wkEkgpaW9vp7Ozk46OjiVR2vfSSy/x0Y9+lP/23/4bn/rUp1bIqBqx7AmpuQKVfD7P8ePHATh48CA+n4/XXnuN3t7eeTNn9YL5la9gnTgxp3m5bdtks1kymQy5XA6vx1NWTlWj2JBSMpjNIsfG6O7p4dZNL3/7RR3Hqf/NYOJBL/ouNRoponXrdlcJ7e2Kn/gJh3AY13V78m4JolJw47rg2nWBWYCeHsXmLYqS6jefg6f/WiceF+UslxDQ1mayd+8IXZ0FIpEgoVAIfyDA97+nc+qURiymKOgBvE4egWIibRCMGvzzT4HQdSiWoDqW5M4NSf8PHC6cddA00HUHENiWhq7DP/sxh7Vr5799c0aEOxfSKKC3RxG6136pblCAWARBVN6OUsTjcfL5PL29vXMvNnUiwKSU5PN5lyjOZlFSEggGCQWDBILB8iKqbdqE92MfW/R4MzEyMsLp06fZuXMnvb29dd/+UkOhUKC/v7+uXWWklGXJdzweJ5vNlmX7HR0d0zKvzcI3vvENPvGJT/DZz36Wj370o00ffwUrWO6olZA6efIkkUiEjRs3Vvy9aZocP34cx3E4ePDgrMrbSijkLZ79wqtMjt275kwlo2bGbaXkRyaTIZvNYhhGmZwqNd24PprlW+dGMGXldd0J+qt6TioBwpYNNxu3Q36EahxpYftLPk+1xbJKKZACzVLo9t1Y1Qx53JZvi0Sp7E0U/9vZE+SxLZ1omobw6RwbHufaaA5bKkI+nTsTeXKmU1ZCSVVsaoRb6uctGtyXrh+vLji0LsaeVXdVQYGol5Rt3jOXK4kMP7g6TsRnoJU6NyrFZM5mVSzA27e017RvPq9OQUicBp7XqRgdHUU5Kbo2xaYlHdu9Yd7TvYug4avreFM7+46MjGCaZpnY6OzsbHh35vHxcU6cOMGmTZtYu3ZtQ8daCiiRUYZhsG/fvrqQf1PLMxOJBOl0mpaWlnKcF7oPnRe///3v8+EPf5jf/u3f5tOf/vQKGbUAPLCEVImBbm9vZ9euXeWboJrMWb3g3LlD4U//dNr85rtIHccpmzFns1l0XScUdIkNn99fkcy6E49jCEF3Z2d5PzNpOHFC48XvlJbM+iBJC9EmeEc5aDgYeLl3AV4IShkpIVyz8Y0bFU++38EfAKVpLhlUo7zdtuH4gODadQ1NwNZtkp07FZqmyOdybma0SGzcutXBqVMtxGJQ8EYJ2G552fi4YP0GyRNPVF78pYS//aLGpat+TOlBCh3Do/G2tzm8+502ynHAtlGWVfQmmIE6kEO1oJbSudkgpXT93iyLnqJcfVYEg249ZJ2hlMI0TfflIZPBtCwCfj/BUIjwpz9NaJYXnYViaGiIs2fPsmfPHrq6uuq67aWIEhkViUTYtWtXw6TX2Wy2TE6Nj48TDAbLQUtra2vDg4Znn32Wj3/84/yv//W/+PjHP97QsWaDbdv8X//X/8Vf/dVfMTQ0RG9vL5/85Cf51V/91SW6YtnTAAC9SUlEQVQpeV/BCmaiVkLqzJkzeL1etm7des/vUqkU/f39tLa2smfPngW9IKWTOZ75wivk0m451tQmNTB/nCelJFeKETIZNE0jWIzzLGHwnUuj3Jio3CnZCfnRxNz3raNpGA0u11NC4AS8jSO9FNhBvaboVSnAAcN0EDNIPdvrei9Vi9InZ9s7AXh0gQasCcPmqKS1I4qI+AkEg2iahlSukf3N8RzPX0qQNR10IdAEmI7C0O5uXxNg2S5JZeiCrd1hjqyP4ffoBCJeUk7lWPjU7SRn7iRpmVFGlzUdvLrGh/ZVXw3i8xgUNKcpZJRSikQigWNlWbO9Dd1zN87rC7Tyrq6deLXGqpuVUmQyGUZGRojH46RSKaLRaJmcqjexMTo6ysmTJ980CnjLsjh+/HhdyahKyOfzZXJqbGys3Hmxo6ODWCzW8Djn2LFjfPCDH+Q3fuM3+Lmf+7n7QkY9CHHeA0lI3blzh7Nnz7J582bWr18/7eKYL3NWLyilyP3FXyCvXQPmD1AqQUo5jdgQ4JYTFTuFmabJ0NAQvs5OuucoL1IKrl8XDAwI3nhdYNkLu1lyBPCTb3jWDepbFhiLuW1oPYbi0GHJqlWK9nbKJWsiGkUlG6PEUkphFgrEE3m++U9hEvkInYE0hqGRLxhoGvzQuyXr1lc+prlslqHhYQr5ToaGohge2LNb0tJa4cOluj5dB01zDf8NA/J5cByUaSIaKMFW4m7Z40JR8t5QStHT0zPvAjaXV1U9YVkW2WyWiY4Obh48WFc/gjt37nDhwgX27t1LR0fH/F9Y5iiRUdFolF27djVt8bYsa5rkG5jWta/eku/vfOc7/OiP/ih/+Id/yD//5//8vmXMPvOZz/B7v/d7fPazn2XXrl0cO3aMT33qU/zmb/4mP//zP39f5rSCFdQC27ZrMik/f97tiLdjx45pPx8ZGeHkyZNs2LCBTZs2LeqeHBtJ8uzfvopl2jWRUTOhlJpGTimlCIVCXEvBsVuZitGWE5q7O5pSCq3B5Va2z4PQG/dMs7161eWASuKqoazK14jUBFakei8qjybY3hPh+liWZL5y2aNX1+iO+siaDqtb/bx1e4x4Lkk6ncE0TXx+H8FgiHA4hMfwkC7YnL6T5M5EHstRZEyHiF8HBcm8jWnLaeSUEILWgIePPboG25j9XF4eSfPqtQlaAsa0a28yZ9Ed8fGu7dX55fq9BnnRPDJqZGQExzbZvLMTOUW1tincxWMdW9HnIV0bgUKhUPadGhsbw+/3l+O8lpaWRb3YlzoB7tix402hgLcsi4GBAbfpUgPJqJlwHKfctS8ej5dL+0qxXr0VcCdOnODJJ5/kP//n/8wv/dIvrcR5i8CyJ6SmBipKKS5fvsyNGzfYt29fRePyuTJn9YJSCuvCBQqf/3xF6fZCt5nP58tBi3QcFBCMxehsaUGv4UFZMpV+8UXBQL9W7PcxP9JECDfQYLwECwMBGCzO/0ATEIlAJKooFODIEcmePTMud8NwZUhNqJUfGoRvfzdEJpHFcSRer82O7Rl27VYVPSXSqRTxeJzOzk7Ckbm7oVREJfWQpoHHgzAM9+9asWGz4yCkRJkmyrYX1tFnkcSe4zgMDQ6i6Trd3d3zL/6hEDSBjCpDCLz/x/+BE4vVzY/g5s2bXL58mf3799PW1tbAyS8NFAoFjh07RktLS1PJqJkodXMpncNMJkMsFit7Ty22tO+73/0uH/nIR/jd3/1dfuqnfuq+yrc/8IEP0N3dzZ/+6Z+Wf/aRj3yEYDDI5z73ufs2rxWsoFrUSkhdvnyZQqHA7t27gemNbfbs2VMXD1GlFLeuDPPSV06Uy/Tqsc1CoUAmkyGVTnNiWHK7osBZ4IT9VHJXcnQNw2x8wxkr6ENrYHLSChhzbr9kUq6ZDpozV/ymMKM+Ah5wlMKRCqWo2I9aAJoQtAQ9fGB3N89fTHB7ModH08rfLZXrGZqgr9VPKm/z8LYO1vUFUApsKTk/mOSNeJq86RDUHda3GKxuDxMKhdAND1LBa9cnuDaaRShFtmBTkO74Po+GrgkcqSgAuzdEeHTT7LFBznL41rk4GdMm5NXRNEHedHAUHNkQY337/GuZS0bZOE14HZRSMjw8jJSSHTu7MY271+qeltU8FNuwJMqdSsRGiaACFuxNWVLA7969m+7u7kZNecmgREZ5vV727dt33xQ6SilSxfeoeDxeLu2b2rVvMdfamTNneN/73scv/dIv8cu//Msrcd4icf/dXusE27Y5deoU6XSaI0eOTGsZOhW1tgOuFUopbMvCfOaZupFRUGwLHAjg9/sxdN3tGhEMknMcbly7RiAQKPtOzasqEeD3w3vfq3jve91jkc/D3/+94No1jUolfmnCVZNRRSsklHL/8xiwY6dkzRrJa6/pDA3NfUxyhKaVBZYCgNnQ1qbYvEmRzbneTtmcIJcFpUSZb9q5Q7FzZ4WthELTvKMaiZ4tYX6iO83IMDhSIxbTcGyNTDbLxPg4hmGUFXD5XI7xiQl6enoILPDlWIgK+UApoVBAVVAxlT4rhHCVVoZRVltRbFdcLhG07WlqK6VpiyoNtG2bwcFBvF4vXV1d1d03TebS9Z070bq60ICenh56enqm+RFcvHiRQqEwzWjR55vd/+D69etcuXKFgwcPVmWou9yRz+fp7++/72QUFLPPra20trayZcuWckeeRCLB5cuXCQQCC86MvvLKK3z0ox/lt37rt+47GQXw1re+lT/+4z/m0qVLbN26lZMnT/Lyyy/z+7//+/d1XitYQaOg6zq27Sa0HMfh7NmzjI6O8vDDD9PSUlu3rkpQSuE4Dt1r2jj8rh0ce/b8orcJ7nPJ7/fj9/vxeDx0pRLczlV6fii0TB4ZDqDNWAYbqYK+OzoNVcpLXZt1+0qBsMEw7aq8yc2gB02TrIqFeGR9KxeG02QKDuNZi9GMWS6hc4rbCng0WvwGQa/u7qcQGLpAR2DaElksBZQKJvM2nW0Bejp9bryLKhNNuibwej2kLZ0LkwrdyBOcmETTNULBEHu7gwSEwxvxNFIIBKpMRgFoHh0pbG5OzB1XBTw6j26M8dr1CZJ5G6kUPkNnZ0+IdW2BeY9PwGuQaxIZ5TgOQ0NDaJrGju2rMA1334QQPNK2kV3RpVPGpus6XV1ddHV1TUtgvfHGG5w+fZq2trZyjDCXB91UBXwzu7vfLywVMgrc6yoajRKNRtm0aRP5fL6snLpy5Qo+n69MTtVa2nf+/Hk+8IEP8LM/+7P3nYyCByPOeyAUUqlUioGBAXw+H/v27ZtTkjczc1ZPSCmRUmK99hrOt75V9wu0VHOdzWTo6enB19YG2azbxr6onCqYJn6/v2yWuZAOU0rBxDjcuCG4fkNw5YogkQ0RrKLbXVsM3vMeh6FhQSIhCAUVO3ZKenvvklRX3hCcPClIpwU+nyKZEmQz7rEyQl7WdJscOGDzxhsag3cU+XyB7h7JwQM+AkHB1aswOirwegQbNih6+xQzOTjThDt3BJYJ7R2KiuITn8/9YBNuASUEwudzmb8KmOYpkU6jlCIYChGNRPAHArU/1Otk9D0nppQICr/fPZbgklaO43pyVUH+mqbJ0OAggWCQjo6O6u6bZuzfVGga3n/9r9HaZzcILfkRlLIxyWSyoh9BKVt/48YNDh48SDQabd5+3CeUyKjW1lZ27tx53xfvuWDb9jTJt1KqLPeer5vLwMAATz31FP/lv/wXfv7nf35J7KdSil/5lV/ht3/7t8sJmc985jP88i//8v2e2gpWUBUcxykTTNXg+vXrJBIJdu/ezcDAAAAHDhyoybx8NpTIKCmla2ItBKd/8AbnXr2y6G2Xtj82NkYymaSru5svnx5hIj8LOaNpyKCfUnTQjM56AI7HAE/jXjRtnwehTUl4KQVKQzMddLt6ws3x6jgBgUcTHFrXyqG1reXfmY7km2dHGEzmEQgMzSWe/IbOgbUtbO4M0X9jgmPXJzA0ga65DWwsR2JLRdCrc2hzO+tWBQh43AB0NGPy3MUEHl3gKxqVK2AyZ9Md8fH4lrZypUM6nUYqSSAQ4Ht3HBJZB3/xmCpNw/Ep8rZDLOjhxw7NT9Q4UpFIm9hS0hbyluc0FwI+D1ksZBNi4KlJx43repGhLAqFLjTe1rmNjaHlQ9Zks9lynDcxMUE4HC7HeZFIpLzu37p1i0uXLr1pFPCWZdHf34/f72fv3r1L2rvIcZxpFg62bU9LJs/FI1y6dIn3ve99fPKTn+T//r//75U4r05Y9gqp0dFR+vv76e3tZfv27fPeAFMzZ/VCydDScRxUoYD87nfrfoE6jsPI8DCO47Bq9Wr0KUST1+vF6/XSGoth23a5rG90dBRfsc1wqWNfNRACYm0Qa1Ps26+QoSiJK0ksS9AaU4SKHVgnJuD8eRge1tA1WL1asW2bIhiCjZsqL3BCwKbNik2bFVK64htwxTXj4wK91aArkEUIaG9PMzw0TGtrjNZYS/mY7t8P7jI/+yLq9cL6WXyZynPxeisqhRoBLRKZs5ytZGqaSafRdZ22tjYKhYJr+iglwaICbmq3t9mgAFHna7wibNtVS2maS7RVGlPTwDAQHo/795JqSymEbZPPZBgcHCQaDhNra6vqvmna/k2BvnfvnGQUuNmYcDhMOBxmw4YN5fM3NRvT2dlJoVBgbGyMQ4cOEVlIKeYyQz6f59ixY8RisSVPRgEYhkF3dzfd3d3lzGgikeDatWucPXuW1tbWaZLvEk6ePMkHP/hBfvmXf3nJkFEAn//85/nLv/xLnn76aXbt2sWJEyf4hV/4Bfr6+vgX/+Jf3O/prWAFdYdhGBQKBb7//e8Ti8XYvXv3oj1MSnFeKfFYIqMA9hzZRC6d5+q5O4sao9TQwzRNVq1ahdfr5UP7V/PZH9ys+HkhJVoujwr469i6pop5evSGlutRJKOUAuGAYUqErK2ywTVd1wCFx9BYE5uuFvLqGu/b3cXZOymujmZxpCLkM9jaFWJDscxtZ0+EN+IZxrMWdlEZpRSEfQYfeXg1/qhrXF6C+zlJyHc3aSEAv6ExkbOwFQSCAbLZLEIIujq6MC2TVk+KhFJYtoNu6EifKns5rWmdX+UEoGuC7mj1HekCPqNpZJRlWQwODhIIBOjr7YRQHoXCqxn8UPcuevyLVy02E8FgkHXr1rFu3TosyyrHedevX8cwDDo7O1FKMTQ09KZRwC8nMgpcLqBEIpZK+xKJBDdv3uTcuXPlZHJHRwfhcLj8rL9y5Qof+MAH+PjHP85nPvOZlTivjlj2Cqnr169jmmbV7TNLmbNDhw7VZfwyEVU8jM4LL+B8//t12XYJlmUxNDjoSriL3jrVdDNzHKesnMrlchgej6ucCgbxFtsMzwelaa7fkFmfbndzQQSDqKLnUTKZZDSRoLOra9byy3qN1WhU08VPSsnw0BCOlPT09JSVbaVub9misb1pmuVub8FgsKJao5Em7ZUgWlpQCyh7zOdyDA0N0RKLEevsnG7IXryfpnURLJYi1KOTX03QdXz/5t8gFlHqUfIjeP3118lkMhiGMc2PoN6G2ksFJTKqra2NHTt2LJnFe6HI5XLl4PPSpUv8l//yX3j88cfZt28fv/Vbv8Uv/MIv8Ku/+qtLaj/XrFnDf/pP/4mf+ZmfKf/sN3/zN/nLv/xLLly4cB9ntoIVVIdaFVIXLlzg2rVrbNmyhY0bNy76fpxKRAEV7RiklHznKycYvjG6oDFs22ZoaAghxD0NPeKTWb5wYnjW70pDRwV8aLbTFGLKDvkqd/Wtx7a9Ooi7ZXkLRSHiRWgSAexb3cKjG2OzXge2lFi2WzI30yw+a9r035jkxljObbbS4ufotg78kelkFMD1sSzfuzJO1K9P207GdPDoGk/u7mI0HqdgFujt7cVjuOu+6Ui+fGKQ0ZyF7QOE61UV8el8cE8XkeDilX1TEfB7yKrmkFGmaTI4OEg4HKa9vZ2WdocCJmHDz3u6dxHzhubfyDKBlJLx8XFef/11kskkmqaV47xGGGovFZimycDAwLIho+bD1GTyrVu3+KVf+iUeffRRjhw5wu/+7u/yoQ99iD/4gz9YUvv5IMR5y14htXr16poCFcMw6uYhNVO6zeQkzmuv1WXbJeRzOYaGh4mEw7S1t7slP5pWVSczXdeJRKNEolG3JCybJVNUpGiaVvYr8vv9sy7UIhyGZpEbxXKm8fFxkpOT9Pb24g9Ulx1ayFjNwnzHsBSI6ppGX1/ftIecEAKfz4fP5yPW1lbu9pYtKuC8Xi+hYPCuAq6kVmoWDGNB5FA2k2F4ZIT29na3ZM2yphF2M8MkAaDrKI8HhEBEo+UaUCWlWxpomlWVCNYKff/+RZFR4CrgEokEjuPwlre8BcuyiMfjXL16lTNnzhCLxcrZmkCjrvkmI5fL0d/f/8CQUQCBQIA1a9awZs0atmzZgm3bfP7zn+ev/uqv8Pl8nDt3jqeffpr3ve99S0ain81m7wmcdF2/pzvtClawVFHts0MpxZUrV7hx4wZ+v59NmzYteuyZScfZXkI0TeMt79vLc393jIlEbWtioVBgaGio7F03c387W4I8sbOLb54bqahL0mwHK5VBCQG6gaaLunqYToVj6HUlo5Qq/s+WKCXRFOgzmZ4aYQUNNE0iBKxvD3Jkw+xkFIChaRizcAVBr8Fjm++qo30Bg6wuK5I5vS1+Qj6dVN4h4jfQBFiOwrQlmzqCjAwNIZVkVd+qaYSjV9f4kYN99CeSXB11Oy12hXTWhyXxoTtMeDwEg0FCoRC+KpPJsyHo85BWFs3QIuTzeTfp2NJCLBYjFoMcJm3eEO/p3k3IqF7RtRwghGB8fJx8Ps8jjzyCEIKRkRFu3LjBuXPnaGlpmWbh8CDANE36+/sJBoPs2bNnSZE0C4XP52PVqlWsWrWK7du385nPfIYvfOEL/Pt//+8RQnD79m3+/M//nCeffHLJmNQ/CHHesldI1Zo5Gxoa4urVqxw9enRR41byEbC+/GWcs2cXtd2pSKVSJOJx2js6pvvMRKOLIommthnOZty2wqHiYjfNr6i0YDbQBL6MUAiVThMfGSGfz9PT29u4bEITu7MpTUNoWuVyNu5Kmf0+H53VmnkX4ThOmWTM5nLomoa/p4eIlHOSjHVFS0vNpvDl7oELUL/Nq/6aUSKoKhmyW1b1AbXH46qjFlFaJ6Xk7NmzJJNJDh06dI+PSTabLWdjxsfHCYVC5aAlGo0uSyLnQSSjKuHy5cu8733v4yd+4if46Ec/yte//nW++tWvcurUKR599FH+8i//smr1bqPwyU9+kmeeeYY/+ZM/YdeuXRw/fpx//a//Nf/yX/5Lfvu3f/u+zm0FK6gGUkqsORTG4K6Hp0+fZmJigs2bN/P666/z+OOPL2rcSnHefMilCzzzt6+STVWXGMpkMoyMjJSbLMw1hmk7nLiV5Foiy3jWxFagEDimiTYzSSkEymOgvG6DEqHrCE3cowCqFXbAh6jGTXwmik1ulJQIRyJsG81yELYbX0qvBxVaeOmhRxN4dEFOE2hhA59HY1NnkIfXxdC0+qw/3oBBbhYyqoShZJ5Xr02QKaq7NCHojnhZ58/j9xgVOwgLDYyQQc65N06UUpItxXnFl84SORUIBGpaW4P+5pFR2WyW4eHhctKxJaJT8Kbp9bfyrq6d+PRlr4eYBqUUly5dYnh4mEOHDt1DOOXz+bLv1NjYGMFgcFrjlOUYIz2IZFQlDA0N8d73vpe3vOUt/PzP/zxf//rX+cd//Edee+01Dh06xJ/+6Z82xJe6FjwIcd6yJ6SqCVSmIh6Pc+HCBR577LFFjTnTR0DeuYP5539eF4PsqSqh7u7u6V3W6kwSKaUoFE0WM5mM61cUDLqqm95etCYYRytAeb0MXbuGkpLuKSVrjRhLBAKL6ghXC+YqZysUCgwVpcwl9dtCIaUkZ5pkcjlyk5MomBa0NGSh8Hpdoq0GBj45Ocno2Bjd3d0Ea+weWE3pY9XweNz/NM01ZZ+lRFB/5BE87373goeRUnL69Gmy2SwHDx6cs+seMM2PYHR0FF3X6ejooKuri1gstmgflGYgl8tx7NgxOjo62L59+7IMtKrB1atXeeKJJ/jIRz7C7/7u7067x27dusXXv/51PvnJT953mX4qleLXfu3X+NKXvsTIyAh9fX18/OMf59d//dfv+9xWsIJqMF+cl8/nGRgYQNM0Dhw4QKFQ4LXXXuNd73rXgsecqoyqVW00OZrm2S++hlWYPVla8qcbHx+ns7Oz5uTMwI0Jvnt1HJXPI2owMle6jvIZYHjA0BGajqaJqokgO+ibt8OeUrhxgQRsB82yEZY9ayLI8fsg4F04GaUL2kJehAZWxMOBNS10RbyEfPWLI6sho0rI2w53JvNYtiLoASc1SnAW9RsCvBEPWXv+uEYphVnIk8/myGczCKVoiURobYkSi0bxe70YmoZH14p/6uV/65pGyjaJZzMMZzJk6xFHzYJ0Ou0mHYvXdcCnISJZ1gc7eFvnNnTxYBEXSinOnz/P6Ogohw4dmje2LTVOKRlqA2Vyqq2trWHvP/VEiYwKhULs3r37gSWjRkZGeN/73sfBgwf5i7/4i2kx+MjICF//+tf54Ac/eN8V8Q9CnPemI6TGx8c5efLkgjJnU83LYbqPgPnZzyJv3ap5mzMhpSQej1MoFOjp6bn3QlqkOmouTPUrSpkmVjZbNtMOhUINexm2AwEGL13CYxhlj6xGoan+Sh6PSxxWIGxy2SxDw8PEYrG6GR6WyC+lFIVCoewfZts2geJ5DNbxPNZyLJVSTExMMDkxQU9v78K6HUUi0EzvqEAA76c/jVYjcVaC4zicOnWKQqHAwYMHa14USn4EpayaZVlVdwG5XyiRUZ2dnWzbtu2BJaNu3LjBE088wfvf/37+x//4Hw9sMLaCFSwFlGKTSpicnGRgYID29vbyi1Emk+G73/0u73nPexY0XqWkY60YuTXGi18eQFYoPyt1TM4UOyYvZD00DMHzJ25w4tpEzd+9B0IgvR7wGEU1lavsnqmmkrrmkllToBTgSPc/W6JZNloNVQtOyI/wLsxDUQCGJogGDAxNw4x62NkXZmdvfZuFeP0GeY/EqbGUMF/IMzQ4RCQaoa2tjRLtF/B5iAZ8RIM+oiEfwiiRSDqGruHRtPKfU0klQ3OJJaBsxDwyMkI8HieTydDW1lYmNua7ptKmyUg2QzyTLf6ZIVeHZjHJZJLR0dFy0lHXBaFWk60tPTwc2/DAxQRSSs6dO8fk5GRFBfx8KMXGpTgvn8+Xz2NHR0ddOoPWG28WMiqRSPDkk0+yY8cOnn766WVBFC5nvOkIqWQyuaDM2Vymls7581h///c1ba8SbNtmuGhq2T3D1BIAn8/1yWnCKRORCObYWFk5VSgU8Pt8ZVKjXibMBdPkTjxOxOulvaOjoYtVMw3aYXbCplyy1tlJuF5d1nTdvS4qkF9TTdFL57HkH7bg81jDtaiUYmx0lHQ6TU9v77wqoYrbmKf0sREw3vpWjLe/fUHfdRyHEydO4DgOBw4cWPT9opQqZx3j8TipVGrJ+RG8WcioO3fu8MQTT/COd7yDP/mTP3lgg7EVrGCpYDZCanBwkDNnzrB582bWr19ffubk83leeOEF3vOe99R0f1ZjXl4Lrl8c5JVvnZm2TDqOw3CxY3JPT8+C1ga/Xyc3mnQTmCmTi0OTnLpTfxsCZejlkj8MAxnwogE4EmEVlU+L8ChxIkGEUV2CzKO55uTbusPomiBvOdyeyHN7Mo9pS3ytAdb1BtjUGVp0WeJULISMEgKUbTIRH2HDmlVsXreaaMDvElABH54q97kWZLNZ4vE4IyMjTE5OEolE6OrqKscH1VzHyUKBkUzGJaiyWeLZLIUaYq6JiQkmJiamkayxdtjb1svultUL3relipICPpPJcOjQoQXFtjORyWTKcV7pPJbivKnd3u4XCoUC/f39hMPhB5qMGh8f5wMf+ADr1q3jC1/4wpJMAD9oWPaE1FyZs0rIZDK8/PLLvPe9761pjJKPgBBi2g2oHAfzT/4ENT5e07xnolAoMDw0hN/vp6Ozs/JNHg5DE0roKnWgs237bse+fN41055CaizkIZnNZLidTtPp8zWnhrqZCptZCJvJiQnGxscXVLI2J6r0crJtu+xHkMvl8Cyg8yJU3+lOKUUiHieXy9Hb17dgYmahnfwWCuH34/2Zn0EsIDtl2zbHjx9HCMH+/fsbklXJ5/Pl0r6xsTH8fv80P4JmBwnZbJb+/v4HnowaGhrife97H0eOHOHP/uzPlkUJ5QpWsNwxM85TSvH6669z/fp19u7dS1dX17TP27bNM888w7ve9a6q15xqzctrxYX+a5z87mWg2DF5aAjDqOwlVA0CPo3MaPLezh9AxrS5mshyfTTLSDJHto75GxkMoGv6vOV6VUGB3Rqe5u2kCdfcWxYrEUr8j8/QWNsW4ODaVmLBe8+lIxXSoyFDRt171cxFRgkBQZ+3TDJFg35ain+mx0e5fOkiu3btoqenp76TqgKmaZJIJBgZGWF0dBSfz1cmp+bzKZsKpRSThQIj2YxLVGWyJHJZrAqWIWNjY6RSKXp6esrETHurwcM9q9gY7rrn88sdi1XAV4PSeSxZOHg8nnKcF4vFmh7nlcioSCTCrl27HlgyanJykqeeeoru7m7+/u//vi5E4wrmx5uOkKo1czafqaX9yivYzzxT87ynIls0tWyZy9QyGIQZJFGjIEIh1Bym347jlDu9ZbNZdMMok1PVdgBJTk6SmJigq6uLcBO6ijVdYTOD/FJKlRfs3p4efPWU4c5RGjgXSmaZpfMoNG2auf2s57FKDy4pJfGREUzLore3d+HETDPN9YswHn8c4y1vqfl7lmUxMDCAx+Nh3759TSEsHMcp+xHE43GAcqvh9vb2hsuMS2RUV1cXW7dufWDJqHg8zvvf/3727t3L5z73uRX59gpW0EQUiqbdtm1z+vRpkskkBw8eJFJBZayU4pvf/CaPP/54VSUvJWWU4zgLLtGbC/3Pn+fMa68zNDREOBymfSGekQoCXkFmrPqkmkKRtxy+f2WMKyMZCgsUM6lQEL3CfHVA14Tb3U8pYkEP79nZha4JnrmQIJHK4zgKJSgTTEoIRFuEkFdjdaufjrCPwckCpiOJ+Aw2dgTpbfGhEBiamJdkEkJAm4+CXd/4wOvTMX3g93qmkE4+V+kU8BEJ+DD06e8QSimuX7/O1atX2bt3L+3t7bNsvXmoFB90dnbS1dVFW1tbzTGKUoqxfJ54UUk1kslw/vp10tksvb29ZQK4NezhnevW0xtorfcu3XfUWwFf7ZhTLRwcx5lm4dDoObxZyKhUKsUP//APE4lE+MpXvrIkSyYfVLzpCKlaMmfzkVEql8P8oz9C5avrplIJk5OTjI2NzWlqqXBVS00hpGpUYUkpp3XsE0KUyalKpIZSivGxMZKpFN1bthBooLHiVDRTYTNTYaaUcrsHzuYLttjx6uCLpZQin8uRKaqnVNHcPhgKEQwGpy8+VVwjUkqGh4aQUtLT27soYqapvl+458/7Mz+DqPE8LYWOIyWj3FLQks1ma/KVqBXZbJZjx47R3d39QJNRo6OjPPnkk2zZsoW/+Zu/aUoAuoIVrOAuCoUCuVyO48ePo+s6Bw4cmHMt/da3vsWjjz46r1n4Qjrp1Yrbt+/w1c89h2b5aWlpqfn7mgaGcsgnF9+MpWDZHLsxyYWhFHm7ipL7SBh9xmuCAHrCOm0hH4msjULQ1+JnT1+EaMDjxjxj47w+NIltBPH7vLSHPOQlZIIBBNAZ9tLX4sfQhdt9D4VgfgJqJnwdQVJ1iCN1TSPWEqAzFqYzFqItFiQc8JU9m+ZDqcva0NAQBw4cmN4Ze4lASsnk5GTZd6pQKJSTVwvxpSyVrKXSadbv2MGk4xDPZhjP53n7ujW0+e+/lUC90QwF/Hwo+YeV4rx0Ok1ra2s5zqtr9QV3yahoNMquXbse2Dgvk8nwkY98BF3X+cd//MclYYXxZsKyJ6TgbuasGlSTOSuZl0sp5+ywYr/yCvZ3vrMgTyKlFKOjo2TSabrnMbWstjxqsVBCuC/hNRzPad8vkRrF0j6lVNmrqNSedmRkxDVsX7sWbzGr1nAsUEG0UExVmEkpp/lF1H3xaoCvmNvJpUCmqJ4yLcs1RQ8GCXZ2YsxzvTuOw9DgIJqm0d3TszhixjCK3Xqac+4AjHe/G+ORR2r6TqnL01LLHs30IwiHw+Xs6GL9CDKZDP39/fT09LBly5YHNkiZmJjgAx/4AKtXr+aLX/ziipfAClZwHzAyMlJWYu7cuXPeZ+yzzz7L4cOH5ySA6mFePheUUly5coUbN26wc8dOTn/nOqNDtSXGDF2AaWJmFxaXzTk/FJM5m4LtEE8VuDCcIZW30QT0tPho7Wnl8u00OdNBCIGha4R9Opva/awKSgq5LLLUmbmYvBJCMFryjJwS2xp+D0SCmHVUMvla/KRY2PbCQR+dsRCdbWE6YiHaWoJVk08zIaXkzJkzZdVevQmBRkApRaZYnTEyMlImNUqlfYF5Khccx+HkyZNYljUvOfyg4H4o4KtBLpcrx3nj4+MEg8FynBeNRhf1XMvn8/T399PS0vJAk1G5XI6PfvSj2LbN17/+9YrK2xU0Fm86QgrmzpwtxNRS5fNud7Nk0iWOJidRqdT0n00pN3Ich5GREWzbntfUsqlG3HXs4De101s6k8Gxbbdri6a5Nebt7U0h2aDJCptQCIpkVF2JmdnQBF8sy7LK/mFZIQhIOc3cfur9Yds2g4ODeD0eurq7F794VemNVS+ISATvT/+0e89ViVwuR39/P7FYjJ07dy7ZBbuefgRvFjIqmUzywQ9+kPb2dr785S+veAmsYAX3AY7j8Mwzz7B+/XrWrVtX1fPmxRdfZM+ePRXbcc/VMbmecz579iyTk5McOHCAcDhMPmvy7N++RnqyOrW716thpbI4ZnOsBhzllvj5vDotnTFyubmVR6UKhVIS0rKs8joylYzyhv1Yfi+OU7/EkuEzKAS1qszGPYZORyxEZyxER8wloAK++qhcbdvm5MmT2La9rImZfD5fNkUfHx8nFAqVyalIJDLt/rAsi+PHj6Np2n1TCTUbJQV8IBBg7969SybpOBOWZZVLNBOJBJqmleO8Wks0S2RUa2vrko5tF4t8Ps/HPvYxkskk3/zmNxekYl3B4vFAEFKmaVLLbjz33HMcOnTonouuUaaWSinIZFCpFPmRES6+9hp+22ZDeztaNusSV+l0ZZVLHUmiOeeoaQhdhwaU0JmmydDgYDnoywtBUNcJF0vCGrqYNbEzoQJE0V/JsiwGBwfLZpKNeJBXMp9vKMJhnMnJcse+XDaLYRhlFZymaQwNDhIIBOjo7Fz8Pnu97vXYxEeU8cQTGIcOVf35TCbDwMDAsjPzllIyNjZWzqrZtj1Nuj8XSZ7JZDh27Bh9fX1s3rx52exzrUin03z4wx8mEAjw1a9+dd6M8QpWsILGIZPJ1BQrvPzyy2zbto3Ozs5pP29UnDcVpmly4sQJAPbv3z+NpEhNZHn2C69SyM8dawV8OtmxJKqG7m71gObR8bWEKeRrI8FKySilFJqmYZomPp+Ptr4OjJYWdL2OcZ4QaG0+8hXUVgJojQboKJbedcRCtEbm8MRcBAqFAsePH8fr9bJ3794HhpixLKucvEokEuXkVVdXF4FAgBMnThAIBNizZ8+SUQk1EiUF/HLrLCelZGJiohznFQqFab5TcyXY8vk8x44dW/KJ1sWiUCjwkz/5kwwPD/Ptb3+bWCx2v6f0psWbkpCqlDmbGqQ0IlsGbunHyZMny34r07r1SQmplKuoKv4nJyddImtiApLJhpIPjfJYKuTzDA0NEZpi5Gl7vWRGRshkMuQLBXw+37SOfXVFEzvrlUorC4UCQ4ODhMNh2hZiXlrtePOYz9cTU8m2Ekr+YSX1lJQSr9dLrK2NQCCw6EW76d5Rra14P/1pl5itAul0mv7+/mVPzNTiR/BmIaOy2Swf+chHAPja1742rw/NClawgsbCsqyycr0afP/732f9+vX09vaWf9Zo83Jw14Xjx4+XS1wqvbCPDk7w/JcGcGYpXwv4dDKjkxU76TUShs+DHgpgmbWVwZmmyeDgIH6/v5yAs20bxydIpLPk8rkZnZm9i+qI52sPkCo2qAn4PHQUiafOovrJYzSeJMlkMhw/frysHlkuJEWtKCWvSqV9VtHCYfPmzXR0dDwwJNxsWC4K+PlQKtEsxXnJZJJoNFqO80KhUHnfSmRUW1sbO3bsWLb7PB8sy+ITn/gE169f59lnn10STQjezHhTElIzM2fNIKOGhoY4d+4cmzdvZu3atQvahvr/s3fe4VGVaRu/J733zBAgkNAhAdIAQToIhJSZKKKIoLAWBFGx4+pnQcS62BYEQVzdFdlkJoVeEzoKaaQRSCjpM5Nk0qef8/2B52wSWkKmnMy8v+va61pDyDzDmcy5536e9350upsf0Juabk5VdTKw6MbG+zvaZ6SMJeZ8uo+3Nzy9vG5+sd2RNuDmWDsz7q1UKuFgb89O3Dg4OPTsWphwMyHN44Fnbw9lQwOkUim8vL3h6elpvDfyTv+OxuZuOWYqlQrVfxlwNjweWtvaoNfr4eLszIaid7uLZsLJNgb72FjYjh3bpe9tampCVlYWAgMDMWjQIIu6YTOj+3K5HPX19WwegZubG4qLi9G/f38MHjzYop5ze5RKJRYuXAiVSoUDBw6QLAECgQN015A6f/48AgIC0L9/fwCmCS+vra1FXl4eBgwYcM/7QkWpDGf25Xa8xd3HJj1D4eDiCDg4QKfrng5UKpWoqamBp6cnvL292efszPdAq/bmz9LrKbS1taK1tQ1tf01W3zSnXODo6NQlc8rGxgZOzvZw93KGG9+NzX9yczH9MerGxkZkZ2ejb9++Fn1kvT0tLS2sSeHs7Ay5XA6lUtlhaYqlHWlnNgj7+flhxIgRFnWd1Wp1hwgHR0dH+Pv7w9PTE1euXIGvr69Fm1E6nQ5/+9vfUFRUhGPHjoHP55u7JKvHIgyp++2c9enTp0NmlLFDLUNDQ28ZHzc0tFrNmlXoZFYxBhZ0HUexjTGJ0tTYiLr6evD9/eH613QBDYDn5ATcYSshRVFo+2vLW1tbG2xtbNiOmqOTU7evjSkniODhgZaqKshlMvj9debeqJjabLtD2H1bWxukUil8fXzg8dcRWCZXgrmWGo0GTk5ObOhpV6bgTBXkzz6ery8cnnsOvC50ORsaGpCdnY3g4GAEBQUZvzgzotPpUFdXh6qqKjaPoE+fPvD394evr6/Fjeur1WosWrQICoUChw4dIlkCBAJH6K7Oy8rKgq+vLwYOHGj08HIAKC8vx+XLlzFq1KgOU1l340puObKOXwIA2NjwYA89lF3MlzIkTh7O0PHsQHUz44mZrPXz8/vfVjke4MT3Qtsdcq8oioZS2fZXI7INNjY8eHi4w8/PC75+XnB1c4KzswNcXB3g7OLA/n8nJ3tOfDiura3FxYsXMXjwYAwcONDc5ZgERvMMHDgQwcHB7HVgJm5kMhk7ccPkTvX2DWXMBHxAQIDFm456vR719fWorq6GVCoFj8eDQCBgdZ6lbRXW6/VYsWIFsrKykJ6ejj59+pi7JAIAy561vAN2dnbQ6XQdwsuNIVL0ej0KCwvR0NCAqKgok3TaeY6O4PH5wF3cXprJrWpuBvXXxFWHqavm5vuelqJpGvX19WhubkZAQECH7YE29zAZbGxs4ObmBjc3N1AUxW7sq5FKwQNu2dh3V9zcbuZymQDaxgaNVVVQyOUQ9Olj/A0rJjyGCPx13W5jWLa0tEAuk8H/r41tDDweD46OjnB0dIS3t/fNUPS/NvbV1dXdHN3/Kz/stlNwzs4mNaMAwG7KlC6ZUfX19cjJycHQoUMRGBhogsrMC9PJbmpqQnBwMHx8fFBbW4vLly9DrVZbVHdUo9Fg6dKlkMlkOHLkCDGjCAQO0V19Zmtry+o8JrzcWE3H4uJi1NTUIDIyEl7MNHgXGDo2EK1NSpRcLANPo4HSCJv07oWzlys0+r9iI7oITdNoaGhAQ0MD+rTTPDxbHhz8PFkzisfjwdHJHi7tjKXOJpNK3QqFog4ymQwUJYebpz/4fA9ONjyqqqpQVFTULdOxt1NXV4fc3Nzbnu5gGsZBQUFQq9XsZHVpaSmcnZ0NtunN1DQ3NyMzM9MiJ+Bvh62tLdzc3NDU1IR+/fqhb9++qK2txbVr15Cfnw9vb29W5/X2LE29Xo+XXnoJf/75JzIyMogZxSGsckIqKysLXl5e7AdKY4Va5ubmgqIohIWF9aoPazRN38yzYjYFttsYCOb/t7XdcpyKoig2OK9Pnz4dgjx7si2QpmmoVKqbk1N/ZRUxa4adXVxuuX40jweeo+MdJ7EMCU3TqNVo0FpdjYA+feDYzoAzyuPdZVrJKI93h7D7pqYm1NXVQcDnw6UbnTC9Xg9lWxta29o6TMG5uLrCiZmCc3MDTGQmAgCPz4fDM8/cU3QwndHhw4ejX79+JqrOvDBj+oGBgRg8eDD7dZqm0dbWxgrQxsZGuLu7s6LFzc2tV4k4rVaL5cuX48qVKzh27Bj8/PzMXRKBQGiHTqdjjaWukJ+fDzs7O/Z9yxhxDDqdDnl5eVAqlQgLC7uvZhRN0yi/VIXaijrUVSmgkDZCr+1ehtP94urrAaW6e49F0zRqa2vR2tqKgIAAODs7wdPXDd4CT3j28YSTqyOcXRxZw8nWtmv6mqZpNDY2sllFarUafn5+4PP591y0YWxomsaNGzdw9epVjB071mqyZqRSKfLz87ttwDGT1Yw+YDa98fl8+Pj4cDpvq7GxEVlZWQgKCkJwcLC5yzEJSqUSFy5cuO3RxLa2NvZoH7N9kdF5vc1opCgKr776Ko4cOYL09HSrmXDsLViEIdUdoULTNPLz86FQKNCvXz8IBAKDO74tLS3IycmBh4fHHUMtezu0Xn9zquovg0pTV4drFy+C19KCgT4+sG1tBd3eEDLQtkCapqFRq9H613Ew3V8Bi4ypYWtra7IwbJqmIauvh0qpRACfb5J1v6YO+r7ddWtQKNjOqFMPfnfYKbi/pqdoAM6+vnDj8W5rNBoL+wULYDt8+F2/RyaTIS8vz6o6o+27hO3NqNuh0Wg6bOVxcHBgBaiXlxenBahOp8Nzzz2HixcvIiMjg2QJEAgcpLs67/Lly6iurmZ1nqGPECmVSuTk5LAb1gxlmFAUhSZ5M+qqFaivbkB9tQINsqZuH6e7F67+nlAqu7dJDzygRdUIB1cbRE4IQ8AAf3j4unXZdOoqTACzVCplF214e3uDz+eDz+ebtMHLvJZqamoQHh7+v6OJFk5lZSWKi4sxevToHkWNUBQFhULBmlNarbbLG31NjUKhQE5ODgYPHnzfWb+9DcaM6sqm6PbbF+vq6mBra8teSx8fH05/1qUoCm+//TbS0tKQkZGBQYMGmbskQiesypBiQi2Z0VKZTAaFQgE3NzcIBALw+fwei5a6ujpcvHiR/RDXm9zj+6WtrQ3Z2dnsSlTmTYnWaDqErnfItPrLzLqvEPZ2aDQadsubWqOBo4sLXD084ObgYNTtHxRFQSqVQuPkhH7u7ibZNNKTKbP7fjwbGzZzjDmO2dLcjD4BAQYVhTRNQ61Wo4WioKythU6nu8VoNAY2ffvCYdmyu35PTU0NCgoKMHr0aKsxKxgzignn7Q5MHgEjQCmKYkUL1/II9Ho9Vq1ahT/++AMZGRlWYzYSCL2N7uo8rVbL6ry6ujq4urqyhkZPJzgbGxuRk5MDf39/jBgxwuiGu16nR4Os8S+DqgF1VQo01TWDpu5DvvMAV38vKNu0d/02WztbePm5wZvvAW++B1w9HXG17ArsHewxduxYk76PK5VKdnKqsbGRzSri8/lGjUigKAoFBQVobGxERESE8eMYOML169dx7do1jB07tsM28p7SfqOv7K9N24zR6O/v3yHiw9QwRxOtaQKeCW3vihnVmdsZjb6+vqzRaIoGfVehKArvvfce/vvf/yI9PR3Dhg0zd0mE22A1htSdQi0Z0SKVSnssWioqKlBcXIyRI0eib9++PXpOvQVm20hAQACGDRvWbZFHK5UdA9c7h7A3N9/cANgFdDodmm1soKypgUqlguNfa4aZrCJDodfrUVNdDTg6IsDPDzamMh0NNGXWVXienjc3N+KvMf2/tqr0CQgwzs2m3eZA1mhsa4NarYaToyO7sc+Qj22/aBFs72K4VFVV4dKlSxgzZozVHONizCgmwLQn0DSNpqYmVrQwApQLeQQUReHll1/G8ePHkZ6ebhWZYARCb0Wv10Onu/tEz510nk6nQ21tLaRSKWpra+Hk5MTqvO4eO5FKpSgoKGCnKMzVdNRqdGiQNqKuSoH6v6apWhQtd11My7PhwcXXE0plRzPKzt4Wnn7u8OF7wJvvDh++J9x9/jel3NLSguzsbHh7e2PUqFFmnXht31Cur683qNHYHp1Oh9zcXGi1WkRERHDqA7axoGkaJSUlqKysREREhNGnwRijUS6Xo6GhgT32zwwHmOp3Sy6XIy8vDyNHjrSaphRjRvH5/Pv67NYemqZvZsr+pfOam5vh6enJ6jxzBtzTNI1169bh559/Rnp6OkaOHGm2Wgh3xyIMqbsJlfZb9IC75wjodDr2Rtcd0dJ+PHzs2LHw9vY2zBPjODKZDPn5+bcNOzQUNE0DLS13z7Nqbb2ZZ8VM0ej10Ov17JY3ZVsb7Ozt4fpX7pSDo+N9v/lqtVpUV1fD0dER/CFDwDNR+HbnaSWjY2d3M9ieom4eTZRKodFqERAQYLxpsDtsDtTpdP+7lkol7O3tb4Zpurj06FraBAbCYenSO/55eXk5rly5grCwMIN2CbmMIc2o26FUKlnRYs48Aoqi8MYbb2D//v3IyMiw+G2JBEJv5146j5mMAu6u8/R6Perq6lhzys7OjtV5Xl5ed9V5zORIT48xGQuNStNhiqq+RoG2RiUAwMbeFo6ebtDr6ZtTT/7u7PSTh8+dP/zX19cjNzeXk1P/7Y8Q3e6o+P3WqlarkZ2dDXv7m9NgppiANzc0TaOoqAh1dXWIiIgwuYnQ+di/o6MjOznVk2t5L5gJ+NDQUAgEAqM8Btdoa2vDhQsXIBAIemxG3Q6VSsVey/r6ejg5ObE6z9PT02SGNk3T+Oyzz7B582YcO3YMo0ePNsnjEu4PizakGIHCPMXu/BLo9XrU1tay7r29vT34fD4EAgE8PT07dN7y8vLQ1taG8PBwqxnpLSsrQ0lJCUJDQ81+jInW64HmZlDNzcBfZlX7/+kbGqCsq7sZit7WBhsbG3ZjHxuk3QXUajVqqqvh5uYG3/79TRKazmDy7ChPT6Cx8ebRxJoaUBSFPgEBxjsj3sUgc4qiboai/3UteTY27Ma+Lm1fbIfDkiWwuYORygSYhoeHd2trUm+mqakJWVlZRjOjOqPVatng09raWjb41Nh5BBRF4Z133kFycjLS09MxZMgQozxOV6msrMRbb72F/fv3Q6lUYtiwYdi+fTsiIyPNWheBwCXupvO62nTsDEVRqKurY3Uej8djzSlvb29WM1IUhcLCQtTX1yM8PNwkG5MNhapVjfpqBfR6Gp7+HnD3dunyv091dTUKCwsxYsQIzh9jYo6Kt7+W9xOk3dbWhqysLHh6eiIkJITT+YeGgqIo5Ofno7m5GREREWbfpMaYxkzzCgCrDQy5fZGZgOeqwWwMjG1GdeZ217J9hIOxzF6apvH111/jq6++wpEjRxAREWGUx+kqROfdG4s1pBiRotfre7zq906ixdvbG1evXoWjo6NBQy25TPtpsLCwsF7zYZ3WakE3NYFqaEBDRQUaysrQXFUFm9ZWeNrYwB2As63tHcWHUqmEtKYGXl5e8PTyAs/d3XSb4NpNK5kEBwdAp4Neq0VNTQ14PB769OljNGFGA+A5OXXb4KNpmg1Fb21tBU1RcGa2Lzo731W02AQHw+GJJ277M69du4aysjKTjKxzhaamJmRmZiI4ONgs00IURaGhoYEVLWq1ms0j8Pf3N9hxCYqi8MEHH+C3335Deno6ht8jzN7YKBQKhIeHY8aMGXjhhRfA5/NRWlqKoKCgewbJEwjWBEVR0Hba9so0HSmKAo/H69E9islEYbKKaJpmzfHy8nLQNN3rNibfL+2nwXrjcXXmfsJcS71ez27su9uHYCaCom/fvhg6dCinpsGMhV6vR25uLjQaDSePJtI0zWoDZvuir68vu33xfuutqKjA5cuXrWoCvrW1FZmZmejTp49ZXt/MJk1G57W1tcHHx4fVeYbKEKNpGv/85z+xYcMGHDx4EOPHjzfIz71fiM7rGhZhSHUWKu1FSk/NqNs9lkKhQEVFBWQyGWxsbCAQCCAQCODr62vR3RS9Xo/8/Hy0tLRYxDQYc6NjjEZtSwv8HB3h7+QEL1tb2LW1gW5qQkNZGWpKStDH1RXuLi53PFpmNEydHeXhAW19PWqqq2H312SgMV/XPHf3m1lhPYCmaWg0mpuTU62t0DDbF/+anuosQB2WLYNNp5w3Jj+hqqoKERERvaoL3hOYNcfmMqM6w2xYYkRLU1MTPDw8OuQR3M97Ok3T+OSTT7Bt2zYcO3YMISEhRqi+e7z99ts4ffo0Tp48ae5SCAROY0qdx2iDyspK1NTUAAD4fD769Olj0AkNLkJRFC5duoTa2tpeNw12O9rnGMpkMiiVSvj4+LDHwRhDgwm1HjRoECfug6ZAq9UiOzsbPB4P4eHhnD+ayGgDRrM3NzfDy8uLnYTr6mSXNU7At7a24sKFC+jbty+GDBnCCbO1vc5rbGyEm5sbey3vNw+Opmn8+OOPeP/997F//35MmjTJCJV3D6LzuobFGVJ3CrU0JEyoZXBwMDw9PdkbnU6ng5+fH2tOWZJo0Wg0yMnJAQCEhYVxrovSU5hQPqaj1traCh8fH9jZ2UEul2Ps2LHw9fUF/jKp2udZ4a9AdrqpCXRLi2EnmRwcAK0Wd00qNSSOjtC2tqK6qoo9923MGxfN44Hn4ACo1Qb9uVqtlt2+qFKrOwTcO4WEwGHhwo510DSKi4shk8kQGRlp1hBGU8KYUYMGDcLAgQPNXc5tYUJsmTwCR0dH1pzy8vLqkllK0zS+/PJLfPfddzh27BjGjBljgsrvzahRozB37lxUVFTg+PHj6NevH1auXIlnn33W3KURCJyivc4zphnFwGQn9evXD3w+n11+o1arWZ3n5+fH+Q/x3UGn0+HixYtQq9UIDw8369YzY8EYGjKZjDU0nJycUFNTg5CQEKsJtVar1cjKyoKTkxPGjBnTKz+vqFSqDhvTmYB7f39/uLu73/Z94erVqygrK0N4eDg8PT3NULXp4aIZ1Zn2GWJ1dXWwt7dndV7749N3g6Zp/Otf/8Lbb7+NPXv2YOrUqSao/N4Qndc1LMaQ0mg0XQ61vF/ajzF3zk5iujAymcziRAtzpt7d3R2hoaG98sbVXVpbW1FUVISGhgbQNA0vLy82W+JuXRiaom4aVHcLYVcqu2wwGWJ6qDuoHRxQc/ky3Nzc4OPra/QblymysdoH3LcplWgSCuEzfDj4fD4rSJgwz6ioKLPnJ5gKxoxitkX1BtrnEdTW1oKiqA7ZErd7n6VpGt9++y2++OILHD58mFNn9pkPfK+++ioeffRR/Pnnn3jllVewZcsWLL1L4D6BYG3QNA21Wt0hM8pYZlRlZSUuXbp0S3ZS+8aVVCplp20EAgH8/f17dWyDSqVCTk4O7O3trSaCQqVS4dKlS2y2jYeHB6vzLLkppVQqkZmZCS8vL7NvTTQUnQPuOxsaPB4PpaWl7AbB3j7511VaWlqQmZmJfv36cW4pwZ2gKAr19fVsI5IZ9vD394efn99t35tomsZ//vMfvPbaa0hLS8OMGTPMUPntITqva1iEIaXX66FSqdjwcmOYURRFsR9aw8LC7potY0mipaGhATk5OVZ1pp4JMFUoFIiIiICdnR07IlxfX9/jsVJap+toUDU13WJgQa0GnJ0BpdJIz/JWVACqr1+Hl6enUbeaMNA2NuDZ2t6cADMRvBEj0DhlSoeARTs7O+j1ekRFRVm0CG1PQ0MDsrOze5UZ1Zk75RF4enqCoigMHToUNE3jhx9+wMcff4wDBw5gwoQJ5i67Aw4ODoiKisKZM2fYr7300ks4f/48zp49a8bKCARuQVEUVCrVfYWXdxWapnHlyhVUVlZi7Nix98yWYaZtpFIpWlpa2KNgfD6/V02Rt7S0IDs7G97e3hZjUNyL9nmoERERcHJyYqdt6uvr4ezszE7bmHIDrLFpaWlBVlYW+Hw+hg8fbjHPqz3tDQ2ZTAaKouDg4ACNRoPIyEiryQbtjWZUZ2iaRnNzM6vzWlpa4OXlBT8/P7S2tiIkJAQ0TSMxMREvvvgixGIx5s6da+6yO0B0XtewCENq5cqVKC8vh0gkwvz58w1+89BqtcjNzYVOp0NYWFi3x5h7q2hhjiYOGTKk135o7S5MwKNarUZERMQtAaZMF0Ymk3VYTctM2xjqdUer1ewxQHTaGsgYWIY0cpRtbahsbATfxQUephpjdncHTDj9BRsbODz7LGz+CmjV6XTIzs5Ga2srbG1todFoOnRhuPy72RMswYy6HW1tbZDL5Thx4gRWrVqFoKAg9OvXD5mZmThw4AAmT55s7hJvYeDAgXjooYewbds29mubN2/Gxx9/jMrKSjNWRiBwi/feew9//vknhEIhYmNj4WvgCV69Xo+8vDy0trYiLCys280JpVLJ6rympqYOU9VcPvrGHE0cMGAABg0a1Cs/tHYXiqJQUFCAxsZGRERE3JKHqtPp2EVGtbW1sLOzY5uQXT0mzkWY0PbAwECrutYXL15EfX09HBwcoFarOwRpW+qSAsaM6t+/v0Vda+aYZm5uLhYvXoy+ffti8ODBOHPmDHbt2gWhUGjuEm+B6LyuYRGGVEFBAXbt2oXk5GRcvnwZM2fOZEULM6p5v7S2tiInJweurq4YPXp0j4+rKZVKSKVSyGQyTouWGzduoLS09JajiZaMRqNBdnY2bG1tMXbs2HtOsjHHh5jpKRsbm9uujDYWdFvb/6aq2htXzNeam7uUZ9Xa0oLqpib0cXeHm4nGmGkbG/BsbIDbrPE2FrZjxsA+Lg7AzWvHZGVERETA3t4eLS0tbEeN6cIwHVJLOcbHmFFDhgxBYGCgucsxGjKZDGvXrkViYiKcnJzg5eWFuLg4xMfHY8aMGZx5r33iiSdQXl7eIexyzZo1+OOPPzp00wgEa+fq1av4/fffIZFIkJubiylTpkAoFCI+Ph58Pr9HOo85rmZnZ9ele39Xfh6TOdXQ0NDhKBiXlsFUVVWhqKjolqOJloxOp0Nubi60Wi3Cw8PvaUgw0zaMzmO2L/L5fPj4+PSaCAsmtN2aGszMaYfGxkZERkbCycmJDdJmPoMxv5vMwhRLoKWlBRcuXEBgYKBFb3FTKBRYt24dfvzxR7i4uMDZ2RmxsbGIj4/HQw89xJnrSXRe17AIQ4qBpmlcunQJSUlJSE5ORn5+PqZOnQqRSITY2NhuBzTX19fj4sWLRjuuplKp2HDF9qJFIBCY7QMwE+4slUoRFhZmNaF/SqWyQ05Wd82k9iuj5XI59Ho9K1rMFXBP0zTQ0nJLCDvd3HzTvGpsRGNNDepqa8EPCoKrCTsoPE/Pm0cTTYWtLRxXrADPywt6vR45OTnQ6/UIDw+/7YePO4Vl9mT7h7lpaGhAVlYWhg4datFmFE3T+P333/HKK68gJSUFU6ZMwfHjx5GWloa0tDTU1dXh4sWLGDRokLlLxfnz5zFp0iR8+OGHWLhwIf788088++yz2Lp1KxYvXmzu8ggEzkHTNK5duwaxWAyJRIILFy5g4sSJiI+Ph1AoRN++fbv1/tzU1IScnBz4+vpi5MiRBm8kaTQaVucxR/7b30vMAfNveOPGDYwZM+bmwhYrQK1WIzs7G/b29hg7dmy3s13bb2aWyWTQarXsVLW/vz9ns2JlMhny8vIwcuRI9O20XdhSoSiKnXiMjIy8rfHYeWGKs7Mzq9t76zHN5uZmZGZmWrwZBQAHDx7EkiVLsH37djzyyCM4e/Ys0tLSkJqairKyMpw4cQLjx483d5lE53URizKk2kPTNEpLS1nRkpWVhUmTJrEdtYCAgLu+2TChlsOHD0f//v2NXi8XREv7kfWIiAiLmQq5F83NzcjKyoJAIDDImfr2AfcymQwqlQq+vr5sF4YrGWLXr1/HtZIShA0eDE9b29vmWaGxEbRKZdgHZsy5vxYQmALbyEjYz5vHHtPj8XgICwvrkoC8U1hmbxrfVygUyM7OxrBhw0zyfmZOxGIxXnjhBSQmJiI6OrrDn9E0jby8PIwePZozYnPPnj1Yu3Ytrly5guDgYLz66qtk+wqB0AVomkZ5eTkkEgmSk5Nx5swZREZGQigUQiQSYcCAAXf9PZfJZMjPz0dwcDCCgoKM/p6g1WrZRkddXR2bUyQQCEzW6GifhxoeHm414c7Mch5PT0+EhIT0+L59p83MXIvjqKysRHFxsVWddug8Ad+Va8Ec02QMKhsbmw6TcL1B5zFmFHP81pI5duwYHn/8cfzwww9YvHjxLe+dxcXFGDhwIGem4YnOuzcWa0i1h6ZplJWVsebUH3/8gfHjx7MdtcDAQPbFrNfrIRaL4e/v36VQS2NgDtHCHFezsbFBWFgYZ0wTY8PkJwQFBRlFkNI03WHNcEtLC7y9vVlzyhxvljRNo6SkhN02cq+AR1qjuTXPqlMgOzSaLj++KTbrdcDODo4rV0Ln5ISsrCy2O3o/U2udx/e7suXN3FiTGZWWloa//e1v2LlzJ+Lj481dDoFAMBE0TaO6uhrJycmQSCQ4ceIExowZA5FIBKFQ2CHUl6IoJCcnw9vbGyEhIRAIBCavV6fTdcijdHBwYHWesaYzmONqGo0G4eHhnPmwZmyampqQnZ2NPn36YNiwYUb5t21ra2N1XlNTEzw9Pbu0mdmYMNEbYWFhZvksYw66MgF/LyiKYifh5HJ5h0m4O215MzfWZEadOHECjz76KL755hssW7aMM81FQs+wCkOqPTRNo6qqChKJBGKxGKdPn0Z4eDiEQiFmzZqFtWvXoqSkBGfOnOHEGLMpREtrayuys7Ph4eGBkJCQXnMmvqfU1NSgoKDApGPMTPCpTCZDY2Ojyc+v0zTNdkcjIiIM9pi0UtkhdP2WIPbm5psTUXZ2N3OtupBtZShsx48HPW0aMjMz4eLigtGjRxuk29V5yxuzTZNLYZn19fXIycnB8OHDLT4jZN++fXjqqafwyy+/4JFHHjF3OQQCwUzQNI3a2lqkpKRALBbj2LFjGDFiBLv45rPPPsOJEydw8uRJBAUFmbvcW/IobW1tWZ1nqI23KpUK2dnZcHR0xJgxYzjZPDEGTHbSoEGDTHatOx/5b3/iwdXV1fgbjP86IVJRUYHw8HCrid64nwn4e9F+yxszCWfupnJnGDNq4MCBCA4ONnc5RuXs2bNISEjA559/jueff56YURaE1RlS7aFpGlKpFCkpKfjtt99w6tQpODk54YUXXsCTTz5ptE7K/WIM0aJQKJCbm4t+/fphyJAhnHq+xqSsrAwlJSUYPXo0/P39zVIDc0xTLpejrq4OLi4urGhxd3c3+LWgKAr5+flobm5mAx5NBU3TQGtrx8mqzsZVSwtg6LcjBwfQy5cju7gY7u7uBhnVvxPMJJxcLmc7pIw5ZY5wRWsyo44cOYInnngCP/74IxYtWmTucggEAkegaRoKhQJpaWnYuXMnDh8+DDs7OyxfvhzLli0z6j3hfmg/hSuTycDj8eDv7w+BQHDfy1Kam5uRnZ1ttJwsrlJdXY3CwkKMGjUKAQEBZqmBOfHAHPk31mZmBiZLVy6XIyIiwmw5ZaZGq9X2eAK+KyiVStacamhogLu7O3u0zxRmY2eampqQlZVlFWbU+fPnIRQKsW7dOrz44otW83nVWrBqQ4ohNzcXsbGxmDx5MqZNm4bdu3fjyJEjGDp0KIRCIRISEjBy5EhOvfgNIVqkUikKCgosPuS4Pe2Pq3Gpc9R5Es7e3p4VLYbokOr1enZUv6tn6k0NTVHAXxsDO4ews+ZVW1u3fqY+KgrZrq7w9vbGqFGjTPY73D4skzEbTRmWyZhRI0aMsPgQ0+PHj+PRRx/Fpk2bsGTJEk69TxMIBG5QWlqKmJgYBAUF4dFHH8XevXtx8OBB9O3bF/Hx8UhISEBYWBinzJr2R4dkMhn0ej2rC7q64Y1Z4sB8YLWW90fmuNqYMWPg5+dn7nIAGH8zM0VRKCgoQFNTk1XlwGo0GmRmZsLZ2Rljxowx2e+wRqPpkC/q6OjYIV/U2L9rTU1NyMzMZDPwLJns7GzExsbi3Xffxauvvmo172PWhNUbUrt378bixYuxdu1avP322+DxeOxRnLS0NEgkEhw6dAiBgYFsUKYp3/C6QnvRIpVKO6yl9fX1vaVWmqZx48YNXL161awTQqaGCfOsr6836HE1Q6PX6zvkFDFmI5NT1N3Xnlar7ZAP1ptH9Wmt9qY51cmsam9gMXlWWhsb5I4fD79+/QwSVn+/MGGZjNnIiFB/f3+jhGUyRxSswYw6deoUHnnkEWzcuBF/+9vfiEghEAi3cPLkSSQkJGDp0qX44osvWCOnpaUF+/btg1gsxv79++Hr64u4uDgkJCRg3LhxnNJ5jC5ldB6TayMQCODn53dbc4pZzmNN29VomsaVK1dQVVXFqaZjZ9pvZpbJZGwe5f1uZm4f5B0eHs6JyABToFKpkJWVBTc3t/vakG0oOut2AB10u6EntqzJjMrLy8P8+fPx+uuvs5/TCZaH1RtSr7/+Oh544AEsWLDgjt/T3NyMvXv3sqKFz+ezHbXIyEhOihapVMqupWVucn5+frCxsUFxcTGkUinCwsI4e7M2NMzNWqVS9aowT8ZsZEaEGRHKXM97mUtqtRpZWVlwcnLCmDFjrCIfjFar0VJVhYu5ufAfNQpDhw7lzA2MEaHM9FT76+nr69vjsExrMqP++OMPiEQifPLJJ1i5ciVnrjGBQOAWGzZsgI+PD55//vk7fk9bWxsOHjwIiUSCPXv2wNXVFfHx8RCJRJg4cSKn7p1Mrg1jTqlUqlt0wdWrV1FWVoYxY8ZwIg/VFDATQo2NjQgPD+ds07Ez7fMopVIp1Go1G6Ldlc3MWq0WOTk5AGBVS4mUSiUyMzNNPgF/L2ia7qDb1Wo1u2nbz8+vxycUGhsbkZWVhUGDBmHgwIEGqpqbFBYWIjo6GqtWrcL777/PmWtMMDxWb0h1l9bWVhw4cABisRh79+6Fp6cnK1omTJjASdHCmFMqlQp2dnbg8XhWte5Xo9EgJycHNjY2GDt2bK+9WbcXoTKZjA3RZqZtOt/kmJu1l5cXRo0axSnj1JgwZ+oDAwMxaNAgzt7A2l9PuVzOro1mRGh3TVPGjBo5cqTZ8jJMRWZmJuLj4/HBBx/gpZde4uw1JhAIvQ+VSoUjR45AIpEgNTUV9vb2iIuLg0gkwuTJkzmlIZhNvozOa21thYODA/R6PcLCwuDt7W3uEk2CTqfDxYsX2Q2CvXVCqLubmdVqdYewei59BjEmbW1tyMzMhJ+fH0aMGMFZDdD+esrlcjQ3N8PLy4vVeS4uLt36edZkRhUXFyM6OhrLly/H+vXrOXuNCYaBGFI9QKlU4vDhwxCLxdi9ezecnJzYce9JkyZx6mgUM9aq1+tha2uLtrY21rG/nZlhKSiVyg7jvJZ0s24vWpibHHM99Xo9srKywOfzzXpczdQ0NDQgOzu7V44xt7W1sZNT3Q3LrK2txcWLF63CjMrNzUVMTAzWrl2L119/3Wpe2wQCwfRotVpkZGQgKSkJKSkp0Ov1iI2NhUgkwvTp0zmlnZjj+UqlEg4ODh02gvH5/F5r0twLjUaD7Oxs2NnZYezYsZzS3j3lTpuZ+Xw+eDwesrKy2A3Z1tJ0bGlpQWZmJgICAjg1Ad8VmA2Mcrkc9fX1cHV1ZXXevZYZMWbU4MGDMWDAABNWbXpKS0sxb948PP744/jiiy+s5rVtzRBDykBoNBocO3YMSUlJSE1NBY/HQ2xsLBISEjBlyhSzipbW1lZkZWXBy8uLvWl1NjMsUbQ0NzcjKysLAoHA4k0ZlUrFdmAUCgUAwMvLCyNGjLCaLStMkPeQIUN6/c2aCcuUyWSoq6tjN/P4+/vfEpbJmFGjRo1Cnz59zFi18SkoKEB0dDReeeUV/P3vf7fo32kCgcAtdDodTp06hcTERKSkpKCtrQ3z58+HUCjE7NmzzRoFoFKpOkzK2NnZ3WJmeHp6sjrPUgKv29raWFPGnBlCpoDZzCyTyVBfXw8AcHNzw6hRo4yymZmLNDc3IzMzk/MT8F1Bq9V2yBe1t7dnJ6c6h9wzzVZrMKOuX7+O6OhoxMfH45tvvrHo32nC/yCGlBHQ6XQ4fvw421FTq9WIjY2FUCjEzJkzTWr4KBQK5OTkIDAwEIMHD77tm7clipb6+nrk5uYiKCgIQUFBvfqm1R3q6uqQk5MDPp/PbnRxcnJir6cpNryZA8aUGT58OPr162fucgwKcx2ZrhoAtqNGURTy8/MREhJi8WbUpUuXEB0djeeeew4fffSRRb6OCQRC70Cv1+Ps2bOszlMoFJg7dy5EIhHmzJnT7aM4PaG5uRnZ2dns8aXbfYBTq9WszlMoFHB3dwefz4dAIDBprYakqakJ2dnZ6NOnD4YNG2Y19wRmUoYxLYyxmZmLMM87KCgIwcHB5i7HoDCb05ncKYqi2Fw4Ozs7XLx4EUOGDLH4jeiVlZWYM2cO5s6di02bNhEzyooghpSR0ev1OH36NJKSkpCcnIzm5mZER0ezHTVjCoGamhoUFBRg+PDh6N+/f5f+jiWIFqlUivz8fIwYMcLizIm7wTzv9ht1Om94s7W17SBaLOHNXiaTIS8vD6NGjbL442pMWKZMJkNNTQ00Gg08PDwQGBhokLBMrnLlyhVER0djyZIl2LBhg0W8bgkEgmVAURTOnz/P6ryamho89NBDEIlEmDdvnlHzOplmDHNMvStGhEajYT/41tXVwdXVldV59zoezhXq6urY5z1w4MBeUbMhYCbBBw8ezGYI3WkzM5/PN8omX3PANNetYUKIpmk0NTWxOk+lUsHV1RUDBgyAv7+/xZxi6Ux1dTXmzZuHKVOm4Mcff7SoiBXCvSGGlAmhKAp//PEHK1rkcjnmzJkDkUiEuXPnGuxoFU3TuH79Oq5du4YxY8bAz8/vvn5ObxQt5eXluHLlCkaPHg1/f39zl2MyKisrUVxcjNDQUPD5/Nt+D9OBYUQLTdNGXUtrChjTdfTo0Xd83paIXC5Hbm4uhg4dCr1e3yEskzna11unGztz7do1zJs3D4888gj+8Y9/WIS4JhAIlglFUcjJyYFYLIZEIsH169cxe/ZsCIVCzJ8/H56engbTTpWVlbh06VKPmjFarZY9Hl5bW8tOVAsEAs4eA2Pu++2bb9aATCZDfn7+XSfBmc3MjM7T6XQdNvn2xnwtZmHLsGHDutxctwQUCgWys7MxcOBA2NraQi6Xszli7fNFLQGpVIr58+cjMjIS//rXv3rl5xFCzyCGlJmgKApZWVlISkqCRCJBRUUFZs+eDZFIhOjo6Ps+WkVRFIqLiyGTyRAeHg4PDw+D1Hs70SIQCLoUxGcKaJpGaWkpKioqEBYWBi8vL7PWY0pu3LiBq1evYuzYsfDx8enS32HWDDPTcBqNpsNaWi5tEboTVVVVuHTpUo9M194IMxEWGhoKgUDAfp0Jy2SmGxkD2d/fnxO/o/dDWVkZ5s6di5iYGHz//ffEjCIQCL0GmqZRUFDA6rzi4mLMmDEDQqEQsbGx8PHxua/3ZUbvlJeXd+u+fy/0ej2r8+RyOXsMTCAQGNRI6wk3btxAaWmp1d33q6qqUFRU1K3mGzNpw+iCe21m5iJyuRx5eXlWsbClPYwZ1dmEU6vVHULRnZ2d2cYyV35Hu0ttbS3mz5+PUaNG4bfffuuVpimh5xBDigMwOTCJiYlITk5GSUkJZs6cCaFQiJiYGHh7e3fpTUan0yEvLw9KpRLh4eFGm5BgRItUKmXPrjPmlDneECmKQlFREerr6xEREWExHYN70d6ECw8Ph6en533/nJaWFtacam1t7SBauDgezEzChYWFGUyM9wYYM+peopQxkOVyeYewzN50VLOqqgpz587FzJkzsWXLll5RM4FAINwOmqZx+fJliMViiMViXLx4EVOmTIFIJEJcXBy7Ne1eUBSFwsJCKBQKhIeHG21pSftjYDKZzOzH/WmaxpUrV1BVVdUjvdMbKSsrQ0lJCcaOHQtfX9/7/jl32szM5/PNGsh/J5gYis7NN0uHOZZ5r4kwJpKDMahsbGx63VHN+vp6xMbGIjg4GLt27eoVJinBOBBDimPQNI2ioiL2WF9BQQGmTZsGkUiE2NhY+Pn53Va0qNXqDmtvTTXhwogWqVQKuVxuctGi1+tx8eJFqFQqhIeHc/KmagxomsalS5cgl8sRERFhUFHa1tbGipampibOhdwzE2Hh4eFWNQnXVTOqM52PalIU1eGoJhe7UTU1NYiOjsYDDzyAn376iYxvEwgEi4GmaVy9epU91peZmYmJEydCKBQiPj4effv2va3O02q1yM3NhU6nQ3h4uMmaRRRFQaFQsDqPpmlWE5jig297E87amo5Xr15FeXm5wU04ZjOzTCZDQ0MDmxfr7+/Pic3MzAS8tcVvMGZUdxf0dD6qqdVq4efnB39/f86eemhsbERcXBwEAgEkEgknm98E00EMKQ5D0zRKSkpY0ZKdnY0HH3yQFS19+vQBj8dDZmYmvvvuO7z22msICQkxmytuatGi0WiQk5MDHo+HsLAwTr7hGgNmoq65uRkRERFGNYmY8WBmzTBzDIzP58PNzc2k03A0TePatWsoKytDRESEwY6j9gaYTmFPs7Lah2XK5XJ2hJ8xqLggCGQyGebPn4+wsDD88ssvnDTMCAQCwRDQNI3y8nKIxWIkJyfj7NmziIqKglAohFAoxIABA8Dj8XDlyhV88MEHeOWVVxAeHm6290VmsYZUKoVMJoNer2enMoyRRanT6XDx4kVoNBqTmnDmhqZpNn7D0E3Hzmg0GvaoZl1dHXsMzFybmSsqKnD58uUeT4T1Nu7XjOpM+1MPcrkcLS0t8Pb2Zg1HLjTum5ubIRQK4eHhgbS0NE7URDAvxJDqJdA0jRs3brDm1J9//okJEyZg2LBh2LVrFxYvXsypwF+apqFQKNgOjKFFi1KpRFZWFtzc3BAaGmo1ExR6vR65ubnQaDSIiIgw6Xhr5xwxR0dH1pwy9lFNxpytqqpCRESEUbcWcQ3GjBozZozBO4Wtra2s4djU1AQPDw9WtJijC11XV4eYmBgMGzYMO3futBqTmUAgEGiaRlVVFZKTkyGRSHDy5EmMHTsW4eHhSExMxOzZs7Ft2zbOHGthGhyMOaXRaNgAbT8/vx6bZhqNpsPkv7U0JyiKQkFBARobGxEZGWnSyfTOm5nt7OxMetzfWifgmeD2ESNGGDyoX6lUsjqvoaEBbm5uHabhTG04tra24uGHH4a9vT12795tNROPhLtDDKleCE3TqKysxDvvvIP//Oc/AIDIyEiIRCIIhcIur/41FYYWLc3NzcjKygKfz8eIESM49VyNiVarRU5ODgCYfSJMr9ezooU5u86YU97e3gYVLe07hZGRkVZ185JKpewWQWOPrd8pLNNUXVKFQoG4uDgEBgYiMTGRMx+6AGDDhg1455138PLLL+Prr782dzkEAsHCoWkacrkcH3/8MTZt2gSaphESEoKEhAQIhUIMHz6cU9qHmcpgdJ5SqWQXpfj7+3dbr7S1tSErKwseHh4IDQ3lTLPV2LSPoYiIiDDrRNidNjMzpx4M3Qi+evUqysrKrC4jzJhmVGeYaTgmX9TR0bGD4Wjs95S2tjY8+uij0Ov12LdvHyeOhzIQnWdeiCHVC6FpGp9++ik2bNiA//73vwgLC0NycjLEYjFOnDiBkJAQ1pwaOnSoRYmW+vp65ObmYuDAgQgODubUczMmarUaWVlZcHJywpgxYzg1EcYc1WQ6MMw0HHN2vSe1MplqdXV1iIqK4kSGlalgVlsbYzLqXpg6LLOpqQnx8fHw9fVFSkoKp45lnD9/HgsXLoSHhwdmzJhBhAqBQDAJW7duxZo1a7Bt2zbMnTsXqampEIvFOHLkCAYPHoz4+HgkJCRg1KhRnDNs2i9KaWlpYRel8Pn8ezYbmpqakJ2dDYFAwDnjzZgwTUeaphEeHs6pCWHmqCZjThlyMzOzoKeystLqJuAZM8ocWwTbLy6Qy+UA0CFf1NCfM1QqFR577DG0tLTg4MGDnIrdIDrP/BBDqhfy4osvIjk5GXv37kVYWBj7dZqmUVdXx4qWo0ePYtiwYRAKhRCJRBg5ciTnbuzdES3MtEhPz1f3NpRKJTIzM+Hp6WnWjLCu0D6jSCaTQaVS3XeXlAkyZcbWremMeXV1NYqKijix2rq94WiMsMyWlhaIRCK4uLhg9+7dnDIdW1paEBERgU2bNuHjjz9GWFiY0YUKTdOgKOq2YpCmac69hxMIBMOzbt06bNy4ESkpKZg6dWqHP2tsbMTu3bshFotx8OBB9OvXDyKRCCKRCGPHjuWcRui8KOVu292YpmNQUBDnpv2NiUajQVZWFhwcHDB27FhONR07Y8jNzMz2SalUanUT8LW1tbh48aJZzKjO0DSNxsZG9pqq1eoOhmNPJ9bVajWefPJJyGQyHDp0CN7e3gaqvOcQnccNiCHVC0lOTkZUVBQCAwPv+D1MN4MRLYcOHcLAgQPZjtro0aN7hWgRCATw9/eHXC7HlStXrG7jRktLC7KysuDv79/rjifSNN1hzXB3ghUpikJeXh7a2trMPrZuarhkRnWGpmk0Nzez03Ctra09CstsbW3FI488Ah6Ph3379nFOjD711FPw8fHBxo0bMX36dJMIlfYkJiZCpVJh8ODBmDhxIng8HiiK4tx7N4FAMCyHDh3CgAEDMGLEiLt+X3NzM/bt2wexWIz9+/fDz88P8fHxEIlEGDduHOfeKzpvd2NyCwUCARobG1FQUICRI0ca/egSl2AyUd3d3Xvl8cT73czcfgI+MjISLi4uJqzavHDJjOoMo90Zndfc3MxeU39//25fJ61Wi6VLl+LGjRs4evQo54Lqic7jBsSQshKampqwd+9eiMViHDhwAAKBgDWnIiIiOPfCZ0SLVCpFQ0MDACAwMBADBw7k1ASFMWlsbER2djb69++PwYMH9yoz6nYwwYpSqRSNjY3w8PBgj4G1NyKYDAW1Wm3y4HZzw5hRvWW7jFKpZMe9mdXR7a/p3V6zSqUSCxcuhFqtxv79+zk3pv/7779j/fr1OH/+PJycnIwuVF599VV4e3vjvffeAwAsXboUGRkZUCqVGDhwIKZNm4ZPP/0U9vb2VilWCATC3Wlra8OBAwcgkUiwZ88euLu7Iz4+HkKhEBMnTuTc1I1Go2GNjLq6OgBAQEAAgoODOdecMBatra3IysqCr68vJ08xdBe1Ws1qgvr6eri5ubGaoH2AtjVPwMvlcuTl5WHUqFHo06ePucu5JyqVqkO+qKurK3tN3d3d7/qa1el0WL58OS5duoT09HTODRQQnccdrGNlBQEeHh5YtGgRFi1ahNbWVuzfvx9isRhxcXHw8vJiO2rjx4/nhGhxcnJC//790dzcDKVSiX79+qGhoQGnT5+Gm5sbBALBLUaGJcGsfx08eDAGDhxo7nIMgrOzMwYMGIABAwZAo9Gw3ZfS0lK4uLiwo8ElJSWgKAqRkZGcylAwNlVVVbh06VKvMaOAm9d04MCBGDhwYIewzGvXrrFbGP39/W8Jy1Sr1Vi8eDFaWlpw6NAhzplR5eXlePnll3Ho0CGTCGW5XI6qqiqcO3cOrq6umDJlCsrKypCeng4HBwf861//wu7du7Fy5Up89913cHJystqxbgKBcHtcXFzw8MMP4+GHH4ZKpcLhw4chkUiwaNEiODg4IC4uDiKRCA8++CAn7q0ODg7o168flEolGhsbERgYiObmZpw7dw7Ozs6szjPHJjBT0NTUhKysLPTr1w9DhgyxiOfo6OiIwMBABAYGdtjMfP369Q6a4MaNG2hra0NUVJRVTcDL5XJcvHgRISEhvcKMAm5+Hmt/TZmFRhcuXIC9vT2bO9V5oZFer8eKFStQUFDASTOK6DxuQSakrBylUolDhw5BLBZjz549cHZ2ZkXLpEmTzLZmt/2mkfDwcPbNQqvVslM2dXV1cHFxsTjRIpPJkJeXZzVj6zqdDrW1tWzQvY2NDfr27Ys+ffqYZOsHF+iNZtTdYLYwMl01tVqNX375BfPnz8e8efOwcuVKVFVV4fDhw/Dx8TF3ubeQkpKChISEDua8Xq8Hj8eDjY0N1Gq1wY37iooKfPrpp8jLy0Pfvn3h7e2NTZs2Abg5+fDDDz9g165dCA0NxbfffgtXV1erEisEAuH+0Gq1SE9PR1JSElJTU0FRFGJiYpCQkIBp06aZbQqZmZJRKBSIiIhgG4ztNQGzCYzReabY+GoKmKys4OBgBAUFmbsco8NoAqlUCqlUCuDmNFyfPn0MvpmZqzBmVGhoKAQCgbnL6THMFsb2+aI///wzZsyYgbi4OLz//vs4ffo0MjIyOJn7S3QetyCGFIFFo9HgyJEjEIvFSEtLA4/HY82pqVOnmqyjptFokJOTAx6Ph7CwsDs+riWKlqqqKhQVFWH06NHg8/nmLsdkaLVaZGVlwc7ODv3792cnbQCwHTVfX1+LFC2MGRUWFsZJc6an0DSNa9eu4bPPPsORI0cgk8ng5uaG9evXY9GiRZw04Jqbm3Hjxo0OX1u2bBlGjBiBt956C6GhoQZ7LL1ez4oehUKBDz/8EElJSQgODsbJkyfZ71OpVNi6dSt+//13+Pn5YdeuXVZzfJlAIBgGnU6HkydPIjExEampqWhra0NMTAyEQiFmzZplsqNTer0eubm57NH8O03JtDcyamtrYWdnx+YT9daGFXNky9oW9Oj1euTk5ECn0yE4OJhtWjGbmfl8vlG2u3EBSzOjOkPTNKRSKTZs2IDDhw+jvLwcjo6OeO+99/D0009zLicLIDqPaxBDinBbtFotjh8/jqSkJKSkpECr1SI2NhZCoRAzZsww2oitUqlEdnY2XF1dERoa2uUbkyWIlrKyMpSUlFjMlExX0Wg0yMzMhIuLS4ew/fZrhmUyGbvdjTnaZ67pPUNSWVmJ4uJiizWj2qPT6fDMM8/gwoULWLhwIY4ePYrs7GxMnjwZIpEIjz32GCdFC4MxsgVKSkowZMgQAMAnn3yC8ePHIyIiAp988gkSExPx1FNP4cMPP2TfvzQaDf7xj3+gubkZ69evN1gdBALB+tDr9Thz5gyr8xoaGjBv3jyIRCI89NBDRguZ1mg0yM7Ohq2tLcaOHdvlZidFUexxIblcDh6Px+q83jJlU11djcLCQos1Ju6ETqdDdnY222hm9JshNzNzFebUgzU0mimKwltvvQWxWIynn34ap06dwrlz5zBu3DgIhUI8/vjjnJ4IJDrPfFiVIXX9+nWsW7cOx44dQ01NDfr27Ysnn3wSf//7360qOLm76PV6nDp1ihUtzc3NiI6OhkgkwuzZsw3m3jY3NyM7O7vHG+V6m2ihaRqlpaWoqKhAeHg4PD09zV2SyVCpVOx2mZCQkDteG2a7GyNalEplhzXDvfH3t6KiApcvX7YKM0qv12PlypX4888/kZGRwRpP5eXlSEtLQ2pqKt58803Mnj3bzJXeGUMLlevXr2PQoEH4/PPPIZfLsXnzZpw5cwahoaGor6/HJ598glOnTuGhhx7Chx9+yP5uWFvQJYHQHYjOuz8oisKff/7J6ryamhrMmTMHQqEQ8+bNM1jOn6E2ylEUhYaGBvaoP03THaZsuPgeaa1NR2YC3t7eHmPHjr1jo7knm5m5irWZUe+++y4SExORkZGBoUOHAgCkUil2796N1NRULF68GI8//riZK70zROeZD6sypA4cOIBdu3Zh0aJFGDJkCPLz8/Hss89iyZIl+PLLL81dXq+AoiicO3eOFS1yuRxz586FSCTCnDlz4Obmdl8/V6FQICcnBwMHDkRwcLDBJpooioJCoWBvcFwTLTRNo7i4GDKZDBEREff979cbUSqVyMzMhLe3N0aNGtWta95etDQ3N8PLy4sVLb1hvJUxo8LDw+Ht7W3ucowKRVF46aWXcOLECaSnpyMwMNDcJZmViooK9OvXDzweD//973+xZMkS2Nvb4/Dhw5g4cSI72q1QKLBhwwacPHkSM2fOxAcffGAR3WICwZgQnddzKIpCdnY2xGIxJBIJbty4gdmzZ0MoFGL+/Pnw9PS8L43W3NyMrKwsCAQCDB8+3GA6j6ZpNDY2suaUTqfrME1t7iNgNE3j6tWrKCsrQ3h4OLy8vMxajylhJuCdnZ0xZsyYbmluZouvTCZjNzMzOq83LDSSSqXIz8+3CjOKpml89NFH+Ne//oWMjAyMGDHC3CWZFaLzuo9VGVK344svvsDmzZtx9epVc5fS66AoCpmZmUhKSkJycjIqKirw0EMPQSQSITo6Gh4eHl36OVKpFAUFBRg2bBj69+9vtHo7HwFjRItAIDDLuXWKolBQUMCuve0NRoqhYFYd+/v791iYMitpZTIZFAoF3Nzc2Ik4V1dXzh3XtDYz6vXXX8fBgweRnp7O6VFtU7B+/Xr88MMPSE5ORlhYGM6dO4epU6eCx+Ph//7v//D222/D0dGR7Y41Njbi888/x3/+8x/8/e9/x7PPPmvup0Ag9DqIzrt/aJpGfn4+kpKSIJFIcPnyZcycORNCoRAxMTHw8fHp0j2WCfEOCgpCUFCQ0e7LtzsCxphT/v7+Jj/qzzQdpVIpIiMjrarpyEzAu7m59WgaDrhpbDGnHpiFRozOc3d355zOY8yoMWPGcG67nKGhaRqffvopfvjhB6Snpxs0e6k3QnTe/WH1htS7776LAwcO4MKFC+YupVdDURQuXrzImlOlpaWYNWsWK1rulONUXl6OK1euIDQ01KQdhPaiRSqVQq1Ws+aUKfKJ2m8RvFugpyXS0tKCzMxMBAQEYOjQoQYVEhqNhl0zXFdXBycnJ1a0cCHovry8HCUlJVbRJaUoCmvXrkVKSgoyMjIwePBgc5dkdlpaWjBu3Dg4Ojrip59+QkREBKRSKc6dO4cFCxbglVdewccffwwHB4cOeQK7du3CkiVLzFw9gdA7ITrPMDDmilgshlgsRn5+PqZMmQKRSIS4uDj4+/vf9h5bU1ODgoICk28OpmkaLS0trDnV1tYGHx8fCAQCk+QTMVsEGxoaEBERYbRMLi7Skwn4e8EsNJLJZKitrYW9vT2nMmOtzYzauHEjNm7ciKNHjyIsLMzcJZkdovPuD6s2pEpLSxEREYGvvvoKzzzzjLnLsRhomkZRURHbUSssLMT06dMhFAoRGxsLPz8/0DSN119/HS4uLnj99dfN+uG8vWiRSqVsPpGxRItWq0VOTg4A3HWLoCXS1NSErKwsBAYGYtCgQUYVDnq9voNosbW17SBaTH1c09rMqPfffx87d+5ERkYGhg0bZu6SzI5arWa7YhEREdBqtdi2bRuioqJgb2+P//73v3jyySexevVqrFu3Di4uLli+fDliYmLwyCOPmLt8AqFXQnSecWCyL5ljfVlZWZg4cSJEIhHi4+MREBAAHo+HTz75BFVVVXj//ffN/uGcOeovlUrZfCJG5xm6KajX65GXlwelUml1Tce2tjZkZmbCz8+vR3mwXUGv16O+vr5DZqy/v7/ZNjPX1NSgsLAQo0ePNvvr3djQNI3vv/8en332GQ4ePIhx48aZuySzQ3Te/WMRhtQHH3yADz/88K7fc/78eURFRbH/XVVVhWnTpmHatGnYtm2bsUu0WmiaRklJCWtO5eTkYNKkSWhqakJ5eTmSk5MRGRlp7jI7YEzRotFokJWVBQcHh7uGO1oijY2NyMrKQnBwsMmPbjFZYlKpFHK5HDRNs2P8pjiuWVZWhtLSUqswo2iaxvr167F9+3akp6dj1KhR5i6JUxQXF6OgoAALFizAhAkT8MUXX2DixImwtbVFSkoKHnvsMUyaNAkajQZSqRSFhYUkjJlg9RCdx11omkZZWRnEYjGSk5Nx9uxZ9sNpfn4+du7ciZkzZ5q5yo4w+URSqRRNTU3w9PSEQCAAn8/vcXi2TqdDTk4OKIpCeHi4VTUdjTkBfy+YoHsmwsHUm5kZM2rMmDHw8/Mz6mOZG5qmsXXrVnz44YfYv38/Jk6caO6SOAXRed3HIgyp2tpa1NbW3vV7goKC2JtMVVUVZsyYgQkTJuDnn382e7C1tcBMTj366KO4du0aNBoNHnjgAQiFQgiFQjYAjksYUrQYartMb6S+vh45OTkYMmQIBgwYYNZamABUZoxfo9Gwa4b9/PwMLh4ZMyoiIsLiNyjSNI0vv/wS3333HY4dO4YxY8aYuyRO8dtvv+GZZ57B2rVrcePGDZw6dQo6nQ7bt2/Hgw8+CDs7O2RmZuKbb76Bv78/20EjEKwdovN6BzRN48aNG3j88ceRk5MDnU6H8PBwVucZezL6fmByKKVSKRoaGtjwbD6f3+33X41Gg+zs7HtulLNEmpubkZmZaZIJ+Hth6s3M1dXVKCoqshoz6ueff8batWuxZ88eTJ061dwlcQqi8+4PizCkukNlZSVmzJiByMhI/Pvf/7aqm4W5qa+vR1xcHGxsbJCamorW1lZIJBJIJBKcPn0akZGREIlEEAqFGDhwoEWJltbWVmRmZsLf39/oI8xco66uDrm5uRg+fDj69etn7nI60DljorW1tYNo6elE3I0bN3D16lWrMaO+/fZbfPHFFzh8+DDnJh9NjVKp7LCoQCaTYfLkyVixYgVeffVVADe7yXPmzEF1dTW2b9+OiRMnwtnZGVqtFnZ2dlb1PkEgGAqi88xHa2srFi5ciIqKCuzbtw92dnZISUmBWCxGRkYGRo0aBaFQCJFIhGHDhnHuPU6j0bA6r76+vsOSlHsFkhsyxLu3wUzABwUFITg42Nzl3IIxNzMzZtTYsWPh6+troIq5CU3T+M9//oPXXnsNaWlpmDFjhrlLMitE5xkOqzKkmPHtAQMG4JdffukgUvr06WPGyiyf+vp6TJ48GcOHD8dvv/3W4ReYpmnU1NQgOTkZYrEYJ06cwOjRo1lzasiQIZz7hWU2fshksnuKFiY3qX///hg8eDDnnosxkclkyM/Px8iRIxEQEGDucu5JW1sbm0XQ2NgIT09P+Pv731en1NrMqM2bN2P9+vU4cOAAJkyYYO6SzMpXX30Fe3t7rFq1ir3P1NXVYeLEifj444+xcOFCaLVa2Nvbo7m5GREREfDx8cG7776LefPmWdURDwLBkBCdZz5UKhVmzJgBJycnpKSkdLjv0TSN+vp6pKamQiwW4+jRoxg8eDCEQiESEhIwcuRIzhk4Wq0WtbW1kEqlqKurg7Oz8x03uzGbg319fTFy5Eir0nkKhQI5OTkYPHiw2Sfgu4JKpWJ1HrOZmYnl6O4WxKqqKly6dMlqzKjExES8+OKLEIvFmDt3rrlLMitE5xkWqzKkfv75Zyxbtuy2f2ZF/wxmgXHVFy1adNduJU3TqK2tZUXLsWPHMHz4cHbcm4s3eq1Wy55Zby9aBAIBNBoNLl68aJbcJHPDbNYZPXq0STcoGgq1Ws1e1/r6eri6unYwHe/2Orx+/TquXbtmNWbU9u3b8d5772Hfvn148MEHzV2S2XnnnXeQkJCAcePGsYIEAEJCQjBu3Dj8/PPPAG5mjfB4PCQkJGDPnj144IEHcPz4cSJUCIT7hOg887Jz504kJCTcNdKAOTa/e/duiMViHDp0CP3792fNqTFjxnDOnNLpdKirq4NUKkVtbS0cHBxYPcDj8ZCdnY1+/fpxsoFqTJgJ+GHDhqF///7mLqfb9GQzszWZUQCQnJyM559/Hr///jtiY2PNXY7ZITrPsFiVIUXoXdA0jYaGBqSlpUEsFuPw4cMICgpCfHw8EhISODkS3X4drVwuB0VR8PX1xeDBg+95c7MkmBu1pZynZzqlzMY+R0dHVrR4enp2uK6MGRUZGQkPDw8zVm18aJrGr7/+ijfffBNpaWmYPn26uUviFH/88QfS09PxxBNPYMCAAUhMTMSrr76Kp59+GuvWrWO/b/Xq1Vi+fDmCg4MtPvSeQCAQ2tPc3Iy9e/dCLBbjwIED8PPzY4/1RUVFcU7n6fV61NXVsVPyer0enp6eGDJkCLy9va1G58nlcuTl5fWaCfh7wZiOXdnMzGjcsLAw+Pj4mLFq07Bnzx4sW7YM//73v5GQkGDucjgF0XmGgRhShF5DU1MT9uzZw4qWgIAA1pwKDw/nlGiprq5GQUEBBgwYwGYStL+5WbJoKS8vx5UrVyz2Rt1ejNbW1rJrhgUCAZqamnDjxg1ERERYhRm1c+dOvPLKK0hNTcWsWbPMXRIn0Ov17BToRx99hC+//BJvv/02nn32Wbi5ueHbb7/Fd999h/DwcEyaNAkXL17E/v37cfny5V45SUggEAiGorW1FQcOHIBEIsHevXvh4eGB+Ph4CIVCPPDAA5zKA5PL5bh48SL69esHiqIgk8k66AFvb29O6VJDIpVKkZ+fj9DQUAgEAnOXY3AoikJ9fT3bXKZpGv7+/vD394darbZojduZAwcOYOnSpfjpp5+wcOFCc5fDCYjOMzzEkCL0SlpaWrB//36IxWLs27cPPj4+iIuLg0gkwvjx480qWsrKylBSUtJhjLf9zc2SRQuTmxQeHm4VHQBmzbBMJkNVVRX0ej38/PzQt29f+Pn5cUo8G5qkpCSsXLkSiYmJiI6ONnc5nOLSpUvo168f3N3d8fHHH+OHH37A3/72N7zyyitwcXFBRkYGNmzYAL1eDycnJ2zatAlDhw41d9kEAoHAGZRKJQ4fPgyJRIK0tDQ4OjoiLi4OCQkJ7LYqc1FdXY3CwkKEhISw2WQ0TUOhUHSYnGJ0no+Pj8XoAWY6aPTo0fD39zd3OUan/WbmqqoqaLVaeHl5oX///kbZzMwljh07hscffxxbtmzBE088YbGN9PuB6DzDQgwpQq+nra0Nhw4dglgsxp49e+Di4sJ21CZNmmQy0ULTNK5evYqysrK7GjLtTQxLEi3Mc7eG6aDOXLt2DdevX8eIESPYrX0qlQq+vr7sJhdLEi2pqal45plnsHPnTsTHx5u7HE5B0zTGjRsHNzc3ZGRkAAA+/fRTfPfdd1i2bBlWrlyJvn37Arh5FJSiqB5vcyQQCARLRqPRID09HUlJSUhNTQUAxMTEICEhAVOnToWDg4PJamGmwO8WSdDexJBKpdBqtfDz84NAIOjVzaqKigpcvnzZanKT2lNRUYHi4mKMGDGCDUY39GZmLnHixAk8+uij+Pbbb/H0008TM6odROcZHmJIESwKlUqFo0ePQiKRIDU1Fba2toiNjUVCQgKmTJliNFOApmkUFxdDKpUiMjKyy5s6LEG00DSNkpISVFVVISIiAu7u7uYuyaQwRlxkZCT73Gma7rBmuKWlBd7e3qxouVvgK9fZu3cvnn76afzyyy945JFHzF0OJ2g/vg0Ap0+fxsqVK/HCCy9gxYoVAICNGzfiyy+/xLJly7B06VIMGzbMXOUSCARCr0Wn0+HEiRNITExEamoqVCoVYmJiIBKJ2C1/xoCmaVy7dg03btzo1hQ4TdNobm5mdZ5KpYKfnx/4fH6vmrCxtgn49jBGXHh4OLy9vdmvM5uZZTIZmpqa4OnpyUZztN8m3ts4c+YMHn74YXzxxRd47rnniBkFovOMDTGkOMimTZvwxRdfoLq6GiEhIfj6668xZcoUc5fV69BqtcjIyIBYLEZKSgq0Wi1iY2MhEokwffp0g7nVFEWhsLAQDQ0NiIiIgIuLy339nN4oWhgjTiaTITIyEq6uruYuyaSUlpaivLy8gxl1O5RKJbuxr6GhAe7u7qxo6U3/ZocPH8bixYuxbds2PP744+YuhxPQNA0ej4cbN26ApmkEBQWhra0Nr7/+OqRSKb755ht2+9DmzZvx+uuvY82aNXj//fc5+TtNIBCMD9F5hkGv1+P06dNISkpCSkoKGhsbER0dDZFIhNmzZ9+3HusMTdO4fPkyampqetx4Y6aopVIpWltbO0xSm3LSqzu0n/639M3BnWEm4jqbUZ3pyWZmLvHnn39CJBLh448/xqpVq3pN3caE6DzjQwwpjrFr1y4sWbIEmzZtwoMPPogtW7Zg27ZtKCwsxIABA8xdXq9Fp9Ph1KlTrGhpaWnB/PnzIRKJMGvWrPvuZOj1euTl5UGpVCIiIsJgJhczYSOVStmxYK6JFpqmUVRUhLq6OkRFRfXqbtD9wJhRUVFRXZ6IA8CG3DNrhl1cXFjR4u7uztmbf0ZGBhYuXIhNmzZhyZIlnK3THDQ1NWHMmDGora3F+vXrMXPmTPj5+SEsLAyrV6/Gu+++y37vtm3bMG7cOIwdO9aMFRMIBHNBdJ5xoCgKf/zxB6vzpFIp5s6dC6FQiHnz5nXrPt355xYVFaG+vh6RkZEGM7mA/03YSKVSNDc3s5PUfD6fE0d8aJpGaWkpKisrrXICvry8HCUlJd2eCuvOZmYukZWVhbi4OLz33ntYs2YNZ+s0B0TnGRdiSHGMCRMmICIiAps3b2a/NnLkSIhEImzYsMGMlVkOer0e586dQ1JSEpKTk1FfX4+5c+dCJBJhzpw5XZ5Y0el0yMnJAUVRCA8PN6oL3tbWxppTXBAtzFRYY2MjIiMje/URtO7CZIVVVFR063jm7dDpdB1Ei729fYc1w1wRA6dOncIjjzyCr7/+GsuXL+dMXeaE6ZgBN6/j0qVL8fvvv+Ott95CTk4OFixYAF9fXzz99NNITU3FtGnTzFwxgUDgAkTnGR+KopCVlQWxWAyJRILy8nLMnj0bQqEQ8+fPh4eHR5fuY0zTsa2tDREREUbVOkwukVQqRWNjo9mPfzFTYUwURW+a5jYE92tGdab9Zma5XA4bG5sOG7e5stQoLy8P8+fPxxtvvIG33nqL6DwQnWdKiCHFITQaDVxcXJCYmIiEhAT26y+//DJycnJw/PhxM1ZnmVAUhQsXLrDmVFVVFR566CEIhUJER0ffMZxbo9EgKysLDg4OGDt2rEmznpRKJXtm3RyihaKoDgKNC108U9G+W9hTM6ozFEWhrq6OnZ4CAH9/f/D5fPj6+ppNtJw7dw4JCQnYsGEDXnjhBbOKlA0bNkAikeDSpUtwdnbGpEmT8Nlnn2H48OEmrYMRKUqlEgqFAn379kVzczNmzZqF8ePHY8GCBVi8eDHGjBmDoqIiTJgwAd9++61FrscmEAhdh+g800PTNPLz85GYmAiJRIIrV65g5syZEAqFiI2Nhbe3923vazqdDrm5udDpdAgPDzfpZLparWZ1nkKhMPkx//YT8IaeCusNlJWVobS01OB5WRRFQaFQsDqPWWrk7+9v1tzYwsJCREdH48UXX8T//d//EZ0HovNMDTdsWQIAoLa2Fnq9/pYXs0AgQE1NjZmqsmxsbGwwfvx4fP755yguLsapU6cQEhKCL774AkFBQVi4cCH+/e9/Q6FQgPFuS0tL8cILL8DJyQlhYWEmv4E4Oztj4MCBGDduHKZMmYI+ffqgtrYWp0+fxh9//IFr166htbXVKI+t1+uRm5sLpVKJyMhIqzWjuntMryvY2NjA398fo0aNwrRp0zB27FjY2dnh0qVLyMjIwMWLF1FTUwOdTmfQx70bmZmZePjhh/HRRx+Z3YwCgOPHj2PVqlU4d+4cDh8+DJ1Ohzlz5hjt9X4neDweVCoVHn74Ybz++uvYvXs33N3d8corr6C1tRWDBg1Cfn4+QkNDYWdnh+TkZKjVapPWSCAQuAfReaaHx+Nh9OjR+Oijj5CXl4ecnBxMmjQJW7duxaBBgyAUCvHTTz9BJpOxOq+mpgbPPPMMtFotIiMjTR6T4OjoiMDAQERGRmLq1Kno378/GhoacPbsWZw9exalpaVoaWmBMWYKKIpCQUEBFAoFxo0bZ7VmVEREhMHD221sbODr64sRI0ZgypQpbFO3pKQEGRkZyMnJQVVVFbRarUEf924UFxcjNjYWzz77rNnNKIDoPGuFTEhxiKqqKvTr1w9nzpzBxIkT2a+vX78ev/76Ky5dumTG6qwLmqZRWFiIpKQkSCQSFBUVYfr06YiMjMS2bdswefJk/Otf/4KdnZ25S2XpnE3EBCoKBAK4urr2+Caj1+uRk5MDvV5v9COKXKP9JsGoqCiTjq63D7uXyWRoa2szSZ5Ybm4uYmJisHbtWrz++utmFym3Qy6Xg8/n4/jx45g6darJH3/Hjh04f/48du7ciRdffBEzZszAxo0bMWPGDLz66qvQaDQoKCgAAISHh5u8PgKBwC2IzuMOTJOJmZDPysrCpEmTMHnyZPzyyy8YPHgwxGIxp/IxdTodq/Nqa2vh5OTETk519Rji3aAoCvn5+WhpabG6piPwv02CERERJg1vN9dm5pKSEkRHR2PRokX4/PPPOXN8sD1E51kHxJDiEGSUm5vQNI0rV67g22+/xZYtW6DX6zF16lQkJCQgLi4OAoGAcx/WOwcqMqJFIBDcV3C2TqdDdnY2eDwewsLCOGXEGRtzmlG3gxEtcrmcXTMsEAjg7+9vMOGcn5+P+fPnY82aNXjnnXc49/pmKCkpwdChQ5GXl4fQ0FCTPW77XIH6+nqcPHkSK1euxOzZs1FdXY0zZ85g7969JE+AQCB0gOg8bkLTNG7cuIEtW7Zg48aN0Gg0mDBhAkQiEYRCIQIDAzl3H9Tr9azOk8vlbAalQCC4r+BsvV6PixcvQq1WIyIighPLc0yJucyo28FsZmbyxDw8PNgIB0Np0OvXr2PevHkQCoX45ptvOGlGAUTnWQvEkOIYEyZMQGRkJDZt2sR+bdSoURAKhSTs0oycPHkScXFxWLt2LR599FE2KPP8+fOYOHEihEIhhEIh+vbta3GiRavVIisrC/b29ibPyzI3jBlZU1PDyVBPlUrFdksVCgXc3Nw65Ezcz2uxqKgI8+fPx/PPP48PP/yQc69nBpqmIRQKoVAocPLkSZM+tl6vZ38PysvLERgYiIqKCnz33Xe4evUqxGIxZs6cieTkZKvbSkQgEO4O0XncJDc3F3PnzsXixYvxyiuvIDk5GRKJBKdPn0Z4eDir84KDgzl3X2QyKBmdx+PxWJ3n5eV1T7PBmifggZvmzLVr1xAZGXnH7FhzYYzNzBUVFZg7dy7mzp2LTZs2cdaMIjrPeiCGFMdg1gH/8MMPmDhxIrZu3Yoff/wRBQUFGDhwoLnLs0r27duHhQsX4uuvv8YzzzzDfp2maZSXl0MikUAikeDMmTOIiopiRcvAgQM5J1r0ej3q6+vZsWBbW9sOW90635Q0Gg0yMzPh7OyMMWPGcPamZQy4bkZ1RqvVdhAt9zPKf+XKFcybNw9PPfUUPvnkE05f71WrVmHv3r04deoU+vfvb7LHbS9S4uLiYG9vj507d8LR0REqlQplZWXYsGED5syZg0WLFpmsLgKB0DsgOo97nDlzBjExMXjzzTfx9ttvs/dLmqYhlUqRkpICsViM48ePIyQkhNV5w4YN45zOY4KzGZ1H0zT8/f0hEAjg4+Nzy33dmifggZtm1PXr1xEREcE5M6ozhtjMXF1djblz52Lq1Kn48ccfOd1kJjrPeiCGFAfZtGkTPv/8c1RXVyM0NBQbN240y7lZwk127doFW1tbLFiw4I7fQ9M0qqur2Y7aiRMnMGbMGFa0DBkyhLOiRSqVQi6X3yJamE2Cbm5uCA0N5bQ5YWjarzuOiorqdaGezFScXC6HXC5njUd/f/87rhm+evUqoqOjsWDBAnz11Vecvt6rV69GSkoKTpw4geDgYKM9TntR0pnHHnsMBQUF2L9/PwIDAzuMdxMIBMLdIDqPWxw5cgQlJSVYsWLFHb+HpmnU19ez5tTRo0cxdOhQCIVCJCQkYOTIkZy7B9A0jYaGBtac0ul0Hbb3UhRltRPwAHDt2jXcuHGjV5hRnWnfYJbL5QDA6rw7bWaWSqWIjo7GuHHj8PPPP3P6ehOdZ10QQ4pAMDA0TaO2tpY1p44dO4YRI0ZAKBRCJBJhxIgRnHtDY0SLVCplRQsAeHh4WF3HjDGjZDKZRaw77twtpSgK/v7+qKurQ0REBNzd3XHjxg3MmzcPsbGx+O677zhrRtE0jdWrVyM5ORkZGRkYOnSo0R6rvUj5/fffoVKpIBKJ4O7ujqysLLzzzjvYunWrUYUSgUAgELgHTdNobGxEWloaxGIxDh06hAEDBrA6j4sT5TRNo6mpCTKZDFKpFGq1GjY2NnB2drbKzCjGjIqMjOz1R646G49arRZ+fn5oampCSEgIvL29UVtbi/nz5yMkJAT/+c9/OKvric6zToghRSAYEZqmoVAoWNFy+PBhBAcHsx21kJAQzomWlpYWZGZmwtHRETqdDhqNBn5+fuDz+fDz8+PsTcwQ0DSN4uJiyOVyizCjOsOIaJlMhqVLl+Ly5csIDw9HSUkJ5s+fjx07dnDu9dielStX4rfffkNqaiqGDx/Oft3T09Nom5AeeOAB1NbWorq6GsHBwfjoo4/w8MMP37WrRiAQCATroampCXv37oVYLMaBAwfA5/MRHx+PhIQEREZGcu6+qlQqceHCBfYeplQqO2zvtfQMqatXr6KsrMwizKjOtN/M/PLLL+PUqVMIDw9HZWUlxo4di9TUVE5fX6LzrBNiSBEIJqSxsRF79uyBWCzGwYMHERAQwHbUwsPDzS5aGDMqICCA7Uq0tLSwk1OWLFram1FRUVGcWvVsDCiKwsGDB/HMM8+Ax+OhpaUFM2bMQEJCAoRCIQICAsxd4i3cabJwx44dePrppw3yGBRFsb+HEokE27dvx44dO+Dk5ISnn34aRUVFePvtt7FgwQK4urqSEW4CgUAgsLS2tmL//v2QSCTYu3cvPD09ER8fD5FIhAkTJpj9A65SqURmZia8vb0xatQo8Hg8tLa2sjqvpaUFPj4+bDaRpU1OWbIZdTtOnz6NJUuWQKVSoaWlBQ8++CAefvhhiEQiTmbWEZ1nnRBDikAwEy0tLdi3bx/EYjH2798PHx8fVrSMGzfO5KKlqakJWVlZCAwMxKBBg2775tvS0sKOBFuSaKFpGpcuXUJtba1VmFEAIJPJMH/+fISFheGXX35BWVkZUlJSkJycjLNnz+KZZ57BDz/8YO4yTYpOp2MnAFUqFU6ePIkLFy5g7dq17Pc88cQTyM7OxptvvokFCxZYhaAlEAgEQvdRKpU4fPgwxGIxdu/eDScnJ8TFxSEhIQGTJk0y+cR5W1sbMjMz4efnd8f4iLa2NlbnNTU1wcvLi9V5Tk5OJq3X0JSWlqK8vBxRUVFwc3MzdzlGp6mpCSKRCJ6enkhNTUVdXR2r844fP47Y2FgkJyebu0yTQnQeNyGGFIHAAdra2nDw4EGIxWLs3bsXrq6uiI+Ph1AoxMSJE40uWhobG5GVlYXg4GAEBQV1uWZLEC3WaEbV1dUhJiYGw4YNw86dO2+ZdKupqUFNTQ3CwsLMU6AZaN8Be+KJJ3Dp0iUUFhYiJiYGiYmJHaYXly1bhhMnTuCVV17B888/36vNWAKBQCAYH41Gg6NHj0IsFiM1NRU8Hg+xsbFISEjAlClTjH4f6TwB35WJD5VKxeq8hoYGeHh4gM/nQyAQ9CqtRNM0rl69ioqKCkRGRlqFGdXS0oKHH34YDg4O2LNnzy0RFPX19SgtLcW4cePMVKHpITqPuxBDitBjNmzYAIlEgkuXLsHZ2RmTJk3CZ5991uHsL6HrqFQqHDlyBBKJhD3rzYiWyZMnG/yYnEKhQHZ2NoYMGYIBAwbcd829UbTQNI2ioiLU19cjMjKS07UaCoVCgbi4OAQGBiIxMZHcZNFxfPudd95BcnIy3nzzTfz3v//FpUuX8Pzzz2PVqlUdumQLFizAtGnTsHr1anOVTSAQCCaB6DzDotPpcPz4cSQmJiI1NRVqtRqxsbEQCoWYOXMmHB0dDfp4zc3NyMzMvOsE/L3QaDSszquvr4ebmxur81xdXQ1aryGhaRqlpaWorKy0GjOqra0NCxYsAEVR2Ldvn1U853tBdB63IYYUocfMmzcPjz/+OMaNGwedToe///3vyMvLQ2FhIadvUr0BrVaL9PR0iMVipKSkQK/XIzY2FiKRCNOnT++xmVBXV4fc3FwMHz4c/fr1M0jNtxMtAoEAfD6fU6+H9mZUVFRUr5rqul8aGxshFArh5+eH5ORkg4ve3s6uXbuQnp6Op556ChMnTgQArFq1Cn/++ScSEhKwatUqeHp6mrlKAoFAMC1E5xkPvV6PU6dOISkpCSkpKWhubkZ0dDSEQiFmz57d4+UqzAR8UFCQwbaFabVayOVyyGQy1NXVwdnZmTWn3NzcOJO3Y41mlEqlwmOPPYbW1lYcOHAAHh4e5i6JUxCdx02IIUUwOHK5HHw+H8ePH8fUqVPNXY7FoNPpcOrUKSQmJiIlJQWtra2IiYlhRUt3DRWZTIb8/HyMHDnSaAHWjGiRSqWor6/njGixRjOqubkZCQkJcHV1RVpamlVMg3WH5ORkvPXWW2hsbMShQ4cwduxYADe7aq+88gr++OMPxMbGYtWqVfDx8TFztQQCgWA+iM4zDhRF4dy5c6w5JZfLMWfOHIhEIsydO7fbhopCoUBOTg4GDx583xPw90Kn06G2thYymQy1tbVwcHBgm5AeHh5m1XmMGRUVFWUVxqlarcbixYshl8tx+PBheHl5mbskTkF0HnchhhTB4JSUlGDo0KHIy8tDaGioucuxSPR6Pc6ePYukpCQkJydDoVBg3rx5EAqFmDNnzj1vvDU1NSgoKMDo0aPB5/NNUjMjWqRSKWpra+Ho6GgW0ULTNAoLC9HQ0IDIyEirMKNaW1vxyCOPwMbGhs0os3Y6b01pbGzExo0bsWXLFsyePRubN2/uIP5fffVViMVibN26FXPnzjVHyQQCgcAJiM4zPhRFITMzE2KxGBKJBBUVFZg9ezZEIhGio6PvOcXBTMAPGzYM/fv3N0nNer0edXV1kMlkkMvlsLOzY7NFvby8TKrzSkpKUFVVZTVmlEajwdKlS1FeXo4jR47A19fX3CWZHaLzeg/EkCIYFJqmIRQKoVAocPLkSXOXYxVQFIXz58+z5lR1dTXmzJkDoVCI6OjoW7ZDHD9+HHq9HmPGjIGfn59ZamZEC2NOmUq0WKMZpVQq8eijj0Kj0WD//v1kWwhuvv7ab7Fsbm6Gu7s7VCoV/vGPfyAlJQUTJ07E+vXrO4iVlJQUiEQiM1RMIBAI3IDoPNNDURTy8vKQlJQEiUSC0tJSzJw5E0KhEDExMfD29u6gm86cOQOlUolRo0YZbQK+KzXX19dDKpVCLpeDx+OxOs/b27tDgLQhYcyo6upqREZGWoUZpdPpsHz5chQXF+PYsWPw9/c3d0lmh+i83gUxpAgGZdWqVdi7dy9OnTplso4M4X9QFIWcnBzWnLp+/TpmzZrFipatW7fi888/x8mTJzFy5EhzlwvgZs3tO2rGEi00TaOgoACNjY1WY0apVCosWrQIjY2NOHjwIDkXj47Blhs2bEB2djaKiorw2GOPYdmyZRAIBPjss8+wZ88eREVF4eOPPyb/bgQCgfAXROeZFyZygNF5BQUFmDZtGkQiEWJjY7F79268/vrrSEtLw+TJk81dLoCb992GhgZIpVLIZDLQNA1/f3/w+Xz4+voaVOdduXIFNTU1VmVGPf/888jNzcWxY8fQp08fc5dkdojO630QQ4pgMFavXo2UlBScOHHCYMGJhPuHMWCYjlphYSEA4IUXXsCbb74JHx8fzgRPMhhLtLQ3o6KioqwizFuj0eDJJ59EdXU1jhw5Am9vb3OXxCleeeUVpKSk4MUXX0Tfvn3x5JNP4m9/+xt++OEHUBSFr776CmlpaRgwYAC2b99uFcKWQCAQ7gbRedyCmQZizKnMzEwAN1faf/DBB+jTpw/ndB5N02hsbGR1nlarZXWen59fh6mW7v7cy5cvQyqVIioqqsdh8L0BvV6PF198EWfPnkVGRgb69u1r7pI4BdF5vQc7cxdA6P3QNI3Vq1cjOTkZGRkZRKRwBB6Ph9DQUISEhMDW1hZfffUVFi1ahDNnzmDQoEGYMmUKRCIR4uLiwOfzOSFabGxs4OPjAx8fH4wYMYIVLZcuXYJOp4Ofn1+3RQtjRjU1NVmNGaXVarFs2TKUl5fj6NGjxIzqxNmzZ7Fv3z5IJBJERETg2LFjsLe3R2xsLGxtbWFra4s33ngDra2tsLW1JSKFQCBYNUTncRMej4ehQ4di7dq18PHxQWFhIZ544gkUFBRg+PDheOCBBxAfHw+hUIj+/ftzQufxeDx4eXnBy8sLw4YNQ1NTE2QyGUpKSpCfn8/qPH9/f9jZde1jKmNGyWQyqzGjKIrCmjVrcOrUKaSnpxMzqhNE5/UuyIQUocesXLkSv/32G1JTUzF8+HD2656enmSTl5mhaRp///vf8dNPP+Hw4cMYPXo0aJrG1atX2aDMCxcuYNKkSRAKhYiPj0ffvn05IVraQ9M0K1pkMhlUKlWXRAtFUSgoKEBzczMiIyOtwozS6XR45plnUFBQgPT0dJOF1nOZ9uPbAJCRkYF33nkHZ86cwa+//oqVK1fihx9+wOLFiyGTyfDnn38iNjbWjBUTCAQCdyA6j9t8/fXXeP/997F3715MnjwZNE2jsrISEokEYrEYp0+fRkREBEQiEYRCIYKCgjip81pbW9nJqdbWVvj6+rI6z8HB4Y5/jzGjIiMjrcaMevPNN7F3715iEP8F0Xm9G2JIEXrMnW5qO3bswNNPP23aYggd2LNnD1asWIGjR492EJEMNE2jrKwMEokEEokEZ8+exbhx4xAfHw+RSIQBAwZwUrS0tLSw5lR70cLn82Fvbw/AOs0ovV6PF154AefPn0dGRobZwky5ALNdRa1Ws9f+8uXLGDp0KDIyMvD000/jtddew3vvvYdvvvmGfa86dOgQvvrqK3zzzTcYMWKEGZ8BgUAgcAOi87jLhQsXMHfuXBw4cADjxo275c9pmkZNTQ1SUlIgFotx/PhxhIaGsubU0KFDOafzgJvbgRmd19zcDG9vb1bnMfd0mqZRXFwMuVyOqKgoqzBHKYrC3//+d4jFYqSnp2Po0KHmLslsEJ1nORBDikCwYGiaRl1dXZe26dE0jaqqKiQnJ0MikeDkyZMYM2YMK1oGDx7MadEilUrR0tICb29v+Pv7o66uDiqVCpGRkXfsrFkSFEVh9erVOHnyJNLT0xEYGGjuksxOZmYmNm3ahO3bt+P9999HYmIiTp8+DTs7Oyxbtgypqal466238PHHHwMAWlpaIBQK0a9fP/zyyy9mrp5AIBAIhHsjl8u7tFmN0YSpqalISkrCsWPHMGzYMAiFQohEIowcOZKTOk+pVLLmVGNjIzw9PcHn89Hc3AyFQmE1ZhRN0/jwww/x66+/Ij09nZgpIDrPUiCGFIFAuAWapiGTyZCSkgKJRMLe+BhzasSIEZwVLVKpFNevX4dWq4Wnpyf69OkDPp9v0Vv1KIrCa6+9hkOHDiE9PR1BQUHmLokTfPPNN/jtt98AAIWFhTh58iTCwsIAAKmpqfj666+hUCjw3HPPQalUYvfu3WhtbcX58+fNWDWBQCAQCMaFpmk0NDQgLS0NEokEhw4dwsCBAxEfH4+EhASMHj3aYNvvDIlarWZ1nlqthpubGwICAsDn8y36uB5N0/j000+xZcsWHDt2DKGhoeYuiRMQnWcZEEOKQCDcFZqmoVAokJqaCrFYjCNHjmDQoEEQCoVISEjAqFGjOCNaKIpCXl4e2traEBoaym7sa2hogLu7OwQCgcWJFoqisHbtWqSmpiI9PR2DBw82d0lmp32WwPLly/Hzzz9jzpw5+P333+Hl5cV+35EjR5CWloakpCSMHj0agwYNwubNm81UNYFAIBAI5qGpqQl79uyBRCLB/v370adPH9acioiI4IzOo2kaly5dQl1dHcaMGYPm5mZIpVLU19fD1dWV1Xlubm7mLtVg0DSNf/zjH/j6669x9OhR1nCxZojOsyyIIUUgELpFY2Mjdu/eDbFYjIMHD6Jfv37s5FRYWJjZREt7M6rzMT2NRgO5XG5xooWiKLz//vvYuXMnMjIyMGzYMHOXZHaYTAEAOHPmDHbv3g0HBwecOHECAQEB+OSTT26ZIGtuboa7u7sZqiUQCAQCgVu0tLRg//79kEgk2Lt3L7y9vdls0fHjx3d5y7GhoWkaRUVFqK+vR2RkZIdjelqtFrW1tZBKpairq4OzszObOeXu7s7Jqf6uQNM0vvvuO3z++ec4ePDgbXPCrA2i8ywPYkgRCIT7prm5Gfv27YNYLMb+/fvh5+fHipZx48aZzJxizCilUomIiIi7ZkZZimihaRrr16/H9u3bkZ6ejlGjRpm7JE6xY8cOfPrpp3jxxRexevVq/PDDD/jtt99YscJMkh0/fhxRUVFk5S+BQCAQCJ1QKpU4dOgQxGIx9uzZA2dnZ8TFxUEkEmHSpEl33HJsaNqbUVFRUXeNYdDpdKirq4NUKkVtbS0cHBxYnefp6dmrdN6WLVvw0UcfYf/+/Zg4caK5S+IUROdZDsSQIhAIBqGtrQ0HDhyAWCzG3r174e7uzoqWiRMnGq2jRlEULl68yAaYM1v2ukJvFS00TeOLL77A999/j2PHjmHMmDHmLolT/P7771i+fDm2b9+OSZMmYeDAgQCAf//73/j555/h5uaGV155BZs2bUJRURFycnLM1vElEAgEAqE3oFarcfToUYjFYqSmpsLGxobVeVOnTu2W/uoONE2jsLCQDTDvTiaoXq9HfX09pFIp5HI5bG1tWZ3n7e3NaZ23Y8cOvPPOO9i7dy+mTJli7pI4BdF5lgUxpAiEv9iwYQPeeecdvPzyy/j666/NXU6vRqVS4fDhw5BIJEhNTYWDgwPi4uKQkJCABx980GCipSdmVGf0ej3q6uogk8k4LVpomsY333yDL7/8EocPH0ZkZKS5S+IUTU1NWLBgAR566CG88cYbaG5uRmVlJSQSCSIjI5GTk4OTJ08iJycHAQEBOHz4cIe8AQKBQCBYJkTnGQ6tVovjx48jKSkJKSkp0Gq1iI2NhVAoxIwZM+Do6GiQx2HMqIaGBkRGRvZoQQ1FUVAoFJBKpZDJZADA6jwfHx9O5WT9+9//xuuvv460tDTMmDHD3CVxCqLzLA/TzFkSCBzn/Pnz2Lp1K5k0MRBOTk6Ii4tDXFwcNBoN0tPTIRaL8fTTT4OiKMTGxkIkEmH69Ol3PV53NyiKQm5uLjQaTY/NKAAdDCiKolBfXw+ZTIaLFy8C4IZooWkamzZtwhdffIGDBw9yxoxiaqqurkZISAi+/vprs3XzKIrCjRs3wOPxIJVKsW7dOmRlZaGsrAw2NjZYu3YtfvzxR8jlcgwZMsSiAu4JBAKBcHuIzjMs9vb2mD17NmbPno1//vOfOHnyJMRiMV566SW0tLQgOjoaIpEIs2fP7pD11B0MaUYBgI2NDXx9feHr64uRI0dCoVBAJpOhsLAQer0e/v7+4PP58PX1NWtO1n//+1+89tprkEgknDGjiM4jGBMyIUWwelpaWhAREYFNmzbh448/RlhYGOmcGQmdToeTJ08iMTERKSkpUCqViImJQXx8PGbPnt1lsdHejIqIiDDamDjwvy2DMpkMMpnMbKKFpmls27YN//d//4d9+/bhwQcfNMnj3otdu3ZhyZIl2LRpEx588EFs2bIF27ZtQ2FhIQYMGGCWmjZs2IAPPvgATk5OiI6ORlxcHBYvXoylS5eitbUVYrHYLHURCAQCwfQQnWc69Ho9zp07B7FYjOTkZNTW1mLu3LkQiUSYO3dul3N8aJpGQUEBGhsbERUVZbCJqzs9VmNjI6vzNBoN/Pz8IBAI4Ovra7KcLACQSCRYsWIFdu3ahZiYGJM97t0gOo9gbIghRbgner0ePB7vlqmQ9is3ezNPPfUUfHx8sHHjRkyfPp0IFROh1+tx5swZJCUlITk5GY2NjZg3bx6EQiHmzJlzx46GXq/HxYsXTWJGdaa9aJFKpdBqtSYRLTRN45dffsFbb72F3bt3Y9q0aUZ5nPthwoQJiIiI6LBGd+TIkRCJRNiwYYNZaqJpGufOnUNDQwOio6PZ96qlS5fCzc0N3333HckSIBAIhL8gOo9gDCiKwoULF1hzqrKyErNnz4ZIJEJ0dDQ8PDxu+/cYM6qpqQmRkZFGNaNu99jNzc2sOaVUKuHr6wuBQAA/Pz+jas7du3dj+fLl+M9//gORSGS0x+kuROcRjA0xpAjdQq/XW9Qv+O+//47169fj/PnzcHJyIkLFTFAUhT///JM1p6RSKR566CGIRCLMmzePXdXa2tqKN998E48//jgeeOABk5pRnWkvWqRSKVQqlVFEC03T+O233/Dqq68iJSUFs2bNMsjPNQQajQYuLi5ITExEQkIC+/WXX34ZOTk5OH78uBmr+x/FxcXYsmULfv31V2RmZpqto0cgEAhch+g8gjFgMj+TkpIgkUhw9epVzJo1C0KhEDExMfDy8gKPx4NGo8Gbb76J+fPnY9q0aSY1o25HS0sLq/NaW1vh4+MDgUAAf3//+46cuB379+/HU089hR07duDRRx812M/tKUTnEUwByZAi3JH8/Hzs27cPDQ0NeOyxxzB27FjY2tpCLpfj+eefx+zZs7Fy5Upzl3nflJeX4+WXX8ahQ4d6fC6d0DNsbGzwwAMP4IEHHsDnn3+O7OxsJCUl4ZNPPsGKFSswe/ZszJ07Fzt27IBarca6devMakYBAI/Hg4eHBzw8PDBkyBBWtFy/fh0FBQUGEy1JSUlYs2YNkpKSOGVGAUBtbS30ej0EAkGHrwsEAtTU1Jipqo78+eef+Oqrr1BQUIDTp08TkUIgEAh/QXQewVTY2NggLCwMYWFhWLduHQoLC5GUlIRNmzbhxRdfxPTp0zF//nykpqbi2rVreO2118xuRgGAm5sb3NzcMGjQILS1tUEmk6GiogJFRUXw8vJidV5PXl9Hjx7FU089ha1bt2LBggUGrL7nEJ1HMAXEkCLcFoVCgWnTpmHixInQarXYsmULwsLCsGbNGpSXl6O6uho+Pj4Aem83LTMzEzKZrEMwtF6vx4kTJ/D9999DrVb3yufV27GxsUFkZCQiIyPxySefID8/Hzt37sTbb7+NtrY2zJgxA3v27EFMTAx8fHw4s/3ubqLF29ubDUXvjsBKTU3FqlWrsHPnTsybN8+I1feMzteApmnOXJfQ0FCsXLkSQ4cORd++fc1dDoFAIHACovOIzjMXPB4PISEhCAkJwf/93//hypUr2LVrFz766CMoFApMnDgR+/fvR3x8PAQCAWf0hIuLC4KCghAUFASVSgWZTIaamhoUFxfDw8MDAoEAfD6/WyHuJ06cwBNPPIHvv/8eixYt4sxz7QzReQRjQgwpwm05deoUNBoN9uzZAwCorKzExo0boVAo8MEHH0AulyMpKQlBQUF44IEHOvzdO2URcI1Zs2YhLy+vw9eWLVuGESNG4K233iIihQPweDwMHjwY58+fR1hYGL755hscOHAAW7duxerVqzF16lQIhULExcWBz+dz5uZ4N9Hi6enJmlN3Ey179+7FM888g19//RVxcXEmrL7r+Pn5wdbW9pYumUwmu6WbZi5cXFw4lblFIBAIXIDoPKLzuACPx0NwcDDy8vLQv39/HDp0CBkZGfjvf/+L119/HQ888ACEQiGEQiH69evHGZ3n5OSEAQMGYMCAAVCr1ZDL5ZBKpbhy5Qrc3NxYc+puIe6nT5/GwoUL8dVXX+Gpp57izHNrD9F5BFNAMqQIt+XcuXPs9rM1a9Zg9OjRUKvVoGkaCxYsgFarha+vL/bv3w+xWIyZM2dy8o20u5BsAW7R1taGuLg4aLVa7N27l82SomkapaWlEIvFkEgkyMzMxKRJkyAUChEfH4++ffty8vWoVqvZoEyFQsGKFj8/P/a5AcChQ4fw5JNPYvv27XjsscfMWPG9mTBhAiIjI7Fp0yb2a6NGjYJQKDRb2CWBQCAQ7g7ReV+buxQCAK1WiyeeeAKXL1/GkSNH4O/vD+CmzquoqIBEIoFEIsHp06cRGRkJkUgEoVCIgQMHcvL1qNVqWXOqrq4Orq6u4PP5rM5jTNw///wTQqEQ69evx6pVqzj5XBiIziMYG263Nghm44EHHsC+ffugVqvxySefIC8vD05OTjh48CDq6+vxxBNPYOfOnZDJZJg1axaampogkUjw+OOPY8mSJUhPT7/lZ9I0DYqizPBsCL2VgoICODo6Yt++fR0MGx6PhyFDhuCtt97CuXPnUFpaCpFIhOTkZIwcORKzZ8/Gt99+i7KyMnDJc3d0dERgYCAiIyMxdepUBAYGoqGhAR9++CFCQ0Px+uuv44cffsDixYuxefNmLFy40Nwl35NXX30V27Ztw08//YSioiKsWbMGZWVlWLFihblLIxAIBMIdIDqPwAWuX7+Ouro6HD16lDWjgJs6LzAwEC+//DIyMjJQXl6Op556CkeOHMHYsWMxZcoUfPnll7hy5QqndJ69vT369u2L8PBwTJ8+HUFBQWhpacH333+PESNGYPXq1di+fTtEIhHef/99zptRANF5BONDJqQIHaBpGteuXYOPjw+8vLyQm5uLzz//HIcOHUJJSQm++uorpKenY+vWrRg5ciQAoKamBq+99hry8vIQGxsLuVyOw4cP47nnnsM777xz28fR6/UAQMalCfekO+fUaZpGVVUV21E7deoUxo4dy3bUBg0axMkbf11dHZKSkvDLL78gJycHAoEAy5YtwyOPPILIyEhO1tyeTZs24fPPP0d1dTVCQ0OxceNGTJ061dxlEQgEAqETROcRuEZ3dV5tbS1SU1ORlJSE9PR0DB8+nD3WN3LkSE5qJsbQ/fe//42zZ8/Cy8sLTz/9NBYsWICJEydy/vgr0XkEY0IMKUIHNBoNvvzyS+h0Orz99ttwcHDAmTNn8OSTT2Ljxo345Zdf4OLigl9//ZX9Oxs2bMB3332HtLQ0REVFAbi5vnT16tXYuXMnxo0bh+PHj+OPP/7AggULMGjQoFsel0vheATLgKZpSKVSpKSkQCKRICMjAyNHjmTNqeHDh3PqNXf27FkkJCTgww8/RGBgICQSCfbs2QMfHx88/PDDeOONNxAQEGDuMgkEAoHQiyE6j2Ap0DQNhUKBtLQ0SCQSHDp0CMHBwYiPj0dCQgJCQ0M5ZfQUFhYiOjoaL7zwAsaPHw+JRILU1FQ4OjoiISEBr7322m1/dwgES4eEmhM6YGtri4CAAGzYsAFbtmzB1KlTcfHiRYSHh0OhUEChUGD69Ons91dWVuLUqVPQ6XSYOXMmBg0ahEWLFmHFihVobGxES0sLAODMmTP45ptvUFRUhLq6OrS0tGD9+vWYOHEigP9tb6AoilM3D0LvhcfjoU+fPlixYgWef/551NfXIzU1FWKxGJ9++imGDBkCoVAIkUiEUaNGmfV1d+HCBTzyyCNYt24dXnrpJfB4PCxYsAAqlQpHjhyBWCyGnR15uyYQCARCzyA6j2Ap8Hg8+Pj44Omnn8bTTz+NxsZG7NmzBxKJBLNmzUJAQABrToWHh5v1dVdcXIzY2Fg899xz+PDDD8Hj8RAbGwutVovjx49DLBZDq9WarT4CwZyQOwKhA7a2tli2bBkuX76Mn3/+GX369MHLL7+MzZs3Y9y4cbhx4waCgoLY729qakJFRQXee+89lJeXY+nSpUhNTYW/vz/q6+tB0zRUKhWys7Oh1WoRHByMN954A56ennj77behVqtx4cIFpKSkQKPREJFCMAo8Hg++vr5Yvnw59uzZA6lUirfffhuFhYWYPn06IiIi8P777yM7O9vk+Rc5OTkQCoX4+9//zppRDE5OToiNjcWOHTs6ZCsQCAQCgXA/EJ1HsFQ8PT2xePFiiMViSKVSbNiwAVVVVYiJiUFoaCjeeustnD17lj1OaipKSkoQGxuLJUuWYN26dR10nr29PWbPno3Nmzdj+PDhJq2LQOAK5Mge4Rb0ev1tz/wrlUosWbIEJ0+exMyZM/HNN9+Az+ejX79+eO+99zqE212/fh1FRUWYPHkyiouL8cILL2D27NnsNoZTp05h6tSpePzxx+Hh4YFz585BKpXit99+w4wZM+5Ym1qtxsqVKxEWFobVq1cb/skTrI7m5mbs3bsXYrEY+/fvh7+/P9tRi4qKMqp4zs/PR3R0NF599VW888475DgDgUAgEIwO0XkEa6KtrQ2HDh2CWCzGnj174OLigvj4eAiFQkyaNMmoE+jXr1/HvHnzIBKJ8PXXXxNDlkC4DeS3gnALjEihKKrDtIizszOSkpKQlJSEoKAgKJVKAMDy5cuxY8cOFBYWArh5pjsoKAjR0dFwd3dHRkYG7O3tERsby/6ssrIyeHt7IyQkBF988QUuXLiACRMm4LvvvrtrbTU1Ndi5cyccHR3Zx7JWKisr8eSTT8LX1xcuLi4ICwtDZmamucvqdbi7u+Pxxx9HYmIipFIpvvzyS8jlcjYc84033sDp06cN3lErKipCbGwsXnzxRWJGEQgEAsFkEJ3XOyA6zzC4uLhAJBLh119/RXV1NbZu3Qq1Wo0nn3wSQ4cOxerVq3Hs2DGDH5krLy/H/PnzMX/+fGJGEQh3gYSSEO5I5zdO5tz/lClTMGXKFPbrL774IvLz8zF58mRMnjwZY8aMgYODA9auXQudTofs7GwIBAKMHz+e/TuHDh3Cgw8+iMWLF8Pd3R0A4O3tjcrKSgD/Wx3M4/E61PHHH3+Aoig8+eSTHb7P2ra4KBQKPPjgg5gxYwb2798PPp+P0tJSeHl5mbu0Xo2rqyseeeQRPPLII1AqlTh8+DAkEgkee+wxODo6Ii4uDgkJCXjwwQd71FG7fPkyYmNjsXz5cnzwwQfEjCIQCASCySE6j7sQnWccnJycEBMTg5iYGGi1WmRkZCApKQnPPPMMtFotYmNjIRKJMH36dNYUvR+qq6sRExODWbNm4Z///CcxowiEu0B+Owhdhnkz7ZyxIxAIkJycjIyMDIwaNQqlpaUYMmQI7O3tkZmZiYqKCowfPx729vYAbna/ioqKEBoa2iGnICcnB6GhodBqteDxeLC1tYWNjQ3bHVOr1UhLS8PkyZNBURSqq6thY2NjdSIFAD777DMEBgZix44dGD9+PIKCgjBr1iwMHjzY3KVZDM7OzoiPj8fPP/+Mmpoa7NixAzRNY+nSpRg8eDBWrVqFw4cPQ6PRdOvnXr16FbGxsVi0aBE++eQTYkYRCAQCgRMQnccdiM4zPvb29njooYewZcsWVFRUQCwWw93dHatXr0ZwcDCeeeYZ7Nmzh50U7CpSqRQxMTGYOHEitm7dapWvXwKhOxBDitBtbtdRA4AxY8bg008/xc6dO/HYY48BAEpLS6FQKDBu3Dj2+48fPw4AiIyMZL+Wl5cHuVyOCRMmwMbGBgkJCXj22Wdx5swZ9gN7VVUVsrKyUF5ejnfeeQfDhg3D1KlTcenSpdvWqdfrLXbUm1m9/Oijj4LP5yM8PBw//vijucuyWBwcHDBv3jz8+OOPqK6uxq5du+Dk5IQVK1YgODgYzz//PPbt2weVSnXXn3Pjxg3ExMRAJBLhyy+/JB0zAoFAIHAOovPMD9F5psXOzg7Tp0/H999/jxs3bmDPnj0QCAR48803ERwcjKeeegrJyclobW2968+Ry+WIi4tDWFgYduzYQcwoAqELkE9DhB7DCBeaptmcHeYN+KmnnsKxY8c6BFju2rULrq6uCAsLY78mFovRt29fjBgxAra2tnj22WfR0tKC+Ph4PP744wCA7OxsFBcX44knnsBrr72GoqIiNDU14ffffwdN07eIEltb2w7TJ8yfX7lyBdu2bevVIubq1avYvHkzhg4dioMHD2LFihV46aWX8Msvv5i7NIvHzs4OM2fOxObNm1FRUYHU1FR4e3tjzZo1CA4OxrJly5Camoq2trYOf6+yshIxMTGYO3cuvv32W2JGEQgEAqFXQHSe6SE6z3zY2tpi8uTJ2LhxI65evYrDhw8jODgYH3zwAYKCgvDEE09g165daGpq6vD36uvrERcXh2HDhuHXX381alg6gWBJkC17BKNC0/QtYiExMRFyuRyrVq1ivz5+/Hg88MAD+Pjjj+Hh4cF+vbGxEc3Nzejfvz+eeOIJXLt2DWfPngVwszP2xhtvYP/+/SgqKgJwc2PaoUOHsGfPHvTp0wfLly/H0KFDO9S0Z88ebN68GT/99BMEAoExn77RcHBwQFRUFM6cOcN+7aWXXsL58+fZfx+CaaEoCn/88QeSkpKQnJwMmUyGOXPmQCQSISwsDAsWLMCkSZOwfft20jEjEAgEgkVAdJ5xIDqPe1AUhdzcXCQlJUEikeDatWuYPXs24uPjMXnyZCxZsgR9+/aFWCyGg4ODucslEHoNpEVPMCqd83F4PB4WLlzYQaSUlZXh2rVrCAkJ6SBSAMDT0xP9+/dHZWUl0tPT8dRTTwG4KXhsbW1RVVWFgQMHAgAuXryINWvWYM2aNRgwYADOnz+P6OjoW7pJsbGx2Lt3b68VKQAQEBCAUaNGdfjayJEjUVZWZqaKCDY2Npg4cSK++uorlJSUICMjA8OGDcO6desQFhaGAQMGYNu2bcSMIhAIBILFQHSecSA6j3vY2NggPDwc69evR2FhIS5cuICoqCj885//RGhoKCiKQmJiIjGjCIRuQmYJCSaH2eIC3BQcAwYMwNWrV9l1q527bcDNMe7a2lo88sgjAG4KntraWhw9ehQfffQRAOD7779HdnY29u7di9GjRwO4GQq5adMmPPTQQwgICEBJSQm2b9+Od999F66urh0eQ6fTwcbGplccpXrwwQdRXFzc4WuXL19mRRvBvNjY2CAqKgpRUVH45JNPIJFIMGvWLDK+TSAQCASLh+i8nkN0Hrfh8XgIDQ1FaGgo3n//fezbtw+jR4+Gk5OTuUsjEHod3H9HJlgc7YUAj8cDRVFwd3eHj48P+7X26HQ6/PLLLwgLC4O/vz+bCXD27Fk0Njay4mXXrl24fv06pk2bhvnz50MsFmPevHnQ6/XIy8sDAHz99dfYvn07FAoF+/OZIGo7Ozu2Np1Ox/55eXk5tm7d2u1tasZkzZo1OHfuHD755BOUlJTgt99+w9atWzt0JAncwMbGBgsWLIC3t7e5SyEQCAQCwegQnddziM7rPfB4PMTExGDAgAHmLoVA6JUQQ4pgdu7VqdLpdHB2dsbSpUs7fD05ORmTJk0Cn8/H6dOn4eTkhP/85z84cOAARowYgbVr12LSpEnIzMxESEgIgJu5An/729/g5+cHAEhKSsJTTz2FAQMGYNmyZaiqqgKADpMsu3fvxooVK24RUOZk3LhxSE5Oxs6dOxEaGop169bh66+/xuLFi81dGoFAIBAIBAIL0Xndh+g8AoFgLZBQc0KvRKFQwNfXF1988QW7iSUhIQHvvvsunnzySQA3wzAzMzORn5+P5cuXo7i4GCNHjsSRI0cwc+ZM7N+/H3FxcXj00Ucxd+5cHD16FJGRkUhLS8Pzzz+Pxx57DCqVCo899hhsbW0hkUigVqthZ2d32xyg9iPqBAKBQCAQCIT7g+g8AoFAsA6IIUXgPMyq384iYO/evZg4cSJ8fHyg1+uxYMEC2NraYtOmTeDz+bdkFLzzzjtITEzE+fPn0dTUhBdffBE8Hg+pqakAbo5sP/TQQ7h8+TIrZkpKShAWFoZ///vfEIlEt62PCBQCgUAgEAiE+4PoPAKBQLBeyLsrgfPweLzbCoGYmBg2j8DW1haffvopKioqEBERgeeeew7//Oc/8eWXX7LZAbt27UJMTAy8vLyQmZkJuVzOdtlomkZgYCDGjx+PUaNGISoqCgBw/vx5tLW1QS6XY/LkyRAKhewKXoqiAABpaWlYtGjRLeGTBAKBQCAQCIS7Q3QegUAgWC/EkCJYDMOHD8e5c+ewefNmqNVqnD59GgEBAXBycsLVq1dx48YNxMTEAADq6+shk8kwe/ZsADdFh16vR25uLqZNmwYPDw+o1WqkpaXB1dUV169fx6effgo7Ozu89tpraGxsBHBz40l2djYyMzMxfPhw9mcRCAQCgUAgEAwH0XkEAoFgeZAd5ASLgRmpjouLQ1xcHACwG1OSkpLg7u6OIUOGAAB8fX1RWVkJBwcHADc7b3/++Sfy8/OxceNGAEBVVRUOHDiAf/zjH3j22WcBAPb29hAKhUhLS8OSJUvw/fff4/vvv0e/fv2wa9cuCIVCsvKVQCAQCAQCwcAQnUcgEAiWB5mQIlgMzLg30wUDAAcHB9A0jTfffBM5OTkIDAwEAIwaNQojR47EunXr0NbWhn379uHVV1/FwIEDERkZCeDmuuG2tjYsWrSIfYx+/fpBoVAgKCgIADBnzhwMHjwYEyZMwJo1axAXF4eysjITPmsCgUAgEAgEy4foPAKBQLA8iCFFsDhsbGw6bEdhAi8HDhzIrvkdNmwY1qxZgx07dmDkyJHYt28fzpw5gwULFsDT0xNarRYSiQRTp06Fm5sbmOz/EydOwN7eHlFRUaAoCllZWXBycsKuXbtQVVWFnTt3IiAgwPRPupeh0+nw7rvvIjg4GM7Ozhg0aBA++ugjMgZvBK5fv46//e1v7L/14MGD8f7777NdZQKBQCAQehNE53EfovNMB9F5hN4OObJHsBqYbSy1tbUoKirC0qVLsXTpUpSWlkImk2Hz5s2YP38+AKCyshLHjx/HP/7xDwD/EzuJiYmYOnUqnJ2dcf36dWRnZyMkJAS2trbQ6/Xw8/Mz2/PrTXz22Wf44Ycf8K9//QshISG4cOECli1bBk9PT7z88svmLs+iuHTpEiiKwpYtWzBkyBDk5+fj2WefRWtrK7788ktzl0cgEAgEgkEgOo87EJ1nOojOI/R2iCFFsBoYsVFaWoovvvgC+/fvx6JFi1BYWIgvv/wS4eHhmD59OoCbb+51dXVsRgEASKVSnDhxAl9//TUAoLCwEFevXsWrr75q6qfS6zl79iyEQiEbPhoUFISdO3fiwoULZq7M8pg3bx7mzZvH/vegQYNQXFyMzZs3E6FCIBAIBIuB6DzuQHSe6SA6j9DbIUf2CFZHZGQkli5divT0dMyaNQvr16/HqFGj8M9//hPAzWyCefPmoaKiAl5eXuwY96FDh6BQKNib65UrV6BWq9n/vt3KYsLtmTx5Mo4ePYrLly8DAHJzc3Hq1Cm2c0kwLo2NjewqbQKBQCAQLAmi88wP0Xnmheg8Qm+CTEgRrA47OzssWLAACxYsgEqlwvXr1zFixAj2z21sbEDTNPr27Qvgfx03T09PrFixgn2Db2trA0VR7Pg2832Ee/PWW2+hsbERI0aMYMfg169f3yFYlGAcSktL/7+9u1dpJArDAPyFgKQQKxERDJaCpait6Wy0s7BUbMQbsFEEtYs2AVsTCIKVeCPaegOmiOkEG8VssRgWV8SfcGZn8zyQYjIpvurMyzs5M1Gr1eL4+DjrUQCg7+S87Ml52ZHzyBtVPwOtVCrF9PR07+7Yq/dCx8rKSpyenvaO5+bm4unpKebn5+Pq6sqDGr/g4uIims1mnJ+fx/X1dTQajahWq9FoNLIeLTf29/ejUCh8+Hn71/hWqxVLS0uxuroam5ubGU0OAGnIedmQ835OzmNQFLpvV2jgXc/Pz723t7xqt9tRq9VieHg4tra2YmRkJKPp8mVycjJ2dnZie3u7993h4WE0m824vb3NcLL86HQ60el0PvzN1NRUlEqliPgdUiqVSiwsLES9Xrf1AAD+IOf1j5z3c3Ieg8KWPfiktyGl2+3G2NhYHBwcZDRRfj0+Pv51oSwWi+4+fsHo6Oin3/Zzd3cXlUolZmdn4+zsTEgBgDfkvP6R835OzmNQKKTgmwqFQnS73Xh5eYlisZj1OLmyvLwcR0dHUS6XY2ZmJm5ubuLk5CQ2NjayHu2/02q1YnFxMcrlclSr1bi/v++dGx8fz3AyAPh3yXnfJ+elI+eRd7bsAck9PDzE7u5uXF5eRrvdjomJiVhbW4u9vb0YGhrKerz/Sr1ej/X19XfPWf4BgH6T89KR88g7hRQAAAAASdlgCgAAAEBSCikAAAAAklJIAQAAAJCUQgoAAACApBRSAAAAACSlkAIAAAAgKYUUAAAAAEkppAAAAABISiEFAAAAQFIKKQAAAACSUkgBAAAAkJRCCgAAAICkFFIAAAAAJKWQAgAAACAphRQAAAAASSmkAAAAAEhKIQUAAABAUgopAAAAAJJSSAEAAACQlEIKAAAAgKQUUgAAAAAkpZACAAAAICmFFAAAAABJ/QLGDNR1fIKQ0wAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(15, 30))\n", "\n", "xx, yy = np.meshgrid(np.linspace(-2, 8, 10), np.linspace(-2, 8, 10))\n", "\n", "ax = fig.add_subplot(1,2,1, projection='3d')\n", "ax.scatter(df_no_outliers[features[0]], df_no_outliers[features[1]], y, color='b', label='Data Points')\n", "\n", "coefficients = lin_reg.coef_\n", "intercept = lin_reg.intercept_\n", "zz = coefficients[0] * xx + coefficients[1] * yy + intercept\n", "\n", "ax.plot_surface(xx, yy, zz, alpha=0.5, color='r', label='Regression Plane')\n", "\n", "ax.set_xlabel(f'{features[0]}')\n", "ax.set_ylabel(f'{features[1]}')\n", "ax.set_zlabel(target)\n", "ax.set_title('Linear Regression: Stem Dimensions vs Cap Diameter')\n", "\n", "ax = fig.add_subplot(1,2,2, projection='3d')\n", "ax.scatter(df_no_outliers[features[0]], df_no_outliers[features[1]], y, label='Data Points')\n", "\n", "Z = knn.predict(np.c_[xx.ravel(), yy.ravel()])\n", "Z = Z.reshape(xx.shape)\n", "\n", "ax.plot_surface(xx, yy, Z, alpha=0.5, cmap='viridis')\n", "\n", "ax.set_xlabel(f'{features[0]}')\n", "ax.set_ylabel(f'{features[1]}')\n", "ax.set_zlabel(target)\n", "ax.set_title('KNN Regression: Stem Dimensions vs Cap Diameter')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Conclusion\n", "\n", "We conclude that the KNN regression model with k = 30 produces an $R^2$ score of **0.7849** and is the best predictor of mushroom cap diameter given stem height and width. However, it is not the greatest model. The reason for this may be because of the different species of mushrooms that are undefined in this certain dataset. Therefore, we can only say that there is a slight correlation between mushroom cap diameter and stem dimensions, and the ratio may depend on the species of mushrooms or other factors." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## **References**\n", "\n", "[Mushroom Dataset From Kaggle](https://www.kaggle.com/datasets/vishalpnaik/mushroom-classification-edible-or-poisonous/data)\n", "\n", "[Linear Regression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LinearRegression.html#sklearn.linear_model.LinearRegression)\n", "\n", "[Logistic Regression](https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.LogisticRegression.html)\n", "\n", "[Nearest Neighbors Classification and Regression](https://scikit-learn.org/stable/modules/neighbors.html)\n", "\n", "[Robust Scaling](https://scikit-learn.org/stable/modules/generated/sklearn.preprocessing.RobustScaler.html)\n", "\n", "\n", "A special thanks to StackOverflow and [Math 10 Notes](https://rayzhangzirui.github.io/math10sp24/intro.html)." ] } ], "metadata": { "kernelspec": { "display_name": "base", "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" } }, "nbformat": 4, "nbformat_minor": 2 }