{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Dimensionality Reduction and Clustering" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this tutorial, we explore the process of analyzing and clustering time-series data for power consumption of a radiator. We will leverage methods such as Principal Component Analysis (PCA) for dimensionality reduction and K-means & DBSCAN for clustering. Along the way, we will visualize the data using scatter plots." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of Contents\n", "1. [Objectives](#objectives)\n", "2. [Import Required Libraries](#import-required-libraries)\n", "3. [Load and Preview the Data](#load-and-preview-the-data)\n", "4. [Validate and Convert the Data](#validate-and-convert-the-data)\n", "5. [Feature Extraction](#feature-extraction)\n", "6. [Standardize the Features](#standardize-the-features)\n", "7. [PCA for Dimensionality Reduction](#pca-for-dimensionality-reduction)\n", " - [Determine the Number of Components](#determine-the-number-of-components)\n", " - [Apply PCA with Optimal Components](#apply-pca-with-optimal-components)\n", "8. [K-means Clustering](#k-means-clustering)\n", " - [Determine the Optimal Number of Clusters](#determine-the-optimal-number-of-clusters)\n", " - [Apply K-means with Optimal Clusters](#apply-k-means-with-optimal-clusters)\n", " - [Visualize K-means Clustering](#visualize-k-means-clustering)\n", "9. [DBSCAN Clustering](#dbscan-clustering)\n", " - [Apply DBSCAN](#apply-dbscan)\n", " - [Visualize DBSCAN clustering](#visualize-dbscan-clustering)\n", "10. [Conclusion](#conclusion)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Objectives " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This tutorial covers:\n", "\n", "- Loading and preprocessing time-series data.\n", "- Extracting features from the time-series data.\n", "- Performing dimensionality reduction using Principal Component Analysis (PCA).\n", "- Clustering data using K-means and DBSCAN.\n", "- Visualizing results of dimensionality reduction and clustering.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Required Libraries " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The libraries below are used for this tutorial:" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "from interpreTS.utils.data_validation import validate_time_series_data\n", "from interpreTS.utils.data_conversion import convert_to_time_series\n", "from interpreTS.core.feature_extractor import FeatureExtractor, Features\n", "from sklearn.decomposition import PCA\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.cluster import KMeans, DBSCAN\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, check the version of the `interpreTS` library:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "interpreTS version: 0.5.0\n" ] } ], "source": [ "import interpreTS\n", "print(f\"interpreTS version: {interpreTS.__version__}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load and Preview the Data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the data containing time-series data for power consumption from the provided CSV file." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv('../data/radiator.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Convert the `timestamp` column to datetime format and set it as the index:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "df['timestamp'] = pd.to_datetime(df['timestamp'])\n", "df.set_index('timestamp', inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Preview the dataset:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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power
timestamp
2020-12-23 16:42:05+00:001.0
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2592001 rows × 1 columns

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" ], "text/plain": [ " power\n", "timestamp \n", "2020-12-23 16:42:05+00:00 1.0\n", "2020-12-23 16:42:06+00:00 1.0\n", "2020-12-23 16:42:07+00:00 1.0\n", "2020-12-23 16:42:08+00:00 2.5\n", "2020-12-23 16:42:09+00:00 3.0\n", "... ...\n", "2021-01-22 16:42:01+00:00 1178.0\n", "2021-01-22 16:42:02+00:00 1167.0\n", "2021-01-22 16:42:03+00:00 1178.0\n", "2021-01-22 16:42:04+00:00 1190.0\n", "2021-01-22 16:42:05+00:00 1190.0\n", "\n", "[2592001 rows x 1 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get information about the dataset:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 2592001 entries, 2020-12-23 16:42:05+00:00 to 2021-01-22 16:42:05+00:00\n", "Data columns (total 1 columns):\n", " # Column Dtype \n", "--- ------ ----- \n", " 0 power float64\n", "dtypes: float64(1)\n", "memory usage: 39.6 MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Validate and Convert the Data " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ensure the dataset adheres to time-series data standards." ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time series data validation passed.\n" ] } ], "source": [ "try:\n", " validate_time_series_data(df)\n", " print(\"Time series data validation passed.\")\n", "except (TypeError, ValueError) as e:\n", " print(f\"Validation error: {e}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Transform the dataset into a TimeSeriesData object, suitable for `interpreTS` functions:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "time_series_data = convert_to_time_series(df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Priview the converted TimeSeriesData object" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "text/html": [ "
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timestamp
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" ], "text/plain": [ " power\n", "timestamp \n", "2020-12-23 16:42:05+00:00 1.0\n", "2020-12-23 16:42:06+00:00 1.0\n", "2020-12-23 16:42:07+00:00 1.0\n", "2020-12-23 16:42:08+00:00 2.5\n", "2020-12-23 16:42:09+00:00 3.0\n", "... ...\n", "2021-01-22 16:42:01+00:00 1178.0\n", "2021-01-22 16:42:02+00:00 1167.0\n", "2021-01-22 16:42:03+00:00 1178.0\n", "2021-01-22 16:42:04+00:00 1190.0\n", "2021-01-22 16:42:05+00:00 1190.0\n", "\n", "[2592001 rows x 1 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(time_series_data)\n", "display(time_series_data.data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Feature Extraction " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Initialize the FeatureExtractor to extract statistical and time-series features, such as mean, variance, and trend strength, using a sliding window approach with specified `window_size` and `stride`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "extractor = FeatureExtractor(\n", " features=[\n", " Features.MEAN, \n", " Features.DOMINANT, \n", " Features.TREND_STRENGTH, \n", " Features.PEAK, \n", " Features.VARIANCE\n", " ],\n", " window_size=\"1min\", \n", " stride=\"30s\"\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Extract features from the time series data." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "features = extractor.extract_features(time_series_data.data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Display the extracted features." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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mean_powerdominant_powertrend_strength_powerpeak_powervariance_power
0601.7083331.00.7557691314.0414014.519097
1775.8500001182.70.4840171314.0396195.760833
2176.0333331.00.3557861303.0191088.632222
3380.8166671.00.6339661314.0341707.616389
4808.2000001182.80.0093641314.0353516.293333
..................
86394901.4333331090.90.0042441212.0246873.478889
863951003.9500001090.90.4077231212.0186048.780833
863961193.2333331189.50.0021661201.043.512222
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86398821.2833331081.00.6265861201.0241983.030139
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86399 rows × 5 columns

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" ], "text/plain": [ " mean_power dominant_power trend_strength_power peak_power \\\n", "0 601.708333 1.0 0.755769 1314.0 \n", "1 775.850000 1182.7 0.484017 1314.0 \n", "2 176.033333 1.0 0.355786 1303.0 \n", "3 380.816667 1.0 0.633966 1314.0 \n", "4 808.200000 1182.8 0.009364 1314.0 \n", "... ... ... ... ... \n", "86394 901.433333 1090.9 0.004244 1212.0 \n", "86395 1003.950000 1090.9 0.407723 1212.0 \n", "86396 1193.233333 1189.5 0.002166 1201.0 \n", "86397 828.750000 1081.0 0.217282 1201.0 \n", "86398 821.283333 1081.0 0.626586 1201.0 \n", "\n", " variance_power \n", "0 414014.519097 \n", "1 396195.760833 \n", "2 191088.632222 \n", "3 341707.616389 \n", "4 353516.293333 \n", "... ... \n", "86394 246873.478889 \n", "86395 186048.780833 \n", "86396 43.512222 \n", "86397 247346.620833 \n", "86398 241983.030139 \n", "\n", "[86399 rows x 5 columns]" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Standardize the Features " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standardization ensures that all features have a mean of 0 and a standard deviation of 1, making them suitable for PCA and clustering." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()\n", "features_scaled = scaler.fit_transform(features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## PCA for Dimensionality Reduction " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Determine the Number of Components " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Perform PCA with all components." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "pca = PCA()\n", "pca_result = pca.fit_transform(features_scaled)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Calculate the cumulative explained variance ratio." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "explained_variance_ratio = np.cumsum(pca.explained_variance_ratio_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the Scree Plot:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.plot(range(1, len(explained_variance_ratio) + 1), explained_variance_ratio, marker='o', linestyle='--')\n", "plt.axhline(y=0.9, color='r', linestyle='--', label='90% Variance')\n", "plt.title(\"Scree Plot - Cumulative Explained Variance\")\n", "plt.xlabel(\"Number of Components\")\n", "plt.ylabel(\"Cumulative Explained Variance\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Determine the number of components required to explain at least 90% of the variance." ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of components explaining at least 90% variance: 3\n" ] } ], "source": [ "n_components_90 = np.argmax(explained_variance_ratio >= 0.9) + 1\n", "print(f\"Number of components explaining at least 90% variance: {n_components_90}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply PCA with Optimal Components" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Applies PCA to reduce the feature dimensions while retaining the maximum amount of information. Perform PCA with the optimal number of components." ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "pca_final = PCA(n_components=n_components_90)\n", "pca_final_result = pca_final.fit_transform(features_scaled)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the PCA loadings (coefficients)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "loadings = pca_final.components_\n", "loading_df = pd.DataFrame(\n", " loadings.T, \n", " columns=[f\"PC{i+1}\" for i in range(n_components_90)], \n", " index=features.columns\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To interpret the results of PCA, we display the PCA loadings. These loadings show how each feature contributes to the principal components." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PC1PC2PC3
mean_power-0.6299270.1811040.174236
dominant_power-0.5977850.1659840.157005
trend_strength_power0.008113-0.5909120.800670
peak_power-0.492595-0.366028-0.351975
variance_power-0.055940-0.675646-0.424303
\n", "
" ], "text/plain": [ " PC1 PC2 PC3\n", "mean_power -0.629927 0.181104 0.174236\n", "dominant_power -0.597785 0.165984 0.157005\n", "trend_strength_power 0.008113 -0.590912 0.800670\n", "peak_power -0.492595 -0.366028 -0.351975\n", "variance_power -0.055940 -0.675646 -0.424303" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(loading_df)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualize the results in 3D to observe how data separates into clusters:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_df = pd.DataFrame(\n", " pca_final_result[:, :3], \n", " columns=[\"PC1\", \"PC2\", \"PC3\"]\n", ")\n", "\n", "x = pca_df[\"PC1\"]\n", "y = pca_df[\"PC2\"]\n", "z = pca_df[\"PC3\"]\n", "\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(x, y, z, c='blue', alpha=0.6)\n", "ax.set_title(\"3D Visualization of PCA Results\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "ax.view_init(elev=15, azim=80) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following visualization provides a different perspective of the 3D PCA scatter plot." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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Y1AL333+/selYa621Mg0NDZmuXbua/3/yySdX+V1sWdS6hcfqq6+e6dWrV+aYY47JvPjii75e/8gjjyzaoSPXeuKRRx7J7LvvvsYeBCuSDTbYwNiofPbZZyv93YgRIzI77LBD6+9ce+21eS0vsMzYcccdjX1Hz549zft44YUXSlpgAKcFhtpmFHo4OzVwfbl2a665Zubkk0821ib8Du9Pge3Mr3/960z37t2NPYnzOfJZb4wcOTKz3377mefFUmaPPfbIvP322yv9jn5+tTopZvlRCC+//HJm5513NtcLe5yDDjrIfKZ8z1dOp41CwGLkoosuyvTv3998Tmx8ttxyS2PxwxhYvnx5plu3bpldd9216PNsvPHGxurFa6cNxSWXXLLSNeN1r7zySmNbtNpqq5l5tO2222YuvfTSVpuhV155JXPIIYeYcca45OtRRx1l7GKcwF6HMcLzMC/pIPLSSy+5GpPcc16X59dx8sUXX5jP0bdv30yHDh2MvQ1z46GHHipxtS0s4okE/6k16bSwsLCwsLCwsKgcbA6fhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhYWFhUXMYQmfhYWFhUXskclkav0WLCxqiobavryFhYWFhUVlCF5LS4t5NDU1SXNzs7Rv317atGlT67dmYVETWMJnYWFhYRELpNPplQge/4b4JRIJ8+B7DQ0Nkkza4JZF/cESPgsLCwuL2Kh4GrqF4EHslOzp9/gdq/JZ1CMs4bOwsLCwiJSKB2njAcnj/50qXiqVaiV4Tuj3IIf8jVX5LOoNlvBZWFhYWIRexVOSpyoeD0hbropXCPo7/J1V+SzqEZbwWVhYWFiEBhAyzcXLp+I5SZ5XKOGzKp9FPcISPgsLCwuLmkJVN30oIQOQMsK0wA/Jy4VV+SzqFZbwWVhYWFjUTMXTYotcFY9q2iAInsJZuGFVPot6hCV8FhYWFhahUPGCJHjFYFU+i3qEJXwWFhYWFhVT8Zwkr9IqnltYlc+iHmEJn4WFhYVFIMgttsg1Pq6milcKVuWzqDdYwmdhYWFhEajxsVPFc2OZUg3kvger8lnUGyzhs7CwsLAIrH1ZmFS8UrAqn0U9wRI+CwsLC4vA2pdFCVbls6gnJDI6cy0sLCwsLEq0L4siwVu2bJl5/506dVrlZxqCRpm0Kp9FnGEVPgsLC4s6R1Dty8ICCOrXX38tCxYsMI/vvvvOfIbddtttFVJnVT6LeoFV+CwsLCzqvH3ZvHnzDNFZffXVI6viLVmyRL788ktD8BYuXGgUu27duskaa6xhHhMmTJCuXbtKr169Vvlbq/JZ1AOswmdhYWFR58bHn3/+ubRv3166dOkSGZLH+//qq69aSR6Er3Pnzobcbbzxxq3kVbHZZpvJiBEjZMMNN7Qqn0VdwhI+CwsLixjCa/syVfXCDEKzkDtIHipeY2OjUfE23XRTo97xeQqBn0NoZ8yYkVflsxW7FnGHJXwWFhYWdd6+LKyqFu8fYqckb+nSpYa0QfJQ7FAl3ZJUfg9iOHLkSNloo40MWcz9uVX5LOIMS/gsLCws6rx9mf5+rcH7UBWPByHb1VZbzRA8VDlUOkir3+cm3Eul7vTp063KZ1F3sITPwsLCos7bl9VS0eJzqIrHg88EsVtzzTWlT58+0q5du0DJKMqgVfks6hGW8FlYWFjUefsyyE21FD7e9+LFi1uLLbBPgdSh4vXt29eEbP2qeMWgn8+qfBb1Ckv4LCwsLEKG3DBtpduXqd9epQBRheApyePzoOL16NFDNt98c0P4Konca2VVPot6hCV8FhYWFnXevixohY/3vmjRotZii2+++cYUWKDi9evXz6h4tSRSqvJRsQv5y4VV+SziCEv4LCwsLKoMDckWa19WTZuUIBS+5cuXtyp4fOXzQKzWWWcd2WKLLaRt27YSJlCxO2rUKOPLZ1U+i3qAJXwWFhYWdd6+zI/Cx/tGudNiCxQ9zI5R8fr3728UtLAQpXyfjffZsWNHq/JZ1A0s4bOwsLCoQvuyWqt4pd6rG3K2bNmylVQ8gIq33nrrma9YqEQJED2r8lnUCyzhs7CwsKii8TEIA8lzo/DxfapoleRRXYtyB7lbf/31zb/D9lm8gM9hVT6LeoElfBYWFhY1Nj4Ok8JHNwtV8HjwfcKfG2ywgSFIcSI+3BeI3ujRo63KZxF7WMJnYWFh4QH5ii3ctC8LK5Swzpo1yyh4dLpAuYPkQYJQwKL0efKh2PuHxJJ7OHPmTFPIke9vrcpnEQdYwmdhYWHhQcWbPXu2IUOafxcVFc+JJUuWtKp4dLlQ0rrxxhsbf7xcpSvOyFX5uJe5P7cqn0UcYAmfhYWFhYv2ZYrJkyfL4MGDI1WgwPunL62SPAhf586dDXHdZJNN5L333jPqFl559QhV+cjlsyqfRVxhCZ+FhUXdw237MkXY1TzeN6FZLbaA7KHaQfAgNKh4qmSpwXOclatS94ufc13GjBljVT6L2MISPgsLi7qEM0yba5lSqH2ZkqMwgs+hKh4PjJDpaIF6Rc9Y1Lt8xKceCJ8bQIY7dOhgVT6L2MISPgsLi7o2PvbTviwMCh/v/dtvv11JxaObBcSld+/eRsVTG5hSzxOWzxSGXD6r8lnEFZbwWVhYxBJha18WBPgcTuNjPhPErnv37tKnTx9fOXjOCuN6h1X5LOIMS/gsLCxiA1VgtNAi6PZl1Q7p8npYpSjBwwS5Xbt2hphsvvnmpvDCjYpX6jVAlIivV7j9bFbls4gzLOGzsLCILKLUvswt+AxOFY/Phoq31lprGZIH4QsSqvBF6RpVEpBplFJ8+ahgzoVV+SyiCkv4LCwsYte+LErkhc+zaNGi1mIL/k1YkWKLLbbYwqh4lVSStK1alK5ZJaEq39ixY013EavyWcQFlvBZWFiEGnFpX+YEFbROFY/PAsHr2bOnUZiq6fHnbKtmkcWaa65pVT6L2MESPgsLi0gYHzvtQ2qt4nl9bT7PN99800ryUPFoWQa569+/v2llVivSpQpfnOH181mVzyKOsITPwsIiEipeGMKOXoo2li1b1qrg8eC9o+Ktv/765mtYlKF6UPh0HPlR+egxTMu5XFiVzyJqsITPwsIidO3LChkfh/3zUEWrJI/qWpQ7VDxUIhS9MH6eelD4/EBVvnHjxhmSnk/lY+x+9tlneVVAC4uwwY5QCwuLULUvixL5WLp0aWuxxcKFCw1JRb3D0oOvtDMLO+Ku8DHW/OZ4ovJRFV1I5eO5IYTrrruuJXwWoYcdoRYWFqFqXxZmaDXwtGnTTGeLJUuWtKp4EILVV189Up8HxC0HLbfqmdxJFDoqnr1Ce+yOHz8+r8rH4YUxzDWM23W0iB8s4bOwsKhI+zLCm1pBC6Kq4n333XetxRaoeIDNnepNVLyoKzt+8tuiUvWM8kZYdvTo0eZ++fEwpIsJLevyqXyMc73/NpfPIuyI9kplYWER2vZlkydPNmbBWI1EiVBAWCF2SiAI23bp0qVVxfvggw+kV69ekQjXxjWHj/GFcuf0LiRHEpKXW/XMZ+vRo4d88skn0q9fP9+5fKh85Oo5O5s4CZ+t2LUIOyzhs7Cw8N2+TI2Pne3LdEN0brhhBu8bFU/VIUK1KDUQPIgdZM+p4sQNUSEpqHjOqmdV8dZbbz3ztZh3IWHZd955x6h8qHV+VT58+ZwqH2Nf8wNtxa5F2GEJn4WFRUXal+kmGEbwOZwqHmRCVTxIHnYcYSeqcQ/pFlLxuEdbbbWVUfHcvG9+h7+DtJF7GaTKpwqf9eWziAIs4bOwsKhI+7IwET7ex7fffttKHsgvJJ8LZahPnz6G7DlDdfWEMFXpqoqnSh6A4KHi8bUc9QyVb/jw4WWrfOTybbTRRquEdK3KZxF2WMJnYWFRkfZl/E0tCR9KJCqeEgg+EwSPfK7NN9/cVwJ/HFFLRUo7kCjBQ8VDuVODarcqnhvwXNiskMvH/fer8k2YMMG8Nw4IjCk9KFiVzyLssITPwqJOUen2ZdVW+HgtzI6ddhyEZiEPhPFQ8YLahMMYAo1KSLfaHUicnw3Cpiqfn37FqHz8nap8ToVPX0sPTlblswgbLOGzsKhDFU8LLjRMWwnLFN38qmHHobl4vB6kYe211za+a35Cd/WGSqtRThWPRy07kOjrovL17dvXty/fxIkTDUHNJXY6f6zKZxFGWMJnYVEHKp6zolbBxuS3A0GtFD5nIj8kj39jdswmvuWWW0rnzp0rusmGJScx7LYsquKpdyHPrwSPr7W0tEHle++990y1rR+Vj5SAjz76yKh8zClUZCesymcRVljCZ2FRJ+3LnNW01VBUgiJ8+RL51VQXzzU/m7ZFsEUbuX2EKZDRilrazNWyj3Du63IoYPxMnz7dFOz4eT5IIyofh418PXatymcRRljCZ2ERcYS1fZnfoo18IUAlD4TR+LfdRGuv8GFI7exuwT1Rghf2PsKEZd9//32j8vlR4VTlw78xX6cVq/JZhBGW8FlYRLh9mT6UWIWpfZkXhc9JHjQECGkgBFiJRP5yUetrWwuFz6ni8YDsaE4cBQxR6iNMAU/Xrl1NLl85Kh8t2/JdO6vyWYQRlvBZWES4fVkx4+Nao1jRBt+no4WSPCUPkLtahwDrDdyLQh6EEHFnLh6/xz2C4IVdxXOj8tEmrxyVDzCGKRLKhVX5LMIGS/gsLCLSvizX+BiEmRTlEr4lS5aspOLxGVQdigp5iGPRhlPhK0TEtY9wlFQ8RaH3i8KH0kcuX+/evX09L9ft888/NyphLmm2Kp9F2GAJn4VFyNqX5VqmAD/Gx2H4TChEU6dONeQBwkfCfJTJQxzBeKOqduzYsSsRce4RpCgKRNwvCMuqyuf1c+qhDOuf2bNnG2U6F1blswgTLOGzsIhw+7KwAUUo11SXDZHwGeQhX4K7RXWhKp4zF4971LNnz7oj4oxJDiGofPRQ9gKdq1wzDjUUFOWqeFblswgT7OprYVHj9mUjR440mwaqStRUPDYybV8GwUPRI0zGZ8GfDOXIj8GtRbBAXdV7xP1inBFGp+PEZ5991trpoh6BysccJLXAi8rH/AXk70EYUfkoMsqFVfkswgJL+Cwsaty+zJkPFHbw3lXF44FShA8eBA+FBMVEP9PMmTMN4Ysjwk7KGWfOXDxnOB2S16FDh9bPQA5a2D9PJQHZpUhoxowZhvy5BXNabY/4u8mTJ8t6661nVT6L0MISPguLGrcvY8NwdsAIG/gMquLx4HNB7GhET7J6bqeBarZWs1hVxdOiGNQqCF6pcLolIVmVb9SoUUblc5t2oH10GedrrbWW8eWzKp9FmGEJn4VFjduXsdmGifBBWjE71hAg3mvt2rUz5IHwLCHbQjYelW6tVmuE6fOoiqf3CcKn4XRInlPFq3ZrtSirfFw7L4TP6ctnVT6LMMMSPguLGrcvgzzVWgnjc2ihBQSCz4YqhHKx+eabG8LnFXEkfGEqivGi4hWD+jnGFW4+G7/DNRwzZoyptnVzHZkjzt+zKp9F2GEJn4VFjduX1ULh470vWrSolTzQyozQLOShX79+RikqV4Xw21rNIr+Kx8NZFIOixD0rl6xZxSkLrimqKLmn5Dl6UficpHHKlClW5bMIJSzhs7CocfuyauXwLV++fKXep2w6hLLWWWcd2WKLLYw1R5CwCp8/5BbFoAZpUQxkL2hrG7et1aIIL/NTCRt+hCh0pa5zLuHTit2PP/7YqnwWoYQlfBYWOcbH1W5fVqmQLu8d5U7JA4oeeUqQvP79+5sOCpXc6ONctBHkOChmbQPJC0LFKwabw7cCFCJxvWfNmmWskoqBdSJfdw2r8lmEFZbwWdQtwtK+LMiQLjYoThUPQPDYfPiKhUq1EEeFL4jPo9Y2ep9yVTyntU01EGeFzyuUsI0fP94odMXuQz6FT1U+cvnmzJmT19vQqnwWtYIlfBZ1g7C2L2NT4f34Ae+fKlolD1TXotypkS7/rpV6E0fCF4SKx4Pwuqp49HGlKKZW9ynOCp+fz9W9e3eT3kAuXzGVrxDhU9L44YcfyrrrrmtVPovQwBI+i1gjCu3LvCp8hPyc7cv4e4gDigRELyyqQT0XbeQzqIZEKMGrtopXDFbhWxlqsVJK5WM9KeRBSV4suXxW5bMIEyzhs6iL9mXOXLywtS8rlcPn7H0KwYNIoNxBHjCKDWvv0zgrfPmutxpUq9qKiufGoLrWiLPC5xeofKQ/kMvHHHNjy5JP5aPHrlX5LMICS/gs6qJ9WZg3tHwKX27XBDYWCB4hJkiEl56ftUKcizYAY+zbb79dKRdPVTwInluD6lojjgqf5khStISPpNfcVVX5Jk6caBS6fPexUEhXYVU+i7DBEj6LWBgfl2pfFmawmfAZlOBp1wTtfeqla0KYEEeFj/sE6KjgbDOHIhRmFS/uCl8hv0Lu1yeffGI6xHhFjx49Wo2UMWP2SvisymcRNljCZ1EX7cvCBmel5meffWaKLbByKLdrQpgQB8KnKp4SCQpklKR7aTMXVjg7xMSldzDKnM4f5tWIESOMkbJXFU0J26RJk4xCl3uNShE+VfkgjZ9++qmplM/3Glbls6gWor2jWNSNisfpHXKk3lZRU/EK5XhBGMjH4zMOHjw4Up8nrkUb3CdnmzlV8VB8CKmPGjXK2KfEAc7Uh7DDmcvKQ1VwciQLqeD8nHs3ffp0UyzjFcXapbkhfBoaRuXr2bOnVfksagpL+Cwi0b4Mf7l58+aVNEONSo6Xs1IT1Yifx4nsRUnhy6fiYZPCfSL/C9KgKh4kI073ydk9JkoqnlsVXFW6Dz74wBRf+FX58hkp5zNezgf15bMqn0WtYQmfRSTal5F0rflTUVCHNBfPTY5XtVqrVRthJny594n/5z6h6EDyIHz1AKdFUZhVvHJyWbmvKOkzZszwpczmM1LWtctN2gXXlvfOc1iVz6KWsITPIhLty1hYw0j4eO/kCekGRVVgIXWoEPjMcaxmDVOVrvM+QfBQ8SDf+BZynyAEbjbasBLYKCt86iupKh7zhflD3h33J4hcVgjXyJEjjcrntcI9n5GyrkVu35tW7FqVz6KWsITPoubGx242HBbWsJyAIapOdYj3hYqAEtCvXz/P6pD68CnxjQtqrfBxn5zdLfQ+1ZuKVwzO6vZqvqbm5HJfKF5SFQ+SV4mKdIgjfaRR+cip84pcwuaV8KnKx3NYlc+iVrCEzyIS7ct0YeV5q70Y8pkWLVrUShz4N5sSm8gWW2xhNqty3pP+rdsQUVSgn6taRDaf2oqKB5EI4j7FEWrJUun7U0jFq7SvpPNzQfRGjx5tVD6v88xpsQJhY6569fdU0khVPkphvtewKp9FJRGf3cUi1u3LNNTL81fDdJgKWmf7Mj4jBI/Fno3Kq5FrMajKGZbwZ1DQe15JwpdPbeU+obZC8iiSsSiMSlmyaI9nJXnO7jCQvGp1h3GOPcYFBzV65KIkeoWz+IL375U0OlU+yJ9V+SyqDUv4LCLRvky99iqVx8f7RxFS8oCKRwiIDap///5ms6rUAuxc6ONK+CqhtmonhWqreHEKuwdpukwlvdM8vFoqXjE4P5uqdGPHjjUWK+UQNlIC/KjxVuWzqCUs4bMoq32ZkpVqtC8LmvDpBqUqHu8fFYBKPL5Wa8FVkhxXwsfYKcec2Kni8eD5uD9snltuuWWgamu9oRyFr5iKF9Yez3j2cUCgR64fiyc1Up4/f74vwse1Rl20Kp9FLWAJn0Vk2peVS/icGxQEAu81VfE48fPvWm1QWrgRJ/hV+ArlTHKfIHi1zMWLW5WuV4Uvn4oH+Ybg8TXsPZ5V5Rs/fryZ814PIqryUbELofUD0kKsymdRC1jCZ1G0fZlTxat1+zJen/fmBfh4qTqkyeJsTPTGDNMGFWeFzw1JImfSmYvH3xAGrETOpIV7hU9THZTkOQ9JzKFaHpL8Ak9McjtR+SCqXsGYxIjZ7+HT5vJZ1AqW8NUx8ql4hYyPwwC1ZikGfu4MM6lxK+SumsniXlFvCl8xFa/SOZMWxRU+p4rHIYmfK8EL0yGpXJVv4sSJJn3Dj8qHbyPXxm9Bkqp8n3/+ufl3vvdoVT6LoGEJX52hWPuyYsbHYUAhhY/cIaeKx4bExhSkcWulEVeFz+nFl0/F4/4Q1uKrVfGqD537zu4WcVDxFIXeN32RsVihe0Zuj1w3IA+QMQxhQ6XzCmf3Df4+931alc+iEgj/TmhRkfZlGsoJm4rnRuHjAbFT8oDHFyfuctov1RpxbK+mRA8bDMKCWvkMuYuyihe1sZUPqHjMHwgPBG/cuHHmvkB+qlmwVKv7VKxHrhuoiTcqHXYt5ah85PJZlc+iGrCEL2Yop31ZWMF7R8VjY8JYl02KBRCCR29MyF4UVLx6COnm8y8krM6myv2K+sYV1aIN3jek+4svvjD3BfIN4UZV5YC0/fbbR2pNCAL5euS6BWsr687s2bNl7ty55rnKrdi1Kp9FpRHtXdJiJeNjNluIESFNP+3LwgQ+j7bFYoPis5FozWcbOHCgaYsVpc8T15CuEglnLp6GA7faaivT2QAlhe9Z1IZ86xzKZzuEusQjTnPJT/cM7ZHrFsxVrh95wZBG2vX5uYa87rRp04qqfBMmTDAHJl7DwqIcWMIXo/ZlKGCjRo2SIUOG1Lyi1s9n4v3rBkXhBaSOjalPnz7mND1v3jyzMJI/EzdESeFzQyScnyuqqlicyDf3BkUvd02oVKeNMMDN+qe+etoj1y1Yc1ljIWEQNtYmP4TMjcrHHOO5rcpnUS4s4YtR+zIIkoZvo7Aw5Da353NBGEioztfcvpKdNmqNMOfwOa05nOFAJXn5iITCWbRhETzyFcJA8NyG0OudRKjKB+FCYXN7LZTwMW9V5WPd8qvyFcvl47V4HZvLZ1EuLOGLUfsytUtgE8glS2GAWnHoBuVsi9WvXz+j4hVbcONM+PjcYVL4gupCoonncUItlfNSIfRi5LvQ80UpElAJqMpXyCIlH5SEAebEJ598UpbK5/Tlc94P7g8HY+abzeWzKBeW8MWofRk/g/Txt2EhfKpAKMnTtlh+mtvHmfBxb7lWtUIxg91yupBYha98FLKzCaIQJs4Ewu14LRVWLabwAVX5+PtyVb5cmxfdA1jXNcpjVT4Lv7CEL4TGx04Vz6tlCotBLYmDU4HQ5vaYHQfRFkttWeKoStSiaKOQwS4Ej69BGOzyueJE+KrxWfKZUjOHKmFn47W1WlxRiHC5IXyq8pHLR49dSJ9XOEmn0+ZFD7g6F63KZ1EOLOELWfuyUipeKajCVwtPLyV5QA112aCCMtRlgVWSHHUblloUbRTrJVwpg12r8LkDc9ZZCFMtU+qo5PtWGoUIVz5oao1zDXKqfLRu8zOPUGwhjU7SybjgufXgZH35LMpBQyU2f06kbCw8sNCoZ1S7fVk1FL7c8B/eeKWqAYOALrC5p+s4oFIKH6bUTjJe7V7ClvDlR1hay1mFb2XCBWEr5aunqlvuGqQqH16HkL4gSCd7hs5R68tnUS5875pDhw41E0OrLCEAGsJDOYD4MXCHDx/ua/BHGbVsX1Yphc9JHDT8V21nflVA45jHF5TC51TxeODLCHmASNAovtq9hC3hWwHmpc4hZz4rhQLcn1q0louzwud1nDsJVzFfPdYfXcudgABqxe6aa64ZiMrHazkPZbb7hkVVCZ8Sl5tuusm0paHKkv8fO3asUfPYVGg5w2B9+eWXzeCPO+ELU/syFgE6G5QLFhX6a+oGpcRB1aFa9deMa+FGObYskHFnLp6qeMzFWje7r+cqXeY/6rd2t+AwrCpeufmsQYF7o9WmFitUvmK5eBphyDcOOABTsctchPSVq/JxSHAqiVbls6iJwnfiiScaYqGn0wMOOEDOPPNMOfzww1t/56mnnjIDd/DgwbFKtA9z+zI2dzYWP+B+auhPiQP3llMrJL6WxCHuhM+LLUshMq73qtoqXjHUm8LnVPH4yhoB6eYADMmrhYpXrwqfHzh99Qrl4hVLKeH7HLT4e+ZjOSofETRnSFdhVT6LqhE+HcD77bffKoOUJulOoAJhJlkvxseg1hutlxw+PoOTOED4UB3CSBzqXeHj3jhD6mEk4/VA+HI/i6p4qrA6vSWxHQqDildPOXwcfpwhc3oEe73+6qtXKBevVA4xEZDp06eb+co48Kvyacu2fITPqnwWflBW5ruqXAxIjHP/97//yU9/+lOzAaHu+ZW1w9y+rJjxcRhQLIdPG9k7VTx+n0UJ40/uW9iLIeJK+HKLNlTF081LyThqUVjJeD3YsgA+Dya7em9UxfPjLVlrRF3h00Or3gtyxzFwZ02bPXu2JzPlfCpdvlw8p+lyob+H9KnKV05omXxc0gByYVU+Cz8oa3d3LhQ//vGPTZiXsAWO7yNGjJDtttvOhHpBFDYnlDHNs9Ewba6KF/bPkavwsSA625c5F8TNNtusNQczKoi7wscmpWSczwqR4LTP17CT8bgqfE4VD6LH+EMBioqKVwxRVIj00KpqN2se96JXr17m0KpkjMOsFzNlt7l4blwCVOXj78tR+aZOnWrGVy6symdRE4VPixN23XVXefjhh+WGG24wYdxTTz1VjjnmmKLl7WHDddddJ2+++abcc889oVbxioH3y31hsWEx5PRL3hCLTu/evVdaEKOIOBE+Z0idJHHuG4SCe8Viz8EjSmMvTkUbjDFnRS33irnDveHQtMMOO0gcEIXc6nxqt5tDKx6GmgvndR9SlQ/C6IfwQTYhffx9OSofhZEUZeWDVfksaqbwgQEDBsidd95p/s0gJbQRpdMH0j8hgLDmQxUCE96p4gE2K/JP+vTpYxbEuICFttrG0pVUJzSkzuYyefJk2XrrrSNNyKOq8PEesZPSe0MojXmDsurs80wEIC55yWHO4ctXee419YT7pWbIxWxWSql8rKWMA4VbH1Dm9IwZM1b5e7fgM3NY5xrkI+ZW5bOoGuFjkJGn5zTgZZHUkxhk7/HHH4/UIOREyGIe9lOvM8TEYsJ1p3cuC2Lfvn1lwoQJ5uRL5WbcwEIbhO1MLXKMuFdOdYLNS1U8fg/CFzebjDATPj0oqW0KBwk2ZsjB5ptvnrcfdVg/i1+EhSgU84/0m7PK72vFK8o599ULVKUjF4/iD6+Ez6ny+SF8gHtDik6h929VPouqED42pauuuqo16ZfBxr85EUECDzrooNAsJl4IH/J/GDfdfHYPnHTzbU6cCmvZT7feQ7paKeilMEbniRZBxQVhKtrIp+LpQYk5pCpePaGWh9tCvZyD8o/kszlbnuGr5/Wz8l40PYa5q3PULbnSXD7n33sBr0XkCdKZ7/1blc+iaiHdCy64wFivEDpkgnIiQ7G49NJLzamZdkH5Ek7DCiYWZIL37vU0WMnWS2ra6tbuoRb9dOuZ8OVWChKO8loYozmjUcx3C7PCl5vuwLxg42XzLKTi1ROqSRIYB4VaMgZt5u4cc6ry+Wl55lTpBg0a5Lm1I8Qw9++9gPFK0QmpRlbls6gp4UPFy4fzzjvPnIwOO+ww2XPPPfOaR4YRkFU2asK6tSB8qHJOFY9FS7uWeLF7YNJbwlc5OO1teED2nJWCjCE/FbWV6qdbT0Ub3BunFxv3xpnuwL0Jm3ofZ1sW55rGQ1sy4nVXyZaMzs5GuQUYflQ+Wokylhg/Xnt55/69W6gtGOu+mkFblc+iZoRPDYi1q4R2mCCkeNRRR7UWC0SB7CkgV59++qkpQKn2iRdFj1MuC2E5DdS53jakGyyK2dtA8oKwtwmqn269KXyFVDzUHEhe0CpemPN7a1204YxMqBG1qngUJLGmVeP65b6GswDDa9UspJS/hzBuu+22nglf7t+7ha5zrOdqBm1VPouaED4mNoM+38Bn8aXNmhYNPPjgg4YEHnroob5e6+abbzYPciEAatdFF13U6vEXFJg0EL5KVuFBFJwqHmABIuzA1yAmKwtEoVL+qKNahE+VIr1XThWvUvY25fTTrSfCl0/FQwWxKl5tFD5nfrFWlHJoJSeag2sY2smpGbJfmxRUujfeeMPkfZYyXi71927TnLiuKqTwtVguolX5LCpK+Bhcw4cPl9tuu82QC1QxJj15GQw4DGQvvPBCueSSSwxRYyD6JXyQob/+9a9GSWExwSfvkEMOkVGjRhnyVwlrlqCrz3RB5PpAhDWsUYkTL8SEU3YcoT6DlVjUclU8VFJV8SB5KEWVVCfiGNLlMwVB0PPdG0g3IbpqWg+FpQCllgpfvnZypMMwT8qJTFQa5RRQQFq1+4VXhU//nvWesKxblY/X4fCu90dVPjw7IX2FVD6NullYBEL4dLNl4owePdokP+NVxeLLpGcyMcD5PvjFL35R1qKfmyv4pz/9ySh+EM6gCZ8myAbhIQXJ48G14rog6/O10iHuuOfwgSBCF8WUolqYVNuQbn6FlWR7572B4FkVr7oKXz4jag6tXvOLawnWXQ2t+imgQGFDpQN+cnT5e3L53Kp8ubnvWnEMaSRdoZDKpwqkJX0WgRA+HUhDhgyR//73v2bwon4w6XMnPhuYn3L0QmChoaMH9gqDBw+WoEEYYsyYMb6d4FkUnR5SSPnV7nsa5xw+Xcj8Ej7N99LNq1ZKUb0ofF6KNgoprGG4N3FFIYWvmIWN04g6rCi03votoADsbah8M2fO9EX4VOWDcA4cONAV4ct9Hf6eimOr8llUvWgDGZ+cmVywaKOSEdbdZ599AvF6GjdunCF4qGcQKEydWXiChtuQbr6OCdrYHgJRy0KVONuyKOlzqxjrxuXMxQurUlSPCl+uwlrpPEmLwgqf8zCEqhpHCxvGl5IuLwUUChRCCB/7kJ/roSohYfBSxvga0nXCqnwWNSN8nMCpxmVxmDNnjvmqOXwAuZ/vB6FusTkTPuak+cgjj8hxxx1nTmpBkz4UPghfLknN57WGspnbMSEsixrvl0ccN0wWwWKEr1jVZpiVojgWbeQaLxfyLETFC6rauZIIexcer5+F+8F6BwGpl+IXDa26IV25UMUN0ucncsX1VcK5zTbbeFb4nBXHVuWzqCrhg1iwYDOBdtllF0PwWLgpHf/Pf/4jJ598cmDJ9bwWJraAk9n7778v119/vdx6660StMLHRKKalsbVzzzzjOy0006t70HNdN32c6wF9FTIghHHBTtX4SsWforSxhXXkC73atasWXk9C62KV13kEm7AfAn7YcgripFyZwFGKdKVC8Yy85SOTKw5HPT9qnxqw1UIhfxrrcpn4RdlM5aHHnrIDCoGppaPgz322MMQPkK65E0EDYgkpCxIoE6OGDHCEAgSkVkYWRAgs5DMsKsPCt6j5vFFIZnaKyDa3HsOFpo3GYfwU1xCuk5SwcbIvWFOBelZaOEeueknzoMrqTJbbrll3Xm3bbLJJoZ0seaTIuQWGmZF2IAwbrXVVp5fW3MB+ftifq/5QroKW7FrURPCpyec3FAHp0VK4DmFQPjKCYWcf/75xnMPKZtTEYUir7/+urzwwgtlvXfe04QJE+S5556T559/Xt58803zXiELkNXTTz+96AkszIhbHp9TxWORZuPSVnMQPMLrUVeKoqzw5ctpZVNkM+Jn1TAyt1i1iIwH1z9fqz8da/VIviFdpO9AujCEdgtVzUjjeeutt1qvp1eg0LHfFFP5WL8LPTeHXvXlsyqfRVUIn5PEOQccA/Xqq682i0wQhAkl52c/+5kxRGZj51QF2UM99AtORlRKoQ6hRh5++OHGU5CJzOYEiYgq2QOc2KNeqeu0guAr/4+KByGHSHCoiBNYmKNyz5wqHvemEKnAn5PCDIvKQq2glHBDCDS/uFD6iarJcSQDbkgshAnS5iU0qx58jO+1117bVMyikHoFa5gSzkKHoUI5fLkqX6EewVblswiU8DGgHnvsMbnpppvMRgUhIxGWnBAG2RVXXNFaCVXOKfKOO+6QoIH6cO+998qOO+64SthT26tFGVFU+JyGrpAIxhELK9XPEHC1gkA1jkPoM2oh3XwqXilSUY3WatVGGBQxNXTX+wGp5jDMXCFc6aaITO9LGD5PLcDawloPacMw2g2cpstc57ffftuMfz8pJPw9Kl+hsHKxkK5T5WM9zNcj2Kp8FoERPq0AZTCxcCCLo5TR54+TB0Qq36kjLGAi7L777kUrdaOMqCh8kFJnRS3jCvLAOKICO18OYpSUsCiHdPOFBr1WpseN8NXys5C3qveCAxHzoBwrKD1c1CvhU9I1bNgwM57dhGadhA+SxjoFYfTTAACSSJFgobByKYXP6ctnVT6LihI+zZeixRlEj8GvpxwGWJQXeSYhp6Yog8U/6KKWIJCvLZPm4rFoQihKLUx8tji2jguDwqcqHoTCbWjQiy2LhXswFpgfOlcIPZJmwv2gTRj/LoesqelyPRM+Di2QNkKjbkgbxMk5ByCM77zzjpkffgrk+PtCYeVCVbp+VD4VaCzpq2+UXbRBiTsnCwbUtddeK++9957ZjMlrOPLII321sKk1kPmR2qOMMPXTdTZX56u2ZSIHxk9bJha5IPqzhg21UPiKqXhuQ4P1pPBVGijXThWP68dcoWCNr0FW07ptqxZFeBmzkDUNzZZai3L76EK62f9Q2fx4wmpYObfil3tTKqSb68tnVT6LUgjESI7BdsQRR5gFCgsTBt3//vc/k3uHbcuee+4pUVP4yEeMsslqLXP4uG6QTd20/Kh49Uj4qqXw5Sb487pK8CAVQfpLemmtFhUEuSY454oq3qriEa7DGLhSa1Chtmr1BqJT7FnsY9r/vRDykTCIIn3dmT9+VD6t+NU0CQA5Y2y4mYtW5bNwi7JXdgYlRRsMpldeecXkv6H6gbPPPlt+85vfmA4ZUYLN4StPxePBZqLN1VF7dUwEgbgSvkopfMUS/NkoKtnr2Sp8pecK14d7wbqDylMtT7w4K3xe4SRtxdYq1p3cAg1IOUQLG7J8rUZLwVnxq8Ujur65zctUlY/xxHvJhVX5LAIhfAykBx98UK688kozWZyLyQUXXCC33367GYScWKMCTDHZIMmr8GLKWU8KX64ywb85nXKfIXjlqnj1SPiCbK1WSMWrdq/nuBE+P58lX96qzhU2eAhDLTZhq/CtAPeA+wFpKkbackO6TsJIOhPzy8/hlr93Fo9owYbb+8Pv4iGLysfnsCqfReCET9umMThRcpzQwUV4Arf9KBE+TkhsiLzvqBK+SvTTRTF05uKxkUEeCIFzf4NU8dwQviiH3IMO6eZT8XQTq7SKVwz1WrTh9JDU6vNKKd5+YRW+lYF/JKQN4aKQylqI8Klijsrnxx+UA4DT189NhW4uKOTh9a3KZ1Ex42VAXtaLL74o22+/vTmdKBEkEfXggw9uXdyCJB+VBO+Ryq05c+aYE1cUoYtFOf10i6l4tVQm9LPlVszVW0i3kE0HJ32+VkvFqyeFrxDy9XMOMm+1EoibwucseNF54AXcIw6wkKbevXvn/R31tMsH9gp6vHPA8hOWd/r6uS3YcMKqfBalUNZuqQPmD3/4g6n0I4zEIqffp5MFfnwMLhbEKJA9wKRAtYpyHh/3QMO6XhKJ86l4ml/E1zAoEzqOCp22owqdJ3pgKqbicW8gGKrisdDXSsWrt6INBePP6SHJXGOOcFiMQj/nqCt8zgMpFarapgziNnXqVLOGeyVekC36qUPa8hGuYmsOxvA8ihHGYnD6+vE8fg5sVuWzqGinDYAPXy4IKZG3wkRkElJxRrNqCMXee+8tYQehFyp1owwWjFKFGyyaTq8vXTTZuGqp4pUad3HM41Mi6yR8uSoe31cftrCoePWi8PE5ONQy7kaNGmUOuRymuB/kfbFJR+VQG1WFr1DBC3nX3AcleNgLzZgxQ3r16uXp+VH4WPP4W0K8uSh1yORvPvjgg4KE0a1FDJ/Dz2HWqnwWxRCIPMJp6vHHHzeTgR61qBAQBxbHWbNmGT8+VMBx48aZ340C4Yu6wleM8Gnog4XTqeLlLpphBgtb1FrHlYIuvqhGSsKDNtutNqKew8fG6FTxIOB8JtQTcrXcdGcIKwopyWENlSMeqMUT17/YgRTiNHLkSEN+vBIv/hZnCf42l3SVInwQRhTGQoTRjcpHn3A+q9/8cVX5WNvz5c5bla9+UXYOH4OH4obbbrvNqHhMBgYqGxOkCTNKNaQ8/PDDjeoXBaDwRc1OJhcQN0hRIRWPxQAbiEp6fVUKjLMwtSErB6risUCDSZMmmQ0NqwXuUdhVvLgpfLk9g5lH3AfCdGyUVHKy1kUdYS16yg2V8/8QKbdG7WpWzRo3c+ZMz3nY/C25yvyt03lCO0iVUt54PRRgiFc5Kp9fwudU+fgsVuWzCKxKlwFDVdG9995rJiQTk9BGvt/NreQNM8hZe/755yWqQMWD7H366afmtKeLIBtV0I79tUCUFb5iLbNYfLfZZhvz/3FAFAhfvm4jrGHcD1QaFCXdNFFe4oIw5fCRAqQqnobKOfSQC8m98PM+IWtjx441xMtLeJR7Denibzl06d9qCkmp5yqHbAL+llzpcsQR3rdV+SwCJXyar8KEHDx48Eo/YxNj4hLiJTS6//77h/pUWSikG5X36yQRTHJUPEgdDxpzR1HFi5PC57ZlFpXhYSdIfghf2OZRrk9huT2Do4hahnSZu06SjcrNPhJkqJznonCGtCJy6vz87ezZs1urfSF8jOFS10wJ45gxYzyTTQWvrYWQfrp3oCzy2lbls3CirFWNzhpK6NioOBlzQuMB4WNj4+SGqrTffvtFqlE3Cl/Y26s5Q4FOEqEqHqF2NjNySuKGsCt8+cLokG69P4UIeC366VYS+hlrPY8KdRsJqmdwFFHte+Ik2axXkBKIFYUVkOygCl70MynxmjhxojlYeXl+598yX/lbzd9zc80YV5DW3LCwV6XPTbu3QrC5fBaBEr6LLrrIkA5OICSavvTSS2aQU5RBeTmDjRL3bbfdtvX3ogIKGCCwnLLYpMMeCmRBy03or3Z7tWoijFW6uSoe0J6obsPoQXbbCAN0I6mFapnPpzCIbiNxIYaVVvjCQLLZlygURJBgjfT6tyhkqHyQp2IefLngc5EOQKEif+uVzHKYZQ/68MMPS7Z7KwTGt7NiN997tCpffaEswkflLYOE3LxXX33VnOCuueaa1iIN8Mwzz8iNN95oTjokPdf6pO8WKDAsSKiXtSR8zk0LtY5rpwSvVEJ/pdur1ZrwcW1qiWLFMH4b35fTbSPsCl8tDkSqqgblUxincHslbFlyDz3sD9qzuZot/XKVuilTphgC5YXU8LeQLf6W+ezV9xP1EpGDkLJXE2heS8lxqXZvbn35rMpnURbh+7//+7/Wf//1r3+VvfbaayWyBw488EA5++yzjdIXJcLH4KcIhbBu7meqJPKZ6/q15Yi7wse1qTYKGVMHZWkT55ButXMjo17hXM2iDc4YEycmZeHChKy9dlo224x12t1zOEk2hQbFog7VQO7rsY6j8lHAxjz1Av4WhQyFkMOY1+IPVL4JEya0hoXdgoM6Y1fbvfnt0asqH12viql8zCPGQpR8JC28o+zMZFQWBiKTfvLkyauEC/DnY1EI0q/qL3/5izz22GPm9Uhu3WmnneTKK6/01cOwEJgEKJcsEpUGyqiTRGiLrHLNdfk7yEMU/LbCGtJVN3/yUrk3jHOnpQ3/DvLaWoWv+qpqnMFlX7SIw59IbkaNKnyff56Q665rlIkTU7J0KX1dM7L99mn51a+WS75icbfmx2GBqnyQHnKzvYwP/VsIYz5fvlLo3r27uR4aFnYDVdzU4qycHr25uXyFolXk4++2226xzPe2CJDw6QQ4/vjj5Xe/+51R/U444QTzffIX/vOf/xhCNmTIEPN7QWyOQ4cOldNPP1222247s+lfcMEFsu+++5oEW8KwYTdfLtboPsgWWUoUOb1FKX+y1oSvWHs5zF4r2V4urgpfOSQWguFU8cJOMMKC0aOT8sgjDTJ1alIWLUpI+/YZ6dkzIwMGpGX77Ztl+PDV5aOP2svHH68mc+YkpG/ftGD99vXXIq++mpIuXRrl1FOzPp4od3oPINxh6KntBRzeUeqI2LCu+1H5tJrbC5Qw4q3JgcTNddJ1Tdfvcnv0Oit26XefC9YbbX0aR3HAIkDCpxIwpspM/Jtuukl+8YtfGBLDJDv66KPlt7/9rcnfCAq5/nh33323SbAlbKzEMmzt1XJtIKrR6J6Jq9WslvC568mpGxqkuxYbWtyKNjRk5EXhU4LhVFXDRDCioCCOH5+Uv/61jcyalZTZsyFxdDyhk0NaXn89JXPntpGlSzeVTCb7WRoasvcHMti2bUI6d07Lyy+3yLbbTpWmpnmezY/DBsYLhIk+tazrXu4hf6u5fOwzXkEBoxZ/uCkcYb122r9gV8O199ujF7DP0P0jn8qnr6cFHJbwxRcNQW5UWK/gx8e/g1TaSgG1DARdXMFJ8M033yzLzFWVIqeKx8JTrUb3cc3jK5fwqWqk90dVI+55pVW8egrpAjeEj3vpDBOy8XA/2Jwxdq/V/YgqnnyyQcaMSRrlTmTFOrNoEWrfqr/f3JyQ8eNTMmVKQtq2bZE2bZqlY0ciEavJttv6Nz+uBQqtqyjChHXnzZtnSJgXsC6g0vlZS70WjjAXEACcn4O/p0cvxC1olY/PxHNqdMFW7MYXgbuLauNpBiv5dWysnGwggF4nmRuwOZ511lmy8847m42hEl58boGNi25aquIFYQNRDuJaqeuV8OWqePw7TKpRXEO6hQifs0cqDw5t5PlyP1CQyCUKw/2IUpUub23y5KQ8+WRKrryStcb7gbKpifGXkKVLG0whx9ixm8o++8Rj/VCVD9KHUudV5eOQzjj1U3ioYWE3hSNasOGEdrBib8W3MEiVT1/PVuzGH4ESPqxZjjrqKBOK4UT0xBNPmDZRTz/9tClNv/rqqyVokMs3fvx4eeuttwJ/bghfsW4b+VoysVGpDUG1VLx6Vfi4L3oizQdncjlfVTVibEIswqga8Vnidr+U8OX2SOX+cD84CFIJH7UwYdjI3g03NMqNNzbKvHnlbdbpNPdLZLXV0vL22yk58shm2WCD8BJdLyCPjrAuexQFFV7AesEhxY9CqBYvkD7Wn2KEinmRL1eQil3SliBufsQDVfkgvE7Cx3qjhM/68sUbgRK+P/3pTyaH7uKLL5Zrr71WzjnnHEMC+R7FHFdccUWgm+yvfvUrQybfeOMNz+X2bsDEpFuF9gx2NlaHQGgSL5OHyczXsLVkirPCB5xmqIWSy7kvYVaN4qrwcT9IZWD+EA7j3qD6Q7bpHsD9sDYQweDpp5NyySVtjDoXBCB8n3+elAULknL99Wm5/PLlEqDRQkVR7JDNeFObEnzyvBzImZf8jR+FEJCewN8SNUJM8KLwqcpHJIJcPr8qn1bssndpXj2vp2Fiq/LFG4GwE1XAOH08+uijJrR67rnnyj777GMUsgEDBhj7Fga6VwPKQq/361//2li+vP766577JHohfBCKe++9V4YPH27y+SCxfJ6otGRiItfaoLgSYDHiQTEMYRZN8HfmfkUxuTzqOXxcf6eKh3rAfCUcxf0I0p7JIgv88445pl1rAUaQ4Kx4111tjCffX/+6XEJ2nvUFCicwMy7UcqwQ2AvYE8jF86MQavEHpI/nKbRvaA5fPqDyjRw50rfKx36guXy4XDgVPmBVvngjUMKHTxATCTCw+T4KGf12Oc2juDh/v5ww7n//+1958sknjQeXWqfwGigI5QLJ/7nnnjMPgGK5++67y/nnny8HHXRQpLyKmMgoK3GBU8Xj3xwyNBcvKipe3Kp0UfGU4JHiwKbC/aCiEBWBwxKbY1zIXpgOeFOnJmTIkLYVIXsKUmVvv72NvPVWSk4+uUl++tPmVTz9woRS+wvRAUhfITPiQoCIMba1XZlXhRBA9FTlK2QPUyikCzjMsueRiwf58wPeP9ZmqvI5FT5gVb74IhDCp4P+9ttvN+SIwXzYYYeZQXTXXXcZf7w999yztSS93AXz5ptvNl8hYU7wWvgBegUDmz7A2L1A8iCtu+66q+y///4mFEWomo4hUQSEL+o5YfkqOLUIhuo11Ly4IAohXd6fM3cVlRUFj82TUBPEzjnH+UxhLnaIItikp09fKP/3fz1l+fLKb8rcvkmTUnL++Sl57LEWufHGpbLJJuG8p272l3yhzVJQM2RVCBn7kD6/Kl8he5hcApYLiN7o0aN9GUHnU/nYH5yHMavyxReBKnwobvq45JJLzEmEEO8OO+xgQrxsCkG0VqvE5nHhhRfKoEGD5KqrrjLklPcOIIGVMF+uFpjcUcvh0wpODdM6KzhJ7leLCGwK4rYYhTWk66xA5ytkm/vB5sOGWWzj8erDF2bU6nPky099/fVNZe7c6kltfHSWkvfeS8rZZ7eRO+9cLt26ZSK7LkLciOZsu+22rv5Ge+nycOYBegX5e/wt0S+qd/O9TjFbM1Q+fo7Kx4G3XJUvH8G0Kl88EWhGBorbrbfeajYBBiUbc247mTCFQ5ybLOShmt02qoWoED6nisdXNXqlGo4E/3yh+mq1V6tHhS9fNxht5u41d1U3Dwtv0KpmDj653oTrrttfDj+8S9XfE0OTKt533mmQP/5R5MYbl0lU626U9DDOS6XpaJW5HmyceYBe/V+d9jCsb7nzqFhI19mjd8yYMWZ/LVflc+bwOV/DqnzxQyCETwcDYVAeuWAAM2F4MLjYPBhMflzLq40gu23UAkxkFqqwtczJ58PmrOB0Y/QaR8JXS4WP4h5nCzOnj2Q5Feh+FL758xPywgspGTqU65GQgQNbjD1Ijx7RVJS8VDU78yF1TjiVbYb8gAHtpKWlNvOZW7lsWUIefrhR2rXLyFlnNcn660fvvuAYoTYt2IcVgx7CdA4UsjhxC1wleN18Fi/FijYUjAkOXTNnzjQHsHIIL2MqXwjZqnzxQ6AKHwMVvz0N/yBZYzTJY86cOeYrBRycjKjkffvttyXsYGJykooqdOGAdNfad66QDxvEv5CKV4+Er1oKH4s5oUG9HxDwSvR09prDN2NGQi68sI1RkZYu5X2KvPhiSp54okGuvnqZaf9VSwQZpdB8SFXxOBCjbFPk0rdv37xz4k9/apSZM2srq2VJn8j997cx9i3nnLNcBg6MnorLYQZbL4zYNY0nH3SdcdoIaR4g9w8y7gU8TyET6EK2LPm6d4wdO9aojX5VPlUq872eVfnih0AJHx01GIRq9gvBQCpn8SI0yiZC2BcSRUVvFIDCF+WQrvbT1fsRJhWvXB+2OBI+7lclFT7GgVPFY0HnfrB5Vaqns1uFD3L3v/81yJ13Npq2YOyBHTsSGRD59tuEjBuX9Zq7776lUsXOjYHn8KmXp3bkya1qLjQnaIn2xBMp+dvfwmMYjgHAu+8mjenz7bcvkxo0EyqLkGPbRE4datvWW29d8PfU79NJepQwQdrc5gE6oeoiIogz2lUqpKsgf5DcZkQWv9ZkvAcIH2MyX96gVfnihUAJH0TumWeeMZsHMjUbSBhz9vy0Vwui2KQe8vjyqXhsYn5VvGJgUYybx6AqfEGNN57HqeKhZKDiMTfZrFA1Kj2uSxE+fgTJu+yyNvL112wwK362aNHK723o0AY58MB2cv75y2WffdiEJPRw5kOi5GlHHjZscrFyq5rzYcECkYsuWk3uvz98RniYMz/3XEL++c+0nHFGU03viZ+xDFmiUxOH00LFEs78vXxhUeYY88qvyoco4uxI4+bgpSofnaaYy34Oz3q9UCrzFaBYlS9eCHT1YEIccMABK31Pc/dyB1hUyBOEjxNYqVL5erVmKZR3BKEgJEWoo1LdFOKq8AFndxevYKw6VTzuEfeDAxlKUrXHcamijVtvbZALLmgjzc2l1wSeZurUpFx1VRtZvLhJDjusWT78MClff02BVSY0uWSF8iH9duR59NFGefhhxnv41k0yEJYuTcgttzTKJpuk5eCDW2payew1cgDhplpWU43ywdnRJ18eIKStVB5gMZVPLV70sOdWaYcoolKSy+dH5dOCDQ7phULTVuWLDyp+XNQTQlShXkmEddVHMGoIur1avm4KmndEqL5aBrtxJHy6qXghfGwQKHdOFU/NqLfaaiuj4tVyoS6m8KFcXXrpaq6JDE9DaJPuEn//e6O88kpS5sxJmXAw4d8hQ1qMOXCAQrInJVVz8VCLuO5s4uXmQ/KZ//1v8hnDu47yHr/4AiK+muy333dSrewRZ79sjShAfLymDEHEySlHMcsXhSik8HnJA8wHtXihWpb5quu02wOBVuz6VflUyCACUyg0bVW++CB88YEQkiUmA2HdqBI+zakMUsXjVMkCxcJaSRWv3gifLqYsrsVO+SzUatnhbClHriz3pdYFOm6LNn73uzYmP88bEvLttyJjx6ZkypSk9O6dli23TMvixQl5+ukG6dw5I8cdV/lx4VRSebApaqicr0EpqQzxKVPC730CV5k2LSHDh6dkt91aqpYXrB6dqHOsQ6NGjTIkzMv1h5CzzqPyURHthfBpHiCEibabXqHFH8xj3jOv4+VwwEGb+U4un9fWparwcb0ITVuVL96oOuELmz1IKTDQkfujbs3iVeHLp+KxEKBYVFPFc2M5Eycw3vJ58TnNqNV4Vze6sLeUK6Twoe498UR5Wf7Yg0CGvvoqIf37pw3Ze+WVBjniCMxrJVDwGci/I1yLbyeKDkSBe0DCPzlclYhmPPkkuaoSenCLUVqnTUsGSvgKRRTy5QUzB5gLmBLT9cULUPfeeecdo/bl9uDWLhuFwN/Qa52QMmPCC3hetXhBrfMa7leVj45WhIi9HL5V4StVgGJVvnig4oRPffcYKCyMURwoqCZRJnxMZsiCm80stycqBK9U9WCtwPuJG+FzevHlFsCoGTUHEEhe7qYUVuQjfB9+iFF7+0By0uDGFHdMmJCUfv1ajGLI/3fokAm8rZ/mclVLSeWzoYJGBdzPadOkYpXMbiIKEDdaj6FaeSFPGoJHbSP/2K3CByCdpP+Qj0cahVc4W735qZSH/BIWxikjt9lBMThNl1EHCU0XMqK2Kl/0UVHCh3/dgw8+aPrR0m+Tyl360x5xxBG+TVxrgah32yik8BVS8dQigkUszPmXfC4+Q9RU41Khcz7P5MmTjVrg1Yw6jMgt2vj004QMHtxempoSgZEilpMlSxIya1bShHe7ds2Unb6AmuoMGUKyISKsBYUa3weNM89sY6pgo4Trr19NnnmmQX7xiyY54YRmV/l8hTq7eKlkBhpW92tKDFl87733zN85Q8KlCB/gb4YNG9b6fr1AjZwRFvykAmjFLnstKp/bdcJZjKgFKBBHq/LFExVhXUyOv/zlL3LxxRcbRYKTD3kGI0aMkMcff9yUwP/jH/+QqIDFnUkQVThz+HJz8dx6gIUR+l6jfOLMR7oB4UFykoK0sQmLwvd//9c2MLKnIJTIcCDEe9BBLZ6KBryEDDm4VgtDhybl3/+OjrrnxEcfpeTcc1Nyzz0t8vjjS2XttTMlPSGZw5C1IDq7QL4oZIBEeVnTIJkcrFDbWBO9ED5IJuo7Kl+hat9i4L0WMkF2AwQVVfnc5ptzD5x2MlqAYlW+eKIihO+pp54yZO/888+Xc845p7X1DIPoP//5j1x55ZVmIT399NMj4W8HYWUSRBFMTMK5bFTkp/BVVTxyXNyenMMIFnLeu1vfqrAgH+nW3EjuDQcj5kwcyF4u4XvuuaRMmxb8oQKi16lTxrRfO/DAZl8hQ+c9qPXBhwyMn/0s+vd/woSU7LprWzn00BajvPbv/7V06jRXFi7MVpNrGDVoT0gtZPAa4gQoZSNHjjTkR9cV1hg3KRSlqn2LgTEI+WJ98ANV+aZMmWIsmNwQsly7MavyxRuBEz7CUJC6o446Sv70pz+ZhV7DOZwYIHn8zi233GL+HQVQgUUYJwrk1EkoODVrTgjvncWgnJNz2MC9iEKlrrbPUoKhpJuNLh/prmZ7tWpW6c6dm5Af/zh4EtOmTUYaGhIyZEiznHXW8rzGv6xBznsA4dODj5eQYbXw2GMNxoQ6Dpg7NyW33spNychqq3WTXXZJyK9+1UV23XX1inlCKvkhNcJLiBOwRkI+CQnzHG4VPjfVvm7+HmGkkMJWCiiMkDVamfK5SyFfGzer8sUXge/8DB5yIO699968PnwMlB/+8IdyySWXtP487Ah7Dl8hQqGbGSdTSu6ZvHEhe2Ev3MhVkJgXej8IFxa7D1q0ERdkN4iM/Pa3xFmDn+8ILz16pOWXv2wy/y5lfswmXuoeFEI1Dn3ffIPvXuNKHUeiD65ZQpYtS8qrr/aQ+fNb5K67lkqvXsEaZTvvDSHOqVOnmh7uKF5ewBghBx11UA+VbsdLsWrfUmDes05TLTtw4EDxS3Q//PBDI1SUImSEdHNJt9NMOt97sCpfdBH47s9ggXwgqecDgwPZGnWDpOh87VzCBhYLTjuERr2W3IeFUNSqn269WLPkU5BYuJVgkN/jlijks2WJMvjcs2Y1ypNPBhsmbWzMCNORalwMlwcN4uCzIvGf+cpawz0o1/y4Wvjoo4T88Y+ryYgR8d1Eie5PmpSS225rlKuvrkwHIGcuH8SFQ7sXYsKYcfapLWXL4rba143ixt7Je/bTrk1TkFD53BDdfAofUF++Qu/BqnzRRKCET6slmWTFElffffddMxHYFKMAJi+TApUPQlVLFU8tIpwhKTeEIuhuG2FBLRU+lFRVj4JonxVnhS8bngyWbHF2YQnp1q1J9t57srzzzpyVzI+5F1HK7eSW33JLG3nzTcZ0uIlpuWApuv/+RvnVr5pkww0r1w5PyY/XympVyiZMmGDGkheFr1i1bynwOuT+ldOuTd87n7sY0WVP4ZHv/Tlz+azKFx9UJL73gx/8QJ588kkzWBk0bF6auM3AeOmll4w9S7WsDcoFA5rcCE5M1SR8hVQ8PyGpcrtthBXVVPgYx5x4K60gxVHhu/POboE+ZypFbjB9R9l4lsvQoWvLmWd2l3XXDS7xv9r4+OOEjByZNB1D6gHffJOQAw5oJ/fcs1S2264yBxzmEmoVAoS2yXQLlDbWTQo/vBI+1H3W6Nxq31LgUM7rlNOuDfBZIYzFVL5Sbdz0PViVLz4I9C7pTacylxMCLW70+9pBAPz85z+Xn/3sZ4FUwjEgDzroIEMeeY0nnnhCggbPywSqdB4fkweliLyT4cOHm8e8efOMkjdo0CDZaaedjDLKQuRVPYqrwlfpog3ywPDGwuIBO6Fx48aZ75Hbs8suu5hKNshekBWGcVP4Jk9uL0OHrhXoc3J5SI/acsuMbLFFWxk1ak158slukSV7gF658+eziUrdYPbspPzqV6uZUHYQyHf/yWVj7WMt9fpcHK4pwFAi5gX8LR0/vBy01XGA3D+IGqTND5yRtkJriZouFyJrvAdV+fLBqfLFab2KMyqi8KF4XHvttWbAaMUoagiDh9CjHyfyQuB5aWt04oknyuGHHy6VAoSvEt02UPE0TIuKx6JCSKrcsGAumNhxVPiCJnyo0E4VjxO2qnhBW0dErRDFL37/e28J827APdh884T06kX0ALUiI2+9lZKjj26Srl0Df7lVXrsS2GijdGs7OF4iX/vhQt+PMmjF9tBDDXLBBeUfSPMV1TCfOJRBfqig9XL/tPCD5/W6FqPweW3z5sypQ2Hz264NIIJAGNm3IL3FXqsQrMoXL1SsZBOy9/LLLxv7lfnz55sNjMlGhe5Pf/rTwBbNAw44wDyi0l7NmdwP0VNHec398pLc7wWEJuKq8JVrhgsRVtLNVxZ37gcHFEh3pawj6iGku3ChyMyZlfGTo7+sTpX27TPy5ZdJEyb022XDDfL1BA4KRO4OPbRZPvywjcD385G7zp3pSIHNjcQG6XTC5C2KlL8+FVo7mcsQPua4l0JBno+DHh0s/BAaVD4iXW7avClx0t8jl499x2+7Nt4vr69FK7nXxtlWrRBU5SuUT2hz+aKFihG+G2+8Uc4880w58MADDSFjUGBIedFFF5mQ2EknnRSpllhMGA1R+03uVxVPk/vLdZT3AkiLX0PPuCl8bNood3pPOL2i3HEvWFj5dy3HZZxCuuPGVUYNg/AsWLDiub/8kmKNjHTvHm0mhI/gu+8m5PXXaRu4gvSR/UKfYISejz5Ky/z50Vg33SBLbhMVXydQ+SAuXp0h9PcJCedTyoqBNQV1DpVPPf0KQdcxJwlDBCCVRAvzylH5cnPmc02XC8GqfPFBRZgGg/vOO++Uv/3tb3L22Wev9LM///nPcs011xjCFyUwWZ577jlXv5uvL6SGBZk8tbCHqPeQLoubqng8uEcsxtzX/v37h8quJk4K31lnBa+OsqdAgujJ+8orKVOt26VLRn72sybx2MI0dCAv8T//WSb33dci993XKF98kZD110/L0Uc3yxNPNMjYsSlT4RoncC/nzUvIV19xH8t7rmLrKkod+Xgcugm3uoUSGZS2fEpZqfcDWRs7dmyrp1+xNYrXcea2Yw1DOhGvzTrlN5cP0pdbtOJG4QPOfEKr8kUbFSF8DGoSPY899ljz/1qly2OfffaRq6++2nw/SgnWnOw4JRUyXi1k0QHBY3GptT1EvRVtcJ/IfXGqeCye3BPsggijh3VhilOnjY8+CnaJ4ZYxlbg8hAJpQcajW7eM9O9fnWtW6XULIecXv2g2D8VllzXK+++nDCFs2xYVMzprp9sK5bPOWs2QdkSk3r3T5muQxtisgZA+iAtFcF4LKZiTc+fONY4NXhVCp6dfIRQqDIGwDRs2zBBHnsfP3sVnpugQ0ud8PbfpKryHYlXDVuWrY8JHoisDiX6EEDwdAEjif//732X77bePTJuyQu3VCEs7e6I6VbwwmrzG1ZbFSfj4yukdQ2/uCYsPZJsFeosttvDsel8rRDmk67SueeEF7su2AT9/NncP0+V11skY9YswJ+HdZ55pkDPPjN+hBrz4Ynap7tyZoqL4FW+0tCTksccazYNput56aTnnnOVy1FHNeVvl5Y451mUtrCi27rI2YyjspXUZ6wiET3PZ2N/8qHxU+kM4C7lTFOoJTiiX1yzmbetW5WMt1PfOfuC2GERVPoQcq/JFFxVT+AjZHnPMMfLLX/7S9BTkZPTqq6+a5NfbbrstVGTILeGjohZ1kpyK999/X2644QYzAVlECA/WWsUrRfhYUKKUN1kKLPCcUiHfHC5YxEl0hnQz5rCzieJnjVpIl43D2cKMuZ2t1N+6Yq/Z1ET3joQp0oAg0E/37bdTcsYZTa2FHFEr2ij8mvQoT5g8PoAIFDfC5wQ1WFTuXnbZaiYvc9CgtLzxRkqmT2dciey8c7NsumnWCsR5MGLcKWkqtL+wDkJcIE9uTY3Vg0/DmhQhUoDoBVhpkTaCpx+h3XwoVjULYSQHnq+scV6hn9mpUHpR+IBV+aKPilUL/PWvfzXyNfYsKHsQoj59+pj/33333QN7HcJ2Tp8gcjRGjx7d6rZfDpgQ9EQkd+/ZZ58133vwwQdlv/32k9///vcyePDgQLwEqwFdSPhMYcpX8woWE1Q8JRiQDRYZFtTNN9/c12IYNoRd4csteuHfKAVO6xpCjvPmVba6GcID4WtsTMvChQmZPTtah0i3gLtsumla3n03JcuWpSWVQnFqkGXLorH2+AHDf8ECkTvvbJRHH83IjBlJSSYzJpT/9NMJOeWUtOy2WzZVSPPelOSVih5pEYJbuxMlfGrvAuljvfGj8k2ePNkohfkIUTGvP94nJJP9jcOsXwNq9kpVKN3m8OXL5RswYMAqP7cqXx0TPm426t6pp54qlcQHH3wge+yxR+v//+Y3vzFfjzvuOLn77rs9Px8bLX8HyXvxxRcNOaLK+LzzzpMLLrhArrrqKtl7770latBFMYqEzxk6h+zx/smL4QBBuIOTL8nUUSHfUVT4GDfOcDmbKocqlG+IXq5SMHQoi32iKsSAilX2lkWLssbFPXrER/qCbKCa7r13i4wZs558+WVKGhqSstpqGVm2LH65fLkq7tixSVlnnbRsvnlzq8I5Y0ZK7r23rey4Y1K6dFmZVKjqp+SjEHHxYnfi7LKhhR/cE8a9F0C0IFxz5swxpC/f6xQjYBBGBAiUNj/pKaryIcDwXrwqfMCqfNFGRf1ANNdNqyMZaITdCOtC0lDIyg0xohYGGWbhvUD2qIhCxaOPoL6/m2++uSLmy9VCVPL4tG+wkjwKYsjFY4GlTREqni7mqoSxWMaF8IVB4WNOYWqu94B566Xo5dJLq+tdyBIA2Rs/PiF77hldwsd1dx5wmAeM9z326Cbp9Hfy1FOdZe7cpAnr9uyZlsmTq0OsawHuKXY7dAZLpQhpZ/sxExH9+OOUTJrUIIMHp/MSDu3uVAhqd0KrzFKFEE7Cx1dCsqhcXgkf72f99TeR4cNnSWPjurL22klPRsgQLJRFCCfRDD/riqp8qIVeFT5gVb5oI3DCp3L6Qw89ZPLdUGDYOBgALGTkEDAQ3DqP1wIPP/xw3u9Xo71avVbq5usbjIrHOIHsFSJzqlyyKEdNuQybwqfhclXxGCuoeKgBhJHcqgpMkQ8+qLy3ZC45+O67hNx9d6MMGbLMEKJKIej8Y+cBh2vPRkz+KZs7rRQ1TaFvX5EjjlgmH3+cNJW65LSdcEK72ObyAfjCtGlZ4tCvX7arCuAz5zsTOcO6xUK7kDxy2dwUQuQeJiF8fuxdhg5NyP33ry/jx3eUO+9My667NsoJJ7SIFs66UdxQ+Wi5CWH1s96hLPLe2YcZd35M5bUDiFX5ooeKET5OEJyeGJgMCiYGA5T8OhQ+PVVFqXijUu3V6lHhc3Yc4QHhQzWC5KnJqNuxUel+utUGmwvzqBoFNrnhckgdygVEA9LhRzU94YTaVENDAl5/vUFeeqlZDjggXCHxYmbsRED0gIOCXeyAs9ZaGVlrrexn++67ZKyLNxj6G2+ckc8/zxborLdewlQp47+IwTYEMP/fJUuGdQF7E+kg7FPFDjOsLc6fc69U5XNr7/L++wm59tqULFmSkLXXbiMLFy6WF15oJ3Pnku/eInB6XqeUubI6QUDamKPlqHz6WbyCA4havViVr84Jn97cXXfd1TSXz5eE+s9//tPkydGFg4kZlVAceR/kL0QVtVb4CnUcKbdvMH8XVuXSD3Q+VILwKdFWFS83XO7H58sJLFOGDavdfGZDJdG/UoTPb/qI066Ga++0cfLbUnG99TKGFIW4vqcs8LlmzEgYMvT11wkTvu7YMWMexxyD5VL+v1OFqZTKRyGEmxCpM6Tr197l6aeTptK6b1/eU3tJp3EUWCwTJnSQ995LyG67ZR0H3BAwCOp7771nxo0fhU7tZVhb/K4vvHaxPr9W5QsnKhb4KEbi+Bn5E1FT+MhdiHJIt9oKX7U6jsRN4dMF0tlXM0iizXNyD9g4IHtBtvZ79FHmfe3mdCqVkY8+YnNlQ5eaQns0Q/CcdjVB2DiRr3jllW1MD2EqleOKb7/FaiVbqdypU1oOPDAte+7ZIltvXZx4q8pXimxAXJQ8FQqR5iN8Xu1dPvooq04CxkHHjp1k8eJFkk53MIqlSJbwuZmLEEzm7fTp080hzSvYfwlnYxHj1w9XVT6UQqvyRQcVT7RhsrDgQZQIh1KWftddd8mPfvQj8/MoDQQUPqf5ctTABlPpfroU6TjJRZCbXD0RPj0hB0W02STKUZPcgLTDBx6opRdlRpYvT5gKVojC6qtXN9ap3V1UPXXa1aCqcNgJ6rq/+mpKpk5Nyl57NcvTT6PcS2yBasw2QZs5HoR53d4PJRyFrruSJ9qBFiJP+Qif096lUC6bEz17ZmTMGPa67HtnDi5cuMiQvG7dkq6qdJ0g7QWHCtZVPyof6RoQPsYqKqcfWJUveqgo4aO7AYOBG87NZzBDmBgcf/jDHyRqgPCR7BqlMHSlFT4WVQ1V6SanKh55LiyE1WiMHifC56e9WiHz42qagtPiDBuN2iGrBtF9A8PeaiBfdxft0cz1r1Qh0aRJFG5ke89usklapkyJ94YKX2AZeeaZlFHE9t+/RXbZJS3rrpv/Pqs/n5sQPORpxIgRhsDlmyeFlHby+lC5UPm23rq4yfi++6Zl7NiEfPqpCJ7NHEwWLFhDunZdKNttR2w64VrhA5BUSBtE1U8BJHsYKh0KHbmj5ah8hIfzfX6r8tUZ4TvhhBMMyWBAQQLY/EnO51Tw6KOPGq+8cnOGqgkWcRZ4nNa99lOMUw6fhqqUYABVMdjs/Jw4y0EcCZ+GpEqZHyvR4GDF/HKaH1dbhX7ttQZjgFxr9O7NBl2552cDmzlz5kq2KdXu7kJ4UKcyfYSzLdcSsS3gYHpTuMHS8tprSZPb99RTGfntb5tkm20yJVW+YkQK8sR84Z5C/twqfACSSHoSThTFCi722isjX3yRlsceS8qECdl+0Ftt1Sg77PCRNDVtJJlMd08KH+C90mGIQ53XAx1rOJ9Z13H2aD+wKl+0UFHChwlyvpu84447mqIOYv948UUlRMqEZnEgNB1FwudX4cvtrICip+SCk12QoSo/qBeFD7LuJNpqfkwuUT7z42oC3n/PPQ2SydR+Hr/0UqN06kQ3BuxNyn8+Nizt7oLCz31gvKv5dy0OrTvt1GIINhWscBFuPfl8WNPElfQtWQI5E0E07ds3bXI1//WvRrnuOvzkpKDCVKp4Q8nTmDFjTFQil9wVI3zce9wbUPnwbi0EtsENNshIp07ZqmPeSteuCdlss55GIWNf4T16IW7MfdZhVD7ycb2AMYxCCVlE5WP98KvyIYRYlS8aqCjhK3RzySliAZ01a1akCJ/TmsVtH8YwgcXEbT/dQuQCCZ+FLUyedyzGKMdxAveHe+XMCYNoc+hgceYeQLTDsoBOmZKS8ePD8V5osfbUUxDmNnL++ct99dYtVOgCyWNuuOnQUElsv31afvKTJnn88QZZtCirgMWV6K1AQhYuzMiWW2Zk3jxComLyGBsaGuW441pk4MB0UYWpmMrHvYW8sSeh2ilY90qZuqNyDRs2zJDGQuR/3LiEXHNNylTqEobmXr39Nu0HN5CDD/7YNCUAXguoIHpYnUHcvPwtB3/eKwSX4g8/nUNyTaytylfHhM9J4giBMpEYWJyE7rvvPjNIlDRFZRDweVD2PiURI4JQBShfezVNOHeqeEou3HRWqCXipPBpThgLMn6V3BdO/4w7cmL9tFSqBqiKnTcvHOODTZUq1nffTRpzYjdJ/lxnZ6ELIbp8timE/fi9WoOl9eijm2XnnVtkwoSkjB+fkjvuaDAKX5yB7c6kSRnTXk6J/HvvJU2496yzmmXIkFU7b7jpscv3uc8TJ040KRFK8FRlL0amGBuYk0+YMEOmT99C3nwTRYtIVkYOOCAtREuffz4pc+YkWq1mwJprZuTDD1PyxRd9ZcaMj4sWlxQCh3Ben3HJ+3cLNXnWziGq8vkBxNGqfHVM+FRBuuaaa+Tcc89tnSzIz0wM2pWddtppoe62UQgoXFG1Zsntp6t9OnWTY0JGgVzEjfCp+TFKnuaEca8wL0c1iMICSfeHMPnB0V+3a9eMIX6FCB/zQMc+DzYlNlA2fDa/ahS6lIsNN8xIu3Zpee21lCF7cTZiVixenJ0PcDIqsbfYIm1U3QceoNXaquFdVZj4WkypY75NnTrV9LplDABdV0qpZ2ussYkcc8xyE2ZOJrMV4iNHJuXddxNy2WUtMnx4tmAjnc4WFpFZQ2iXM/isWWvJ+uuP9VUIyGdijRg7dqx5z25VPmdbNVX5mAOVVPkQEdhTOEhZxIjwaWXUIYccYggSyfwoRBA+LYOPKqLcXo37wqJCOT4kA6WiFgnn9U74cnsFY2XDtXfmhJFPpMQv7GC6o7KECSgsWHj06JFxpWJ7yUUNU/oJ1/6mmxrl/fcbjB0NZKMGXflqAj4nJJew7sYbp2XOnKSp4IUE+8nlU5Xvww8/NHmxmlZRyqAYp6uzzuoiH3yQbH0eegDPny+ycGHSGEaPHp0wv6fVxhA93j+V7ffe2yBbbbW+rL76LF/XgXUjXzi6GJxt3JydQ8pV+Yjg5Ut34JpAKplvmFxHYV2LIypC+PSkgoKXT8Uj34qFl9/jRB0lQGDJmYhaiFANYDnZsdExOZl42qczyogC4SvUSqtQr2D+368PX63CqGHDV18lZMqUjHToMH8l2xSuNwc3UhXClIvqB598kjD+bhts0CJz5jTUDdlzEl5MjXv2ZB3IGNKbD0r4SllqMS4Ib5KnzVrvxvz81VeT8tZbWQKTTKYlnSZ/NJvmwLyYMWOF6qpT2mmWMHt2Us46q5+cccY3MmiQt/68TpVv/PjxK4WjiyG3qwc5gBR/sDb53ZNV5dPWmLnQHtE2ly9mvXRZXNngIBZKNpDJOYHwFWWJ76EyYR5ZjZ6h9dJPl+sPoXaGCJ39UVH3tLIzLggj4SvX/Jj54MWHr5bgY1TYz9sXuHw33bRQfvObj6Vnz2BUbL+t1SqFRYsSsmxZtv0Yn5e9PiLDJlCVb+bMpOyyCx6I+X/PqfC5UflQqtSGqzThw0MvG05valqVbLkZMvPmpeTmm7eRbbYZL3vu6T0Chnky6zx7LOSt1NrkVPhyVT6/hE8rlnmOfCofhI8Dls3lixHhQ7lDOeKmYuWhKgVKEqFdcvggJBC9q666yvwsSjde26uFqbLYTYhQQTVYnPrOAhZkxlmtDw5cd82J5CvvhcWTMAundi85YVFT+NLpcBEhkN2A15KNNlpjlTBf1KEkomfPFunYMS3TpnFAIKeNg0Z01tMgrgP5cITvx41Lyq9+1UYOOqhFDjwQFSl/Lp92sikEiB4qHxY8/F4pwqdEu5wzJ3ZGn37aXh54oJMMHPi1dOlSuj9vPpWPohP22WIqnx6Oc9cjzeVDpPGbdsV7KKTyKeGzFbsxInzk6f3lL38xg44HJ45LLrlErr76auO9B9gM//Wvf5k2ayiBUSkO0MWAquPcE1K1oSqe2kbwXlCPCoUIgzZfDhN0QWYhq+Y9KdZlpFzz4ygpfGCTTTIybJiECgyLdu2SEiFv95KgQPjxx1MydCiqdkYGDmw2hG/GjAZZunRFRWq9AYWZbYTgyz//ybUROeywlry5fFrAUehaMfc4pKFU5fPly8Uee2TkscdQW8v7DBR0PP30pmY9P+ywpKk49hKIyVd0kg8QL/aH3D2CtVNVvkGDBgWq8rFWKuGzFbsxy+E7+eSTW/99+umnyznnnGPInnoaoXpgyowM/dvf/taEGqMCBjMDFpWv2KQKGixSThUPwoeKB7nAi4mJ5maxZ1KHwVYiSOiJvRqET/0JCZfztVLmxyyGKIZRwQYbhE+NRMDYcce0dO8efXWP+T9pksjZZ7c3RQAMM9rHTZyYMooeFh/YfnBGqIdK3Vx8/XXCtPXba68WoaYOH8b99mtZhey7VfmYz5AW1txShG+ffdKyww4t8vTT5bfbXLy4UV59dQ0ZNiwpW26ZlEMOScvPf542ZtOlwOdhL0BI0aITN/l7ThAOHjp0qPnc7C9BqXy8Jmsl66P15YuhD58OKvLd2ByB9tMFDCo2NSUfYQqRFgPvn5MUXnyVJny55q9cL0gFEwkVz6tJZ1wVPg27VCKPr1hlZyXNj0u1Vgsbnn66oh7uvtCxY0YOOSTYsV6tdYp7r0UGfP3006T8/vcdjN8en4sht2BB1gqHHD6qVL/5JiPffpt9bwG3zA49tCobMkxvYa4NljyFKna1v3uhe8laC/nB365QeJPlBr9kSOUtt7TI5psnTU5lFryu93FCLuBqqyVk+fK0fPFFSh59NGW6xfz0p+7WAlKmVOUjwpYPKG2FDqZ8n30NsrvtttuKH+TrPqKqou5ZVuWrDSq2SutN/MEPfiDXXXedGUgMIJQxDGX/9re/yWGHHWb83kCQi+g///lPE0LmtbBbuPHGG2X77bcP5Ll5n5WyZsmX6J/P/LUW7dXCjiAJn1Y2633g/6td2ZmvtVpYgentmDHlqxtBo7k5If/8Zxv54x+XGwUs7NA8VCfRZ76zlr72WluZObPBFGeojVlLS0ZmzULto1AuYYgHVapMbyqUI3ReCAScY6laXmONhLRtmzHEOB/ctluD+JDLlzsPUU9fey0hjzySNP5/CPGEXvF7HD9er3uijJxEqq3T8tlnGVlnnaxp8w9/mDYha7e5fJA+qozzkaliCh+A6L7xxhtmL6LQzA9yu48QrXCSTKvyxYzwaX7A5Zdfbm7o2WefbcgLhQTcZMjeeeedl9eksRw8+OCDJlx8yy23yA477GDI5n777SdTpkwxylzYKnWZCE67DrWqYdLxNWjz1zgqfOUSPhZ+NT/moebHEG0KkGrhTxiVog02qD//mTEaPnUe42W6UDz3XEqOPTZcVdxA1TtV8nJJnnZe4N+TJkH2VvTKhaewxKZSGUN0IAN8H1+3kBWsVxUQXUzATz6Z1CEpadFSTOVjTWF/QtV3gpZof/97yuRMLlyIgbLIiBHZ5whiynL/WG6WLsVxIfG9vUv2HruBWssQhcrnxuA0Xc4HDrSogzyHX5UPcQIDf5RCVL5cVdF236gNKh6Hgd2jtl100UXGTJYbS2Iop49K4NprrzU5hCeccIL5f4jfM888I3feeachmEEVbvhV+DTRX33BCBeqisd1KSfR3w2YdJpPEYUQeqUIn7OyWf0JIXbkleZWNtcCUSjagGA89FCDPP10ODtSLFyYMKTv3XfDQ/hyQ7VASZ2SvHybX5cudNTIGvYStu3QIduPtaGB3FXWlKyxL4Qn5MOmouCzz5yZLaDQ6tlyVD4OfhRjsVZ07tzFELuLL24w3nodO0pruzReK6iUW54vk0lKJtMiY8YkpH9/iJ/7v1eVD7LFXpU7ntwUHFK0QtpVOSof70FVPi3YyH2fVuWrLqqWeKO2LPjAvf/++yY3YvDgwYG+BoNqxIgRcv7557d+j4G09957yzvvvBPY6zCJkMy9vC+niuds4cTXalaW6smu1lXGtSB8hSqbe/fuXbSyuRaIgsJHn9qHH26QRMJfvpIbNDaiYHl/bvYPNklIX62HeaFQrVZKKuErBio2336b38+Yllx8rqVLs0SDIMmCBdmqZK5XS0t8DnJ+wHj5+98bTLeLa65pKkvl06IsyNPHH28nd9+dlIkTzTOYimAtkgFBTVeIfPaRlKamjPkcf/5zSi6/vMX05fWi8iFMsF/l7kelnDFU5eNz0wq1XJWP58vdb5wqH+t3nASIuiZ8DLA77rhDbr/99lY5ma9U595www2BqX0oNQweEled4P+pXAoKTCByHAqBRYJToTPRH+UOcsEkctvCqRLQTaZY4m5cCF8h82PSCrxUNtcCUcjhGzs2ZZQlP4Ss0mDz5X0RFtt552CvY6kx41fFK4Zdd03Lxx83y//+x0GAXsEk9lOpmzaKH1OZPZwerrQXq3cQCn344ZScfnqTFOo25kblY00hFejNN2fJQw+lpU0bKqKxFuP+rgivB72MMDxok7fGGt/JVls1yqRJjfLSSxk56ih3rJLxRR4dZEudJRQc9t30s0XlY59j//Lb/1ZVPq5hvu4bqvJxnaPQuzrqqDjh42ZSRIE1ywUXXCBDhgwxGy0D8eabbza2LPfff3+kQowa0nW+Z7XrUHKhJ0PILDkMYWrhFMc8PiV8+XIiIdosXtwPP5XNtUAUQroQDzZWcpkqBUgbqpYf1YohPmBAWvbdN7hwbqFOG8UKLpTglRO24k9POKFF9tgjLePHJ+Vf/4Js0+pR5N13E9KpUza/j96tFlmFjPD2O++kZOON888jJRvFVL7p0xvlqafWkhdfXFdmzEhKv34JWXttVNYV15lbXomIJFvGsmVtZPjwtKBhEN496ij3f8/ewz7LXgXpc5vDp0AFVHuabbbZpiyVj7U4X7WzVfmqi4rvfmzCEDty6I4//vjW7++yyy6m1dHuu+9u/j+IG41yw+KKQ7oT/D+DLkjCR9HG8OHD5emnn5Z3333X5AdqLl4l7TqCQJwqdTUnEkWVfEjsCFRNpfCFpOsoLiJRCOn27r3MELF0GqW4cteY16D6FPsRr/jlL5eZXKugUUzF03Ctm1CtFzCMqQTNZHjNBtloI/rCajs1Xiu4PLI4AMGfSuZi4P4UUvmmTxe5444NZfHidtKmTUqam9NCJk+PHgnp1i1LsCs1RSHw3bszzpLy5ZcYa2dkr728PYdT5WP/c4oTbqM7/D0qH+sr66pflY8CkkKHJavyxYjwMbDYhPPlAcD4Ub7KaeWS+1pUFb3yyity6KGHmu8xkPj/X/3qV2U/P+HBl19+WR599FFDMg455BBj93LQQQfJdttt5zu5tdqIusLHe3eqeCwk5IhyIh0wYEAsQtVhVPi4zt9++21rwdHXX38jW2zRX8aPL967Myi1g1xBb2piRm69tY0MHrysYPK+FzhVPE0fcJK7alUb8lmSyUxr/t5aa2Vk5syEqdAN+RmhqsgaUBcfL0o28pG+Z59Nyty5bWXbbbnnDTJ7NtectaeNbLpp2hSGkEvJnwQ9VTGSJhixxhpZk+1vv80YkukVqtA5RQ+3Cl+uysfa6lflY26wbuTr82tVvpgQPnU0x2vv7rvvljPOOMOoY2zY9Ow79dRTZeeddw70BmPJctxxx5nWMJAxbFnYpLRq1wtYACZMmCDPPfecPPvss8Y9nAT//fff3wzg1157rdVHMEqImsJXzPyY9j2oqYQtUF3jQPacCl+tUx1YhJ2pCsxdQuNsHoz9HXdsKw89VPnODuQKer0M5Fi98EKDnHmmyEUXLZcePby9SVVYnaFaNko2LtY13ZyqreSvv35GevfOyMiRSdNWrW/ftCxZgtFwOCMKtQKpAJMm0WM3a8BcKA1NTc5z7yN/165dk6RSHCZF+vZNyPjxzYZ8zZ2L6pwtlOHsHPT45/koxFm+nPzMRkkkmuW11zB2Tsnuu6dl551ZF7ypfJrb7rVgj3SYN99806zBfm3UWMc0jzqfA4JV+WJA+HSjuuyyy+S0004zIVB8zVD0cOFGIr744ot9t3DJhx//+Mem1y02MJAATiXPP//8KoUcbjc7PPxQDX/0ox/JXXfdZU4oDN6HH37YDOAoIgoKHxPfSTS4FxCNQubHleq0UStoxTCLYLWrh3M9CbnWkGuKrJirzveDqoTyVkpJCQJ+NlXCwG++mZIbb2yUSy9dXjLXqlTBBWoHh1UOkYzHWoDPcOKJzTJ/fqPpLMEyiyJksarxNvf9yScbZOut0/LDH7bI4YdjASIF7UFUrQVY+pBDSvEE2HRTxv0i+fDDpGy2WaN8+WXWBJs5gAFz0Ooqw49K7KYm7nFSPvtsmbz2WnsZNixhOm8cc4y7F2TMst+yL+pe64VUET3RfEAaGXgF6zLXlz2Y98H6nQur8sWI8KGIvfDCC3LrrbfKyJEjzUKJ8TJhV2eD5aBA+DaIEC4DD/uY3A1Xu20EZb5cbYSxn24x82NyPUuZH8eN8Oln1U2oVn2ae/XqVbSaGWPjMIcRtYqSimI2atSwcgsuqLSfMWNGzQgf6Ns3I3/963J5662UIRv/+ldDXfbQLQWuB1XL+BV+9VWD6b6x337pgrl8TuyyS5MJ606dmm1vRtZRJrO6rLfeQtlmmy7y+uuNsvXWqH3Ztm74IAYNljQea66ZlB49Fsh667WRuXNpuZY0Sl8eX+WCbeKwaWG/1XHtBaiEflU+okna5xd7NHL6WNtzYVW+yqNqJYtsHNdcc41EDYUmhhZuRBFhUfggM84WZiwM5HJifoyalG9RKPaZ4kj4KlW4UaiamYXdSzUzZCOMXTacIPxGOBc/MzcqnhZeFDpgQPhI7ygnxBUECFqgWuEB/49/NJjCFqqmLVYGywL3vnPntPHno+qVpku7707/2xUkj7GgChPDYtGitCxdmjKHmmzhkEifPg1y1FFfyvDhKVm2bA156y1yJ7MWOZUA0x/ug8rY3IwJ9GJZe+3OMnlyQiZOTMh667lj+IzZTz75xKh8rJVeFTTWYvY8PyqfWoAR0UPl4zmsyhdzwsemQuIoxsuzZs0yVTvkYpEjhwHzhRdeWBU1IyhUqp9u3HP4KmV+zN9B+Gqd8xYUlHAEVbih1cx67am606rycqqZsQgJO6imJOzco0eTLF++4lDgt+CCEDfzH5UvLDm83DpSo6jSDbPiWgtkW84lZObMLHHj/wn3vvxyUk4/vVn23HOFLYsWb5AfeffdbaRr1+9k4MCMLFy4ol/x4ME95OGHlxkiqFOmksoqZ3NC9gsWdJGWlvnSvj3Vsvipun8OCBTznP3XrzUVh0EOOqQz5PPUKwSn5yvq3ttvv21VvjgSPt18qZIlF45TBmCwcDNZMJcuXWry7kBYbUzygdPOqFGjJIqopsJXLFwYpPmxLg56OowDyrVmKeQNSU4P1z+IAhc20Siga9e0rL9+c94+tX5AlxzsmBjDtfbYJNy40UYZGTs2S2YsVgXnW6pqsbLp1YuLlJFPPknIPfc0yPbbLzfVzs5cvtdea5Bvv22RtddeZkK5PLDEQVW7++4uMnPmcmP50tiI8hZ8lW4uyOWbM6dRPvusm3z+ebP065eUAQMynscs6prftpH8HQcdnsNLKhbRBF1rOFhiwkwuX77DklX5YpDDx+C48cYbDUlCVUDaZfBA+Ch+oOotauCzULkbRVS6n25Q4UIvUGWQk2FcCJ9XhU9tU7Q/MIoe86yS3pDt2oWfYdBubP/9W6Rt29UC+/xsXIxlohWQvlqCCtIf/KBZRo5stISvRAFPz56oeSuqnT/5JGkKXwYNWlnlmzePdXJF5S7KKf1zP/pIzO+3bdtGGhtbjF1LNTJJeBtUHS9dSg7fcjnrrCbp1s3b2s26SBSlnPxtlDlUPr66Vfly++gyX1D52A+sylddVGVnJCcLC5ZckIyPd91Pf/pTY6cSJaCS5HbbiAqC7qer4UL1Z4N0BBEu9AKeP26FG27aqznzILn+3FMWdbVNKdUzs1yst17444cY2G67bfD2KRtuuKGMGTPGjPFaHTJQrijYeOYZcsqitQ7VAs5lSMmx83tKNjbbrMXk53XpklXwRo1KyLx5ie9D5hlZvpz2lOSBVud9r7tuWnr2TJjDy2efNcnixYtEpJvn52Et1oO4n6IjDpCsLSh0HCK9Knz6HqzKVxvUXAqBKDD4opS/V6i9WlQQRD9d/tYZLuQasIAQNoDo1eJkFkfCly+kq3mQEDzC5dxDuszks02pNGpYs+AKTM0NN0xL//7BS18QazZA8pEZ97XAk09SsZkyhRsWpTFsWNZzD1++WbNQ/DIrVW4r2dhrrxZ59tkWmTGjg7FfoT6vqSlrP4Q3HucwfB6rBVro9euXHcNLlrSRTz/Fqsr7XGd9RGShYhef2nL64/LVTXiYvSK3KQF/S8WuVfliSviw3GCDmjdvnqluJXl0ypQpxtvumGOOiRzhw5eIjZcNt5b2DNXK41PzY1XxSPrnpAa5o2oLRa/WxDduhE9Duix8hGH02nuxTak0pkwJdw5fmzYZ2XLLbAuyoME1R+WbOnWqUfyrmYPM1B06NCnXXttglKfFi60lixuggr7+ekpWXz0ju+ySlhNOaJZVI5NU3jJuvpXFixvl88+z/aKZYh06oOolzPWvJggn9+sn5j63b98gm2yy3KQT5OtcUQys+UTcUNf8drjS/riFPPVykU9YIK3LqnwxJHyqgGFcPH78eMPmWRj5yk0/88wzjSlz1DokQHAY+JDXKBI+zePzY36MugnZqHWyepwJH2EQPguLOgejauRB+kGFI8aBbPAPPNAgv/jFyhYcQYFNC8LHQTbIft3FwLS9/voGef75lFGp8H+DhMA3EYTZG22lbnEsXpww/WqHDFn5QqHc3X57o/HfW7AAcpcx15Uqb1rJIlRx/SvhuVcMeAmOHZu1aMF/74AD1pSPPppklGUvBw3IF2keHFQovqAjlR+wDhWrts19zXz7u1X5qo+q7RrHHnus8QCCLODFw8mCjYt/R5G9M8nUfDks1gxewATKtWZxmh+jJqEqadI/nxFZPsyV1FEmfFx7VFOngsrn4WCxzTbbmMNRGOdJnz7hZxa0ZfvpT9vI++8H01PXCeYDmycFaNVay957Lykvv5wyBQgLFyZl+vSkye3CaiRfX1clghYr49lnUyYfbp11VnzvrbeS8sQTSenQYZmsu+433/eCb2+KOwjpcm3pY1x978mEfPZZRk4+OS2//nWLtGu3lsyY8ZGJlHlJJ9C8bVS+oUOHmgiVn05XRHe0c0ap/S83hy9X5cMfkHz+XFiVL4KET2+SWq8ASBKefGxueiqOWi5c1LttKOErZH7MRKQNnhfz41ojaoSvlG0KyhEqMqQvrKBzQRRA6Pn++1NyzDHB+2eoIS2bp58QmVeMGwf5yKpNWIXMmYNtBwpfxiiu5JlBAAFLKo+FC61lSz6V79hj28ittzbJeustNfvRo4+uJl9+2UFWX/07adOmrXTs2EH69MnIuHEUpiWMtUutyDOv/b//JYS28O3bJ4xChvrvJZ2A9Z21HwKmNi20DvUD9dQrpNABFDrWuULRIKfKl6/AzKp8waKqcSFyj+644w5jxUKxBjeRje2EE06Q4447TqKGqJovcx84dUH0aB2nSf99+vSpetJ/PRE+p20KD6eCSi5MroJarg9fNTB6dHgV31zcfntKjj561V6qQYw77bFbDcIH9Gy89toZ6d8/LWPGJA3pa2jImCIV9t9NNknLG2+kjIebJXv58c47STnooGa56KL3ZJNNVpOWli2la9fVZe219ZBF1CPb6QLQzQQT51oA8+UPPkjIwIGNct11zfLDH65tDoUUDTH+3Kw/TmcG8v/eeOMNsw7lFlW4gVbbFlLogEaRCqVsofJpTqFV+WJG+P7xj3/IxRdfLCeffLJMmjTJqBtYstxyyy1mc6N4gw0uzGHDXMLHZAs78pkfc5rixDRgwICaJv0HCRaEWnUQKYRyFNQgO21UCq+/Ho5cQreKzpQpiYrk8qGWVKvd2tZbp011LnZq7NNUmbZvjwqVNAQQE+addkrLnns2y5w5CZk+PWHIgkU+JGTGjNXlqqv2lGeeaZJdd03JpEkN0tKSLfRZsCAhY8ZkizS6dqXjBopT7d4tWyNt4s4/v0H69282ChkqHSpzqX2TtQTSp0oZqhtEkb8fOHCgr/dTSqFTRbHYe9Meu1blqzyqtlpD8B544AHTT5ciDapz//3vfxvyRx4CpA/Cl9vAOuyVuuRBhBFqfkyYAsKhSf9MUAgH+ZSEo720yIkC4SMHsdYo1D7Oq4Kq7eLCCqYqZCIK0KR7SB+qTdBg8yQ9BcW8kNoRFLbbLi377NMiL76YEs6bGrY95phmOeWUZtN5g2kNMdlkk4xpAWZRHFOmNMgpp4gJ7w4dmjLmyiwlFEssWpQd43xlOsJdGPu12Kq4pywf9Cp45BGI3zrGYoVIE6SvGCBf6leq2HjjjY3KR84waptXlFLo3Fh/WZUvhlW6bFwQDEgdYOPjBoMhQ4bIPffcY/4dpZsJ4QtLSJcTkLNXqtP8mEmda35czfZqcQ/pqm2KXntIJyESwuTltI8Lu8KH0pAlUOEHeW2k244enZDevbPKWNCgeIN2axyqKlnBzn59xhnNpjsEPV8Z8qh+2Iw4BeNsta7N3XOLoUMbZMyYFrnoouVyxx0NctddDeZ6kqdK/tySJdmxDuHK9uOtzftkSeABGWWNQBlDpSPiVGydYb1n3Xf+DoqaqnxEe/yA8T58+PC8Cp1br1er8sWsaIPTL6cI3cAYZEo4nnnmGWMaC6ISzg2D+bKaH6Pi8VXNj9l4+FpsYjAJwxb+jBLh49qpgqrt47jmkOugbFPCmsOn7+nbb/kaDcIHGO73398gU6cm5Y9/bDKKX5CoZrs1hheWIrm2Ik7Mnp2QuXNF1lwzW3BgURwsHa+8kpL990+bQg1C45tvnpYvvkjI8OEcvrJkj68srXytFZmmIluNmBEeIGwUQhazBipEviBZqHx+0xEQFjjckstHmoqbCt1CKl++5wBW5YtYSJebuf7668vzzz8vRx11lPl/yNIBBxwgo0aNkieffFKiBiYak4wNsBqFDmrdoUqS0/yYa+vF/FgVvqhVR9eK8OWzTWGRYqGDYFfCNsVNa7VqgTHONdCvYPr06OTvAZLtO3RIywcfJOW551Jy5JEtK7XVCgKMhbFjxxriX+viJ4o1yOH76qtEK1GxKA5aqAElckuWZPP41O5Gv5+1Z6ndNeXMtcMO6VaRhPEG6StmDaQKXy5Q1JQ0YqLvV+VD3YY8OtXt3D66bpRCPotV+SqDqq7YRx99tLz//vty0EEHmZPw4Ycfbm7cvffe69sA0iv+9Kc/GUVx9OjR5uRBMUM5Ch+Dj3y4SpmuqvmxKklqfswE5avf0JGeuoLqpxtHwue89pA8FhvItdqmVPq61Tqky+fVh3PR5X1BZhYsiNaiS04WHnbctj//ucFUGB95ZLNss01wMg35sWxWFHNxCKslunenwjS7+ROapEuDRXHMnJmQ+fNFttgibVS8t9/OVjnz77Zts9eTbhv8P/+G9NUqM4bCnUGDVkTMSJFiL6IgLB+KhVchWeUUHZHCwpqIQqfROlX43LRfAwgWVuWLEeG78MILV1KUKNzwkyhaDhj0Rx55pAwePNhYxJQDBjILPLmJQRG+YtYdQZofs2HzPJbwrWo8rQSvlG1KpVHtkG4+FU8Jnj70/8GGG3LNs4a/UQAfiU2ar/jUvf9+Uj76qNGEd4Pqtavt1lBL2IRruSkxdHr0yBi7lmzHiNpWmEYB5OmNHZuUPfdMy/rrY3fTYIge5y54S7t2ar4MQcECR2T8+KwPYrXx4INJufzylta1ApsVCjggTfnGXSGFD7DOIWBAGrfaaitf74c0hvfee8+QRxUi2G+9GDtblS9GhG/p0qWt4TD9yqbKqWTy5Mny85//3CSOVjLMeOmll5qvd999d6DWLHRDCMK6A7LBxNQuJJU0P9Y8vrhU6kL4WAy89GUOs/F0NRS+Qioe10+/FiK5vXplTEUoFYNRAkNjww0zxsJk0qSkPP10ylhcBAXmLRsv7db4d61AYQrFHE1NqCLZohWKbJYtq9lbCj24NlSes/1gqbjxxll7Fs6R2LL07JkxOaDc1rlzE9K3b8Z8nTWr+u8Vw23el6YLoyhD2NhDIH2FLFIKgXAsKp8WmnkFB2L2LfwocSTQ1/QShSqWDwisyhcBwqfeelTiQrQgGFhXcNPI42PD5UYfeOCBFSd8Yem2oS3MeBBWZlKgJCGHV8v8OG6VulooUYrwFbJN6d27tyF7tc69qmQOn6p3quTlC9U6VbxiIJEdBYmk9iiB97zWWqwx2U08aNsSrh2+fGx8HBxqtZYxjA87rEWmT2eeZ6RXL/w4EzJqVNZyBGXWKn6r9l7Gaw+g4K2+esYUcCiYN1xXimWmTk3Ia68l5fPPa3N/IfHPPpuQgw/OtK5/qHyoy5Cm3HHHWl+MyPEzIlWQRiIafoBCR9oWCp0KCl4jSBBOq/LFQOEj7wzWzg3lJMAphAenipEjR5rvgSiQvdxKXT/mxxA7JiZEAyWp2p87bpW6GnbMDVMXsk2B5JVjmxKVkG6pUG0xFa8YZs+GOITvuhUDH3PgwBaTdzV3btLkbG2wQdrkbeURRcpa69g4q9VurRB2353x0yRPPJEyBRwQGpQ/htWSJYyJaN2/SgPFbPhwFKRs3h49dGfMQLXNyPrrZ2T58oQhgVzXNddMyqOP1s6eBTzzTFIOPnjFoZB0Ag4a5B6zvnlR+FTlo10axM1PdIM9jfHOe+jVq5frKl0nrMoXccKnm8kPfvAD88gFPnwUU1x33XVy//33t95ItzjvvPPkyiuvLGn87EwmrUZ7NQ1hq5LEZ3KaHwdh3VEO4qbwAa4p40dtU3ioZY16EnLto3AyLCekWyxU60XFK4bOnTORCw9yOWfMSBpV8ssvsyoX1jK/+10b+d3vmmSLLTKBtlubMWNGTQkfe+Eee2TtW1im/vCHNqY9GCoVuWrz5tXsrYUWVHDT6XPatKS5VnQpoUML/9+nT1pOOGG5bLopX9saM+Za+hyisn/7bYsx2tZxpzmkuYTPTb42BRukIXBYIWfcD9jfPvjgAzP+OWD6KSzkOcgHzK36VViVzx9C46sAq6cRNPDK2M855xw5/vjji/4OA6cS4CSPrQyAZPAZUIxyzY95fULZYTqNxEnhU9sUvk6cONGoeBQEce0Jr1XCNiVMCl+lVLxioH0XIdHPPovOdeXSjBiRrdTt0iVj1D1CnR9/nJTbbmuQv/2tqTUnqlyQUzVs2DCzDtQ6TxaChxoL0V1rLVqxicyfn5F586Jz76qHhDz+eIMZB6h5+PFRuLFgQVJ6907LUUel5bbbUvLRR8mah8Q//jghV1yRkj/9aUWPaAgf6hgig/Ow4UbhA+xVmCBDuvKFVEuB10Tp4z3o2uM3HzC36ldhVb6IED4lQoTYGJCEPGDyt99+eytp8zpANDRcC7CQjx8/Xg477DCTd8AiT56iG/PjWoP3hgoZVahtiip5TH4mPgsORTSV7HZQDbBYKonLR9ZK2aYo2asU1l03I9tv3yITJ0bHLJ19AdLXvXvatCjDJIDvUZEJ6SMvK6heu2yWqCWofJVut+bu/WSrkznjcQ1mzLCbZDEQqiXncdw4ogMZ6devxRBmzKwff5zDWG3brOl7fOihpPzwh2kZNCjTuq6ryqd2Z6wjbh0ZSrU6cwNSZVD5cjt7lFv164RV+UJO+IjnU4nLDcLvB7LBv1kYTzjhBPnDH/5Q8fdAr0tIAl8hCPjx6eBy4z/EABsxYoQ8++yz5sGgZuDhLXjWWWfJLrvsEpqk/7gpfGqbotXMHBrIMyHfQy1rML3lPkad7AEdR0r48hVcKMFzVtZW0zomSuperqEuKUq6F6HmEO4NOsOBjZdNi/Wl1vZH662XkS23zMhbbxEG1L7CFqXAuEAJXbw4JdtskzYpAd9+m1WJGUe1bl1HlfywYYlWwgco3qDPO2sk6yJ7HWuGW2JUrF2aG3DoZm0uJ2XIqnwRJ3xswoQ4OUFQvcaDEzCDkwWxGp58F110UWvfXqB2Kq+99prsvvvuBf8ONfLss8+W5557zhDXfffdV0477TRDNLbbbjv585//XPMFPY45fExmLXaB5JWyTalVP91KQIkbn1mJnhfblGpg3rzoqHsKuPKXXyZl8uQsAWKfgLiSmL/ppsHu3qxpjFfarbGJ1hJ8zlNOaTYdUl56KatQWbgHIXFsfN59lznH9WSs1J5kcGafP3/l98FeRLQJlW/gwIGt67xbwleqcMINSKdBWCnm/1cKVuWLeEjXSbZyceyxxxrihJzMJlYJAkW41Y8HHxOAJNSHHnpIdtppp9bBxWbMe8WahdN8lBBWhU+LXSB4EG2utVYzl7JNiQPhc4ZqGVscMLgGQRZcBAUKN6IGVWQmT2YctUhjY7Z7wk9+0tya/B4kWBfGjRtnDra1Vv9R+QhZv/xytt2aJX3uoeFbijq+/jr7PcYNLftqqfJlMtmQcy4gSah833zzjTkseg2vliqcKAXWYl6TlAa/vaWtyhdxwsfAw5SU0Bul25x8IUts8NizMEDpT/v666+bbhhhAQv1FVdcscr3GdCoTVEkfLx3yFGtfQ+L2aaw6Hgpdoki4StWcME14JpAeMMICh+iBs3jQ6HBy2y//Vpkn33Ssu22lWE/bFhhabe2YIHIK6+kzDhraEjUrC1YFMEZn4AC15A2dRBAzYesNe67L2UqzPfem44q2e9B0hApUPkYd14VsHxGyl6AmMD6BeHjsOPXlcKqfBEmfFSxnnvuucYmBbVGQx7Ixnxvhx12kIMPPtjYnUQBDDbMKt148YVR4WPhr8VEKWSbwsJQTrELiwqKWNjhtuCC60EVOMS31jY++RDFJi0oW2zSeNKRiH/++ZU9IISp3Rrt5HR6RLheqyaAHFP0QmeNrP9k1pfPeYioFSZPTsill6Zk1qy0nHTSijUFkvTmm28a8uYnYpZrpOwF2lYNz1lIn9+UhlLE06p87lG1HUS7H9x3333mpHvjjTcauwxysHhAmlDJOIkQ2o0S/HbbqDWUWLgt1w/CNkVJHmEGtU3hnhMyD2KihlXh89qn1rnYMT90boQNO+6Ylvvuk8gl4XML4NpYa2TVvsq+JrnKU6dOLdrcvhog/AhJCUlGQKTAePnii6QhyowX1GFFrVU+ljxawt1zT1L23jttevwC1g5tDuAnLAth4wHZIqXGCzh485oodGPGjDGHHr+H1lLE06p87lD1aU8CJ+Ru//33NyXf3ED+H7AQcgoGYdy0C4EJFUXCB5gclcrj4x7STxTlFj8ylCqqs7leO++8syl2IT8EUhPUqSxMhE8XIK4vX9VEGaLN+2ThYkHU/Lx8eXlcFw5GpD4oUQwTfvITrHAkUlCCx95DhSNeZpWGs91arcA4bNdunnz11TKzDieTNoHPK6huVi/0Wqt6uVi6NGEskp56auXxzBrLYdtv3i+EDYXOa4Gf9tHlUI83LQUcfqEdPMjlywenyhfGdTIsqHqMaOuttzYKn26IutHz9eqrr249hYQxfFXMfFlNo6MGSEdQlbpO2xTtEcwJkwkPuWfSVrrYoJaEL8g+tbnq0Icffpi3XVKtQR9RpmzUwoPJZEY6dSLPiS48Sdlss2B7FucD4Vw2LOYFc6HSYBxywEJVpAAKVb1Ll07SvXtXmTu3rVH5GKa5+2PYiEwYwRKDkMQ1DMn50pBR7t1NN6Vko43SctBB2TUIssUD/1s/gGhxKPdafKF9dFnz+Dvy9jn0lJPLZ1W+8lA1VqXVaUcddZR5gNyNr9Zu9OWEdCk2iSLKJXz5bFO0RzBVVX76MUaJ8FWjwwXPAVnghBw2wke1Yvv2GaMuRAn0kM0WLjBmMlUbmxwO2TgrRfiYjxwMlOQxFxgzvC6HbQ7UBx2UkkmTsp87laK/7gqCx/Xo0SNjbD5sQUdxcH3Cpm5zHzGH/uc/k9KvX1o0bQ7Cx3jgQM6//YRUidAQlnVDphiHjD0lZuwHvC6RCghbuSqfzeXzh5rIaJrPFxdoSLfW1a7VCuk6ewSzuXixTYkD4SvWp9aZkxckIHxUsftdsCvZbYN2U8OHR2s+0zKLYYLosfXW1QttonBwH4Nst0ZSPJs5D+YjpE7NyJmPuWNx660zsuaa2Y4bVCpD+DBhZtpSdc39JFctDB5zYUcYlVAOX1OnZgt06PkLWKvIk4Ys+emRS9EEOdccOt0UX+ieooSP9ZG/oysVc8DvHuFG5WNfYm5VQ0WPGmpC+OJE9gCn5yhW6bo1X2axIBykKh6kI6w9giF8mscR1HvyW3ARJLD1IMeVE7Ifi4RKgfqD3XZriRzha24mFJ1V+KoJ7iM5y2ycfg1tGYPYGKmKB3lUVZ1DFweCYmO/f3/ahKVl4UIKOLKkZfnyjAnP82cjRqQMGWaZ1nw1i+iA5ZxK4vHjV4wB1niECVJD/PTIVcLmtvjCGc5V4K/L67KG4T5QjspXqIiE14PUkgYTZG54XBCdRLkQA/UFQkS+TDW6hQQJJiUJvfkmLGqBqgZB2aZUGroQlZvHUUzFq1WHC07GYbNomTkzIW++GY734gXkHCIQsDFedlmjXHxxk1TLCUrbrXEf3VpdsGHrgYsHgOChdDAvvYx1zJcPPrhFHnqowYTjybr4+uuE9OyZNga+w4ZlyfuSJXazjCog6u+8kzBFSVh4sp5zSId0+e2e4Sy+4KBfqkI3d2xrLt+ECROM44Bf4Yd5Q0tT9qJ880ddJ2wu36qo2UpdTIHhZxAolKOwbGzFwMLLwMIwOmqETxU+TfBmM2FjgQTSkzZo25RKQwmZ18leqYKLIMGJlQU3TBYtzzyTkqlTwz8uClXqdu+ekSlTknLLLQ1yySXNVcnJYo1AqSjWbk0LoFTFI0+W9ZC1ZsCAAWWrF8cd1yLrr58xJszkfO28c4sceGCLXH99gyxahM+c7cIRZTB+PvwwIa+/npQjjkibNR5y5OyR69WmRQkbXWNKFV9ohW4uIJy8j3JUPhS+YlYxkE2URJvLtypqwqYmT55sPKl23XXXvHF2umzg03f++ecb646wAxJAmIbqY78tZGoBSBH5P5A7bFOYIKh3SP8QPT++TbWGqm9u8viqUXARJHhvED0Wulob+CpGjEiargNRBPvV5punTehyzJikUSs33LA6SVlsdrnt1hiHtBKE4EH02LjY3AhPkXcVZAEUL4lfW+/e2Vy+DTbIyOzZCXnttZQle7FA4vuuKgk57LAWs7ZzAFabFL/dMzhwQKZmz55dlLBpSLcQaZw4cWJZKh/PkU/lYw7x2rxHW7FbY8KnvUHvuOMOIytvv/32rT/j5kH+uJHbbLONUZv4HoQv7MUQvLcoePHls01hsnBfttxyy6rYptS6cKNYqDYMKl4pcLDgsBQWixZ6iUatQldBQjuXkKKFBQsSkiezoWLgYMXmi9LBhqTKOmOXTZXNmN+pVL7zRx8l5PbbG2TKFKoaWb8y0rEj5uiW7MUF3MdhwxKtOdpKfMrpnuE2LJsvpKsgF5n2qpBGv+1IC6l82mVJxQqr8tWQ8KmKQpUnN4uTq+Kuu+4yG9hll11mfobVCYNK/y7sNyys3Tactik8uPZMFt1UuK5I/Hwv7NfYD+GLmopXCrxXioTCYtGy2WZcV4kkKFLo0ydjQppdu2ZMiLPS0I4zEDzmJuRdc6vYgAn3VnoeLlwocuWVjTJtWkLWXTdt7FlmzUrIRx+lTCcOi/iA3Mzly5vMmqjrXDndM5xh2WKEDZWtUHqTFoBgyA9pLMcQOlfl0+4ePKeu+1blq3FIF3JEfz/A6UOtQUhIB9wkBotfo8hafaawVOrms02BHDBBclUDJkOt+ulWCtpP12k3k69PbVQRJouWzp0jyvZEZNaspDz3XMIUMfz619n8PZacoO1AIXbOggv1xmOjorMQRK+a7dbefjsln3ySMPYrtFkjlD1nTsIQYFuVGy+g2uYLr0K4Ro4cacae13XfDWErFNJVIPaoykc+YDkqH76WvXr1Wonw6fu0vnw1JHx6wUk6fvTRR2X06NHm32xcdKpgMXzsscdMcjKE8LTTTlvp78IMQrpMoFrAaZvCA6Ls1jalmv10K4VcFY/JDelVu5QohGq9gPwUFswwWLR06pQQOCd5X1EDyiT+c8uWZeTVV5Py6KPMBZEddkjLT37SXFbVrnrjkYtHXh6bEMpIrjce5I8Nq5qEb9687FfOQx98kJRvvslWLUdVqbXID5b8AQMgfFlRJZ+vntfuGW4JW7GQrpM0su9zgPW7NvMcI0aMMEojr8e678w9t903akj49KaSl8fCR8eNY4891nSp4KZceeWVcuSRRxryceCBB8qJJ54YGcJHmO3ZZ5+t2uupTYM+uEZMYiafF5sG/s6NF1/YUChUC7lj85w2bZoJV0Rh7PgBJ+swWLRsvHHatHGih2eUoCJ3165pY83y8ssp2W47cjtFnnoqq4BdcUWTab/mBoxDvPFUxVNvPEgepLyQNx7rBmO1Wu3WADYdTJkZM7Jkr1OnjLFgielUqVtgtTd9ekLuuaet7LPPquQLoofogtLsdQ0pRdgKVenm5iNDGufMmePbdYA9T9u+ofI5FT59n1blW4GarNIsgpdffrlpvfXwww+bk8b1118vBx10kFn8CHP873//qygjJ3/hpJNOMpI21W8M3osvvthz14lc8+VKNW7W3B/eN3kLhPTI40LtoWXSLrvsYkg0k8jrdeNk5PdzVwtaaMFJjffKVyYxgOTxGfRBeJ3rpX5lcYTToqWWwMSXkGjUwLrPHtXUhAVJwuQ6UchA6iehTgjssGHFl0cOScx5qm3feOMNY0rLhsOasttuu8mgQYOM8lBMYWeuaru1amHw4BZTlfvxx1mSx5LFeY+vMRHBLb4nfGwFL73UQWbM6JSXLDE22Uf8gL2GtRd3CidYe0uFdJ2kkf3eWUTnFRBX5g/zUS1Zcl9H9456R82kARbCxx9/3EjC+L3p6ZbQaDUKNbCGYRDceuutZsDQ8uXkk082J/NrrrnG8/PxvpXwBfW+GaBq04CKB8EhHBS0bUpYFT6/BRda2EDIk8NFHMF1QM3lgFRLi5Yvv8yGA6MG1v527ThEZUkeAseXXyZM94levfBjxFSasbViI2IMsj6oiqfeeIyxcrzxuI/YIlUrJxOF73e/a5IJE9qY3L1kMmE+P0sAX78vdLSIOFBvsRvq0SMlH3/csSDhcuOrlw/69xQesSfpWpzbVq0YOJyj8kEaWcf8AOJKChNiCIQvVym3Kt8K1NTVmAW00E2u9E3Zf//9zUNBrhvy9M033+yL8EEwyNthE2AA+oXapuiGwmmFitp+/fpVzDYlTApfIdsUrwUXjCusf8JQ2FApkEdDqyTGC2OkFsDWY9KkaMpCq69ODh8HiYQJa9JHFrWPcC6GzCS8qzeeGiCzoTC/g/TG4zl4PpQWoh7VQL9+Gbnggma5+mpsYNLy8cdJk9tHEYdFPKAkft48DvSNZfnqlQrLEmlgDwTsJRArN5ZCShp5Didp9ApEG3LoEUHyCSE2ly8EhC9sTJscHL9kjdM9SiUD38tzMAghdqriqWWN2qZUg6zUUuGrVJ9aJn0Ye88GCa4JxJbPWCvCB1EgHBpFfPMN+asZE8bEmoThR39dcvrWWGO5dOkySV5//VOzeWkuXqW88Yh44I3GwdOrN5pf7L9/iyHsQ4emjNLJx+J60GfYFnBEH2S8MLb52qZNqijh8muEzBrEmCUsC2Hj+dyEc3NVPv4+CJWPvbQQ4UtYla82OXxhBCcMunuccsopvv6eAcRpx01OFSoBiapjx4411ciUt0N4OKXQfQTjaSZftZQptcWpForl4jEZWSyYtLyvcnzyuIYsIvr8cQQLJNY7tbIwwtMtqpc3mcyYfrp9+vABMjJnDoUMqOyEepvlnXd6yoYb7mDmJL1HIX2VMkJms+Kgh9JSLZDqdM45zXLZZU1ywAEtJtTLkoMytPrqlvFFHaQqEChp3542eoV/j4Mxay17kh9A9Dis695XqkK3EGkkPaWcXD6eg78vNEcTNpcvfoTvvPPOa2XzhR7k7znBQCe8S4UweXx+wPMWMl9mMqAecoqhafrbb79t8v1Y5AcOHCg77bSTCeWwodSi4pLJWUmFj0kG6XKSPL6nVbXOggsWnqDC1myghCvC4o9YCTiVzGqDrgzPP5+KZGcG9oQePWgtmJZPP10q333XZHIRm5uT0tCA1Ux7efPN7nLDDV2qZkaMysd9rOYBheVm0KC0XH55kwwa1NLaNWXZsvpUQOIGiHuPHt/JsGHt5bjjGuT3v0+ZdmvOOasqn1/C5VT5tGDDa355Lmn0AxVICj1HwqHyVaq4MuyoaUi3EjjnnHPk+OOPL/o7DE4FCtAee+xhSNdtt91W1ms7Cd+8efPMc0NgCNUCCi282qZElfCFocMFr6chTw03xBGMKbyoUIireWB45pmUaUkGeYraoRlOtWxZkyxf3k4+/3yF0zIpeVix8LnWXjtbrfvOO0nZZ5/Ks1rWBeYia4jf0JZfUNt03nlNMnly0nTdIMSrFbwW0QU+ky0t7WX4cNZCyFBSRo9OyNy5aTn66PQquXh+w6rk70H45s6d61nhA+wFWrHrd63mddlXqdglHzHfHpuo81y+2Cl8qGSoZcUeOhhR9nbffXfZdtttTWu3cggIpIYB9OSTTxryiAfcnXfeaRSmrbbayoSF/NqmRCWk68Y2RUO11TJBhoRTTIPCGldo/miuPUKlQe7XWmtlTLVrFDF/fntJp7Mbi+4viUSmtXvIvHnZXDYIUDXAZoTKR/FGLRQIumz94Actsumm2WtQQ3tHi4DQ0pIxau2iRSnp3FlMBTpC2BNPJGX+/JXHnqp0flU+7Ij4ez+ED0D0eG2/Kh+vSwGUGkrnQ6LOVb7YET63ULKHOkJVLlV4hP68hP/Im3rqqadM3h/Pg6cgmy6hYUxxb7jhBnNqIbQYZnVJiza8TgAN1fK3SvJ4Dia/5uLpo1Y9a3kfkL5q5kbVAuQromRWcxHDvgN1r0DLzNCD8wiXi6nJ5+ArIU1CuKkUZsTZn1fz83EgZD7VwkOSz3/iiS0yYEDa+LdFMVRvsTIymYS0bdss336bNBY8gBb2BJ3wnXSCdRL4JVwog+wDixcv9mUZ5lT5/Kxj6sFHpAOLlkJRq0Qd5/LVLeF76aWXjIT9yiuvmIHKYNdHKVBkQc4fIRhCyJwqUPMICXNCP/vss81pJyqAkGk/3bAUXARNhgg1hMV6phLA1oP7oekD1QCdKajQRQ0KmWjtGnoOU3LDPkMuH6oIQ7tHj4wMHlw95sN84fDIhlULrLNORv7ylybZcEMOczV5CxYBY8kSLFIoRMr+v/ot5vgTr1Q84Ydwsd6z70H4/EaxCA2zp/jJu9a2as62cfmQqGOVr/a7cY1Anh83O9+jFCB6ED6qbDGdvO6662SfffYxeQOV7LZRKSgxy3ciqlXBRZDAHBeV1W8VWpQsWvy65vvBwQe3yGabYTSerXiNMnTKan9dCCDhr1/9qrnqnUS4j3TVqVUawptvJmTEiMpUI1tUH01NDUIRPwQPEk+7tY03zhgvxiAJlx6u2R9Io/GD3AIQL9C2auxN2n2jkIiRqFOVL3y7cwRAVeRZZ51l8vRycxBQksopLa8FtJ+uKmDOUK2qeM5QLZMK6byWoVo/myhh3aiRca+fEZPgalm0rLtuxlh6nH56s2nSHlUwJPSBD93uu7fIn/7UJPfcs1x23rn6c7kW7dYUX30lcvHFbSJXhGNRDNn2gZiMf/hhwszb009PS76oazmES/+e/YTUJr9rLesY+w57qRc4++ii8pHXbFW+lRH+nTpCgPAxgMgHjBrYZJDEw1RwEXQxDxM7ivfGLbg/hHaradFCCPD441vk1VdZbKO3cOau9YS6KEQ59tgWU61bKxDWpdLfr1LiB5C8//ynQaZPj978tigGUi4ypu/1aae1yA9/2CJTpybk3XcTJrybCw4bHPYZf16hBAry5TcP1VkA4oWMOfvoqtUMqRFW5VsBO7MDBD5A9LqtdrWkH+QWXEDoaEMWZRXPbVeKOEPNpmvROWXQoGgvnHTbQCB44omU3HlnqqaWJOQFE0molsrH+e7mmxvknntSEuNU1zoFSlZCRo1Kyk03JeXGG1Pyj3+k5I9/TMkf/oC1Uv5cPL9hVYgU6U1+VUJnAYgX0ulU+DT1inQeq/KtQLR38RCikPlyGFCo4AIyhDLE5ApzLl654ORazZBnLeBs8VdtnHRStFIZckFLMdqt4UF31VWNctVV2dynWoECsGqR9xEjkvLccynjPUhP4RCbClj4AHwGHQKfRVrebr55xnx9992kIfn5Do5EfLyqdGq6zNhlnaULkB8o6aSw0g0ZU/HCSfg0l8+qfCsQv129hijWbaMWKGabkhuq5X3zexCiuIc8427RQjiw2l5urOtsJlEH6bdcNuolHnkkJffem6opeacbTzXG65gxSWOzs8EGWMNkVqngtIg2ONtTjASR1ywB/PioQn/77YTJ3XSC/QGVzi3hUmi0iCgRpA+Vzy8gnTyfmzQcVRZz/f+syrcyor9ChzCPr5atvPIVXOSzTckN1fJv3nvcyVA99NclFMg4qJaXG1GXSy5plP/+Nz5OvWyOU6cm5eqrG+Xmm1OtlhbVhhoxV7oQTJ+e5WCrrdLSp0/adB2xSl88AJfhHqNYf/opKnb2+whiCMjffZf/4EiajxeVzmm6zNj95ptvqqLyOSt0nbAq38qwhC9gVFvhY6C66XDhJlRLyJOwLpMnrkA1ITcxLCpsHPIVn346ZfKD4nRA5rOwEaL03X9/g9xwQ0NNjIjXXHNNM28rPV633DJrtvzNNxRwiQwcmJaddmqRbt1Q+2J0Y+sceExiy0KrNYYU3WSwHerRY9XfVZUOwuVV4QOM2yBUPkLLpVS+3Py9XJWP/PqZBSyr6knls4QvYLDRVlrhy1Xxcjtc+C24QPqOStGJXzCxa9GVIs4WLW+/nTKkYOnSaOfw5cPy5Qlp1y4t77yTkkmTqi93abs1QlKVHK/bb5+WPfbAfy0pU6YkjX0HVh5HHdUiO+0Uf+WjnoCQxbLw3nuk9mTkyCPTBdvoMfbwhHSr0mkOn/Pvv/rqK9+pQm4LSNR0OR9U5fvkk0/qXuWzhK8CCl8lCF+xggtOUkHZpkAUMCiOMxniHrFAxLm/LuOh0hYtixcvlXfemSuffrpQFi2CXMZvzDDNxo1LGQKU24qqWtD82kqG6FH1zj67Wc49t8kQP/wHzzijWXr2TMuwYfEJ1VuICefSQ7pNm4wcfHBadt+98LxlPyG061aly+2jy7+9/H0+cEAntFxs/DstWQop5e2tymcJX9AgLBpEtw23fWohefx/UFW1+NXxutVs0VVtaL5i3C1aWGiDrPJk/EGSCfHcdddEOfbYb+S88zrLnDkd5dNP1zCO/nEEvXUJfb34Ym0KOLTdWqUtWtin99orLeef3ywXXdQsnTpl5MYbG0ybOYv4gK0CRY8czd69S+9TFG+g0vHwqvABFDoUPr8HbPa3Url8xUK6wKp8WVjCFzAgEuQb+OnbGoY+tTwnpDXuxRsomTi5xzlfkQpPLFrKCdGr4/2ECRPkjTfekJEjR8rkyWl54om+snjxurLxxh1l883xbsv2no0jWP/ZZ156KWXyn2o1XtkwSYKvFm6/vUHmzrVbRNyQMueWjAnrbrBBacLnRaVz5vA5/x6VrhyVTwtICgkRpQgfWNOqfJbwVSL8AmlyE9YNa59aCB/yOWHPuELzFePcX1cXSq/5iiysqEkjRoyQ119/3SzUjL+tttpKdtttN5k1q58sWtRO+vQR6dgRVTjbcSPOgMzOn5+Qyy9vkDlzEsL0JqevWi5G2m6NasNqAF6JN19cSXw9Y/lyfBYT0q1btkrXDVD5IFulDhy5IV0FCh17it8DC4JHMZuYYjl8ioRV+Szhq8TCjC1Goaq6KPSpxeWfyqa4kyFOnSiZUet9HLRFCz8nKXvKlCkybNgwefvtt83iTnh/p512Mg/6RkOQGY8zZtB7OasQ6KWLe9iPPQbR/pFHGmSnnVaTI49cTX772zZy6qlt5O67q9OdggT4arVbo/VWjLsQ1jXI30sksN7JGNLnBuxLpVQ6JUr5CJ+bvy+FYmbOpXL4clW+WQXSeeKu8lnCFzAYLGuvvfZKCp8b25Sw9anV4o04kyEIDferWn51tbRoyQ1jMBYJ9Y4dO1aGDh0q48aNM2OzV69esvvuu8vAgQONOsji6ASXCjIwfnxShg1LybBhSZk2bVXj1riCg/8XXyRk8uSEdO3K4S3bf/ahh1JVa7dWKCQVBEizovPC737XJvYkvp7x5Zd0V8pIhw7u/waVjnQlqnbzQdOY8hE+N39fCoVsYtSpopTCB+pd5QsHu4gZtCCgUMGFGh+HuU8tJ6G4kyE+Xz3011WLFnLxWOjee+89k48HcSC0DbkbMmSIbLHFFoZQMEbzgdoPWo4R0mRNZ31fuBBPr6RpRxbCYVwxYFny+ecc7jKmuOH551OyeHHlX5cNj4NYJdqtkc565ZWNcs89Da3GvPjYWvPl+IHh88ILtNNLuvaXREEjrWDatGl5f47KVky04O9Zi8pV+XJtYrTLBq/tdm9r27ZtXap8dbREVw8syI8//nhR25QwkjwnGPD1ULzBZ6T6LI79dVmwOFGzwDLeUPFI/Ocz77rrrrLjjjvKpptuasyocx3q8wFz5bFjk7LFFmljzEv+3pIlCWlqypK9zp3jtTiWwowZ2TnM54bwfvll5ZkR96pjx44VmZf0VSVvb5NN0saMl/2TYRGzPc/ie5Ca8etfp+Sooxrk2WeTebtt5FPpODjmWy/zVejm+3vSEhb7PB2pmbNT5SvUZaMQEnWs8oWbdUQUZ511lhlMDJqgbVOqrVRykqpGzlCtABFH1YqLykfyMp9l1KhRpuBi8uTJrQscQMWD8LkJf+Tis8+ylbhEeXv2zMg226SlQ4eMCW2iciEMZisA6wOoYJChb75JyOqrcx2qw4xIXq9Eu7VPPkmYkDWpUIT6+EwsWxFcuixcgLmMUDZsWEKuvDIlf/lLqrXPbiGQ4kFhYj6VLl+Fbr60BPaVQiqh2/HvbNnmpkI3XzpP2zpU+exUrgCOPfZYY4fx3HPPSZTBhGBixF3lI5mYIpsonuZYjFAoOfG+88478tZbb5n8UQosdthhB9lll12kb9++Jh8PdcitRQuR/GuvbZCf/7yN/Pa3jabBOkoWoSBMiMeNS8rMmYnWJHDIwWabZUyot16Aqke3ApS9ffdtMYpnNUBIikNk0Abv+LKx4b/zTtKofZD3Qh0YLOIB5itK7hprZMwcf+ON0pRgk002MWOPan43FbqF/t5vVCW3ZZvbgo1CKl+hvupxVPnsdK4AyMs7/vjj5e6775ZDDjnEtdQcRpBzMX78eBP6i6JK6QYQIU6eLEJ83rCD/C1Ot4RrybGE9EECOPlq79V8gPRNnTrVfC02JiF0P/tZG5k+nf64WQuHxx9PyaGHNhsD4gULkqaVGqFczfVCbKJyl84MH38cz3FSSBXbcceMHH54S9XbrWHRgtoS1PrSq1faWM+wD6NWsodyXyF9KLgLFiRsIUfMAGeD6HNY4QAzYkRC9tuv+N+Q90sXH1S6Lbfc0pPC51QJ+fv+/fv7et86/slNdmPJUkzlmzlzpgk1F1P5OGBFeR9X1M/KXGWceOKJJqRWyYq6amCNNdYwBLZU8+ooIwr9dTkNqzceVbWcblnktt56a+ONx8LJIloscZkFjhNrsXvJx7/ookZDZNZcMy3rrpuRtddOm6br997bKO3aZWTdddMmzKfhH3Xup4ADQlgvYP1H2aR4harlWrRbC7IjzqxZSUPsOnXKhqm/+ALCz4FITL/Vnj3rK2RfD1BTcQgfX92e6REAiBY4033c5PA5VT6iKrkqoVtALFXl8xPSrVeVzxK+CgECsc8++8i///1viTLqpXgDKx1Oim7aB1UDLDJs5uqNR7hWvfF23nln442HhYp647kBv6fEthDmzcsWZ3Dq18M6T8+GAOlDxRs8OG0UIL6/2mqZ70N/WYsH/i6RCCdpDhpskF9/TWg7q4pWExzCuJdBtluDrEPuunfX+5cxn5H8+rfeSsg227TIOuuQN1gf97cekEpxeMsYA3Hm7XbbucsLJWWJtQiy5DWkqyoha265uXwofByG/RC+eszls4SvQmCQ/PznP5d777038qcDCJ9OrLgiDP111RtvzJgxRh0mlM5Ck+uNR/i53KrkQlVyS5dmE/dzOaT+PyE+fOi0gEO/R6gPorD66pC/+lH5sDKZNy8pEydWfykl/YB7GVS7Ne4fIXpsdzp2zJi8Lu4xob7Ro1PyzDO0WuPe1s/9jTvS6aQsXpw2nWP22isju+7qntSg8iEEaHtKLwqfqny5KqEXaMs39iWvOXzOfZrPUS8qnyV8FcQPfvADM1BeeOEFiUMla9w7b7CBYhlQrf66nBjxlOKUq954EE5Oz4MGDTLeeP369SvqjefnXnKyLpRqQPXtRhulTW6Pswh0yZIVNh0ff5zd9JXo8RVSMHJk1oS5AhZxoQbK5+jRWaJcTXAvIfBBqXw779xi7i/3nq/00SW0y/1lL2RakLdpER+0tOCpuVzOP3+p/Pa3LZ6KrujVTc6wqnxuc/gUrHOsbU6V0I/KB1Hz07tewXvgfdeDymcJXwVBPhXFG/fcc0/kBwpkiNNYoVNQHECYgZzFSoav1Rtv4sSJ8uabb8r7779vSJ9641FZy4mTxbRSScKcismfyWfeC6k7/fRmk8eFsTCPmTMxVk5Kv35p6dFD7Vkyhgho3o+SHcJDPqMrkQY5fLVoPc29xBctCOukNdcUGTAgbVRalDxnjiaIQc66RR4sXryajBs338x9r2CtgihxSPZK+PTvWW/99m0nMgPcug/Uey6fJXwVBmHdF198sWBv3aiAXDEmMwpYnEFeVNAt5diMnd545OWRT4cnHqFaCi/8euP5Aca9EMp8ii0E7rDD0vKPfyw3vTbVVLl797QhcoT9aMmEFQsefBQtOM8yLIypVLQPN36AEnbrrQ2mNVk1QcUjeUhBFYftuWfWW5F7DsFjP1XCF/Ezq0UBLF2akltv7SqLFi335XDA3kCUAlHDK+FjLcrNBfQCjcbgWoCpvF/0qBOVzxK+CoNyb6ooyeWLMmpVvJENG1Zvs9GWcuVUJas3HhYoFFtQdIEKw8JIdwuKLvDG69atW82sblCGnFXJnEduu61BTjihjfHemzQpaQozdtqpRX70o2bZe++0bLxx2li1bLIJ4d1sjhetxZzKD/erHsN+XIMnnkjJddc1uG5VFcZ2a3vswYaWMPNNu2zovy3iiwUL2sszz/g7zKtKp61Dy1EJvYK/IaeZg3o5LdsSdaLyWcJXpeINqnWjHg6lqIEEcb9tcbwAhZ+G9Kec0kaOO66NsQohRyys/XXZbPHxo9AC25TRo0ebxUgJPzl55JsQNg6Dn9Oaa3Y3+Tvz5s0XuO3ll7eRBx5IGYUKp4+7724wbdRQ8/Ttoupx6ydO5LSbtWH5/PPkSjl7kIN0OronYL+At6OMffBBSiZNqu797dKli1FKgsixpRobYr/RRtnOKdxPFNt6qbyuVzQ1pWT8+G98HRo4yKI0+z28Em3g8OtH5VMPPtZZPEnLKWDq8b3KV0jUiIPKZwlfFXDooYeaSiLCeVHPScRws9IqH3Ppn/9sMIoTEWT+f/jwpPz5zw2m12elgZJJeKAYsWXCc08x//zggw8MyWPBYvEZMGCAIXmYklIg4bapdzXA4fTpp1Ny1lmryd//voNccEGDCUVOnpyQPn2yPVTXXz8btv3uu8T3VZnk+STk/feTpoKT76+xRjbhe+nSVRc+vl+PoGCFKtdPP63+50flC6LdGgXgvXq1yOqrL5cdd1woHTos/z5fsz7vab0AIoPx9vDhn8q4cZireydLKF9+1S/UNQ7ZXosv1IOPKl0O6uWqfJtuuqkJT8dV5bOErwpgQNJu7a677orsyUDBpCIfsZJqJZ5mb7yRMoa/G2yQkR49MoaMfP11Qh59NFXx8C6nvHzENtcbb/jw4SZ3hN8lTDt48GBjoYLiEgYVLx/+/e+U3HhjgyEnjY3tZOzYtnLffUmToK/RmGx3BSw5MjJlSjZ5HyNmDs/8zjrrZKR377SssQYLHzl72f6r/CymzVhKgulAJwqU6a5dq//65EGRwO633Rp5phDGkSNHyPrrvy/p9LeyZEmjqdyl+Qxnlnpqm1d/yMgDD/STk05aR372s5SceGKD3Hnnyup9MXCo5eG3YlxzAb2qfE7TZWxeSMWhCM4v1lprLfM54qry2dZqVcLJJ59skvMZkJyGogomJqcpNhaUsEoAcoG4tv76K74Hf6Lzw0cfZVs/UUlYSZATQlcLct3wICRcANkjR4U8vz59+rR2IYkKqK599tmU6YmLgoe1Stu2nOpbZO7cxlb7DUK5mPBmQ74JefHFrOceuV2E9/ge1bt8j/tCPh+kHNLHwZfXWbIknIS3UuDa4WH4xRcZ056qZ08emaq3W2PDddNujc0KFZv1iAcdD9hwGds//3l32Wqr1eWxx1JG0d1442zOJua8X321wn/RIj5g7L71Vltp27bJ+PJ99VVK5s1LGcX3qKNKq8Yoc+wNRDwYh35z+YiWEJ51W/wB4SOdAThVPqIs5eTyTZo0yTxXvvXdqfKFKXrjBnV6Hq8+IAgk7P/3v/+VKENz3CoZ1m3fPlsdCHngQViRjWfhwmwHiEoWs7IRkgeiPWpR8siNYlHZbrvtjHUK3niqqEQJqHrk3a3opJD1wlpzzW9MezCcDT75JPl9SDIj3bplTHcF7geFGHTVgEfwtUuXjPk+/59ts4YCCFFH5aovsufE/PlJueKKRjnhhEb54IPqt1tjA0R1zgc2KIqHcvNMUUZIQdh2223NZt2hQ3vZY4+0/P3vTXLTTcvlv/9dLrvv3mJC+TaXL75gLq+xRkLat19mSP0XX4g884w7uyEIH2skBRR+zes5cBAd8aIS5vbRhSziJFFOnvlaMVb5LOGrEhggJ510ktx9992BWn7UAmws5K8F5fCfi4EDs7lk48Yl5c03U/LOO0l5++2UKdoow1+zIJi4LBLqjccpkwWD/DuSkSF6bIosaGEN1bpB+/bYJrA4r/geC1unTpDAZbJ0adJU5/LzVCqb07P55hnZc88Wo+BhyAvZU1N7wj1t22YtPCCH9GHle/w/ilA9gs/NNeY63nBDQ1W9+bTdGiqLAuWOUC1qNTnEzh7MGHsXyzNFpFl77Wwv3c02S39fvBPd8W9RHFnlNiXJJIe7JuOOQIYAyq4bwofChjrG+POb8oPKB+FzWzyS20cXwknkKYiK3WnTphXcq6Oay2cJXxVxxBFHGOUI1SjKQK5nk6iUyke49qSTmkwLr9mzSYTP5kaRUzZsWFJuuikVmDfeyJEjzUb44Ycfmg3T6Y2HdQoLDyHdOGCLLTLGUgUVT9dTSNx3360uu+46Q666aqnpsrHpphnZcccW81UVPMgcRI/OGuSqzZmTNOE9fk4eH+s7IUxUvw03zJr31iO4PpBirhn5j9Wu2EV9Z7xOmDBB3n77bfMgZIsiTf9lPz2YCdG//nrKVCFj1WMRTyBWMY8h/y0tFGAkzDx2k5OqfXQZZ8UqXUuBNBkO1m5UPtQ1Xje3rRqHc5TsSqt86XTazK0oCTiW8FURqEVHH320UfmiDjYW8vgqdcIhLEjEFFWK4oCePbOqHy/3r381GqLiBUxKNkK88dgE1RsPOwBC7bvssosJuzu98bS/brW9BysFlKdf/7rJ5GRNmZKUd99Nmg4RAwcmZb/9PpW11pove+3VYpSd79NiDLBqYdHfdtvsPeB52Bg0bw3ySF7fBhukZd11uV9YlEhdgmvy7bdZkpdNSag84XNaAuH7yGbEWEct0VAtuaisP35AaJqCqX79VhgyW8R17EKkGmTx4kZJJFrkiCPSrYp+MWiXDWdvWr9ECHUNwldqb0FF5JFrWI/Kx7qNQldJle+7774zZvpRsluzhK8GxRtPPPFEwTybqADvJDzlKtVBBHUPZY8WX126ZMNLbJ4QQAiIG08+NkLe37hx40yf2jFjxqyUs4Q3XjZnqUPJ/rp+W/9UG6xN48cn5MknU/L880mTh+NE374Z2W+/FkOmycvTnqmvvrql/OQnq8t//5u1aHnhhZTpmctmP3p0yuT9HXpo9u/IA8z2Vc0SP/K6+P/HH28wRTVUWZdRKBdpQIggfKp4Us1cCbDZsCkSqiUfj41JLYFoz8c4J4k+iKRybbG2ySZp2WorDe1axBGo9rNmcdhOyuDBn5oOO2+/jRVTacKnxAt1jMOyX19IVD7W5FLdY1iTC5k9s8ZzCCL1yC/WWmst89yFDvy8PupilHL5bJVulbHVVluZcOEDDzwgp512mkQZkCEmJV+Dzm3LFhZkrUG+/DLr/ZZVlRLSrl3GVPEW8sYjbI7UThUiCwdhBjZCNkCv7xNVhAWIxYuTa5gB6cJyZejQVOsmTe7dqac2y667ZonH2LEJueWWlLFYoeoZMj19OpW4dBhpMWE7qnEJ2y5cmDIEmxwuyF9zc0rWWy8tY8aoApq1b+Hr8uUJk/u31lppQyRV5YoryF0kfAucaz2Em2vPtWAMB3X4R2XQqlrGt1bVMrY333zzVdQ7qm2Zm7179y77tTfbLKvqQuKx5IFD+miKYBEBMJcpyOrRg0r8dnLZZRlp165BNtiA6ECLbLPNqsQGJQ7So5W1qvIRTSGfzqshs/792LFjjTJdqOJX8/fyrenMB3LNyeVjz/WDxPfvAxsu9rjczwHhQ02MUsWuVfhqVLxxzz33RCr2nw/k8THoy+lhWAi77JKWDTfMyBdfJFsVJTZRVH7CiO+9l1zJG2/y5MkmTPvuu++acBbvTb3xkObL8cYjEZ5TXtjvF5YrKHNduqSlb9+0UZe++krk5psbZO7cLDG54YZGmTgxKfPnJ+Sjj5LGyJrqXdRTiHSnTstNuzTsV7jebdpkyTVV0h98kJDJk5NGxWJthwxyqGc91kujfnxxB59bh1O+YcXB5NlnG+Tyy72nH+SGap0KNUoKmxB5psVCtdpuLYiUi623Tssuu7TI7NlJ+fjjpK3UjTEYLsz7qVOTMn16F1m2bImxcEL1u/baVF5DZsYka6uT8LD+8j2/ESAOLIzrYhW/+fL3nGCeMH84HPnF2muvXVDlU4UvShW7lvDVAD/5yU/M6Ztq0CgD2Z5TVCVy3CAUZ57ZLMlkViVRz7dsDlFGHn44I2+8McEUXJCgzmQjB4+NcJtttjEkjdNXEGDx4bMS2g0zXn01+b1lyorG9+TrYWvz/vvZll/vvptoPcWTgM+/IdD8fiKRMgSBBR/Fjmv+2WeEhRNGZZ03LymzZiUNCWRjgOSxxjn/DdHhHkGIInDg9Q0+K9eQz5i7zq+wqhEZOjRpusR4DdU6u7ewqTi7t2ioqRg44KBuBzE3GSNnndVslGIOYfWan1kvIF8zG01JyezZ7WXEiLQ5BHLo04N2ofw9BWoYYVUUNj9EyJkLWChHLrdCNxcQRghbUN030jkHfgr/lPBFpWLXEr4agCqkH//4x7Ep3qD4IYjG7bnAFoTiAUhMu3YkD7dIly7LpEOHJUah+vjj7q3eeIS1KuWNVw3vwaAW6tz1T5PsOeSS94jlgvMSqb+pGisvW9Zg8v6caxd/r6bMGq7keSGKhNp5sKbzQAHg/wnHxznXC89BHvmiVbq/cb24J1RFFwIbBfm8VImjUFNQhGKNOXu53VuCarcGEBGPOKJFbr99uZx/flOs761Fds6TP02x1ldfofDxXTxKpSDhywWFE4w9v91fWM8hVIVUvlwPvnyArKEylqvypVKpVdZ/DelGyZfPEr4a4ec//7k88sgjFfOyqxYw7qWA41NcewMEp6WlSxcYewCMQLt2/U66dVtuPOPatWtrFI4OHdaumjcei1ep/rq1Bgn1hL+daw55V3BxcvDefjurzrGQ83uYJUPe9PfJu/v669W+J2xZaLs0OIOSQNZ2ngelle85Xw/jZUghZLASnolhQja9YOXvZZXSlW0uCH0XKiZCxSNXie+ReoBCPXDgQBOqLVehhjSitHAgCxIDBpDXGe6NzaI8MHaz87xBGhpaZM6ctFkL6LNdyJIlF5VW+UopfACVG8JWbsXupnlUPg3p6u/ws7Cn/VjCVyOgTHFyf/jhhyXqUPWr3NONmsSqN97y5ZNlzTXxg2ojqVR7adNmNWlubjDJ8pw8MYWtFljQWDj8ushXAwcd1GKS6snRo/XZjBnk3aWMYvfSSynzb7poUHCAvQqgEhrFDxWV20fBBUqfIhumXUHqIH/k9Gy7bba4oxD4/XpUgVTp1BQE7scOO6RNMRGGtBqq5d8QOtIPCNXi/+gmVOu33VqQygMpAlQg1+P9rReQSoM6zVrb0tIo33yTlq23zs77YhW6+fYGDjN+Dx0cWsgNzFfxWyqHTwHpRJBYopVsPkDqkrPyOJ8HoCp9YYYlfCHovBF2GdjNpPRjUJzrjacmsXjhEcoaMmQn+dWvKEJALcq27SJHDDNQPOF4VBMsXigzYc3V6NMnI3/8Y5Psu2+LyS3TNmj4p/Xrl5ZBg7IdM8jDY8xBRvidbt3SxjuPtQvyl1WpVpgu51ahog6yIRS7DEoi6xl03fjBD+bIZ5+9ZfzxCN1C6oIqJnKrTKNEBGkD9fXXGZk2jTEU2FNahAwc5uiek1XpUzJw4Hw55ZT5edtaFlL4VOWj3RnqmF+Vr5AfnhuFT6NQzLtpAah8qJW8D16bz5NLOC3hsyiIY445xlSXUn0XZXgxKM4NZ6k3ntMk1umNd9RRLXL88c3GGgKyAknZcce0nHNOU9WTx7F14X0FHb4OEvjsnXdes/z738tl773T3yuhWfIGCePacQ3btk0Yk2SuKd9nLYag6bqdVe+yBTPOdZbnIXdt2LDiuZIQRjeGrfFF1lLorbdWl3XW6d0aqg2ymMhLuzUv/UlL4fnnUdkDezqLEILDHBZ2G2yQkWOPTctf/7pIvvzyo7y/WyiHT8H449DBYd4PVPl2qnyQLTc5fAr2lzlz5gSm8vE8vLZatURFtLGEr4bgdE+7tbvuukuiDvyWqGJl8jvBRCDvjTyM999/35A8Nh82PTZAZ+VhPh8jksXPPbdZrrtuuVx0UZNcfnmTXH/9cunfvzYTTC1awj7BiQySp4wSl/t9zFTpj3vbbctNaE498/jK77OG8lWLNYCqffj0sbaXqtHB4oU8vvoFoTB6QHeVCy5YVz75pHYly4xZlPRFAbhhU5QzalTWmkfzOy3iCeb4pZe2yOWXt0i/fuubHOZ8UZxiIV0ASULlKyeXj7CsU+UjysK/3RI+VL4ePXqYfSiIXD6t0M39uVX4LEoWb5DHV44jeBiA8oURLKcfEmwxh0W9fOutt4w33ldffWVOSLQwo5UZMr1bI2R+ZfPNM3LAAWljIFxLWwiIKQtcFPrrbrllxoTAnWpM1sswYX6G0LTDDlSWYbKctWIgZ4c1ld65HTsuN+rf6qtnzEmfiumWlmwrtVLgeeJetFEMXDfIENd03Lik/OMfDUVD4JUE6gtzLwiVj0If7r8zr9Mivthtt+wBkMM4kZd8FielFD49dJCjTQW6HzB+2Ss0ukJUCCLpJed10003NYf1crom6fsgJzGX8Hk1mK4Fwv8OYw7yeQiHPvrooxJlaIk6px8KLiZNmmROc3379m31xiMHzk2SbTHMnp2QBx9Mya23Nsj//peSaneoY5FBzQxz8YZiyJAWY5qLwTIFHDNnJoyhKtW8u++erXr74Q9bZP31061eh7qRf/ddUjp2pK9u2vw/hR500cC7z80hVos2Qn7grSj0s1Olyz3AB7FWYLNmkyq3RSAFO+QmanGKRXyR6+e90UYbmYNurtF+sRw+BcSMv/friZdbKVusy0YhdOzY0Vi9BNFjF0HDqS6GPeKjsISvxuBUoJ03ojJoAO+Vic8EHj58uFHyCN0yITBARskL2hsP089zz22Um25qkLvuSsmVVzbIeee1Ma3BqgmIK/koYe+viyJ34YVNctJJzbLeeoTdRU48sdl8j3ZpYIstshW7muMHsaPLBv+/ZEkbad9+uSGB9NhkeKLaQQw5WBOB14euuzwHBIfNYs01M3Ub8nOahXOtUcVQx2qpwFMMVe5Bhc4ta66Zvc+Mi5C7UFiUARyoJk9e8f+QOtY+J2GCfJGX7Sa0itUQaQV+C4hQ19h38PXzkr8XtMq39vf2EM70JfY9q/BZuMJxxx0no0ePNqpYmEHeBCoBnS1o9YR9CqFo1IMhQ4bI9ttvbyY1sn3QuQzk2qLqjR6dlAkTksZ6hJ6uTzyRNC1/qsmVUTLZPMNuxAwo2vjpT1vkppuWm8cxx7RIt24rfs66l/XXShtyRjU0h3VUnK++ajDh3tVXbzGLP103qJTm54SCKfrQgg+93ZA/RFyIACSnY8foHGIqAa4PjzXWyMgmm9SWHTFPGbPlVJlj1UEnl223banzopz4A2un3/0uZbw8FeTicdjVfFAlPaUUPlAsLOwGECqtlPVL+Dp16mQ6J5WTy8f74LNAXCG8KtSEPX8PWMIXAjAADz300FB23lBvvBEjRphQLZONwd6/f39TcEFjak5eOuEJd1ZC/YLg0RaMsCTkT8OPFBrcc0+jfJS/gKxiICeFfMWwG20q2OPpDJebKsp6/dlnCePHR6EF5AQlioIL1tNevZqlT5+vZKONMqaf6s9+1mT69NJii7Awjz59sqasKIMdO6ZNyzFyABkS664bjesTNFQxbWjI2tfgkYgyVktou7V8nmZeQrqE9VEtu3bN3neL+OLtt1PGsF1BSg5rvKp8ED7CtW7VLQgf+dw8/ID0J3LECS37IXwA0ojSTVjYL3gPfGbNKYxKdM4SvpDg5JNPlvvvv7/mYUJnqyenNx6h2Z122sk8evfuLWussUbeSY76xc/K2VTygbk5Z05+7y821PPPr24VJApfFPrrcr3osXv22Y3yy1+2kZNPbiO33dZgTu1w1XvvTcmUKUlTtMF1pEBDK3IhbRtt1CgdOnwna6/dJNOmJczv0lf3lVf4u2xrMQhjNnxJz92s6TPg+T/8sD6XGNQvKpoheaef3mTshWoNNWIup90aHpi9e6dl7Fg6eCTNfbeILzggDh26snKFykekh+hOqQrdXCAMEAUqR+WjYhfC6Jfwde7c2azfflU+yB5hbM1JZC5FoUIX1OdqHEJQ2MAgfPLJJ6v+2kxavPFo8YRtCh55DGhOQrwvvPGYpDSjdgPyPIJWv9ZZh1yRwj9/663ge+i66a8b9uKNN95IynXXoYAmDAFB0aPo5e9/b5Ann0zJbbc1Gs881DgqawnZQfy4dfx+x45JWW219jJ1alpmz07KggUJ2WijFlPhS49YSJ82W9euHLRmgwxk27qFfxGsBLbcMm2MsH/+82Y5/PBsuDwMwJpCqwz94LHHUjJ8eKo1dy8iwoZFGZgyZeX/Zx8gqoPK56ZCNxcQJUSF3OIPt2DdhXSVo9BtttlmvlU+RBnmEFEevrJ3Akv4LDydXE444YSqdN7g+cnB4ITz3nvvmXw8LBsI9+CNRz5eOa2eCFEDvyX4+UDRQbH5pD1jqwlCG/RCDsLfrBJgU37iiZQsX54xxtXkXmG6vN56abNpo+5hDkxxB6E6QrHk4EFO6JWrhR1ffkmv5DbS3Jwxat7HH6dMWA9DZ1q1aQ6fflVyE9KGJFXBBx8kzbXadNNwhbTZlDi8+Wm3xnR+5JGUGRv0VM3tEWwRT1BhnltngcoG0aFQzyvhQ5nLLf7wuleyLxFd8btXdu7c2USiaHHoFdpDlwiP5hTakK6FZxx//PGm4tWv3F0MnIgIzVIYQkUtRI8TFjkR6o3H4HXrjVdqQkKGgixqgIjQAqwwEvLSS9UdzuQyhrm/LoUWc+YkTMGAExA8OCo9UXv0yOZDUqRBuI4wLhwfvz3WMA7AEyY0SnNzypgx83t85Xl5kOuXLfJY2YaF58Tvr17Btfvii4SpIn/++XAts8xNNi2vXpKE5/lMHBoYJ1FQNCzKx4cfJuTHP25cqXgDcQC1mD3FT2g1t/jDCyBXFB7x8Nu9A7Dfkd6Q2yzALeEDKJ2AyuEozIdwrUR1DsjDgQceGFjxBgMT0jVq1ChTcIERMoMSuxRCtQMGDAjEG6/QpoLCV04rm1wcfXRxCe+226ob1gXI+kx2QuBBA0KF/QxWNFjQvPOOt/6lhF0xqSbECui8QQj2rbey6hNkjipaiN7nn2e/R8iWj0LBwTffiAwfnjSt1FjLIHFffZU0IVwKNPiqYVwn6VOlj9+pZ6CEEbW6/vrGULUiQ5lg3ns1YuYeMy5QbunQgoWPRfzBfB4xIiF33plchTBB2PzYkbDnMAb9iBsQPUgfoeGPPvrIt7rWpUsX0yzAq8rnJHx8dvZRtWoJOyzhCxEgY3TeuO+++zyfOpzeeEwC9cZDdmdg77DDDkbJwwiZkGtQ3niFwITgdYIs3jjhBJJjC//8pZdShhRVE5T507ZH8ziCAjl3F17YKPfe2yATJybk5ZdTcsUVjfLAA8XvGwfmhx5KyRlnNMqZZ+KjlzEFGYiQ77+flMmTkzJvXrabBtW4hGswVE6ns2a6XF8UwV12aTYhXTVd5nlQ9jBiZmjiy8fGz+/zFTKppIDvZd35w3/irSQg2lwPzMI/+SRc14KDCnlUhOTcol+/tAnlYuLN5+LfFvUBDizDhiVXMTImnEtaix+g8hGW9TIGlXCxf0H4+DcmyH6x6aabmoOPl/02t60a63++tqBhhCV8IcN+++1nKl2fffZZT95448ePb/XGY0CqN952221nJhaDstqSc9DFG5ttRn5g8bDuZZfhHSdVhRZvBJnH8fDDKbOxbr55WjbemI4laWOb8uijNO/Ofx8RU//610bjVwjBgGvjWcgBfNo0qioTJlxL7t0uu6Rliy1ajArH97l25PBtvHFa9tqrxeRMsgZie0PuX6dOWQKXbauVDeXyXBA7TfPk93kwzLDs2Hjj+i7hhAhjd5O1Z5FQgTCc13ZrKMa//GWzqTzm4DB/flb5tYg/WMLzaQQQHSpm/QgU7HOkFHnN5dMuG0r6ylH5unbtagQRL/NAu0o5EYVwLrCEL2RgEJPLV6x4g3J4BqjTG4+TFp54eOPhkef0xqsV1LqknDwLJ5hTtAUrhrFjISNSVVDcQkjXr4N8PisETKW7d1+5UwWFFShrKH75wAmcbiRYqxCGZUPmIEooltAu/Yh32CEtgwenpXPnjMnfW2stkf79ScJPy447tpifaTE2CzzXnJwtngPS16HDclPVC6jixWcO5Y+hxnslx2+11bI9fAkT6/frFeyDhHXDaNdI8QbpCF4qFTGP3m23FpPDZ9ur1Q+4z3vumc6bG47S56f4QYs/GIP4vXolfDqGy+nRqxW77Kdu03KcIV326KhYsoA6XorDixNPPNEQORJKdYCTfzdlyhQZNmyYvPPOO2aA53rjcVoJU3sXJkHQxRu771585ySvrNrqetD9dZVo5ZIE3VwLReNRXfDAQ9WbNQvrDXzzssUVhBchefnanWEhssYa2d6ZzgpbXqdHj6zRbu/ekDoWNap+s7/DV5Srhoas5QvKIQdfnkPDwEDz++oV8CmsccKUxwdQ/alU1HWmFKjxuOyyRnnwwQZz70O01FhUAczxqVOzebtKdtibiCZ5IUy5Fi/kv3lR+ZyEq9wevYB9k9Qct6TV+foKS/gsysqvIRx7xhlnyEEHHWRChr/97W9N+LZXr16m4AL7FC/eeLUCkj3VgKiSQWDIkOJhQlqBeTgsBgbuEbkkQRhns5agtFERqWsoiywkDgJWSOUklYaDLuSK8CwEjwcpMhAwFL/JkxOm6g5iCEHE8H7ChGwBB23rCAXTzQSDZZQ/fOSo2EXhw87lu++y7dZ4P4SQabWG4pct1kDdy5rzai9ZChf4DPWqBGnPYa45ZsVhg5d2a+SR8hk22ywtm2ySkU03zd53i/rAFVek5OyzU/KHP6QEG0ctnqBaF3cHr0VATpWPjhVuC/ycCl8QPXq9qHxaHZwb0o0KQpZZUr9g4mB4/PTTT5vHu+++a9S6k046Sc4991yj4lW60KISYGKyIJDLhwpZLgYOLP0799+fkFNOqS7DYAGgSIXNk8WjXBx5ZLMp3KClnIbOKKY47rhsDlU+6KGTsaQFGKxfEA72c9TPjz+GdPBzCjeyhJCiAsKyfI/fW3ddkUMOaZb/+78WE/LdaquMDB2alP/8J2Vy9xSEbbW9HV5/q62WMGFoQpj03f3+3Zj3Uq8dGbg+XH+ugc/c9ooCdYNDIxsuG2cpb0EODpopghn66qtnDbYt6mMs05ubVmv8+4ILFps9Sv3o6AeP2ubVuxWlmT0CX9h+/fq5Inzk3eX26CWXj37ufrDGGmuY0DSkr9j6DSnl8+pnjFIfXRC+I2edgfy2U0891Sy2kLr333/fkDwGPyHbvffeW3bddddIkj2n+sWGQr5HuVBT4GKodpu1SvTXxd7piiua5De/aZYf/rBFjj++Wf7ylybZb7/Cz01xB2QQIkauH9W5y5cTbhWj2iGykl+HApf12MuGemfNyvqrdeuW/dnOOzebil7sYCgA0SKPGTPyLxd8XMji4MEtRtHCfw9iQD4fRSGpVAgT2KoErg1kmuu6wQbhkzm13RobXalxy7xzTmHuM2E+i/oAEQIdx+PGkTqSNnnijCEIEwcHv2ktEEYOy24iJBC+3JAqRBOHCq/ekvlUvmJqt4ZznQQvSjl8VuGrMTjdoILdcccdpuDCKVUfd9xxcs8998gBBxwQmQFVSEXgFEYJvhpVloN1103LJ58UJsDLltXmHMOix8mPqukgPidFEqhsbrH11mnT2YE1U3MA2aSHD28wG3XHjllbG/rd8jvqk0cCPtWkVPUSenznnTat5Pqtt7C7SZrq6GKFeLwO4eGPPsKOJCPdui2TRIK/aZR0mtBx/Z4t8TYcNKjZdDsJI1BXpk6dauZnMT+xnXZKy7vvpmTRoiyBpXhIPRrrNWRfT0DJf/xxqvyJaGRk3rwW6dEju1+xP0HacItAvPAqUKCuESFB6MAnthggXblmz6rykcs3aNAg3+t3hw4dDOnjsxR67VyyGaa8+VKIzjuNKQgFXnfddbLvvvuuMojx5HvhhRcC93irNrTvbFDFG9dcU8oCICHDh0vVUev+uih8Rx6JykZOXjbcOmNGyhA7DJZZp7JDTCsss7l4rFf8HEUQcqLhY8K9/Bu178UXi58Nly6FDEA2ccGn5+5q0tzcTrp0aZQ2baKrTgcB9r4f/7g5tPlubFiq8hWzt6BKc489Wkz1Nfme06ejIFuyV08gZ5dUE1JD5s7NKnwKIlLsYX7XeVX5ilWNa6FIvu4eqHwofNjE+F2/N9tsM1O8UUjly7VkiUpLNYUlfCEGyawUb/znP/+RqIPiDQw6vZps5sP++/Pf4hPttNPa1MQKg89JAnEt+utCKI46qkUuvbRJjjiiRfbeOy2DBrXIBhukTR6Zbs6EfCF5XB9dN/lbFnMNQWr3jGzRR8KEfEuhoSEpa6yRNeXNZJJGoVxvvezf1yOytjXZVnaOlKNQgnGLvUWxkBhj5be/bZaLL26SPfdsMWMGW56wElmL4KEOAvTVfumldpJMriBeqvKh0vlJa6Hwo1TnC4oqssVhqxI+yCfqYjkVu926dTOh6UKV67mmy3xmq/BZBNp5g7BuEPlvtQSSO351Qal86gVXCFSZ4slXi89JOLdWKh+L8cCBaTn11GY599xmGTIEX71s/1Py9Qjdcu0gfmqV8uWXdIJItuZnLVyIrQsqXZYUZolipug1b2lJyddfNxiFUFtuoQRlbRyyxKeewH1AZWWD3HbbdMFCm7CAVAQ37dYYM1SQDxqEupM1Y1YSYBF/IHyRAkJe8IwZjTJ37uor/Zw1nnCu3w5Lpfrbou4xVgsVhqDyUa1LPl85Kt8nn3ySV+XLDelahc8iUBx22GFGFcOXL+pgQyE8HQR5RWEojoQJRdaqeIPPWYn+ul6x665pUzmL2kS3Dhbr7EZNL8q0sdjAxib3rUL0IIKffZb+PmSXJW2FNnZ+xkGXRH5atnEA1xxBkrwxjaZgpF6QDZXjX5iW009vjoRnHeqI23Zr5O4xrtj7SqVrQQopCIrCNbAoDpZu5nqW5EP6Vy6QU5UPXz0/Kl+pzhf58vec4Gd+e/QqyCUsVICSa7oMopRfb6dgyMEAPvbYY+Wuu+6K3Gkin2TPZMFZvVzcfntp37CnnqrNRCQBmQeVyW5AI5J//zslp51G/9tG01YtqIgwfmlnnNFsqn7x0+veXWSPPdJy6aXNsu++aaNCYbXCmgUJ1LVLQ7/ffZfdzbFcwfIR4ghhVBUvmcwWgrC285WNIOvBlzFFCj17Zos9yAmsB/NlrgEeiHQ7oavJVVc1GZU1KmsNRRtujJghe1h0YNrNmMiGd7P3n7HB97gG7M0UC/novGURUuAAwFxef/3Fstlmq66xWvjjd50nlamQJ16h/D0naCWKJ6rftJqEIzTtFCfYf3MVvihV6II6C7REEyeffLIMGDDAWLhQUReH4g06U5QD/OGyeXyFJ9vrr0NWShPDSql8nHJRTYotCIRN6V5Adww2SIjT+PENprXahRc2tXrrOcE6OmxYyuTVoZztsktL0ZAhlirbbLPcGC3z/Ch95JVRTbvPPlTRZnvp4qWnfnxa0MHCDhEkHJy1Wckqd+rHl/3bTKs5s1ZsNjUlZPx4iF/2NTXfK+6A7GGMjR3OhRc2m2sfJVC8gQcoG16xjXXHHbPmyxh5cwDAk4/DA/e+f/+0SSEgTeDbbzPy2WdZe6CIn1ctvgfkvW/fjOy//yzp0GH9VX5OThukDZWN9BavhEg98Th45FbLuiF8EDJV+dg3/aB79+7meVD5CBMDwsyollHtowuswhcB9O3bV3bYYQf573//K1EHpz9CRhRwlIu2bYtvptiB1GqTIZeFHJBS7u90L8BcmdDfhhtmTKXtxhunTU/c55/P5sA501Heey8hxx+/mlx6aaPccktKrr22Qc49t41poVYM5NyQSzZwYJMsXTpfJk6cKJdcMl2mTs165WWvE8tB0pA8VWtoj0b/VIgnJA/ix9cV1zVLFlv/7/t/QvIgfRrVURIYd1BgiMH1zju3yPbbR4vsOdutlcpB7dxZ5Pe/bzIKH0IMhI4iHfJHGcOMIcbPL36BUXh2jEVoX7QoAtaG449vkY02+qJgv3YO9KhjWFT5VdjyVcvm8+DLBwgnNkN+iwQTjlw+VflQ98jRVssZ7aMbJVjCFwEwqDBjvvvuuwMx9a0ltKghiOKNK64oHSeqVa0Lp1w3/XVHjcp2L3CGO1lQ6X7xpz81ytlnt5FTT21jQr60m/zlL9sYSwyiFYRWUAgnTUrIHXc0FKxKZqHieo8aNcrkgtKTeeTITvK//9H5hBdOms2YawUxY/NmE+f/v/6a4peUUf569Uqbil/n+7RYGeSp0XeYatYCe2Hooe3WSuXa0lrt+uubZO+9W0w1NiR3/fWzxA5Vj7AvP0PMRxGiLSDXJMIe8hamUlZk2rS0IWOFCB/rH6FVVDY/qUhaLZu7frpR+ACkkPW3nFy+7t27m8+n76FQD90okT5L+CKCI4880uQlDBs2TKIO5HbyO9z07yyGX/yi9O/cdlvtJiMLDvesWI9IwqW5l2HSpGyFLBvj2mtn85/uvbdBzjijjWlZ1q1bWrp2zfrkUSCBAkhF8htvJM2/WWCpUmOxGz58uLz11lumiIRkaJTiNdfcRR54YBP5+uuUUWUgmxAVtWrJXZ/5Hkn6dNpA4dOfa6jWiVJre1zz+LgOEBzy9RAVatHPOSiQOM/G5qbSkvt56qkt0rNnRqZOTbb2YSbE/6MftZjUAYp11l8/bULdhLzp3JK7Z3P9bFFHdHD33Q2mQKsQ4dN1HoJGKlJQeXSlijZyVT4UxqBUviU5liz6O1GCnWIRAaedo48+2qh8UUenTp2Mo3m5htLZfLLiiud557WpWVjX2V+3WPcCQqLqFYptyowZCVPZSCiVr+RDERKjl2lTE/lzWXsENkgI49y5SRMCPuWUpBx0UJP84Q8fy3vvjZJvv/3W5BDi5bjddtuZEzchu5deajAETskeGzAbMf/GgNmp4CkZBLRmc67dSg6zm3X6+/y/4he7VFu8KEKLVbgnKLPcQze+hWGFtlsjh8qNOrPddmm55JIm+cEPskrfkCEtcsEFTXLwwS3Gf3CLLdJmjKLwMZY5wLCHc80YY1o1rrDEL/yYPj0pd921VVGPTUKf5ah8auTsVPncKny6/uIvSS61X/To0cNEpbTtW67pctQInw3KRKx4Y8cdd5Srr77a5NlEGRru5BRYzqQhKX7o0MI7BEUDY8YkZMCATM2KN8aNG2dOq/kMOnffPS3jx7eYXD6KellACZmwSeotnjMnYYo4sh56WX83cuu6dmUjzXY7gPh+8w0t0trLF19sLolEX7OhfvopCdRpOeCAFtlmm+w1oH0aCiFkbto0fPNQdbIFI1oYp4ofYFPm+6zZnOpzke3akSxZREPRBgph3ECbMYgyShaEj6+QmyiDHFSa0ZMHxb9LoV+/jPTrl1+x/8lPWmTaNPJRMePOtuAjhZeCIyx7IMrkhTY1pWX27GTdGnVHCSi4w4atI1dckZIrr2wpWby2YMECc/j1o/JNmjSptfjNbQ6fU+UjwoFS1x6bAZ8q3+TJk43LBI/cn0cJ9iwVIWy11Vay9dZbywMPPCBxKN7gxOTXIFPxj3+U9rq7+uraJQ1BzP+/vfMAk6LKvvibngFUVGBN6JpAxIABAREjJkREjCAGlCAqBsQIGMAs5riuYUVFAQMmTKugiJgBUZIoZl1FDH8UE8xMd/+/3y3uULQdqtN0VfU739cOM3aq7hfOO/feczkhpkpehnQNGVIr+Yj9+9ea446rNdtsExPCwFoCyXv7baodHRNfR0Vz1LbvvoPskX8HweAzrTJNmxIOrjRjxlSZN9+MGGpGpkypNFdc0cC88YYz3VH0CAVTKEKCPc/H60D4NL9KDZdVxfN2QE+/+GHWGx71xqlYphgGdRSFik0QYgz5w/4myOBwwiZL4ny+dlDk7115ZY3p06dWDl49esTMdts5tjXkO0IWKfbQfbxJE9rQBZswlwOWLq0y999facaPT3fIq5Iq11xz6ThsqMKWrstGKkDy2GvyUfk22GADuQ4KDd0efEHL3wOhWX79CBZLii2QtZGCOa1ccsklKV3EvRZv0Hkj6MUbTCCKN3J1ZFe0bMl/028Or71WOsLHd8YpN13xBiSIZPd//jMuVY9Ud6LMQdYoyIDcoeCtvnq1adAguiKMjQ1KpE6BQ2FTGxWKLhhi+pzYsJBT9vDDVVJFyvPzGPKtICqY4rKOqXroBupLIfyj99wzavr0iUr4LqjFDG40bBgVhXWrrRwfQgg0QAzbZptwkBVUeNqt5dqb1A2UvAEDouaaa2rMqFE1Yuvy9dcRQ3rr8uXVZtGi38ynn0ZNgwbku2LoG47PMMzAkom16Yor6LCT+n4cHPDEy+RYkGr9RKUjj46xyL6hVbJewePxRP0zx8RaVRrJ4UuXsxgE2JBuEYEMDDG7++67RRaeN2+ehGXJrbrhhhtyes6jjz7anHfeeWbmzJmmY8eOJugbyvTp003r1q3lFJcr8IdLZ/mxZElpT2EQ208++UROiOQvJuKFFyrNQw9Vmh9/dN5n48a15h//+N0sWhQ1X33VWKbpGmsQ4iUZPmJ+/JHiiZWPJx+Kil3tfwtBg4TQ3B7zY9JOCJ/NmRMxp57aQPL32MPZcPncHDUFyxUUyZiprERRLNz1Q2gpaLjxxirJP3QUo2CdjN25ehTL7Lnnj+aLL9Y2W27ZyGy9tROSRH0lJAmZCQPc7dYo5CgUYrFac/TRP5vvvmto5s6lupwweKWo0xtt1EiKPvCB9BvcpuQWDhDbaKf4+OPkECcf96ztkD5UtlxSkVg/SS8g5zsbdU9B3jIq3RdffGHatGljcoH637KGu0PTQVP4LOErIg488EC5uU8aWGLceeedORM+DCl79+4txRtBJ3zakYKJzIKQKy64oNpcfnm6vI4K8/77FXU5bKXsr5u44MyfX2H+859KU11da5o3/0PC3IsXc4qtMgMG/GFeeGF18/bbmB5XCrElbIhKB1DpnJCrE0rE/83pe+sodbNnV5qPPqJCksIOqnkpCHGMl+mXy2PohEFYDb8/cqx4HJXBtFXTfMJ8ge3MxIlVrtBwsBZJSB5KKMSkbduoOf/8WjEXvvjiRearr1rUFbb89VfE7LRTzEPbv+AAdRpnAA6pFFrlCtQRKtap2ETpIdR2wQXrm+++29BUV69laM7w2GPGvPfeSksgv0FNybWzjIUTISCvl8NlOhDWfe211ySFJzEPzqvKt3DhQiFvuYDHv/3226LUZZMDqNCoHIVMXIsSvaARPhvSrWcw4PMtuBg4cKB5/PHHC2JeXGpo54188oSGDcv82AceqCz5xokVjbYLwpKGhPgJExabb74hN2SxKB9Nmqxptt++qVm+vKmZOnVDs9lmVaIosQGiVBI64d8QDNQ48sX4N3+DCDo9XB2lj8peSBsdNjiFE579+eeIeeedKunWQWcPcgNRADk48zgUP56LHMLNNoutUqWbC3gs6hfvhfdK0n7QwGdKtSmfx2mnOS3pmjdvZo4//n+mT5/FcpBo0yYu/2/EiBq5b1jA5og6kqq3aSqoNRDKDBstpJE8VvzVdtttN7m1adPKdOnS2HTvHhNT8AMOiMq4JDxebELFWMw2qODkbKXuJ12OYDmjSAlbnnQgFMoamGsuH9W2RMtyTWVCWFh//fVzzuXjIM41kNtKeDiIFbrAKnz1CBa/22+/PWd1T4HFxpZbbmkmTJggOX1BBpsJJzfyhPILG6UPE06aVNqzDQsOp1M6XODphMpBXucff7QxTZqsYTbccK26tmQLF0bMN99g7VEp6hyAkPH/UOkgUZBAPi561iK8YJcCWWvaNGaaNKkQhU4rYnWNdBqea6/bCsmf4nkxcaZN1sKFZhV1BYLJ75q2kph6qu83HVAQv/02Is+hFi7abzcI0DWdz8qdn8di37r1JqZBgw9N375NA7n4ewUWLaRekJaSLodJxzUqHjc2ZwgeighhsExpG4RyV18duyCqzZ2Dh9f9HRXZnUuZCkrYUGud/tHOQQmkKk7ifqjezBnSHphnqOv6uHIGawx5rLvumvkgxziYNm2a5POxHmYDiBaPwVMvV7K1xRZbyOEDtS9blU8tWYhEsY9TCELKQ9DmvVX4csDw4cPrKnRS3cjfc4PiBMK7GCiTx1eozhv5VtCVGiTgFqLzBr0804HcqvoG3w1EVlUOFFnCWii8u+66q9l9993NLrusI90ulADh34ZVCuS1VauY2LNQyIEisfnmbKAktDvEjHw4yB8ESkNNbEq1tVSJOuqcrkfcTzc7/TebKuD5/vEPCjzI3zPm//6PU6zjJ8f9Gjd2TJ55D2x0PJ4NNpPyt+66mJU6Rs0ojdyCZkisJBWVksKDrbZaOd9Y9FFq+U7DDDZaDmPJCo+wyWDufvDBB3VdXJjT22+/vencubM4CzC/M5E9ghWvvx6RMY55NQozY9Ltz5cMTqU047JCVKYdd3QKknSMAx3zWk3NY8gpReEmTAvp43WZb1VVq64j3Jdq9m7dYubAA6PmsMOwN4qaNm0wm3a8JxVuK6NyAfOjXz9aNmbeh9w9bnMBBIs1NZd2bTqO1113XcnlyxZK+LQ3MGlIQSN7wCp8OeDcc881/fr1S3sfThEKJOB99tlHwhj33HNPQd5Dnz59zLBhw8ycOXPEqiXIYBGAEG211VY5V0G9+mq12XrrVZtau8GJHoWq2EVWEAA8pzRfiQWKRYbTLUSPzhcofZoP1blz1EyaVCnqBpvQF19AtFCTYnVhEjYzcvAgYIQV//rL8bODHFLNCJFio2HxhWCRU8Mm6M410n/rhqRdNSCNH33EwkUruJg5/fRqqRAmJ+fllx1PNG6OSa7jL4fKSBEI7zUdli+PmT/+WBlK5/X4HoIGPit8Cnv3xi7E/feIhKnI68EkNsxA5cNPkp/k46mKh1pDIRLXjwLIuM5lIyS1gLHIoYIUL0K8HHwY96irmqbAGORwxDhXWxzHzDlufvghYg4+uEbm1IQJVeaHHxyVkLfDgQXvSoqeNt44Zvbc08lTJYf2++8r6sLIjO/VV6cqeU0ZuzzOMUdf2UqQsU+BFa3lGjdGTXcUScikFjEERcHOF3xfAwY4lepegGPF66+/Lkpdtvl45NEREYIw8jNXlW/69OmyP2dTAKJdNpjzPJbQMHM/aLCELwewuHld4FH2IHvt27c3999/f1Lz3VxAm6yePXvKc95yyy0myGCT4HogxhCjXODMvfRh3WuuqTAjRxZeEdUNEJKnoVrGB+oG1+X+ztVwWiu9GEYXX1xjHn640syaRRUu5MJI8j8+oSh5GEdDulZbLSabDcUbn37qtDsjL083NAgtGyePoWrX3bJNw1W6AToWLk44mPtqDh+WLTvuGDVDh9Ik3CE6bIY8JwUdOCuwcWYOtbEJBruPGqIUqhDXT2gdkpDssIJikEuYKiggNKuRBDZrDdVy7dpvNF+suy4t1xyrIMYyv2MX9N57kboqe6rJGb+orcDJV3XeF2+B///BB5Xm+eeXiwUM/aefeaZyBQFz1GU8Lq+7rtrsvLPzuLfeipizz24g5BB/SmyM6Gbz3XfLzA47rC5/Z165uQHjgUp53uMee0Tl8EWnGyrfmRe8f8hkOYDD6bHHVkke5rHHZvbZVJWMOYMKnK3KhqODHja0cjYbNGnSRA7eWKYhMGTz2pp7Tz4hh3oO97lUDZcSFfGgxwR9DMje3nvvLadivPPc/kGEg/IFi2+PHj3E8iOfCjo/gIIGQp+EOXOVytdcc7W0dg5sCL//vszkC01IV5JHBSPEjs0PIpfuu2DhwPmd63S36dHFc/LkiPn3vxtIdwxm5vvvR8xnnzlEENUOTkHODMTv9dcrhYCx2ZH3hP8exJC8PjZFCB0FBGw+Sv40h47nRh10ijMIF8dFUWnRwpizz64xQ4c2NEROaPPmeP6tVAy32MLp8MGmF6bVwz3sSPFxQn7ONZ9zTo0588zksg15mYyJXC0f/AjUFDY1HeOE0xjXKDOMXX4vNBj7t93WQAgX4VwOLxQcQbr05VD4GOOqVqPu8T0xDhctqjC77x4zTzyxMtl0yRKH1KFGk6e6336xv/Xxxdj85purzKefOt6X5OZFIstN9+7M1wbyvMxHDgCEnmkrBgnkb+uQkWGcQxMdbOi0gvKHvej335dHfJfvhnVpn31iZvToWgmRpwPrJUU8e+yxh+fuF8yvSZMmmT333FNCuuwXdJ3KZa/45ZdfzIwZMyTlwOth5a233hJlj32b98KhB7KXrSdgqWEVviJi8uTJQmK4cRp2oxA8m4WX08aTTz5pjj/+eBNkcFoj/weFDPUgF+y5Z62ZNi21qgQZZDHP5VCmoVrdADVUS4iC9+vVR5CwAMSQvCcKb9xg0aQC9J13YtI3F8WAcBMbG4sqIV/eP/Yp8XisjsixCarKRzUsioN2fNhoI9STmPn008q69mhOaNUxaCZXj8rIb76Jm44do+LNh0ULrwMBJUGd11AizeNpk6W5eamItZt4JxZ3eCn2qG+Qk9iw4cpCFj4L9gLUJVS+ww5LLWmSyP3uu+/K9xlkY1Y2YlVPONAQcmOsorqjXjLmOawwD7y0W8sW++9PDl2NqHK0E0T9ZmOtqcEuyBmLjFl3XiqHIC1mYu/t2nVVUo5ajvqUDrvuGjPffBM1114bEfJI95nKymXiEbjVVlVms80cksc84Cy3//5R8+GHjoWRmr4zRugissYaEXPeeTVCBPv1ayjXEXYLF6cvcty8+mrEjBkTMYMGpb9gDg7Z+uJxANEuG9qujXU4l1SKpk2bSk4qKh+KoRck9tENYpcNYAlfEUGeX6Zcv3xAqFA7b5DTF8QB6L4WyCtEKFfCN25crdlkk/TE6+GHK0y/ft7YhjtXacmSJXIaheSRM0lowEt4/ocfnIIFwkV6mGXBIveSE2PiCZG0FhrPP/dcpRk1qoFsMOTyURfAwsqaQ0Xuu+86KgN5Q07enlN4wSZEqBfw9thwUErYGAnFQmC4D0MFBVALQLgfap5DLB1CiIULiencHyKEiqH5U6k2MUcRW3UcJpI7LtkdbvYDKBTgfZHP6NjfOD2G2cj79o1KwUYqQIy0qIEcoaAAMqVKNTfGO2ErVAzCbYmVjKwvkFssWopB+BiTqESdO8fM77+TOmDMiBENzG+/kR7gqHUQP+YE4Vkned4Za5y3UO9OOCG35DmUdA5GeFKCmppG5n//+9l8+21zM3x4rYwF3gPjgErt0aNpKVYlyjpzlvFM3itkkf7YvMerrqo255zTUHJtwwxtzcjcnzAhYgYOdApnCumLR3EQh2pdL7VdG+txrrl8M2fOlAN7psM61ecQzmTzIWiwhC/g6Nu3r7noooukwfS2225rggzy25DOOU3lYo7ppFikz+O75JIGpl+/6oyhWm604mEjZ1HZZptt/hZ+YKH74IMKad1GiJMqP1QKQqT45d13X5UQMwgT+UhHHBE1PXrQkquZKEGEJiC5iSAMe+yxUfPii5WSyE74FkXBIW9Onh7hWMgIJI7NkQWX96BdNvg7iggEkZ+QO9QRlDetYOTvPA+kj+clpEWeGqEqyCP/j+dl8UY1VJKXiux5U+4cA2M/gWKVjTdGGUUNxaDbqRSFTJPTqCQgHSBC8+fPl43Iz2GeRKUaoJKgTkL2MoVqNWeRsBhKSTHA+NSGNIRoUbsxuma8Mr6dW4XZb78aSXdgzDHvDjoompN6z3jmsOP2A4YErLVWlfnll+Xml18amCOPXJVIHnWUo4bz3iheZuyT/zd4cI2QPXDkkVSvLjOHHdZIFEJV1sMIDp98b59+SqoHofb090cxZtwxllhbM4E9wZ0vR5oUj801ItSsWTM5tKPyJUZakr025E7V+yBnwVnCF3BARg477DCxaLnuuutMkAGhYtOheMNd5Zwd0hO+n35y8nTU+xojZPUO0w2Qz5TXzxSqffHFiLn77ipR8DAffffdKjNlStwMG1ZjHn20SnKDqLZFBeCUf9ddVXK/rl0hGBuLIpSM8AEWT5rLP/lkpeTZYc+y8cZOnhAkkJAj14LCAfEDKHBAqwVR4qhe1OpdCjDIxeP9sq+zSENG4SdsRBAe8qUGD24ooV5USTYvPhbul26dUxKZrjrR8TOL16kyfgEFPwsWOF6BHTrEzLnn1kpuWDbQsUJuEQcXPyGZUs1m27ZtW9n0slEqIIRcHypfsQifG/vtF5VDFfmqTmqBo/AdfnitFGZUVORfDsvYZVzSt9otXK622lqmunq5adbMyWN1A0I6cmSNmT07ImSR9Imdd479zXSbnFiKSIYNayjrhRachA2aKsLB8I03IqZXr8zMljXWa8UsCp/7PoxDSB8qX64RoS222MK8//77ckhLt86rAOGeJzaka1Ey4Ot31FFHmcsvvzwnZcxPgAiRy4fUnsuEOvLIavPEE+nbrH344XKz6aaL/7YBEqplE/PyuuTXjR1LH1Cn8k9PfiSZ33ZblVibYKGizgOEVDF5J1TbpQuWKxtJbme6VkOHHx41c+dG5DkhcagabHaoUTwEr73qagisU6yhXTZYu8hFWtlj2PEa22WXqJk/P2I+/hi1zrGUQMXT8BgCJsogz0NYGJWSx/zyi6NOpILmGCYaM7vRpEmt6dixQiqR/QQ+y912i0oYERV2++0dr8FsoeFOLFr4bku5GTAO8XxUkucuKkqmVGcLrrMQ7da8gHE7dGithEkZu4zXtm1jki9XyI+4W7eoWbCggRRbcMAidPz11xjtLjUbbvgjV/23xzBOsI9p3z79c5O+feWVNebnnxsIcQ0r1FB94kRvhC+bitlEwgcgfDyWNTwX0/5//OMfojQyZ9OlYqglixuFctuobwTzXVusAmxfGLwTJ040QQfqGhtWrma2DzyAMpNenTnvPEfxYAPUNk/I+iwaXjZqiA35O5AXcr2ozFN7FBz58dQjzJpoM4UKQMHF9OnkwlVlNJyGjFxxRbU58cRas912cbPpprG6zhuzZtF/17FR4W/uggzIGoQTsscirJYrVCpiUM2miVcfn7O2aYNQ7rxzVJ6LDa9Tp6jkLX34YaW853RwCkBW/ZtWA/OT1zv66I/NCSfUrGIGXWqgtlLx/MUXESEUtEjLp/iU75ONCcW4vkGeEWOaimG6GcyaNUs2KtQLqhE7dOggG2S+ZM/dbo2Nsj6A8rrHHjFzyim1pn9/jI8LS/YA+X/9+zu5eoRfUc8hlsOGxcyPP36Zc0sv5uSjj1aac89tIM8bZlA8RvEG64zXHF3UPcaR9qpNBeZVIukixMrhI1cj54oKKqq3ENJIqoPXgg0b0rUoKTht9O/fX8K6KH1BlJrd10LICCKUSwUW5GWddaLm559TD+25czcwLVo0rQvrZgOIFRYOEydWispHiIYQ5eLFjss/+wIEi58UOug6QX4dnmKsFZddxkIFCWphYrE301Z3EmLC3Z+kckgeqh3hJIpByB2EFBJSUpsVrTTV3rsQGNRFEs5nzqyUjRJlECWLvD1+5/l+/XXVvBuIGR0+qNhNZ3WTCur7B+ljnW7V6i8zcWK1adasYd3nVmrw3XCdfFeFWMPJ3UOhZgPLNcyUDdgEVcWDZKKAMGcouEj0fyxWuzU2zCBXJiv4qMjL69IlKsUX8OItt4RYNjNvvVUpnRVyCdXjoTluXJXMTZ4Pw2ZSMsII5jTK6LJlmMM7rgNec+mYMxh3p37uZUmNmokEvfbaa2kjJemwzjrryCGI10+VRpSYU87+ahU+i5KCamC6OOR62vETWFhJLEehyAYUWZBbtOaamR4XMQ89lNtZh7y8V1+tNC1axAzeydraCdKHsscpftddo2aHHegUEBHfLlTAGTOwMmETiUmRAL3o7757bfPbb+tLzmKqXp6oh6ee2kCMmUmGZsNAQEKBc3LynPw8bavmhGqdHD7nuZz78P+0lgD/PEjXet6MxwAAsp5JREFUJZdQDbzcnHFGrYSKE0UMNqZ8DGSVSFFlvHTpJmbSpNVW2FuUnuwByB6fJ7YcHl11MoIKbMgX4c5CA2UBg2csKbCBwYeTsQO522WXXcSmidAYan+xNyRCYbxusnZrQYZjeu600HPyUitEJWVdyUXZmTGjUg5W5IRy0MI6KcDn8YzgI6KYhXXPKzg08PmmU9mShXQBhw3mXD4qX6tWrdKqfG7Cp2MgqKKKJXwhAeGkgw46SFS+oIPJRWgX4+p0IMxC/sbChQulupcboeD+/TOtNnExY83lpE2StmOBYszWWztEgd6zECNUOJQ8Ch4OPTQq4dYlSyJm7lzH5Z/HQHaofMWclQKJr75qaWbP/tHceWel6du3oenfv6G57z66AziEa/DgBuall9g0HFKHXxyeY4QhEVZQ9xwvPmex5ZTNTXvA8pNEan0sZBDix3t8+OEqCTtTAEIlMMbLmhgPqeR1tA9priCXEFPne+9d3/z5Z5WY6voBaiLNxk71dKHAplTIcCdjnMMPvbnxwMMwFtLHJrfXXnuZjh07isqB+lHfmxBECMJHODnsaytkACU1W6Cs8/GwbqAUahV9WEHnE9aQRx7xnqvIAYVc0HRzJhXh03HIus+8yAXrrruu7Dmp0mtsSNfCd2CxHzhwoBkwYIAZOXJk4MMshMawuUBmd6sVVNW6bSW4biYsp0Tkeaq3SKK+9NJ01boVUkAxb57TUoywaA45v1LZV1vr2EZoQ/Z27WJywn3ggQpzzTXVUp178skNREnipA+pgqQR0iU8++OPa5upU1uan35CAXBICOoj+YHkzr3zjnPtbBqEXSFzVOVCFsnVU1WQRZacNFXyMD92OmSs/Ax4LPfRvruErmhlRahp8OBac8cdVXX5eih+ENbff48IQc0FvIeDD641c+Y4+YbrrFNrfvkF0lf6HY/vnRDe0KE1JocOTUUNd5LPpL2YGeuMaS24IATmF9sXNmo2YcKdicbyYQLrD7liqEB8D9kQa9qv4e1IlTvzjnkcYL6QEZWVUROJVEnxS7a5dNqrOXF8Q7CS5fAp+DvjD5WPyvNcVb758+fLQSrx9ROLNoJaoQss4QsRDjzwQBmYL7zwgli1BBmQNxZaNj3UC90A8f/iNAjJ22mnnVLaSlx+ebUZOTJ1qT/FCJdd5ihuECg8vI45JpoxaZ88veefr5SQBblvWKHw8tgxYMhKmPcf/4hJZe2bb1aKoub45jkmvtyXPBdIH2lev/6KKvgP889//mKaN3fyviiaoNsAz+20kFpJ3pYvdzppUJWLWsDaxEYC4YPQKZkj7w5yx/XxHKpoOW2jHNKnxsuAsObWW1cL0WRzon0aRSYffthIfMZ0k8omd71BA4h1RNREFM5IpIGJRp08x1KCz2yffaJm1CiniKQY4U7GJQo16ls+XS54PM/nxw2G96R+aKRh+PE9Fgpu/0GvFaEITk8/jZem87kwR/1mOF5o1NRUCkGjgCMXlQ3FOLGfOmQPpLNuYZ6Q4kDrv2S5fpmw3oqe0Kh8jOmV11MjCnYYTJeBJXwhAicTLd449NBDAzsoCWOxsDLJ5s2bJwsIagLt12jFk9iDNhm6d4+bkSPT34fFd5NNnBZlqGqoWpnCexAjyMKUKZWG1LtvvnHCoKiE6t2mnnSEd1Hi2B8chY7uDY5VCoQRcogKtvbaEKFlEjZCzSFcy3tSkuVW6fg3HQcU3IfFtarKSZiGTJEgTn4fhRkohCh0mk/H45X88Xd3miTvk2pFNzp3jpo5cyJ15NGp6nV69WYiVbwPcpic962kcdX4cCnarEGoUTSLQfYUKEKEYdk8kuXTJXa50Obsqbpc+BW8X+yFcm1mHxQwLyF9qHxeCd+bb0bEzJyDE2NNO9WEWeFzDqYxMZxftCiW0YC57lEV9CtuKQ0EmDvuOaNdNtLlpbInYIdEfusOO+yQ/buucFRGXh+VT1+Lecm+qobk7EVB3VeBzeELGQjpTp06td4sEwoFTlKEhpD1qbriJyc6NkbylNq1aycLgReyp+HWTMCPjkMjRA1bkhdecEKP6cDCfc45tWb48Brp20kHAB5PkYaqg0quCPFCkvC20/+/eDGWDxWr9KiNxSrNaqutLioPf4Ng6abgji64yZE7t04tViCT3B8LCw7JFEt06uQYP7sLQtSvj0KTs89uKPl6qYAVBj6DKJjrrx8T5S8Sybzg0aYKJZLrWbUKtvSLJbmXdBQpJlAM2DTopqKA0GPMzCEG65TZs2fLuKdKG+sUFGs2m6CQPXe4k6T7sIPrpCDHa64Y6RHMR+Y9xRp0r3FzhXwsgPwM1qIPP6wwo0dnRy/IfYXYJeZup8vfcwPCyPzKtWBqgxWv787l0/y9MJguA0v4QgY2jC5dupgHH3zQ+B1MTE7M9DSE5PFvJhcbHwnpnNSYhEzibOE43qcnfShwSkQgRShnXqrLIH30/DzvvFoxVKV/JiFa1DL891joIVt77hmVzg20NEN9U3XMqZp11EGKR5xw7FrmvfeoxqVzx8rXgiyxMbjJHuQUaDiXvzttpxwCe+CBUdlcIHQoj9i6kEukaxRhXELN/Pzgg4i59dbUUhcq5IABtdIujut0bBcyf0ZUAmvoNp2iUd9qB58XZrnFdlVQI2bCgJCh9957Tw5iKBBsXuQaQfJQrFHGMrU08zMI50KCUOXDDL43VCSv5JY5RtESFi/k26KSu3kCnnXhhFOZ/PrrKw+u2ah8zBG376HXVpvYq6A48/hcULFC5XO/fjLT5aCSPWAJX0iLN8aOHZu2zL0UYBJxQqaTBk79NM/md0gdlhK77rqrJM+6u10QRsF6Ihfj0yZNMlUPVkh+GiDcSqRGe3h6RZs2cXPmmbXSnmvRIsewFQXp/PNrJJxBaygIBl0CKNzAQkVz6vg3vUAhcLNnY1mytuTluaFmym6wgUD2nIo/J1ykIC+P94H6iPJHyzD8//DkA2w63F/VNx4/bVpEcuxSgdzGQYMINzvefiiJmeB+z8kWfaeopP7B9fM9FAvaj5kwJ0oBhxqU60STb68dXYIAVBFttxZ2EKLnAOrFMorWiHRvoQKewIRWy6s6T09pfqqKH5LhIODavvySda1CilYyRU4UEDbmBXMmW4UPQBh5LBZduaB58+YSwlWrrESyGfSQbnCPlRYpcfDBB5vTTz/dTJo0SaxaSglCVu6KQ0JAJOh6bdZOvgwbCqEx7BGywSGHRDP67WGXwEmbQgUqSlMVVaL8UaxBaySIFj54Bx+MnYkxe+1FgUONqHNq2kruHp54EEh6677wQqQuFw/SweuwblB88dlnK/PyIEKJRsdu8sTmQP4cOXqQL3fFK89LGBkCt802hGudXp94+GnxCOsmr8Fr8zvkjcX4+++dRZmcv4ULI6J4tm7tqJRUD/OTBHRtkp5v7p16BNZ3iBelUqubC7Vuk9TtrhzncKL9mFG92LBQ+8IMbbfGRluIbh5+BdeGIgu53XrrrdPed9tt46Zv36gZN45CBqfynXnIQQxPPtYIPDq1nzXzKvHAF2SQzXDBBY7ZOx18TjghZnbfPf2iwf6gKp+2KMyG8FGwwfeDso56nqvK98knn8jrQ/gSx7MlfBa+AgSpb9++ZsyYMaZbt271OkA5AbHoJ1YcsgFyOl577bWzej/cF5UPtSRbwnfNNTHz0EPp74Pag8LWq1etELhk4DB/zTUNJBGZBZuFGfd8Ol/0719j/vvfSvPkkzR3r5AiEJq9z57dwHz3Xa1Yf5xzDnkhK8V0Qrx8TqxhLPS8BxZ9px1ZXE7Hiaqe/j8+Dw6v3F9JH+FhKoCpIMbuBUDayBU8+uhaIYDkEc6e7RA2VQTZXHDDJ9x77bVVUoiC/x+EEyJIWLpt20pz4ok15uqrG5g33nDIbiooqfSG+l8027SJSaibnMt8pwQbgR5k0nW54N/454WdCJGKof6DmYhQ0EEVKX6IEJN0tjuMMfph77wzawIHPmNat46ZSZMqhQRSNMV5F1Wef4fNznDZMgrGas0WW1RKIdpNN+FMEDVbb52e9GmfcZRUbVdIpbpXQNiIHvEzl3zY5isKkVAKtZjKre5ZwmfhOxDWxbeLQcsEqo+qWiV5TNBCVhwy6ZmA2Zbcr8zjSz9Bb7qpWqrp8KGD0FCIQVI/+zMn80mTHD+8li1jda3SamudCtQPPmgo6hgkjMvE1w7iBbHCWmXOnAozaVKVVNKqGsdzKulzDJHdeXGEeZz37CZ9jqEp9i4UZjibA2QPEsha2L17dBV1kk1k/vwKg8DLe+Z16KNLuJf37tzHUR1QGGnTpmROVUTaty1caMzFFzesKyRxF5G4N6jsyF79o1WrmOQzEkY/4IDsUx34rhh/OsbJWcN6BZKHWo1VULKNgLGP4oDdRKYG8UEHBzovRCjo4NCqXUYgFZnAuNt445WTpWHDqBwSGzeOSYQAP+d33/WHt2JhUSEenGw/rVrFzYIFxrzySkVGwqcqH7567CHpPPiSAXLIvETlYw/MFhHX6zPvEwsFLeGz8B0YsBQ+kMs3dOjQgj8/5rAaxtJQLZOsdevW4qFXSHNYNg/UA1S+7NUDWFO691IhRA/ypimPdLZ4/fWYqGP0zCWUSQFEdXVEiAMEizn/008sDs4pHeWIPQ7rBVqsYVqMF9+CBZVC1qgahgwmnuL5mPbfP2omT66UPELUtYoKpxLWTfg0HAxRVMsTlEBCxoRfE9cgyCHvC9K36aZR8/rrVZJbiKro9POskMpBlD/tsLHytRxSiuqAsfT8+ZVSrKH5R3Wf3IrfURd5715QChsWwHfD7aijav9mPZMp51SVPNITGNsURqFYeyU1ECGKNpiTqO9hJ0LM01R9ScOk8uEkwM9s17q5c51CLYqgvv2WaEB2xQ1BAofcL76ImfXWI5Li+I96ATmhEC4VELyGdBWMP9oP8jPbxwJEEl4/WdFGkGEJX8iLNy644AJz7rnn5k3AOOmQgK6bn9scNpdQbbYgrPv++++LmpLNtbz5ZrXZfff0Vi7jx1eKv56jCDohXMKg06c3rGtbpn1tf/stIiEaErBR5Qh7omxBvsiNg0ARSp03z+lXy3PxeLgBCdz46ym5YjHk/qhOKHQTJjgKY6ZaKu2N6/TPdXr1EibaaquYbCIQOkKztDe6/fYG8nqQzh9+iJjmzR01rnnzmPT8fe65qhW2Ls5za9WvWqlQVLLC9zSpJQyh3549a81993kjMqXY2MhtPPbYWnP88VQr13+XC5RA5gqJ4G5T1zCC66NjQbKOCWECEQyIABYiueRn4uxC1IADYiZPyyCD+b5kSa2JxxvIWqgpJ5nA2IFME9nJhfAx5zic4fyQi7IeWWE3RIGhvnbQ++gCS/hCjMMPP9wMHjxYLE/23XffrB+vvWp1A9RQLSHW+jaHZQLzehRvZBOidjrtpA/rot65I8WcRCmmwA4KixMWZUgV85yEf+7vzPkKIU7YqHBy1SpWCNzHHzskTy1YIF3k3BEmJgQMWSTsCrF6+23MWY3p27dGcu8WLIjLa9bWcvJ3+z+tSpjYTzfbLGZWW63CfPIJvXwrzfffOyoepNNRDJ378jzk/W2+edRcdVWN5O0Rql240OnYkez5tQ8v16Uk1d1xg/s3aeLkAWYLFErtAlJsMEzp55uM7KXKOYXkoQ4UqkctBIiez25T1zCCTRblM+zt1hgTdHfgO+U6s/lOiRI4xRpOxT3kL6wKH59TVdVys3BhlfnHPyrM/vt7v1DmCiobyEWlI9xOigHfUy4pBk1XKADsf4SWQdBz+MK78ljIJDn++OPN/fff77nhMwoHSsScOXOEKGISSxUip6S9995bPPJY4Opb5nYXb2SPTNdO2GHVSQwhYw3nBlEjBwVwSiXfD0WvRYuYkDnMiFHvUNYIg2peHmFeSBlhWAgYJI7FXcOjSsIgkbQfe/bZKjNwYK3ZaSfei95cV5FwGSh1vC+MkfEF5P3Qro3n1mIOJWaqBlJoQuXyHnusJuFqtWvR53cbNDufu9Mqzr3eqgJIdLJLl6i0pcs2Uun0+zX1AnKuVb1NtAd66623zDvvvCMHGw4ye+yxh+nUqZNsFoVsaQaBBJDKMEPbrVHFGuQm815AbibXm61PKAdC/Pkce6Twkj2NAKyxRsSss85Sc/bZmQs23EBdZ07yGedySIKwccvVLmj5itxBVEYdy0E/rFmFL+Q46aSThKRxStFNJ1moVi0l3AoHkrqf+nhyyuJEvXTpUgkhe8W229ZIT9h0wBl+yy3jdWSPS4ZQAf5NwcY665CEXCH+WmecUStk6V//clqhQfAgdmpZQtEG5E+JDYu72i64F3hUPv7O/Xm+W26pksIKijGiUUeZTLUhUAgCYaR1E7eWLeNSSYt6kKjU6TrFtY0Z41QUa/g2+XM7z8/GRJHIxhs7LegIX3MNEMDTT6+RKmRyE+nC8dVXkaw2vfoA10gRzjbbVJvvv/+pbpy77YEKnXOaqSMF+ahhBvMUW4tUa05YwLrIGknYUImJF6CWozaj9NHtBxVdD2dhAuvpsGFR07r1cvPTT9NNx457ou1n9RykUVAcwwFNq2WzAQe3WbNmyffUIMtTKRW67H/sNz/88IOsF0GHJXwhB0UOtCYbP368GTJkSJ2KR5Whbn6lDNVmAyYsmwkq37bbbuv5cTffHDNdu6a/DySJIgunE0aF2W23qKhuFD3wcUCAIGVbbBE3Q4bUiuEyymHz5jXmoYcqpSKXx0IwIFPk52H3gjrI7xAyiiQ+/XQlsYBsQdjIMeNxLPqoh07eIM/hFGYkAm7CYyCD8+YZs9tujlqARyDXkckEmfejeXjO+1011MoejWKJZx0h319/dQiaE5LGQiIioW4MZU86yalShtzmi2IUdPCd7LTTJ2bevE+kkhYCwgGIFIH6PshoIjiHKl4/rFByCxEKM+EDrJl8p9mQW6xZ8Mvk8EULxN9/d/6N0h8GcPgbPTpqOnd2CtmMWcvMmLG2HHY4YGUDmgdQJctnnAvh4zGQNl67VatWWT1W26pxIOT1IXxBV/iC/e4tMoJN7cQTTzT/+c9/zO233266d+8uFVCvv/66hLZKHarNFrxHQijZdBHZYw9vYV2KGDBRplfuqFE1UuBA0cJ771Wa6dMrhYzttltsBdlzgDkxBArRhnAFBM1R87DxcEI2WjBBfp6SQoVatEAQIXJOMYhT2EGlrmPRshLcZ/PNHb89noc8PQjX++9j3uxsGMl4DKTv78TP+ZuKWzwfJG/vvekUUmuuuKLGbL+9ox5yP54fhY8N67ff4mbEiIbmww/x2nJC3X/7RLPYvxo39mjF7wEUz/C58bNJk2qzyy4NU3ZyqU+UU0cK5imHSshtmIEyrOTWK0i76NkzKnOewi5V99xdN4KJuLn99hrz9de1pksXJXsOyIfFozHb7k+IEcxXbL9ybd2Hysecq83ytbXLBrmE/DsM6RhW4QspCNWSf/fcc8+ZiRMniifRHXfcYXr06CGVu7R4CuJpBWUEA1tIXzZJ4aeeWmPuvDN9OAGCcNFFjm8KRsoUYtBRA8WPBRkCN2tWRBzkWbRfeSUi3TeefbZSlC/8tliwWVc0d0/79fJ4rdRloYcgqUWLki46c5DEjZoG2WvQIGaWL0dxrJT7qv0Laho/1eoFaweUPSV0PJdaq2SCmwSSb9OnT1QqlnfYwbGfueyyGrm+6dOdsUK+4gsvVJqXX9aKYkcxTAYvrw/v4jNp3Dhq/vc/ciLzH5O8rtPNpMJss00Ds912G9b5J5YabB7kDWL3kOjvFSa4yS09scMM1iEIH4REE/0z4YgjolLhzxry5psR8803EfPtt86B0Wm7ZgKDhg1jZtq0GrPjjlrMllxpQ2GH9GVj2QPhY71n3tB9o127dlm/PxQ6nuPrLF+bOUr6hVYM8/qM6SCjIh72zNoyw5QpU8xTTz0lRI+K1i5dugjJw+2fyTN69GgTdBDSJa+D5HqvSg3kpGnT9BvsBhtEzeefO0rTaac1lD67VHcqWIQJ+551Vq1U6tKy7JtvnIIMLWLAEw9CRvg3mXM+pIqevTwmsWsFl0L1LDNSfe3I42MTgMSRU8djITOogOQAQbao1H355UrJsVNofp7ObnIFybvjfaIiJgP5epA83jfdKLhOcvQUPFfXro3ETiJTVwCv4VkNIcfjhNCRNwqjvPH6EHD6HJ92mr96Ss+ePVvIHp6VYQYbJu3WUFfDTG4BOYsYcxMpyRbMk1mzKsyZZzaUdmvMc5R0FPWVxK/+2xCmR9S8/HK16dSJNSUq4gHEKN16TB4cIkTnzp0958zOnDlTimMgXhQRsuZnk7+dz2u/+uqrpm3btpJHiAcnzxF0u6HgSTwWafHYY4+JdI2ah48Y6h5+fGeddZZ5+umnJfk16CCPj82EZFqvcPJ10zOQxYsrxbuOECVqXmIlvxZkoKrRG5dOFBAfQp6obyh0PJZOFskIEY8lZ08raBPhmB07tjBqkqwLPvdHMaQSmPDwH39AfCOSVzdt2t9bnqmPnnPtcUmg5n0mmie7QfjZ8QVzum9ccEEDM2XKyiXinnsqRY1IRfb0eb2SPad9mxMO/vPPwpE9d8gacuw3tYQQIP5t2YaYggZInvadDTv4TllbIX3ZgvnSvn3cDBpUbTbcsNq0avWL2XDD/zOrr15tVl89KgVcFE6VPiATN507LzN//PGX+eOParPrrurJiX1U5glPjiPOEdk4LagHHzeUVFS2XMBrr7baaiIUeAHpTu4OH1oxHMSomBvBfvcWf8Ndd91l7rzzTnPQQQetcqrecccdJbTyyCOPmKBDJ19uFi3pcd55DcxxxzWUqlSImXsdg4xBAlncHC89pxgD0kWBhtPo28nHSwYljBCqVCSE56SDx5dfVgjpdJMgp9rWIZO8Br1hqfJD2eP3ZESO9wtxpJsG1b8oBzyPEj/ekxavEUZmUYdYqufgPfc4WR+QsssvT1/lptXAEEwvuPnmanPnndWmf/9aKWgpNPicMLOmNZ6fQNiPuYn9UdhBKAxyi0ISZkBIWJOyyeXTAjo+nw8++MCsu+4Us8MOX5kvv1zdfPllM7NsWUMTj1eaBg2c3tasNfys3/TTuFlnnRqzZAkkb5l54YXk85Q1EfuudGB9JJ+O9CIIlRe4SRd+eqhsuZHqla+d6X3q6wK36bJf3Crygb9WQouiF2+MGTPG82QLQvFGdhtJ5utessTpa4m9CS3DFiyICLlD1SPPhsKObbZxSBc3J9TKCVJJX+rn9tocnRy+VFWvEDtCrxC/d9/FPzAi4WNURfII3dEG53cInPM4NwgbKdnTj5BhQb4iz83fUCwhiih/L74Y8VRFiKIGYcwEQsZ77BGTNlOPPkpovPBLEQIwlc4vvljpS686corCnlFD+I2822IczvwGvlPSaEjwTwdssCCG06dPN9OmTRPCx2e05547m/3228w0bdrIbLtt3GyyiUPwEIJZV5jPjvFvsa8kbvbZZ7lZvNgheRRhpPMtVjNixnKm8aw5cV4OO+xTEGIlXRySqHTPVeVbf/31JbeUz9trwYZb0Qu66TKwhK+McMwxx0h4hbyIoINSe244+nvFddd5qwRdc82Y5OZRuNC1q2MqvP76eBrWSgVv+/YxSbiGFEGmAAQN9SwTqStERABFD1L4888rn4xcPvYZNgXeLyobmwYEDoNnNWBWQAC5n75/wH24JlRKfU6KSCC05BxmAvnqqdRNN8hz5PO7+eYG5s47K6RlHeSy0OC9fPcdRTb109EjG7DxsaGFofIvE5TchuGgmQ4UJWDdkRjChgRh7I2HKDmNavQNedlzzz3FNgv1ao011jSTJlXJQXO77eJmxx1jMv+04w3zUivri4GWLaPmww8dkvfcc7FVug9lghIhLyofhROQtkzjQVU2d5cMHstBn+44uap8n3t47WQ9dINO9oAlfGUECFLv3r3NAw88YMIA7bzhVSU5/XRv9izcnDBoROxJxo6tNvfcU22OPjpqGjd2iM3QobVm/fXpm+sQCkiYl7dRzLQtyB1EkPfBRvHrr466x2u6++ACpxLQKRBxg981XxC18JBDonK6R9VMd8qnahjVMLOKGTf77sti+rsZNw6FUnP3Cr+YOh1H+L5WtcLxA1AOqDyECIUdkCCUlWwOZ0EPYUMYtFCAYgMKdYhG4EPntsFytwxzzNchjs4Ba/bsiBzAOJjBT8iv9Rol8AoOX9ddt1zy8ubOrTa5tnpWMuRF5SP07aTFfJ+R8EH23Cob1bbkcOeq8jVv3tyTwqgKn8KGdC0CCQo4Hn/88awKHvwKVBIWhez8mTKzMhZWDpCfflphPvhgZfcMN3bfPWYee2y5OfzwWkPRGAux5sSVEpA4QsuocqhbYGU/3b/7/wHed2KrM/5/27ZR07evw1AhtxttFEu5aUCqEjt8JMNqq9WaH39caj7+eDWzfHlhCzUSoYf4Dh38qSyx4eNTh19dmFEu7dZYi/guISgoeVTuQljIn6Y6tE2bNhJWTFXlCfcjjEtd3UcfOdZNKPaOp+TfvTRzASkXQ4ZUm7feWmZ+//0vs2jRMnP66YWZHxrWzaTy8fmgaELa0o0Hd/6eG6h8ELZMofNU77Fly5ZipJxO5UskfGEI5wJL+MoMhA8wn50wYYIJOlg4CYtkkx+0//6ZJTbWEcgQYVoKFSZPTj5NMI3HaHS77WJiL0K+TanBokT4x8lf+/v/T0X+1LdPu29g9YKyiXo5fnylFLM46uaq10i3DXLxvv6aSj0v77DKfP/9+uann7JvZp4tuA56DXft6k/Ch+rF+C2HKlZUHRQuOlKEBZAVCgggLu+++66Y2aNiUhHK2oSFCNY72Hp4IQvcBUUdpR57FtYUDlFO1x5H6cvVEYQ2kUOH1pivvlpmrr46anbcsfDFH25SlInY42enVieZKnQToa0/KcDIdSyCdAqjm/DptVjCZxE4MGhR+QjrhuG0jUrCokFyrxc88oiXmAgJ0zEp0IA0jRtXJTYoyYB9CaFf8uTI4St1mpIWk6CcecmnSwaKQkaOrDEjRjQwRx7ZyJx9dkNp2waJ3H33qBg+Y5ZMocpOO8XMvHkrrVoSO4O4wWbFe6J7SX0AVZIwPH58frbzINFf85XCCncv4SADVQj7lY8//lhUPIge0RLWob322svsvPPO0vaRAgMvxQGJ4PDUpw/txJziLW3LiBMA84e0ikwtYfHnpGPOnntGzS23LDdLlxJeXmYuuaRWfDaLvb/wGWXKkVMzY5S2VPsQpCsZ4QPk4mGxksu8iUQidSpfutd2u1yEYa8EttNGGaJPnz5m2LBhZs6cORJuCHqiNBVuSPwsIJngzOFMJqYVZvvtoxJigdR88EHE9O3bUJKYCQ+2aBGTxZiFmOci757TeK4Eq1ihXby7tMJPD6eZCCnrGgnjEydWiZkzISDMnyG02LrwPHj6Ee7GHWH6dCfvyFkPU3vekePHfbT9W7HB5ojh8sCBtb4fv3QhYPPKttdn0AApQpUJWi9h/BLxNOVgiUIJYUBhoi0l311iiBbSw1pESJdrzsa7jfl17LFR8+ablWbuXGN+/DGyoirfmTvML1IoEvP5eNxWW0XN+PE1ZqutnLlWCkEqsWI3nSqm3TP4bMnz9BrS1epvOmhQ7cz3kC3++c9/CuFD5VPFL13RRlhCupbwFRipZGi/+YD17NnT3H///eaWW24xQQeL6qeffip5Qt4mJawkfWyE9mkkMM+Zgy0LBsdRw2HylluqZKEl14bTNjf1xdOTt7ZS8wYWcyf3rZCHSMJCQD8OCClqQbr3xaaCKkZK2cyZTjs3LfhwSCPklg4ff5hNN60x773XxPz2G5uZfubJP3vyCflsCE95hfO55tdqjTCWz1tDC1C+5s6dK3lNQXbxzyaE7fd2a9o7lRuKHsUCkDyKLSCrmdYZcvVYk1BvkxGKdGD7wJvyxhtJf3DmDfMHlY+cPn7X1or87NgxJq3adthh5QJSSm6iKh9EN93nhJ+qqnypCF+6gwEq34wZM2TeuCt5vSCyIo+Q16aQw/0+yUEk3GyrdC2SgtPAK6+8It0srrrqKvmb3y0ICOvSlQNPqKCDxZVTuNcuIrfcktm7j/Zh+O/Rp3addWJm663jkhsHAYIIURix5ZYxo73hleRlQ/ZY2Bs1IlfHFB3kJCarEHavYYRpua6PP3a8/bRa17mp+3zc/PrrcvP1142FjKEiZuIoPA9E0WuFMhsbuYGQVC9FNqle8957q4paFV0ooBJxSCyHKlYOZShlrJl+AmoUBRcQAGxTaEUJWUNFou84NypsOSx72fghFFwrClQu4UCKwkaNqjE9e0bFFYD8WQ6Z9PAmjeLGG2vMtGnLzQsvVJtLL61dheyVGqqGsV5kunYOO3zu2NRkKpxIBN8Ft1zTBDbeeOOkeYS8Lt+fksiwVOgCq/DlAU5wkydPlmboTGxOJHjcDR48WE6Dfgb9LTltP/nkk+b44483QQaTE4me4g0W6Ezo358+senvQ8eL9993TE4JcbJu0T+X9YcQJ6fs1q3jZpttYmbRokoxOCbMkg3PJz8wsQ2ZriuFUvt4HhS2VMRHXwdLlX/+M24+/DCyyn01VAtqayOiRv72WzPp9ct7RUUjvJ2sME9zjlBGvX4uPIbily22wLbBrR5mj6++oo0dYXnja7CZaH4b4zgsm0u6dmvY0eQSiiskICQQDVXy2PxZP/guUJyyVY0SoSbBqUKWmUBoFmLXr1+teeUVp283uXn77Rc1bdr4h+Dlo/Kh+vJ5Q7Q7dOiQdbSMXLz3339f1DoUw2xQWVlZp/IxJvV9ajjX/b7DEtK1Cl+W4DTy3//+1wwdOlRUstGjR8vfunXrJm3LSNy9/vrrfa/yMRG180YYElLZKFm0vSTxOutCpu+GogeHqNBlQ9uhUZQQi60M30IACYNqy7Ns4HS2WLXvbaFDu7yvTCoX6xjXs3ChE0aNRKISvnXdQ24seBDcXr2ihkiLpiYlWroAlEIUOm7ZKJ48Jx095s7NvehEwXMFJVWMsBKEA3IQdqB8lardGq+Jkkr+Mv548+fPl/Vvm222EesUcpohavmSPSUU5Kll224tEdtvzwGVEG+NOfPMWt+TvWxVPsK6EG9yOxU8ju8qE+FDHadqN1c/y4033lgInrt6PJmyGAayByzhywLkvPXt29dcffXVUp2FczpE4+mnnzYXXnihnDYGDRpkHn30Ubl/oRstEy4mtEA+CVJ2vuBaZs2aZRYsWGCCDj4TJr/Xyrgtt8y82ZAszbr/0UcROWHjzYfBMgSG/BmA0kchCCEX1qZs14ViryOuQrMU/z9qWrdeav75z19WFHpwXYQz/t6snc/j5JNrpGADAsw6rkbPidfhGDtj/uztAumlS2U0OUoofO4uIrmCjbE+wuWFAOSAzaccjJjJy8IEvr7arbGh87m+9957QvIgYKwX7dq1k04XkD0UuGLkT0L4qOJ1k5lygVfCB7lm7LvNlBN72XrpkUtaT7aoqqqqU/n0fYbVdBlYwucBqtTxxaMiHXnkkea+++4zd9xxhzS9dgMixokjVyfwdMB6pFevXubUU08tyPOxyB122GGi8oUBLBoQPi+K5f77Z5adCKGoRx3EhRw+DV9CaOgzC+GjahfVEELEz2zWBn2rPB8VsdkgEkl/Dah0mfrarr32crPGGg3MsmVNTHV1pdwo7mC95TogTI5S5vT2vOqqhua557CpqXC1Yls1ZMtaiQrqVaHjuskfpAoxsWVcroA4nnVW/StI+ZIDlI5cmsMHDag6xWq3xvyHYJFy8/bbb4t9Cus2aTaksuy6665SEe2l+CJfELJkXcpX5QsislH5IF18R2pCrpYsXr4f9jFSBXI9QGy66aaSy6454FbhK3Pol42dyaRJk6Q4g1NF9+7dZXBQ6UqYgEbY5513nuSBFCOH77LLLjNnn3222X777Qv2nCeddJIZP358Tq7lfgMTn4XFi7nrDTd4a7Omah6Eh2TpbbeNCTlhSLRsGRfPLHL5IEVKjtw2KJnA/REWICjZhIRXWw01rDrt6xCmzXTo/emnNcwXX6wmZFahQocSOvrybrhh3Hz3nUME118/JkUViYII18J1cPPeFSAuhSvYT/DcHu0U04K8whNPjHoi9X4CSgeh3XJqt5apvZZXQCqY90QrMEAmckG/VYglodr27dvLxu72Vqsv8Lq8tzAUyGULt0VLOkCwNOcxW7cLt8qXqctHKpWPNANUPlWEdZyoumcJXxlBv2wWZAaC5hfwO2HWa6+9VsIC/fr1E+J0+umnS8giCNhnn30kFPrMM8+YoMNdvOENmRU1xBZIE71pOXzyb1Q8cmko5njmmUrzwguV4oyv3ljuPLxM64SSIp4XZc0rli2LmD/+aJj2GiBPmRZaVS+5KWHjJ2SR64TUkUOE9x73dXrmOuSWmyqbnTtHpbKQYc9LevFD5XFTpy43F11UbU48scb8/nv+iyrvnVDuBRdgq2ACB8gBh0evRuJBhRaq5FrFCviM8N+kT+3UqVOF7PG8tDCD5GH9giUKxLKUgMxA5MtV5QNeVD5SoqiMhqhna29G0QXfcy5m1wDChyqMwh5mhc9W6eZILDQ/r3///kL2XnrpJSGDvXv3loELtErJz+D9cQ103iBcHPSBDeHjpOc+paXCqFHV5oILVsvoZ/frr46pMgoX4CM6//wqs/rqFaJ0QXoInSrJSWxblgmQPqqCs0U8HvGkUmZ+Hu3OQWVhXK4DZQ9CC8mF3EJs3UVwWtBCzh+kENWTtmtcx4wZmXOh+AwPOCBq2raNm513jpquXQuTbEeRSLduTlFJEMFBkbQQDi26joQVkDFUlWyqWCEDWlVLD21ts8Vnxb/9un5BKMj7RolKZzUSRng1YiavEmKMyoeYks3npCofHVCyNbsGkEW+I9IAMtnBBBn+ZiM+hraPIdGXvJDLL7/cnHHGGZIzko2Z8fDhw+sk41S3jz76qKjXgjLJ+1ZJO8hgorJ5eDnpnXKKN2XBaXG0snk5BOmjjyqlyflPP1WY2bMdK5NchYT8qnIrTFVVrWnUKGoaNoS1uc1Xs9/8uCZIHEreeuvFxANsiy1iZscdY3J9qHDuIg0IMSHUtdc25uOPvZE91uJ9942an36KmOnTI+ass6rMG28UJmGe3MGddw5WKDcRKF903vBzlX8hoFWs6XzUIAkQO7pWYH/FDYK4wQYbmD322EP61bLRQ5T9SvYAZJRUn3II1+er8qHaEv7OtoEBZBGix+Nzweabby5jjbCwO6Trvoagwyp8OUJPEJw4MekkpEAFGKcTSvtPOeUUT/ki5557rhCudCj2SZ+T9kEHHSQq35VXXmmCDlS+Dz/8UD63dCc9Zz3J1GZtJZj7qFk8JQQPM+FffnFIIJWlkI1SReK6dYub116j6GLltSgxcxM03n+6vL4//ohIzh6K3bffRsTzC1PXqqqoefHFSiF1FKrwnDwPnwVWLXwG777rjbTRnm7TTePmo48qzKWXVpm33qosqA0NLfCCDA4s5BWR30ZeUzm0W6OSlXZZgA2XBHpV8iAKqHgQO0hTtn5rfgGEgtxCChRKHWb2qy+fKraEV7P1LuR5WfPZg3Pxs2zYsKEcJEipcI+xMOXwBXPm+ADki0DyOHFqSTiTmOqvZs2aScsXPPlYvNINcgZ3qU2aeW94Cg4YMMCMHDmyIB5UpQQLBZ85mwUTOD28ET7ljY5nndOmjPAllbDqQ6dtyOobEM0XXqA7xt+vw+3v57zP9NfL/99447jkwXXpEjWHHML4dcK7l1xSI90r5s93iO222zoFGpDEqVO9ddLYeOOY2W47p0MJ+dmLF1cWfCzznoIMtxEzh7GwbDbJwFrD5swmzTrInEXBQ93hdwrUCHH7PTXGC7gOtaOB9JUTdAx7Ce1C7NlXc/nOOSARlk3VIzcTOFCgELoPIGEYewpL+HIEtizPPfec2Xrrrc0hhxxiDjzwQEkShuDx/44++mgZOIX0diIcwMmXn7yOWsJAMjkZ5QPeP+HQF154QaxaggwWE7VoyUT4Tj652txzT+Z8Da2+VbNk/s0hUP8N+StVG69YDGUv8/0I1WayaaGydcKE6qRmyhRldOxYLXY1CBQQQzpkPfVUpbn4YpaS9M/dpAmPj0nLurlzI2bx4sITmbXWcrp0BB1sXKRYkEROUVUYQdhOc/Gw4yDvlrAc61njxo1DSXRR+Yg+QOjD3Dc5GSBOqHyZFDOIFv+fvY7DQLavgcqXrEeuF7Cvsg/yePomh6EpgRvhoa71BM2rOe6448QmZezYsdJ1Q5uBo/RBACnk0HwNfhaiChb1jUF4ySWXiFcX/+ZGO7d8weJDaJmwbhgGORsmCwYh93S47jpv1wqx0zw+SBN5a7161YqxMW3JtMeun5GJ7EHirr22Oq2XIPfBjgZPPu5DDuPDD1eZX39Nv5QccUSN6dGDIhCngwmksdDg/ey5Z3RFqD7YYD6y2eXaJ9SPYF2BwGJYjzcePWv5ncMZygrEFuXLz8UX+UJbtuWaZxaG4o1MuXyQLv4/Kl0u3ViYN8l65HoBBRsoseoJyHsOk8JXEQ/D7l5iMEC5EffXwcGgJuyLRQCq2Y033mheeeUV42ewudAgHJsDKpaCDq6Dyi+uKR0aN0bhq8iYG8Z9mC148mH7MXBg1Jx1VgMzYUKVVLb6dSal66WrYH899NBac999NWbBAtTKCtOqlVO0kQqQtgsuaGBefRWFMb6Kl58bVDJ/9tkyIXrY13Tr1sB8/nnh1Y311oubu+6qNgceGI5iBzYf8oMxCkbxCiJYFwnRaj6eO40Fgqe5UuRs0QmDzhdhz28jRwwFia5JYSITXqAhXb73VKSeQzpeihAvDgIovtkCCxxINXMnm8PDnDlzZK4x9xBvSClgPAY1bzQR5TXairCYcZLgNM6pjcnLgMGYGZJBf13CFBRE3Hrrrb6vuiPMsP/++5sHH3zQhAEa1s30ua+1VmZpjqdYe+24ad8+Zu6/v9qcfjrSv+PTB9Gjd6wfRQmnmCT9fdhzCIV26BA1RxzRyAwc2MgMGdLAnHZaQ7FjSUVkn3uuUvoM81h8Ckn9/HtPXWPOO69G/v7mmxWmXbtGRSF7hKvPPLPGHHCAv+dYNiC0REoCFbtBAh5q5KnR1J48Zyps2TQpZsMfj0MwvmnuTVTbreXqoxYk8J1CenJRoMIArl1VvFTjh/2UXD5EiFxaprH2Q9q8mPC7wX7NvENpxhOQSFqY1OZw0NYSAaLHjYFFt4qHHnpIFjfyNI4//nhZ4HSwbrfddsbv0OKNIUOGmAsuuCDwpxoUBDYaFlbyOVJh2rQas9NOma/1uutqzOGHR4XcACp0P/igUkiVH31yIaHa0zYdCIHuumvU3HRTQ1HpKEqhly7X9+uvVWb99eOmU6e/P8msWRGxb2HdhvjxPFrBjCIKId5zz5jp0SNm/vvfiOnVq5EnFZTCkXg8u0UWEn7kkeEhewqUdlI22Pz8qnyxcWs+HnONUBh5WJC61q1be1YnuVYsqDh4hln54tq4VlQoyF+YCEUmaIg0XWARwgfpQt0jQsOBJ9siF3f3DMLoXj/jZSs8+NQTkO+I9xEWBHtH9wGuv/56c80118jEpX3PCSecYNq2bSsydFC6bbjRo0cP8ROcPHmyKJRBBpNcO2+kI3ytW3ur1j3qqOgqXnt01iCU+fvvJCOvbKnmByGX90HOXqa8QkhZt2615pVXKiW/jn0Wk2m6QDkdOOLm4YcrhfBhwvzGGxHz0UcRIb1//eUUgbRq5eTm/d//OdXLrOWQPwpAhg+vMXPmVJjjj2/oOeT95JPLzSmnNJLwrxcccURtKMkegDip8sVB0i9ANafYQkO1bNJsjCgrhGtzqfTncRyYy8GORiuTyTMOE6HIBpoGlQh3H10OOvPnz8+pyAXCh4OG18KneDy+iukyr021bpgIuSV8OUI9hdq1ayd2Jl27dpWKXRY8BZIwhR38/w4dOmQsR/cDUBEgrRRvULnr9/frtdoRaT59JXMmwldh/vUvLD8iEtrt3j0mqt7SpW5SpYym1J+Zo5BlInuEYlu0iJtp0yJC7oCSVSWuGC2//HKlmTOn1owZU2XmzNEcVSecjSn1uutGTceOUbNoUcT8739O55ERIyjSiJlXX42YoUMbmOXLvX0md9213BxwQNwMHVpjhg1rmPEaNtssau6+O/vE7iDBL8oX0Qp3Ph7vBZK21VZbyYaab9Upaw3XWg52NGo6HTYFKdvOG8n2RHdbNcaXtkxj/Oeq8nkhfNXV1fJ+lPDho4vSFybYoo0CgCRT98CYMGGCue2226QSDbz44ovmgAMOCAThA/gYbbvttmIfEIaT9ty5c0VxYGNKhU03rTI//5wpZEZHCcd7r2nTWrPeen+auXPXNMuXswn7/3t1w7FViZoff6Qnr6PKuaHDFPLWvHlcql8/+ywihRyIN5Bd7FW++ALC53j88RzNmsVN//5R0717VFTCLbZoZH77zRtJufba5eaMMxzGSYFHt26NzLvvOuppMuy99/fmppuWmq222sSEGawbrCVEDdIp1cUAiocSPNQo1jktuiDvrtDrGaoPCfsky4edCEEwKMohMsRnWU7Qal0ODYkqH3nwjDMt1qDIhZZp+Npme+DhM6Yhws477yxFIOmAYo0x9r777iu/6/vLtuOHnxHeRIl6AoOCwUkogmINBhX2Jvyk20b37t1lwHFqCQLZUymbajksZ8IAVFcqtthMUuG997wkBlOgQFLvn+b77yNm9mzaObFgBeN7VUDO1l2XllVOS7hkwxLyxo3etBtsEDOzZlWKFQ155m+/HZGuHgsXRkS5I/9vwIBac9pptebGG2uE7IEuXRp6Jns33LCS7Ckhvfnm6rqWbhou1/f+wAPV5j//+cP8/PM3obAR8mrEXOxr5fnJwUMVwTYFQkKIFfJFVSk3CtJY34qxnrmVr7BDTafL4VoT4fbiSxzTmsOX2DIN4pfLZ8zc8dI2dFmSHrpB2bO9woZ08wQDkTwB1CMKM84//3zJfcP8kUWRKqFevXpJlS5+fYRF/F4MwSA/6aSTpHCD1m9BNwjle+CURog9lWLpNDvJnMf3xx8NRdGKx+nk4dyXr5NDINYspTJfphUaxsbffBORHLx0aN+eXET63pKDmPq+HKZ32AES5njnzZsXkRA2ihtEcM01yV90+ueeddZys/76Kx+LBeWcOV5brUXN/vv/nchsvz35g9XmiScqzaRJETG3pkvHWWfVGLoNxmLN5aBVDnlQmpqAfUkmpSKXQyt5Tqrk4TzA58lGqb5x9QklfBDPIOZBZwM+Y7pKUPQSVOudfNut8dO9x7hDuno/NVNmHmRLwsh9RXRZ6uqe4YXwBSUilw2swpcnGBRUEGE/gN/esGHDJK9PF2UWTIggYV3gd7KnOPzwwyXvjYkSdGjnDYo30iNz4v8vv1RKJSt7oNOuzGkv5u5XW98gp5CiClTHTGQPmxRy6+bOhcSx0CZ/35C9LbeMGvYgri0WiwvZcwoysFVw8hf5/4RuUfwU339vzODB3oo0dtyRloQV5sYbG5hkHtkYPJ91Vq154YVqM2XKcnPbbQ7Zc95jRL7XcmhIz7pRSCNmSB2KCeEz5jiJ8axlGMZjnYLDAJtrKdos8pq8dphMp1OBPDEK/srhWlOpfJrLl1i04QbjAXKI2pwteC4OEZ9lUPmwZOH7SHyPYYIlfHlCBwT5BWw+iYSO3INnn33WdOnSJVChJyYJ1jL3339/oN53KpAEjmLAzQ1OkyQE06Zu2LB3PTyTYzDMZ+Kkkzg+dNiTlGJtwEKFkOeLLzpENB3IPdx226i5555KydvTMKm2jVPwO9fTrJlD6LbYImaaNXNsXlD3nEpchzBiQo3SRy4fmDPHmAMOaGSmTcuk7sXNIYfUmvbtnefn8di8ZAvmHIUEKCRhB5sWChwbUy7gcZBjDI4heahopKNwQCWFA7LHAdUPij7KF4o8m3/YgQIF+WYtKjeoyqdeqaTdEAVLJHwc7hBWqGzOZT/isT/++KOIGF4UPlX3LOGz8ISnnnpKCjVouUalUJ8+fQI3eAjrPv/881mbV/oRVHqRC4KnE5OeMPz06dMlQRzCR9L0WWd5cXSvECWK3DQnjOpYkZSq00Ykgh2KF/sVyJ5DrL79dqWNDCFozddTbLRR3HTuHDMDB2J3UmuWLKkQskdFLz+5QfLI6YMIRqMV8llQkXvUUauZL76IZCS/bdvGJDQOEJF4/1opnA3YGFBIMqu3wQfqA952XhVNNi1CwBRhvf3221L4waZHwcXuu+8uXQhIjC9G8UW+ILwJ+SwH9Rb3AKpIy+FaM6l8muueTFnmcMf/144t2QAit9FGGwlhTAWbw2fhGQxWlIaLL77YTJo0SfIFWFTvu+8+07Nnz0BW+mAz07FjRzGVxow5qNAcJU6PqAacpslRIkRG6GrV7yZzHh/5bDvtFDVDhtSaZ5+tMh99VGH+97/MpKsY6p4XuxNam0H45s9fVbnh/bqNmfk3BREtWsSkMGPevAqDm8F331WYpUtR4iB6DlEkjI0PIQdmwq5U8l57bZVU7vI89BeOxZzcv0RAFHkuKn1Z13kOvoJ//jOWsxqEakWxUVBSJnIF10oHi1TXylgnp1Hz8RjzjHVUJAiUX82bk4GDMlWTqDNBet+5gGvke+V7Cvu1plL5UPHcHnyJQHnmcyI0y6ElWzLWsmVLKULikJPMbiUZ4Qsbwr061iMYfBAJyB6hUNS9XXbZRRZlFCRy+jihB8lBnms68cQTzdVXX20GDx4cqPdOjhLKJJseRFw9w/gO2DRTezpFM04LpxdkhZgVUyix6aYR88knnEodQoQiVh/kL1O+HiDH8Ndf8YRM/t25yR77DO975sxKQ9SQ73/ddWNms82c4ozPPqswm29OpW6FEDtI2qabxs3JJ9eau+6qMu+8U1lH8FD9yPXTjhk8Lyogyt7770fks4M0UmvBGtu5c1SKNHIBChWKEJXY2Xp1BQ2sI4nXylhXgsdYhzAw1mlh1qxZs0DN28RrRf3ym+l0Ma8VpTrbrhJhUfkgfYkFG8nSGnI1rF5jRfcMHp/Y+UpfW3P4NGxsFT6LlMA7asqUKXKSZvK++uqrZsyYMWbhwoXi8cNEvuKKKyRnJiigwvjss8+WSrI99tjD+N0PUTc+Pm++AzY+lAKqs5i8LKjcWDiSTebjjqsx48ZlmhYV5qOP8PerlJAmShepRqhokCZUK4hPqSp23YB4eSGfKHLwAsiqkkDWPHz6fv89LmFerpOOGi1bOqHsHj2i5uCDo0L2pkxZSfb0sVTVQoL5PCB13HfBAsfL76ef6OJBeNnpyHHOObVSQJIrID8s5Km+1zCBa2VNYZPiUOMe66gY/DssnwFEzw+m0/V1rXif5tJVIuhQwpdJZXObKedSmd+yZUvZy1DI3QUavC7vIbE6OGywhK/A0JPou+++KxYtFAtAlPj5yiuvmOOOO848/vjjcvpWGdvP4FR0zDHHSOcNvxE+zVFSkgfhIxeGnC4+38SKK8AJj82SkHsys9N77jFm3LjMXTcgc6hgVK/yE1KFCkbtAGsGxM8PhM8LtHiDrhnJQH4iZG/DDWNmjz3iZtCgWiF97EmLFlWYRx+tFJKoxR9ugontC2Ryjz1iEhpu3jwmqh6fG8+LtQ2h3XzXVr5zvlcULg5cYUPiWEeNIKJAXhNqRVhDUZBYvldSMVhDwwwNuev3Wo4qH8QrU2U4hFhbpqFgZ4M111xT8mB5PM0FFMlCyezNYSN9/mYbAQULMySJSYv/3nXXXScq2SOPPCI5Y4RIQVCqXyneePrpp0VGLzWo4GLxnzdvnlQaUl3L5seJbe+99xb1FJUnGdnTEyIbR/ok/8zfC2FSkGhtwlcKkUmWu1Zf4L1QOez1vqSCpfPjIxePa/rjj4jZffeY2XJLh+yBhQsrRBUEenZxixM8/9ln15jBg2ulMlg5NvflKyLMi2qI4pcPwmjRQv4d5A7VZ9q0aZLjxcbEWEepYCwz1sNK9hLbrQVlvcznWhEMyuFaU+WecsuU765myukKMNJhiy22kPXfXRWdzIMvjLAKXxEwe/ZsUcYuv/xyWZi1jQyni759+5qTTz5Z7odsHwSVD5JKuBrCetppp9X766dq79S2bducKgwhBlTotm7dOmmC9Gab1ZqvvsrsP6YvSygXUqSKHoQHVYvq3fqEFlNQpPH1197GVNOmMfPnnxEhYOlCv6hwG25I9e6qd2Jt1gM5/4boovbxGfBzyy1j5rzzoubbb+lDDLmj/drKx0P2+Ds2MPmC7xWrkSCb2NIKyp2Px+bHWGf+keelawVKNsSAw2XY23Kp6XQ5GGwTgeBaf/jhB1Gtwwx3njU/OcCgcnIgz2R67NVMORnWWmstGUeofBQmJiN8vLbf9+VcYAlfAaGDFHUJg0g2ICV0mpPBoDr22GNFpWJCB2FQafHG7bffbgYNGlT098znyETWxQAbFTY7bdSe72bOhOdG6CRZkv8bb0TNJh7as0Yi5L05i5KqfJq75ywYK4si6gP0scUu5csvU/efdcN5vw5RzXSgXW+9uBk+nA4Mq/6dThxt2sTMjz9WCimE9EEc+TdE+LDDokIIKfbYeeeYFGtgcE1xCzl8WMr07h01hWgeoRYtWO/oQh4EQFCV5EHgGJuMdaoJGevJNj4OKhAhFE3IYJih7dYguGEnfKytrEkcXAg9hi2kqId3CC0hWcY3Y71Dhw51XVXUoiXdtTPX2V9R+Tj456LyzZgxQwQZFEPelzsqZBU+i4zQAUqjZgbyY489JkSJSawt1WiUTS6cKkuQmeuvv95ceumlvp7chKjPO+88M3PmTLFqKUb4Su0kIHpqJ0E4pxh2EqoGJUvyx4rEiz0LYVCH1Dk/ITo8ldOZon47b0A4qcj1quwB3idkL1NRB+rbBRfUmn33/TuLxN3g4otrJT/vk08iK6p7nSINwr/9+ztPzt/otcvPGTOctnSEnSGEffoULtmR7xOLFsiSXy1a2EwotFCSx2aDYoeyAXnzGqLVtlz0tg1zWLfc2q1hFwWRgRAxLoIMxjp7nJI89+Edo+9k9igaEctkfEwRJD6qPCfRs2zQtGlTuXGIYP5gSq65v2Gt0AX+XBEDDCV29M2l1RonF266+SA/M8j4f0cccYQoElShvfzyy9KNw69gke3du7d03igU4SOHwm2dwqmNSVcfdhJ87nRBYeNNnvgLuUlfKUfhAWsDhAn7Ed4uN8dIuH5DurzmL794+7zcyiOVtKnAegfZu+mmanPkkSzAye/Xvn3MPPPMcvPgg1Vm+nTUbGO6do2aAw+MGneePR8zxPHrr1H2CF85YeJCgvAmi7/fLFo4wDDGleQBxjqbDZt6LuSUzZLnQNHkecIMVBgIMWtnoqVG2MBYUJUviIQPsuY+0LDOM0699mZ2GzGnI10ocmqmTIODXFS+WbNmSXg4WUg3jISvIh5W7dIHxI+FGCUJdYoKUk7j2LbMnTtXelcOHz5c8vk4+SDf+x1UHu+3337i3J9t3oT7tKckT/MvOO1xSxW+KhYgfORMJQuJHX+8MU8+mbzwYyWwYVlpLsxbR4hkRrn/Vh8zDGJGUQSv6369xNf2+n7w0COFCPXtwgsdZS4oIFRPHhTG56VctLUrgOaesqHoWEddKMR743nJGaa1Y9itPAh9v/POO/K9hl3RZF1CvSJalMtaW6oDDXuZdmZinLOvQVqzHZs8n6ZCpZsnjAk6yBA1S6YWetnT1l13XSHXCDMcGJVsMsbCRvos4SsyUO+YuFTZkSTKANIG5QcddFDWZeWlBENlp512kjA1t2y6XOjGx0JGqJbFgIlWyg4kkE8mPH1EE0+dhCbXXXd1T8SIkK6GRRNz58jz4/9n0z3Di6FyIkg/ITzrtoJxz2zCvc2aLTO//LKaJ+WR6tmzz641e+4ZNd98EzFLljgFGB060FrN+BqMOeYctguMs/qcH+58PPeBho2PDanQGwivyRgmDEjYM+ygKp+DYdgVTd07WC9zUa/qs8AIkuc+0DDW823Xp6QLwpcp0sOBB1WUyFC2+Omnn+TxFJDsu+++sg9oODlVx48gw4Z0iwgI3gknnCCDEZIDwevWrZuQJgW5A0jTQajW1eINPPkGDBiQcjIkdrlg0kLuSKTP5bRXLBD6Y2Ei/Jfo5O+Qmsx5fFT2q6qX7OiUDdlzV7pmj5VdLRJB8QS9cT/+mAUu/fvBKBnx5NRTa+XnhRc2NJ9/7vQPJuq47bYQwRpzwAGpQ7ylBvMI8oPCXmzClyx8lbptX+HBHFRfMqIJYdugEkFOL6SP/C2/5mgW8lpRr4gO5aJe1UeBkR5oIOCFjNCoEbOX0C6FF/SKJkSbrfK7zjrryBwlIufOEw9rSDfcM6bEYFEiL48TGkTPLc3T048uHAxQql+DMrj69Okjoeg5c+bIhpa4ECQ6/0OkyP/z6/WxSRL+Y3FNfI+NG0fNH39k7rrBGkM/2HTwWrGLeXO24G3z/Kh4EEx3u7T114+bkSNrJJ9up50yW83w+E03hczFzejRVUIQeT4qgOkmMn9+hbn++gamSZMa06lTPZYgZwkIFySoGBYtbA7ufDwIJgcaKshLcaDByuOTTz6RuVefimYpW8vRbo05G2YgBJBrTN4iUaFSQB0TUPHc5vbZFhjlAuaVFyGE/UXDstlW51dUYAbfXNKUeC2du37dr/KFJXxFLt646qqr6v6GhcKTTz5pJk+eLKdUNg0sWnRTynSS8QMIQR955JFm9OjRpnv37mbixImSkzhy5Eg5LbFABcn5n/ADoZNkHl9vvllj2rbNPEUo3sikBLKO0GWCnrapq2IzP08y4PnHc2oomPWRnL7evWvNmWdGzT//GTd77dXQ/PprZiLSuHHcbLddzIwdW2W+/57q8pWqH+eVX35xVMIXXoj4mvAV2qIllRckan2+4atCKZqsL2EnfGrETPcNrtnvUZF8wYEZz1BUrPpKf1ETZCV5/A6hQkFjjawvZVVVPvL5MuXy8d70c8pUFJIIPleen0MEankQ9uFcYQlfkaCTgsHz/PPPC8mjty6Dl1yDww47TIgeatiECRNMv3795P/5OUyBJcJLL70kCwE/ed8kiw8cOFByErOdaH4AGwZqEM7riYTPSRPKTMIolnArbckI3dprx03Llsb88EPy53CKKXJbZNT0Wa1Z2BfWXTcuVbC8//33b2Rmzcq8MWKAfPjhUfPFFxFpEUf+IddOqJrWauQXAghgNvYvpYJatLAZZGvrowVGuunxb4hdobwgi6FUo2iWg20JhzQUzXJot8Z3ySGbgwtWQ/Vlgsx8YaxzeC+2Y0I68LpeygyYm26blWwPc2uvvbZU+2pahCV8FlmBgffwww9LsYbm+PATz70DDjhAyskBih/dNyB8fiR7qAbPPvuseeaZZ8zUqVNl8+zRo4dZsGCBhHZ570EHhI8KavKv/n6K9qa68TAIk5I/oMSPtWP11eNC9lDKyIfT9VPXFXeXjnS+eJAuii7ca6Db/4//R/eMFi1i5rXXIuaFFxqamTMzL9YognvtRbFDxHz+OYvs33vtEm5Wg+lNNvF/rZdatKQy2M5UYMQmyCHAq52EH2xLmK+5JK8Htd0a4biwbs5ulY/CAn4Wco8gf1zHupogQ6b9loYD4fMihrhtVrI54C1btkxILUUoqHzsB3659kLDfwwjJHjxxRfNvffeKwrYwQcfLEoDcjPEzg1cwjmZ4PpNCb6fwETghEe5OiTvjjvuqDtlcvp76KGHpCgl6JOD8Bx5KRRvkHfpRo8e1ebZZzOFp+MSNm3VKm6mTatcxXjZ8eWLmyVLIubXX7FxoRsGFWDxFX59qH4rP790eX6EW53/n7ySl//H622xBa3KjJk1q8IsWlSxIuS7Kkl0o2NH8vviZuLESvP99xUpDKbjQlQRQbnhsxcEQNbIz0lmsA0gdWonwU8UBTWFZRPwS4GR12ulYpc5Wsrq9/pstxYGc+JMYBxCxohCJBaX5atas/dA8qhoT9V/vJRQtc1L8QafE0SVQw/kL5t9rmnTprI/M6Y4RIQVlvAVCeTmIQ/vuuuusiBRtOE2VkZNIKR7xRVXiJysip+fQB4eLeKSVYih7F188cWi9LFYBB2c6sgLYkF1Lypjx8aNl1alhFX33jtqPvssYr7/3iFJkDo+Oq26JczKIZWq2cWLKyRsimqmvWeVKCaCt0PLNIjb0qWrqm8K/sZzoNQxlD7+uMIsXeo8Nyb0tDrTwhH34yGp111XY447rlFSsue+viZNsOWJmeOOi0oXjSCAzYzv1V3QkEzZ4P+hGjEXg3qAQc1k04MYZLPhBREQcdZXVL6wEz7GI+sSucaQ+mzCq+4qcohekFTrZLl86VQ+7gdpI6ecz8vrYW3ZCtNlPhcOh3xO+RBrP8MSviKBkwZFDQoW4BtuuEEWZQYlE3D8+PFSrUtbNQiHH5HKDoAN8tBDD5VK42uvvdYEHVwPC2pipaOzvmQK6/L/nBDqRhvRVzZiNt44Jgqe5r/ReQPiRX4cxA3iRfhXw7calnUbI7sVQv6NSpgOag/z1FOVq4SFeY5kZHL99avN+PFRc845Dc2336YnORz+//Wv5WaPPZzrCFqOJvlt2Egw7zhoQYz4nv2qbOQKSGu2G15QgWrL+plLa62ggbEKGSE9IdNe4a4iZz2DCPF4v9liFUPlg8RC3sh59ELa4vF4XR9d1goiPKwTQT30ZYI1Xq6nal0m4CmnnCIt1FioUB0YXBdeeKGERYMIroV2ayRQB6UqNx1YUEl6d/skgsaNOQVnWiTjhlx5SB6hTzgE/0bpY4qRowfxon8sytuffzpkT5U5eYYVM1EP8JBGyOJvv60khqmg65OX2cx9N9+8xpxyykzz3nsdzOOPN8j4uK22ipm33louOYhBgFYaqrKhht/kuRWjN7NfwFjDkwzi59dDZCHx4YcfyjWHPW8RkF+G9chuu+32N0KSrKsL6jZEr9RV5IWA9teFrGYirESliDxRSJhJDa2urpbuV/vvv7/s09rhI4ymy8AqfEUGg4jBymYzduxYIUecwPHmc/eEJH8M6T1I4VGcyVFKKOg46qijTNDBBonRaWJfxSuvrDYXX5xJBYKYOZWtrBOkUDkqnpM/p0UZhHBR7JToaXUt/AMTZw25EvYl5Pvrr6lz79zgdXmdTOC9kW84YEDM3HXX9uarrzKTPR7Tu3fU92RPKw01H89dacj8Yi6GvapTjZjJYyJNJIybVrnmLTJ2yTGD1EHm1PuU8e7u6tK6dWvfVZHXp8qHHROHdwhypu4zy5Ytk3VBQ8X6OmGdN1bhKyHItWFiQpqwOHniiSfM4MGDpVekeg/5HVdffbWZNGmSWM+EYZK8//77snAm5kA1bgzbye76CN1GIk7RBIqeGxq+heBB9pzqV6cCl8IODqbZmDA7amL6+2CezGuSi0c4mSKS5csz5wMRpkbd86PFG0awqmy4Db+5uSsN2RBnzpwpbfTCqu4pWDtoLYcxbqLVUBjBnOV7D3u7NbZq0k4Y6+wNkBVCtDrew054s1H5OOAhrjDf06l8P/zwg0Tb6MUL9PmDkNuYC/xvphVCPPfcc5LHx+l00KBBUqHbq1cvCTWRzweCQp6oOiaExMkzDCARHCLOxM8FrC0rrVacoolkyps7p84xTea06dyfMPBff3n//nm9TGSP9ZFwMnsCYWIMlGOxiKeeuhStPfNMpW8WfXJsWMyx0uGGmsepnkW7U6dOQtYTiy/4HQLIRhB2uAsaygHkajFnSZ8JI3mH4BG6xuKLcCVhSCpJCVmSfsJ3HXayl0zlSwettOXzSodlK/L3FGE2XQaW8NUzCDnhxUdbstdee03UhrPPPlv+37nnnis+QmoPEZQwAz2CKd4IAyDdfPZ8T240bOjNhoTIgHu9QK3LtH6onYoqfhBAKnwzPc55jLPwZRouhIghlDwvZBJSmYnTYha9335Rs8EGcTNlSqWEmP2w6TFHWKg5NO29996mXbt2ErrJlEeq/XXLIajBtVKBTEFD2IGlBsVlYSHzpCZQnIH3HnsEqh5rEootJA+Cy6HHj76txYa7x2468HmxPmCmnO6+f/3119/WDUv4LAq6edGHFpKH3HzNNddIBSETm4FMCGbevHkmKGBy0Glj3LhxcvIMOrge7byR2GbNC1hb3OsLooPasqQCJAxCplW5PJ4QcLo1jY4aqG8NG65cnNKRPiWi5ARqAUi658dEmnUQNZB///VX5n7BhQRjiQ2cFoQYfrPpoVzppsdPTvHZbHrkPTHHEsl8GKGt5cjlCzvcRsy5KvOlBsSD7wq/VvYCroUwNd6sKNdaYQuRITIEmafArNygKp8X0sc6DnmmI0sqLHPla6u6F2bCV35HhBKCQcoizMkDOwEmMnL8EUccYW688UYp2OBkThVWkKTlAw88UDaY//73v2LVEnSwUHAyJD9MbWmcWprMXTeU3DnFGxRrZC66IKJAXh3Km5f9CnK48cbxukpg/PPcti56gxQ2bx4XhY7+txg88xr6flK9Fsoej6GamMfA42lUUWy7M01C54aCQQiW3CRCtGx++c6Hcuo5CyBB9BeloCGsOUmJ7dbIyQqCcW4yE2SvVkF8lxTkULHLwafcoISP+ZxuTVCbFdZy9t2KJPeF8BHVSXz+sMISvnqEnkhGjRplJk6cKObMXbt2NR9//LFYnHC6+/e///23pHK/kz+UF3L5HnjgAXPIIYf4+r16AeSVhZcqr1UTwb21WSNfrnFjp1iDMCo2LanAR8XXzf3SpSA5lb+O9Qt7gZosY8j8+++V5q+/nMpfUnlo47Z8eYXZYANjLrus1rz1VoUZPbqBqHSp4Sh6mEzzPBBD3s+SJYTMKsyhh9bI+yxGPp5uepqETpoAG1kxrH6UzJeDdxuEGUsOxnFiB5mwgc1dVb5Um3upoSbIOt7VBJn3na1VEI8hfxUyHyYfyWxVvkyKHAc85nuiv6oi0ZEh7LCErx6hlUX00iVse+eddwrxa9++vVi2HH300avk7lFZSAXa5MmTzZVXXmn8jAEDBgiRRT1hMQo6UF6xz0Fd0u+kSZNq8+uvmdusNWvmKH3quwf5Itcusb2ZKnFNm8bNN9+k36D0voRkyaXDdeHnnyvk57rr0gO2QoggpI7X2XTTuDn99Frz8cfG3Hkn/lKZr7lp06jp1MmIcfTXXzuqIcXKp59eY7p2jRUspUFNYbkBNjs2Lja/YucloY6gAJHLR/u0sIO5SO4jP4OSFxymdmtuE2Ru2rovXxNkIg+omhBcnqvc4NWihc+Xsc+4WHfddVe5r9t0WX/X5w4rLOGrZ6gUzUnv5JNPFjNmPPl04pPLQe4SVicUQpCgzkZ42mmn+bL9moK8EswrH3zwQTNixAgTdLAYQz7cIaKFCwl1ZnqkQ+44NELkACFRd/6brifsv45CVyGkMB0Iv6K64eGHvQq2Kvz+668s/ixWFaZ9+6g5/PBaIYFffVVh7rqrysyenXmT532ssUbMrLnmMvPTTzjOO+3ZdtwxZi69tMZTa7l0SDSFRUFls6JwCQWqvokIp34q4yGZYbdoYZNjHJPHFHYPQq6T77bU7dbc4x2yBzmD5FFRW0gTZIo3GMekCIU9ZJ+K8HlR+dibyJNfknAQ4HviOdwKn83hsygodDBddtllqwwsCCBqHkrfU089JUnrWLWgAiZ2fsgVd9xxh1QIU6rOZnv77bebjh07FrR4Y8iQIeaCCy4IfAUZ16MWLUr4nAhg5rDujz86hQ48B2FYwqwQNXKsiSqg/sEzIG4oe4RgV189fehXweNQ88gN5LkJu2q+3v/+V2G23TZunn220oweXWUWLfJmxExOYJcutWbrrReY5cu3N5FIpdl557j0Bs4l6ski6s7Hc5vCEiLHe7KUiyrvhRuhzrD2zEw0YoYEMY7DvJmVst0a411DtTreOdQU0wSZ1yDvj6gKh5dyg1eVj0Odqnz/cBE+1D2IsvvAGXYVPNi7cgChA9NJ6K+VQfjSSy9J/hsViW3bthVS1qdPnzpvJR3U+QzGRx991JxzzjnmrrvuMrvssou55ZZb6vIHWZgKgR49epgzzjhDQtDdunUzYQkRsZivXLQJbWYOw9TUVJiff3ZIIgUWkECeom3bqPnf/yLyOwSNwoiNNnKKKwijZrISQ+kj388hec7f+H3DDTEMNeallyrNc89VSrjXCyB7KIRHHQUxqDVrrvlJTpuHu0k7N07PKNPkzHG48JtPGCQIw1U2grCTIJQ9Og/w/UAQwgzGGcQWElTMrkWp8k9ZM+pzvHNgwb6Fn0E/ZBdT5WOef/nll/KdobImy98rB7umcNNZnwM5njyiyy+/XJQ27FoI4Z544omyYKjFAAM535PHTTfdZE466STTv39/WQghfoQa7rvvvgJdjXOSoi8w5DUMk4fTH2TYbdFy7bXerGfUZoVwLpWuGB1DAhcscPLjgHruUWXrWKysJHGJuXuA9ZzqWVQ+Pl7CwPjpoSZut11cHgvR4/W8eNBSVIKyeOihUXPwwVFRR1C9vFpbcGAhVEg+Kv545DzyN1QN/PE4vED4/Eb2AGojY1TzCMMMiEA5GTGzueNjx6GjmH6QRGSIxHBAKpUJMgSedZx5W47wasTMWr7JJpus0iCA9Cl3wUsh9lm/o7yOBD7DrrvuasaPH2969uxZdzpzJ44WavCxKFEBTKhVwXOTc0eXjEKCsC6EkgXXzzmHXsECjvLKok6e5RlnGDNsWOawrlqs0FotGo2LukdBBare+us733EsRk6eQ94gaBtvHDNffhmp66cL3OtYs2Yx8edr3NixTOH/kQPYqROFEBUSwv3sM3L7VjV/TgXcCLp3rzUjR9ZIHp/mLabL9+JU7M7H0/wkyF2QmrSrRQvFG4VSuIMQ6nRbDYUVhHIZy3y3+YY6WTup8NR8PA61jBeqyDF8LjVBYL6h7qFW8x2X+v34WeXbfPPNhajjX0gFe7lV6AJL+EoMKnOBF1+hXMGCxekUuwI3+B1D20KCqlYMpclFHDp0qAk6WNQ5sUOCVhLYzISvtpZQaYVZb724adkS/8W4eeONSgnlIjywLhPKXbYsbv7v/yoMQlPbtvjlxcXsWIkew4F/8xOFsGVLx1MP5ZBcQPIA33qr0vz2G+8HxSoi94vF0r9HHnfIIVFz2WU1Zu21V81bZKNUwqd+YUryWCwhdpC8rbbaKtBN2svJooWNTY2Yy6GqE5WPiAl2NNlWwqL8aKjW3Z+Z4ohC+EEWGhBQQvbkZofhkF2sXL7VVlutbs4Tdofwsb4DL48PAyzh8wkST2buwRekgajFGxdeeKG0isvVdsCPxRsrF1M8TjKdpCuEkO20U7TOsBiCR7Uu1bSILHAlFLu330bNdexWiDDgfQeoluV+qIAQOlTDxo1jZocdYqIUfvcdeYKEi3VsuAs/ko8XhtFmm8WkuAPbFiV7Cq4RA1uuV4me+oWhIFD1GZaKQLVoKXa+l5/yFlH6OZSFvTqZUCcbPKFOrjsdWF85yDDWIXrk7PJ4iFSbNm1873OnnUbIUeOgFpS9olBwd97ItFe2aNFClG6+48Q+umGv0AXlpf8G8NSCMpfvIGSThngltpjh92K40tM5BLJAi6AwgEWUDUFbGT35pLcm7Shz7kpZcubImf+//4vU5eEtXUqoIW4uu6zarLZaTPLvVnbCqBDLFogjvJmw77ffVphPPnFUvJ12iqUtziCPcIstYuIFyL/XWy9m2rePmU6d4mbIkFrTqtXKeDGkDoVAFV+KeVhEUYPIT+JEDBkMC9lTQAZIP+D6ww6UWUJZ5ZDvpaFOyHyy/C7GNiFaxjsEYObMmUICeAzjHW9UxobfyZ6CuckYLoe2gakEEy+5x2ussYbsedi0JAvphp3wWYXPR9DTCcnGFG/gpM5PJGjMmg8//HDJlXLf1wvYpFnAXnnlFXPYYYfJ35gc/E5VbaFBCJQq4/vvv9/su+++JuhADWGRQPWiyKZrV69hXSdnDyWPnDtI3mmn1ZjZsyvNV19F5P/TLWP//aNm/vyImTKlMmnfXdQ9BGAIIxW/e+8dM7vuGjNnn90gbXHGsmXGDB5cY44/PiZ5gR9/7Lzfrbd22rIRutJQLR5VhGcJXaFqzJ8/XyxUwq4EQYDKxaLFXZ3Mz7Dne7nbrRHOVhNkfocYqQkyc1r71Aa90wgqXzm0DUyl8iGQIG6k2xtbtmwpeyv3T+yjG3ZYwucj6ICjyvXqq6+WXCqSgwkpjh492owbN05CpXS1yBZYsvTt29d06NBBKoKxZeFES9VuMUBFMFVrkIkwLEB8B4TDIEFOgY23NmsocDNnoujFTYsWcbPllnEzYEC1EDwIGSQMG5UPP4ykNV9GpIA4ohCedFKtGTWqynz8ceaw8rRpleakk5yTb9u2MVEpv/tuZeiKHBY2RjY9dzI/Yw8D8DB0TcmEcrJo4bvmWpmXiTm9YQMkCOWL64XQu4uM2rVrJ0Q/TN83+WlqMBx2+51U37cXd4g1VxT1QPrdFdXlENK1hM9nwAwZ82L67A4bNkwIH6cW5PqrrrpKLFz22msvqT7L5lTSu3dvWeRHjhwpoTuUwhdffLFoiz4EAmJJFTLXE3SwObBZ8NlB/nbZpdq8+27mCq+ttoqbzTePiXXK4sUV5u67q8xmm9VIqPXVVyNm/PhKIXIofenaqzVp4hghf/99xNxyS5W5//4Gq1TwJgNhYBRDrTLkhspBiB81K13/Tu1BCRkK+yIIAVASFPaKXbcRcxgJn9v0m0MNBxz+xljHFSHIRUaZwFxmbULlK0fCBzQNKpMn4QYbbCDrIlXYSvrCvs6BingYDNNCAsINmCLvtttudT55btNl7b7BpvSf//ynrrLXr0CppL8uypif36dXENLl1qlTJ/HPW3vtTPk9cXPQQTExVZbf4sbMm0cYKW4+/dTxy0PV22CDmNlww7h5++3UBS677BKVQgvUQojhykKN1GjYMGr6919gDj/8OyE13NgIvHwXjK3XX3/dbLfddlKwEXagjDD/UMDDDkg/9hSkeagJbZDB+ug2/VYTZNZJxjzkFhKo6TBhBulA5CSyj4S98jwZNI8PwpeOwH333XdmwYIFQpBxG4AkQpjDnsIS/F04RIBMoOSdeuqpQvbUW0g3aHLx6Kn75ptvyu9+J1GQU07Z5EuEAeTx4WOGW7tTfJzprFRhpk7Fh8/UEb4vvqgwkydXSoUtf8dehc4b77+PJU/yZ+G1qPCdNSsiBRteyB7vrVWr5ea889Yze+yxhxRfQNy8jhnuR4iI0G45gGvle9XCnDCDzZDrDbIRs5ogk2tKcRjdJjgQk3KB6TfpJFyjGu5C5iF9YQdqFUVmqHzlCCV5jI90+OuvvyRqQ1EP48b92DDD34yhTKAiK4OPJHLk5lSt1KgaIxyH75LfQfjkmGOOEaUvLBsli+nKzhvpFxWA7Qr5edOnR6THLR56FFpEo04/XA6k/E7HjGRcjDWIXrszZkQk748QrZd1accd42bSJNq25Z6nxOmXsAeLY9gBMeC7LReCS1iXw1iQvls2ZpQZjNCnTp0qleTMyR122EHSXFCjUfUSraBIzOewFmSCmw3IRSX1JEjfbaHgtjJLF7xctmyZED4UbsZFOeTvAUv4fAAdaPvtt5+czAhPJA4+HbwkHpOPgp9QEEDxxtNPPy2JxGEAJIjFFCV2zBgvVh4V5qOPKqSDBgbLK9ulxcWAeaUFi/NvIgqkn9CNA7Pmpk3jQgbJ3cOXj8dxSwUef9BBUTN58nIp8MgHbJSMNXdruTADJQiLFj3xhxkcHAl3+p3goqizIdOGkjA0h2I2avKDd999dwnHeamw1XZr5fDdarU9n1W5W5qlwrIVlix4UjK+SHOwhM+i3sDgJIyL/Qp2Jix0bqKnPznJ0sEiKIbG5M1QePLII4+YMAAFlhubR8+e/CVzCiyV/3x9DRtqSzVH+Uu0jWLP4r7cUP34/xzS6Zqx2mo1Zo01lpuqqpg8T+La5LRGi0lP3AcfrJZCkEIg2/66QQbfKyd+VKRyUfn4btns/ALWOULrRDBo+0g6CCozCh2pCeTPYqvBd5XNBk0+G/mrfie4hQJRIL7bciC4iXCrdalUvmUrTJc5LECQy2VcWMLnE+gAHTFihJiBXnvttassxHqCZYASugjSdZ144olmzJgxoSENqHwsps5ikpnw/fprXKps0+UD8/XjaQy5g+vTcq22tsZUVtaaRo2iJh6vNLFYQ7PGGoyDiJC+Ro3ikt/H4+jDO2BA1Fx/fY147BUKjDcSmRNNu8NMglj8wzJW0wFLHg6ZpSa4aoJMEj2FQhR5ceB1myBz8Mi37ykqH99tpvyuMICDC7dyITKpfPlSzeO//vpLxhP3Q+UrVltTv8ESPp9ACR3JxlS2oiCRo8IgJNn45ZdflpAG9hFB6wpAHh+hahbyMIAcS06IKBFe8vgIybLHoOqlAqbKFRXY78RNVVWt2WSTP8xWW9WazTevMGuuWWlWW81pv6YGzOT/xePk6MVN79615pFHqs2ll9ZKtW8hwfhjsy2XjYMQNqAgIOxQi5ZU3SiKCQ6zpEbQ75aiC4ovAC3uKLogL4+cykJWTXJ4YZMvNcGtL0CYy4XgplL5kuXy1dbWyk0PEGpTVQ6wPnw+BNYQhEJJSB47dqx57LHHZANCVeI2aNAgc/HFF8uC6HdrFkD4BR9AQtU777yzCToIp2vxxqxZTU27dpk2pQpR7FKLRvy/uLRLq6ysMOuvHzG77+7IdE6/XEcBJKdvrbWcv6Hude0aNYMG1ZqddqLAxxQNXCshtqVLl0r+VJjBXFKCG0afukRwjXSjqA8PQg5Jap2iJsi8JspbfZgga8/Zzz77TFT6sCs6SnC99BMOs8qXqN4tW7ZM/uY+TNiiDYuSArI3adIkc8UVV0ipPWHRl156yfz3v/+VdmuXXHKJ3C8ooaeBAweaJ554QkhDGMCGQZizRYtqj2Hd1IsJYdk11qgwG29M2MkhdXThAHj4oeI5KmGFFHRg5nzRRbXm7rtrTPv2xSV77tZy5aLylZNFixLcYiT4o6zQUxsD73fffVf84VD1ICJ4jXLDQJ7QY31ttuqAQIVyufQTpighKPtEIaEkjmt3q3zLVuTvufP8yoHsAavw+dhAk84adKxA4dMBye+QQRSze+65J6OjuF9AVR25EhMmTBDyGnSQBI4qQejdmLU8tVlLB6pxEc+23z5uGjeOiy/fmms6xRl8xfvsEzV77hmVYowddoiZHXYoPtFzA1Iwffp007p169Cbk3J9qJqQIPoKhx0cXiBlhVBw1QQZQoWSxzqG/yOvQeUo9jelJrhh7jSSCK4RdZ7DKWO63JBM5ftrRf6e+z5+j5IVCsFgC2UI1BSkeHrqunMRGJh0BdC+iUGxZ9HiDTz56AUchhOVbpQdO25mpk/PvVKCPZD1B5sW/FKbN3dI3e+/E+I15ogjasVqpZQtiQnLQwbKqb8uqhRGvqUmKfVBcOk5C8HNpSCMHDGKLjRcCyB3HA4ge35zFGDtZN5CTClcCTM0jE0ONSp9GNbdXFW+ihX/VksWRTk1GysPWhtAEOqgWEM90PQUQv7JvffeKxYFkL0gDdY+ffpIBTKJ2mE5PVNA88gj2SX4Oz58Gso1Zsst4+a33yqkZdoHH1SaV16pNK+9FjFrrRU311xTbfr2LS3ZU2huW5DGXD4KLmSAQ1c5AIKLCoQi5wXYffDZqAkyxWQQxx133FEqa1FGk5kg+wFh6DSSDSDzfF/Y25QjEsO6y1yET/9WLkTYEj4fQu1YBg8ebK688kpRxAjr8jtFD0zcfv36BW6g4oN15JFHSvFG0MGiwYbHhjZnzgee8viAEj0iCPyki8b331eI394668TNhhvG5G9U9NJd4+WX/bNhsoGrmlMOUIJbDvlPeJGRW5cuTxOrFJQiNUHmMIrqS99WTJBR9JjjQViTILiso+XQbo01iust53ZrbtK3bEUOX+L/LwdYwudD6Kn4nHPOMaeffrqEWvhJ0vNll10mVXXa5F2LIIJUvAF5DdpCy0JBEn9iAjphEgferA/cqSLk5iGoUBsAwVuypEJap5Gnh18q/6Ylm19Qbv11CUuyEZSDRQuAFEDi1MbDbYKMATI3qmvVBBmihwkyamjQNkwUHhT6culGQfoJ6xdh7HKEOy3qr4QcPv3/5QCbw+dD6OBjUGLB0qtXL6nUZWFVTJkyRapeObU9//zzgUk6ZaMgefjJJ580xx9/vPEzING0hNPcJMK35CSh/ODdpLldkO7Bg78xt9+eOZ/SMUwmZIjiyYZasYLwOSQP0rfeeo5ayL7rt/oINg7ILoum+5QcRqgHIaSgHBL8UfgY0xwo2RgZ85A/xjrEjrEfpoIdctsoRKKYrBzyNJm77BdYfpVzu7VlSUK65QJL+AIAFlpA/t7EiRPN5MmTxZSZ0zit2MhFYfEKQnk5xFQ7b5DT57f3C6nTBHRCPrxflJ6tt95aNsRkOUkspN27LzS33455Z/rrwWZl5MhaM25cpXTf+OabiOTv6dNC+hA/4e8Qw91285dyy0LJ58HYo6Ah7EDRZN6F2YOQMc9YZ8xD5PluuW7y8AjRBuUwmUshkrZbg/SVg4L75ptvilWOWzwoF1RUVEiOKgd5t8JXLl02QEW83ChuAIGaB0EiMZqvi4bh5MsAKnVRzPDrC4IJM2BjQTlBKcJZv9Rgk1MVD0VPm49z82IIy+dOS6iDDjrAQ5ZE3Jx+eq2ZObPStGhB658K8847EfPDD044l9kI0aNjxlFH1ZrzzqstaKu0QoCwHoU3e+65py+T8guNDz/8UOZdmCxa1AQZ+xT3mEfNoxCDal3tOhJmcLibO3du2Yxl7WgSprHsFcuXL5fDDIr9fvvtV5fXx/cedoVXYRU+H0MVO3Jo6DN54IEHSvNwPO10MUbpY/KecsopojQFQeVjYzn00EOFxNIzuFT5eEryOPFSkUlRAj6HdADIJbfNyePLRPgqzNNPV0nXDcyU+Rqp0SFSxk/4esuWMTNiRI3p2jUmli1+A6oICyRVnVQAhh1hsGhRE2QleTrmmYuJY17D2OVA+FDtSZfBT5P1M+zAiPmdd94RRTPf3sRBALni6gm5dOlSMflGMNF9stz0Lkv4AgBy3XClT+WRRTiXU3mQ2gWddNJJYh5NEUp9LDyc5FCmlORRCc2GxmfHz3xzkyB8N974sjn33G4Z77t4Mc3Njfn2WzwVtXLXMV5u1YoQLoUCFb4ke4AxxlgjFFYOhM9t0RIU30sd8yTp65hH4WCsQ2DdOaiJgPCR61UOoT/1qVNv06Csn7kCJZfvnjQgiE/YAIGD2CnJo7KclCjWqR133FHIPXl8WsBRTqbLwBI+H0MXH5LjE8kehOWpp54SwkQODt5XQcK+++4rStEzzzxjjjrqqKLnJvET/y0UjWLkJvEd7bJLkxX2LOk3jdpabFjiUrSBykfenoZyIYHk9k2dWmn69YvWazeNbMACivJMFSen5rADEoSHJOTAzxuE2uaw4anvGmOezT1VDmoiIIJU4qLy+SHlotjgWhnL9dFP2C8q33vvvSeFOGEowtHiOiV5WmiEignZS+xGFYlE6oyYQdhJvhuW8AUwBwPjZSpzITSc2AjJvPzyy6Zdu3ayIQUhl4/3179/f+m8QRVyoSYdJzpVNFA3UCjY8FjkSNIu5uR2QkIodJk31ZoaHN9ZrIxZe22nfy7gb/jywaH4f379GllEyR0lJ6YcCB9jiBxaxpXfKnYx1dVQLSo2KgbEhWrMXPvUso4QxsYAPqhh7FzarZUD4WNMkJuMQg/pCyIQPNzdXfgO+e68HOYrVuTuuUlfucAWbQQIRxxxhHnttdfk1L3XXnvJDbJH0cFdd90l1YQoZpxwgpCATJsuiNjMmTNlY8lHwteJT84GE57JzymvPq1DeC+bb77E/PQT+XzpwTqzwQYx8+efEdO0KWbL+hx8LhVmp51i5sUXq42fQcgPUkDCe9hJAYAQQKowPy81GOc65lFZ2cC10IhDYCE2MlQgQtnlUMHK4ZnCKw7NYW+3BlB/582bF6hilcSDDalArPPcvBTXuaEhXa6dA5LfBZJCwSp8AYASuKOPPlqqiwjfsgi7yUzPnj1Nly5dAtUfEoXooIMOkuINqoyz+Tzc+Xic1CB35FeV0iuMBeeVV34xO+6YmfBB7Dp2jJk5c1D6nLAuaw6FGxgv+0xESgrUU9QCJe5hB2HsUlm0JMtNIkTLHNp+++2LkgeLykdEgXkV9g1Rfeog9UFZP/MB6yREh7lLuoJfgZjBmOfGwYYoDQQPlwoONvnMpwULFkiaBvZg5QJL+AIAPYFB6lItvA8//LBU73JSDQogSHTe4DZixIi0KpH2gtR8PO6LmsFmxwLtlw1p44038pTHR+j3mGOi5qefIqZRo7j5+WeH9DVr5oR1O3Xyl/9eKrBZYNQLOQh7eARSAMEiFFYfthZaaKQkTw82qXKTCg09PNFRphyKcwjrYhUFmc62Uj9oYK5ySOMAQ7GKX9ZPrSZXkqcRG/Is8z3YRKNRiSYRBSMlihzVHj16mOOOOy70a5fCEr4AIXFS4qV15513mjvuuENyqW699dbAWSlgNQN5++9//ytWLenCVpzuIHl+bufkLEhRD1OLPBJj2raNmffei5iNNopLqzWqc1u0iJtu3by1ais1+D44JUPC+XfYAcEtpkVLYqERhIvPlaKt+jZBZn5pbhtE14/zrVjt1jBaDzu4VopVIFYrW0SWhuRpRyPei3Y0gpDm66BAZTp9nyF5L7zwguyZ3bp1k4gSP8Nqpp4KlvAFCFpGPnXqVCF5Tz/9tEwMlD9asKWybfEzUCn69esnxRuEd7k2rouTF/+v2GGrYqBNm6Vm/vx/ZLgXhsuVZvjwGvPEE1Vm2rSIhHP33z9qevaMms03D0ZqLQSEUBgHjnIgfGrRwvUWKuGdTUhVPDVBJmxVH4VGmcDcgxTwvpiLYQdK9YwZM+S7DXteKnOXMYYFD+SvPseZVpPrgR5k6miUjUL40ksvmeeee85MmjRJ1NpDDjlE9ph99tkn9N9rOtiijQACkofNwoABA8zee+8tp3AGMWFPcjIwEd11110DUbxB+GTcuHFiHK2eXyQSX3DBBWaHHXYoetiqGGBKrbkm+ZXpF9B27WrN6687IXgi8fTODQin/RthIRSGV2TYQ2GADYr8H/pC56K4ucNWicbfbHp+61EM4cOofKeddjLlAIpVUFODWsGaDdgjKFapj84qKHdK8FCvySFkvDPuGf+5Ek7mE3MJBe/ZZ58V0QDiTsTosMMOM7vssovv98H6giV8AStFhwBhEkqyvJ64ka1JrqbPLrkJs2bNknCo3zYOBR0amJjI7PQFRiFiMSAH8Z577gnFCaxx40Yeum5EzaJF1WK4HHTQag0FVlv+hRksmfQkpbLcayjMbYLM5sThjA1W25n5ecwroecQmU+ifFAAGWE9hdCXA1H4/PPPJVe0Q4cOBX/uRPVabbIgefmk5TAHed+oeNxIs6DCGoIH0cPJIuwpCLkgePJJGUPVLnX7J3mc0xlSNacaSCBE78wzz5RFi3wjv6l8TEgmKOQOmZ3Wasj4mEgPGTLEN8nD+aMWC9sM94mYQYMaSr7e0UdHpb1aUAFph/RRUOCn8VYMsJFo+7F0hM/tFcZ85HGFCFvVNyDyasSMDVQ5RFAg4OXSbk07qxTCRB0iprnXED2UYVWvIWH5iBAcmlhjtOiCtqJYk+Fe8cgjjwSq01SpYBW+gIHwD83cqcrFbJmTKHkJ559/voTU+H9TpkwxY8eOlX/7DSTQEo5ONK9F4UOG/9e//iWFHEHHokW0Scu8uO20U9SsvnqF6du31vTpE4xCjWRgGXn77bflO3T6CpeHb1v79u1X2SRR2zVs5fYKg+jlaoLsB2AJQ24bG2wYujNkAqkxRFJYU4P6nWUDyBNqHO3Hcpn7kEUleTwPpFm9UPNRrzk0vfXWWxIRguRxcDrggANEODj44IMl9F4O30+hYAlfgMDAP/nkk6WUno2V8BnhUSpc3QnVLM6c2khc7dSpU12xh98xfPhwIbCc1oLwfjOhcWMS8jJdR9R07WoMqW933lld13EjiEBxZqMkZ6YcQHUyGxKKu2526tGnYaswhUAhfOp3GXagJhHGRtEsh2IkSBppCuwXXsZsMssgHfOQvXzUa/K6ES0geext7AWQO0K1kL1yyBMuFmxIN0BgI2GxpbUaE5NwKBMMsucO3UKaWJhRG0BQyBN+fMj+hFLC4fvlpc0anTYcPz68+NZaK7jnLyo68eQLe39dVTTY5Bir+NQlNmgPIzhkBqGfcCHA9WmosxwIn1rSYMGTqn8yhxsUNkgeqQramzxfL1S1ZYHcke7zyiuvyPOS8vP4449LLmUQi/f8CPspBghUUnHqUbz//vvykxwGzY2g9Ro5fGxAQVNayP+iQpdw9NChQ03wQWu0TGHdCrN0aYVp3DhumjULLtkDLMqQHpS+sBG+ZN1d2JQ0CT3X1oBB7CdMVAFyH3aQE0ZYN+wHGAUWLRQ/sA7roUVTFLSdGepaISyDIHnffvut7GeQPNRUiCYk75JLLpE+0GE/VJQCNqQb0Pwh8mhIYEXiZqKQCE7OHhOTyTh69OhALsrkJl544YVybUFJak+FP/4wZv31veTxxUy/frVm4MDg5vCFsb+umiCroqEmyGojwYbEZsi843rLYYOicANVk6KroEQO8s1tg/RgEVUO+OCDD2TeQuzcKQqah1qIdmYQPIje7NmzpfJb7VMgmuUwpkoJS/gCjunTp5vbb79djGAphiDJmAkU1BMpiysn6/vvv9/su+++phzy+C69tMaccUat8amLTtagfREKcxBzvejdqSqeFxsJtWhhswriAStbENajWAVPvnLoOct44PsNs8ckY5hqWgge6QlcM2lChHgZ+/mkKCRrZ0Y/eAge5vr1bfhc7rCEL2Qg4RU/Prz42IRYmKkkJNwWlOKNs88+WxaGhx56yITfjw8bg2UmTCDkR+iP3Bu/j7dkJshU/rHReTVBZqyyUaJ6lQP4biEFuVR0BhFz584VdTdM7dZISXC3M4PIk/fNwYbxzNjP9cCm7cxQ8TBDZqzQxgwhohzbmfkJNocvRCAcesMNN9TlFz344IPy85hjjjEXXXSR/D0IYdKTTjpJiCqLUfATpimcSU0a+vQJF9kDfGeEwvzaX1dNkJXkae9OihFy6d1J3iLdKMol14tiBlQvNnK/mrsXo90aB+ggW9JoOzMd96QgMD9JCULR05QE9gjSFOjg5HW/QCGkjRkkz93OjEgN3aDCWsgUNFiFLySggIPijd13310IHjknbF6PPvqoWLlwmgvKYsWQxO+L3rqYMQcdjRuzkCYueEy7ZZLnF0ZgHQQBwv3eD3CbILs3O26FMEFWi5Yg9rPOBeTYsomTRlIOCGqaAh1d3HmoXnwhWX+pmAWswZnamZGT9+qrr9p2ZgGAJXwhAF/hxRdfbF588UWR0t2Jtfy/Nm3amJEjRwohDEpYl+4ho0aNkr6WYUiGP/nkWjNuHEUMXEttaImeO6xDrlcpc5/cJshsdrwPJXmFNkGmu8A777wjYexyUDNQSEkb4WBWDpYZQSrO0TxUCBnfE9W07qILL+P+3//+t7n55pulyEK/X/YOqpa1slbbmSnJs+3M/A9L+EICChzYbC6//PJV/o6n0YknnmjuuuuuQHWwYAOleAOFkusKA7TzSSqfq7ChFCoQ40ZDVoWsMPQCCBBEktBfuRSMkXSPshN2+LmTTKo8VB33qHq5HJbIWRwxYoSQOiV5KNmQfO1ZS3jfkrzgIPxHs5BDDZexZ4EcDR48WCY54TROZ7QqQ+EjjyJIYHMmNI3SFxbCB4ElF2jLLbcMTHg9H7AZYPOAR12xwjvJ2joRoi2FCTI5T5ieE/bzuwpUqOvFaJufYd/0uT7IHsbEjK1SXy/j3p2HCkEjhSfXPFQ3SE1AveN7Peecc+S5unbtKu07bTuzYMMqfAGHhmiR8ZmULEjk8bEJYsLMAnDHHXeYzp07y/0KFdIldHz99ddLyBVfrqeeekpOfYXOS+Ra2FRYZMIAFlI2DMhQ2MFYI8zJxlFIVSSVCTI38qxKFWLkeml/2LJly7KwaOFzp3iDFo+JvbHDer2kKaDQl6IYSce9kjyglkH55qFqOzNUPPLy2CMQEbBTodVl9+7dC3glFqWCVfgCDiYmCxHVcmPGjJHJCgkjWXf8+PFSKaWgkrBQHQEInaGgDBgwwBxxxBGmGMBtnSR4FpxTTz3VhEXlw/aAn2E/JXN9EFs6b+SrimjyuebjoTqw0eXb1qlY11sOhE/bjzGey4Hwcb0cXjhU1xfhS2b+zbhn7SV9oJDtzFAGE9uZXXrppebWW2+1hC8ksApfCIEkryoHZJBQ79NPP20mTJggqh+Jx4Us3uB5iqHwgbvvvlsUSpQTP2zqhTilo46Wi3FtPka9icnnmUyQ/XK9fL94X5aDRQuEhO/XXm/hQFqCjntIGektjPl8x722M9NOF7Qz22abbeqKLpijiWssZJMoEdfsl4p7i9xhFb4QArKHWeh//vMfqdxFrudGKIKNM0ggj++8884T1XLnnXc2QQdhF9QfOqOUA+FjLHq9XnX8180OFVmTz8lDDYLnm/YTRvVCfQw7UJzK8XpR+QrZbk2LjbgxByCTjHvW7HzGPXOKQgstuiCnVtuZsT9kameG6kfR37XXXivCgUWwYQlfyEChBvYr5PCxMB111FHiidS8eXPJibvpppuk+orCAdQ/v6tmVFn27t1bDDzDQPgA4Vxy+ch9Cnq/WS8g7EcuX7LrdTv+qwkymwz9oPNNPi/19ZJIXw4WLYQ5UeBZU3KpCA0aULzyNZ6GiFFFriRPi41YG1Cx81kXtJ2ZkjxtZ4YfKyHbbNuZUbhBpT3emuVSgR5W2JBuyEBJPhObCQ5BImfP7YOGkSYbEqHSQhG+YoZ0AZtnly5dJAcRT6kwgGpdTvDlYGkBUGjZ0KhgVRNkNjpCRmqCrMnnfj+EeAGHKw4r5bJBohwReoT0lQNysRzSw42SvEIWG6nvJUUW5HET0aGNGWtyIdqZkRKE00M5RCXCDKvwhQhwd3I8MM1MNTHZTPUUHpSNlR6lVD6Sg0iRSBjASf7zzz8vC0sLgMJMD1Y2PCoN1QSZvCA2o7B9Bhyqys2iZfbs2TJPy6HDAgc1DjFcbzoVOvFww2fDwYZiNNIV8hkbqdqZ3XfffWafffYpqLpcrMO8Rf3CEr4QQTfNRLLHooMCh/kyp0BOgEECiyJ5JHjy9e/fPxTkgEWffrMQIFStMB4+yEvSUC3hK0CoihyiYpsglxqq2CxevLgsKnYhL4Q3v/vuu7KwHCLHjoMKuamJ7dbcHV443PC5MN/zPdwwp3jO559/fpV2ZpA81nTbzswiEyzhCzEo3Hjsscek9J58E8IPnAQLYcJM6JgQq4KWO4R1IC+c9guN448/3gwfPlyuqZDJ0qUCCzM5lmwYYSF8aoKsPmGal4QHHxY7XKtWHYYdbOrMA/KnUDfDcEjxcr2sA+VgOQQgW3TP4SdjXcc9c0A7vJC3ms94T9fO7IYbbrDtzCyygs3hCymefPJJUcUgR5Tbk9OHskIifCEwdepUCRskom/fvqLEFQOQPsIW9HgMA1DAaNeETU5Qk/uTmcEyxtjsULncioPmGZWDwpevJU0QUWpj4vqEFl2Qq0kEAp9IDjfaziyf+cznSI4gJA81j0I8287MohCwhC9kUH898jsou0fm79ChgywiFArQtYIFilMp/Xfdj/E78DcjfME1hIUwuIsZggI1QVYzWDY3TT7PZIKMQktYtz7765YShO35vMrBsgSQl4qKi09d2MAa6m5nRkU5B1C+Xw4x+bYzo9JZSR7zi04XELwePXrYdmYWBYElfGUAQgx42dHsnBATLu0sXLip02s3SAsufmxnnXWWqH1hADleFDPwXfh5QafqT/OS1ARZ1YxszGB5LKoIikU55BvxubGR8/2Wg2UJ5AeVj0KrMFTUo2C7iy4Y5+6KcrZPDIxZl7KNniS2MwP0qkXJw5UgLIdaC//AEr6Qg0WlV69eoqxgYkybHPJNqKhjYcFQE68+FrYgbMDkrRCunjx5sq8JUrZhsFw2jGJCTZBVzXCbILPh5UpetL8uYSlyvcoBEFzIT6HaGvod5LXxPTOmg4hkCrZ2uqBYI3Hd8apq8plw4CGnGiXP3c7s8MMPl9SOUvWBtigPWMIXcpDwS+j2oYceEpVB/fmuueYaM2LECDHoZAEKSlgX8gFZ4FRNrlAYQPELRTAUNpQSbp8wPmfCTGxIELxCmiBTvEG/2U6dOgVizOULSAMHLlTNcrBoYSxTXMB6E5Tc1GRt/JTkobSlG6fkplIId/3118s1p2pnxo11C+P7dO3MLCyKBXucCDkI4xJ6oFoM4GNHtSuED3BiJRclKB0NIB8slmPGjBF1MgygihXnfpTX+g77QepQM9js1CeMzxgyXSwTZGxKyMMk1aAcihn4HMlb/P7776UyO+yALKEGQ+z9ajyttkFqggxJzbWNH6SWnrQ33nijEL5U7cxQ8u65556M7cwsLIoFq/CFFKrYseiSII8JLO2qWNhwwx80aJC0K7vooovMSSedZIKEl19+WdqtQRrCkhdVn50ZtDm7+oSReK6h2voyQS63YgYUTZQeiqjKSdUkTOmXVBG3bRA3lDlVsLnlc+jlWnfffXfJLebwRq40kRVUvFzamVlYFANW4QspWFwI0ZEnRZUurdSGDh0qp9h+/fqZyy+/3Jx++ulm4MCBJmhgIeU6aCNE/mEYwPeE/UIxOjO41QxInjZnZ5MjvORuvVef14slDcpzUMJ++aqahO7LSdXke0XVRMEutW2QHnCYC4x7xl2ibVC+7cxYcynQYW2lhWW+7cwsLAoNq/CFGFqIQXIw+XqcNiF9uOFzIu3atavcj/ADSeUszIXqr1tsXHXVVVK4gYVBGE7OWu2HGovaVojnIxdJ85LYnNjgVM3Ipzl7IS1pIO60pyoHoGryPYTBONwLUDS/+uorCWfW5xwlRcWdpoBypwp2Jtsgr+3MCNW+9NJLde3MWFv5d/fu3UXNLQdSbxE8WMJXJsCDj/whPW2z8bDhQpoo2jjwwAPNpZdeGpjiDUgrIWqKTsJS/Ui1HyQNJ/18LCRUzQDu5ux+Ca0pIKIcNsh7CsIhI1+Um0UL4xEFjLA9468+0xQotFCSx2E233ZmKHjk5NHOjI4i5BFTWZvYzowQNgTw/PPPL+DVWVgUBpbwlRnIeyMHjo2HECK/cwKmK8cVV1zhC+XHCxi2LLjkvPG+wwA2LVQ+coG8Jo2TB6cbndsEmc0OlcHP5L3QqmYQUG4WLZ999pmEsXM9xKSDO02BrhekKSjJyydNIVk7M6ppUfG4pWtnNnHiREmV4fAWlLXUonxgCV+ZADIxbNgwUVRYgFkUd9ttNwlBzJo1SzZeDJkHDx4slZtB8INiMSYHkWsKy+KKPyKbFYU16ZQid99OCISSvEwWEn4DGyuKTBg7MwSlmKGYIJLA2oISRvVuIdqZ6djHSsXdziyfNYBUFr4X8vHc7czUPsVrOzOeh7xYUmjCYg5vER74f1e3yBsslBpColqMEyiFD7oAk1MEURgyZIgQviCQPUAYmkWekDQLcxhAMcO8efNEudQwp250mo8H4WOja968uYTLghweJMUANQS1phw6C6hFCx1WysGiBcWZcUrVai6+mYnekISJqaxlfhAmzmet0nZmHBwheTw/HS7OPfdc6XjBd5Xt4Yk5y+PpNW4Jn4XfYBW+MoAWYmDJkuqUfdNNN5nRo0dLQnIpq+qyxciRIyXkQveNIClbqcB0xNaBDY1Qu4Zr2ejY4FAz+BkU30QvgOCycaOMlAPKzaKFQgf8QFE1vahwEDF3OzPWLjVBpsgnn3xPVEGK2IrZziwohW8W5QdL+MoYKEUUbtDP8b777jN9+vSR6lfywtiAg7BoUQVI+HPOnDmSTB1kaHXhl19+KYoXm6OGavPd6PwM7a9bLq2lIO/Tpk2TvLByqebMVJGtuaiQPEL85LDq2M/HG9K2M7OwWAlL+MoQCxculKpdcmswZCa/r3Pnzuass84KlLoHGL54XrF5XnzxxSZo0OpCNjpCVygMhJIIgWFnkW/eU1C+Q1Rawtnl0l+XOch3Xy4WLYxxeuxCsPTggtqmJsjkokLs3LmouSJVOzMlebadWWGBSEBInI4iHFIh2Bb+hCV8ZQZIBWbF/IRMUBHKIog5Mxg1apQkWnPiJmx42WWX+d6q5YknnhCyCnn1+2mdz5LQupI8/o3Ko/YpWl2IYklunrbECzvYoCG55dJfF7JD6L5cLFo0VQEDasDYR8XmcKNjP5/PQduZQfBQ8iAfjCUtuqAquhzGVSlwySWXyBpGVyfSgizh8y/8vTtaFBQsioRVIHl0dDjiiCOkwlPDTE8//bR59NFHhTi1bdtWclqA3xdKTu5nnHGG2M1QyOE3kNOjJsjc1ASZEDThpWR5TShdkD5y+cqhmpPEflQvPifGaNhByJLvnk0yzBYt7rFPbh4FOih4eGhy/fnkorJmESrWylrSOyhGo1UkawJjyu9rVxiAKAAeeOCBUr8ViwywhK8MgcGyO2H+3nvvlRwXFmTCHXjznXzyybJw+l3dA2waJ5xwgvQGpnuIH96vmiBr4jlAxcBzDlUjE4mD9EAEebyqImEGnwdVqxQ0lAPhAxB+SD2HrzCR+mQG4JC8bbbZRg6TWJwwB3IBkQfyH1HxKLpAJezWrZuQDtvOzMIiPSzhKyO4iRAFG/R8fOSRR0RNOvLIIyW8RI4N7dfGjBkjhI/F2+9hUoAfX5s2baR3Z6kIUmLiOZYUbHT4G2Zrgsx9yadEASoHwgcgAthkoICWQ39dJfWl7jdbqIIjJXgccFKNfeyFCN1nQ/io8qUjECSPdmaooyh4hA/33nvvsgiJW1gUAv7fyS2KAvJdsGBBGevVq5dUz2miNOFRvPqCYsAMCItBWMeOHVuvbY1QGHSjUxNkNjoqh/M1QUbx+vTTT9Pa6YQJ5C9CBCC5hLLDDsYGKh+qJt+1H5TpbEDRifrjaU4wY5+1hH8nux5IPTm3KHGpKnbd7czIycNFQNuZEbolNy9MiqgfMXz4cHPttdemvQ/m1OVipRQW2KKNMoOGaJms5PJhAeIOgwTZQ2r8+PFSqUu3imJtCIlu/2qCzEZHTlKh1YZy86jjM2Vslkt/XbVoIWfW76Fsxr67nRnKG+qddrrw2g6Q3GEehxVUsnZmkLp33nlH0ku0Z226dmYWhYe2akwHCLs7/5gcPornbNGGfxEM+caiYGDRZHEln4ZKwYcffticcsopdUTQvcmyGQXpJM3GcOaZZ5rXXntNkrcLBUgwIVrd6PgdcseCx89iqqCE2/GoQzEM0neRK/g8GYd8znSFCTv4TgnnEub0I+FjXUC51rGPqkfBEUpdqoKjTIAUMFd5zkWLFtX1rIXok1KCi8C4ceNE1bMkrzTQymmLcMESvjKE5uVhQqo9W5MtrEEjGCgMmEdTvJEv4VMTZM1J4vNCydhuu+3q1QSZhvCohmHI8/ICxiEklzBnORA+AHnCsoQDmFeVrJhIdsBh82etgOzlsy6QJsJ3TMgXVZN5dsABB+TVzsyitOCwwnjhJ3sLljiaZlMOqShBgg3pWoQKVAG2a9dOLD6yPaEm5iSRg6fhKnLzSrURQX6+++47acVVDqD45fXXX5frLZcNgzQEchj1AFbfgIhxsNGqcirf1QSZ8Guh2pnhBsCWw8GJuUqOKocai+CiX79+UuSXiFdffVWKaiz8A0v4yhxebFfmzp0roZfddtvN9xsw17PXXnuJRcOQIUMy3peCCCV5aoKcbU5SfWzG5Hlhjl0uthPllruIQoJFCyHN+lLWqYZ2V5VzwFGSl88Bx93ODJKHPybh3x49ekj+nuZnQm4xeu/du3fBr83CwuLvsITPIiPuvPNOCZOyMBN68XthB8nDbCSYsia+T7cRLBsdahKbERtdrjlJ9QHaUgGS18sB5I3x/UHeg1Ipng9YhilUIG+tmKF7rSpn7FN8hLqm+VqFaGdGwQU5ebQzw3NSO12guifOxVtuuUVsobhuCwuL4sMSPou/QYs1VP0jJEMXjrPPPltyyfwONjXywOgagprAxkavVvzsCFdxTbrJeTFB9gO4hpkzZ5YNAQJ8Z9iVkONWDsCOhvB9IdvLaVW5kjyqysnD0/Gfj98hz/3xxx/XFV1QXJRNOzPeF/MUbz36RltYWBQXlvBZyEbw+OOPCyGiei4Z6UMZo7L36quvFpNmv3fgIK+EEBlhWYgSFbVUJBOuQtXw83tPhXIjQOQtYhsEGQji95UtmHPkLu6www45d6IAzFVyUJXk8bxuFTufA4O2M1OSp+3MIHm5tDM755xzhOg+9thjOb8nCwsLbygPqcAiLcgLw2yZRG1CL7RV44RONaou3oRBIRpUYgE/bsAUakycOFFuhInY+AYNGmSuv/56qQgMOlBD+Pz56cfPv9CgSpfvFPKSDwEKmkULKl+21wsR06pyboRPIXikAPBc+aRgJGtnRs9q2pnR1iyfogtslDhsWlhYFB9W4StzaDeNY445RtSAnj17mttvv13IEn1pydtDFUB5GDlypCRio0D4BeQN/etf/xKSR2P2/fbbT8gqFg+oDrz/U0891YTJpBdDWopLygEQPqqn/TTmignSJ7BowRQ9U9GQtvJTk1zse7TgKF8VO1U7M+YUip5tZ2ZhETxYwlfm0NAtlXSQPm12Tv4bTvhUS5LMjX0C7dZot4N9hF9AyG/EiBGyEUFQqS5U3H333eaOO+6Q/qx+LjLJtiUeJB1bi3IAOWd8f+RilgvJSGfRAiHUUC2qu7by06KLfCpr3e3MsNRA0YfkkeZh25lZWAQflvBZ1IEcvhtvvNEce+yx8jtDgxAiGxCWLCh9QQJJ4YTI2MB23nlnEwZgHUMuH8UbhODLARQDkHZQDv11Ey1aOKgkWgeRaqEkLx8SzPzmwKT5eO52Zqjkbdq0KYvUgWKDQydpJRS87bjjjhJB6dixY6nflkUZwhI+i7qw7vnnny+LPypSsrZqhHnZAIK0CQwcOFCu79///rcJC2bMmCEb/mabbWbKARAdbGmUAIUdzDNUTcKoKHr45XHY0n7N+RB9nhtfzcR2ZhA8iJ5tZ1ZYECk54YQTzF133SVG4ljRTJgwQaqb+T4tLOoTlvBZ1FXc4n120003mYsvvjg06hGqRZcuXSQk7Q73BhmYYJOviOpaDpsz45O8NkKcYW23xgErsZ0Z3y0qWyHamb399ttC8vDJ4zVoZwbBwwzZtjMrHiB5RBfIMwZ8r4TKBw8ebIYPH17qt2dRZrCEzyLUYIElTHXSSSeZAQMGmDCgUPYdQQKhR6pQ6TYSFmi/ZggYRRccslB9tNMF5sW5fsfazgyCR14e84BCJpQ8yF4+JssW3kBRDbmYVCHzuSv69u0r+ZcUmllY1CesLYtFqEEI8MQTT5TuG/379w+FkoHagx8f/mXlQvi43s8++0xy2Pze3i8dqDjWogvsZrgWcvHwieTf7vGZjUWLtjN78cUXRcmjCAtlkKILwoqEbcOi2gcFkHkOZ4mqNL+TNmNhUd+whM8i9Dj++OMlfELuUljsPSADhOlQEfzaDq6Q4Box9YUAYQAeJOBbB8Hjht0JlimoeHjkpbNewW8RY+KzzjpL2pQlI3mYU5OLxw3VV9uZkZaRrJ2ZhYVF+cISPovQg6pGuoPQD/jmm282YQAhOa4LH8IWLVqYcgAEiC4P5PL5ub0cRIx8WFXyUPVQ6Xj/qHleCTpkEIJ766231hUdpWpnhpJHYUCmdmYW9QcKbFDjFy9evMrf+Z3Di4VFfcPm8FmUBV577TXJo/nkk0985SOYD9g4uB5Mestlk9eeyFST+gnazkyVPH7XfrWEVnMlqIRoqfIkLDtlypS6dmb77LOPjOdc2plZ1G/RBhYsWLEAxgVjl85GtmjDor7h32OyhUUBQQ4TuTNPPvmk6dOnjwkDIBPkAlHdCakoB1DhSAEHP0tNcqh+pdgCgke+FmoOoVpMsVFf821nRoiWggtsWeiAQ6j20ksvNQcddJD4Epb6+i0yg5A8RRoUG0H8sGUhxE8+sYVFfcMqfBZlA8xPn376aTNp0qTQbJbYzbCBYOhaDih1hTLky93ODLVYTZDzJWEUpDA2UfFQ9rSdGa/B3+l6E5ZxW07AkkWNl+npfdttt4nyZ2FR37CEz6JsgBJDOAVPt6Al/mfqvVpOrccIY9Nyrb5ILq+l/njk5kHs3O3McoW2M6M/NTl5qdqZkQPI3wnr0sfWwsLCIhdYwmdRVjjqqKMktEtP4LBg1qxZUvlZLq3Hik1yWRKpplWSh4KKmqgkr1GjRgVtZ4bqQz5eunZmF110kZk/f74o1BYWFha5wBI+C19g1KhRkl9HThqhLLpIQMqS2VHkg8mTJ5ujjz5aVKKwKGIQEz43CFC52HBQnYo5MVWphQDJ9PjYKcnDFFnbmZEfmW87M8KxzzzzzCrtzLRnrZd2ZnguQuj5nsulKtvCwqKwsITPwhc48MADhYjRhohk+AsvvFA2SXqoFrIrADlgrVu3NiNGjBC1LwyAUNCVgTA1ClQ5gCIJFK98+usyFtxFF5AuPj9IHopePuRZ25mpR14h2pn17t1bQrs33HBDzu/LwsKifGEJn4UvgcrCxoudyl577VXQ577yyiulEwFtp8KSBE8XiqVLl0obuXKA9tdF4cvG04zqV3c7M8Kz2s6MsHg+44FQM3l4hGuL0c4MVZqcPrpyWFhYWGQLa8ti4UuQHA+KUYmJJcLll18uJKlQIUE/dN744osvhHSk694QFkDMULswJs5E+PhM1ASZsC0tzCB4fPeQsFxJXn23M8Nw2sLCwiJXWIXPwndAGWHTZDMlVFloMOSpgiQn6oorrjBhwQcffCBkJiwkNhPIs5s2bZr4m5HP5/5+3e3MsDvBF0/DtfnkbqZqZ6aVtbadmYWFhV9hCZ+F73DqqaeKVQVkj3ZUxQCb9cCBAyUJPiy9aAuR1xY0cL0odOQvogorycMvj6IL7XaRj9Km7cwYMyh57nZmhGtR3sKSGlBKQN7xq6N93qJFi8xTTz0ln6+FhUVhYEO6Fr4CLYfYWFn8i0X2tEgEogexJJE+DCCcSI4X4UusZ8IOii5Q9hYuXCgkD0DuKMrRzyIflRniQWUtuZ6Ey/HA45Bg25kVB2ogPmDAAHPEEUeU+u1YWIQOVuGz8AUYhoMHD5ZT/dSpU+slX2nkyJHSmxU7mLBs3hATWq21b9/ehDWMi5IJqeUnyh3kDIIL0StEOzNUPEgeoeBu3brJgcC2M6tf8Dlbhc/CorCwCp+FL3D66aeb8ePHm4kTJ4pqQxsiQOVksYoQTjzxRHPNNddI4j9eaGHARhttJMUoqCWFtLMpJeg0oe3MILNcF7l4+NGRs8hY+fzzz3MiY8namWGb8p///EcUvbB4NVqU/kBrDwsWpYZV+Cx8gVSL4f3332/69etXlNdk6KPcYGVy8cUXm7Bgzpw5QlRQvIIKLbqA5GE3A/HXThf0lnUDhY8UgO23315CuZm+c5RBbFMS25mhJu266655hYItCoOwKnykH9AZB89RSwIt6htW4bPwBUpx7mCxJSfrrLPOMsOHDzdVVeGYDuQ+QvqoQg4KeeH7h9gpycNKBUse7GZoPZausIYwLkn+9913n3nwwQfTtjMjVIshMs9JqPa6664z2267bdkUuViUBow5DLMZf6QOUFjF2LawqE/YVc6irIGyQ1cEPNTCAixIyG3TQga/AmUO82NajZE7h/JB+Bai2rlzZ1Fe2RS9VFF36NBB0gE+/fTTuueG9F511VWi2kHwXnrpJdOzZ08Jec+YMUO6rWy33XaW7FkU/aA6e/ZsqRp/4IEH5ECGepnN4y0sCgEb0rUoewwbNkxauD3yyCOhCbF89dVXQvhoVecnQK7d7cxQINUfD6KaD/nq2rWradq0qdl8883r2pl16dJFwoK5tjOzKA2CGNLlkJE4fjVsSzEV+aGM9ZNPPlkOOW+99VbSx1hYFAvhiGFZWOQBwrpt2rSR5P8NN9zQhKV4A7WLogQKG0oJQlja6YKiC934MCnOt/LV3c4MFYXrPfbYY82NN94oBDAshSvlAL47VWgBJAkzcYi6X4uqaP04ZcoUWUPIBU2Ejm0KjBTdu3eX1AN8I8lNtbCoL9ijhUXZg84Ue+yxhxk7dqwJCwjpYlXyv//9rySvDxFDZSR0SkHFt99+K+obhsW77bab2O7k0rtW25k9/PDD5rjjjhM179xzz5XKbux1CAdTiIOPmyV7wcLMmTMljK/9oM855xz5N/ZJfoMGxjjE3HPPPebrr7+WcX7BBRes8v+TPYb0Aw46eDwCVD4Li/qADelaWBgjljBU6qISBaXQIRMgRnSF2GuvvYp+TSwjKDTa6YIqW5QZ7XRRiHZmJLyj5JHvRwUyRReE/PAc1LDYLbfcYiZMmGDefPPNAl6dRbmDMQgx03mE6Tf/Zkwec8wx0tkFJZ25RmpIo0aNUj4X9+UxHIowfrfVuhb1BUv4LCxWKFKEZMaMGWP22WcfEwYwtd955x0JhxWjIpANEFKp4VpMkbWdGT/zbWeGhQUET9uZ7bLLLnUkL1U7M94P1wrho1DDwiIfJJIxiooo+qGym7+j6EHwUJaJENCBxQtYZ2ghSViXeWJJn0V9wBI+C4sVwJ6FEGgya4+gAlNp1DHIUiGAskHRhRohA/XHQ9ErRDszCB5FF9rODJLHzWs7s5NOOkl+Yp5sYeEVGlpNLKJAuSa/99prr5W1gSrbww8/3Jx33nkyJvEKJWf07rvvNrvvvrunQgzGNuHqyy+/XOyImFennXaazCMLi2LBFm1YWLiIAuFBiExYFl42JJQyNhXyhnIByp0SPCprCVdB8uh7Sl5ePspEsnZm9Dm+5JJLcm5nRtcWNt6bb7655AUrFv6HErRkJG3y5MkyFhnnjHeqawnD3nTTTTI2yS/cb7/9xOJn3rx5Mu7SkT2q1Lkf5JA5ySETRZp0ElvAYVFsWIXPwmIFmAoYolJFN2TIEBMWYDkDCEN5BaErNUFesmSJECdV8vh3PiQPUsdGCslztzNDxWPzLEQ7M1qttWzZMu/nsSgfUGDEeCQ8e8ABB0haAuFbbFSYQ1TjbrPNNnJfiBppBljHoGyTu0eawfXXXy+/pwrRorafeeaZ5pNPPpGDSe/evS3Rs6g3WIXPwmIFWKDpr0voZvDgwaHxxyIERQUkhQ6puomwQbnbmf3222+iakDyIIr59DN2tzMjVMvGyXvC9Jrfi9HOzJI9CzcImYJk44y8z759+4ovHhW0KM2XXXaZVN1C/lD2IH5uyybuhzKNLQvhXdToxx9/3Hz00UdSha5IJH7YJT322GOrrC0ojNzC0unHwr8Ix45mYVEgHHXUUWbx4sWy+IcFhJ6wKKH9WDKLE0K+XO+7774rYSaKV1As2NQo+MiF7PHc5CndfvvtEqJl4xw9erTYsqCkfPzxx5L3hB1OWKqi6wujRo0SQ22saCDkFLHweVokr6wFjDFu/I7C7AZjlKItKvQJ11LohMp8/vnnC1FkzPI5c1BRkH9H32Y8IMGRRx4p9yXEi2qHykf4NpnKB9njvvx//d2SPYv6gCV8FhYuQIxobE4LpDCBPCEKUthoUNsIUaFgYGxLHh3hqL333lsqW1EhvLQzS4S7nRkqB89FiIx2Zhjq2nZmhQGqEuFAiAmhcXIsCUGi0JYzErOTIFtKrjjQkC6AskyIljw6BW0V+/XrJ+P+tttuEwI9d+5cIWQo3YxjDk1uqx/UcsK73I/0B+YPRUIoyyiBTz/9tJC4VBlTkE9L8izqGzaHz8IiAfR0RXkiz4Z2X0EHGxeqJQnnbIKQOW1nRtg2H/LFc0M8tLJW25mRj0deHiqItZsoLgjB811CBFFmyw3qiZcMEGPUO/7/ZpttJocNCiT4vMaNGydKHp1Z3n77bSFnGHmTakCYFhVPx+6gQYOk4h2/Ts25u/XWW6X4gspd1HALC7/DHjEsLBLAQk+rNfy18MoKIjB3dbczQ7kkBAjZQ7EoRDszCB55eWy4FLrYdmalAV5ugDBiOULJHgca0ha0kwWAwNErm5Ar5IzDDcQPQvfKK6+IATIdaUhjIAdvq622qnte5g0KH/cnj48xjyrOQQbQ6QVlEALoztVjPqi6aGHhJ9gRaWGRongDc9QgtT0ipPfll1+a6dOnS0I5mx8kgPAqhREUX7CJae6QV2iuHwTY3c6Mal3+hkcZKodtZ1b/YHxSMYodCOpVWAGJ0sKLRHDoIJRKrh2fBYTsjTfekP8HsWMObL/99nUEjAMdBI8wL3+jMp9KdAouNOAFiSY1gQILwHOT3+suBqKKN5HsKQG1ZM/Cj7AhXQuLJKB4gbw3VCwS5P0Ipi7vU5W8P//8U0Ko2s4sWXsnyCDefJma0bvbmfEZoGykamdmUTqgQFNoAMEhPy1MgOAxxpKp0eqdx2EDUkcKBl0vqKalcILethQhcShh/nbs2FEIHCkMANWPMC59cFH1IIoYKO+///6ignNgUn88QrwWFmGAXbEtLJKAkBAnejYBP4GNjk4XqBFsSuQbEmJFeaDoAvWCjT9VL09UQFS6ZMolJI9qzxtuuEHay5GUTl9acvJIcidBnU2TDdSSvdLjjDPOEDJOqDFsZE+VMiV7Dz/8sFR79+rVy0yaNKlu/EHwGJf9+/cXJY+xed1114liR6szQLEGHVzIwVMcfPDBch/singN/PN43hYtWshhiVw9Dkdusueu+rWwCCLsqm1hkabzxhNPPCF5PKVWOii6gHSRmM9PNh9CtJ07d5ZwFaqdl6o/lA6KUaieBWxgVM/STQDVjtAVoa4BAwaISoJyhBqCumeLL/wBvnvIHqa/WIVAUoIMxneyQBPjj+pjSC0VsBqyhqxh8QM48JBv6wYWQBx+mLsABfDbb7+VQ5ICRRB1HFJHlTqqHmOfPFRsWphXwE3wbF6eRdBhizYsLNKQI5QzVC4IUH2CTUjbmaHoUU1IZSEKHnlDuZIvcuzIcbrmmmtE0SD/CUKbbzszi/oDlacoUBMnTpRCHMKagHGRj0F2fQESBcHTYgv9iQKnbft0DtDNgtxQ8mkpsAAXXnihtDaDtFGAdOedd4rtj3aSWWONNSRHj5QEQB9pxjSHJcY3c4DxzXNyWEq0IHIXXViCZxEm2NFsYZECLPYUb+DJVx+proRmv/rqKwkzkTOHbx6bOBsWSfl4feXauxazWRQhrgcLFUJcvB6Vi6iHjz76qGyo+ZBJi/oBBIeiAlQsPN/0xnfod5Kn88pto4KtD1WwqMh4YFItC1CtUefIpeNAomAMo2ZzYKEYCdKL750WdZDL+uSTT0oxBh6FGtaF6LkVOz4/cl4TYYsuLMIKW7RhYZEG5Pmw4RA622GHHQr63Ew9iJi2M+Pf+P5pz9p8esqma2fGJkpiO5vo0KFDC3pNFhaZQDEFBseMdTzwSClAZeNQQxcRDjt0vaAKFq881HXUOrWd4UDCfdu1ayfhV4guXTEI+XJoeemllyQX9d577xUimQ6pet5aWIQRlvBZWGTA8ccfL2Gim2++Oe/nUosTJXmErVAZIHlscA0aNMjruVEI1QSZKkQ2PKpquZHrpMoFYerhw4dLPp9VMyyygW4ZyYhSKg86cugeeughUc8Yl/x/DjiodHjk8f844DAfqKwlR4959/nnn0vYFmJHv1slaOTYoQiS26fdMrAIImxL2sN5550nKRluQoe6x78twbMoV1jCZ2GRAWwiECbIEcQvW7AJ4n+nJA9opwtUi3x6ybKJzZ8/3zzzzDNC8miZRm6T2qdgGptsg2NjJc+JjZbEeAuLdGCb4Ob1cEA1OC3HNGRKfh5dQAi3XnvttWJYTEoBleAUS5BPp5XlhFqZH3g7ErpFkaYv85VXXin/htzRHo2Kcc3rA1p8YWFhkRz2aG9hkQHkAuHGT16QV5A7hPExoSkIIyEmNi8UN9QJ1DY2tVzIHsbJWj1L0vm+++4rpA8vMV6T8C3/xiA5lZrBxkguFDl8FhaZoKodpAp1mBAqIVO6W+jBg4MNxI3UB7ztIGMcRJgLHC4YpyjYWgFLgQkpBhyEMAxXoOxNnTpVwrjcn6INXgeLJJ6DoiNIIgcaN5TsMT+sfYqFxd9hCZ+FhcfiDTazdII4igZKBgURkDzCq2r8Ss4RmyB5S7mElFBDyMc77bTTTKtWrWQzJXEfGwmKLkhax4uMsLDX58d2BlWQXD8Li3TAwoQwKYUUI0aMkLGOfQ/9ZHWO4AvJeCREy3ikMhb7GDz0ACFWxicqtALFjgpbDkQK/C8Z21iu6ONQ/xivVJKjtFOlnKoimYOVTVOwsPg7bEjXwsIDUCHoTvHmm29KGEpBHpJ2usDehCpaDdfmY5HBtGTTwy+PnDzCWJBFLbogPJZPvp8Cgor6YmGRbixi40NxBJ0nIHQcKjiEuMc4fyd1ASNoAClEaUaNxjsSosZBBcUOaxUF84niDRRrVekYk926dZOKZPpCk3aA7QqdMYAqeJbYWVh4h50tFhYeAIGDbBFWImSKcoFRMQQQYkYFLCSMxu3kzeVC9rSdGZsaOXiEZPEbY0PkNQl7/etf/xKLiUKQPWDJXnmD8cZYThcCxbCY7hV0uejZs2edyu0e4xA9iJl64XEfijBQxnk8YxdbIeYJ5M+tKlNkgdLs7oQBSSTdgJQHDf2q7Yy2VbNkz8IiO9gZY2GRAeQtYfWAovHvf/9bvMIwuz3zzDMlH4kqQqxbckkY13ZmhMJoZ7b11lvXtTOjZRS3q6++2rYzyxEoROSUEV7khm8bvWctHGDqzZhGQQbugI/++5VXXpE5AOEDycahmj6j6qF0a1oBqjifOwbKgIIiOmiQ26ogFYHuGSjjCnexkVblonDjTWnngYVFbrCdNiwskoBNC2JALtLzzz8v5q6obhRvXHHFFRKCyhUoFOQnqX0K1hOQPfzGeD1MdK11RGGAokQ4EnUJAkMeJt8jBCSxJVc5gk4yjD0sTQibum1M9CcEi39rB4xEUKyBEgexJgWBAiKKKtRUmTxWTI8BxI1iD2xaFBxuuKUDeXzuwg4LC4vsYXP4LCwSwIaFqSs9OcmXoxqQUC2bHtYQKB4QtWxIGQoJYSpIHgRS25lBPrp3727bmdUjsMK5/vrrJdxYLuCQwU37LWtYFKAuY5VCHmoyQAY54OCZt//++6c0KyZUSx7eZ599JqohBR6XXnqpVOlS4a6PQVVM7HBhPfIsLIoPS/gsLJIoFlQOUlWbCJQJmtVTiQshTAcKOiZPnizkEOWDSkMsJSCQ5OHl00nDIrfvlXA5Br4ofJpvVm6A2LnVOtRmFDSqbvmpUGLHZ0XuHpXmeOMlgtw7ckz5XJkfgwYNEtKHIsdjIJMcoNywHS4sLOofNqRrYZEAwlPJyB7YaKONpHqQ/rqEdpO1MyMUjJLnbmeGH9luu+2Wl8myRW4gD5LcPfLLCC/SUzjoZC8VYdLwaiLoz0zBD3ZBKJwcOiBo5NhRHEQ4FiUPwqfqnz4/eaUDBw40F110kYxhCJ3eB4KHWkr+Kjmu5LLy+S5cuFDC6KmKiyzZs7Cof1iFz8IiS0Dm8ASj+pANTduZEapFJcFcGZKH/YS7nZlFaUA4nUIBqqkff/xxySGD+ASR9EG05syZI4VCSvrStTpTBY/DCV1iMDXms+AzQKHGIw+j4ssvv1y6rtDRIhWZxFKF0CzV6XTDoNiI56bKFhUPgpeMgAJ70LGwKD0s4bOwyBJskNiZUHGIkuG1nZmFP0AeGmQnaF1GIHscNBh/9JBNrAonhQDShsrMgYODB6BLBeRMO1PQ9gy1Dosh8u4Yy9gL0VGG+yaq20oAsV2hWh21kBsFHxDIXXbZpR4/BQsLi1xhCZ+FRQ7o2rWrWETQfYC8PJLQLckLBmjPRSiTsHxQoCHUX375Rcy99W+EqUkdoAho7NixUvFNNwty6FD1KEzRx1JshJ/e22+/LXmokL277rpLSCSFFIS9+/TpY0aOHLlKUUcikimA6e5vYWHhD1jCZ2GRA2zSeTBwwQUXSM4lBA9SREsuwo8oVZmsQPxWWatjjpAsBREYfaMwo1iSWkBLMjwbaYNGNTlqHykGKHEod+TeEcbGaJlUA7zveD7SEXgdDi/kn3JfL+ObcK322LWwsPA/7Ey1sMgBluwFpyL1hBNOkDAlldEzZswIBNkDECkle7Qlw96EsCqG3/Sz5ffWrVtLPh3FExiCMy4xQeY+qM7k6gFy7yCHV111lZA97g9ppKCFKlteCz8+cvjomuFlfJOXZ8mehUVwYGerhYVFaDF69GghNhAlyB8dJfxE9lDSUrU1ozgD/zssVLBFwccRax/yRXkceXSAHDqqwbU1Gf+PxxC6xg4IUFCxePFiKTRCAcTgm+4tqIX6PKQpECKmitfCwiJ8sITPwsLCooiAbEK2lIxpFo2GTZOpZOTqoeIRhn7iiSekvzKWJwATcEji66+/Lr9TbOFuX8ZzQgypyqUdGSSOcC+hX9RODJHvuOMOM3ToUFH9MBcHWgSSrq+uhYVFcGF9+CwsLCyKBIjb9ttvL7l1VLS6Q6X8m4pawq0octovFlCFi6JHCJocPDewZIG0YYkC8NBD4Rs3bpwQO8LXf/75p5k4caIog2rw/dhjj4lhOK/Fe0oFG6a1sAgnLOGzsLCwKAKwT6GilpApPZjd5tzTp0+XogdUNu4HyYLYEYLld6ptIXJusqfKG8+53XbbSXh69uzZYr8CWcQHElJJyJfnoZCjV69edY/nceQxZjJptrCwCCfsUc7CwsIih7y7ZAYH7r9rwQVkDx888uVQ9aicxcrntttuk+4XtPGjuIJetY8++qg8joKMtdZaS6x/9DUhhaq+derUqe65AC3MIH7k7dEN5tRTT5WQr3rxJb5/YMmehUV5wRI+i9DizjvvFJWE/CZu+IxhO2FhkQvcHS209RhqHTlyCndLMqqBb775ZjFEZhwSYgUYdKO2oeQxJgEWK1Tbkq8HUOnI+8Mzz63uYZlCXh/dLgAkUQs3qMpdsmSJ2KsMHjxYXiMZKbUV5hYW5Qkb0rUILchruuaaa6RCkY1vzJgxstmS3I41hYVFNlCiRDiWIgqMjFHhCK9CsCBv5NURwiWHjjw8iBn9eyFkkLUff/zRrLfeeqLQoeJxU/Tu3Vty/VD8unfvbiZPnmzOPvtseV163NINg9Zwl156qeTgnXPOORLyVdNjnhPFj7w/KnAhlKoyWlhYWLARWliUDZo1axa/9957S/02fI9Ro0YhDcWHDBlS6rfiGyxdujR+zDHHxCsqKuJHHXVU/JFHHomPHz8+vu6668Y7deoU//333+MXXXRRfL311ot37NgxPnv27LrHXnbZZfEOHTrEZ8yYIb+PHTtWxuKCBQvq7vPjjz/G11577fi4cePk97/++it+xBFHxNu2bRtv2rRpfOONN46PHDkyvmTJklXeVzQalZ/PP/98vFWrVvHHHnusnj4RCwuLIMEe/yzKAiSoT5gwQfqIahjNIjlQiOgzSxjSYiVQ88jHI/RKuoD61VVXV5thw4aZV199VapkadlGpSyfH5YsWKRgfYIqSC4ftipUz2KRgiK49dZby/PQEo3HPffcc+bAAw+U5yfEizJIpS3t0BKhuX3qo/faa69JDp+FhYVFImwOn0WoQScBQmpsurSWeuqpp6S9lEVykG923HHHSThSLUIsVmK33XaTcC3tyBSbb7655NWRc0eIlRAvdiyAcQcIwRLKxRaF/8ffOXiQ58fzKSCGVNe6rVG22WYbIXuQO8K07rw8dz4eRRiW7FlYWKSCJXwWoQaKyQcffGDeffddqVzs27ev+fDDD0v9tnyL008/XfLHMOm1+DtQ5yiGoAuGYurUqeJth+UJhwsqY3/99VexVlEFENDhA0VPO2JQqTt27Ng6U2bt/UuuKa+RCMgdOXm26MLCwiIXWMJnEWrQPaBVq1aSPD9q1CjZjG+99dZSvy1f4pFHHhFCwudkkRwobRQBEb495JBDRLXDWoWuGNoJgwILQrkUWbgBwaPqFtVZyTVV44mh2lSWLxYWFhb5wBI+i7ICmymbscWqQHUaMmSIdGvQzgwWyUE17M8//1wX2qXydsCAARKKBVTIQgTVUkX/Tgs0KmyxYAG0PjvggAP+9vxuaxcLCwuLQsEWbViEFoTHunXrZjbddFPJsRo/fryE38ibslgV5Jb98MMPpl27dqsUukybNk0ULEiyNep1wGeEakx4F/KnipwSNcYbnnjY/+DTRzGGe0wquL/207WwsLAoNizhswgtIDBUQi5atMg0adJEqiYhe+RSWawK8s801Kjo37+/VJBSgWrJnlmliGKLLbYw8+fPN0uXLhVTb4V64g0fPlyqbN1kL/E+wJI9CwuL+oIlfBahxejRo0v9FgIDNRB2o3HjxqJUJf7dwsjhAQsUFNCDDz64TqlTIqdWK8ngrsC1sLCwqC9YwmdhYWGRJehd+3//939SwAGsUmdhYeF3VOC+XOo3YWFhYWFhYWFhUTzY2IKFhYVFDuCsTD6ehYWFRRBgFT4LCwsLCwsLi5DDKnwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFiGHJXwWFhYWFhYWFibc+H/tctLr/pu8VQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(x, y, z, c='blue', alpha=0.6)\n", "ax.set_title(\"3D Visualization of PCA Results\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "ax.view_init(elev=55, azim=70) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Observation:** The 3D PCA scatter plot reveals distinct groupings, suggesting the potential for clustering.\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## K-means Clustering " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Determine the Optimal Number of Clusters " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Use the Elbow Method to find the optimal number of clusters" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "inertia = []\n", "cluster_range = range(2, 6) # Range of clusters to try\n", "\n", "for k in cluster_range:\n", " kmeans = KMeans(n_clusters=k, random_state=42)\n", " kmeans.fit(pca_final_result)\n", " inertia.append(kmeans.inertia_)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plot the Elbow Method" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 6))\n", "plt.plot(cluster_range, inertia, 'bo-', label='Inertia')\n", "plt.title(\"Elbow Method - Optimal Number of Clusters\")\n", "plt.xlabel(\"Number of Clusters (k)\")\n", "plt.ylabel(\"Inertia\")\n", "plt.legend()\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interpretation: The \"elbow\" of the plot indicates the optimal number of clusters. For this data, the elbow occurs at k=3, suggesting three clusters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply K-means with Optimal Clusters " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based on the Elbow Method, K-Means is applied with k=3. Additionally, we experiment with a custom number of clusters (k=2) for comparison." ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
KMeans(n_clusters=3, random_state=42)
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" ], "text/plain": [ "KMeans(n_clusters=3, random_state=42)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "optimal_k = 3\n", "kmeans = KMeans(n_clusters=optimal_k, random_state=42)\n", "kmeans.fit(pca_final_result)\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
KMeans(n_clusters=2, random_state=42)
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On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ], "text/plain": [ "KMeans(n_clusters=2, random_state=42)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "custom_k = 2\n", "kmeans2 = KMeans(n_clusters=custom_k, random_state=42)\n", "kmeans2.fit(pca_final_result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "K-means clustering labels" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "clusters = kmeans.labels_" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "clusters2 = kmeans2.labels_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize K-means Clustering " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualizes clustering results in 3D space because PCA reduced the number of columns to 3." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualization for `k=3`:\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_df = pd.DataFrame(\n", " pca_final_result[:, :3], \n", " columns=[\"PC1\", \"PC2\", \"PC3\"]\n", ")\n", "\n", "x, y, z = pca_df[\"PC1\"], pca_df[\"PC2\"], pca_df[\"PC3\"]\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(x, y, z, c=clusters, cmap='viridis', alpha=0.6)\n", "ax.set_title(\"3D Visualization of K-means Clustering\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "ax.view_init(elev=15, azim=80)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternative Perspective:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y, z = pca_df[\"PC1\"], pca_df[\"PC2\"], pca_df[\"PC3\"]\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(x, y, z, c=clusters, cmap='viridis', alpha=0.6)\n", "ax.set_title(\"3D Visualization of K-means Clustering\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "ax.view_init(elev=65, azim=30)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualization for `k=2`:" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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zGFEYvv7668f9ne5eJ2O2JyHE/ekaQ9d1XyiUmDWbCK8rhms415kzTrsbozy23D5eD13h53l8BxM+MPA4Mhs68YGMGeCKMpyohU8ZNii2GAhOywXLaTBGhy4uWm34JO8kYjjQ4uc83XNScDptsLsCiyV3N3n2BF2ftM5RrNAKlWg96Ql2bqBL9Pzzz5dYKVomWBqEYoRuMkIBxLguBu1/5StfkQmO7bloDWMMnQNdybR4sFQDhSqtFSyD0h/XJq133HfuA0Wsc4wcGO9Fdxwnzf/6r/8SIUMhRlded7FzTBwg3C5OXtwHpxh1V77//e93uEN5PJn8QIsnJ2bGXaULlh9h7OTpp58ux9Ypy8K4tnS2geP6OaZozaLoo6WPJWzSDS2JHP90UzJMgOOGgf60ZNHyTCFOgZXOceLA72IpGVoXGSPHhyWWg6E7u7cYWG4fjw2FL8cahRXXwfcZZ+iERlAQdgfPFbtz8LxxPzge6Vbu+uBHSzRLH3H9FKIcUyyZwweJxHHIcXr77bfLGKR1nS5yXpu87pwkLFru+Tk+dPE6YZkaPpzQKjxYMImJ8ZG0TPIexWuP28N7RyoWdEVJO8OaI6xkNSxizDIdLLLs9/vtESNGyO8PPvjgcZ91Sk44LxY+njVrlhQ3feqpp/r1/e9973tlXV/96leTKitx77332m9/+9ulPAhLkUyePFnKY7BIbCKrVq2yly1b1vGZn/3sZ92WZXn11Vft0047raNALrfjySefPK50RV9lWZxyF30VXmaRYh5fHjsWjL3pppuktEnXUhEsI8JiwqNGjZISI8kUXmZ5Eq6XpULOO+88+7XXXuv0GWf/V6xY0en9nkp1dMczzzxjn3nmmXK8WErj8ssv71R4ub9lWbr77L///W8p+XLKKafYDQ0Nx/29p/1xyvJUVlZ2et8p2tuVP/zhD1LSg/vEUjYsCs5xwNI2qY6TnkoXdR0/v//976VkTnl5uRR8ZlFiFoZOLEnUGyyb8q1vfUu2leeb5YxYgJyljhKvhe7GLY8LS8RwOV7vvH7eeuutTmOQRYtZGuiEE06QY8ZSMLye/u///q/Tuo4cOWJfdtllcty6Fl5ubGyU7Zk5c6ZchxzvZ5xxhv2Tn/xEiqx3Lbzcld4KLydTion7+aEPfaij8DKLSPM88nMsYK0ow4HB/6VfRiqKoiiK4sAEFGZbs1wRLaOKMtSo4FMURVGUNMKQg8RkHMZr0pW+cuVKCV1JJTNYUdKFxvApiqIoShph2zeKPsaEMp6VsY+s+8lWeyr2lOFCLXyKoiiKkkaYwMLEMyZtMOOYSSXsq8u+0YoyXKjgUxRFURRF8Thah09RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXjqOBTFEVRFEXxOCr4FEVRFEVRPI4KPkVRFEVRFI+jgk9RFEVRFMXj+Id7AxRFURQlk7Ft+7h/9/TTwe/3wzCMId1OJbtRwacoiqJknQDr7W/d/XRe3b3fdb3d/Z74nmmayMvLQzAYVNGnDBmG3d2oVBRFUZQ0MhDB1fW93v7dkwDr7r2epj+KMP7N+em8193nevu9p/co+Hw+n/wMBALyU1EGG7XwKYqiZCGpuiH7sn519+/E95IVYLt27cLIkSNRXFx8nPBKVYB1fY//Tna5wcTZjmg0KvtDS5+KPmWwUcGnKIqShQKs6/p6+7034TUQi1d3Aqy+vh7l5eVi+fIy3G+KPMuyEAqFVPQpg44KPkVRlB5IR/yX82/nd07wXd/vTxxYOBzGpk2bsGDBgk5CYSBuSOffbrCCZQNdRR9FLl29ijIYqOBTFCVj6I/w6ulvqfy7u23o6feBuiGTFWAUCQ0NDZ6LAXOOWbaJPu63Y+lT0acMBir4FEXxXBxY1wl1x44dKCoqwujRo4/7W6bGgSmZS08i3xF9jqVPx5SSTlTwKYqHSEZc9fa3voRWf+LAur43GHFgfX2O7k9axLwYF+Y1UdBT5qzXcR4kOE45XnkctFafkk5U8CnKIDMQ4dX1vd7+3ZMA6+69nibVffv2yd+mTp2qcWAux8vCKJvHiRPTF4lE5HcVfUq6UMGnZB0DCbwfSjfkQOLA+uuG5ETjWBYUZTjwspBNFiemj6KPP2mZVtGnDBS9qytZFwfWdX29/d6T8GJ2JGuFOTFh6ShH0dNySnpQIZE56HVw7BiwVh9R0acMFBV8SrcMVHglfibd5ShId/FfQ1mOwhF/XosJ6ymuTnEvXhMBOv6OP7dNTU1i7Rs1apTnzrcydKjgyxAGEng/VHFgXa1gvEnREnbqqad6Lg7My8LIq/vlNbx8ntxwjbvpWFRXV6OiogIlJSWeK8OjDB0q+FxMY2MjzjnnHDzyyCPIz88fsADr+reupNsNyTgwr2ZGen3CVZThwrlnKccfE+3KoQwEFXwuv8jXrFmDtra2DsGnVjB34IbjOxh4db8UxQuCT0WfMhBU8LkYxzLGCzwTK697WfARr+6bF/fLq0LWi/ulFr7ucQSftmJT+os+HmSA4GMRzkzEy4JPJyRFUYZDBCe2YuPc4GTxKkpfqOBzMbyo+XIKcGYaXhd8Xtw3r+6XF/HqeVILX9/HxLH28X1a+jJ1jlCGFnXpuhwmPmTyxezVScnr+6YoirtFcGL/XccLpP13ld5QC18GuHUzVfA5AcVeFEZqCVOUwUEtfMkfE8e9Syj6nM4citIdKvhcDC9mPrFlagyfgxdvQF6dkFTIZhZeHYdeJ9Xz1pcIdkQfBR/nC72Gle5Ql67LyWQLX6LLwYt4db+UzMCr489NFj5uCzNimRiR+LO79/r6mfhvPsgvWLCg2/qq/T0mTiKHtmJTekIFXwbE8GWqhc/Lgk9vpIoyvCJsoKIrmb8ltoNMTKSjYEvmJ0VXbm7ucX+rq6vDm2++iVNOOQWFhYVJ7XMy9xznM46RQEWfkogKPpeTyUkbXr/ReFXIenG/lOEXYan8bfPmzbLegYiwnoSY05osWdGWuL503dPGjRuHnJycDtFXXFzc5/FN9ruduD4nno8Fmr1+L1aSQwWfy/GC4POigFBhpGSSCBuo9SuZzybiCKS+BJTzb97nKEz4e2VlJUaOHIm8vLykRFwmihlu86xZs2S/ly9fjqVLl2LEiBFpc3M7oo/eIfY057q1K4eigs/F8KLVGD53komTjDL88Fpw4qwGGhPG+mv8uWrVqh7X110SWLJuyUQRlqorcyDXx86dOzF69Oik49symWnTpskxW7lyJU466SQRut3BMZOqYOM5YFvON954AxdeeKG2YlNU8LkdjeFzL17cr2y1XA5VTFh3IixZdyL/zZczcfNBsL6+HhMmTOj0+Z4EWiY9pGTStg6UyZMny/lh3/RFixaJ2E1nIov231UcVPC5nEx26Tp4UUBk04Q0XHR1Rw5EbDU0NMjr6NGj3X42cYz2JMJ6EmROXFh/YsIGMvnSVXfgwAGMHTsWXsKL94u+cET7unXrcOKJJ0qMXzoEn7Oc9t9ViAo+l5PJgi+x/Y/X8PJ+9cZQxoR1Pb7JxIIl/uS14/ze3t4uMWFjxoxJKrZMGV6y8YGKwp1jcO3atXLPnzRpUsff+nuvcQRf1/67REVf9qGCz+Vkcgyfl4URcct+pSsmjK/m5maZEFasWNHt+noSYclatijC+pMh6Uxa/YWuz6KiIowaNQpewmvCyBlfXtuvZOH4ZALH6tWr5XqbOnVqv2P4nOWcY5kYYpNo6cvWY52NqOBzOZkcw+c2YTSUQravgq3piAXrSYSlEhPGnywP4fxOGOg9ZcqUPi1pAxVhiqIcT1lZmZRqYSIHr+/p06cP2MLXU/9d/uQco9dxdqCCz+Wohc+dBVsbGxvl34wL6+6z3ZWpSNYVyZ9OcHUqFrR01QpjUdjuAscVd+GW6yqdZLuFz6GkpASnnnqqWNp5/+f9ZCAxfIk4D2pcpzO3qOjLDlTwuZxM76WbrCUsXbFg6aia3zXbMbFqvvNvx7LGYOtkYsIy6WbqRSGhKJkGQxCWLVsmoo/3D4rAVOkt2cOJ6XMKNGtXDu+jgs/l8CLsWsrBbQVb+xJbW7Zs6Xii7O7zqRZsdUPVfN4kGQejlrDMQCeyzEAtfJ0pKCgQ0ffKK6/gyJEjEtOXSixfX9m9zt+cOUZFn7dRwZcGbr/9dnnt2bNHfp8/fz6+9a1v4ZJLLklbDB+FETMNeWE6IrA7AZWOmLCuIiyxYGuqVfOrq6tRXl4uNy6vVc33oiUsk46/oucrG84bs8tLS0ulDA/LtrBWX7KiL5lyLtp/N3tQwZcGJk6ciB/+8IfSKocX2F//+ldceeWVUkiT4i8ZvvrVr8rnW1tb0dLS0vGTT3VPPfUUbrnlFhFiH/zgB/H+979/UKvmp7Ng6/79+0Xw9ccd4Wa8fEP0opD1Il48T2rh6x7ei5lIxfmAGbzsypFMWZVk6/dp/93sQAVfGrj88ss7/X7rrbeKxY8tbZIVfKeffjrmzJkj7YT4ROf8/Pa3v43Zs2fjxhtvRGFhoQgn/i1TaoW5KWkj3Xh1vxRFcRdOjB0TOdhKjxm8LN/CB/m+lktWuCUWaKY3SbtyeA8VfGmGLtF77rlH6plRxCXLu971rm7fZ6FYxolRDGYiXhV8Xt4vRRkuvHhNpQNHuFHgnXzyyWLlYzIHRR+FWV/LJYvzWW3F5k30TKaJDRs2iAWONc0++clP4v7778e8efOQ7XX4VBhlHl48X0pm4eXrqz8kCje6cin0cnNzsXz5crHGJbNcsjiWvtraWuzYsWPIkwaVwUMFX5qgBY4tcd5880186lOfwvXXX49NmzYNeL1ah8+deHW/lMzCa8JIr6nkhBsFGZM3iouLZc5hzHcyyyULl6GXir2naXBQ0ecNVPClCZq+Z86cKU9eP/jBD+Ri/OUvfzng9aqFz714cb/0fGUOXtsfLwvZgZ677oQbRd+CBQskKY6ijwItmeVSwanVR/euir7MRwXfIOEEvg4UCr5Mv9C8ODF5fUJSlOHAi/eKdNCTcON7DB0aO3asuHfZASiZ5VL5Tmd5ij4ni1fJTDRpIw2wZApr7k2ePFkuuH/+85944YUX8OSTT6bFpZsO4ThcqMVIUZRU8foDVar715tw4/sMKaJxgKKPSR1OGayBCD6nnVtiKzbtv5vZqOBLAxUVFbjuuutw+PBhudAWLlwoYu+iiy5Ki+DrzlSfKXhV8Hn1ZufV8+VVvDYOdez1v2MGQ4ooxJi9u2TJEpSVlaXFwufglGzRVmyZiwq+NHDHHXcM2rqZkaVJG+7Dq/ulKG5AhURnkhVubL3GOYO1+hYvXjzgGL7u4ga5Tm3Flpmo4HM5mqXrXry6X0pm4MXxN1CB4lVSOdeTJk0S0ceqEYztG4hLt7safNqKLXNRwedyeDFplq778OoNzqvnS1GySQiPHz9e3Lts18nSLen+Tm3Flplolq7LyfQsXS/fBFQYKUp6UQtf+o4LOzRR+DU0NGDfvn1p/05H9HF+YgYvLYKKu1HB53K0Dp878ep+KZmDiqPsob/nmn3Xmbyxbds27N69O+3fmdh/V0Wf+1HBlwEu3Uy38HlRGHl1ovXq+VIyAxWxPdOf40IBxhZsp5xyCnbt2oXt27cnfX0ney4Sy7ao6HM3KvhcjsbwuRev7pcXURGheLUOXzLfxXJhy5Ytw4EDB7Bly5ak7l2pfGdXS18mGym8jAq+DHDpapau+/CqgPDqfimZgVr40ntcnOLJpLCwUEQf++Nu3Lixz/tyqt/piD4up/133YkKPpeT6TF8xKuCz4v7Rby6X4ripV66yZK4HGP6TjvtNNTW1mL9+vW9ul/7852J7l26j9klSu8n7kEFn8vRGD734tX9UjIDL1rD9JoaPAufA2P6Tj31VDQ1NUmtvp7ml57q8CV7z9+6dSva2tpk/Xpe3YEKPpejMXzuxGsTrdf3S8kcdAymT/D1tFxOTo6IPlrgVq9e3W3YUDoeKLg85y+nXp8yvKjgcznaacOdeHW/iFf3S3E/OvYG16XbdW5h9i7XvXLlyuMMCwPtw0vY8YNwDuP69fwOLyr4XI720lUUJZusYV7cJze5dLvGiC9dulTE34oVKyTDdqDf6SxL6BLmi+uha1dF3/Cigs/leMHC50W8KmS9er6UzMCL15QbXbpdjQonnXSSJHQsX75c4u4G8p3ESQZxlneSOdTSN7yo4HM5WpbFveh+ZRZe2y+v7Y+DPnR0f577K/iSSbzgZxYtWiT1+t588020tLSkxcKXuHxi/11aEr06ft2MCj6Xw6bUmfxE5FXBp5OSoqQfL94rBnr/GKjgS2WbTjzxRIwaNUosfZx3BiL4ultWW7ENLyr4XI5a+NyJl/dLUYYTHYNDb+Fz4HfMnTsX48ePl1p9zOLtD71ZBx33LmP6VPQNLSr4XI6WZXEvul/KcOM1caRjL/2Crz/Fk2fPno28vDzs3bsXdXV1aU8WUUvf8KCCLwMsfJlceNmrN3GvTbRK5uHF64rotTU8Lt2uUPCNHj1asnerq6vTblnU/rtDjwo+l5PprdW8auHz8n4pynDhxe4hA2Ug95lUXbqJUIgxno8uXhZnrqysTPt5TOy/q6Jv8FHB53K0tZp70f1SFGWo6I9wG2imLZedOHEiFixYIG3Yjhw5kvbvdWL6CEWfduUYPPyDuG4lDWgMnztRK4TiBrw2DjPdwsft5wM6rWP8mfjvxPfGjBkjPW2TYSDxbekQfGTs2LFSr4+ij4KMIjCd3+uIPu6rU5WC3q1MHgtuRAWfy9EsXffixf3SG6zi1Wu1qxjrTpT19fe+3ut6T6BI4ovWOecn2b17t/SyZbHjZBmqpI2elqV7d8mSJeLe5b5OmTKlx2V5TPpjkXRi+hwrHw0eek9KH1kj+Jhe7lyQzk8OqsSLlu9NmDABbnTpZuqTr1cFXyaei2TR85UZeOU8cT94/+WL92n+bGxsTIsA63p/TxwP3Ymxnt5jPdRkPpf470RXZVd27twpte6SEX1DnaXb27Ll5eXSf3fVqlVyXKdPn5727+Xxo2uXySI8Pjk5OZ68foeDrBF8H/nIRzqqezs9/ZynCedmwJvMSy+91NHw2S2Cj1Cc8qaTaXj1QvWqkFWU/rgoe/t7Mp/rCl2HyQgrekB4X0xGgDn/dl7Dee844YQT5NgmI/rSLdoGumxpaamIvpUrV8q8NGvWrOM+N1ADBccE6wBy/TxXaulLD1kj+BgvwZsDX+wVePfdd+PGG2+U1HOn3ctvfvMbEYJuFHwUq5kq+LwqjLy4X3pTzSyrGH863ot0CjDnZ1cxloqwSrSKJWtJY/mPPXv2iAjyMk6BY+JYsjgXZYLgI8XFxbLNjujjviR+dqCCz7m3ckw47l2OJ70/DYysEXx//vOfO/5NS95jjz2GP/zhD50+w98p+JINph0KKFBJpsbxeVXwefnG48XzNVwuynTHiHXnonz11VdTdlHyQTKdLsp0MRTf4TbRl2jp6070uVHwkcLCQtlmClaOSbZlcz6fDsGXWLLF6crhjFulf2SN4CPODZI/aeU7evSoZEuRw4cPu7LIcaJLNxPxquAjXt0vLzMcLspUhFUqLkq6vA4cOICTTz7ZM5Ngtl1TvD/OmzcPmzZt6lH0DZfgSybxgq7oZcuWiaVv3bp1WLhwYYdIS4fg665As2M5VlInqwSfIz5ojmYcwl/+8hdce+21cpO9/fbbJQDVbQNJLXzuxKtWiOHar4FkUSbzOU4UTnbkULoo+XOwjik9Fc5k6CW8em31Jfo2btzY4d5N9DK51cLnwG113Ltr1qzB4sWL+52l21NrNuffKvoGRlYJvkS+/OUv49vf/jbuuusuEVUbNmzAT37yExQUFMCNFr5MrsXnVcHnxf0iXfdrqF2UxHFR9ibAUnFRsicoJyaWkhhKF6WSGl69pvqC43D+/Pki+hxLnyP63C74CAWYk73LF+v2DdTC11XQdbX08Zp3U7x9JpB1gs8ZhF/5ylcwefJkieUjN998M66//nq4DSejTC187sMN+5VuFyUfLHgzZVzYULsoBzOLkpMDXyzxoLibbBXhjuh76623Oom+TBB8hNcXwwto5aMlfSCx8D19d2Jcn2MEUdGXPFkj+Jw+fY6lgoPliiuuwHvf+175m5sSNbq7kFTwuYu+gpMH20U5WFmUzPikNYwTz1C7KAcbL49Dr+DFc5Tq+WTyA0Uf3bu0mmWK4CN8wGNx5jfeeAMNDQ1yP+nPQ1ZXl25P995ES5/XroXBwPOCzxm0//Vf/yUTmVPImK/m5mb5DBM47rnnHowfPx5uJJO7bbhR8KXDRek8XfJpdjhclIOVRcmb9L59+yTGVXE3bruu0kW2T9yO6GOYEUVfd3XukmU4xCLvRWxgQCsfLZUUrakaVLpz6fYk+hItfdk+dpDtgs+BA44ZRXxxIHFSrq+vlyeppUuXurbGHQcwBV+mxvB1FXx1FfU4vKsCwdwgpsyfAH/An5FZlBxPrBnGWBW+5+ZCr4qSKXhVxCaSjCjhZxYsWCCib8uWLRkl+BxKSkrkXvnmm2+K6EuljVwy3639d1PH84LPOfk//vGPu/37b3/7W7mo3HyjcYuFrz/CqqmpSSyoGzduwqpHN2DzC9vR0tAK02eidFwRllx1IsomlaTdRZmsJa2/Lkq6ElggloLPS2JOb5bKcKNjsLPoo5WPJXj64x4dTncw74sMDaFgdUQfa/cN1KXbFSeRQ/vv9o3nBV93cVWJ//7Yxz4myRvXXXedNIem8Eg1CPQHP/gB/vOf/8jAZg2lM844Az/60Y8wZ86ctGw3B3BvFj43Z1E6F+7eVQfw1pNbkFOYi4lzShEN26g5WIvNj+/Cdbe+FwUl+cNS6LW/JLoUvIYX98mruPX66C9ZN/a4v9ZBwG4GzLGAWXLc+Z06daqEWjglW1LxRvVXtDnz40DFotNGjkYLij4mddDyl+7tTizQTFT0dU9WCb7uBAQHyqWXXtrx5NGfjJ8XX3wRn/nMZ+QJhk8Z3/jGN/D2t79dimmmUublV7/6lbiZW1paOr3q6urwuc99TgYxrWX8Ll5EiaLMrVmUNTU12LZtGw6u34vcvDyMmxordE0KiwpweOdRHNlaicUXnIhMJOsmKMU1eHXsZc1EbVXBbL8LRmQzfQaAUQQrcB7s4DsBo/PUTMse5ygnezdZ0TcQwUfSYR3kT8Yhcq6haGUI1YgRI/pcPlXPifN9jjdMRV8WCz4KJ6fnJAeE86JYuvXWWzs6brBp97Rp05J6CnF44oknOv3Ogs6jR4+WekRnn3120uth4UrixBpym2gxZOmY0047TQJ5+T6FJf+WCVmUToxFbUU9cvKDaGlsRVNNM2AARWUxkd1UG0ueySTcdIzTiVf3S8kMBho3ljHYEZhtd8CIbIBtcu4pB+w6mKEHYRkFsIMXdfo47+vsYrF+/fqO7N1kRN9Aj2d/w1W6K7zMeZVzFOe5k046CSNHjkz7djtlW7T/bpYKPsdFyxp7Tz31lAg5x+zrJEQwK/GVV14RV+wnPvEJcdGef/75/f5OWulIWVlZSsv99a9/7fb9O++8E1deeSUuuOACZBrOxTZu+mi8/uAqtDW1oa2lHbABf9CPorICjBiXuRmhXrSyeHGfFMVVRLfBiG6DbU4EjHgrNWM0bOsgjPALsAPnAkas6L4TFuOIPrYwS1b09Vc4OV6jdMf/MXyKcy6rGyxatEgMIz19f3+/2zlWlZWVsh3MGPZSnPVA8Lzgc040Y/XoZqWFLDH+jIOPbtLZs2fL52677TZpaN1fOFC/8IUv4MwzzxSL3FDE8GVClu7YaaNRe7QOkfYIjPg5CbWFEQlF0E4BmGHoU6OipJ9sedgw7FrADgNm5765QCEMqx6wWwCj5Lj7DecsCiWKPlrKGBPXm+hzg0u3Kyx/xvmX+8Ckju7KofXHpZsIv9tJdGFsvrZiyxLB5wy6iy++OKnPp+KC7Q7G17HUCy2G6YIXhxuydAci+I7uqYRhmPDnBCRQme8HCnNF9D1/16tYctFCZBJeTdpQIZtZePF8eXGfumIb5YARjAk7OBY+7ndjzMVrFPQonhzRx/Ajij5a+pwWnOlKvBhMwUcYksSeu9wHetwmTZqU0vLJbkNiBm/QpaXXhhLPCz4HFlnmy4ndo8XMEVHMgJo5c6YEkg5koH32s5/FI488gpdeegkTJ05M27Z7odPGoR0VMEwDRaX5aG1qhxWJmez53oFthwfcbHu48Jrg8+o+eVFEePE8eWaf7DB80RdgRl7nIzss32JE/acBFHrENwu2MRJGZAU/LKLPNgpgGPmSuJGYtNHdnMR7pSOYHPdud6KPuFHwEVremMCxevVqEX3MRk6HSzdxHW6LaR9uPC/4KJTotmXZlfvvv1+sZRxcXQsCP/zww7jsssv6Jfi4DLNouf4XXnhBglO9WIevv/D4jJw4Qty39RWNiERiMZRAm9zrotHOWcaZgN5EFGVwyPRry4juRrD9W/DZ2xmsF3sz+jii4XkI53wRMOfDiK6HYVdTusGwQyxJD8NuhBU4GzYFXwI9zUmO6GM8nOPeTRR9AxFt6RB8yTzAM86dYpXbzzluxowZHXPzQA0A6ViH1/C84KNYIt/73vfE3cqsVyeGjyVDfvOb32D69OlYtmyZfK4/A4Tr/ec//4kHH3wQRUVFOHLkiLzPBBF+30DxQgzfGVeejCfueB5hxvDxHpIguBnXFwlFEczNvIvTMxYJj0y2SmaT8deT3Ypg6La42LNhgy3FojAQgmlvgj/0V0TML8EI/xuw2mD7T4VtN8bcuXYkHttXARhjj62yFyME5ytmvHYn+oZT8NG61pPFsSucJ1lqhpZKGmMYT59Ol66SRYLPYd68efLqChs9MzOXMXdXXXVVv1yLt99+u/w899xzj8uuveGGG7LawucIvrziPARz/IiGox0xfCK8/T40N7Rg3+YDmHlSei2jg4lXY/i8uk9K5pDJDx2mtQmmtSMu9kwYYEIarycbBlrhs16Gr2U9DNRyTwFrOwxQGBmwUQoY+TCi+2CzCHOcvsRPV9FHixnnjIEKvoGch1SXp6GERheKPs51jmFmIKTDLew1skbw9RZHsH//fuzdu7ffk91gT5CZ3kuXNFY3wef3o7g8ECsub1kI5gSkxVprUxuqD9RklOAjejNRhhMv1qzL9IcNw26gzyL2b/nZOVzFYBiLvJzfj1UoEBFomzDaH4XtnwcYhUmf5+7cuwMRfAONqe7P2GSTAkf00QOXStOC3rYh08dUOskawcfSK+zrypPPPqiOxYyuWHayYNIGceMNlILPqR2YaTgX3OgpI6XwMkuwFJUXdbzfVNuEnLwgyifFg5kzCC/eTNw4/pXsItPGoGEdgWltBCje7AhsUKg0wugi9pLDghl+GGg2YBV8EzB8SYsniiRa+pgEQdHHmn2ZYuFzoGWPou/VV18VI8dAhGeiSzfTxtRgkTVJG9/85jfx05/+FKWlpTKQOBAo/DgQ+LcLL7xQPu9Gn78XYvhGTizDiW87AaufWo+mumaY7MAhYsnAjJOmYsrcCcO9qUocr4lYJXPItLHni7wGf+ReGHadOG2ZhGEjH2a/xJ5DWESfFToVyLk0JfFE0ccwJYo+1rkbLsE3EHcq28ixNt/BgwdlPyhi+9PyVF26WZy0wU4bjG1grAAFFN9nb0L2pHX66LqVTI/hc35e/cVL0drYiv1bDsGKWuLOHTNtNK7+0mUIsD5fhuFFC5+X0XOVGbhykrab4IuuhWFXwDZKEPUthmlVwB/+M2BbsDAWJnbCsCtFsEl8nsTu9ZcQfK13Ihq8KGXx5Yg+ukYJvUOpGjLSYeEbaOFkduFgS1RaK1m+xZnLU9kGV46lYcTzgs+BXS+czhetra0d1j123nA7mV6Hz7n4Js4Zj5t+ei02vrIFVQdqUDKqGCeedYK4ezMVr4kIvUFmFl47X268ngzrMAKhP8K0GefN7bMQCP1JRJlpV8JGEAY2HyvBEk/SGPD32jtgNv8Pcn2nosGYnNKyFH3sYkHXKK1kqQqm4XLpJi7P7WUsIuMSKV65D6kUT9Ys3SwWfI7Qu+eee3DfffehurpaBs873/lOfPjDH5bK327FCxY+50ZeNrYUb3v3Mhj2bpjWAdjGHlh2XqfK8pmC1ybbRPTp2P24URylA1eNOwqPyAMw7d2wjKlSENmM7oFh75Lp05YMW3bLYC29mEu3a6JG/4nCiKzDqLx1sMLnA/bsY313k8Bxg/J4OqIvWdeoGwSfUz6N1kq6p5cvXy5eOrp8U3Hpumo8DTNZI3/ZU4/FkW+66SZx4V500UVSIPnb3/42br75Zum24VYyPYav0+RktyEQvhPB1h8i0P5rBNt+imDb/4MZ3YpMw4suXb05KsOJ+66nWpjWVljGyHj3Cz54HwVAzxCvlQiMNFv2jmHDsPcjx9yPsUX3w2z5CWBVJL20k/BAwcTjumrVqqST/9wi+BJbyRUXF+PNN98Uw02y69CkjSwTfBz0hFa9119/XVqf3XXXXSL07rjjDumMsX37dvztb3+Tz7kxG9ZLFj5f+Bn4w/fAh3US82JiG3zWs/C3/QKwm5FpuG+CSg9e3S/F/bhpcjbsMGBHjznD7DAMycSla9EnCRqdLXrpvm4s+pThN1thRDbDbL83ZdHE+YPWPf7utDFLdtl+b/UAy7p0TbjguhYsWIDy8nIRfWyTmuo6lCwQfM7EtW3bNkyePFkse3yPg4EvXgisX7R+/fpOn3cTmWzhc5DjakfhD/8LBviUekzAGgjDjxUwwy8jk9CbiTLceG0Muu3+y363TNIwrW0w6MpFo7hxDTQBRg4s84S46HNI9/mwYdt0S1qx741sAqyqpJd2RJcj+jjnJSP6BiqWBiPpg+tj84Rx48aJ6GtsbEx5HdlO1hyN3Fy2uDk2cDgQnMGQeJNx4w3U6f+b8RY+OyxWve6xEQjHrKyZhNsmqIHixvGfDry6X17ETefKF30Zpn0Ipl0D094Ckz1wQaERhY1CwKblLzEuLt19wVnshSWs/DAMPvRHAOm9m7x3y8ERfZxL+hJ9bnLpJsL32HptypQpEtNXX1/f5zq8do8eCJ4XfM6gmTNnjsTubd68uZPrll02mKnLXn5uhcklmWrh6+zS5Y2x5/0wsQ+ZhJsmpnSjN0n348Vz5KZ9MqxDkrDBQsoR82TY5nTYKGalOETNZVKKxWevk5ZpsWLLg5UDacNntImF0aZ72ShJbqluLFxO5ivnP2a/9iT6BmodG8w6fnx/xowZ8mL2bk1NTcrryFY8n6XrDNrLLrusow4fcbKVaB7+n//5HynInPi+m/BMDJ/h78PhkdyTq1vQp0dFST9umaTZPYOt0ixjOjcKFnvdmhSCBwGD/wjAiLZRjg3qvcswHFHWAiO6C2bbP2DlfSyeRJK66HJEH8XS2rVrpbBxV3HnBgtfX4Jz6tSpsi9MRmFYFtukprqObCNrjgYHBgM+GQ9H3z9NwXwy4E9az5wsXbZZO3LkCNxEJgu+TsKIP9FzSr1ku2WYgPKa4HPLZKtkJ665nuwoDGt/PJHsWO/bGH6YFstKHYrH89F1yutmcMJueESiVj5gjIBhRGBEnoMR3TSgY+mIPtajpaWvq/vXDYIvmeUnTpwo9XUpXLvO22rhy0ILnzNw3njjDWmhNnLkSBnkHAzOBcGafKzHd8stt+CBBx7AW2+9hZ/85CdwC5lceJkkXnQWJsAH1rA6Hjkb0UbAT7eJ+/HyzcQ1E6+SdWNwuPdJXLnhf8BnvQXDPgJftA62MR6WOQ2wG2BaO6RvroXxknDGMBU+yqY/QzeO7UPELoJp5Mv3w6oHojsB/8LeF+vDwsV5xbH0UfQlWvqGO0s3le+nl46eOdbq4/eyLZuzDm7DcI8nN+F5wZf4RMPGzHTpciBwgHAwMD6OpmAOGsJMXreJq0zP0k10fVqY3KPg42UZCP8YYf/3kQmoS1cZTrw49oa94LcdRiD8F5jWdljGJJiGBcM+KIWWfdGjMFAXT8yw4ANrhw5+Mh1dugGzJp4PwnnAAqL7ALsFoAgcwLHk3MJQJ8e9S9co58XhtvClKhjZhs3pIcz5m/N44jao6MsSweecaCZlsAZfX4Ps/PPPl9ew33g8kqXbVRjZxpheH4T91isI260pVZQfTrw26bplzCvZy3COQdPaAtPaI2JPyq74ZsOwSmBYO2CiWhLPLBRLooYhHTaGBmboGmCfXpIDM/Ia7OYjsHJvAPxzul0m2TmsO9E33IKvP8szZIsWS6fAtLp0s1Dw0TLGwUPVz5fzb77vxC20tbWJpY/xAM4E7qaB4iULn81g5141UgsMuxl2Bgg+N42RdOM1IatkBsM97pikIVY7w4k19sE2xwN2PWDXwUJJzKpmD60XKHan4XxlwjZmwTanSYyh2XYnrIJvdtuaMhXRlOjepWuU4inTBB8ZMWKEGHe4H46nbrjHlJvwtOCj0r/mmmukT64j8FpaWmQgOSKKbVr4uvrqq/GLX/xCPuO2TF26o71i4YM5qo9SVVEpdJop6M1EGU68+NAxnPtkmaNjXTSYrOGIKLsNpl3bIbj4+/GJHENFPmzfGMkQts3JMKx9MCIbYQdOHbBootHDsfRxnky2Z213DNS6NpDl2YJt2bJleOWVV7B3714p1qxkQZYu1f55552Hs846Szps0K/Punss3Hj55ZfjggsuQElJiQx0pw6fG9O4M7kOX1dhFDXO7vvDBhuSux+dbBXFWw9QtjEDlu9EKbbM5A0zug6+6GsAaPmzYaJCXgbah2f7EIJhVwAS9kJ7DQvaN6fNSuaIPiY2sppF1+zdpLczDXX8BrI8a+46CZmsvTvc48oteNrCN336dPz2t7+Vf+/btw9f/OIX8bvf/Q7ve9/7Oj5D695XvvIVab1G3BS750CLo9sSSfpt4evDeidHPl7Cxe14OWnDq/vlJbx6job1/muYCAeug20XIhC5FwYaYLGjBnIkbi/9nTRS3Dy6m6P7pb2a7ZssrmdxOXdDf+cyJ7yJ1jG2HF24cGHK4ssNMYCE8Ygsuea2OX24cJ85K804Tyi7d+/GypUrO8SeMyCYucsnmrvvvrvT+27CSzF8CJT1vYA1dMHQA8WN40XpHj1X7scV58goguWfD9schQg7avgWSNkVG8fac/aLtFRuyY3VMrUbYUa2wvYtBHyz0i6aaGQoKytDU1MTNmzYkLKlzy2Cjy1VKV6VLBF8zqBhOZb29nY8/vjj8rszgGn5e+qpp8QamPh5N+GpGL4k7nlm5CVkAm4cKwPFi/ukZBZDNQadBD66L+npobhxCvI3NexGKBRBS6sfrS2NiLKjhmXBsnywbd7PjGMCLtlXGoQfqxwYpgEYhbDNUljBs2NdP3rYv/4eSy7LeYfGELp2KfpSEeNuqONHnDp8el/LApcucU70zJkzccUVV0gSx4033ijNlzmQn3nmGezatQt/+tOf5HMawzf8rk9/5D8I5VyCTMAVFolBwKv75TW8NpF1ejC07Y7yGvyZ+Ep8r+vf+/q883ui1YrH0anNyp+jipsxZXQ72sO1yAvWSsxerMiys20BGEYv7dR6Oy12ws8UT59tzIHtp4UvAsM+SpdJz58doODjskzcoOhbvny5iL4FCxb0uU4uO9y9eN1YbcMNeF7wJWbuMJ6P8Qh//OMfcejQIXHnMqGDXTUWLVoEt+KZ1mpJ3udMrO6zqKgb8HIMn6L0RXeCLFmx1dPvLJFFGD/WmyDr+u/E33m/pFDp7TNdfz9OnNgLEGzbhGJrTTxuzwdD+uXyeqfVyGmn1o/r3+i/6DOsVbDtpYBdC9soB3xTB1XwER5LJjUmK/rSIbbSYSEc6DZ4kawRfIQ3gs9+9rPyyiS8IPgSsRCAmfC0fNznpR5WI+wMEHxew4v75FX6etjg31O1fqXy+a6CLFlx5Qiy7v7OEJv8/HxMmjSpd0E22IjLdAoggo/TpA82/PFiyxZsWKka57qsv79u3WqY4eWwfSfAyr1qwJ02kl020dLH1qPsX9vTutMl+NLl0lWyVPAxVoNPKAcPHhRLH8u08KbFLB7eZBjg6Ua8IPg6T04TAOzp+fPiusiMWnxetfB5db/cRDKCrLffGZLCUA+2k+pLkJFEcdWbtYz3G4aR9Pb5rr+nK07qyJEjch/m/XhYoeCx98MyT5Ai8MyOtVmXz7Jh2huZ7gfbbop1vZBWkQOw9KVg5TPE2tgAy7cQduDMPnYhfYKP8Lw4lr7eRF86BF866vgNdBu8SNYIPt4Yf/zjH+Nb3/qWDFxmID322GM44YQTcOedd6KgoACf/OQn4UaYpeslwRfC9fDju70vZEX5UO1q1KWbOfTnxt9VkPU3Vqy3vyXSk7DqSZDxnsb32Sy+L+tapgSuu+t6El+DlJLq2CqD/yqFZYyCET0AEyzIPIBtTln08YNh+EJ3IuqbADv3ykERfD0JrkTRt3HjRsyfP/+4z7nBpessr/foLBV8tbW1+PnPf44///nP0lXj05/+NL7zne/gP//5DyZMmCBikILPjXX4HMHnxm1LhuMuuuDpVH29Y7pc7Xn06TGT9ikVQUZrGD+/Y8eOlKxpiSRj6XJeiRayvgRcfwXZnj170NzcjLFjx2Io4XHctmIn1j23UeTHpBPGY9qiKRgzZWRaXGiuGIOGActcCn/0Edh2WUcxeMOugm0UwcY4+PGyPL4O/LtSt/Sx04fZ9ktE/YsA/9RBsfD1dC77En3pcKemI4bPFePIZWSN4HNcuu95z3ukCveHP/xhfO5zn5P3Z8yYIR043Iqn6vCRwCjYoT7ubdFIRoxOrz49pmO/UhFk/Q32T6Q3McZrn/92Wif2JMh6EmdOeYdsgOft6O5KtDS2YuTEMhSXF3X8ra25HX/55r/x5sOr0d7SjmjEEvdnUVkhFl9wIk697CSMnFCG0jElKBtb2q/vdguRwPkw7W0wrR2wbVPcqTbyEDEvhj/K8l70uqRpe/vj3rUbYISehu2/aUhcul1FnxPTt2nTJmlf5nw+He7UdJRlyZbrNRUyYEpND4wJOf300/Hcc89JeRa2XeNTP2E18VGjRsGtZLpLtz83crP9IVj+D8HNZPoNJVGQJYopxyLO62Ogwf6JpJI16QiyZKxpyQgydtLhZ1ieSemZ2qP1eOT2p7F7/T6E28PIL87DiW87AXNOmYH8knyseGwNXr33TRF64VAE0UjsHDdUN+K1+1fg9YdWIr8oD3mFeZh50lS8/xtXYsyUUZl5XRllCAU/B190JQyLMcf5sdg5OwozvCl9Yq/foi8Kw67scSsGy8LnwCoXjqWP7cvmzp2bNhdqOly6idvvmjE1zGSN4GOM3gc+8AFx2zITjAOARTb/8Y9/iDv3uuuuc+3A8F7SRt/3tADuQjvcL/gG0yLhCLKBlrpIVZA5ZTE47noSW8kIsq7/duO1pRyD4u3+XzyG7St3oXxCGXLyirHnrf2458cPIzc/RwoRN1Wzv+rxYz4SisqLtDW1wx9oxOFdR7HiibU45eLFOPniRVhwzlyxBGaKhU8wihD1n9fpLX/bb+Nt1gZhW1MSfRHYPXTZGGwLX3eij1D0JcbP9fe7ibp000/WCD522WDBZVr2vv71r8t75eXl+PKXvyxi75ZbboFb8aLgizV56bldj4kjyJQ6ZHS3p6vURW+CLFnrmCPIUvl8oiB7/vnnpS7lsGdKKn2Szklt78YD2LtxP0ZPGYXcghxU7q9G7ZF6tLe2o7m+BXY3Qu/4DYJ8jtY/ipbmuha8dO8b2PLmdiw4ey4+8N/vwogxffTTdvNEbbfBH30tXX3SBiz6bN/cYRV8ie1JKfq4DEvqpKNo8kBdulqSJYsFH2MO2FGDg4ACij9ZW4gC0O1kuku3O8FnoQwmqnpeZhAtZOn8vbq6Gjt37pTvS9ba5WRaplL2YigtZK6ecJVBs4Y1VDch3B5BMC+AtuY27N6wD401TbAYp5f0RnX5yWs9YuHo3irU37cc+7cewuLzTsSJZ5+AuafP6jHD040Y1gH4wvfDxI7+NMlI8cuS1JTRmh6bbQyV4CN8OHQsfYyXHQjpiAHUGL4sF3xk6tSpPQ4uNz8NeC5pQ3LbPg8/vnX8h+Mf48crKioGHOyfSGIR177EVm/uTOd3ZnyWlJRIPUd1WSqZTunoYjTVtmD5Y2vRUt+CaDh9/btp9WttasO2lbvQUNWEDa9sxjnvPwOT545H5b5q5BfnY9bSaag73ACrCRgzagwCOT23DRsy7HYYdh1gNyMQvgNmdGssdq4X70TaSKI4sxl5DhbOHnbBlyj63njjjQF9v7p0B4+sEnz33XefWMoonpyfjksu8X2+WK8vVV566SXcdtttWLVqFQ4fPoz7778fV111Vca6dJ2eiAO1hjFWkgkAbGfnvJfrq8XZC3r//sMH1yFql3dr7XJaJyUr4AZDkCWKQq/hZkuLMjCYjNFY24yC4jzk5Od0vP/6Q6twZHcFInTHDhK09lXsr0JLUyv+9f37MWoSr28TodYQWpvbYOYaKCgqwMtTV+C8D54pcX/Dgm3BF30BvsjzMKwaGPYBGKhPsOv1u1VGavTxNUZ0b49/G2rB54g+lmlZs2YNtm7dijlz5qS8nnR26tD7WBYLvuuvv14GQFch4Ezc/Om4e7/5zW+mPOBYE4uxTx/96Eel1l86LXyOazJRXPQlyAYa7M9/J14w3VnIehJbiYKM8ZO8EYwZMyZhmYmA8fMe95mHfsmCQkT9S+BWvFrUU5+MvQmvZ5ZTWf7oGnHV5hXlYslFCzFn2Uy8cPeruP/nj3dk3Q4mkfYI6o7Wyzgrn1CK8TPHYMsb21Ff1YhgfgCjJ41E1cEaPPirJyQzeMbiKRhqKPYC4bth2+yhWwMTFfEyLBhawZdId35kmkNdJPgI7/2MIabRg+uYPXt2SutKh9dNXbrdk1WCr6mp54sjHVxyySXy6i+MB/vpT38qwrGlpUV+8sUSGWTJkiUinthg/He/+51cWF0FWbJlLJJtLp74Xn8vIFr4mCU9cuTIhHdL6CXpNQ7GlsQOd+NFwadkDqlck689sBKP//5ZtLeGYJiGlGDZt/lxGD5T6u6l04XbJ3bs2tmxag+qD9Ui3BZBycgiNNU3Sxzh2GmjcWDrYax+at3QCz47JJY9m8FxZhBGtAY2KPx4fChGgtLtYljoIvoM7IYReh528Ly0Ji6ko6SLk8hBUhF96tIdPLJK8CUzUQ9n02V+N8UdrWHjxo0TkcR/c/C+/PLL+NKXviSZxSwcvXjx4uMakLt1gPe7vU/U3SPUrcc7HaiQ9dY5YsHkV+59ExX7qxENxyxVXLq1sVWEXtci1kNJ7WG6SiGZwD6/iZb6VhiTDeQV5kiyx1DDmD2+bBTBjG6DgVi91pjY41GLxgXgEB6zRINiJ9HXDrP1d4j6TwLM0rS2VuvvHOiILc5fFH0rVqyQ32fNOj5JZ7Csc4liN1PaCg4FLp5OB5eeBsBwDgxawG6//fbj3qcI/MIXvtBRMDrT6K/r04w8BStnGdyMF4WRV2+OXjxXySCWtNW7sHPtHqmRV1ReCJ/fJ0KvsbopJvZccGiY2MFafoe3H0X52DIRqYzxI7RGbnx5C2qO1KFkdDHmnzlHOnoMynYYBYCRB8OqgoHq+KHJgSEqixmokcHN0E1R9BnWPhjR9bDNs13h0k0UWzROJIo+Fj7va70D7bLhrMOr97GBkLWCL5NgDB/J1NIsPQk+G34YneJiOhPEo2jDN+FWvBrDl+mwBtyW17dj5zp2RwCmL5wC/ygDgWD23e5aGlrx6O+exvoXN6GuokFiY806E4UjKGri4t5lQ7iloQ0rn1iHEWNLMHneBOzbfBD33vYwKg/UdFxzyx9Zjau/9M7BcfcaBYj6liEQ/YvcpQyYsMWda8BGQfyeRZfuMFhFuw0dbAWsmJXULYIvcVlH9DnuXVr6Buu7E9fh5sobw0X23QEzEK8KvjBORA7W9rzccMXJJImXnyAzVchS7D3wi8ex7oVNsKIsn2GIeBg/fzTOu+F0ZBtP/vl5rH56g1j1cvKCEr/H8igUDmyb5jq1F8eKWpLY8fdv34O8ojyxTE45cSIKSwtkkw/tOIIn73geH//ZNfAH0j+NRfyXwhd5CqbVKLHEFHl04/IxlBLQRnG8jugwHL/jCjPHXMxuFXyO6HPq9DmWvsH4bge18HVPVgs+JkBwYFBQMTvXrTjblqm1+Hq2hOUik/GqhS+Tb5SbX9uGdS9sRNnYEZKFSihwdq7YiykLJ2Lu/GEq8zEI9DUx0v256bVtKB1TguLyImmXVrG3Uu55rY1tUg4lmBuMCUAXwn69R3ZViqgJ5gbQ2tyOibPHonhkEWzY2Lp8B/7vRw9JZnF7cwjTFk7GSRctQNnYzrFs/cLIQ9R3OQy7CTbKAKMNhs3jxOu9DVFjAUzrsS6Zu8Mn+szQm7ACpwPmiLSInsEQi4nuXdKT6EuHdU6zdLvHvSpnEDly5AgeeeQRrF27Fq2trZgwYQIuuugiGYzsyDGQLGAW43XYvXu3fEdZWZkU5+0vHLhMyshUCx/pThhFsQhArEhnd/ByNaK7YPumD/LW9R8vCr5MZseaPRIL5og9kleYK+fpwKZDnWrR0YqUWIfOazTVNiPUFkLhiFj/2gmzxkoHjdaGNrmXUCiF2gfWFWFIsIFQaxjh9no01TQitzBXagW2t4Rw8GePIZDjx4hxpdi6Yic2vrIVH/rm1Rg5ceDxfVH/MpjW6zDtQ7CNcthGMYzofhhoh99+Xe5gw0qi6Is8B7PFhJV/c6fkDTcJPlJUVNSpDduMGTMGxTrXNWlDyVLB99hjj+FjH/sYampqJAGC1jNazr7//e/j5ptvxne/+10UFxf3a90rV67EeecdS49nVq1T/+8vf2E8SHa2V+vREpb/EaDl970va7lX8Hn5RpKpQtbZbisSRX11oyQB5BbmiLWosboFB7cfxrrnNmL1MxtQc6gOvoAP0xZMwmlXnoxF586TZAavwJ61dIc21zUjOLZUOleUjxuBikgV2qraJSnCpR7dXpM6mmqaj71nxPr2snsH3feM27z7Bw/gjKtOxqyl01FUVtj/7zNHIRz4CALhf8C0d8K2wjBQKaEmUrLFDQcvLvqsaDNMvAwjfBLsnCuG1aXbV9IFRZ/j3iVdRZ+6dAePrBJ87HlK8bVs2TLceuutUiTZqRN311134fOf/zymTZuGz372s/0yKZ977rmDNlEOV7eNdMALr9uyD0ZAwp57O9JG6ECPvSLdQKYKo95w642SrseGqkaJ4yooze/2MzMWTcEbD63CW69sQXtrWEQC49Yi4TDam9vxvXf/XASCHbViPy1bWnvt3XgAB7cdxjs/dZFr9787ettWip0lFy7Ai/9+XbJca4/UybFgV4vB7KYxpIjYsdDe3IajTW0wfAaqDtRgx5rdKBpRiHd++iIsu6x/xdsN6xAC4X/BtA8Atg8mDsJACyyMiv0drOs6fOVsOmDeje2DFa2H0f40MMyCL5llHUufk707ffqxh3pN2hg8skLwOQOIRY1Zv+7uu++WeALnKYAWvU9/+tNS0PjPf/6ztEMbiAs23XAbHUtkJtLbxdvXZe3D84jiBriRTBIGmUwkHMEr9y3HysfXStZpTkGOWOPO+9CZnVyyvM6Lygqk1AgFjmkasmw0asH0mbGEhfo2KezLc0fLX2FpvghDir81T2/A7JOno6C0QLJYS0f1z9LvJniMmuqa8ejtz8ixKCjOlzp84XZ4BzsW7ydEgfaoLbX9qvZV4/df/DuO7q7AZZ96u8QsJr9OC/7wP2Hau2EZkwDTgi+yWwQeRd8x657pCtEX8LfJJoXbViCacwT+nLEDttINtljkvJso+mhscb5by7IMDlkh+JyWZK+99ho+8YlPSEFI0nVQXXvttSIK2fHCTYLPsxa+JPBhP8BgaSPXU/vldtxkuWTB4Gf+9jJyC3Ik25QJBy/93xsItYVxxWffIZ+hqHvqz8/jhbtfQ/Xh2uO6RrCHa/0Rp4Au50Zb1kOrX05BrsSDsY/sHV//F/ILcxHMz8GJZ83BRdefLW7RTD1HdOOOnFiOkZPKUT5+BBprmySZw8tIG8pIFCWjS9BY3Yjn/vEKcvJzUVCSD9u2MHneREyeO6H3B1F7L0yLYm8sYLCzRnt8ujTj/zYSum+4BIPzRAuaKr+IgrG/dl3SRk+i7+STT5ZwKELRly4Ln7MOFX5ZJvgcmKDB4sY9DQD+jcIwFHJfIDNj+DLZwtfT5GRhUkzU9UgUprUFlm8x3IibhFG6cNMNkp0gVjy+TsQes0xJbkGuxNqteGKdCDVasBiPtmvdHvmZbD9YunOjlo2Whha0NbXGvq+pDVMXTBbr4OsPrhTL37u/dBkyGR4jwlImdInbHn1I6cAGWpraEMwP8qkejXXNuO+nj3QkctAqfMrFi/COG8/v0erHjNxYrB7FniwF2xgpWbuxZI2ga6x7iUiHi+AuHNh1F2z7tLQUT+7Psql8b0lJiYg+x9KXl5enLt1BIquOCINDKyoqepykmWHLlmZs/Ow2MjlLt7eLt938Wa/L2miCYdOF4j7cJIy8Sn1lowiyghEFklnbXB/LPKVFb9/GA3j1gRUSf/fmI6ulQG/FvqrUY+klDsyWF9t77dmwX75jxNhSKfMi68xgxs8Yg+a6FtQcrkVkKPvlDiMU87VH6tHa0CJJHhTuE2aPw8Q545FXkIs3Hl4t57YnLHMCbKMEhl2T8N4s2MgX2x7FoCFdN9x2PFlmLIw83/oB9Y4f6rZsFH1073IOPnr0qCZtDBJZIficwffOd74Tr7zyipRL6ZTRF3/iZWwfEznGjx8Pt+HJLF3i29P7sjw/xgS4FS9a+Ny0X4ylo1uS4m7jq1ux5Y0d8Z/bJVh/wsyxHZarcFtEXgOBWaAUfYd2HBWrIi2GFJ1uJZlJbfYp0+Uexw4WtIZ2xLtlAdxXxmwGcwIyD/B4MSyAVuDNr/cs+GAUI+I7HwbaYq3L7BoYdoWIvrD/fYj43omIMd+VUyjF6OiyakSjbVKCrD/X8nAkfDiij9s8UC+b1uHrHveN1kHAOfEf//jHMWnSJFRWVnZ63xGErMH30Y9+FGPGjIGbcJI2PCn47N7roEktPgmSdh9aeHloBF8wL4ije6vEwhfMCyDcFkZzQwv8QR92rd8jWZnpJBqJSHJIXUW9fF/VgWq89sBKrH9hk2uLFPeKjFNL4hZN1vT0UOmZZKHAS7xWeQxYyLnXZfzvQDhwHWyT7dsMWOZshIM3IhK4Dpa5EKZd7TqXroOJQxhbXom6ujqpTpEqw5XhS9HHOD4mUO7du7df63C2QV26WR7DR9H04x//WP7NC4ExcXyP9fjIV77yFbgVr8bwwVza5/Jm23+A3HfCNsbANsfCLbhJGKUbtwhZKR7c2o7y8aUSi9bWHIo9AAX9Yr05uif97lbbisUOVuytEsH56O+fERchT/eYqaPx7i9fhvEzx2bMOTqw9RB8fr/EqzFb2Rfwo62pTfYpW2hva4+dQ58hCT108U5f0EdinmEi6j8LUd+Z8Y4afhj2AQRCv4Rp7YQhrdXciYFWjCjYhMIRZ2PXrl0yz02dOtX1go8who9lW7Zv3y7r6U8CpePSdct9zC1kleAjNBf/6U9/wquvviqt1Vie5corr8TVV18tws+tpuBMjuEjPV54gVxIKEwv+PEgENoF2yhE1DwFkcB7AcMdHRL0hjK41Fc1INQWkfp64VBUCiczy5STdlNb86DVvhUxubcKzQ2tmHfGLBSWFkpZk8M7j+Kh3zyFm277cMZYynisKFxpsaRoZgHhbBJ7pLmuVYoyl44uQUt9KybPm4BF59MlmwQyH8SKgfrDj0tdPhvlMHBAOoK7ExsFufsRzivoSIig6Js4cWJySw9TSRdn+ZycHMydO7cjezdV0aedNronq2yeNBFfeuml+M1vfiOFHlkoubS0FJ/61Kdwyy23SAFmtw4Oz8bwJVGvnqUPLGOqVLf3R5+DP/I43IBbx4qX9osxdSwYvOGlLVj/4iYc2HZYJmw7ag96owOW9mipb8HBrUckXtAf8GP05JE4vPOIJIhkyrmiNZIdNkZNKpe4RCvLxJ5gAwe2HELl/kpEo1GJ+/zjV+/Ca/eviHUcSWodzVIxgG3WYPKBM8fVU2g0mtvhJj3ppJOwefNmMXgMhYVvIO5U57tpgKFY3bp1K/bv762Sw/Fo0kYWW/h4gdNCxhp77Gv7xBNPYPTo0R1/p+C77rrr8NJLL+Hyyy9PS+HHdOPZGL5klpf/8XzQAhuCL/o6Iv53SIPz4carFj437FdjTRMe/u1TMiG3Nsdq5g3lZslX2ejoUsGyMEwgoQh1Sp1kAvnFeTjn/afj8T8+K8eQr2x0d/G8HdpeIQY7hgT43zqALa9tx7ZVu/DB/34XcvKCyba1gG0E4iVbWIvPjXF8AdS1zEJJUUz0lJeXS0LiunXrZC4cNSrWLcSNLt3E5Sn6li5dilWrVsl7Q2Gh9DLuUjWDhHNj27ZtG8444wwRe3yPwo4/Tz/9dBlYyT79DAeejeFLsSOlbeQDdisM+1g/zeEiGyfNoYRJEjvW7JG4M5ZMGfJDzc4FoYhk7W55c4fEwlH85RXlYvSU8iHemG42L4UDcsqli/GBb1yFM68+FSWjizFibIkkvWQbdGVzLLGsT35RLkLtYax5en2vJVo6MApgGXNgWtvgi66HgXYYrp1CcxGJBqWepAPnvfnz52Pt2rWora3tdVwNZR2+vqxzNNJQ9NFCeeDAgaS3wW1GGzeQFUfEGTxTpkzBli1bcOjQIXnPSdNnPB+zgpzkDTfiZQtfO+b1vZL48obdANsYITWyhhuvPkG6Zb+2Lt+B2sN1aG9pF9E3XNCdy6xdir6Nr25BzeE63PPjR7Du+Y0ZI/h5TuecOlNE32WfvFC6b8w6eXonQZBNRENRsSD7/Caa6lqwd9Me+CIvI9B+G4Jt/w1/6E4Y1q7jlrPNkfFOG8zW9sGG+zoAxYhiYtlLCGBTp3dZcmzOnDliMWtoaOh2SWdMD6eFr6tYSxR9Bw/2HU6hLt0sduk6g4et0+i+/chHPoIbbrhBMoH27NkjMX0nnngizjzzzG5brrmBTO+l27uF74MAvtn7SqwGGEYzDEQQ8Z8LGLEg6uEmUyb8TNyvuooGsbCZviAioYgrrEOs81c6tkRiCe//xeNS7mPJRQvhduoqG/DaAyuw6dVtCLWGYPoMqU/HmnRurjM4mNAtT/dmINeHOfNWIRBmMgbv/bnwR1+Cz3oL4cAnYPlmdywjXX+kTEsABpoAqx4GKJyG/3o5BvchhPycowibTHo4u9NfmQBB4wETIpYtW9bRajSdgi8dMXxdoehbsmQJVq9eLb9PmDChz23gelT4HcN9ymYQBcdZZ52Fv/zlL/LeTTfdhA9/+MP49re/jbPPPhu/+tWvpMuGGya6ngQfYxEzkT4vOLPvbDnD3g/bKEM48AFEfefADeiNZHApLCuUUiItja2SIeuaPq3hqHSv4L3i1f+sEFHq5jFI6+S//98DeOnfb0gLucbaZnFNR0MRnHrZYgRy3fHwNBxwbJWUNWDs+DXSXYX3GNsYBcuYAcOuhS/yRId3QX7a9RyZsM2JsDAOBljT1Y1zhgnTDMOP7gvbM2mRgonZu2w5mk7BN9AY+N4shIxFpOjbtGmTeOp62wa9P2ephY84J59m4SeffFL+zaccCqnuPuc2vBzDh9yJ6Lu2cg5Cwf+Wp2lWvLcxOp7IMXx4NYZvuK4B3qSP7K4Ua97YaaMxa8k0vPHQKpmUXTOnsg1b/JwXjyySUif1lQ0YGe/z60bYmWTvpgMYM3Uk9m8+iPqqRnFTc7sP7TqKSCgz7yvpoLAkgg9/4TBKRzQg0loJv3kEZmAkLHMmLKMMpk3BxJtTQayAtTkTZvR19lmDaW2Mt1dzG7EkEhMWwhiBniI1Z8+eLXMgRR8tfSyF4gaXbl+CkaKPWcdr1qyR37vrjKVJG1ku+AjbtbS0tMgglyd1y5J/c3CwJh8Hklvj+LwcwweDsTDxbNyePoJNCIR/B1PiamxY5iRE/ZfD8s3FcOJFwTcc+8WEiMf/+BwO7TwqYqRsbKnEV9E65baaccVlRfKTrtFAjl96s7r5HLF2IK8gdiSpPdogSSesIRgO1UmJG2L6TVhZ1HLN4fIbqjH1hBbYFi3JPlh2BEWlFTAtn1j7YAQ7TZMR/3kwo5tgWuviQtCthBGxchD1TUcwsga2ORkwy4+7L8+bNw/r168X9+6pp54qhoXhFnzJLD9y5MgO0cfP0jvXdR1uDM0abrKqLMsdd9yBn/3sZ5Kt5PTq40+KPQaw3nbbbeLmdWNZFi/X4UtqHYjCZ62HZbCcgAmftRVmuAIh42bY5qS0bWtK26RPkGmhoboR99z2MCr3V2PkhHIRHxX7qrBr3d5j7jSX4M/xSZkTtlhj/97TrzwZBaX5cDO5hTmwolGxRlKgUuwxS5XJMA4UexzOLjvcg8rIcSHMXdqMQ3uCyMkLIb+Q5XZ8KCjJhSmu2igivis6FXmnhc8yF8C0lkvPWvfCE2kiF0/BbH0OMEpgBS6AHby8k2eE97AFCxaIcGIiB+veZYLgc0Tf4sWLJeuYJIo+7bSRxYLPEW8nnHACrrrqKrHicTBQBLLFGl28DAidNWuWaydyT1v4pHHRZASwr+d1yO13CmDEhqyFAhj2TvgibyASnJRk0dRNMOwWWAZvDDniHma8Tn/btXn1hjLU43/z69tRua8aE2aP68jGpTChBc1th5cdNw5uPSzbN+/MObjgmrfB7TA7l72A23dXIpAXlLZxTbUt0k3EwWC2rtsOdj8pKYvghCUtyM2P4tCeHOx8Kw+WdfyYLiqNIifXxtEDPuzeFMS0uW3IzW9Be1MYwVwDVmABLHMaDGsHbGOq3HsMqxKmxaSBHNgwpIWZOzFgGlHZPttYANhVMEMPwjJHwg7EkhMT50cKJ1r5KPxYumW4XbpdQ616gvUEHdHH7xw7NnYvVwtfFgs+Z/Cdd9558uoKM3dvvfVWydilWduN/v9MjuEjfQujJGog2qFjQ1bMEbmSzNEXZnQb/OG/wbT5HWHAruGjOsAAbbMYUXMJIoH39auQsxcF31DvF7NxSWLpFZbKcOOhPeWSRTjl0pOkc8WUEycO+6SSzH1q8twJeMdHzsXfv3OvlLmhdY9LBXMDCLXG7ilcjS/ol8xd18RL9oN5pzTj6psqMGJU7OE4HDKxcUU+/u83o9He2jmarfpoAC1Npgi/2soAWhrzUToqgrLRUeQXGwiF92DctN/DMIOSmRsJfCjeQ7cFNkbBBMuD8Py70RVuIxTJRa6f11YIMEcD0b0wwi8fJ/gIjR+Mb1++fLkkRJDhaq2WqlhLFH2Eos+Nc7gbUAkMYNKkSeLSffbZZzsGrNvI9CzdvgREMsHPhn20yzLtsI1jHVO6xW6FP/x3EXuWwSrtYSnabKBRSjCwWr4/+iL84YeT25nE79cbSlooHV0sPxm7R5pqml3TuiwRw2dIRuvJ71iEaQsnD7vYS2Wc0vX88Z9cg+JRRWLNYwZ0LmMP40OY7dYyXewVjYjgXTdWioDbtz0He7florbSh8VnNeGsS5ld25mGGj9WPFeEolILI8eFYfpsRCMGTJ8lxZnrKhpRdaRQYvl81jYEQn8GWAeUx8s3DTYYy8kx0MN9wO7hlQoDOh/cLl5TMfFr84HWqup1jqFLl3Hu8vl+PnENVlmWvkQfO4ls2LABR48e7RCdeo/uTGbcsdIELWRVVVWorKyUlG721uXP++67TwJXZ8yYIZ9z4yChhc+JO/Si4KOLts/1gDFd7YAdhmEdhI1CWL5TxWLni7wgos2MLheR50A3rmkfhmXQ7dsOw6qFbRTCFpcub37FUsTZZ3G51OuRedHCN9Tjf94ZszF6ykgc3H5YMnK3rdqBCMWHy+AkFmlzz3alOvYWX3AiTr54kQhsWveYZTxmykgE8wKyb5lehHnOohaUjQ7j8N4gbDu2L63NPrQ2mVhyTiMM4/jj9fT/leHJu0egrcVE8Ygo2loNVB8JoOqwicN7bOzdfAhVlS2oritGa9NWHNy/A42NbaiursXRmiloC+XDtlIUdkN0ywj62Y2I8Ye54q7nQy58U3pfJhjscOmySUF/7m/p7rSRLIzNp+jjXM7wJ0d0unE+Hy6yKmnjrrvuwo033ij9+Cj+OCCam5sljo89dFmbj/CzboPb5GULXwSfRxA/6H09qBWXCox8WMZIydLlksH2H8G0GWRNTInRi/oWwWCfS3HfRiQTOGZF5DGk65ZuLf7bgo18GHZdvItHUVr3K1MZyv0qKivEe75yuWTp7l6/DzWHj7fGuAHOG2NnjEEmM3fZLOxatw8T4/GSLIHD5BgmyUTCUVjRzA0bycmzkF9oYcaJrcjJsyXrtuJgAOGQgaLSCD548xGcsKRVBODLj5bg9SdLxeW76oVilI6M4ORzGzFucgjlY8Ni/avw+VFzsF7iHZmoM3sJkFcwDrZ/MUpzN8BGAAGTc4XhNPxOzoznfGSQdYjPDIt9j3F8hlUN8EE3cHxIU3eij/MNW43S0DBz5sxh77SRiuhbuHChxCKyfVxJyfB3ZHITWSH4HAHHPrrsqlFcXCwDkiZsunJfe+016bRRWloKt8KLkOI0E0lKGBlvB+zeBZ9zIw37rkI0cK6Iu2D7D0TUWcY0yT4zrEPwR1+GL7oatsnJOSQFVGGzoGperEOHHRLxZ4O10ygKG2EbtPSlVpJHnxzTBwXIVZ+/GLe+7xeuK8Pi4A/4cda7T4WbSHUMnnjOXKx+ZgP2bz2E0lHFIjpyCnLEylpzpA671/WcOOV2Rk8IoXxcONYL1jIkjq9sTDvamHlbFMWCZc3w+fnsZ2PZRQ1Y8Vwd/vdrE3HD1w9j8ZmNKCmPwh+wQQ03YlQU46e2o6nBj/pqP+qqm1G11werIB9TFn8OiDyHQORhmFbsAdISj0ErDGm51geJunCQbyEmqoHoQdj+ubCDl8L2n5i04KJ7lzF9nCenTp06pDF8A1l+zJgxMufv2LFDuoj01pEj28gKwZdYaJKvrrz//e/HLbfcgu9///v45je/2WERdBNez9JFfjGQhJ417APwRx9CNHChNDGPuWsnxEsNtMO098GOlxqNuXEt+FALn7UDljk5Zs2TBBETsJvgYxFVBBEKfFAsh0NpCXNrYPFwbBP70v7r1gdwYOthuBXWr3PiDd1AMmOPky/vZ87LzAEu+fR5eO0/K7Fnw37YloWZp07GSZcuwJbXdoiFNRPj+FhAef6yJrS3AiXl8RIzvK0UQiyX/J3PEXT1WmFDhN3pb29ANHIA805pkczeAEvuxZOVaWAK5HBdfN/CmIkhbFtfiCf+fhCf+10uooHLpBhzIPxXwK6AidrUfLVDIPpix8AH22Ry2kwYkTeA6B7YgWWAb1Kf9yW2HmUiBwsz09KXrHAajhi+rnB5WiZ37drVbWHmbCWrBF9P8CmAA4Rp6cSNbrpMF3zJkMy9j83KTWs7fJHnYRulEr9nWrWAYQE2hV5rXNTRmWEBRm6stIIkaZTESitItm9trBcm2FYqAJ+1CZZVCdscFf+iRhh2W8zqFy8Fk/R+2Xzqp3plUDxnkc5sXbETyx9dg8O7jmLEmBIsfftCia9yUxLAUF4DR3ZV4NHfP4vqgzUdiRuuwgRMw5C+uetf2JT23rk81omirLtXV+HGF0NROAbppejpc4nnkeOLD7J8nXDJVMw8fxJ8ZqyuIP+26OIT8NyfX0XtIXe61Htj4ox2jJnA+6OBtlbGI1J0AFFaMPOYjAEYUUPcuyQSMZBXYGHpeU3w+W15XpTOaVZM7Dnajf/OybXQWOeH3x9FWdlqRJtfQCD/RFjmxHi1O17r/O6EBd0i+tACI7IWdrQCMItitQMjL8PKvRG2f0GfgoteL6d/LceNU/bEjTF8XdfBOn1MyHTjQ/VwkVWCj3F71dXVMiCZAEEBxZ8vvPACnnnmGSm6TNw08Tpke+FlWU/H/3Pgi74GGyNiMXrg+nNgSuV7ijkbtsGq8vGCqUZQyiiEgv+fWAUDodvliVf+zqKqtgHT3gVf9CVEjAvgDz8Cn7VGkkPoFo743w7Ld0rf+8UnW+tN+CPPwrArYdPV4ztDlneKt254cTMe+N/H0dbcLgV7920+hP2bD6GhugnnfuAMZCOb39wuRYHbEgoBu4lgMABfwCexhq/cvxyzlk0XgdCTMHM6+SQr4hKrAjj1QXt68d7Ehz/nd94XmKHY22cdoZfMxPfpX34EP7n+t2hvyawEMWbX5hVGEQjaqK/yIzffkpg+Zt5yr1nxh+GJhkl3b0xk8WcwxwKdOTyfYhGLxp0FTlielAuiaIxizuIWlI3ZhgLz7zDaw7AtvySSSTKEiL1+xD8OuujjzvLBln2CSwGjGIa1B0b7fbB9J8RCXPoQbOxAxWSIdevWyXiikHJrDF/XdajYy0LB53TOeOihh/De9763w1rm3Fzz8vJE7H3mM59xteDL1Dp8yQo+3pr6dqRHYJvjpESLYR+BbUyWn7ToxTJvY6JPum/IHdySGL6o73TAzJPsXhghQNy9zgbyBlEIM7oWAWs/fNY6sezZRj4Max8Cob8iHAzA8i0+bmsS94vuYZaAkUQQowSG3QR/5H7ArkUkcC0ikSheuucNKX8xcU7MzTBiDFBzuFZ6xi65aAGKy5NPGhkshjoZhXX4qg5USxs1N2IGTRSU5yGnLIBdm/fgxadfRNHIwl6FmfNKFGd9vWKZssnfezZv3iz9Twcao0TL5cZXtmLLGztQc7QOM5dOk98zybW7Z2uuZNrG4vYiyBWxdyyXgiIuaNji1rXi1Wd4qHmLkLyLuAu0u8PPuL+8wtjBiF0WARjWbhhi1YulRRw7WIn/TpFBjemrgxHdKDF8fIiV+6B1APBNS0qwMRmC2btMhmBsX28tSIeq00Zvy7s1XGa4yQrB59xEWXSZlrz8/PyOmyvF3rRp0+Q9N+P1LF1igyLoUN/rYy0pY3S8HtYsGHYpDItxeSzZEnfliku2HQaaYRljEPG9HYa1F2Z0I0y7DlGrAWBGbsdNgVm7LTCtinhMYKwIM7N2eXOnC9kyFyV8votL147AF3kmZl1k30pZtgS2XQdfdCWi/vNReyQP1YdrUdIlDqxkVAkO7zyCw7sqXCH4BptEyxYfvGoraqVVmRuTNcrGlWLqoskoKS9CfVUjAgEfzrvwPBSUuON+kcqkxoLLjNs7susognlBzDp5OvIKc/DvHz6Et17aLFbmmsN1krmbaYTbTbzyWCk+8Lmj0j1DRF4X7SXCLgr44ob/jlsSP96Lzpai1D7WiQTKxrTCtN+SFcWy/M34NMqVRWGDVr8UH8wHoBGTg/dDWvJaYUQPw5b4vZ7HTU9iibFwvF7Zgo0NCpj8mMryQ5n0QdTCl6WCz4Ht084///xu/8aBnGw7l+EgGyx8EXwAfvysj08xvqgIhl0tT9hRaxpsczRsX6wAs2Gx84YTt1ePqDELUd9Z8Fmr4BNXa428fPZKWJgA22R2L2/ebYgaM+GzNx7fccMogWmzEDAnws4ukGP7VS91/cRt0okSGNgFwz6MYN4c+AO+4yZU/u4P+qQ2mlvgfvGa6CuOLJWYs57iyg4fOtypzZebyC/JR9mYUrQ2tqG5thlve88y14i9VKyw7Jv7wP8+gU2vbYsVWGZjMMMU697BbYcRbg8j1JaZ9xeHx+8qw7tuqkQwl9dzTNB1ne87Cbt4ckaymkBcuxSTNr1DFHvyyNlJscVEIFzn2mVJK3pAYNfDsIKwfVOBHnqQ99ZLfvLkyTIPMd592bJlEv+eyvJDlfRBHLGnou8Y7lU4aYK1eBijx7ImjNdzJpy2traO3zkgWltbpfkyXb5uNAdncqcNkpRLN+dKoL0vwZeLqO/kmEXNWg3T3g7Lnht339KdG0Yk8G5E/Rd1LGFGN8AXeTJWvw8nSGyeif3wYTNsazcfBRDxnY2o7xRJ3uDfO8W22C2wjfHHXS6dxwhFQG480SPRStcu9bqAQpSMLMasJdOw+qkN0uWAAi8ajkoNtMlzx2PSCeNTPqZ9ibBUYsmcF2/o9fX14jJ09rM3N2Ti704Nr95iyRJfXPfmB1hQewvcyOEdRxBuC2PMtFFYcPZcnPvB49tSZQLLH1uDdc9tRPnEMuQX5aGusgFvvbgJobaIiD4vwMSK1iYDRczN6kEvyG0iLgSdWL1UoA6xrAjLeiaQeG8bgKluUEUfRXALYPthm7Nh57y3x2S0vua/6dOny8Mgs3cp+uglS2X5vkiHhZC4bQ53A54XfGy18u53v1tcts5kxgGRm5sr8S8cFI2NjfI3lmeh4OPf3VaWJZMtfM7TWp8Xsr9QvLK9YbNZucE7OtfHjNomSbiI3Wf9Itpo0ev0/dF1UnePrdVi8X5sj1QISM2sPNjMpJVs3qWwjGdh2vthiXs5KE/GtCRG/GcdZwroZLk08hA1lsBvPQBYzBQeFasLaB+AZcxCe3QqouE2nPm+U1BxsEoSNZiRasNG+YQROOXqhThw8EDKAi2RZIL9+ZPjvrfPssI+a1nxAchZdrDgvuzfdBCRkEtFB+t1Bn1495cuw/yz5rgyvrcvOEbXPPOW1Nuj2CO71+1FexsTD9xpWe0PS8+pl24ZvblnScdl3E890PsQGKBvdtBEH/3YYVj+RbDy/gvw9Rz32dd9mn9jeTPH0kf3Lu8pyS4/lC5dJcsE39ve9jax3tHyQKve7bffjhdffBE/+9nP5EmF7/3f//0fHnzwQXz961+XZdwm9jK9LEta6ysl3FDpPrXM6ZJMYdhhWOZUWCatfZ1doyyIyr65EqcnrlkuWwzDNmAbo6Q+n2lthBU5gGZ8EDnWv0T00YoYtfPRGlmA1sYwItGX0BqehEgkZlljIez29nZ5qAiaBzCu9FWU5tXA7zsg9b5CkXxUNczAzsOz0NL+esdNaN6V0zFqfimaa1pRUJqHySdOQKDYJ+tzhBkFPh9K+hJx4dZYp4TWhjaMnFiOkRNHiHuU5V58/v6NYyf7k6/BpPpQLf79wwdl+90KLbCE4zZTJxDxaDS3wx+M3e6b61vQWNMEv9+HSJjaIjNF3/xTmnDOlbUYOT6McJuB+ac2I5jHe8wQfPlgJlgk2bAjNWjWHA075329ir1k79P8O5M4mLnLmL5TTjml436hFj734nnBx5POgcif7LF355134vnnn5fUclpIaI6+/vrrZeL+5Cc/iddff92VhZczvSwLSS5xo/f7KP9mRDYhKnF8ITSGT0JL5NQEC1hFJ2uY3ziM8vw9KMk7iLZQG/ICDbBtHyy7GT5fCI0tFlra61GYexTbDj6HqobZ8PnehlHFuzC6dCPKinag0L8F+exlbJYiD1NQ0X4ZLHu8CDPuW2lJEOMKn0PQV4eovQiWEYbfrEKOP4KyvMtROuFkBI1NMI1myTC2zPnA+cfX50uV/VsO4v5fPI6KvZUItUfQUNkI02dg9OSRGDNtNM55/+nSQcGNWbp0I97/i8ckpozZy26GrbUiYXdee8lMahSq0xZOxuqn18uDQEt9iywXi7UyJM/JhaVHe2TEqBA++PmjOOuddchljb0ou6DYyM2P5Wzxd5fdvlMn7YkcEXm4TbbTRjLjip9x2pixTh+zdzlvDndZlq4xfEoWCb6uJ579AR0SRR2Ll/LlVjLFwtddXBljJUlVVZX87M1defLk3jPm5Dui22HYATS1jUFjy1PIzfkPouGRaGxZhOYQBVusFEZZwWqMLHwRAbMBAbMFwby6WBYt26kZJiy7CAXFk1BoWPBjBBaUnwnbP1+EWTD0BnxRxpY1xy8TC0G0oTD/CMpGvIRQztdQW9cisW5TJtQjGKqFZcyEvyMuZpQkkOQZzwHWSzBQIe8aMBE15yAc/BiQYiu3RBhk/9Cvn8KR3ZUYPWUkdq3d05HpmlvUJFa+//z8MYkTnLnk+NILww2zRfdtPii1CC2XJmw4tDa1ouog6z26i1RE+elXnixdNPiQIDF7EhJhw6SVz+WC2yG/MIpLrqnGOVfWYdoJrR2Zs7xfSAkW3uZZQDnafcJGdou+cLzuaN/tQ1MRbBRmixcvFtcuhR+LNKcjaSMdFkIv9zrvL1kl+BiTxNfNN9+MH//4xx1/f+WVV/D73/8eH/zgB+X3gbpu2K/3tttuE3HJgpW/+tWvJM5hINAlnc4Yvp5ixdKRiZmI434ke/bs6TF434kri1h+BM1uhG3C9W/6GcNXhNJAHYqLWaKlTATVRLyESGAiov4zYVgHEAytkDu/wSBr0KIWhtERJJgD02iAD3S1+mAbY+EzI7C4bZEVMK0dsFnDD7lSj0/q+aEJFkZL+zbT2gTDmBa7udh8UOAM0+VyMnJgRjcBxlhY5hQ28YRtt8FnbYQdfhSR4DX9Pn973jqAI7srMGbqKDTVNokVqnBEAcKhCFrqWjHtxEk4vKsSK59Y50rBR5cis0KrD7IllbsxfabUpbvw2rORyb2KP/TNq/Hmw6uwbcUu1FWwWDALEhuoOlTb4boebqbNbcWiM5tQOjKMg7tysOblIlQd5rVr48qPVeHUCxpQPjoUi6Nj3bz4JdcRlhevq5fpWm9QXMjWWzBafw875xKApaN6EFWpCi7et9mCjX136UUbaAzecC/vZbJC8CWmlP/617/GNddcg3nz5snvjJuqrKyUhA320SUDGSz//ve/8aUvfQm/+93vJIPpF7/4Bd7xjndg69atUrwyFSieuH3ONtIC+fTTT6OpqUlEE0VksgIt2ZZLvWVh9hVX1nU9Th0kfh/jJvn011dcmN08HcC2Po4M6+0x+JyP90XSDo1JEiwm6os8gahvqcTkGVZdrAwBmGWbJ3X5Opd2Zp0+3ktZWiCAQOQvCBs5UmyZ9flNKb3gzCg0HZhS148ZuQbr/DmuamNMbL12myR/OBhWhRSEjkoRaKe6a650CPFZaxGx3wUYx5c1SLbMBi01gRy/dEWg3ZLChC5dWsysqI2Ckjwc3HHMop0sQ/FkXDqmBDWHalF7hFZX99Nc04ym2maxSGbqZELRN/HL75Rzy44vj/3hWelwEolaci6Guw7iKec34IqPVCG/KCot0Bae3oyl5zThrp+PQajNxLyTm1Ff7cOYeE11p35et6cjM0/RoIo+3rt87X+FHX4KduAsWDkfAHzj02Jh44M8Xbpvvvlmp84x/cENvXi9SlYJPnL22Wdj3759IpwOHDgg2bscqDNmzEjL+pkMctNNN+EjH/mI/E7h9+ijj+LPf/5zR1JIbzzyyCO44YYbRNQxrjDxguKFxDhDii4Wi2afwO5aLnVXGmOgLZeGKoYPmJGE4GsW1ygLnLKYcqyV2hjYtPTZh2FGV8Kw2E6oJS72CuPWvUi8MGrshmSjHLa8T7mUKwWdWauP77NLRszC19ZRVFXattnsohGQeBhHGFnmCeKm9Vkb4usMxlq+GX7YKD7uMottA93cfKUm+Oha3LV2L2qP1sPnM1Ff2dARjM8JmyVEWCcukBuQQP3xM/vufTkcUJiKUHVhseWutDW1Y8uKHfjOVT/FgrfNwUU3nOOa49qfa1dir86dh/GzxmLb8p0yhl66903sXLN72LKlC4qjePv7a6QV2t6tsYcmw7AxZXY7LnxvDV57ogR5+RYO7Q1KG7WOwspxEl24Otf3jFxtfAiOrIRpN8DK/6qUq0qHhYzzDpM3WAZt9+7dOPHEE/u1nnTHAKr4y2LB5wyI008/XWLLOLjTlY3I9TFj6ZZbbul4jwPvwgsvlGSQZDjjjDNEjLKgZWFhofzk6/HHH8dXvvIVqX2UaaQi+KJgSZXH+16nWNoo+tpg0P1qVMae+FGLQOjP0j835mqNNVSPZfdSwPFjvo4CqbH+u1GY9k75jR01bIyEiQPxZVm/ymkmz6WjsIx5sEwmQzTH9skIIBz8KOzwQ9KWTcSiOQkRYwEC0ftgWluknZENxs+wb28NouYJUpQ5FZY/ugbP/v1lNNQ0yaRGixPdcWXjRkhGbu3ROuQW5EhMHy1nhmngpAu7b5De67EdghskY/goSDMFusxbm/bj8M6jEnv4mV9/RI77cDJQK+zICWUY+a4y+ffb3nsa7v7BA3jqry8i0jb0scJT5rRhxKgwDuxMLO9hoPqoH1PntOOVRw20tZrSI7fiQBDlYyKdRJ/n5/Q0lWuRLiB8SDXGwIjuhhFZDztwWtoEl1OehR6pXbt29cuQoi7dwSPrBB+tZvfff79Y3hhjx4Exc+ZMscpddtllA8rOZVIC3ZesYZYIf2dts2S7gfDlpSzdlCao4AVA6L+TuPdRpNPSVixWN9M+JHY6G6OlSLIBugrjFjq7UVy0MdHHIe+TT8bq8fG9HNjSEaMBJg7DZscMscJ1Pd5cJgRYTMAId76pGCMQCV6PiN0gxZdpLfRH/gGDT9N2LewoO4CUxHr0miMQ9b2j7+yUBA7tOIKn/vKi3MwmsQ+vAWmFxcLAOXlBTJg5FvVVMWsfu0IUlRXigmvehoXnzk36Ozrt6SC6dLkPjC2MZth4Zt3EUFsI21ftxorH1+IdHz0PXoHxnzf++MMSE/qXb9w9TFm7Mctdp3eYXALg6IEANq/Kx9JzG1Fb6UeoHcjt0hBnyBnU3rcDFH09nj+GwViAWQBEawC7Oq0uVee+wdj1tWvXiidpypQpKa9jOLN8vUxWCT6Ksf/93//F1772NXz84x/HddddJyKK/XWZsMHEDcb3uRFH8GVifEJKGVO0tob6WJ9IuQIRX4ZdEX+HrtdCWL55UgTZRh4shGCKy5cu3ABslnJBQ9yd6lj8ApJ/G1uevTD52ShsY7QUaY65cmM47mC/vQaRyJsAlhy/T0axiNFA5Ncw7QpEzSUw7CpJIqGlkLGGNsYiEP49EDYR9Z2EiP/9gNl7u66ty3eiua4Zk+ZO6Dj/JSOLJGFj+qIp+MA3roRl2VLQmRm842eOcW1f3rde3hKrvde12anLofs5akXR1tIu5WS8JPgcll68EP+69f6Y9XUIT82ezblizRs9IYwj+/gwZ8AwbZSNiWDdq4VoqPHjgTtGwbIMzF3ajPY2Ezl5Vqx1dp/FkD3EgC19LPZeeOzcGscbFwYyxzj3w6KiIknkoEeKom/ChAlDJtjUwtczWSX4WEKDGbP/+te/JEnDgeKPsXff+973RPD1d8Czth8thEePHu30Pn8fO3Zs1nbaSDURIJl7mQnHXZu4HOPhjgknxvQx69YypsEXfZXFd+Kijq5gB7ZZq41b/XLi8X1OeeeuFihTxBwLOfujL8Awlsa/qD3+2XwRMaa1DaZ9WDp7SByfMRa2ORaGtScmQKOH4vF7bA+3Fv7wg4j43g7bz8LRS+SzXQm1hmTdXcclLXotDS3wB2KX8ozFqT1Nd8dg3iwr9lZJ7cDaI/XIzc9BS0MrMo1Ie0Tc5W4g3eeKdvCc/KDELQ4lLU0+PPHPclz1sSpMPaEdkbAhtfUO7w3i6f+jKDHQ3ODDv345BrMWNuG//7AXRSUxtcccAWmVZmSBlS8Nok9ina290k/X9i8cFMEn9UlLSyVRjzX6KPq6er56Wj5dZVm0JEuWCz4OgoqKComp664jx3e+850BrZ9Bq3yqefbZZ3HVVVd1PG3w989+9rNZ3Us33YLveDFGOVYF2zoK2xcTTIbdDNsoFzEXa5HGNdN6wKfHUPe9JuX7GefSk/XJea8FptGIySNfQk77I7I9ljEVUf/FsSxisQx26b1r10jsIYWlJJLIqqph4iCC0btgR2lpLEA4cBUigWs6ZfyOnT5akjRYyoS19RwXY3tzuxTVTaUcys61exEJhTFx9njpEdvdzXWwbpZvPLxKtiG/OE/qBmYqVfvdV5cvHbCuoxWRYNghN76yBEvloQAWnNaEkvIojuwLYv3rBRgxKiLvNdX7cO5VNTjvXXUYNT7SIfBYhmVYySjRZ8GwamHnMEv3Q91WCUiX4CPl5eVSnJnlWij++Hsqy/d3G9Sl2z1ZJfgoyCZOnIh7771XsmidTgnV1dX45z//KQNzoIONJVnYuYOZvyybwrIsLKviZO32F25rJlv4SCqCr39EYdjbYVtlMAy6blsQMU9FMHxXXIDRikcbBsVez6UDYrF7tNImznpcjr+H43X7JiEff8X4stWAPRm24RdrnRnei7D//bANuo9rYSPuMrEjEssXg0IuEBeh0fh3hOLWySYEwndLCZlw8BMdtf1OWDYTMxZPxbaVO0UssQQLkzbYUWPJRcc/pXcHa8k99sdnUXe0XtyTecW5WPr2RXjHR8/tdxu2VM//1hU7UTq6GI3VTVLQOFPheaitqMOI0X0Xsh0sBkOUv/af5fIgMVwc2JkrLzJmIjtqVGDSrHYEglGMGBlB6agIAsEhap/mVdFnhGHlfq7HMJJ0CL5EwUXLHtuw0dLHLF5a/lJZPlXUpdszWSX4WIKFRZf/67/+S7JpmTbOJA7WDmLx5TvuuGPA30FXMTOUvvWtb0lSCKuQP/HEE0mZs3sj05M2UrXwJYcZ/zSFHK14LLHSCtM+ANsoQcR/qfTYBSgsmD3WFL8v9j2hxcqxJBITizF3bxmi5kwE8H+oaRuJwhGj4msthWnvkhqAUfNM+KNPxzp1GCz5cjTuTo6lfsQsik4sobN+Wu4Ym9gEM/o6TOtcWL758tec/By896uXi4Vsw0ubEQlHcfrZc3HaFUtRPn5EUuVcHr79KbQ0tElJEbokmfTx+gMrMXbaqE6icTBvlsGcgBRbDrWHO+KvMhGWL3ngl0/gI7d+AF6B7vYNL2+RckQ8T7QmDxf+gIX3feYops5tQ8XBIMpGWxLPl5Mbtz4q/RZ94mmIrodtds7OTYfg66mP7fjx48VgwXmXhhDG+PX03d0t318Lnwq/LBZ8PPmf+9znxMrHmL2HHnpILGfMKKLV76yzWBJk4NB9O1AXbjYLPgsT+ayfzFo7kiliwcgBWMZchAMfg2HECvqa1ltxly4nr1h8XnLrNeNJGuGEOnz8WYiI/3KYNkWkBctOKOkj+1goXTpCOd+FbY6GL/IyTGt9rCgzCzajGgaqpK1bbHuicRHJG5Q//t20toVh2Ew4iQk+J5PywuvOxgXXvq1HtwWLMbMDB1urjZ02usP9y3pr7LU7cc74jvgzJn2wr+q6FzYdZyUcDOtRS30r8orzcHD7YbQ1Z6471+HFf7+OD/33u0SMe4G1z/NasRHICSIn30CkokESgYaD6fPaMGlmO6oOBzDrxBaMHB+SXrlKLyQt+izAOtjzatJg4esOZutyDmMiB5sSsNxYsoJxIBY+FX1ZKvgc3vWud8krk8iUXro9kcpFF8F3EcTHkvgkLWa+uLXMgoUSRH2nwR99UJImBJsFmHncHPdh3xNYLKmD/0VgYYRY3CQjWERlGwKR/8AyJsVi/Y6zFraLu5eu2Kj/XPluI7Qbto/1qHLgi74s2bqxRJGOoxN35/JybI0nj9CtdSyGL/Fmtnv9fuzduF+E27QFkzFl/kQ5vns3HcATf3xOBB8n6rJxpTj/w2dhwdlz0drchqhliWUtkBOAGRd97NRB9+pg01DdiH99/37Jzo2EIoiGM9i8F4flb9imbME5/St9kw7SOZlV7K1G6egS1Fc2Snyln1Y+JgsNA4WlUfj8NsZMbMeYSSH40lMq1Zv0I97SZqvHQRJ8TlWG7pg+fbpY+ij6TjvtNGki0HV5op02BoesE3x1dXUy4JwXRZTzRNDS0tIRx+c2silLF3kLj+mzXh9mg/F4O1bTK0fEdzVMa6fU0rOMyfF2Z5XwI9aNI+ltTXCzGh2uV+d3duuoh89uRhTlyM8JwYi0wwRLuLDFWT4s85ibzxd9Q3rqsgUcW7bFXLeF4jKOCUuuz+7oCgIEpXyMbZbDMo9Z9xzr3aO/fwarn1zf4W7LKcjBaZcvxSmXLsJ9P3kE1YdqUT6hTGL8+O8Hf/WkZPLuXr8Ph3ccxZGdFfAHfSgZVYLS0UWSLTvvrDmd938QbpZ0RW95c4cIz3B75j64JBLI9aP6sPt7ASdL2dgSmWinL56Co7srUXOkTu6NFOhDncBReTAgpVfmnNQmYk/n73S6du1YUlp0O2BOSFunjWTEFv82Z86cTpY+xtYnLu98rr9o0kbPZJ3go/uWgy1RgLS1tUkrM8bZ7d2715VPB7TwSRsvyxpQceiMEHymmdR9K+T/lFjwbHMyLN9JMOxq+MPLYWFCrPadfSieKJFadrO0WRPxZsYzbp2tiXZ2uaIeRbkR+BLi/VjwORD5FaL+ZYAvPxbDJ3X+mFByJKFYdINYCbmdFKix73GSQo4gYlwu3TkSYe23FY+tRfHIIowpjblDGqoa8doDK7B/0wFsWb5TOm1EoxZGji8Tl+6BrYdw9633o6WxTYLxWUOOCRtszWYaJnILc7D1jR1Y9/xGLDpv/qC4dCPhCJ6680VU7KtCe2toWJMC0kk0HI319Bom0u12P/HsuVjz7FtoqonVe5wwe6x0FmFyEB8geP6GqvXa/h052L4hD4vPjHWVceEt+XiO5XcNv+jrFRu+llviHgufdNqwcj4G+Cd3jKv+zjHJWNf4dyZxrFu3DitXrpREDqfb1WC4dJUsFny33nqr/HR6yXKAbtu2TWrzfexjH3PtQHGegmjl87zgS2Z9lE6Rv8M2RyFqn4yocS4MEU60yFWLpY8Wt1gLtuQFRkzaxcqzHIv9S/xWM17EmakXrQgEnAkwltDB7zKxF7lt7wAwOi4Mo4hasXWxDy8zdmPrYeFn1gakwKWAYyxYJLbeyN/hi74Gy38iwv53AeZ4bHlju4ilwrjYIxR/B3ccwf4tB8XF2FLfjKO7o9i/+SAmnzABlm2jYt9RjBhbIpa+fJ8pte9iLeFsBPMDstzDv30apWNKMGUe4yfTy5pn3kL1wRrZdrdeX6nCJimGaaI1g9rD9cXkuRNw+affjmf/8TKqDlTLuZowexze/pFzMfuUGVj91Dr8+NrfxoTuoGNgxbPFuPIjVZqokQpJuXcZH1zFu4cUnDdDTwHRA7AKvgmwNt8A7tMUW8lY16Sf88KFkrnLF6tacF5LhztWkzZ6JusEX0+dNJg5xKLMTOpINDG7BQpUp19v17iHTGAwCmFKj1srBL91EKa1D6HgV0U4UeyxY4YpYs0RYsl9d+LtwWA8XkeR5tijc2wtFJWxRm6xv/Hm4tzkrIQevXs61uVHpXT0MGyK9WCskwfa44KSayuSnryGXRcXidUw7Sb4wm/BF34aoZyvIdQWEUtLVzcvrXw2XW/hqMTuUYzQ5bv7rX3IL8pDIDcgVhtmXkYiUfgCPgTMWEkiKwoE84NSvHn9C5tE8KX7Jsn1FpQWoFWK+Q5Pjbd04w8GMGpCGWoODa9LN93nauG580TcHdx2WMxqk06IJfk88cdnxfoXCPqHSPABbS0mDu/NwfipbcgZ7jZqbi/RkkhS15cB2yyOC6SGWFH40FOw8j4+4NZqyY5JfsdJJ50kVr41a9ZInb50uGM1hq9n1NEdh08bTz31lLh33Yhj8s7UxI1UBV+yn5R4N+TBtNbBtDcg6lssiQ8UU332aEuCWOeNzr/HSrbEhaTcV5ybS9eJ0Oj0N1O2ixZHE5ZNS1qsQ4fTFzgmAFvie89LswAWymGgBsHQ7zB7aalMtmHGVMVhgD1jrCjqmIghDme/T6x5TIygC5UdLSSMwTQ6Wdn4u/QqtZiZGZAesf/+4YN4+KfP4qV/Lpfkj3TQXN+C8nGlKCjJk+zhTBd7PMjjZ4xBfkk+isoL4TUYFjDjpKnStcX0GbjrO/fivp8+ih2rdncae4PN3m252PlWLpoafNJNQ+kHvV1rHffjeEZMdBNgh9OStJEstOpR6NGQweLM6XDHqku3Z7LOwtfQ0CCTH1/sXOEkbvz85z/H7NmzXRvs6Vj4skXw8f7e15mwRWDxU3kilHyRlQgFPw1/+AUY2BXPznXcsFxj+pQGv5sJGiaa4uv29dGZw9kO/qsWPrwO2Oy7SzeuL94lPtZuLQaTO/yAwcSTPIn/W3xWGGufnyyZrkzW4KqZ/ZpXmCvHtqisUAQeBSAtfbTkscgxkzhaNh9Ee6hdxKAj+nLyA/D7fcgvzpXMX7pdabFqD7ejYkcVjmyuwPu+fuWA3bzsBLJv0wFYUQaLI+PhqWLGM4/7/DNPGLbtGIrWUff+5BE8/deXROjZUUviQ4eKcLuJDW8U4uTzGhFqM5CT58KCyxlrcWQh+GrYKInfc+g1omdrYG7V/ixLYwZduqyHu2PHjn59b9dtcOs8PtxkjeBzBuIll1wi7dUooJwAUWbu8t+/+c1vuq0N5AYcN3OmCr5UJ6goToefoqhPjLiVjN0v+O8ccbWaHYkUTg299BILeLYQtQz4fD19R6JvhT853vySFBJz65YCNmvz7YdhO3WxYtY9W26+x+q7cY9yC6L4wDeuwuqnN2Dz69skhuy8D56BVc9swLpn30IwLygCj1mwLY2tKBlVjKIRBTj7/adj5WNr8NbLW9DacMyCTTdw0cgiVO6vkTIcE2aNlaLMtbW18uRde7AeL/37dVzznfdI4D4/M2JMiVgDU2H+mXPw8G+ekpZqhs+ATeGXwbBgdO2hOlx07dmYvij5tnaZxson1+HJO16Q8ADeH2kJHmryiyxUHAwgmGth7KSQtFELBF2exGFkQvYu70VtUpieD64wc2H7T5Pg1IEWXu7PspzfmLzx2muvDbifbuI2qKUvSwWfc+LZ4owZuXl5efJkQeHH/n6nn346ysribbBciJOokamlWVK18EXN/wKsd/e+Tvk/g48pjvIBYwRy2r8BH7ZjKKBrt7m9HAX5IZiSfNGVrtaQWDFnEXySvEEXL2P2OO7YCi7mgo5FB/LBg1Y/nu8oYJTCNsaJFe+c958uL4eJJ0zA/k0HcXh3BdpbQvD5TRSU5IsFil04Tr1kMc66+hSseHwt1j77Fg7vqpCYPsYD0i2ZkxdAuD0s/Xo79o3Nz0eXYPeG/fjTV+7Cxle3SrIHXZjnvv8MXPapC5N+imaXD7aDo2s3k/vnJkILK61eXp1QGBv61B3PI9QWkvIzbRJ/OfQUlkTQ2uxDQ61feuoygSPUZmdWTJ9bOE70xe8tvHfaI6QDB8JvALZvSC18DoxNnzt3rmTv7tq1CzNmzBjybfA6WSP4HG688caOfzNugFD4uX2AcPsoTumGzkRSTtrIncLSdH2vV25aJiLGCTAj62HazM4dGisoR0xesBE2xomLNybYYnUBu/80BVIwbh3kz0Z5P+pbANOuAKwDIgBjtf8qEix9RYiaJx9Xl88h1NouJVhYd48uXSZn5OQFRexdctMFIrbI6VecLC/CbhdP/vkFKdbMchtctq01JOVcgsU+uTNwrDH7d/uqXWJS8ftNqc92z08elnp67/vqFUkdp5pDdcgryI0lbjR6Q/CxQwmP4XAzWPeto3urUFfZINbc6DB6FfbvyMVJb2tCzVF6ZAwEgpbG86U1iYPVA5oB3jdDtTAir2BcyQS0GtcOizuVlr6cnBzs2bNH5jt25xjqbfAyWSf4SHV1Nf72t7+J+ZgDg4PqPe95j5iU3Sz8eAFki4VP2pT14R2JeSrKpaixxd620YfjImqosGAaFHlOpmZvGcFOTq8UlJFEEyZjwCiAIVlyBxOSNZy95hKUfyNgGyOkiLOFqfDZ6wC7SjJ99+2agPt/8aIIKdbRq6uoR/WhGrHwfeAbjL+b1K3F7d8/eFCEHq12lfurRSiy9Vnl3irkFedixtLJqD3QIH9nZmYsOSG2XfyO5//5Ki696QJp99YXdDU31TejoaoeXoGWLy9PKnT35xbmSgJH7ZE+qqAPImteKsKSsxulzVokZLBEp7h1u95KXHzbdrlrl+EwpbE6Q6xpao9BUc4WmPZaACcMuXWNy3OeW7BggRRmpjGGfXhTQZM2esa7d6weoDv34osvxg9+8AO0t7fjgQcewKuvvoqrrroK9913H9xMJvfTHYyyLMTyLZRK8dKvFg3xVmuDf7HHijIzeN8fF2aO5ZX76Osi3Jz7LMVhGyy6cO1Y6zYKViZxxIiJeSZysHg03bqxte1CIPIXBNv/G7ntH0Ig9Fv4I48iEL4bOaGfobjkIMbNHCOWPMbgMZGA8VaHd3SfZUu3LkUe3cM1R+oliYOijlm7XK65thnb39yDYF5AfufEn7gveYUx9+zuDewc0jtMKtn46hbUVTQg1JqZY7d7DIyeXD6sWzCYSRtjpo6SF5N8JLN6mKiv8ePvPxmLN58pgmHaCIeYzGEg1M6fQHsr5L22Fk70w7aZmcGx58jOb5ol8tAcq89XDds2kevf1K+vSIfgk3CS0lIp2bJx40YcPXo05XV4+WFsIGTNUXFujt/5znfEbLxhwwY89NBDGDFiBB5++GH88pe/lKLMNCW7EV4EjOPLGgtfEjm1UoIkuhKGdQQ+e2e8rEky+b0DJ/Y9BtrDRfESMIlixjouK9hIiPvzYasUZ2Y5FinJYsW6bBwr8swYP/7OdmuOC5T9ddukKDNr9Bl2vXTryMmpxNsu3QfTPPZdTq0+dtPojv1bD4nVrb6qEWFaqnwmArlB+AM+ed8X8EtMX0sD26CFUV/ZILGBDnzooBAI5h1LKumJ1x5YiYPbj0hCiJfwBUzMPWM2vIo/4Me802eLhZcPAsNJ5aEgXn+iFAd35mLVi4WSxBFqM8XSx9BmyZqOSIMeJWXRl/hgyrhihqhI4ahhFXxk5MiRUi6N5VrolUvVwjcUWeyZRtZcIk5GLmvtsaMG26ix5h6fBNhp473vfa88STgDy42DJdMtfINDCyyDMXQUHzxnoQQrW8e3p+F7EmvqHUvACPpbEgRfNMneRla8o0YIpr0lHq9XF18Hy7Hkw7Bb4+vzx/elNcHla8djAFuQlx/FiJH1KBlxLGlEMioBlIzkU/sxOKYZs8f+uTWH60TEcZg7HWc4czKBg2/SqlMyqkiSE5il2VDVIJm/zQ0taG9uFwE3df6EXveSJTyYGRzI8Q+rlWgw4P7MXDJtuDdjUF1X7LZRPr5UOnCwHt9gYvpsLD2nAR/9xiF87of7cdm1VRg1PtSpCHOonS8f3lpegI3LC0T48ZLk802g72ePocHINNHH69J50OT9JgDTCKPdnjeonTZ6Wz5xTHOenjdvnnTjYDWNZNCkjZ7Juhg+JmowQ5cwVoBWM5ZiaWlpcWWHjayN4Uu6Fl8Qpn04Lpb8CUkTiRe8naYAGDNe9iUaF2xhBPyJ5yPZhBqui25SikWry3J0D9fHXcQUdla8KHPnriH8u23kIa+wGbn5psTtRVmo2bJQtb8aI8eP6GSBYtblY394Vkq61B6pk8mctfr4ACH9mQM++HymuHDp4qXQY5ZuQXEeNry8Fe0t7QgdqRNrIBMwFl+4QKyBve+mLckgR3ZVeKZ/biI7Vu/BiWfNgVdhNjfHAOs48gGBlt7BwcZl11XhbZfFLNJ02U6b24YTlzXjrz8eiyP7cnD0QAA7N+Zh4elNOLQniJqKAMZMCiESMRC2ACsaS+jQeT7VmD4LhtXQ0RbSNovQ2DYF0dxYctdwWPi6CsYJEybIfWrVqlXSEauoqCjpdajwy1ILn8P06dMl5ZvCjwKKg2PTpk348pe/LOZjJ0DUjQOF25vJFr5UBV8E5/a9XhY+NliDj/FuzmO+UxcvXefQTrDqMauNYi/2Xv+GCRdixw2KuJhrOBYTyPeZodsQ/7vk8MaFbGIBaW4RLXF0vUVRWD4NEXusFE6uP1qPibPH4eovXyY18xzWv7AZyx9Zg2AwELspmwYi7WFZnRWxEG4NSyJCM/vs0jo4ulgSP4pHFnfU3mOZF9admzx/At56aTM2vbqt172ky5jZrBSL7a3e6TlLOKEcYvuxYWSwvRAjxpaiLd4rmDUdB8t6NXFGO5Zd0IiGWh8O7KS4C2Lv1hwRdG+7zLHqGHjozpHYsSEPo8aHMXlWG8pGRySRg25dV7hz3TdlJLW94QjbrJXC9i2Clfsp7K26Mh7TN7wu3USYWDl16lRpw0bjTG9o0kbPZI2Fz1H8V1xxhWTnHj58WAbRzJkz8aEPfQjz58/HnXfeiXHjxsGtZJvgs/xfAiIv9L5euUk0iQUsJsLo/nSOEc95OsrYxIQWXbixmLqBTbSx/ryJ28V4vZ63lQIwlq8bWzomOmkNocurCIXjP4pP/WIhDu08KrF1dLfyJ6E7llm5K59YJ8c/li3bJJZtWvVo+WMhYcJOGD7Dlli+olEFkpjR1twmr/yiXJSNL8O0BbEyCSxJsvKJtZjfi4Vr55o9COYGRFxG26Oe6KGbSEmCoPYiSy5agJ2rd6PqQI249/P25Q5KHcXJs9qRVxBFxcGEQuO2gYYaH+ac1CruXlrwao4G8Ifvjsesha0oGxPCDV89gjGTWXeSLl0XdOEY7h66/cEwcLBqAfwln8XY8bGyT5Ho68NSh68vsUZjDT1czN5dtmxZjz3lNWmjZ7JG8DmD6JOf/CSuueYaFBbGemAyUYN1f9jaxe3bn+kxfClbJHImJFVST6x8Cb/1kI7WD4xOr5hbdeAC0hFuxxRQd9vLS5M3rVgck2NRjG0HaYsVcTaK4bPXICdvIaYtONb1gcea7tuX730Dh3dW4PDOoyIV/RLlDkTCTLyIxdb5gz4RZczUZbxdY10zdq/ah8rSaqnFx1i/gpICjJwwomP9+UV5qNhfjW0rd2HNMxtQua8aoyaXY8HZc3HCaTPlhsuOHyQnPyiu4Oa6JAorZgj+IEW7h9RrN8w7YzYu+sg5eOW+5WhtbJUs8HA4gkj8vKaLaCR+fbHOeMIh9flttLYYKCqNYML0kLh692zNRUujD5de24BRE0Lu67qRcaLPRuGoK7BizSH4g2MkUWKoW6slK9a43jlz5sgc6Ii+7sKw1MLXM1kj+BxYioU0NjbKZMZ6PxxkbLfW2tqKsWPHigB0I5kcw9dfF1Tq90/nOxKTNvpLLAFDetrGK+KlrxhW4ntmD/sdTXD3xsYks3Rj25QH2xgLy5wGX3Q5LPMERP1nxxeuw941r2DVo69jz/ooGqpj2ba09hGKOmmTFZ9hTb8JxHvv0oIj1kHbRmNtE6IMkIpbUZtqW8S1x5spEziKA378+wcPoLWpHaHWEFY/vR5P/Ok5zDhpGi656XxMmDVGsn+j4agUavYSBcX5IniHm8Gc2LjuM991KhadOx8Hth3C0395CW88tDLtgm/7+jzU1/gwekJYYvU4ygM5FgqKLVQeMvD5Hx1ASXkEVsRAdYUfhSUWRo2LWfZcSTLlBVxEeeDfmD/vG1i7dq3EyA20rdlArGt9fTf/Rm8cu3HQvcvtdfrMd12H81KO4dZLJu04A/GnP/0pXnzxRbHw8UmBoo9CjwODIvD222/HkiVLXJnpk1WdNgb2bUlmyya7toFNcDFXMOP/chE15sBnH2BFyC6Wye5cvPzeeE9IsOclM3gpZCn2imDYlfBZLYAdgS/yKKLGGfBZT8MffQaluTtwyfvasPAUP565ZwoO7StFfUWDxGRR+EnpFjvh2jAMREIRce8GC/xorW8TF69DuC2Crcu3S0FeJnTwWmppbIlPzj4c3VMn70XCUXHl/v3b9+LEt83BpLnjsW35DkkQ8RLsQsHkleFkqK4nFtfevmo3Xv3PcoQY95lmmIDx+F3leOd11Zg6J/ZAHo0aqD4cwKSZIam/l5tnoaAkiikntMIfYAcOjsFYX2NeIqwbnDG4zApoWBsxYdQBtLZNk8QIhnu40aXrwL8z3p6Zu9xeeuec1qPONqhLN8sFnwMzclnUkS9HRB05cgTLly/HxIkTOzJ43UgmW/iGVvClT+wl/XVGX5cZZyY/YObHioZRtEksXmNCORcHJ54vnhjSkdBBgUGRaMOwm2PL2rHMSX/0BZjR93GEwzJG4Mi+XOk5On5yI674yD7c9UuWWSiGdaROXK1M1HCgxcbPwsvRKPw5PoRawiL2KAr5kocMOxbjt/utfTj5HYsxZ9kMLH90tVj8tq/cDdPnk64MdP+y2HKorR0v3VMrfX29JvYILZ8Fpe69V6QTnv/H//iciPnBYsVzxZKwMXdpC3LyLBzeG8TScxoxflo7ikqjCARthMNs72cjN9/GiJFhMVCzFp8r6btFkItEXxuM8JuYPv088YDt37+/34aFwUra6AoFHQsz08pHyyT/7Yg8den2TNYIPmcw3HzzzfLqyuOPPy4FmN1M1sXwpXRf9CVk5jpLOKLG6MiuHR5iFkda+MxolWTg2sZ0WL6ZMKKHYdpvxbtu5MatftFOpWBYl8/pqxurwoe4UEw8nla8mLMfJmYhmJ+L9tYmVFcGMWZCK2bMr8O618ol09bnD8tNkcV1mZDBenkUgP5gUMqniLtXrpnYOaO90Rf0iWuWXPPdd+PJPz2P3Rv2yyZQCMRq/tlorm+GFY2iqLwEkbawp+L2unJoR2odADINnntO/Id2HhERzzhPwx68B7fDe3PE2nfqBQ044+J6LDmnEcUjIhLj11jndNDxIzc/jNJRERcJpnS1ORs+jOh+uUfPnTsXBw4cwI4dOzBq1KhOlrPhjuHrCreN3jjG87E486JFizrmGbXwZbng64tLLrkE3/ve9/DKK6/IoHerSzfbLHxR+GAmFTsXq9oXK83CQF6WTmmNu1MdK5nTAWMooVyimyoHtjEJpr1VLHWWyc4TJgyDVrpgrJ2ab368LtY2KcpsswWbbC+LLB+R9dgolILLTjmXrpZMKRlj78Cs+YWxEitR1tizMXVODV5/Mj9ucbMwfeEUTJg9Dm1NbeKeZCZvLOMZOLqvUtYV5ZOy+MsYQB8TfIFgAL/7wl+xfcVu6b/rCMSacATFI4vEXZyTFxSxKELSg/X3BANSm84N8LriOaU4S+XlhLT09HKK1TdVt4jROWY5GTzbOevofeDzR6XWXqjNgN9nSxxfe4uBtqAplr9gTkzoMcyazyXxeuGZh8tEH9s4JiYHEoqoxYsXpzQPDtS6luq8y21dunSpeOjYho3xfc463Ng8YbjJOsHHmxxr8CXeJPk0wFiAmpqaPos6DifZaOGL4DIE8FAy3xBPbgjGa9kxSYCC5Vi1/uEhZtmzMQaGXSOWSMucBBjFMVFqs48uRWpIZi/bHAPbGAXT3oNQ4KMiVM3IS/BF3xQBa3E92AtT9qtz549jcYAR5OTWIxotFQtbbjCEExZVYNzkYlQcHoGc/BzJqCXskzu2MFeuAbZcKyzJl2zd9nAIdtSG4Ytl77J8CykbPwI7Vu2R5diLl5YfxgVGQlHUVzbKec7JDYprl5m8tCDS4udFDmxPvQ5ff4WZs1yiSGOnoIaGBmzevLnTd0jJHZ+vo7B8dy/+jclpPf098cWxsfWRfVjx2Jq0CPgZJ7Zg2YUNmDSzHdVHA1j5fBHWvlKIE5a04JTzGmRYFxSxSD57O7N3s42cvHBHBq90eos9h3S85yrRl+5tGYJ9M6KvA5HtgH+W/M5s2C1btsjYogEkWRE2FDF8XXGqbLz55pvSNUtduj2TdUkbd911l/TQLS4uFmsZ32fcAmvznXLKKTjttNPk8240CWd6L93+YJsfBayHkhzKOXGRx6LFbnq6Y/9bioOYe4S9f217SkIiMc9pUBIxjhFz5zIxw+SyRp5k37IPL52sMYFLy58j/BJfMesfa5PlFQJ1VbkyIS48rRoP/zVXOmoc2n4EU06c1HFemIVJa+DMpdMwamY5tryyHc11rTLB05LHzxWNKBDXbeW+KonXkybno0sks5ddGBxRWFtZL/X3Rk4sk0xfikGvwftDQ00D3lq9CfmluUmLtMSHHq6jJzGW+Dvjirv73Pbt26X1FF+J4mwwJrsP/X/vQs2hWuzesA+h1v7fg+ad0oz3f/YoCoujaGrwoXxsGLMWtGDBaU0Sszd5druUXwmHDOQX8p4dW44ZuTx08kLny9s1c7uRuVY+1vX0NX4N0ZK/yxhluRNaziiiWO+ONfCSYaDu1P4uz2uE8ze3163ztxvIGsHnwCrdtOTx5sjBxZ9lZWX4zne+g2uvvRb5+flyg+6a6u0WC1/WZenmTXKaTvRIbK1OjTgWJE7me4auCnDsXn6s04S4ZO3nYEfnxn9vQ9Sg1S+WBGDYFbAN7k8rfJHHAINdNVrjIi/QEeMXs2Ie+wbHpR1z+QKh1jbUVOai4mARAv5GTJgWFssbRRyzLvdvO4yZJ01FqIU1ziLSM5WuW3/AxNy3zULV7hrs23Qo9rDkYx/TMLav2iWuXedJnu+zzItsQfx3Cj+Kgl3r9kqNPy/CY8jag6xBePLlC+V+wUkyGYuZ8xqoMON3cjIeikSzCbPG4Wt3fRYrH1+H+37+KKKRCJpqmtHWnLwF3TRtnH91LfIKLOzdxoez2P7PXdKCy6+vRiAnKl0z7KCNQJAmPFvctrwTi9CzYkkaiVa9YdFJ6fxSV4m+fTBCT8C2S2Vsci5MFH1OFyo3JG30lJBJSx+NN5WVlTKvK51xn6oZJBzF/6lPfUpe3UEhSEHlVrdupsfwOTFBqdLXvTB2z+TE44eNogQh1NdaB/7d/cVEI2x7A6Kgu2Q0DDsCWHvjyRv5iPgvg8/aEivNYjvZvNwW7qfTVzdxKwPx+L7YcYhEC7HjrUJEwvlorGnCuMkWju43Ragw+J60NbZhy5vbMWvpdJRPGiExeB3b5zPQXN8qs2txeZG4Z+m+bW1sk5ty5f4qlIwqQW5+DppqmyUTN5Drj4lAJ34vYiHCDhsexY7Y2PT0dsyeOxOnXHYsS9Cr0Jp74fVno66yXvoyp2rpGzE6gjETQ6itcFoFsoC3hcISFgG3EY2YCBu2CLqcXHbXOKaH+JybqAM6/u0W654nRB/jh/fCtks6RBc9YcyAXbNmjbhOy8tjoSBucukmwu3lgxcTT0pKSjB58rFi9EoWCb6uVj7GvjCWjwKKLz4lf+1rX8OkSZNw4403ytMCy7S4iWyM4Ut6/aiND+dgp56zA1/v4MGYPB/WA3Y+bIyCbY+BZYxB1H8mLN8y+KJviJs65qKOJaHExB5JPJasz8eSLVFx8xIrmodImOaQCMrHtKC1GVj1YqEkbfA00BLHbhsUZDtW7ZayLAzOX3huzOpIS2DtkXopypxblIOG6gaEQyzf4pOfdNPSxcffxWVrQj7LciW0EFJUhhJKv3iR9tYw9m85jL9+8x5sem27FJseO330kG7DUMcqsc3a7nX7YtdzisvSTcuMWyYRObCLBkMPImFD6u2FQhR7sQtP3LgylmNxe86uusaF6znRxxvDmONEG7tvzJs3T0QfCx1TVA2mSzfVzOCu8Ptnz56NPXv2yHyuZLHgO3r0KH70ox/hgQce6IitiVklTDEDU/j99re/xW233YZPf/rTrsrWzbZeug7J3wMpijLr+MS2N1ZTz7D3AnYA/tDDsEJTYRkTYdrs5pDfR1s3Cr1YnT/bNmHZJTJDjp7QjNYmC1WHfXjq32XYujYPhhHrOcoiyw7sEkwXXfWhGqx8ag2KRheirSGWbBEsCEpXDSnWzI4c8Rtq8ehCtDbELKmBHEP+TldvrLo926odc2F7Fe6vryiW9UxXd1NdMz72ow9JCzKvsu75jag5UodZJ0/H+hc2S5Z3sjTU+LF1bb6UXWlp5ANHrPg3BV97K12IFpgg2nG9x7y6HYWVXXIb9qzoY9Kb5VsAyzp43Jw3YcIESRJiciPj3HsKI+C14GT59msb0jDfchtYZ5cGG69b3VMlawQfhR2fHJi08dhjj+Gzn/0spkyZ0pHMwQHy/e9/HyNGjMBXvvIVqUFE3CL2Mt3CRwY/TX7o4vIGjN05j5f2kpj4i51fHzbAtN6CZfvlBSMCw4iVxXAWd7IUpVSG1YZDNSchP6cBBTmV8PtaUTIqH3u3F+Gun5VjzyZLPkzLG7/PgcsGg34UjypG/dEGidUZPWmktFFrPNqMSFsUPjMWb+bn+AvR/WZizMSR2LPxgMT+iYuY9fjovpXJ2eyo5ed1WpvbMXJSOcbPHItDO4+Ki3zJRQuH5LuHo+zE0T2VCOQEUDSiEEVlBZKFncol9+S/yiRRY8qctvjYsxAJGcjNZ7UEPkwc3zUj8XfG8WVUV43+MgyiT6qVtv0a8yab8DGpDCzWfgwmblD0sdhxT31shzOGr+s63DR3u4WsEXwO+/btk2KNX/rSl47725/+9CcJVD399NPhRjI9hq+/ExTtWsnd4xNLk3R8c4e6isW48fi1Jy8Qk93kfs69ckiM7l2ftMaZRhimzHJd/ib/Y0ZmzCTAh5nxo6MwpfQL4/l8KCw2sfTcXJSMDOIHnwig5gi7cjhpjo7lxERBaaGMrUBuQJI22GmD8X2F5UWoOVjbUTw5EolZ8EaMKcHRfdUxq59pSNYvH5xYxoXrZhJItsCYyILiPOlDzHNSXxWLtfQqpaOLxaVPkT9j8VTUVdRL271kYWHlP/3POJx+cT3Kx0ZwcHcOLv5gFU4+t0kSMo6bo7uOe6+LvWF9ZrVhG6Uoyd+MnOhfAOsbgFl6bNMMo8O1y1fXlmZuiOFL1zq8itcvn+NgIKdjjpZJKl6Pj9DvT6sfcaMlLSuzdEXCzUzqc7L6hFckWoJwdBQsK4f1XRAO5yAapfUp3kfWqfHQ2ysdGD2/DJOJDr38XT5DoWUdS0vsaCZyTChKdq5dEXtON9iZIwDD8CGQPxnzTo3i9lUfwamXLsbMRVGcd1WtlMGgNYV9UlkomdcAxQvj+thzN6+IXT8gHTY6viNqi3Vn1KRyNNfHRKBY/oJ+5BXmSbauJ4LoU4C50jWH68XVeWRPJaoOVPc7Oalf3z/EE9uCc+aisDRfLH0UuYWlhR1JQMkwaWYbbvr2Ibz7E5W46H01eOe1VZg0q61jrCsJInfIhR8Tx/xoah0FE4dgRFYfv2mGIR0teC9nYeau9/Sh7LQxmOvwKllj4XOeRL773e92vOcMCmeAOn/jgHFjWZZMtfDxePJFEc2EmVQLzyJ6PU6b9c0+voP/72wJs20Llm3B54vAsnmufYjapTDNXlpipXqvSrCW9TduJsmSpj18zo4nbZSI9dKWEi52vCvHSMAolFp+ucFqfOuOI0D7PkQjrWhvtXBgVw7+8L2ZOLTHlsQLdtEoLC1AoMCPqv01aG+mBc9ETn5Q2qfJOQxFsH/LoY5zKnF98euHlr7MG50Dg+KuoapR3OQsUL322Y0on1CG8z90FrzIpBMm4J2fugjP/v1lGQftLW0onzBCrMDM4O6NkvIwbvzmIcw5qSU2lm1g1PiQZORmlNgbCnfrMFn6zOhTGFmSD8Mqg23RW9BzS7M33njjuMLMbnLpKsfjPlUzBPQ0IDomsUF4Orj11lvx6KOPSqNnxj7U1dW5LmnDsXby1VfbpVS6AyRaJZ0aiD0Vm+WxP76mWSyesldXT0dsG11rvFP6pdF6rCZdrBix3/TDMk8ALGb0Jh9sni5sqRXIBA3KA3YDSaUTiJEg7gribeOk8RkslMWKNtuVMGyurx0wgrDMCfJvtpfzRx6Faa0AArkwA6PR2lKDqXNa8envbMMXrpgJyzIx/8xJGDVpJHZv3ItQa6Sjq4Lp98G0bElG4HtSdiXiQ6SdWb48z7a4gmkddCZDZgGzLIvX4X0kmBdA4YhCTJ47XmL63nhoNU66YIG4vgeT4Wodtei8+Zh9ygw8/89X8czfXsLkeROwe+0+HNp1tKPfcrfLndmE2YtYzBtobmAdVAM5eVHkjmN86pDuQmYwLEkcYeQGG2Cyq491tEfNyfszXboUffSYTZs2zRWCz5nDVfB1T1YKvp4Gw2AGerIEzHvf+16JD7zjjjv67dJtamrqWB+tfY4ITIdI69oJoK/CsfzuZFs0HTlyBPX19eIO6A92c9/3vFjfXH6Kojga70fLIU4rWgQmjsQacA6b3zESrxNYneIWdP501Dgx5uJFOwy7DhHfxbB9k+AP3wfD2il1/CyDN+AATPsAosZ0+Nk6ibF9RhEaq5vQWMO+pD6MndqO097eiNceL5HSIqdckifWGoo3KxKzvFC40XpHC1ZLQytC0ahYAqWIs2XDigs/B4q9bIDJK5PnT8CEmeOQV5grTx05Bbk4uO0QDu04MuiCbzjh/p559SlY/+Im7N14EPVVDSgfPwI1h2t77KwyfW4rAjkWGqqZTR4b06y9xwYt9L8MsBrH0DLUt5Eh+j7xIzjekuh2wObDI4tkH49TmJl9bDkHsDCzkwTZXwa6vDN/OR1nVPh1JisF33DguIv/8pe/9PnZ++67D/fff7+IO+fV3NwsCSfMkvrb3/4mgu8d73iHFJHuqUVT1xcvyt76a3btn5nOi4XfO9gXXywhIwgLI2GCFtRw/D1axVhUOAQTVfGcWFoChzYekuLTBMus9Aa7ZXBfEq1jvgTByDi5IthmgaQs8nO2bwqi/osQNc+HP/IIfNYrMG0Wdg4jap6EqG8Z/NEXJM6PN8Tmhhb5GWo3UVQaxbgpESm0bEVtrH76LeQW56K9qV3EHAnmBJBXkodQa0i6aDCOj63T8gpy0NrcJpmTiVAgphLXlck01bRILJtjooqGmcXsk+PjdVrqW+VcM56PiTqtTb2X4mlpYrY3n7mOqZdImOOFZbFiBZczZn4eju0cAtHHe2LEyoHhy5NQEFhHAF8srr2nmPjFixeL54rzy3Bb+Jz4WRV63aOCz4WwRMz8+fNRWFjY6cWSMqwV+O1vf1uKX/Jz/JkJg3ughZeTuddZyIMhhYrD8dg4PimyQl0ZwEQGPq2iKi4Ch94KZfbVI06giAvE++TS7RzbB6e3LmvyCXYTTLsCljEOUd/S+BcEEAm+CxH7PJjs12sUwMYEgK3awCQMutNyOly1uXm0Chs4uCunQ9xR0IXb2Kj+WDYvs3HDobAIPb5fUJov1j1fwH+c2HPwelkWClpaudgreM+G/VKXjvtcsbcSY6aOxpT5Q1PwdSiv/XB7GKuf3oANL21GU20TDu+qlP7LE2ePxd7NB2FHGMLRsxv/lcdKcPn1VSgpi6KhhvcDILcgCssyEAkz0xyZw1Ba+IY4ni8SDcIvDzHBHq17ibCEmZO9y4YFw+3SJZq00T1ZJ/iYNLBt2zZpEdNdFW66SQ8fPizmalYYHw4uuOACeXWF8RJ8glmwYAEyjXQIvj6/I54yEPspNfrjfwnBEGsYY/ccq97QxpfFBGiy8Xrcxrx4jB7d0qRA3LS2MQoGrZe2iag5F5HAuwEj3jPSbpTuHKa1WTp0sGuHaT0I094FGH4YditMn41gjg3TF0VBkYVdm/Kw8nnG/8VL11ixLhv+gD9WnDl+4Pm+00qLk0F7c7sUZM5W6LYuLCuUMV19sEYylZmlPHJCmSQ1eM3CRyH34K+elN7BFPot9S1Sd5Dt+EpHMUzBkGiJ3oT+od25uPf3o/CeT1WipJxhKLTIGAi1x0r7BHOO1ZlUhi+ez+9j1nQebN8iwBiT1DJOYeYdO3YMKLEwXS7dTDCCDAdZI4OdgcB4A3bQ2Lp1a8f7jH1rbY1NXlVVVfh//+//4de//nWn5brj61//ekecQE+vLVvYDzW7s3TTI/j6HqqM04tlp7KnLvszxZ/22MUCVV1q9NkD+q7U4M0nOQHgxBxKfJ5Y+BiLyFeLBDJG/Jcg4n+7CL1w4POwzViwNOwGBEK/RSD8L5jRjTAjryIY+hX8kccBm6VapkodQubRFpfH4qU2vFGA226eIn1KE8nJDR4rWdMNB7cdkbIsvQXoex3ue+2ROgTzclA2vgynXb4UV3/xUtz0k2swbeHQ9O8cyqSNPev3iWVvxLhSjJs+Wsr2MHu7rbEVh3YcRX5RrsQ09sWDd4zCjz4zBStfKJKeuo21sSSrQG4Gij3b5eVa+nk8WfvT9p0MK/cDKfnYWZiZceZsadbfeUpduoNL1lj4nIHELFHGv5177rnyPt975ZVXsHHjRnzmM5/B2LFjpSULhWHict3x5S9/GTfccEOfF0G6yOTWagOdoMK4EH48lcQnacnjPZFV4Ns7Ejj6JlbczkYAFpbCxHYYqER6oK0u2Rsg/VqhblrEReHDTpihb8HGdMCMwG//HVHfktiTuF0Nn7UFljEFMAIwrV1xq11Eds02RiNqjBBrn1FwFv76vT3Ys2EXxk9tg89n4eCuoMSeMb6K7spoHxm27LCR1N6wv65Hs3W5X1X7q1A6pgRv/+g50n3CqxzYflhcugXF+VJ+pa6iQRJ4OMZo1csvyZfSPX1joLHOh0CAFQEMlI4Mo3gEYz6ReRhetfSZsPK/CJhjU9s0w5BOPWT16tXdFmYeKpeuCr4sF3yJA4LWPIonx3z85ptv4t577xXBJ50ERowQS5/z+d5iF5wWbENBdlv4vgwkJficinVRWBgVz4jt25UaswjycqBz6oAIP0PEV7qsWH2LnphlkUKq63Hi+/EnVykzs5uR7jARgi/yFuxIvmTmSryeP25JtNlVg/E3dMs2xNy+UqPPL27dz/7QL4kZoaYaaVja1urD5lUFeOWRXKx7taTvGLwk4or8QZ/E/fVVny1TocubY7qloQU1/3975wEmSVW1/1PVPXlzjrCwS8675CA5Z0QxkCSI8iGKmDBgwIyf4a9+igkDklRAQRDJIJLTkuMuLJtzmthd9X9+t/vO1vZ2DjNd1eflaWa2p7u6qqvq3ve+55z3LFw1KIRvoCa2JvI1fexUOuXNZ+aaPsp8dl/6O1i7Yl2ReZu+HHjCKpmwWa+MHAuBxCtzQ1mSYvBJHwtAr+dG8douNKkgpQKLFlQ+jJkp6CjlGq1W0Uel801UEcZ1VVmwFxFkDtl53rx5/bkC8+fP7w/poqBRDTtq1KiqDqhsk0omfmJ/wu88rM1KMWjUThsGHcXmU3K+GKQoekAp89JEKvd5pHqValZfIO99xmXeFcyZB2bA2ODdDFV1s9yWG5NFx3j59aTfSbh3rdlfV14S8VenlU0UTnutWJNCk2QlscR9ppK3o32pjBzXJSPHdsrEqWvlwOMWySe+8458/Iq5MmZifpKMF1/eycaB8DVFPuxLKJOcxyduf1aijBkzt5ChIztkzvPvSNe6bhkyqkOGjRli8hZNf+Yii3Ra2nyZtm23tHYkZOhIT2JxkVC6+DjR7sbh9N0pTu9tJb+PMR5VD7uWtWvXmpSmUsb9ati6qLqXG2G81cqCvQgIsY4fP14uv/xyY3Vy0003yQMPPCCbbbaZsTi58sor5dZbb5VTTz11o/dVCj5vt912MxW2kDx+50Ej6mLRyAofKPRum7EX1AtSSp2tdM2FFnG9ueLK/HTeXCJNsgZqhQjVG2py7IyJcpm3JfseT/5HYoknTRUvoWGOw5dh9EUTx5+fIoj+ovQ7gq3ZWOyk7DF22GO9HHvG8rzHj4ULf84ViuN8szghDBhlENomFP7OS+9KlDFu8zFy6BkHSPeabkPiKdpA4Rw+dph0DE9XjufA6Al9svM+62Sb3daL46auqfFTEhuqcsM2P9fb/tZimPI6xe39p4i3uiyFzRozUwCJ2lfq+8tFZuMEJX8NHtKdNm2aXHLJJXLaaafJ9ddfb3IOPvOZz5h/H3vssYaMnX766f25edW6YPDfK8aDr5DCF9YcvoGQ2FORjhHiu9NEhCb2zeL7HRLzn0+TuGxgcEiKa/L1bIykmo10i9lvP72/qZAtJDX3/hYCqubS9Db5/zBxvaUi7irxndGGWLr+3HSOoz3GmCGEMdeTvt6YxOK+TN+xS0aNT8iKxZsWmzixlKJj7w08/Ppd7tNKDz/70lW9UUZPV480S4vMeX6e/Pv398vOB24vE7YYNyCfPdAhqz2P3U3uv+6/smjOYukY0WEKd1YsWGUUv2xg8XDkB5fL3oevlSEjEpJMiKxf68r07buMsmcWDGGaj+ttX2to1+LICpHEc+L03Cp+2+llKXTZjJkHomhDSV5uNBzhA0cddZTMmTPHFGug+O24447meVu5W68Ic9FGtRS+wrdyt1HKDNlzyMsbKr7/Wn/nDVucYdutpbYKMbHf62DnfaSqcstH0LOPAhb6vK6VvtgHJBk/Upr6/iiu93jgdWliaFoSpfcg4Zi2dC2t2fMOY4TwAoUddoA159jqrHHHdOqIOhzXlb7uXmNKfd+fH5Zn7n5BTrnkWNlqVrp6OkLg/O51/Ey583f3SfvQNpn/+iJDeHOF7cnVO+WjS6WpxZfuTld8z5NtZ/ZJE/ZuOifXeT4f93avuD3XSLLlKBG3uJSaTMKWacyMHVqtbVnUgy83GvabIUfvhBNOMGTPEhH705Z21xvCrvANyOfIenG92eJ6r0os+bzE6B9LAYeztVH/NhgZp8heqh2bVaLqnaAU9x1uKEABnglVN/XdLLHkf8VztjOefqn8PidAMkW6ux2JN6V80ZYvbpJlC7NbyST6vBTZ22iiSfVhBnSegBA0AlAyCelusfNUmbrdZNO27u4/PGAMrAcCA61m7HXcTBk7dbS8/MjrsmbZ2pQ3Y5bbZujIhJx28WKjEqMYDx2RkCkzUmQvlKhnglqzfL5207rRhHaLRDaFjsLG7bbbzhgzk9dX6vtLgfbRzY+GJXxBBBUKUK8rBAhfI+fwFTOFbviEVE9dR6hWZZbpEN8hP47KVdO50+Tu+TIyXc1qVb/qghZu1dxaYWDwnLZjMbe37SW8VuKJ28WLjU9ZuciQ9L6lWJvlbbS6WrGkSe6/ZYT09bpF7QrttYI5fVixUL3ZKBg5YYQMHzvcXOOjJ4+Uxe8sk0VzlkgUgcl055puGTFhuLR2tPSH8zOx+0FrZNTYhHSucaUr3VItnu5AF7r5OAz7Wy3SF3h/qh0lA++8igkXVmdU75KzbgskS3l/sdCQbn7UJ7NR5AzpNmyVriF8Ke/EQjAdKdyJJpePbhQmj82fI46/3Kh8nkxMEx6IUEI8mSE+hFDaqn5LpMKzdgCq1UCE0TSk1lb4bqjOtQUgHK9RP/150td0Zro7hyW+LHJE2obQhSMhyxY0ybJFpXeKILePxVJLR4sJcTYCuK4xIN7ouQFS3gbDduL5h14xuXvb7jldRk8aaTqOZMPWu3RJ5zpXYk04BXmmq0vo5uHarAFDo/SxWPaxcnIL594VQ9hIn0Lte+qpp3IKF9Uq2lBLluxQwhciNHqVrtd0eeHPMf9PmB6znjNBfBkjvjssTXywPek2xMd3qIqdnOrM4bBf7Wly5gXIUrV81exxB4+/ejNJ6thSBDal7KWqjFHwUll1TeKnc3AcPyGx5NMiYlfZaSXOSXXfGDZK5KCTVsnF339Httu9cO9fLDmMauOm2o25Ta50p333+FvUwTGieBHCTbVZWynjNh8r46cNnD/nQGLV4tWmjZwbi8nmO0wxPovZQFrAmlUxSfQ5MnxUwhRwhGoKDuulW9X97hVhDG3avSo5dMwB9Nxta2szxszZxAu1ZaktlPCFCGHP4at41dU8vOBLTLmCP0diyWfNw/WeF/HbxXc2E8/dVjx3hnix7cWL7Sq+S5/IHlO1mvKus6oU7n1YTcTSpK8WAwgT4MbbTf279Fsy5Te4YpPuHOQmQvogtilj5ibxnKkS87BtwZA6wwMyvTvkWW23W7dc+r/vyMwDCYlnhxt3U4Or48iQkSiIjrS2t/b33i3Wmy3M8JOerF66Wt5+8V155+X5MnT0EDn8rPeYvL6o2rMkevpS3TWGtcvYzcZkvT1efHyI9HTG5N03W6S3x00lDtRnanR0UeHtZ6IhLe8TP5YqaqwG4YLMUcTB655//vlN5oRq27IoNoZ+MyEC3kYNTfiKGMNSQwVEJ9WP1pVV6dZiKFy++O5k8R3Ul5g4Hh01yHFrSRdubFDiXOk0IY0UKXL7w73VzMlL5doF/+1K0oSXU6SpcrD9IeI7HeLKCvFie4rnbimSxKh5Va6dMnBjIpOn98olP1gmx5yxXnbau0tm7NRpwnPB1zHxQ/x6e3ol0ZeQ3s4e8RqA6FlQoMLx0mmjY1ibHHXuwcakeKAw0GrGLgftIKMnj5J3X1so61d1Sktbc2qCzdiNZx4aIk89MNSoxlixeElHGLrWraY7x4bXMSRQ66MRuCwo9zup0iXhxXYRP354brPNLCiGsFlj5jVr1mzSa76aRRu244aiwW1ZwgpryxLGSqSBbHUDOUNt8p3h4kmHOP5CE8IVb6043lzxYyPF8VcbVcx3pojnbiGx5HMm1Ju5pQ1VrClCiPZXOwMs+uW+JgnZUuLyVoVUklubfe0Rz91evPjukoztjX6XStgrgpQxzo+dvFY+8d11kkzEpKfTlwVvN8nvvztBnrp/uPhJrkMxyftdpq8q5s2p6mdIIMUcUQf9Y9uGtErHiHbTW/buPz4kk7eeKGMmpzr1RA1jpoyS933ueLnnTw/JgtcXmXM/fOxQWbe6cyPfRQp+bvz5OEP8dtxzvRx44iqZOK1HertdWb/GMWbMxotPQlrIERZUYNcSS94l/trZ4reeIF7rx1OtGQt9XJFzkzVmfvTRR40XLgUdKWuoyhQ6Denmhyp8IUKYq3TBQCh8/ebFDhYsI8T1l4rrL5SY94jEZI648qIhd+KhAo4Rz5km4thcPSfPJwV73BZ3HOUebWVkTwLHghrZLInmkyUZf4/5N3Y1pcopjuNLPJ6Q9qFJmbFDt3z5V3PlhI8sFt/3JN7aZFqLmSpd4+GXFMdxJd4UD28eVInXdE8XIXWRKdtOlmXvLpfn7n1xwD57MLD59lPkI9/+gHzsJ2fJxb88T0759LHiZplkUfVefaZD/nbVOPnfS6bK68+1GW/HoSOTRu3jUZdkr972Z1CLOFaL232DuF2/LPhKS9iKJVzWmPmNN94wHTns9awh3dpBv5kQodGrdEFx7dl7TBsxx5/Tb6qcUu/4yeS8xvSeJUfF8Vekk4uqN3lSMZuQfcSX7dNdMwa6bDAVdk69sk0cv1vEXylNvf9PmnuvENcvkZCkvxpbnNHaLnLW55bIe45fJb2dvZLoSaUZYNFhW6p5ycZZaUNyF7+9TN55cZ4J7y58K5qWLEFwblExh4zsMEUchVrovf1qm3z9nC3klafbU11Yehyj9rF+rVPb02igYtLHyUmI03u3iJf/ui6HsFlj5hdeeEGWL19eFcLXKONOOdCQbojQ6FW6xTvRAQjepjNJKrcP37314sgCET8ubnKR+IYMVgt9EpNXjMdfUmZKTGaL018VW3t9MxXFoUq3XTx3M/GcydLUd70xXnZ8ijCcisNDre2enPaJJfLsw0NlzYrUMGJVPipXTdVqI+Ty+anilWRfQuY+P0883zdkd8f9t5FdDtmh5pPPYExuy+avkNn3vyQL31wsbz33tix4Y7E57nzAiPnAE1bK1Bnd0rU+JquWxaWpxZNR4xLSMUwZX71240h1J0r133aSb4jv5m4baMf3UhU2a8z83HPPlfX+IDSkmx9K+EKEhq/SNXW0+0tc/lPEK7NPIiki1GkufRdLFhmFV4m4fl+Gh135SFGulemiD1bFbema3Ow9RysBBR4oitjL2I4hqc+nOrdNku6O4vhd4iZfEPF7NtrLfASSU2XGzY2MWAO9ORIiI8YkZJd918lDtxE+D7yuEYheAMZouifR/1WtXLxabvrx7bJu1XrZ/717SZQw75X5cuP3bjWh697uXlk0Z6mx4zH5xTnMtjuGJeXMzyyS7XdfL21D6NfsyugJCWPy7Tgh9OdrOKTarEnfKyJN++Z8VSUhWYyZ169fb1qe9vT0mOup0pCuEr9NoSHdECHshK86+ETFW8Bvz/jvmby8mLFrSciOVb0dbEePlLK3Lk3DNhg78/dqhHs5DpFJkowdLH2xE8UTelW2iUcbOadDYt4zEkv+S8RUHfemzaaDPYU3bGlDsUcgryrHacNfjf6oYycVZ7A8anyfbL51twwZHs7rN5/ZdKI3tUjAk27I8HaJN8WkqTku/73lSVPJGpUcPj7vnmv+Y7ptkK+IBU9za5MhfKiauTDzPWtlyx265J3XW426l+h1ZP0aV5pbPFO4ofNyvYd200TO+HfmeVWFOXibb765+YlHX7mRLFX48kMVvhBW6YZZ4as4x6JjRipaW419MmrfKnGTz6dDwNUMl8fS2/PSiltfFqKGCtcU6OVbvsrnes+JYxQ8L0X63KHGeJrnYsknDQlMVRs7G3XiSD28tErYt4mX30b77KRtNJIia1bGpHNtrD+cm/0NIkOGJeTYM5fL9ruvk2EjPentduS/dw6T268ZI5M275XmVk8WzG2R9WtC6luXDpW1Ua06brj0dVN96sqIccNlCS3W5i6V6bumJrKwY9WSNfLuqwtNKzkXw+2YY9RclL185HPL7bvMAqFrvSvLFzXJxM1ZeNCBI2X23a8mK+o2tEt1PzZWJt85h01LNYoubDEHpG+PPfYoObyrOXz5oYQvhFW6Ybyoq7m/FTgNZEEyrX4Fw52VAlqVSnbeMMJapDp+2M9OdffYAAK/mf58heDK2yJ+V3/I2JHVIp4rrrwpnowzdgpJd19xnHmmvZz9pA0/U32Hc4XBg9FfxvSli1xZuaxZVi2JS1eXK8edtRSjQ3nzxTZ59Zl28Txr0ufLez++XGa9Z5VprUWVb2ubJ9vM7JRTzl8qC99pkljMkdXLm+SBfwxPh4ZDdl3TS9bY0SSle32PuTcnTBpnegmj9GW2XQszMitqh40eKskkJL4vtaDLcd1ivAyxA/PeaDXbGD2+T1raCO86smaRIyPHptQ+Rb2SvpTtUqpDT0dOda2SHDyrzu2yyy7yxBNPyOzZs83vpcwdWqWbH/rNhAg2r8HeWGGCvWnrp8dhqquFDe8WA0yRe5q/aipwKfywfWqzb5ttZjvW/OfOkj0Ut1RYOP9glzKC5jgyt8t2ugwZdP23JJa8XxLuIeI7dN2IZxBR6y+Yd8cMGEvHTfJkzERa0iXlhLOXyiEnr5KDT1kpZ39+kZx8Pjldqe1Omd4j285cL0OGJWXYqD5pbU9KLE6/Xl/GT0nIdjO7ZPzUXtlyh0455YKlsst+GZ0/wgDyFSF8vUlZt3KdDB8zVEZPHCFL5y03fnyTZtDNpXYYyIXf8LHDZOq2k2XlolVmDBo6aojEm2Pie17ekO5LT3QI5gKca7z4kklfViyNG8Xv7Vdb5bXnhsjaVe5GhsyKOgzv+itF/NwLmErHditkMM/lMmYuJaQbNlFkIKBrqhABs0rQ29tbdlJrFAhfJQpfqr8sJMkqa5kKXLb3DEupcU6vxJKPiOvgQdea6lPrp0KgjkN4lu1AIIOTX3kmzal8u7h4MkEcUwCyKYFM5QASqk197sbfSnAfoKZLpCl5j/Q0f1PEXyctfV83xtMbthkM9ebcqX7SN2ZCUkaPXy8rl8RMpW5Pl2uS8/c8bI1R+V54fIjJ25u8RbeMGN0n9nI1re/SkeSmFpGWtoQ0NcdkyLBeOezUFfLcw0MlTDCVyfRiNqHuVHhz6byVMmXriXLcxw6vqdow0Isn7uFDTt/fFGy88fQcY6yd7POM52LCSeY02n7+sXZZtqBJ9jhkrcSbU/ebl3BkNekAvi9DhveZzi6q8NWz0seiskeE9Bd3Zl7CVi7RCkaushkzF7sNVfhyQ2+xEMGSvDDm8VWb8BWPuPh02zDhTr43SHNvun2ZtWcp9H12p0icv1RiSXL9LPmC4rkBUsi2IZNr0y3ZoIQt6cFybcnHyX45skg8GSO+bJkmeN3pz2af+G95+jlrtAw2Ph6Ioy/DxZFVEvdul9746eL3cfzxNEGlZVzcGFYXuWOp8J4pxkjK/seskRVLY7J2BZ8jsvVunfL68+1y3JmrZPS41GSebQ4wXTraRRbPc2Xk2KTM2Kn6VcwDBpPfmEpGO+TD+8l+p+xpulBEDSPHD5fmtmZZvXSNdK3rMb2Eje9inq4qk7foleGjEzLn1Zb0beNIV6crYyb0mvM/ZQYdOBzjx2d5SGjm7HKGMyeMpC/V7tHxFogv+QlfuUCdC5I1a8z8+OOPG9I3ceLEorahyl5uKOELWQ4faHTCx9RSKMU/NYZBQEZIIn68eM4oaeq7weTrQcJSKhwxpFj639nDuqmcurT5qDQZikcXD2PYjFLht4nvxyXuQpxWiidjA8UQvLfbFFFAOl1ZVMbRQimX4n6W7uXbIp7MEC+2m4iflLj3UDpEC3HtSh+3vT4gnHxTXDeQj05xvLekpedycWVeFkWRwo3S4mrkb7e0ezJxM08mTO0z3RUwvu7rXS/bzlwniaRIc46TxSXRbFQ+lFJH4k1lZ5QPLvrzG31ZvmCF/Ou390pTa5Psd/IeEovXthhloCe3O351jzz5r+dMGJdK5J71PUbly4etdu4ydixvQ/gC55auG+Txda5L9dr16NISFyE6nA5mDA7qJeukrsBisFl8BxeA7KhmH9xMY+Znn33WqH6jR+f+/GrsQ9QRlnWUIuQKn0U1CF+y5HWKIzHvORGHHrsbCBGqV9LZXXxnC/Fkq6zrH0hjil5CHlM+fam8v6QhWq7TI45DwcQ66J/p4LGhIpfPSZpwKqQNz7+kTBNfhpRhyZKugDN5eS9IPHmTxCB7zjhDJkXa015/wYpflEX2uX1DtbC3UmL+7BzfUm95VjFENHl4dNvwZcqWa+SoDy6UpmZP1q0ibJf7rYzNYyYkjB/b/LeY5cM9WEPxVy5eI3f+9j55+OYnJEroWtctj/z9KUn2JaW5vdl018B0mqrkfEgRednk3GLejR8fhL+705ElC1yzgBhUslcIToWPgSCUpWy/pH1Kitv3ZM3CqbnImjVmfuaZZ2Tt2vyREg3p5od+MyHM4Qtjt43qKnzfKPKVUCD6xz4ljr9KPHd7ScZ2Mx0oUhYkrukTm/LHi6U97FoDnnStRrHzDKmCNKXVGpu3h+rnJMR1OB9+Wh3rTf8MVuMCSOIKcWW59MXOkr6mCyQp00s+cltgwf5DLl3/eYnJG2YF7jnbiifbmA4fG/z+2tPWLysNAXVlYd7CEbbr+26KwJWwZ/a0EpbzvKSMGd9rfqcqt9B2CPmabzPhyOgJ4bu2g6BitWttlyyfv1IevukJU7kbFdAzePXytRJviUtPZ5+xZEHBpLOKQQ6uPveVVmO2TJW2BVW6U2ewWOJ69mXk2ISMHFNHJsz5CFul2603FbHIfTL5z723iXjraxJOzafOYcw8bdo0efLJJ6W7O3fqh92H+ikOrC9oSDdEsCuXRid80nGkyPov5v+8/t/Gi+MnxXOnkYAibvJ1o855QtHFanG8l9JqXYpEQfJsczJD/pwx4sWmSCzxeDr3b2g6Py9tu+K76bAweYKrAgUU2Y+TXL6m5G+lJ/4TSbbuJy3dn9skvJobub479n21uP586Yt/SBLx46Sp72qJJ+9NW86k8gk9uooYQpo/Vw+1beMil2RBdc+E5IwdiyctLb44rXynqTBtoTmAvxPa23L79XLaRYvll5dP3mDtEjJgxdI+rM2oYW+/OE9WL1sjrR2E+auPUu4lXkuuHQ8iBPb3bP/O9Xxfb59IzJOu1d2p3D2KNszfUtdLron2jefb5JmHhsjuB601xI5rZdq23SZv78XH22X73Ttl5DiKdxrEj68iP7waoYjaslT0YJU4yVfEd2fVPIcvE9OnTzdkD9K311579ac4Ze6DdtrIDSV8IQIXMBc5g2yj27IUM1YSsk3ED5e4d08qvOkvE8dfn87ZW57OzUPdI0zaaypifWeSIUiOT2jWMz+dZIcheqlqzDYRp1fET61yjd7mNUnM5fe2NJkqZL3SLc09XxNPZopjDJ+tGljJd8N710gscbsk4/tKX+tnpc87U2JJ1M2VEuu7X/zYWHH8JSLesgJbYuKmmpbfkgW/e9Qbz4uJ6yZSRroxkd4uMfl7LYWdZQzIVhgyzJOZB66Vzbfpljkvc17CByp16T4BGerp7E112ijRd5l7hMkvHyGzz82fP18WL15c8HVBKycmxFgsZh6kidjfg8/xaGlp2eR1+528p9z12welpze54V7uv2xR/Fxx4zFjQN3/nXiO3HTVWHnrxTbZae91poBj+Kg+WfROs0zcvE+aW/2Un28jzc+hJH1+epHbl9UtuxY5fBvtnuPI9ttvb0K7uYyZtWgjP5TwhQwMvGFU+MBAS+2eTJZkfJbEev8j4q81psOGzGFMLPQ+7Ugren1p5atbPHeI8apzvA5xvLmmH67rvyq+M0qS7izxXSrFhorjz5NY4t9CVy1Cu65LYcbQVMeLInz9CK26cmc6Z25TsrfBX6/4cw05c2WBxJN3S19saxF3vCTdY8RNviTx5P3i+yRdE54eklb9cm0n/yy0IQLkGtU03uSZ8J7JIXTxpBNZurBJmpp8GTI0kQ7ZFth3N5WsP3xUQiZu3hNawpfow5Zlhbgxx4Q7773hQen295COkW0FFbTgc8F7Jhsh46dV7Uj1YCGY7TWZzzFBVpLj9P7PnihP3j5bFs9daoTs1DlPddyAtBHA53Tb54KLgifuHWYeo8b3yld+PUdm7NwpI0ajBItR9xR1hJxDQK84XX8Wp/cvIrGtxGs+1PwcCMIHuHbzGTNrDl9+KOELGaLQXq0aKGZh7Mli8d2txIvNkljfrcbiZOMWZ71p53i/367F8deZKlyInevNNc97zgxTBRtP3iWSjEnS3VmS8f3EdWdIwlstXb0jZWTbKBGf3BJIJCFWBp1CxI/K31ReXiZSyloynVtIhS9KYD5lF5qWCnG4yRdSeYaUPPI9uJPMPsW8JwKVydnMmoObK3ye7PvZFma65oh6RRa92yxL3mmWXfZdn6sLU1aQvJ/scySZDPcKHS++WBNKlytP3/WCzHt9gRx2/v4yZuooQ7wgZ21tbTmJXPDB5JVrEvzPf/5j+o8OG4Yl0MBg7fJ1MnbqaBk1cYSsWrxGlry91BRx9Ft4e1Su++LGHUn2bnoNtbQl5cRzlsmkab0yZAQhvNTzDSnK1KPKVwRc7wnxnJ3E8R6WWPJlSbZeKBLfpmJ1rVBI14L7ZObMmfLYY4/Jq6++Kttuu23/37RKNz+U8IUI1oU8zApftVAMbaQ6FsaRiL1H4n3XWoev/pBrqtp2pSly8GSkOLJYHH+1+P4QcT3y6rrEc3dIURqPEG+KxMW8l8TtfdXk+DXHVktTyzviJsjhc8VztjLGxnS4SCllhWxOCnVNYR/XSUJ2lJjMMVW6mT579mhTt3OqZ64YFTNlYeB675jjcoy1S/AbhLKNMwQwVcyxoZqylPZubswT16NTgiuJXl/8pCOTtuiWptZ05UcRp9148rWJrFzryJsvpDy/Qg1fZMK0cTJ912nyzsvz5cU73pRZR3TIqIkjZdqOU2pu11JL0Ed32LgR0tzSLCsWYE+E0AtZN3K3JHpyL0hnHrhOdtt/rSQTrvR1e9Lcaot2GhT1TPpy7lOXOH6f+LHpxubJ7fuXeLGta1almw2kG+DRB+nDo4+CDqAh3fxQwhcyoA6owlecFx9Dj+O9LbG+u01oNJWj56RDu1bZE/GcyTRFNQTOk4kmROs7qe4ahEBd75mUB57TanIAHVmaVuD8lMec2RGqYEVi/rsmTOzLGPGkyZDOckyXg4CWxWW2UfBSnntBr73UkabUvSHiOWNEHLpVpEmT70sscY84Rn1kv1JVkamf3eIaEpgZUi79HBHWjbML7SJDh9NTdoNBc55+6xuBuaKvz5fpO3bLsoXhNi2mkGHV0jWy9N3lsnLxall0y5Py9gvvGNPi6btMk5MvOca0JqsEg1GJOHazMTJ+87Ey75X50tvTJ329SaNm+gnUGUfcplhewrftbutNtw2qcwn7k8PX0ISvXklf3n3ChH65iLOF+M5IcZJvGvP3gQjpBtHR0dFvzAwBxJg52O1Did+m0GB3yBB2ha9ak1Sx30Bzzw8k5j2ayiwy939MfGdsqgjDECVCm90izhDpbf6E9LZ+W3parpBk7HjznPisZukb2yKOvyZtuZIsUDHbma68bZPepk9Kn3t8ukI2lZdnSVupSFnJ0GGDCTVdBGP+DxEkX29r0+KNXENxbIPzXnG9OUaZ9Jxh5tg9h6pRbGZSVbUmE8vn3Dgbqm5tpLnUR2pHDcGz422xYd1UoYgjB524yoT+Qg1fpHd9j7z5zFzpWtMlLe3NMmWbyTJi3Ah56dHX5Z4/PSRhRCzmymFnHSjDxgyTlQtXGbNkClRMIUhTzJy/3PBNXqdZBJhFQp2qe4PBE0Jl18INbscwnAtYnMWrUqVb6vsxZiaP74UXXpAVK1ZoDl8B6DcTMmgOXwmfZ/7XZBQ9yJbj2wpaNK7hqUHK2Uz6mj4ivc1fEC+2Z2ogczokGd9VfId2ZISsKMHtTauCxQ5IUMmXxU2+Jq7TJeJQ1JEyb8aAuSJx3ZCrVLjUpNr5PeJ486Sne7EsX7OlvPbOdvLyyy+bQfC52S/JylVdkujrke7uXunq7JLOzi5JJtampDefZPsU4bMDO2NuyWNmIbPZQoeUJowt7SmPtvFTwrmoCQIbE+PD54jJeXNjrmm3NmLcMHn5kddl7YrchTPFYjBUjOm7bi5nf/M02eu4mRJvjpuOGyPGDpWW9hZJENbNgslb9sjply6S7fdcL2Mm9hnTZXotWwu/ukC1vPaihKykLy6+O17E7xTHXyt+fC8zzlZD4SuHrI0bN84YM1O5ixiiyl5uaEg3hDl8YSV8oHqEby8Reazw5zmjxXFaU8SG3DTfTrJ47o2Q3uZLxYvvsen73KmSiL9f4ombRGSBuMZjz0ubGBf3/RP2jXl/F88fY0gZz7gO710mCaqAyc9zusUN+N6VAxN1cTxpdubLst59RZzkRpYayaZDxI29JS3xvrR1jLfRZzoOKqfd0sZK3UDCD/y/pzv8g3ZfTyqnbciIDpmwBbmSKZD7tm7VeuPVV2lYd7AwbvMxcuYVp8nCt5bIG8/MNabMVCgH7V8sxk7ulTM+s1DGTe6TrnVU5HrSssHfXFHPod1N9osF63BxMF92e8WP7y5+y1ElFV3kQiWEEWNmPPrefPPNUM+PtYYSvpBBc/jS6Pg/8dfPyjsu9n+SM0w8Z2qqItf0wO0TcYZLX/yDkoztLl5Om4wZ4ifPkRbnWRnafL+0xVHrerNXFOY4LMLBXnKFuE5SXDelWqUI11pJJskZHClJv02aYyslRou2bOSvkHFx+mdTU6dsNupWSborpK/lQvGdMeJ6r4nrxcXp20wcn1wb1E5Ia3CHUy3jBhN8p0ZZdDx588U2WTwvIj4dJkTumd66FmuWrzWK38jxwyvb9CB3E8Bv8PSvnip/+f6t8sYzc6RrXU+We9yX/Y5eJROm9phOKtvv3m36J9cbp6mbnQmSq0FC0GIvtRtDxJPhsmzVCIkPO01GDB0h4nSLuJPFj21n1L3U+wY2hy+bMfPbb78tc+bMkfHjx2c1Zm50KOELGVBsGjmHL2hIixMImXi5sLprK0l6S6U53iXvrjhYunpGSGt8viQ8R1atnSTru1slmbxvo/3LbpGxo3lMHH6vjB7yoDTHlhhylv0gM49ZpMml0nbjal1CWa5LIUW3aenWF/+89MVmSCx5rzQl/rjJ64tBygHNF9d/WWJ9/zRt3NwkKiih23aTv2eUTmeY6cohsjbt85fdGmYwkEi4cvOvx9TRDFw5lr+7Ul574k2ZNGOCrFu53uTB7XvyHtLUEv4JaYudN5MLfnyG/Oi8X0n70MXS0jTPEIZ5b7TK1BndcvBJK2W/Y9bIkGEJaW71JBYXMfZ85Gvq7FN214tSkG1TqVPAgmOKiOwhfnyCSNPe8uJrL8mIERNl8lTygDe+B7s635VXnn1F9t57DxkyZMiAd9ooBD6byAbbeO6550w3Dtt/XpGCfhshQ5g6bQTbOfHg3zS/LmRAm8+QNkgYY7Efyqypn5YxYzYoRKnPFVnfPVJibps0xxdLd2IbibftI8OHdEg8vrchcWMnb+p/VnCw8fGe2ke8vjvETd6Tyumz+5NnnCtE3iBmzYlvSzK5p/jO5uLJduLKW6bQIkXI7MbzhX55zQYC0ZS4zpDJdK2y6cLh+WPNd5SInyqx5H/F9eeJ46c+p14wZLgnH/rUYlm+qElefqpDnvvvEGP3EvaK3eULVpgw6NRtJ5nct50P2r4q266HfKX2oW2y9S6rZaePvCptbaQ+iHR3uTJkGB0+HOnpcmTkWE+aUPZSKbT1WawRSdLniB87QiQ2NG0+v0aS7Z8XiWXv493Vu1KGYtWU5boibLp+/XqTK7f33nv393a3GGyFz2LLLbc080w93Bv1BiV8A4C5c+fKFVdcIffee68sWrRIJk2aJKeffrp86Utf2uSmGawq3cx2TpX23bQPC8gU23/nnXcMac3VCSCYe1aoY0Dqhn7K0JoNB7JC4on7pbXpOUN2vNhMaY0fJJONVUmFcBzxYnuJ5+4pyeSR0tR7g4j3nLgoZVmMigv2oQ1uWrol7j8kwsMYIzf39+ilwhePP8dYvGDA7GUhf7F0fh69zVaYSuFU9Zz0e/fFZJ34fovEE/+UZPxocRMLJOHsJK6/UlzBZHrwUwXouLD7wWtk4dxW2Xnf9bLVLl1y48/HSTIR7sG7c3W3TNthinzgSyebazjU8DsllnxU3OTzJqcr5kyUw056RdavWicL5pC8L7LT3usNeX/moQ5Ztzom46f2pib0QPV2XaCe9qWK8Hw3nadLg+I1Ih5uA6vFb9pPxN2y7MKJrbfeWjo7O017s8zWZvVA+JhjmB8I72q17qZQwjcAeOWVV8yFeNVVV8mMGTNM9eT5559vVks/+MEPysrh6+3tlTVr1pjJA9JYSBkrhpxZ9SxbO6ds5AtylouQZesYgEkmN+IYJLlawRkliaZTRHjU7DMc8eL7SK+7paxZfoc0effKyCG0YVsfmEW4tcjRw9Q4pXoUhp/RgUPSfX7Xpz302tNhGKxfVqb79prGVOKZdmkUprQZxZCCFDFt5LBNsGaBqW26/lxJ+ngD9kjMfyddjNKR/ju2L33VlSdKVCtGjEnKi4/HjTXMbgeslecf6ZAXHg9ncUMQt/y/O2XqtlPkPe/fW0ILv0uaen8lMe/5lL2Qz0JlgUzZslNeezouI8eKIXdU4MJrt96lS154rEOWL4rLxGlUUA7ivoeV3JWY8Mh5SSSHSlNshDj+KnG85eLHNhev6STxW47Jy7iL6We70047Ge875jF+t6+vNCRbDdPkIGFVhW9TKOEbABx11FHmEZScaQnzi1/8Iifh++53v2v6BSJNr1u3zjz4/d133zXPQxjBpz71KTn00EMLki6IIo7kmc+X2s4pTLYstQbWBGv7jpDFi3eR3XbZXGJ9N0s88bCxcsF4Odl8pCTdnaS1+3/EKZr0WXgZIWFsYdakPtf47k2SpEwTV94wvYFTlcN46zUbYug5m0nMn71Jd5H0nks8ebMxlfaMsfQ8cUwxh5smhn3ZeqMPGPBnm3ngWln0TrPpyLDF9l2RIHx0ovjD5TfKjJnTTD5fpRiMeymWfEJc73ljVo6hOLmgLDzisV6ZvlOPxPHZS5to88uEzfpk/NRV4iXLsPqpBqIy5xdN+uLSmxwn63s2lxEdk0USr4nfcph4LR8QcdqqorLZ1maPPPKIKZBgPiv2vYU+u1JVTjtt5IcSvkHC6tWrZdQo/Niyg1YxELShQ4eaBFke/P7pT39aDjvsMBMSpocmj7CEiKJ4I/aTWHeUJFvONY9MdLVcJW0955oWaVX5TGPA/LYxd/ZkvPiCx98Y8WJTxHNnSSx5v1EbfZ8Q79o0GSS0jG44Ir0fSfHdSeJ6r6Q7gTSlSalVeSvZwyxEpESVr7nVl/FTsfFwxQt5b90gVi5aJQ/97XE57fMnSBjhei+nFgZOXJzkXBFabEmHOE6PNLekTJUzwXMUawwKBsliaPDsWoZJT3IL8UjnwHfUbRY/tlNRZK8U0sbcBOlD6Wtvb5cJEybURUhXjZfzQwnfIOCNN96Qn/70p3nDuR/4wAeyPg9JpOScpulhQ9QUPlDUABWfIV3OX6S1+2xxhZ681YJneuCS7wfBczzsZoZJMn6oxBP/SHXb8LtMoNd043Amp5Q/7ynTEknoHOItMy3jXH9J7St1S+wm4Dq+tHZ4svjd8Fez9sMXefCGR+TIcw6SEWNp3xe2RRR5qXjNrDFG5r7TnupGg8tlPZOqsBO/IkifSctwx0hM1kpLfKU4Xqv4TVTg7lIT0kWXi5133llmz54tbW1tg9JpIxN2fonaPFMtKBWuAF/4whc26tuX7UH+XhDz58834d33ve99/WHZUhBm4+UoEj5Q1DHFxklP288l6e6VVuVSrd2qcyui3q0Tx3/XFGS4yRelr+kcScT2S7d0w4cw1feS/D7PmSTi03kkVQDi+ISMi7um7JFWdBaLGNNpwRVr8qWvR2SXfdfJcWctkxk72ZzFcAPD5afupKgofEiiFnEC/Q22RKlcUsrkpf4xyB53tYErvruzJDt+JF7rmdLrTZDuxGbitZ4hXuu5/T55xaBU0ob4QF56NbpcVKtoQxW+3FCFrwJceumlcvbZZ+d9jc1vAAsWLJCDDz5Y9t13X/nVr35V1mdqL93wHpPvbiG9LZ+XWOJ+cb0XxPXeFscYQadavqVTn0vfh3QlcKo4o0fiyX+LH5smfS2flb7mcySeeMjkXZHfl4jNNNW7TX3XpnMCvZJsWexwHByWKRghf9CVZWXtfzZg20FYNxZPyswD10l3Z6fsc+RqueevI+Xem0aGVqpxXMe0Vnvtibfk0NMPkLDBc2dKIravxJMPp4qLTEV4X12Yd0ceGSof50Ka9hI/vr34TbSFpKhLZMHabY0oMHLqDgOispF+RI4581slBXmMo5WmJ1XL2iWqUMJXAcaOHWsexQBlD7I3a9Ysufrqq8tehYS50waIIuErBb67uSSaz0r/Y63EEo9ILHGXSX6notfxEyLYKfgrxDV9fIvcrinWSOXpYM0SS/5HEvGDTA/fRNNJInJS4MW+JHyI4R3iyKKiW8XlgovdCzmD0pq2gCkCReT0MfaT7N8+JClvv9oqQ0Yk5OCTV8krT3fIgrkpy5mwoWNEu7QPa5PmtqZw3ktOkySazhAvtpu5biniEH95GUVJg4y6a/VRJCB6nsiSVQfKqM1/JG6sqaqkp5z38voddthBHnzwQVm5cmXZn1+tHD4lfLmhhG8AANk76KCDTN4deXtLly7t/xvJrqVAQ7r1h7KPyRkqyaYjzENMWLVTxKfH7ipxk09KU+9V4siyIkiUk67QTal9njPFGKy63nzxYqOzvNyRZNPhkozvI7HEf4za5/qvVuTDl2rVViTZC+52ga+OddGIMQnZca/1hqi2tPlywjlL5bffnBQ6Q2bmodb2FulZ3yM77LeNhBZOXLzYruaR8OZIU8/vJO7dPth71SBol2TLh+XNxdvJku7XZfvtt6864StHjOA9iB8LFy6U1157TbbZZpsBz+Fj3+3+K+nLDiV8A4C77rrLFGrwwK28ErIQZoUvioSvagOL05w2SYUDjRXfH5uq/HV2E9ebI67/ejr0ms3gOWXeTfWt7wwX3yFvb20qoT4bjDn1g+ImnzYkDesYLzlEXHnZmEgPaJJTAdJHdSfa5bCRCentdgRBY6/D18jq5XG57ieVW5sMJLj0165YZxS+aTttVpVtDvbERppCoulUiff8WwR1WlEhCGkaYxvpSzaL4zSJi58eXpnuCPE6vi9OfJLstEunsUXBpSHbnFJuBKkSsshnktOHdVhHR8cm+1XMZ1eSfxf0kQ3+VGxAuJbIIQV5fnb1kfkoFZrD1xjH5Llbiu9gnLpCvNgW4jlTjZlyqnsGJsxDJSk7SZ8cSL2c+bfnzhDP2UpcWSqeO018Z4tNN+yvkuaeX0hT7x8llnxA4sn7pSl5g8TlGbOdpOwond5esqZznNQL+Hp7exyT09fS6knH0KSceM5yOeeyBdIxLFx5Y71dvdLXm5BXH3tDogLP3UJ8GWJCjdEriBgoktee1l/i5j72YztIIjlEkv4ocdxhIk3TxW//lEh8knkHVii77rqrvPzyy7Jq1apBDekG30sTALtfy5cvH7DPtgohUKKXG0r4QoYw9dJtBMIHanJMdAyJHWkMlzFGhvz5zjDxnfGSiB0uvS1flZ72X0hf++WSiB8pvjvGGDRTOOE5W0qi6cMizqYJ0KYllkeF6NJApw4evHeexOR5aXVfkN7ESOlyPy5JmTLoczi5fG0dnsTiqT1Zu8oRN+bLnoetkVM/NgB2MlUEl8rCNxbL/df/twrbqpPjdodJInYwcl9/a2lFsYiliR4pHb74ziTx2r8qyaFXyVtLPyxrk8eL13a6JNsvE79p943eOXr0aNlqq61Mm7Oenp5BJ3w2JMt+bbvttvLss8+ablKlvr/S+0GrdHNDQ7ohgyp89YVariaT8SNMN49Y8nGj9CWdgyQZ3098d2rgVW3S13yRuN5r4vhLDSn03O1FnOxFDW7yFXF82rL1BCYcFhBp/yrjs9Yro4e9Ko5HXt8A5LgXY8pM5w9XJGEufVf6enxZtqhJtt61U6bO6JF5b7RKmPDcvS/KQ397VA54b4jbrAXQ1/xZefeVV2TKZq9IU3MI7vEBFoE8GWuKsPDEpKgKRTR1Dzb1d8Px4rPEa/+6SIz2iSKrOreTIckpMqJ5cs7tkhdOi01I35577mnIzmAqfJZsTZ061ZC9p556Svbee++iesZXw7gZqMKXG0r4QoawF21EETUjsfTsTSfHF06i3zR5O/trIUYoe0EE958JadMFhTOYRY7pTg0QPr7q9iEJWbOyWZbOj8tmW/XKqHEJmRfCCOlPP/47WbtsnRxzwWHhv6fcFknETpQFc+fJ1BnrBqeNWp3Ck5HixfYQkeXieO+I744WP36IJGOTxPGTpirfj+0oEpu+SYubQufXVsjSp/yll16SHXfccdBy+DLfS+FGZ2enUfp23333gvtUaQ6fhnQLQ2/LEIZ0w6zw2ZsyKgjb4JKM7ZZW9Sxl2/h8kBxevCgXl6RkqQKuMkwKeyz1k/Bub3dc3nqpVVrbfentcWX1inC0FsxEoich13zjb3L3Hx+S0MP3ZNpWr4vnt8uaFXGTz1e3Yv4A3bK+uJKUzSQpO4h4S8Tzm01P2+TQX4vXfr5Iy7Hit54gfstJphtPJtkrNsSJd91uu+0mS5YskXfeeaeiBWg1CR+/04mD+QoyWmi/VOGrPZTwhVDhC3MOX9QQtjA1vXY9d9cA2SufgOPfF5Pltc+gc0S45CERrHVWrYgZBYleu2++2Go8+sKKns5eueG7t8ic59+RcKPL5I/Gm8fIssXDxPPq9F6v8W75/URvhHS5l0lny1+ku+Xr0tP0Welp/pL0NZ2ZaoFW5TGT1mYUS7z66qsmn68eFD47X9FzFyuyuXPn1jSHz74/ivNMtaCEL2TQHL76Q6iOyYlLT8u3JenQcYNq31iGm15z6ZvM8lzJ30iBMTrR68ialTHp7XZl+MikdAz1ZPZ/h8hf/m+c+H44B3gn5kgs7krX2m55+KbHS76O6uu6azGV4iPHezJiTI/09cbrV+GrCWJpIjdKfGd7cWLbSrxtd2luaZHmltESb91GYk3jDSlhwV7MuSuVfNFnnTAqVbvlzhGVkK5c+wsZhfRhS4YKWUtbFi3YyA/9dkIGkl/DrPDV1yRVOUK5mnSHSE/b/0pv81ckGTtOEu4RJuzkCy3LSid82VDtb2XZYlfeeqlN1q6KywuPdchffjFWfv+98bJ6eeUdKwYLqTZSjrQPb5d5rywwli31DgiBfTAO9T88R3qdfaW9Y60MH+VJX0+MKG/9kD4uyBreqlgm0dXGd6eZZFPfnW666my0C45jCAnfXS0Iny2WYI6gzVk580SlVbq5CNfw4cNlp512kueee84UmVT7s7O9P5Rjc42hRRshnCRU4asfhPaYnA5JNh1pHv3wFojrvSGJ7v9Ih/+3zJSiQcWIUUkZM369JPp82WZXX0aOScjo8eHuq5vsS0pTS1yGjuqQlvYWiTeXPhwXmtSCObOZ12nw37l+LwVJf3dplbjEm30ZMiKZ4lj1cGpqvA+e7CjixtOl5I747taSaMEWaVPyY0OOxYQfy21zNmTIEFMh++KLLxqSVew2KrU1KbS/dJViv55++mlTudva2lqTkK4iN5TwhQzaaaP+EJljcieJ506STpkps1+ZIHtvf7O4srAufO46hokkE740NYtMnt5n8vembtMlQ4Yn5Y5rR0tfTx0HKxyRoSOHSG93r/Sg4qXrZdy4a8K6vd19sstB20ssHiuZoLH4qySMlTlBBklILrUkk6iYfyeekebED8WVBcbmJ8V10n47g3/51Ay+tEtf+1XiOHPE8ZalOt3Edkh3zilcvMYCPhdJqUTxossFBRxvv/22TJs2bUCKHorZ3y233LKf9O21115plXvD+zWkW1so4QsZwmzLEilylEYUV5Qc0+rO6dLd/ndp6v2RxJJPiOMvNK3bBhNU6jJPOr5Ic4vImPFJOeVji2X46IRc/9PxdUv6Yk0xSSaSRsUbOmqIrFq6RhK9CfGSnvR2ebJ+1XqZuNU46e3tLel6o9sCyfCbbbZZyQTNohoTJFYj8d7viuu/GzBVTN/n0brdNwJdb/pafyIS7xBfdhS/yGLxYGg3H+krl/DxvpaWFlPE8eSTT8rQoUONGXIx77P7Vw6K2V/+jnXME088IbNnzzb7aN9TjU4bURyPq4n6HCEVOUF+RlgJnyp84YLjvy2u96Zp8+a524pvWrgNXkUsY7nlJ6QnoSK1tvqy8z7rZae9i3f0H4zQbbwpJo5LkQa5bSnVi+Phnuhc3SU3fPsfsnrxGrOgQ8XnPrcPJm/7IAxmH0ycqDiofPwt+B62YR9sE1JhH5AN+6gG3N47xfEWG5ueFOFrqp+ppUbzvy+jpLfjGvGb8dcrHZb0MXbksqqqhPDxvpEjR/Z3vMAPr5j32X2rJeHiuLGRIZfv9ddfL/n9hRS+qI7H1UCd3JWKYqE5fPWFKB5T/6ThrzNdN+jdiwWLqUR0John2q2NGBTyZ0hfbAPxizUxuYnM2KnwhDZo8EVGTx5lrpU1y9caAgg8L9VP2425Mvf5d+TJO2aXRNBIhEfdI1drMP0tXe8VM5WkDLvZx+YITy1N4st46Wu7UiS2VUVbsuTGFsFUm/DZIo6JEyeaThyFijiqofAVu4hgUTJr1iyzYJk/f/4m+13u56vClx9RvSsjC83hqy9EcYDpD7E4E8R3aAG12uQqbfDu6zXPJ90jxHO2k6Rsb7oJDOg+pkeurnXpX+rYz9tMgunLHguWfiD0eb4k+pImj+/lxzaoHcWCnCgmcnK1Bgu+Myqt6iWr4u9YNVR4a/qbEL2J4sUPkr7274nfNEuqAUuQslXuljtWZhIfVD4WES+88ELebQ5ESDcIiksI6WLKvGLFiqp02ojieFxNaA5fyBDmHL4oEj4Q5mPKViRgfcL6vJHiyF7S5N1l/PnIWXL85WbYSPpjRGSOJGWCdMUvFM+ZIrHEi9Lq/0Ti8mLRHTtK7qmbgXWr48b+47XZENL6BP1T24a2Sl9vQlYtXr3J38nn8z1XmltKt5hBAaS1FrlaY8eONZPoQMOL7y1u4jkRfy1W0mkdwSv7nFaEMuZ7mgmmpkJ8KYeJFztckq0XiDgoliSNQtjbRBzG3daqlx7nKuIolwBlEi+2AbF65JFHjPnxFltsUZPWZOUobGPGjDHegSiQlZomB78vJX7ZoYQvZFCFr74w0APLQNhs2GOims5vO0E8GSJN/n/FY2r0h6fltZGSdKdLInaUOO7mEuc98V2kR36H/idu4gVp6fuMaRhfK7CXEzfvkSfua5G1K2MyZmKvLFsIaaqvwZ7v/5XHXhcvmXEe7G76qfDudnuXFyIMhnb32GOPAa9U9OIHSLL5HXF7b0sXbmSknAw06SsSLGAwjPbiB0uy+b3iu2NEnJEiTlv6FW0Z56o2no+5ijiqpfABcjzJm3v88cfNooDFQbb32f2p1ucWA65dxhpU6ko8ZtWHrzCU8IUMYSd8UUOhgXkgfdDs/mQi26o3XxUnkwN5P/PmzZNddtlFRE4Szz9GxF8v4qAgJdKT+tAU0cuG+G4iyckiXu0IH5Mw1bp7HLxWdtijUxbOaZZXnumQ2/88WhbMYTKvE0DoMsle+nkLOm7se0p5BQA2tEvFLjlRxdpwVA1OsySbzxIvvr+4iQcN2XeSz4gjqwaW9OUZXigooeiIPFRH2sV3hom4eFEeLV7T8YNuGBgs4rDEpRo5fJkLg+23395Ux+KD19HRkfV9tS7ayAbCzly7FHFQbFLOokVDuoWhhC9k0JBubZGZPF2IlHEu+J3+leUMNtUgaNW22QAzZsyQhx9+2LRpGjGCLgLNAW+xpo3Vj6zoE8fDw68ElHhpcAoQG5tbSYZLytgpveLGfRkxNiFXfW2SrF0ZkuHNEZmy9UTpGFZ+WBpViMn8qaeeMmGyAQ/t0l0itpUkecC1E69Kc+enxZH5A/T5uf+UcN8vybbzRdzR4nivi+PNMdewh1+eO0HqbXy0xKXahA9MnjzZVMcSQoX0MZ8U875iP7fc8ceOaVgTvfzyy+ZaLnVf1IevMEIyIiostJduZQQt17+LReYgRLUZk+3q1as38roaaIJWbaDybb755vLaa6+ZMGHpEwGksLYqW8rWJPV7S7svo1sTsmJJ3IR5d957nTx8xwgJAyCt73n/PhWrExBzqjIHK7S7EeLbSG/7HyTe8yNxk/eKI121UfmyfGWpjxgunnuwJNrOFoltUDz92DbmUa8I5vPVgvABcubI+Xz++eer6oNXjfeTj0r7NdTHUpVqVfgKQwlfyBD2kG6mBcFAEzT7XD4SVipBY2Ai/EnroCgNOBzXu+++axqejx8/vrQ3O44kY7Mknqy9wsOl4SUJi4pM375b1q6KyV6Hr5EXHu8ISa9dx5gxVwPTp0+XRx99dHBCu5mIj5FE/FsiXkLc7qslnvirOM7i1N/84s8taV19vSx2U+TYNmfY0LnMpSxGfJkiidZPi9+0R9a2ZvUM25uYsZ0Hi/pq5vAFESzieOutt8w1U8z7Kv3cYt7f1tYmM2fONMbMkL5suYb53q9FG/mhhC+khG+gPIeqqaCxLTugDSZBqzZQVUg4xlqgGEf7sADlktAueTUMvKV+l17r6eKv/1fay6/23nygqUVk+Oik7HbAWjn/cl/+dOVEWfxu7jZX9YCYG5PnH3hZutf3SGtHZaqordodtNBuNrhx8drOk77ETIn13ipu8j4Rf3Wqa0rgdje/E533UwRv4dtN8tCtI+SJ+4dLT2dMeno6ZPMdPTn1o0tk612HSpPbIX58tHixPcSP7yS+O0PEGRiCz/hmCVo1fgbHWeu/COEholPqWF/M64lMUMTx2GOPmU4c48aNG1TCF+zji1KNqThKH+3X2L9ioApfYSjhi5jCN9ghTvtcNhLGBMSKkgGOlVy2bVRamj8YYFAm/Pnmm2/KqFEpg92oYNKkSUYtQsHkGEuB724lyfgJRtkpChWE/DbiohQMN3myy77rZcGpK+TaH9dPnlZWuCI9nT2S6EtUJQxuQ7v4m5UXjq8BSOdomiUJ/Ov8r0qy93V55o6/y5vPviud6xIydcuVMnWrtRKLt8vzjw2Tl54aIUNGTpNZR+0uOzfNk7kvzhPXcWTq9pPl1aXN0rF+pEyZPEV8d2pRJM/mxhUiX8UStGA1KSQFgmYNs7P9JEUi39+DP4OGzHbfq034wLBhwwyxskUcg5nDl1khTNEYlbssXPbZZx/z/RWzjbq41usYSvhChmXLlplE+nLz+KqtoJVC0CCrKEULFiyQrbfeWqKEqKp8nFvOFZMC5I9zWMKbJdn6P+Kue0VceaHI91Qhz8uH8PFIyp6HrJW/XTVWerqKbHQ60Ei3Vxu3+VjpGF49L0Eb2uWaHPTQbiYcR2ItW8usEz8jE7ZbKPPfWCTNrU0yeeaWMmRkh8w4WOTkQJhz1tE7y/o1ndLX2ydNbXFZu3atvPzam7K+OyFNTe8WTdKCpKIQ8eI6Z1FaDEGrVRTBWrVY5arYcbYU4gOxskUc2223XUWEqRKFLZsHINcwpO/pp5+WPffc03zX+aBFG4WhhC+ExIKbANUlaKBZC4JWC6ASMbhgIxGsEAs7oqzyQWCxdECdJeG7JLgjpa/9R9LceZY4sqC49wS/ujLIH7l8Q4d7QsvaSVt2y4gxCVk8r04Jn4h0DG+T4z52eFWvmWBol0VWpgVHPYU5myaKJJLd8vwrswuGOS3JopcwqjPHxnM8IGjZSFk2ghaW+zNYxBFU/6qpdLGgg0S/8cYbFe1rtUK6FmwLBZJ8PgpMsIjKt/0g4QzL+R1oRGfGbRCQ03DcccfJNddcI1dccYWEDRCH9vZ2o/JhuBklRFXlA1tttZUxbeUYOX8lIT5Wejv+JE2dnxTHf6Hmtsh2rHcdkSHDPDn3Swvl/31+iunKUW/YcpfN5ZRPHSN7HL1r1bedWbWbOQkWG+YsNuw5EGHO4L6j/PA5WHhEFdafrxTSVyrx4rWQqf/85z9VNT4u9b12X4LgeMk1pMAEQso4lG8bqvDlR/2NgIq84IY477zz5Pzzz5evfOUrJvk2bPuPEsbNy2QUpZWYVflQwqKm8pE4TRUy523nnXcufQOx0dI35E/i9j4ssZ6fiiOviTMA7ReYR3beZ52p2r3nr/R8rR90jOyQK++7XOJNxQ/DpRI0Uj/WrVsn//3vf/vzf8sNc/JAWRvMMKcF+4uCSdh64cKFJjQZddIXNGWuNvHi2qBAi8XBokWLzL1eCordt1zI19aNhcGsWbNMgQlKNaklubYRpTG3FlDCF0IcffTRhujdcccdcuKJJ0rYQEUYlZ90BuD3KCHKKh85NRCHfjPmUkF4qmV/8xBvgbh9T4rTe784/nzTBSEmj2+q/pWZ02drkPp6RJqafZn5nrV1R/i613XJNd/5i8w6didpG95adjVnPvKFGssEib3OlClTzL/DHua0gHyi7kFSuB6DhWBRg/Uw5RoolJZTLvHi++RB+BRiVWx1rP1Mu5/loND72RdUyGeffdacZ7pxZNtG2K7hgYYSvhCCQfrss8+W3//+93LCCSeE7iJncrHEKGqEF3HCpAAAWs9JREFUL8oqH5NBZWbMAbiTxGs5QYRHGl7P49LUc7E40l3ZjmLtkeZFnetj0trGRCB1h2TCk0f//pQseHORHH3xwdI+pK2iMGc+8NrFixfXT9VulcD4sXz5ckNSdt9990iH9Gw+H+SfayDXeazEsBmlj24cthNHsRGkbDl4pX52ISJLvib5hnbfMlNLNKRbGPrthBTnnnuu3HfffaZ4I4xgUCFRmA4VUS2sQeWLGiB8XV1dxoy52vBb9pTejr9LUnbc+A9l8pPuTleSCUI9Ii89Wb0K2KrBFxk5eoSsXdQp7pomUxBDWI2qWq4hwpQQGhYO5L6iukC68032ucB2Ce+GdbzIB0gAJIhFVpQRDO1C/HJZaVXaoYNrBf9GfPCKteuqVOErNhxL3jfhZvI3M+3Jgj2IFdmhhC+k4MI/9NBD5Y9//KOEEawkrcdb1MCEzPlhAora4MOxEdolJJ/p+Vgs+E4YrLu7uw0xhvRDjiGRC5d4Mnf1V2V19/6psKx9FAF2hwfzQHenI4k+kbYOX958sU3uurG+wrkW3Z294nu+LH13eU0/x1btkoPJdx4lcGw77bRTfypFI5A+G97P5qdaKeHjQZ4u9ydqfrHvtftXDordZ16z7bbbGiWc8G5wDOJ3VfjyQ0O6IQUXPoUbn/zkJ+Wyyy4LpcUJpIicMCqvUC6iBI4tKrl8mdWcGLaCV155xahP5VhxFKrmXBH/qIxo31OmjfqlNMU68+8fJK9PZOnCJnnothEyaYtumTStz7Rbe/mpDrnhZ+Pq1oevraNVvKQn7UNrn39Gnht5fLmqdsMMcrxQ+l544QVj1FuSX2TIYElZPn++Sggf4D6kxRnVsdzvhYpiqkH4iiVrtjUcRRyvvvqq8Q/M3P8oXdvVRPhYgqIfxx9/vFx00UVy1113mUKOsIEcDPIy8NPKV24fRgx2Ll85dhulmNbyc/78+ca0lcm1NtWcO4vnnyGJ7v8Tp/sacZ2uVA1Huv0We7R+tSvz3myR2f8dKvfeNELmvdFmumyMmdgnvd2urFjCEFefg39Ta5MkE0kZOWGEbLfPwFz/hOuYxFHWS+2cUu+AzGJMT4cRFKooT/q5TJkrIV6ZKhspBHyPhHb53S70Sq2yLeezC4ExxxJS9o0FtlbpFoYSvhCDi/7MM880xRtHHXVUKC92blSkeUykw6hSVkvlsxV4lbZ8Kreas1TTWuuDZpWVmoFuHW3/I9Jyvqye9xtZMfd66RjSI6uWxeT2P48yvVY9zxUvueHaT/S5suidyluU1RJuzJVxU0fLuM3GyLEfO1xGji+j6rmC0C6J77Q6HAhD5oGCtWqBBLAYgQBGGdlMmSshfNkIEzmkmORzr++77745izgGKocvUzCA9D355JNm/NKijcKI1gzbgMCTD2sCvKhy+RPVMwgzhdGIuVjTWggRITQm13yEbiBNa6vZcs2aMdfcEsNtluGbXyhDJp0vb81+WX7/w1vkxYfflLChfXib7Hfy7jJth81l2k5TjfHyQIRzg8DSgqIplDAqW8O4UMwFCAndGVClOM4oEdpiTJmrqfBZQPhQ8lmY56qELqbKttBnl0PWOMeQfM43hU1RupZrASV8IQcJ9AcccID86U9/ks9//vMSNnCDQvRoSVZrI+ZahzlzETN863g9lW/1YFpbCzNmkuYHArGmJtlq1s7y7Tt3lndfXyB/+PIN8uazb0v3uh5Zvzp/rt9goqklLh/+6qly4kVH1sX5jXJoFzWdsQSrFnqw1sP3PVCmzJWEVnORLrbF/Y3JdTBnLvO9lYzdlbwfoYNCpDlz5vSnzyjxyw4lfBEp3qBw4zOf+UzBBtP1iPHjx2c1Yi4U5iw1/FnrMGcuoDLgFYbyELWBiAXHww8/bCptWWEPJKZsNUm+dMMl/f9+6ZFX5cbv/UPeeXm+rF25Tno7+2Sw4cREpmw9SS759QUyfddpUi+IcmjXXpekUjCulNz/OcSmzLVQ+LIVcaAQF/veYlBp/h0LGHLBCeVHbQFTTSjhiwBOPvlk+cQnPiH333+/sWoZLJTbm5OfkCYq7FDEyg1zEs4hPDxYYc5csCbTK1euNCvQKCFoxjzY4cHt99lGvnTjJfLWc2/L2hXr5J2X3pXZD74sc2a/LetWdhry1TYkVUzS3Nokk2ZMkERfUpbNWy5L5i2TZJ+3cY7dZqNl0ZylBT/XiTnGWsUg/cNtcmXY6KEyeasJcsTZB9UV2WuE0C7jBQssKjlR/CC1jUD6rDddtQkfYGyl2wWLBKIVwQVepflzlRJG3suiBSsZUmjov6vYFEr4Aujp6TGEI2xgn8844wy5+uqr5ZBDDinpxhmMMGe2ak6IEKtxyBEryLCGOXMV10CKCFszyUZpYgUYBbOyrodWeU3Ncdlmj+nm992P3EVOvPho6ensMarfy4+8JutWdcpm202WXQ7aQUaMG2au1wVvLJLZD7wkrz72hvR298nE6RPksLPeIxO3GCcL3lgsf7/qdlm6YJnstv/Osn51lyx8c4m0DW2V6btsJtvuvY24riPtw1pl6bwV8uLDr8qc59+R3u5embzVRNntkB1lh/3rV2GyoV3UkTDl0BYDCACebRAAOjOEcWzPtqDOFc2w3paVbL/Q2ARx5pqxRRz2O61UoatWwQVjER1lMBmPsjVPuXD8qDnDlojOzk7jBXfrrbcaonHFFVfUvYEj+Qok0dKpgge/s0rHk+/Tn/602X8aph9++OGGaOQLe5Ya5sxH3irtzYmvGzfqQOWDDSQ4rv/85z9mhRw1lQ/QqxUVEw+0er53ygH3CMUptmIxakB5ztWuKuxgeiOXj/EO1WegF1s21FpsxX0pC+ps4y8PFtGEsUsdg7GQYj5hjCp0TLNnzzbkEj9HPoc8Za6hgw8+uKzvadGiRSYHj/GjXLBwgfBxnxLtiZrrQzXQsN8IahL+dZA9JirUPcq7L774YuMNV8/gZkZR4cYmcd4+GKxvuOEG42nH6ra3t7duw5yNZsQcdZXPdk2B+EVNKWJCI1Gd8YEilaiRIq5Hzh9KWNRCuxwL546Cg2ILVLJFPUolafb3zLSUfIvkYN5woUV1vkVVNn++ane7sOHyl19+2eSCDnYOH6h0HxoBDUX4WL2gstCDlhU7KhghxGOOOUY+8IEPyDnnnCNXXnmlfP/7369rlQ81j4EhU7Kmzdo3v/lNueWWW+p23/OBiZSQQRSNmKOey8f1xjmDNODKH7VwCvlKHBdVirj8R21i4dyFNbSbK3c4+DuLePJMiYZAmoqNehSKahQyGQ8qbwM1JucyZa4m6eJ4UExZoBMZQ2AY7JCu+vAVRsMQPvLbCNuSZ8RFgcKHHH3zzTf3v+ZjH/uYfPaznzWEr54vnFyO56eeeqp86lOfMqT2Pe95j4QRrMCjasQcdZUPso7SPHfu3EgSdnKXmODqIVex2mACx8+Te4/zWGsVM1uosxyz8UKhzuBPCg3oxIEhc7aoR+br6yHqUU1T5mLfVywQHSB9Tz31lLnfB8uWxUI7bRRGtGbULLBKHRcUA/V73/te05KMvA5y3jJX8UxY5DKEMVeHQexDH/qQ6bwRVsKHETMDCUbSKGJRQ5RVPgZbBv4nnnjCTKo1N2MeYJAewfGh8lH5GUYLpHzgeswX2i2mwKuUv+UKdWYjYpnt+8rJHWYOICxPPm0UFySFTJkLkaFyCBPXDAbsCCi5unAMZEjXnn8lfg1K+OyJP/300+WDH/xg/yTExHvBBRfIj370IznttNPMBXvppZeagbzec/jyAU8+kq/xfSvUzqtez5dVwSANUbtxmbgImdkeu1ED6jO+igNpxjyQgBDRFYbzFwbSYKs6iyVlkCHCnngrQqKCf8ss8CqUj2a7wdSL0bjNPSOfj7GR6zTKyDRlLjSWlquyMZ4tWbLELGK5VspZCFUrpBu1+aLaaBjCZ1cfdpXKv7/97W/Ll7/8Zfna175mJl8u1IsuusiofGEFza7JMbruuuvMsYQRuYyYowIGSBLIMYaNIukj9DlYZswDMZ5g9UEOMDl9hAlrZb1RjcrOfDZJmcSLMZEFMUSN4huKw8jNqscCr3LB8RG6Jg+aazNqxWH5TJlBPlJVLmHiPSzOIXx8r+UYzGtId2AQecKXCS54e9GfffbZ5ub/97//bW58lD7KukE9F23kAxc8/XV/+MMfyoUXXhjKY2CfUWAhRVEkfFFX+awZM6R91qxZkRuEWRByfWIjxPGBSsObwZ/5zMYziVewYCBfyLMcmySsMqJWtWsXlOTykdYTxePLRfoKFXHwmnLTFKzxMYv0ctr1VYPw2W00uNNcXjQc4QPBvAZ8f3gQxvjHP/5hijguueSSUA8C73//+40fHyoE4d0wghUjhIjzkqtIJcyIusrHwonioXpVaTMNbHMZ2eYjbF1dXXLPPfdsNMFk87LM/N16hBWq7BzMxRoqLaHPMFbtFgNUWo4P77cw5muXAjuXWdKXi/xXQrrYrq3cJU8S5buUlCK1ZRkYNCThswMppstMSrQk48HNj+kk1bphTjhHgcBmhsrksBI+VDDr7UaIIGqIusoHaaGfKSofVZ/VyM/JFuost7IzSNIK5ZlB0LL9jcUIBTioRFZpi8qEwzEOZNXuQINzRY4pBUbcfxSLRRn2urQVzdmu1UoIk83Bw30AMs11QyeOYufRauTwhTUqN5BoSMKHWSQED4sFJlxuAvJWqDbixkcZO/DAA/t7vIZxECese9BBBxmLmbDmUUGI8AZDbYhirk3UVT5L2LFpQeWrtLLTwlpv5CNpxXijWQPbcu9vzhl5S6hgmPtGDRwfeYrkZUUxNE/kgEUJoV0WxlHzjiy1iKNSwmffS7oDiyE6b+y1115FhYmrGdJV5EZDEj5sS/7+97+bQfrEE0+Uo446yhQ7sEJAFSOXj/yVMNsuoDqw0qLzxkc/+lEJI8gJISwQVSPmelT5gtYbxRKxXK+zieJUXKOeFyJpQW+0fK+rl1W8LeBgUQK5DevCqhhDZoo4omiTRK4ZCy7yMcspNohSPl+1CB9gbkU4eeGFF8zcWgtLmFpsI+poKMJnJV+86lixHnvssYZUWGBJcMIJJ8j1119vQjUMBigUGEuefPLJEiZw4Z977rnyq1/9yli1hPVG4Bw899xzJs8mzAS8VipfZpeBSosGCnUZyPy9UNEAPwnvoJxHkbRDUslXhDDsueeeob3PcoFzSOssziGLr6iFdjlfHB+kFu9PiHvUkcuUuRLClEn4mGdtJw4Ufoz0C72/koWcTdFQH778aCjCZy8o8vRsg2irRFjfKDz47rzzTmM+asO/P/3pT0NH+MCHP/xh+dznPidPP/10fzVh2EBOCHkgeJ9FRWHI7DJAuBMzX8JL5ZC0Ql0GMvPRCilplYY6M0GqBIncnL8ohuYhfJCFqKpgUQ/tMu5D+gjtsjCJGqkt1pS50qKNTMLG9zpz5kyj9JFXTi5orcKxwTFQkRsNRfiCsGoGYTWrHKEk/e53v5PbbrtNent7zar9yCOPNBWjYUwIJcT0vve9z4Spw0r4uIFRwQgJDqYRc74uA+WQtEzrDdRlen1mM6vN7DKQj6TV63UIqcWMOYoFOJwDQrsQBo6Tcxg1RD20y0IfdY9zSMvNer2XapHPZytsqxnSDd77FP8wt+KGkYtMV6rwWfKqhC8/GpbwWfuE7u5uufbaa+VPf/qTqShktX7mmWcaBdBeRKz+wgrCueQofuc73wmtofSECRPMucE7q9guKMU0VC+FsGXrMlBp0UDQeoM8NwoAyL2MImwfWsh7FG12UC9QwrhOo0hqg6FdjjXMLgb5SC1qFPdiFNMPCuXzVUK68pHFyZMnmyIOIk0Ux2TrkW7Fl2qEdBW50bCED/zgBz8wRAgjTibas846y3SpYHKqtoP+YIEbjDy4v/3tb8ZoOgyhzmxEjNAuCtj69euLJmnZugzkImmZoc58JK0Wq8ioV+xCEDhGzmEUw4KAzhSQ2qieQxvaJd0liufQWrVA+shXjOI5zEf6aqHwBe8N0jpQUJljq1khDFThKw4NSfhseJZBi8KGI444woRkCBlaUKVLy7WPfOQjprS81iXfJLZeccUVcu+995rPJrxA/98vfelLFTWl5jg5RiqTIbTVPga+l2p0F8gV6gyGK/FNZDK16hk/K22oXi+ox4rdagP1nJZrpSi1YQLXI8VFpIKw0Iqi2hD10C4LfXJOqS7lHFYy9obNny84/paKQvMj9wJEz1qhka9cyvuL+Xz7OYrcaEjCZy+Kgw8+2JC5YF7BjTfeKD/5yU/MoAYGqliDSQIietVVVxmFkQGHcCyKFkpkJTjjjDPksssuM9tkBUuHAB6oLpVWdmaGOnNVc2Y2VC+kuGW7cSmg4XPJCYkirMpHaBdFM2qA1EKICHuioERxcOYcUsDBebRtGqMEa8hMTlZUQ7uEIFmUUKRCak+9LhaDxV+lpK1k+92SPa7fcshXMe+BPFPE8dhjj5m0juCir1JLlaDCp63VcsPxG/jbsUofE9DPf/5zo4KRPH/ooYf293IlH+fyyy83A9tAGzteeeWV8otf/MKsiIrFL3/5S+Mev3btWvMgd4KfbINjs90KWL1CAosxpy32b7X+biC/tEPab7/9IlntCcgfWrVqVWiLbAqB64/FFGkGQUU9SoCwYzpLknoUCRGADLFoZAKvV0JUCSjaY6zBTqSaSmZmhX4xZCzzuUySlq+lXzHWSsG/Z+YWFwtcBopdjOO4wPXD/WFt0bhfWOSWu0hibqBrFtE6vmOEhSguKCtFQyp8FlwQ+O2RX0BCMhYmFDggN1NdtHz5ctOX9kc/+pF88Ytf7LdvGSisXr265PAeRIgBigKN4AMi8eUvf1n++c9/mpxFbi5utjAN1uwv3wfhJFTQKCLqKh/3HGFB1FqKcQbyfhoocN64x8hXtPZPUQNhzyiHdlGjWOxbD0kbDSlHRcuXtpKPgAUjIoWIW7XGcRZk2UyZC6EUMYR0JUQIijggfex/NUK6QYIXpnltIBG90bbEiwSl4YEHHjArCxKSgxMQYSdcwvHlg/AN5OSEhQX+f6WGc3MVZnAToxayEgtzJSjna/bs2WblHUUj5mAuX1RVPkI5LLTIW40qcYfUkq+4dOnSSOYr1ntoN18BWClkjXETpS+TpOVTy0gRKvSaclS0wTRlLoRSCRsLBqJPjOUYNFeD8CnJK4yGJnz2AjnggAOy/h1ydPPNN5tcunIvqC984Qvyve99L+9rUDsoGrGYP3++URrx0OOzqwEGl3POOUf+8Ic/mE4jYb05UE9Y9UbJiLnRVD6uPWvGTFg3iuF5FCJIH2MIqnQUFycsiFFpCc9VI7Rrq0UzQ5flqGj8LIakBdv65Wrjx/GRc8YYXY8kbSBMmQuhVEsXton6DZlG3KjU5zaMPrmDgYbO4csFSN7//d//yYMPPmhy3a655pqyyQUrfELD+UAiu60Gg8gcdNBB5nPJKazmRbxkyRJzHFRKhbnZO98RRsz77rtvaIlrITAIEtKPqsoHsGjg+g6zz2U+MLRai4+oKpnkBRPaZZGCkllpyDNXlX4h0/F8Ic9Kx1DcASg0IMQbRbU217VrSVwxixUKApnDWMiVAkK7kD4UYqI2FMyUA/KeyQNk7mS/WURGdW6oBA2t8FlwgUDKCNvefffdRmref//9TYeK9773vRU55zNAFDtIoOxROcwkz2dXe8VCF4ATTzzREMlCqmPUjJjDGLomCTmqKl+mGXNYTcHzgQmHhRVFVKSLBPt2DyaCSlq5hQOZJI37kUVKIQJmu8YUCnnWk1qD+oe6h/8gOWdR7KRSyJS50PkoNwLGfY9zBLmSPT09Ze9v0DxakRtK+NIXN+rXPffcY7zvaKeGXQuDD0nJtr9iLQchyB6rEyZ68vZQBoMEp1ogRPzBD35Qvv71r4c2lMZ5sFXUUSV8TIwcY5Rz+VjVc4wUN0S12pNQIKoFtkuVHGNm55hKQ56Z/ZfzqWiZfpfZfofw0bUoqucRwo4ogJIV1WPMhA3tFlPEUUmXDuY3SDQ5vYwH5XTcqLQ1W6NACV8aJCBjekz4BfPN++67z+S7kYODXAwR++Y3v1mzgoe77rrLrJB5ZNpVVHPVcsghh5gK5FtvvdXkCIYVfEeEdQkJRFEdahSVjzAOxQ1Mpvmaq4cRlqQxiaHyMaGxeCy3iCCTpOUjYPlMyTNz1KoBnA4I7bJwjardDiof4UcKjqLosVhJEUelRROEg3k/RUDldHGp1MevUaA5fFnA4Pzxj3/crDzIL2KFjvoH+bvhhhv6++yGdUUBceV4brvttlDfJCRTcx6i2Lu0kXL5UGpR0uulO0WwcKDSkGfm8GqJWCn+aJm/18N3lA2kWFB1GWX/Qe5Fio322GOPSPaEzrdwsfl82eYMQrIICSzgygGLPnLZGe9IPWIBUQqI0BEpsHndKIZhnttqBSV8GUAxokwcxe/HP/6xuQht4u4FF1xgwhZ/+ctfzIAe1so7VuHcmAxcYU4mt0bM5FtGNa+GpPiHHnrIXJNRVfmYTMjlQzUpVx3KlpNWTseBIEnL1YO5GLKWzZQc3zHU6FInszAh6obMgMgChWM27aeRijhy5VdWapxMJIP7goUCYzpCC2H0YrF48WLjNcuikesurOlKtUZjXK0lAEmZi4UcN8ieXd2Qw0cvWh6W7IVV5cP48phjjjEha/r3hhXWiHnevHmhJq6N6ssXJGkQPfLAON5i+jNn/l6IpAWfI3yUy4Yjs3CgmqSFAg4mM+6/qKYh2F67UQ7tQmpIQSDiE9UK80zYggjuuWz5fNWyVSGdCu9b5mHG92JVVA3pFgclfBk5CFxw9MIk7yYoYwMmCvrSUlBBuDeMZA9wnOedd555fOUrXwl1g3DIEPYeUTVitrl8qHzkkpIDNpjILByoJOQZ7MMMyeI5PCmzkTFL0gopbtUmadUEExjnkmMkJFiv+1kJIOxER7gnyYeOYmiX80YaCcTWehE2Uj6fFTyC1281jZMJ6SK22PaExcxPWrRRHJTwpWEvtl133dVMqtddd50J4XKxMUExmRBW4wK0VUSEFLE3gTSVU1k0mMDYmWO74447jFVLWIHCRzgXkh5VRcGqfIQsylH5cpG0csKfmSQtX3gzk6Tly0nj/rP5UazwoxqSYWHCtRplBYziGyZtiC1jZhSJLdcn6h5WLeSuRZHY5jNltr/bc1vtThkQPuzRbBFHITKnCl9xUMIXgCV2dMf4xz/+YfIBWInbPA3CMFTa0Y/2pJNOMsUchNqosCVEGiZwTLRhw+/vhBNOCO3Nwn6jmnBeOB9hPY58JI2fLEKoDuR6g+CWQtYySVq+kCckrRiT21ooaUyc2OxAbKMaKuN7tJ5ukKIwq+vF9Nol161cM916B+ePQhWsWoohJVGAJXq2J7AdByolfJkhYbaFPx8pEITOCzUK0NZqxUEJXwCW2NGC7PDDD+8fqCjYoIoI2xZCFSQmc3FdeOGF8pOf/MTI+mHEueeeK9/97ndNlSSkKexGzINt7ZEv96zU34MkLUi6ILYQo1wkrVD/znofFMnFtJ0boprnBqmFwHPNRpXYZoZ2o6rYUmhAFw4KOaZPny6NAJvDF/Tnq0UvXBtVg/RZP8t877eEsd7HuMGEEr4sYGIkMRezVHKnaLHGDW2d8+lFaxW9sJI9wKR62GGHyR//+EcTlg4rrBEzCliphK+cAoFcv2cjaflUsnxeaZkVnqC3t9dUszGxDHYuX61ACNgWcFDpGVVY3zomsaieSxvaZYEc1dAu9ydKFC30SC+JaiV9IVPmSos2chFG8l5J8cD2hfx6FrvZoCHd4qCELwdQvajI5SJm4ILg8SDHzwLljwkqrBYttnjjk5/8pFx22WWhsRiw1WJB0sXAQLiThy0AyEbKMgmdDU0Aq4Llaw8FSSvGqqMWgw9KXiW5fGEB+TsQW8JlUTNjtrC9Q8lzw94jquHARgjtokRTnUxolzSgsOVzV8OUuRYKX1ARR/m3RRzZLLi0aKM4hGOGHwQwsdJijZDL0UcfvVF5OKofqhgT+y9/+csBIXvf+ta3TO4gKx0mfio2q4Hjjz9eLrroIpOHyHEOJEkrtbKzGJKGRUtmyDNI0vKRtTCsELkuIUP1ULFbKzBhQvpQ+VDQw3BeygFpFBRwcM2GOaWi0LkkKgIZinJolwgDCxQIPIpfVK/ZXEUcwehGOSikEBJxo6iL+Y+8+szXag5fcVDCl6d44xvf+MZGit9NN91kiBErDfLFPvCBD5hKIshgrS84wnm0QmOF89vf/raqA/KZZ55pijeo3M0stc9HzEq14bDgZi3UTYBVXDGGt8H9XbduncmnYYKJqhGzVflQMqMc8mQChQhFWRniPqCAg0ls/PjxkSVDKDRRD+0GrVrCdM1an9l8kZBifu/p6Slb+LCmzvmui2ARB6lW5IfmCulG8fqqFpTwZYENbXIRoqpB8uity4XNRffe977XhHPpcXr99dfLRz/6UXPh1zIkihE0+P3vf1/2NlATIK10E4Go2p88f/fdd5twNTcux/aJT3xio/B1NpKWGf6EjBRTOFAr6Z0cD3JoaNMV5QTqRlD5uEYIkzG4U5QTxpSJYkDeF4SItlDkKkUVjRDaZfwjIkR7Oe5L0kwGqoo/SNQq6SyTLZ0l+HumR2ZwXOdvlQgfhd7HZ7Bg4DpCZAnaGmlItzgo4csC1Lxrr73WFGswqaLm8bjyyitNmBenfHDrrbfKaaedZghfGPLfIKh33nmnyTnhhuEnygI3EcfMBPv+97/fhERRyZiMgl0HwgBCY1QGEgKIKkloFJUPVYhCHCqTo0zgIUO0lmOMCXMRWD40SmiXnFMILWPQnnvuudG4GVTTCuUXF/pbMVZL+TrL5PLDLBfBY8uMvBSCPZZiPp/jQIigTSGE2hbJaNFGcah/ljIIQO36zW9+I+95z3tMjhsXFyGmj3zkIxu9jhU5NzgrDkKt9Q5kcPwFswEVhcINiG6YiVIjGDE3isrHAA4Z4v7jXEY1TM9xQWjJ/2IcCfP9lw8omTzCFtotNeTJgygJ92dmAVlmxCQfUQumtQx0gVil+Xyl+HQGFcZiwIIBcYJUCO4XFg+q8BUHJXxZgGpH42aq5yAQxx13nBxwwAH9f+eCpssGfWhZcUAGywEGz3TqyAcmAfJ8ao2TTz7ZhHEJXWPVElYwaECGUIaiZMScCVbtXHdRV/kgswzwVCZn5u1ECZxLwp1ctxSsRN2OhgWZjZQMZJFYKSpaZneZXH2asxWIET3h3mShwhyS+dookpNcpszVJnw2kkM6Evn0zNNatFEclPBlAVJxsGIVwvXDH/7QhDopD6eXLkrY/fffL5dffnnZStKll15qul3kw0AN/qwm6RNM8cahhx4a6psHtfKNN94YdCPmWoNBL+oqH2A1b82YydOMIqzHJ63luH5ZSEY9tAsRCoZ2bViwkuKBbEVi+eyWcnli5gp5ljIuMqYyDjE/RLWjSjGmzNUM6QY/h3xJ/A9RjO21ZcmjIjuU8OWB9dfDlJhCAMgZNy8J1nhoffWrXzUkqdIQR73g/PPPN/kREFryp8IKzhnnibzEKBO+RlH5rBkz912Uj5MFJZEFWklxH4Zl0ZXNvLzQv7lHIfEQreDz2QoIcqlqTPDFhDwHS01DwcSqhTZ6YTqf1TZlLnTc5Sh8wSIO8l8ZI2z+a6N8z+VACV+BC4qLkYH4D3/4gwkrUYFF+T0PCxqhUxARfK7agLysWLHC/GSAJH8BoDhWS/VAycQ49M9//rNccsklEmZAhEj2x6olqqpQI6l8LLBobxjlwgarZnKcS5YsMQVVtUJmAUGxYc5ifDFzqWj82xYQUDTGQsVWKWe+rha9mgca7D9pCFiJYDGEQt0oCJoyF8ozLJfwARYMkD6UvlpWRUcFjq8aaFngBsYtHwXp5ptvlhtuuMEoZIRDa9F5A3UR0pkJcu4OOuigqn0OhtLkJpIbEfY8E6R+Lu+o9iu1wKAYi50oq18AAk/uF4uSsJOBfCCXj1Dgvvvuu0n1f2bIsxRVLfN3O/RznxciaoWUtHIKCIgkENq1ifdRBWIAhUdU7Ua1P3S+RYW9vnJdGxS40MwAB4xygcpHXj33DN9xo3Q7KRVK+ErE7bffbjpTMPmceOKJ8pnPfEb2228/8xPTXy7cSvsKDia4+QifkaNIlXKYYY2Y999//8hWeAZ77EL4oqzycV+hflHRWsuE/2qjkIF5NqJGKNAqYsG/Z9pxFCJgxRC3wRyrIHx9fX2RD3kSHVq8eLEpMIhqFXY+U+V8oXXGacL7hx9+eNmfQ8Srq6vL3B+QvigvICqBEr4SQEiVbhdIx1TY/vrXvzYqEqSCVTmmzPgvMRmFuWqIal1CShRwhB2srAnJR9nHrZFUvkWLFplcPhZZtZ44c4U8y6n6LNRlJvPfvIeKXWxpSEnIfG0UQp4Asoc6Qyg7TCS+nGuJghzUJ4pWGgnB0G420se4xRxaiTsE4zyLXVQ+UpOinMZTCTSHr0QQ6rzxxhvNKoK8IsJL//rXv0zYkNwiCCADV5gHY4ykCT9EIV+qEYyYg7l89JuE4EYV5LWRx5rLviTTjqPc/LRMO45CSloxVZ6lFhBwLKhC5KOGeTzJB0Jv5Lllq9qNEjjvtjUYY2qYi+JKBdeuDe9mK+KohjjCNrjHmIc1nJsbSviKBBcrAxKrBzpwHHzwwaaiDs8+LFt233138++gX19YQfEJIZbrrrvOhK/DDM4ZYTGUoai2dApW7BI6CpvKV4wdR/DfDOwcJwuSbDltFrlaANp/850VEw4dLDUNQov6VWvPusGGdSvAczTKoV1yvlH3EAUoWokquc2EPZ/BnL7gOa5GCpR22igOSviKhI18f/e735W//OUvhugdccQRpmqXzhwMVj/96U83yRULY2iX/T3vvPMMkb3wwgtDm49ojwX1C0Uo7Mprval8ufp5ltPbs5AdR/DfhG7o+QxQbnORtbCfa44Bo2LGFghRlJULjrMRyC0eiyxUUDRnzZoV+mu0WNjjtMVCwSKOail8jfJdVgIlfEXChgMpZHjuuefk5z//ufzzn/80ago2JhDAIDGyLuC85vvf/76EDfTU/fSnP21yK8LQNq7QIEuOGzmYYQ9RV6ryFernWUrVZ7H9PIN2HMWY2xYb2iU8Rj5tlPN1CP1h+0TVbpRzv6whM5513KNRLrKC3HLtUvhHWlCjwIZzbSFHtQkfY4eWJOSHEr4SYKVnkkyxYPnYxz5m+ulaMkiVEMUbd955p7FQgfAxeBEWDZsHE8nFH/zgB+X3v/996Akf5wcihMoXVsJXbD9PkuAhtk899ZQZRLO9Lgr9PCF6hOgh8vhwRRV8r6SRUMWI8hXl/EzILTmLhDyjHNrlniGfjyIOUk6ifE6LMWWuRjhWQ7rFQat0S4BdiWSuSDC9pUrommuukVtuucVMulTzXnzxxWbgCisYkA488ECjLoR9UCIESLgTW4SBUoSq0c8znx1HLgJGSJdrkBBvvvBomEP11o4GmxYWXWEl8sUC1RbfOq7fKE9snFPILdXJ5ERHGSh8dHCi8C/Tb7GR/PmwIKK7DPZZ5YJ0AJwY8MUlmtBI32cp0G+lBNiBlp9MxBAh1DxUMHyAUBp+8IMfyIc//OH+kISVr8M4uZJjgrqAqTSVu2EG54PQLhWeVAXmQ76QZ7HELdOOo9x+nuXYcVhfPlTasBP1fGBgJySGyodSEmUiRK4i+W0QBNTqKJ9TG9rlnEY5tMuCjHy+V155paZdmuoN3KdW6auWOqc5fMVBCV+ZgODtscceZlA69dRTTYeK4E0brEaqxYVIDuGVV15pqk932WUXUzCClUo1wX6fe+65ctVVV5kQdj3fUNn6eWYSNcgTHVJsSCHXazMLCPIRtXrs5xnssRvlcCfgODmnUU/25xqCCFEkRugzykTIhnYpVmFsq+dxpxJwXNiIkM/H9Rt1RTMb6QvatVSCYvv2NjqU8FWgfl1//fVyyimn9MvHQaJQywkexY2Cil/+8pcmxPPjH//YtKVBFq+2vxNq5ec+9zkTsuaYB6OfZzGFBMX08+R3JkpyLal6LNSVIMzmto3iy8d5op80Kh+FHFH2WiRszYNjjboiRGEDoV0WtFEmQqj6kD6qdrlPKWxqFNhIGRGJahVt2O0qskNz+KqAgW6lBslDXfzZz37W//koHXTIoANItXHOOeeYn/bzuEH5zGyqWqn5acX088wkY4UqQvPd8OSLEC4iXyTK5ABADGhbFHWVj2uI5uksdqJe9djd3W3ylcgNJroQZdDth3sVk/soK5qAsC7ODvi51nv6T76FeinPBc3NWYDjLFAuWbv//vtNLi+WTdZfU7EpVOGrAjJv0GqXnAcB2aIC87LLLtvo82lLw4q4EnDT0DWEKmQGHx78TuUx7axuvvlmo45RAIEfIfl9hQhY0I4jX3h0oAY5FBLCsFE3Ym4klY/7i9ZcpFlwTrnmoqwIkZwOQSDZv97JQSVolNAu4Ppl0UIaBor1QBeRlULSgmkvmQv1bGN7oS40dpHOtsut+NccvuKghK8GsJW83BiQi2pejChU3BiEr4Lg30wClQA1CJKHCzwTJz9J/Keq9dJLL5UTTzzR+A2yiuLzuJHDdpOxv1jkULwRdSNmiM+UKVMaIpcPtYsH1axR9qsDqPkswrAZirqi2SihXYgOVi34ntpr2cLOJaWSsmIsmXKRNLtQLxRdqdaCw6qG9rsodVwOOmgockMJX5VgLzirwKGs8JPJ9pBDDjG5fraool5XI8cdd5x5ZAOJ8RhMf/vb367LfS8FTBxUWEfdiNlWdz700EORV/msSkICPIQen76ogkkWUkteLZXntOyKKiAeRBJQ+cJWtZvLOzMfKWMRzXnlnAa72FgUImC8v5gUmHpThoNFHOXMj+rDVxyU8FUJ9mKjWveKK64wBImcAibcG2+80fSlJb/u4x//eEUXJj5D3LCEOoLg3wz+tcKZZ54pX/ziF01yMSvRMIPvD+UrzEbMxaKRKnaDZsxh9r8sBlZlp1Ar6sfKcQ5UaDdXX+dyQqC5vDOzhTdttT/jEdY7kB+KOTLfE2VSYxW6cipuw2p9NtBQwldF/OpXvzLdN+hQAbmDGNmb/jvf+Y5873vfM10rGKDLVfmYwKmWveeee+Skk04yz/EZ/JuOHrUCq2tUyquvvtr02A07IEGosISxo9yaC7DoaIRcPrDlllsaM2bU26gXNaBoUsCBITNJ71EGKh/Hmiu0m61lYLl5atn6OucqHrMmv/leU2q1P7mLhLEZm1iYNhJs5w1QCsFVha84aJVulUC3DZKoIXO/+c1vDIkImi4zkJx11llmcMHOpZLKXmxZ2Bb+eISJsWVBRSSHLzO3r5qgqOPkk082CkoU7AOoAGSQKGTEHAVQdLN+/frIq3xgzpw5RhGKelcKgBrE8VLJGsbKxMxCgnykjAKylStXGnUzmNeWLz+tUHgz12sGspAsGzBkpmc743vUF6SFOnEUcw9TbEife0LahP1V7csOVfiqBJKoqV694IILzA0aNF4GDCCofxgZVyo/UzjBqv7yyy83K15IJhd8Lcke4IbiM2666SY5/fTTJewg14vKOKriolzZ2Wi5fJxXiFDUE/0BIWzGHkhfrao7syGfcXmp6ppFIV9MrltypHlfsG1gNv/MsIPQLlGI559/3pC+MJL5apkyFzr2oCKryA8lfBXChmYZdFldMADnInQMSAzKKHGVVhISvq1lCDcbOCY8+f7whz8YQ+aw32BUIKMWQA4IBUYZjZTLZ82YKcwhPBblyZJ7kHDnE088YchtoWKVavin5cpPy6Wc5bLlyHxdMeMJZJ7QLq+Nehgb+x1SE7iOqVZuJGTm8+Uj8fZaDPt8NBBQwlch7EVGJS6kD+WNxt/ZSKFVVwZyJV5tnH322UZZrAZprQcwgbz00ktGAYuCMpAPjaTyUcBEUQ72O2G3LilkdMu/WbxQ3UlRVzFGt8W0DbT+mfnCogNdSGB77VLAMXLkyFBV7ZYKxiM6qmDVguLHuW0k2H67hYo4gp6AivxQwlcFWMPIE044wRQ1UJ3LABz0BuIneTaoLFRkhRUoJhzn73//e1OEEnYwiFoj5ij3Ym00lY/7jYUXeVCDZcYczE8rJrxZrtGtbRlIjhudOFCtC5G5MLcNtFW7LDoZa8N6HMUAxRYFl3xjcsSjTHDLLeLQkG7x0KKNKsDm6zEAXXzxxaY9zle+8pXI+mPdddddphKZQgDCNWEHIV1sdBhQoz5okGdKxS6t+TDWjjqeeeYZcx8yaRaLYloGVsPotpiCglKMblm0YNPCwjLMi8piQC4foV3Oay3tqOoBXI/k8nE9sVCL+hhVahEHY9p9990nhx9+uPmbFm3khip8VYC9uBh8vv/97xt7FsgfNyel9QxMXKjk2JCXEfZVGuFrQoL/+Mc/5P3vf7+EHY1kxMy1h8pHR4qoqXzZ/NNQcCFBECDuwWJIWj6j28x/15PRLcrX/PnzzbktheCGEcHQLvY7US66gsRwrJiKk6JAwUojoZApsyp8xUMVvhqGeK+99lpjoUIT8IULF5qb9SMf+Yh8+ctfNnlFlVizDDa+9a1vGaXvn//8ZyRuNAgfIbGokaAwqHzZ/NOqaXSLGgTI+SrVriNs1zbWOxCDejm3tQYhe4AhcyNYf9G9qVHObSZsLl/mfdnZ2SkPPvigHHnkkYb8qcKXG0r4aoR7771XLrzwQuOWfswxx8j+++9viN9Xv/pVkweHF58lhmEEBSoUATz55JOhLkLJJEGEdaPclsuCcDwDZbldGgbL6LYYD7XM/DTOLWbMkHlIX9Rh1WqIQdgIa6lopNAuIP8W8YBxKqxzR7VDuyxyuL8J6fKaMPZ4Hygo4asB+vr6TE9aLspMBQzfN1YiVPMyOYUVXDaYMBOippVcFEDbOAaTKBsx20ICyB7XIqEiBshSiRv/DhYSVErSbNizVgM1EyX3HJ5mUZ8MODeQIKIIjdCpgdxFUmjIXYxyaBdwz7HIZlEa5XGqFNJH2hSdSQ477DAlfAUQXsZR5wMQeTR0wrBVutabj3wiBmEmoEz7ljCB4zrvvPOMkTQFKlEYaMmNqVcj5szOAuUY3dp/B88hEyVFDdlIGd9BMdYcYQifcG4bxYyZ84LixQKGaEK9Xcu1rtqNMrhnsWohbE++ca3N9us1ny/oz6dt1YqHEr4agKR4Jlfc74H1EILk/frXvzZyfJjJnsVRRx1l8iVuv/32/r6+YUYtjJhLNbrN9ZpgIUElRrfB5wiHEcZmAol6TlAjmTEDTIkJX9MGkbSSKMOaT6PyQPyiToJYoKHu4R/KfRtVN4hcsPOpJXqVdq5qJCjhqzKYoJlMP/3pT8sPf/hDUy5ODh8hFoo4GISvvPLKmn0+yatsn+Recj1uvvnmmpExjpMiFDz5TjzxxEissjBixvMK0m7JWrHKWbbnqmF0m1nxWa3vGbJu1eZyc/nCBJQ9Cqew4CH/NOqgOwMkCH/JqOcuci1D+qwhcyOomvTbRcXFBiwKY2+5psyq8BUPzeGrEZjs//SnP8mNN95ovMAYdGlLFmyHRiNwBqdqVuvecccdJoF11qxZcsopp9SU8AG6GWy11VamWm6w7QJKNbrN9RpyMC1yGd2WmqdWr0a39VaxW2swSc6ePVv222+/yJMCQJSBMPZee+0VeRWE+59zy30W9dAuYLwitMtCJuqtIfPl89E5iEU6vd6B5vDlhhK+ASilxwMsWPl5zz33yC233GIkeX6vFbjoa034uHyOPfZYY4tALl+526iUpJVjdJurtyfV1ISGmCSjHvoD5JV2dXU1hMpXrhlzWMGECCmg28hgL8gGagGDqkkxUtRDu2DNmjWmjzILfNJRoohs/prBB98B4skBBxxgXq+ELzc0pFtj2JuQIo6///3vxrsOSwzCSgcddJDJsUEhC6MnHzcb3nW0WqO/LqEF/s0NSPUuVYLFELdSjG6DhQS1Mrpl+5wfVo6YukYdhDdR+ThvjaDycb/Rn5SwfdQteLgPILbPPvusIUBR6IyTD40W2uV+JTeVThzkhtdTh5VgoVk+wlbo77n8NYPjPqkp2UyZFRtDFb4ag5w6CjVIFuerZjDiwY2JssIN+4Mf/KAmF2u1FT5C1N/85jcNMeCBtYf9HMCxMMgyiZ566qmmqCOfklbPRreNZMTciCof6jqh+0Yw7AXkejFxNkKos9FCuxwvqjVj6E477VTxGBpMjckkZdwzpbQYtChlHsj193zzg/0sW7RWL/NIvUEVvhrBEjgqPplMIT+swPABo90TIIGc1RnWJoQg6n2Fgnn0z3/+c0Psgg8I3he/+EWzyqSzSD0fQ7FgxUguJKaeUVeBGlHlQ4Hm/JJyEdVQWKaqSeHYsmXL+sefqKLRqnY5XiqxOb/MN1Rol6uoZVo3FdNa0D5v2xdmI2y55oSg3gSZZJFNZCX40woM/J75fObfGbchv4rsUMJXI9gL/H3ve59REbJZI7DiJuwJUYLw1TtRYl95ZAOefBwDlcEUqIQdDGRMFJByjivqaLSKXY4Xkkt6RSN0pOB4WVziVbfPPvtEPjeV46VKOQyh3WK71hTzd84vj2w5zLk8NvMRunz3hSVr7EeQgGUStmy/Y5YcfI73EmEA7Du92rHJsqICv/Oc/TdjVfA5+xOyq8gNJXw1BqueTLLHjXnTTTeZfrQkm+IQHnZQJUaVFGHfz3/+8xIFYNFCQjRqUD1PGNVCo6l81owZFagR2nIxSc6fP1/mzp1rrumog3Naa0Nm65FZTm5a8O+ZXWtyhTktUcv1dwju1Vdfbay5cuVr2s+CZBLB4H6nFZ9VyrIpZ5m/B39C3gDk0JK0IFmzD0gZhIyfltChrlviZh8cn83BjvpCbKChhG+A82h+85vfGKNibnJuAtSUf//73yZXjBVppf11ufnIPwvaMpCwTfEBBKbWnTcuu+wy+cxnPhMJBcEOUkySuZTNKKHRVD6uUYiPNWMOW9FUOfcoajWtubDyYGJthOMl1JkZ2s00RC8lN62YPtDZwpw2/Jkvdy3fNWg/i5+oYShk2AwFCRntAykOZMyn1VxQQQv+tL/bbZK2ElTSLGGzv1PglKmm8YCw2eeGDBnSP+4rUatPaNHGAOFDH/qQIXqsNFHCeOCWzqABCURZuf/++yuu1mUbBx988CbPn3XWWcYgudaWCAwMHE8UVEvAAEqCPyX/UScEQV8+ck0Z6KMOhj9sS0hDaATbEoAKBGFgkRm2ibmQRUe2v1FcxgPCVawheimFBfwt3wI3OMV2d3dvoqRB3PIpacHn7XO2SAF7oSBJ48HnQXKPPvpoE13KJGlB4mYVNo7DImzXhKJ4KOGrMaxid9tttxmT4gMPPNCoCsF2OKzGyKtBacAvK8y49NJLjUJ0zTXXRGLgsIMnCl8UchOLAUVGTEyNUsFqzZgpSqonW4taATWLgpWB9KobSIuObM9js0Ro9+STTy7aED2zoACylVlIkKugIBtJ40E7Q8B1FlTQMnPWspG0YBjUPo8qbxE8jl/96lfyta99zVzXUS/SURQPDenWGHbld9xxx+V8zR//+Eez2o6CgnT++ecbooB5cRSq4xhECYVTvEEYLAoktthcPiaoRlD5aELPZMpChbSKqAOyQS9viD3HHlR36sGiIzP0WapFR5Co8bkQLt7z2c9+1qS44JaQqbBlC30Gf2cBBPjczNy0zOIBxotsBQX2J4QNomb3vxZjCuPw008/ba5pJXwKC1X4BgkMIL/4xS/kZz/7mckRw4vvf/7nf0JPKLicMJQ+/PDDTT/hKIBJAz9FiGwjGDE3ospH7itmzCjtUchty9dm0D5YxFilqRoWHcWGP4up/ETJ45xkC3+WUlBAUQLgMyFZKGxUK3MfZ6ppVmGzYc5sBQVEZrSgQBFWKOEbIFiPPXLsIHkk1rK6xrblox/9qDHMjAqo1P3GN75h/JCioFoCOqIweTRCMUMj5vIBcjUhOINp1ltNiw6LXBYdfBY5qoxDEKBqWHTwk3y5XHlpuQhbpsLGw26TYoB8BQXZCgmCoU/+RlEC3wMhXbb35z//eQDOpkJRX1DCN8BA7icXDMmdfD7+Tak9K88FCxb05/mFsdWaBQM+1Z7XXnttf0PrsAO1CwKEAtQIRsyNqPJBcsltmzlzZllmzNmIWrGkLfi3Yi06ilXU8o0jP/rRj+TGG2+Uhx56yIxB2aw5iiVpmQUFKKW5vNQyfdWCYc9g6BNyVs2CAnxC6TvL8TaCNY1CEYQSvgECAzkDF8nDEAYbGmSSwa7llltukTvvvNNYJuCJFHb3/0984hMmjw9PqKiA88QE2ghGzACyBwGKusoXJGp41NF9g7BfoR7QlVh0FEPairHoAJaoZZrbZips2ao+eR1jEp9liRqhz1yFBNkKCrKpajyC3pX1FP6kQjlYNKdQNAqU8A0SGGRZZWKVct999xkCyAR72mmnGeNiVp+VevINJugeAlGgkwEhoyiACRIjZlTLRqjmBFQ2siipR5WvHIuObH8LWnRwv/EchQO5igeqZdHB55SbnxYkb7aggM/PVNOyKWnBMCiPp556Sr73ve8ZBZuCnVoXFCgUisGBEr4BBIMzeULXXXed3HXXXcYPC8+8z33uc7LffvsZWxZy/H784x8bpSHM4LLC+POkk04yal9UgAILgW0EI+ZaqXyDadFRSFGD4FDd+OUvf1n+9re/baQEBQsKsiln2VpJ2b9nayVF6gPgczO7E2Sr8sxV+WkfENRyCgo4LlwEuKbJL1YoFNGEEr4BJAqYH1Mmj8ErieFvvvmmMWMO2pdY82KsWo466qj+Yo8w4re//a387//+rzz++OOhzUfMBGFqVC8826JyTMWqfFyzpYY5c73eotxqz2ItOjILCii8KVRQQEiXwiPuQ6x4shUUWORqJZVNSctV+WkLCsBg3etU7HJeGmUho1A0ItSHb4BAD0G8r+hCQeI/Kh7FGZC9YOgW1Y8JIQohFcLTGDFbu4uonEfC1LRqggyEAbbyM59vWiHiBuG7++67i7bosOHQalh08BOlEUK2bNmynLlpQVUtG0njd6sKQrJsZ4JslZ/HHHOM3HrrrXLuueea85zZSsoWFESllVQt2y4qFIr6gCp8g4QLL7zQqH1/+ctf+kNlhHPpQ0sSNmG0KCTKf+xjHzOqylVXXSVRyr/EO3Gvvfaq6URfjkVHrr8VsugoRM5YiNBx5OKLLy7aogNAFDOJWKFWUtn+Zo8BIpnZSiqzgCBfKyn7ezAHM9exHHnkkcYuCY9MhUKhCDuU8A1StS72K+S4EULZdtttjWpEiydW2rTFIZxUbXznO9+Rm266yYToyE3i80nWrmV3AULZFDmQnxj2yuPgOaTgBk++kSNHRsaiI7OVVFA145rBL5JuBaic2XLVshUUQPiANfjN56dmw525Wknxbyo/B0r9pi3Vv//9b7MIUygUirBDCd8gwOblPffcc6bbBrl8W221lWn5c+KJJ5qJrRYgJ/ADH/iA7LHHHoZMfPGLXzRWIxSS1MpbjmPdfffd5fTTT5cLLrhA6h1BopaPlEHOUWJzdSkYLIsO9jlTTctVUGB/z1ZQgHUF4HMt8eJvHA/XT7bKz0KtpAY7T02hUCgaGUr46ghU7d18882myAHlDysMVDgmy1oYMeOyP27cOHnggQdqapAMqf3lL39pQoK1muzzWXTkez4zry1o0ZFPMQOotJho06uyHIuOzMpPQt+ZTdlzhT5zhUEhb3b/cxUUZJK0fAUFmOfa6w5jcPzpyMkczG4UCoVCoSgdSvjqBFhAEHKFfJAk/uKLL5rJ9vjjj5fvf//7NfHkI8yKsohn3o477ii1AurR5MmT5Y477jAu9+VYdBSy76iVRUcusN8k9PMTK4tcRreFGrQHn7O3Imprsa2kMltK2edqVVBADh/nEq9IhUKhUIQHSvjqAIRVTz31VON1dsYZZxhlD+Xtn//8p3n+3XffNd5v1bRogSCdcMIJxoICw9VqgEpKKhst+bFO/vy89957jYKFGsZPHti2BDGQFh12f7MRs3xKWvB5OqJYRQ2QF5mroCBbyDOTuFmFzSqI9Rj+DLMZuEKhUDQylPDVAVD2rr/+ennwwQc3yd+DBH7kIx+Rj3/841UlfGwPxQ2yR9/bagAydPjhh2clNZAjKnW//e1vGzLLc+SCEa4ulagRhs3W4zOzYCBTVcv8Ozl4wYKCYJgzm69a8Hf7GqqtyY0kH5JjqVeiplAoFIrGhvrw1QHIiTrooIM2IXuQMfzeJkyYUFUScdFFF8ltt91mCGa1yB6AAD366KM5FUVsZ1CICOtCuAgl5zK/zVX5yU/bSgqSmJmblqmkUfVcTEFBuZWfED2+z6985StK8hQKhUJRt1CFrw7CY4Q2UfkgRBQBWBsMulQQciW/rxqefJxq2pxRGMJnkb83kPjwhz8s1157rSFGuYoJMnPVgk3ZMwsKCKEOduUn55BiFDpvKOFTKBQKRb1CCV+d4IgjjjAkDwsTFCwqZ/Hi++lPfyqHHXaYIROVhnQJP0K4/v73v2/kvWfJU62BlQm+bIR0o9KhQKFQKBSKMEAJ3yDD2q1QmHHXXXfJE088YdpHUbxBha7Fq6++aqxaMJ4tF7nI1dVXXy1nn3122dtVKBQKhUJR31DCV6edOGy48IYbbpBbbrlF/vrXv5oK2GOPPbaqxRsKhUKhUCiiDy3aqDNA9ihm+PWvfy3/+te/TMcDwqAY3mJlApTsKRQKhaIcfOtb3zKWX88++6yJGJEnrmgMKOGrI7z11ltyyimnmBuQ4o33ve99ss8++5hKU25OulVsvvnmstdee6kfmkKhUChKBnZUdm7J9EJVRBsa0q0jcCrOOecc2W+//Qypmz59uum2YUE/Wgo6CO/WotWaQqFQKBoDv//97+VTn/qUKnwNBGUMdQKbl/eTn/xEzjvvPNlpp502InsAsjdy5EjzWiV7CoVCUT5+/vOfy7Rp06S1tdUssOlhrlBEGcoa6gQ2Lw/vucwijhtvvNF0sKB4g3ZomsOnUCgU5YNiuE9/+tPy1a9+VZ5++mnTzvLII4+UJUuWDPauKRQ1gxK+OsXs2bNN94a9995bvv71rxsiSBFH0KpFoVAoFKXjhz/8oZx//vmmbeX2229v8qOJqPzud7+TMOILX/iCEQLyPfB5VTQ2tGijDnH33XebpNqdd97ZdHA49NBDTYLtmDFjBnvXFApFREGrxSuvvFKeeuopWbhwoenIc9JJJ0kUixY4xssuu6z/OVJkMLh/5JFHJIy49NJLC3qpbrnllgO2P4r6hBK+OsTBBx8s3/jGN2S33XYznTfI2aPfLubLFGtQwXviiSea16onn0KhqAawfSK0SeEYbgFRBcb2uByMHz9+o+f5d1hVsLFjx5qHQpEPSvjqENit0PMW4MN3ySWXyKOPPipz5syRPffc0+SZkM/3m9/8Rq1ZFApFVXD00UebhyLaeOedd2TFihXmJ8QXyy+A1+uQIUMGe/cUNYTm8NUxMFzGiuUf//iHKdbo6+szycb8mxZsVJkBblqFQqFQFAapMSyUFy9evNHz/HvChAkSdVx++eUmekTByrp168zvPJ588snB3jVFjaGEr46xfPlyeeGFF4w5JiFeCjbI1cB8+YILLpDrrrvOvE5VPoWi+vjOd74je+yxhwwdOlTGjRtn8tlIq1CEG3SXmDVrltxzzz39z5Eqw7/JlW4E/z1SgTIfBx100GDvmqLGUMJXx3juueekqanJePIBcmtQ96z6R85JZ2dn1T7vF7/4hSkUoSKYB4PfHXfcUbXtKxRhwgMPPCD/8z//Y9Ip7rrrLqOwH3HEEf0tDhXhBZYstK/8wx/+IC+//LJ8/OMfN+eVql2FIqrQHL46xnve8x6Tt4fSN2XKFDnkkENk1KhRxh39tttuk4997GObmDNXAj7ju9/9rmy11VZmxcdgSHHIM888IzvssEPVPkehCAOwQcpURlD6qPDk3lSEF6eddposXbrUhDcXLVoku+66qznfmYUcCkWUoApfnYK8vI6ODmMGSq4ehRqofYRy/+///s8oDaxSqwlCxsccc4whfFtvvbVpsk0SLwqHQtHoKvDq1avNTxZdivDjoosukrfffttES3BBoNuGQhFlKOGrU1irFcyXX3rpJUPybFiXCZZ/4x1FOOL111/vz0OpJuG8/vrrTZijEfJaFKWpwKhcJHmjOqMCv/jiixJlcG+hrNPnescdd5QoggR+KjZt1SbRBX6nmlOhUIQfjk/sTlHXYNDFY2ny5Mn9PXWZcMkr+ve//20Sy+nBWw08//zzhuDxGah71157rVH9FIpcQPHCsPfcc8+VqIIcLxZa//nPfwzpjSLuv/9+4wGaibPOOsuEsxUKRbihOXwhAPklACWPSrKHH37YGIS+8cYbRuWj4ozVOQStUiPmbbbZxhBMwld//etfzWBP8jrthxSFgfqFg/8nP/lJ+fGPfyxRBirwX/7yl8irwIT+yJmlE0VUyR6gSlPX/wpFdKEKX0gm1s9//vOmahdih48ULdeOO+44YxOB0ocCiHVLIpGQeLx6PJ52Q9OnT5errrqqatuMKvBGfP/7329y21BKokr4GkUFZmjEAJ0WY6hf5LYqFApFWKEKXwgmHXz2KOCgguziiy82eVP8G1A9O3r0aGPMDOGrJtmzuUskNSvyAyL+4Q9/2Fg9fPOb35Qoo1FUYCxZILN///vfjRcf1Zxg+PDh0tbWNti7p1AoFCVBFb46B4SLsC0t1nJNMlTxksNH2Inq2nJBKJLWSptttpmsXbvWTHbf+9735M4775TDDz+8gqOIPiA95LL96Ec/MqExwvBRVfgaRQXOlRpx9dVXF2xUr6gvWHNhwHiqUDQiVOGrc9jBKZPsYbhMlSShpj/+8Y9G4YPsYQ6LIljOoIb1y5lnnikLFy40Kgb2G0r2CoNq5qefftqEdBsRUVWBdS0cjsVwseS9ktxmhSIKUMIXMrz22muGWFAtiBUGyh9kj1wjgFcfsMUbpRRx0MJNURrmzZtnCjTIo2xtbZWoI5sKzKKDhYFCMZAoluwxZj7yyCMye/Zsk3f6wx/+UFpaWmq+fwpFvUFDuiECg9Wpp54qCxYsMArcvvvuK6eccoqp0rWmuJBA/rZq1SoT6q20aleRH7fccoucfPLJG/UzpsiG75wJCeUrSr2OsV6hUjyoAlNQpCqwopoITkvWX9TeU/bvFK596EMfMrmW+fDtb39b7rvvPlmzZo1ZLJOLSccUhaLRoApfSMCgh4J06KGHysiRIw3xo0LSEoy//e1vJrcIf77dd9/dtH4ivGsVP0VtwPmgajUI+nFuu+22hghFiewBVYEVxYxVNrpgf4eolbLwDL428x6yi1hSUGwv8Xzh3QMOOMAsSFh8cb9Ws/+4QhEmqMIXEmRT6l544QX5zW9+I7fffrshfRgw33333abl2he/+EVV9wYJjVa0oag+gl1zBrLIgHEEgsVPO37UctHCZ1Dhjp0UC1kLwq/0EEeJw+uRFmgHHnigyTHm+6DFJGbQluixuEV1ztcLF99SKskff/zxfm9ThaKRoOVKIUGQuLFS/frXv258+CjcQO376U9/Kr/61a9MPhnWINVutaZQKCoDpIRWiJCbQoDE2EcuWAWNR+a6Pfh8tr/ngiV3/MTiKR/Zw3B76dKlhrAFceuttxrbHvI6IWaQNHJcg/vNd3HppZcagjZ16lRT6Y39jf1uqPhGKf/Od75jiBzv+cIXvtDf8YMFLUVqH/jABzYih9lgx0G+SyIehHYVikaEEr4Qgh6XWLAw2JG396UvfckY32L4ywC7xRZbmME4auHEsIAiBlX3wo9qBz/Ir8U30/a+zgXI0A9+8AOTmoHJOsTm9NNPl8cee2yjfbKh0mzh0uDzmX9HvYOooZpR9GUBcSPvl965/KQYjPFk7ty5G22bRSYqNvuGYvbRj350o9dAzM444wxTvd7e3m62C3mj0MzuNzZGkMKbbrpJ3n33XZMbSp9wugiBadOmGRJHagR9wyF6KHyofezf5ptvLhMnTjTbp+Uk6mCuaIYlzaTEUKxBfrNC0YhQwhdC4PfGpEGy8k477dRvwsxKllXuvffe2/+cQqEoHZ/97GdN3hfm0tmKCGzIMxP2b9nUdXJusVdiMZYLkBEKsX73u98Z5Z7cXMgOZtff+ta3ZPHixf2vZQyAMJG7+9///nej7fy///f/jDcnav9ee+0lEyZMMMULRAdQzRg3dtxxR/nqV7/aT4AoZqDaH7JGXup2221nuvu8973v7Sd0kDcKJdgeBJbFDXnDkDxrTM12eT0RCHwp2UeMqyFrKHjsN9tnPyi8oBjtwgsvNGMXJBFA5BjnTjvttP6F6xFHHCHLli0zuXuAMY796e3tLeqcou6x3RUrVmxyThWKRoAWbYQMltSh5jGY013D5toEwz82F0ehiDLstU/3GYjN1772tU0sN+zEnk0BCoY7g/cQqjn3D0Ql8735wqz5/tbc3Gz+nk1hsrloV1xxhSFv1113nSE4FlTkQ4zYBqBS+itf+YohPyNGjDCFCIQ53/e+95njJ8wJwWIbPP/mm2/KlVdeKTfeeKN88IMfNH/HqoRWgCiJ/ISMQtYgVXYxSTh17733NiFWCBr7xT5gz7PllluaffnZz35m1DkUu6OOOsp8n7yH9oIWEDsiE+wnhA/SRWEZ+8qxEz7mffb75vlJkyZt9F1B8BjXbEiW12INhCJaDNhvtqEKn6JRoYQvZLATA4Ua9M/NNZEp2VOEEUzoK1euNKSDiRlFionf9rENWnRYsgZZ+N///V9zP2TzV8tXuJSLoEGibHcGWxHKvvBvQpqEFbGkgWhavPLKKyb8SOEUxAbyBIHbbbfd+gkHYcVshIP9QK1C0SNVI0j2LKzPI98RShzbJ08O4sO/UetmzJhhyBbfGWMAah2hWUsSIVsohywaTzzxRGPpRKgVwof6hfpIuBWyx+cQNoXEQeYgVpA2cu74fiwIU3MO+E4A2+G7gqBaYOGD6sc2+BvvZ39RM/k3RIzjs60h+a44v8GKWggp58LmDLINrpNiTb9R+KxlFWD/+EwtbFM0CjSkGzLYAZHBPl9FmkIRRnz/+9834ULIFKFElCN6FP/zn//sX+zYnDRbWAAgVVOmTOnfDpM5D5QkqjJJc8C/MhMUCkCIdtllF5MjZosLUK322WcfeeaZZ8y/UcnwWyR0yd+uueYaOf/8802XG4iRNfgll+zLX/6ysa+B+FCwAEEE7C/PWcJhlUX7k4IOQsiQreDzFvbfN998s/kuKHqwipjt3/zggw+an3wvkGQIoAVEjfzeICkmD2/+/PmGNPF8kADZAgpIH98l5AtiZkmbBa+HjKG2AaIPvDaovLGfvAeyBkHkO+M1fD45eJA3Xm9D6IS/OYYg4eOz2UcbEqedH3mIeOvx2SwUsgGiiSJ55JFHmnOBUsk1xrXFsSsUjQJV+CIOrFveeustM3mhgKhVi6KewaROaPaXv/ylIT5MyCeddJKZsPk3hICQJ0SGwiWU7n/9618m543kf/LUICh4r6FyEXbk7xQpEBaFUFIIAAhTkutGuBHVK1jEYNU0q1JBnv7whz+YIgVUOIgdBQ10bWB7e+65p7nHyFuzqiGebxBX8twIm0JggjlkmbCG3bly/Oy9i6rFMVoCyPtQrihksCobhAlyFCzK4DWQuGCVMHlyfMdsg/2DrPE9ABs+tuQNUkcuIXl25O/Zvt0Uk7BflnCzTfLqgoSP74v95dgh53zfkFS+X74zyNpf//pX8z1fdNFFhhxznJw3C6u02hw+VEkUR4pGeD9EmxSXzHQW3sf3zufyHsgl54gcRTVgVjQSlPA1AOGjYpSquu9+97tK+BR1DUgFE7ZVi1B/yCfDxJqiAEKShAJRqiiqYLJHuYIYoODZBH5I2J///GdDACgQYNGDgodvJRWwvBayx31BRSqACFmSAkEANnwIeYK0oApZvzjUvmOPPdbkwkH4WFChvlE5j+cbZIZ9tqSFbUDEcilRqF0QkMyqWAt730LcIGH2O4LcoPix/zbkzf5zLEHCB5nj38EiB1sAxndOyBOSTO4f3y0FExA7iBikDAKIGwB/53xwriDG3/ve9wx5smFoXgfxzCSutCG0+0z+IUofoXhIOgogpPj44483f4eoo45acg4gbCiqnHsA6YXA8/lB1TIznQUizOcpFI0OJXwRg13dWmLHStpWuzHoafWuop5hr08bJgUUDtiqWFQkiBSTPwUaVk2z6pUlM5AXSAh2IChXqFEohVSUsh1rccJz9vN4nQ0RZxI+SAxWIUFwX0H+rKqGyki4kBAxfpikXEAKKZgAVkELVolyj1oih2pJIQMECyKLohnsIAFZgmRBjHgPSqNtaUdoGoUT+xb7ffCaYB4d+8q/g+FYiJYN6fLd829IHHl9EFeIMt/1JZdc0v+9QNJQNvksvjdIGr6glgijrvLZQfWMYpL99tuvn8BB0Cge4ZENHLsNbQe/b1TaIKwKWQjWl9B+1/Z718WvopGghC/kIB+IVS8DPMnWdnVrk9qZZFh5M/mRV3TxxReryqeoW0AouG5R5VCbHn30UfnTn/5kiBAFBuTijR492pAK26sY8pCpXqGkQV4gSEEFDQIH6eEzuGeCRSDBBRP7EQyvsn0IV9C0F4IZVJMo1kB9ghABPott2Dw09pft2Dy1IOw9yf0JKUVRQ5GH0PEZ5OZhz4KieN555xkiS0gUYogKSo4jCibEyhJeiFxQTYTQZSp8jAt8r7zeEksIHjmLN9xwg8l1g6iholpAuiF8PLKBc8MjCNQ4HrlgC2QynQYyPQTLHbsKmVgrFI0AJXwhB/koeIYRvqHbBitm8lQYoIPKAJMkRqZAyZ6iXgEhgqRQkECojmsYew9CiFZ9QznKtOLgPoDIWTKD2gTRCvrhWfsSHptttpl5PQoWsEqaJXAQPv5tyZrNdaOLBIoW9xAki9AwuXsARQ9iRrUuxI+QMZWxRx99tCGHbA9ymq14xN6TFGOxgLOWS4SzAbltkDzCnICCEY4BFY48NvYpGG4mVI0Fi82zAyhyVO0GiQ8VwTzsd8A4QfEJ5OxTn/pUwfOVy/Immy1UPrKWTW3L5jSgY5dCUT6U8IUYTCJMgkwKDzzwgCF+eG1RRUgiOpMDkyN5fFSnkfiuUNQzIETkwmEzgtqVCVS7IBEL5rWh9tlwJcQls1IUhY97BlWcvtPYl2BmTOiQ+4Ucs1dffdWQJT6HbducMwgghBH1jXAtoUQsUVDVbN4Zyhu5e2ybsCjVxZAmXgfYb/LWbLg4F3nhNah7HL9VBXlYwmu3BZHkkY1Ucaw8irFqsuOIVdNsJxDIM+/J1snDItfzStYUivqDEr4Qw67UWe2z0icMRK7eHXfcYdz3aVfExMMkxGtQDxSKegYhWMiHVeYgbPY6t6HWYPWpJREoW6hKQYUPpTAYvmTbkDob5mSBxHZIhWA7vJaiBPq6QugIc1rCyL8JZRIyhVSS44YydvbZZ/cXDEDUSJsg55CQMiFp7r9g6DNYPJCPAPE+a2ycDza3MVsLtWLDn0EiyfHb3Lti8+MUCkU4oIQvxGCAZ2IkDwdPKkxfmcTsyh9bAxQJkrxRPBSKegekDKJivepsmNWGDiFhXNfWP80+D0GiGtYqf6hbqH5BcJ8Q9rT+lRAq0iDw6YPsQXQIk9rX3nffff3vhUBC9CBytoAhG7FiG4WsPqrZBSffdspR1DCSDppJKxSK6MDxtaFgqGEnD8K4+FAxUWZb2dsKNQ2rKOoZVLwSBsWLj7y9zGuZognMkbHaYCFjgRLH3yBm1UzOt5+PNx2LKNIkqLzNF+7UoiiFQlGPUIUv5LArfMxKKcogRBWsTLTQCjVFGIDCdtNNN/X/O5M4kctGB45MoPxlqtjZiJfNV8t8Xa7Ps//mc2fOnNlfrZov3KlkT6FQ1CNU4VMoFHWHfCqZqtUKhUJROpTwKRQKhUKhUEQcGudTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhiDiU8CkUCoVCoVBEHEr4FAqFQqFQKCIOJXwKhUKhUCgUEYcSPoVCoVAoFIqIQwmfQqFQKBQKRcShhE+hUCgUCoUi4lDCp1AoFAqFQhFxKOFTKBQKhUKhkGjj/wMr7IyhvyG2LQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pca_df = pd.DataFrame(\n", " pca_final_result[:, :3], \n", " columns=[\"PC1\", \"PC2\", \"PC3\"]\n", ")\n", "\n", "x, y, z = pca_df[\"PC1\"], pca_df[\"PC2\"], pca_df[\"PC3\"]\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(x, y, z, c=clusters2, cmap='viridis', alpha=0.6)\n", "ax.set_title(\"3D Visualization of K-means Clustering\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "ax.view_init(elev=15, azim=80)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Alternative Perspective:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y, z = pca_df[\"PC1\"], pca_df[\"PC2\"], pca_df[\"PC3\"]\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(x, y, z, c=clusters2, cmap='viridis', alpha=0.6)\n", "ax.set_title(\"3D Visualization of K-means Clustering\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "ax.view_init(elev=65, azim=30)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## DBSCAN Clustering \n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Apply DBSCAN " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "DBSCAN clustering is applied to the data. This algorithm groups points based on density and handles non-linear clusters well. The parameters `eps` (maximum distance between points) and `min_samples` (minimum points in a neighborhood) require tuning for optimal performance." ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [], "source": [ "dbscan = DBSCAN(eps=0.5, min_samples=15)\n", "dbscan_labels = dbscan.fit_predict(pca_final_result)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize DBSCAN clustering " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The clustering results are visualized in 3D space using the three principal components." ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x, y, z = pca_final_result[:, 0], pca_final_result[:, 1], pca_final_result[:, 2]\n", "fig = plt.figure(figsize=(10, 8))\n", "ax = fig.add_subplot(111, projection='3d')\n", "scatter = ax.scatter(x, y, z, c=dbscan_labels, cmap='viridis', alpha=0.6)\n", "ax.set_title(\"3D Visualization of DBSCAN Clustering\")\n", "ax.set_xlabel(\"Principal Component 1\")\n", "ax.set_ylabel(\"Principal Component 2\")\n", "ax.set_zlabel(\"Principal Component 3\")\n", "ax.view_init(elev=15, azim=80)\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "- **K-Means**: Identifies global clusters but may struggle with non-linear shapes.\n", "- **DBSCAN**: Handles non-linear clusters and noise effectively but requires parameter tuning.\n", "- **PCA** proved valuable for visualization and clustering.\n", "\n", "This analysis illustrates the power of `interpreTS` in feature extraction and clustering for time-series data." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 2 }