{ "cells": [ { "cell_type": "markdown", "id": "66e6a8d2-74ed-4417-8cc2-329889cf77ce", "metadata": {}, "source": [ "# 3 Clustering" ] }, { "cell_type": "markdown", "id": "e4194aca-773a-47f8-8456-c4d437abd5fa", "metadata": {}, "source": [ "\n", "Clustering is a machine learning method that groups a collection of objects into clusters, with each cluster containing objects that are highly similar to each other and distinct from those in other clusters. \n" ] }, { "cell_type": "markdown", "id": "76488c51-b50e-4f16-b724-cdbf35b637b3", "metadata": {}, "source": [ "## 3.1 Gaussian Mixture Model (GMM) " ] }, { "cell_type": "markdown", "id": "8038c249-f923-41b1-8b30-15c911c886f4", "metadata": {}, "source": [ "[A Gaussian Mixture Model (GMM)](https://scikit-learn.org/stable/modules/generated/sklearn.mixture.GaussianMixture.html) is a probabilistic model that assumes that the data is generated from a mixture of several Gaussian distributions with unknown parameters. The equation for a GMM is a weighted sum of multiple Gaussian (Normal) distributions. \n", "The model is defined as:\n", "\n", "$p(x) = \\sum_{i=1}^{K} w_i \\mathcal{N}({x}|\\mu_i, \\sigma_i)$\n", "\n", "- $ p(x)$ overall probability\n", "- $ {x} $ is the data point.\n", "- $ K $ is the total number of Gaussian (a normal distribution as a cluster).\n", "- $ w_i $ are the weights (size) of the $i$th Gaussian (summing to 1).\n", "- $ \\mathcal{N}({x}|\\mu_i, \\sigma_i) $ is the probability of the $i$th Gaussian.\n", "- $\\mu_i$ is the mean of the $i$th Gaussian.\n", "- $\\sigma_i$ is the variance of the $i$th Gaussian.\n", " " ] }, { "cell_type": "code", "id": "b4b89a43-4e5d-405b-ac13-91f2eb2a6a92", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:44.591829Z", "start_time": "2025-03-28T20:48:44.589915Z" } }, "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import warnings\n", "warnings.filterwarnings('ignore')" ], "outputs": [], "execution_count": 45 }, { "cell_type": "markdown", "id": "2b3cbcfb-6bd2-4438-be02-1cc1d1fa2f56", "metadata": {}, "source": [ "__You can download the sample data from [here](https://hullacuk-my.sharepoint.com/:x:/g/personal/tongxin_chen_hull_ac_uk/EX-R87tgUxlCupINUCh4dgYBAB-1TH765Eh0ujdkIO89NQ?e=5JH382).__\n", "\n", "Download the data file and place it in the same folder as this Jupyter Notebook." ] }, { "cell_type": "code", "id": "bcc48218-0ad0-4ed7-b9c6-df0164808c17", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:44.613426Z", "start_time": "2025-03-28T20:48:44.610812Z" } }, "source": [ "# Read the data\n", "df = pd.read_csv('cluster_data.csv')" ], "outputs": [], "execution_count": 46 }, { "cell_type": "code", "id": "166f6610-630a-4f61-89d5-c1029cc1c6e0", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:44.622403Z", "start_time": "2025-03-28T20:48:44.619309Z" } }, "source": [ "df" ], "outputs": [ { "data": { "text/plain": [ " Feature1 Feature2\n", "0 4.862775 1.011907\n", "1 5.743938 0.472795\n", "2 10.177229 -1.014992\n", "3 -0.405046 1.447232\n", "4 1.260348 9.982292\n", ".. ... ...\n", "495 9.447088 10.323605\n", "496 5.335410 0.273029\n", "497 5.668767 2.307601\n", "498 8.489488 10.133309\n", "499 6.282093 -0.258828\n", "\n", "[500 rows x 2 columns]" ], "text/html": [ "
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" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 47 }, { "cell_type": "markdown", "id": "a2f18ef1-8f7f-4d25-aa99-3c37731d514c", "metadata": {}, "source": "__This notebook use [seaborn](https://seaborn.pydata.org/index.html) (a Python data visualization library based on matplotlib) to visualise the clustering data.__" }, { "cell_type": "code", "id": "fd1d98d1-a488-421f-8f18-ccec0afa6dce", "metadata": { "scrolled": true, "ExecuteTime": { "end_time": "2025-03-28T20:48:44.706576Z", "start_time": "2025-03-28T20:48:44.647669Z" } }, "source": [ "# Plot the data using seaborn\n", "import seaborn as sns\n", "plt.figure(figsize=(10, 8))\n", "g = sns.scatterplot(data=df, x='Feature1', y='Feature2', s=50)\n", "g.set_title('Data for Clustering')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 48 }, { "cell_type": "code", "id": "ac36148a-77fb-48f8-8b35-09117057449b", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:44.751214Z", "start_time": "2025-03-28T20:48:44.744062Z" } }, "source": [ "from sklearn.mixture import GaussianMixture\n", "# Define the parameters for GMM\n", "gmm = GaussianMixture(n_components=6, covariance_type='full', random_state=50) \n", "# GMM fitting\n", "gmm.fit(df[['Feature1', 'Feature2']]) \n", "# Get labels from clusters\n", "gmm_labels = gmm.predict(df[['Feature1', 'Feature2']])" ], "outputs": [], "execution_count": 49 }, { "cell_type": "code", "id": "00e25ff2-8fec-479c-abb4-a8dd8844530b", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:44.848320Z", "start_time": "2025-03-28T20:48:44.769510Z" } }, "source": [ "# Assign the labels of clusters to df\n", "df['gmm_labels']=gmm_labels\n", "\n", "# Plot the data with clusters\n", "plt.figure(figsize=(10, 8))\n", "g = sns.scatterplot(data=df, x='Feature1', y='Feature2', hue='gmm_labels', palette='Set1', s=50, legend=True)\n", "g.set_title('GMM Clustering')\n", "g.legend(title='Clusters', loc='center right')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 50 }, { "cell_type": "markdown", "id": "0ea90b38-1f6b-4a4a-934d-817e29c68614", "metadata": {}, "source": [ "## 3.2 KMeans" ] }, { "cell_type": "markdown", "id": "9b5be5d3-15e7-492e-a429-bfc04b4a10d3", "metadata": {}, "source": [ "[KMeans](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.KMeans) is a clustering method that divides data into K separate clusters, ensuring each data point is assigned to the cluster whose mean (centroid) is closest, determined by its features." ] }, { "cell_type": "code", "id": "e080445a-8e8c-4d30-8a54-1b14b6cf0dc0", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:44.864114Z", "start_time": "2025-03-28T20:48:44.859472Z" } }, "source": [ "from sklearn.cluster import KMeans\n", "# Define the parameters for KMeans\n", "kmeans = KMeans(n_clusters=6, random_state=50)\n", "# KMeans fitting\n", "kmeans.fit(df[['Feature1', 'Feature2']])\n", "# Generating labels\n", "kmeans_labels = kmeans.predict(df[['Feature1', 'Feature2']])" ], "outputs": [], "execution_count": 51 }, { "cell_type": "code", "id": "eb30d43b-af8e-4e5a-8851-41c8d6da2cf3", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.011873Z", "start_time": "2025-03-28T20:48:44.875118Z" } }, "source": [ "# Assign the labels of clusters to df\n", "df['kmeans_labels'] = kmeans_labels\n", "\n", "# Plot the data with clusters\n", "plt.figure(figsize=(10, 8))\n", "g = sns.scatterplot(data=df, x='Feature1', y='Feature2', hue='kmeans_labels', palette='Set1', s=50, legend=True)\n", "g.set_title('KMeans Clustering')\n", "g.legend(title='Clusters', loc='center right')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 52 }, { "cell_type": "markdown", "id": "64b4e2e4-27e2-4043-877a-8146571534c4", "metadata": {}, "source": [ "## 3.3 DBSCAN" ] }, { "attachments": {}, "cell_type": "markdown", "id": "c4344b61-18b0-4d2c-9d7e-02c91d27b31c", "metadata": {}, "source": [ "[Density-based spatial clustering of applications with noise](https://scikit-learn.org/stable/modules/generated/sklearn.cluster.DBSCAN.html) is a popular density-based clustering algorithm. Unlike partition-based methods like KMeans, DBSCAN is capable of finding clusters of arbitrary shapes and handling noise in the data.\n", "\n", "Key Parameters: \n", "\n", "- eps (epsilon): The maximum distance between two points for one to be considered as in the neighborhood of the other.\n", "- min_samples: The number of points(pts) in a neighborhood for a pt to be considered as a core pt (This includes the pt itself). " ] }, { "cell_type": "code", "id": "ceea8c88-fd16-4860-b4d5-4795b99b3a45", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.037680Z", "start_time": "2025-03-28T20:48:45.033514Z" } }, "source": [ "from sklearn.cluster import DBSCAN\n", "# Define the parameters for DBSCAN\n", "dbscan = DBSCAN(eps=0.6, min_samples=5)\n", "# DBSACn implementing\n", "dbscan.fit(df[['Feature1', 'Feature2']])" ], "outputs": [ { "data": { "text/plain": [ "DBSCAN(eps=0.6)" ], "text/html": [ "
DBSCAN(eps=0.6)
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 53 }, { "cell_type": "code", "id": "75a3941f-1da1-4b8e-ab52-3caa231356c4", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.047392Z", "start_time": "2025-03-28T20:48:45.045087Z" } }, "source": [ "# Generating the labels\n", "df['dbscan_labels'] = dbscan.labels_\n", "print('The numbers of clusters from DBSCAN:', df['dbscan_labels'].nunique()-1)\n", "\n", "# We replace -1 to Noise\n", "df.dbscan_labels = df.dbscan_labels.replace({-1:'Noise'})" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The numbers of clusters from DBSCAN: 8\n" ] } ], "execution_count": 54 }, { "cell_type": "code", "id": "21761204-e3f3-4650-9857-5cba585185bb", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.150748Z", "start_time": "2025-03-28T20:48:45.069996Z" } }, "source": [ "# Plot the data with clusters\n", "plt.figure(figsize=(10, 8))\n", "g = sns.scatterplot(data=df, x='Feature1', y='Feature2', hue='dbscan_labels', palette='Set1', s=50, legend=True)\n", "g.set_title('DBSCAN Clustering')\n", "g.legend(title='Clusters', loc='center right')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 55 }, { "cell_type": "markdown", "id": "b1365cb8-0ff5-4bfe-b9aa-ea51a4d4c2e4", "metadata": {}, "source": [ "## 3.4 Metric for clustering" ] }, { "cell_type": "markdown", "id": "adca924f-c343-4f64-8f9d-99e791bb474a", "metadata": {}, "source": [ "Metrics assess the effectiveness of clustering outcomes. \n", "By evaluating various clustering algorithms to select the optimal one or adjusting parameters within the same algorithm for tuning purposes (e.g., selecting the numbers of clusters), we can determine which configuration produces clusters that __aligned with our domain knowledge__." ] }, { "cell_type": "markdown", "id": "fea5b0a5-ca85-48c1-afde-9e0d48edbeb1", "metadata": {}, "source": "Related metrics for clustering in sklearn can be found [here](https://scikit-learn.org/stable/api/sklearn.metrics.html#module-sklearn.metrics.cluster)" }, { "cell_type": "markdown", "id": "4d841b52-8685-4d10-ad35-ea8c01e4ce5b", "metadata": {}, "source": [ "### 3.4.1 Silhouette coefficient" ] }, { "cell_type": "markdown", "id": "f2521938-c981-4ab7-9cf3-31b1a4cda7c7", "metadata": {}, "source": [ "The [Silhouette Coefficient](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.silhouette_score.html) is a metric used to evaluate the quality of clustering in unsupervised learning. It measures how similar each data point is to its own cluster compared to other clusters. \n", "\n", "$s(i) = \\frac{b(i) - a(i)}{\\max(a(i), b(i))}$\n", "\n", "- $s(i)$ represents the Silhouette Coefficient for data point $i$.\n", "- $b(i)$ is the average distance from to all other points within the same cluster (intra-cluster distance).\n", "- $a(i)$ is the minimum average distance from i to points in any other cluster (inter-cluster distance).\n", "- $max(a(i),b(i))$ ensures $s(i)$ that is normalized to range between -1 and +1.\n", "\n", "\n", "\n", "Interpretation:\n", "\n", "- $s(i)$ near +1 indicates that point $i$ is well-clustered, with its distance to points in its own cluster significantly smaller than its distance to points in neighboring clusters.\n", "- $s(i)$ near 0 indicates that point $i$ is on or very close to the decision boundary between two neighboring clusters. \n", "- $s(i)$ near -1 indicates that point $i$ may have been assigned to the wrong cluster.\n" ] }, { "cell_type": "code", "id": "1453f1e5-dbe6-43b0-913d-b2256399911b", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.165226Z", "start_time": "2025-03-28T20:48:45.154524Z" } }, "source": [ "from sklearn.metrics import silhouette_score\n", "\n", "# This function return the mean Silhouette Coefficient of all samples.\n", "# We calculate the gmm clusters for an example\n", "silhouette_avg = silhouette_score(df[['Feature1', 'Feature2']], df['gmm_labels']) \n", "print(\"Silhouette Coefficient:\", silhouette_avg)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Silhouette Coefficient: 0.6583554245759751\n" ] } ], "execution_count": 56 }, { "cell_type": "markdown", "id": "3f1f139c-bf63-44b7-9262-09498605b8bd", "metadata": {}, "source": [ "### 3.4.2 Davies-Bouldin Index" ] }, { "cell_type": "markdown", "id": "60404d01-d860-479e-afc2-e182f82dfe26", "metadata": {}, "source": [ "The [Davies-Bouldin Index](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.davies_bouldin_score.html) provides a measure of the average similarity between each cluster.\n", "\n", "\n", "$ DB = \\frac{1}{n} \\sum_{i=1}^{n} \\max_{j \\neq i} \\left( \\frac{S_i + S_j}{d(c_i, c_j)} \\right) $\n", "\n", "- $n$ is the number of clusters.\n", "- $S_i$ is the average distance between each point in cluster $i$ and the centroid $c_i$.\n", "- $d(c_i, c_j)$ is the distance between centroids $c_i$ and $c_j$.\n", "- $\\max_{j \\neq i} \\left( \\frac{S_i + S_j}{d(c_i, c_j)} \\right)$ computes the maximum similarity measure (Euclidean distance) between cluster $i$ and any other cluster $j$.\n", "\n", "Interpretation:\n", "\n", "- Lower values of DB indicate better-defined and well-separated clusters.\n", " " ] }, { "cell_type": "code", "id": "d09ef47e-24fa-4037-a2ca-7d28831ae650", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.195602Z", "start_time": "2025-03-28T20:48:45.190109Z" } }, "source": [ "from sklearn.metrics import davies_bouldin_score\n", "\n", "# Compute Davies-Bouldin Index\n", "# We calculate the gmm clusters for an example\n", "db_index = davies_bouldin_score(df[['Feature1', 'Feature2']], df['gmm_labels'])\n", "print(\"Davies-Bouldin Index:\", db_index)" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Davies-Bouldin Index: 0.5099268217594325\n" ] } ], "execution_count": 57 }, { "cell_type": "markdown", "id": "509a8313-4313-465c-a4fa-de3fa5eb65be", "metadata": {}, "source": [ "### 3.4.3 Parameter tuning using clustering metrics" ] }, { "cell_type": "markdown", "id": "0aed6329-3d74-4f32-8e92-ba46fd18b9f8", "metadata": {}, "source": [ "__Example: GMM with Silhouette Scores and DB index__" ] }, { "cell_type": "code", "id": "73899371-41a6-4c1f-a42e-09c57e1047c6", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.622303Z", "start_time": "2025-03-28T20:48:45.214316Z" } }, "source": [ "\n", "# Define the range for the number of clusters\n", "cluster_range = range(2, 11)\n", "\n", "# Initialize lists to store metric scores\n", "silhouette_scores = []\n", "davies_bouldin_scores = []\n", "\n", "for n_clusters in cluster_range:\n", " # Fit GMM model using different cluster numbers\n", " gmm = GaussianMixture(n_components=n_clusters, random_state=42)\n", " gmm.fit(df[['Feature1', 'Feature2']])\n", " \n", " # Generating labels\n", " labels = gmm.predict(df[['Feature1', 'Feature2']])\n", " \n", " # Calculate Silhouette Coefficient\n", " silhouette_avg = silhouette_score(df[['Feature1', 'Feature2']], labels)\n", " silhouette_scores.append(silhouette_avg)\n", " \n", " # Calculate Davies-Bouldin Index\n", " db_index = davies_bouldin_score(df[['Feature1', 'Feature2']], labels)\n", " davies_bouldin_scores.append(db_index)\n", " \n", " print(f'Number of clusters: {n_clusters}')\n", " print(f'Silhouette Coefficient: {silhouette_avg}')\n", " print(f'Davies-Bouldin Index: {db_index}\\n')" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clusters: 2\n", "Silhouette Coefficient: 0.4759573267675314\n", "Davies-Bouldin Index: 0.9428541532461406\n", "\n", "Number of clusters: 3\n", "Silhouette Coefficient: 0.49528077888296457\n", "Davies-Bouldin Index: 0.7161162630982991\n", "\n", "Number of clusters: 4\n", "Silhouette Coefficient: 0.5615867904177323\n", "Davies-Bouldin Index: 0.5269555531806575\n", "\n", "Number of clusters: 5\n", "Silhouette Coefficient: 0.6167432592503065\n", "Davies-Bouldin Index: 0.5778207829980668\n", "\n", "Number of clusters: 6\n", "Silhouette Coefficient: 0.6583554245759751\n", "Davies-Bouldin Index: 0.5099268217594325\n", "\n", "Number of clusters: 7\n", "Silhouette Coefficient: 0.582565242046876\n", "Davies-Bouldin Index: 0.5994514303332313\n", "\n", "Number of clusters: 8\n", "Silhouette Coefficient: 0.5642378840860819\n", "Davies-Bouldin Index: 0.7263834300455105\n", "\n", "Number of clusters: 9\n", "Silhouette Coefficient: 0.5271595593685239\n", "Davies-Bouldin Index: 1.0159927193940836\n", "\n", "Number of clusters: 10\n", "Silhouette Coefficient: 0.5212884507182589\n", "Davies-Bouldin Index: 0.983680222721036\n", "\n" ] } ], "execution_count": 58 }, { "cell_type": "code", "id": "9c539bb1-2268-476a-a1d8-1b40798c793b", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:45.883235Z", "start_time": "2025-03-28T20:48:45.637325Z" } }, "source": [ "# Plotting the metrics with cluster numbers\n", "fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", "sns.lineplot(x=cluster_range, y=silhouette_scores, marker='o', size=20, ax=ax[0], legend=False)\n", "ax[0].set_title('Silhouette Coefficient')\n", "ax[0].set_xlabel('Number of clusters')\n", "ax[0].set_ylabel('Silhouette Coefficient')\n", "\n", "sns.lineplot(x=cluster_range, y=davies_bouldin_scores, marker='o', size=20 ,ax=ax[1], legend=False)\n", "ax[1].set_title('Davies-Bouldin Index')\n", "ax[1].set_xlabel('Number of clusters')\n", "ax[1].set_ylabel('Davies-Bouldin Index')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
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Y19e3yuuHhITA19cXw4YNw/bt2zFq1Cjk5eXBycmpWgYnJycoFIoXvl+/8nv+yQazT37v16SmcydA9UGDpx2r8jiPn4fV1ADX2dlZ2VNJnfMiFxcXhIeH47fffkNkZKTy9YheFAt6IjXdu3cPAwcOxJQpU5RTpis1a9YMU6dOVTasUWfK19PY2dnh4cOHkEqlVYr6yi+Hx1/jyavuT4742tjYoG3btvjggw9qfC1TU1OVMtna2gIAFi9eDE9Pz2rP1/SlD1R8YTdv3hxHjhzB9OnTa7yP/ptvvsGmTZuwb98+2NnZAai4v+3xk43y8nLllDorKyuIRCKMHDkSPXv2rHY8VS5Q1MTa2hoikahKQzugooFNQkJCtXsdaysHERHpHplMhsTERAQFBUEsFuOff/7BhAkTEB0djVWrVilvVdu8ebOyPwpQMZrfu3dv7Nq1CxMmTMDhw4ef2Q/HxsYG4eHhGDVqVLXnHj8nqBxcePToEY4ePYo1a9Zg+vTpCAkJwcSJE6vcD6/Kd33lbWq3bt0CUHEuUlm8Pu7BgwcAKs5FKv/7eecij6s8h8nKykKDBg2U2ysLZF1Qr1493L59u9r2xzOqc16UkJCA33//HU2bNkV8fDy6deuGxo0bazw31R28JESkJicnJxgbG2PLli3VurACFR3rzczMNPbLuW3btpDJZNWuzv/yyy8AKu6/BioK0Mp71CudPXu22rFu3rwJLy8vBAQEKP/88ssv2L59u3Lq2pNXi5983KpVK5iYmODevXtVjmNiYoIlS5ZU6fr+pNGjR+P69evYtGlTtedSU1Oxfft2tG3bFvXr10fbtm0BVHQGftyvv/4KmUyG4OBgWFtbo1mzZkhNTa2SxcfHBytWrFDrloTHWVlZoWnTpti/f3+V7UePHsXYsWOrfdaazsEr9kREumvr1q24f/8+XnvtNQDApUuXUFpainHjxlVZYq2ymH98Blbfvn1x7949LF++HCKRCDExMU99nbZt2+LGjRto2rSp8nulRYsW2LBhA/bt2wcAmDp1KiZOnAig4gJA9+7dERsbC5lMhvv378Pd3b3K95Iqq6ecP38eAJTFaZs2bfDXX39VmRUok8nw66+/IiAgAKampsp7/B//fiwvL8fFixef+jrt2rUDAPzxxx9VtlfeqqAL2rVrh/T0dCQlJSm35eTkKD8jQPXzooKCAvzrX/9C27ZtsXnzZjg4OODDDz98oVkFRJU4Qk+kJrFYjE8++QQTJkzAwIEDMXz4cEgkEhQXF+PYsWPYvHkzpkyZohxdflmRkZEIDQ3FnDlzcP/+fTRr1gyJiYlYs2YN+vfvr2yI16lTJxw4cADz589Hly5dcObMGfz8889VjjVy5Ejs2rULI0eOxFtvvYV69erht99+ww8//KBcmg6ouNJ87tw5nDp1CiEhIcorz/v27UNkZCQkEgnGjBmDZcuWoaCgAKGhobh37x6WLVsGkUgEf3//p76fHj164Pjx45g/fz4uXLiAmJgYWFlZISkpCd9++y1sbW2xcOFCAECTJk3Qv39/rFixAiUlJQgNDcXVq1exYsUKhIaGIiIiAgDw7rvvYuzYsXjvvffQp08fyGQyfPvtt7hw4YKymd6LmDx5MsaPH4+pU6diwIAByMnJwZIlS9CpUyc0bdpUuRRRJU3mePLv4GmrAhARUe0pKChQFm5yuRwPHz7E0aNHsW3bNvTp0wevvPIKAKB58+YwNjbGl19+ibfeegtlZWXYuXMnDh48CKDqKHWTJk3QvHlzbNmyBV27dq1yX/qTYmNjMXToUIwbNw6vvfYazMzMsG3bNvz3v/9FXFwcgIqCc86cOVi0aBEiIyORn5+PFStWwNPT85nfx5WuXr1aZTnelJQUxMXFwdnZWblqz8SJE3H48GG88cYbGDt2LExNTfH9998jLS0Na9euBVAxih8YGIjvv/8ejRs3Rr169bBp0yaUlJTA0tKyxtdu3LgxhgwZgqVLl0IqlaJp06bYtWsX/v777+fm1pa+ffti48aNmDhxIqZNmwZra2t88803VYrwevXqqXRetGDBAuTk5GDDhg2wsrLCnDlzMHbsWKxfvx6jR48W6i2SnmNBT/QCoqKi8MMPP2DdunVYuXIlcnJyYGpqimbNmmHp0qXKL3hNEIlEWLVqFeLi4rBx40bk5OTA3d0d06ZNqzIFb+DAgfjnn3/w008/Ydu2bWjbti2WLVumHD0AAFdXV2zduhVLlizBJ598gtLSUnh6emL+/PkYNGiQcr933nkH8fHxePvtt/Hbb78hNDQU4eHhWLJkCRISErB69WpMnToVzs7O2LJlC9auXQs7OzuEhYXh3XfffebJCQB89tlnCA0NxQ8//IA5c+agoKAADRs2xMCBAzFmzJgq96rNnz8fjRs3xo8//oh169bBxcUFI0aMwIQJE5Sj2B06dMC6deuwYsUKTJ48GSYmJmjevDnWr1//Ul3iO3XqhFWrVmH58uWYMGEC6tWrh+7du2PKlCk17q/JHE/+HTw+FZGIiLTjypUrGDJkCICKmVOOjo7w8vLC559/XqWRXePGjbFkyRKsWLEC48ePh52dHVq3bo1NmzZhxIgROH36dJWR8b59++Ly5cvKBrdP4+/vj82bN2Pp0qX44IMPoFAo4Ovri6+//lrZSG7o0KEoLy/H1q1bsWXLFpibmyMsLAzTp0+HiYnJc99j5eg+8L8eNaGhoZgyZYqyP4CPjw+2bNmCf//73/jXv/4FkUiEli1bYuPGjVUa+37++eeYN28eZs2aBWtrawwaNAiBgYHP7II/Z84cODk54fvvv0deXh4iIiLwzjvv4Kuvvnpudm0wNTXFd999hwULFmD+/PkQiUQYPHgwPDw8lEsHAnjuedGhQ4fw448/4v3331fO4uzYsSO6d++OZcuWISoqChKJRKi3SXpMpGAXJiIiIiIiIiK9w5s0iYiIiIiIiPQQC3oiIiIiIiIiPcSCnoiIiIiIiEgPsaAnIiIiIiIi0kMs6ImIiIiIiIj0EAt6IiIiIiIiIj3EdeifQS6XQyqVwsjICCKRSOg4REREUCgUkMvlMDY2hpERr8u/LH7XExGRrlHnu54F/TNIpVIkJSUJHYOIiKiagIAAmJqaCh1D7/G7noiIdJUq3/Us6J+h8mpIQEAAxGLxSx1LJpMhKSlJI8cSAvMLS9/zA/r/HphfWMxf/VgcndcMTX7XA/y3KjTmFxbzC4v5hSXUdz0L+meonHonFos19o9Kk8cSAvMLS9/zA/r/HphfWMz/P5werhm18V1fG8fTNuYXFvMLi/mFxfz/o8p3PS/vExEREREREekhFvREREREREREeogFPREREREREZEeYkFPREREREREpIdY0BMRERERERHpIRb0RERERERERHqIBT0RERERERGRHmJBT0RERERERKSHWNATERERERER6SEW9ERERERERER6iAU9ERERERERkR5iQU9ERERERESkh1jQExEREREREekhFvREpDXm5uZCRyAiIiIiHcVzRfWxoCeiWldcJoVMIYKzhzdkChGKyqRCRyIiIiIiHcFzxRdnLHQAIjJspeUyrDyUivXHbyK/WApbC2OMCvdCbJQEZiZioeMRERERkYB4rvhyWNATUa0pLpNi5aFULNufrNyWXyxVPh7X0RuWpvw1RERERFQX8Vzx5XHKPRHVGrGREdYfv1njc+uP34SxEX8FEREREdVVPFd8efyEiKjWPCopR35xzfdA5RdL8aikXMuJiIiIiEhX8Fzx5bGgJ6JaY2NuAluLmqdJ2VoYw8bcRMuJiIiIiEhXPO9c0drcGAqFQsup9AsLeiKqNTK5HCPDPWt8blS4F6RyuXYDEREREZHOkMnlGBXuVeNzI8M9cSI1G0NXn8DF9FztBtMj7DBARLVGAWBkuBdEELFzKRERERFVYWFqjNgoCRRQYMPxW9XOFUUi4PrdAoxYl4jO/i6Y3s0PDewthI6tU1jQE1Gt+e74baQ/LMJHPZtiQqcmyCoogaOVGWQKBYt5IiIiIoKZiRhdmroiNqoJHhWXwc7SDFK5XHmu+HakNwYFuyPuQDK6LT2MN8IbY3xUE1ibsZQFOOWeiGpJYakUa46kYnCIByxNjSEWKbAr4Qo+3X2Zy48QERERkdKsny/h9K0s3E9LhVikqHauWM/KFHN6N8cvkzrgxv0CRH35FzafvA2pjLdvsqAnolrxXcItBHrYo5WHvXJbA3MZ/rh0F3I5m5sQEREREVAuk+Pq3Ufwc7VFSUnJM/f1crLCqhEh+HpYELadSkP3ZUfw19/363TjPBb0RKRxBaVSrDmciildfKpsb2gjhqmJGFfu5AuUjIiIiIh0yfV7j+BsbQYHK1OVfybU2xE/x7bHhE5N8NHOJIxYl4irdfT8kgU9EWncxoRbCGpUDy3d7atsF4lEiGzihEPXHwgTjIiIiIh0yqWMPAQ0tFP754yMROgX2BAH3o9CmMQRQ1YlYMaOi7iX/+xRfkPDgp6INKpydH5qF98an+/g44gjySzoiUg1OTk56Nq1K06ePPnUfQ4dOoTevXujdevW6N69O/766y8tJiQiopeRlJGHAHf1C/pK5iZiTOjUBAfej4KxWIQuSw7hq/9eR1GZVIMpdRcLeiLSqO+O30Jw43pP/cXcXuKIc//korC0bvySJaIXd+bMGQwZMgT//PPPU/e5desWJk2ahClTpuD06dOYNGkSpk6dinv37mkxKRERvaik9Dy0eIER+ic5WZthfv8A7IwNx4W0XHRafBA/nE6DzMB7N7GgJyKNKSiVYu2RVEyJrnl0HgDsLU3hX98WJ1KztZiMiPTNTz/9hPfffx/Tpk177n4hISHo0qULjI2N0aNHD7Rp0wbbtm3TUlIiInpRlQ3xXmTK/dP4uNpg/ai2WPJqa6w/dgu9lh/FsRtZGju+ruHaUUSkMRWj8w7PnTbV0ccJh68/QHRTVy0lIyJ906FDB/Tu3RvGxsbPLOpv3LgBX9+qFxGbNGmCa9euqfV6MpnshXI+7TiaOp62Mb+wmF9YzK991zLz4WxtCjtzscbzh3nXw67YMPx0LgPTtp1H8wa2+DDGD01crDVy/CdpMr86x2BBT0Qa8aikHGuPpGLT6NDn7hvh64wZOy5qIRUR6StnZ2eV9issLISFhUWVbebm5igqKlLr9ZKSktTaX9vH0zbmFxbzC4v5tee/N4vgbqXA+fPnlds0nb+JGFjaxQ6//F2E/l8fQ0RjcwxpZg07c7FGX6eStj9/FvREpBEbE24juLGDSvdAtfawx4NHpUjLKYKHg6UW0hGRobKwsKi2bnFJSQmsrKzUOk5AQADE4pc/uZPJZEhKStLY8bSN+YXF/MJifu3befsyOjQzR+vWklrP3y4EmJJfgqX/TcbUffcwLtIbI8Mbw9xEM6+lyfyVx1KFIAV9dnY2Zs2ahcTERIjFYvTp0wczZsyAsXH1OImJifjyyy9x48YN2NraYtiwYRg3bhwAQC6XIzg4GAqFAiKRSPkzx44dg6WlJYqKijBv3jwcOHAAUqkU0dHRmDNnjtpf8kT0bI9KyrHmSCq+V2F0HgBMxEYIkzjiSHIWhoU2quV0RGTIfH19cfny5Srbbty4gRYtWqh1HLFYrNETSE0fT9uYX1jMLyzm155Ldx7hlRb1q+StzfwN6lnhy1dbY1T7fCz47Sq2JKbhgxg/9G7ZAEZGoucfQAXa/vwFaYo3depUWFpa4siRI9ixYwcSEhKwYcOGavulpKRg7NixGDZsGM6ePYtVq1bh22+/xR9//AGg4gu7vLwciYmJOHfunPKPpWXFiN+8efNw584d7N27F3/++Sfu3LmDxYsXa/OtEtUJ3x2/hTaeqo3OV4r0dcZhrkdPRC+pT58+SExMxG+//QapVIrffvsNiYmJ6Nu3r9DRiIjoGcplcly9k6/RhniqatbAFptGt8Vn/VpgxYEb6B9/DIk3c7SeQxO0XtDfvn0biYmJmD59OiwsLODh4YHY2Fhs3ry52r5btmxBdHQ0+vfvD5FIBH9/f2zduhXBwcEAKu5P8PPzg6mpabWfLS4uxu7duzF58mTY29vD0dER77//Pnbu3Ini4uJaf59EdcWjknKsPXoTU6J91Pq5SB9nHEvJglQmr6VkRGSoAgMD8csvvwAAJBIJvv76a6xatQpt2rRBfHw8li9fDi8vL4FTEhHRs1y/9wjO1mZwsKpey2mDSCRCJ38X/D4lAoPbeCB28xmM23QaN7MKBcnzorQ+5T45ORn29vZwdf1fd2uJRILMzEzk5+fD1tZWuf3ixYsIDw/Hu+++i2PHjsHBwQEjR47EkCFDAFQU9KWlpRg4cCAyMjIgkUjw3nvvISgoCLdv30Z5eXmVzrcSiQQlJSW4desWmjZtqnJmTXYq1Keuk49jfmHpcv5vj95Em8b10NTN+pn5nnwPDe0rfoGfvZ2D4Mb1tJL1Zejy34EqmF9YQnW+NRR///13lcfnzp2r8jgiIgIRERHajERERC/pUkaeIKPzTzIWG2F4aGP0adUAKw+loM/yoxgU4o4p0T6wtxTmYoM6tF7Q19SNtvJxUVFRlYI+Ly8PGzduxNKlS/HFF1/g3LlzGDduHOzs7BATEwNzc3O0bNkSU6ZMgZ2dHTZv3ozRo0fjl19+QUFBAQAop98//jqFhepdddFkp0J96jpZE+YXlq7lLyyXY83hB5gT6VClO+mzPP4emtoDO45egvihTe0ErAW69negLuYXlr7nJyIi0pSkjLznLnWsTTbmJpjezR/DQhtj8d6/EbX4ICZ2aoIRYY1hZqy7PQm0XtBbWlpWm/Je+fjJZnWmpqaIjo5GVFQUAKBNmzbo27cvfv/9d8TExODDDz+ssv/o0aOxc+dOHDp0CEFBQcpjVx638nWsrdVbe1CTnQr1qevk45hfWLqaf8VfKQiTAAM6BT1335reQz/Te1h15CZat25dy0lfnq7+HaiK+YUlVOdbIiIiXZWUkY+uzdyEjlFNQ3sLLB3SGhfTc/HZr1exMeE2Puzuj+4t3Ko0YtcVWi/ofXx8kJubi6ysLDg5OQGoaH7n5uYGG5uqo3QSiQRlZWVVtslkMigUCgDA0qVL0a1bNzRr1kz5fFlZGczMzODl5QUTExPcuHEDrVq1Ur6OiYkJPD091cqsyU6F+tR1sibMLyxdyp9fUo71x29h85hQtTI9/h7a+zhj8rYLKCiVw87SpLaiapQu/R28COYXlr7nJyIi0gQhG+KpqqW7PbaNbYc/r9zD579fw7dHb+Kjnk0R2Ei3bhXVelM8T09PBAcHY8GCBSgoKEBaWhri4+MxaNCgavsOHToU+/fvx65du6BQKHDq1Cns3r1b2bn2+vXrmD9/Ph48eICysjKsWLECBQUF6Nq1KywsLNC9e3csXrwYOTk5yMnJweLFi9GrVy+Ym5tr+20TGZwNx24h1MsBzRu8+C9iG3MTtHa3x/GULA0mIyIiIiJdJnRDPFWJRCJ0a+6GvVMj0bNlfby14RQm/ecc0nKKatxfiDpTkGXr4uLilOvCDx48GBEREYiNjQVQtXNtWFgY4uPjsXHjRgQHB2PmzJmYMWMGoqOjAQALFy5Eo0aN0LdvX4SGhiIxMRHr16+Hvb09AGDOnDnw9PRE7969ERMTA3d3d8yePVuIt0xkUPJLyrHu6E1MifZ9/s7PEenrhMPJXL6OiIiIqK64lJGHFg1tn7+jjjA1NsKo9l44+H4n1LczR49lR7Dw96vILykHABSXSSFTiODs4Q2ZQoSiMqnWsml9yj0AODk5IS4ursbnnuxc27FjR3Ts2LHGfe3t7bFw4cKnvo61tTXmzZuHefPmvXhYIqpm/dFbCPN2RLMGL/+LOMLHGbGbz0KhUOjkfUlEREREpFlJGXlo6W4vdAy12Vma4F89muL10MZYtPcaRq0/he9GtcWaI6lYf/wm8oulsLUwxqhwL8RGSWBmUvu32QlS0BOR/sorLse3x25i69h2Gjlei4Z2KCqTIjWrEBJn9RpWEhEREZH+0dWGeKpq5GiJr4cF4V5+CVYdTsHyAzeUz+UXS7FsfzIAYFxHb1ia1m7JLciUeyLSXxuO3UK4xBFN62tmmpTYSIT2TZxw5Dqn3RMREREZunKZHNd0vCGequpZmuK7hFs1Prf++E0YG9V+uc2CnohUVjk6PznaR6PHjfR1xuFkNsYjIiIiMnTJ9wrgpAcN8VTxqKQc+cU13y+fXyzFo/+/x742saAnIpWtP3ZTo6PzlSJ8nHAiNRulUplGj0tEREREuiUpI1evGuI9i425CWwtap5Sb2thDBvz2l+WmQU9Eakkr7gc3x69iSldNDs6DwD17SzgXs8CZ24/1PixiYiIiEh3JGXkGcR0ewCQyeUYFe5V43Ojwr0glctrPQMLeiJSybdHb6KDjxP83WrnimqEjzOOcNo9ERERkUFLyshHgB52uK+JhakxYqMkmBLtoxypt7UwxpRoH8RGSWq9IR7ALvdEpIK84nKsP3YTP7wTVmuvEenrjC/+uIYZMf619hpEREREJBxDaohXycxEjHEdvTGhUxPkFZXCztIMUrlcK0vWARyhJyIVrDt6ExE+zrU2Og8AbT0dcON+AbIKSmvtNYiIiIhIOIbUEO9xlqbGEIsUuJ+WCrFIoZWR+Uos6InomfKKyrGhFjrbP8nCVIw2ng44ymn3RERERAbpUkaewTTEq0lJSYnWX5MFPRE907pjFaPzfm42tf5akb5OOJzM9eiJiIiIDNHFjFyDmm6vC1jQE9FTaWt0vlJlYzyFQqGV1yMiIiIi7UnKyEcLFvQaxYKeiJ5q3dFURPhqZ3QeAPz//3Wu3X2kldcjIiIiIu0wxIZ4uoAFPRHVKLeoDBuO38IULY3OA4BIJEKEjxOOcNo9ERERkUGpbIjnaG0mdBSDwoKeiGq07uhNRPo6w9dVO6PzlTr6OuPwdTbGIyIiIjIkht4QTygs6ImomsrReW3dO/+49k2ccPp2DorLZFp/bSIiIiKqHUkZeZxuXwtY0BNRNeuO3kRHAUbnAcDJ2gxNXKxx8ma21l+biIiIiGrHxYw8NsSrBSzoiagKIe6df1Jlt3siIiIi0n9siFd7WNATURVrj9xElJ8LfAQYna8U6eOMw9fZGI+IiIjIECTfK4CjlSkb4tUCFvREpPSwsAzfJdzC5M5NBM0R3LgeMnKLcSevWNAcRERERPTyLmXkIcCdo/O1gQU9ESmtPZqKTgKPzgOAqbERwrwdcYTd7omIiIj0Hhvi1R4W9EQEoGJ0fmPCbUyOFnZ0vlKEjxMOcz16IiIiIr2XxIZ4tYYFPREB+N/ofBMXYUfnK0X6OuPojSzI5AqhoxARERHRCyqXyXGVDfFqDQt6IkKOcnReuM72T/JysoKVqTEuZeQJHYWIiIiIXhAb4tUuFvREhLVHUtHZ3wVNXKyFjqIkEokQ6evEbvdEREREeuwSp9vXKhb0RHVcTmEZNp24jUmddWd0vlIk16MnIiIi0mtJGXloyQ73tYYFPVEdt+ZIKqJ1bHS+UrjECefTc/GopFzoKERERET0AtgQr3axoCeqw3IKy/B9wm1M1MHReQCwszRBiwa2SEjJFjoKEREREamJDfFqHwt6ojpszZFURDfVzdH5ShGcdk9ERESkl9gQr/axoCeqo7ILSvF9wm1M0qHO9jWJ9HXmevREREREeogN8WofC3qiOmrNkZvo0swVEmfdHZ0HgFbudsgpLMPt7EKhoxARERGRGpIy8jjdvpaxoCeqg7ILSrH5xG1M6txE6CjPZSw2QocmTjjMafdEpCfMzc2FjkBEpBOSMvIQwA73tYoFPVEdtPpIKro2c4W3jo/OV4rwccYRrkdPRDquuEwKmUIEZw9vyBQiFJVJhY5ERCQYKRviaYWx0AGISLuyC0qx5cQ/2DWxvdBRVBbh44QFv11FuUwOEzGvQxKR7iktl2HloVSsP34T+cVS2FoYY1S4F2KjJDAzEQsdj4hI65LvsyGeNvDMmKiOWX0kFV2b68/oPAB4OFjCxcYM59NyhY5CRFRNcZkU8QdTsGx/MvKLK0bl84ulWLY/GfEHUzhST0R1UlI6G+JpAwt6ojok6/9H5yfp6LrzzxLp64zDnHZPRDpIbGSE9cdv1vjc+uM3YWzE0y0iqnvYEE87+A1DVIesOVwxOu/lZCV0FLVF+LAxHhHppkcl5cqR+SflF0vxqKRcy4mIiISXlJGHFmyIV+tY0BPVEVkFpdhy8h9M1sPReQBo5+2Ia3fy8bCwTOgoRERV2JibwNai5rZEthbGsDE30XIiIiJhsSGe9rCgJ6ojVh9OxSvN3eCph6PzAGBlZozARvY4lsJReiLSLTK5HKPCvWp8blS4F6RyuZYTEREJq7IhnhMb4tU6FvREdUBWQSn+c/IfvVh3/lkifHgfPRHpHgtTY8RGSTAl2kc5Um9rYYwp0T6IjZLA0pSLChFR3ZKUwYZ42sJvGKI6YNWhFHRrob+j85U6+jrj7Y23oVAoIBKJhI5DRKRkZiLGuI7emNCpCR48KoGTjRlkcgWXrCOiOikpnQ3xtIUj9EQG7sGjUvwnMQ0TO+n36DwANKtvizKpHCkPCoSOQkRUjaWpMcQiBVb/NwmbEm5xZJ6I6iw2xNMeFvREBm714RTEGMDoPAAYGYnQwccJh67zPnoi0l31jMtx8G/eHkREdRMb4mkXC3oiA3b/UQn+k5im9/fOPy7CxxlHknmiTES6q4WzKc7czkWpVCZ0FCIirWNDPO1iQU9kwFYfSkX3Fm5o7Kj/o/OVIn2ccDI1ByXlPFEmIt1Uz0KMhvbmuJCWJ3QUIiKtY0M87WJBT2Sg7j8qwdZTaZhoQKPzAOBia47GjpY4c/uh0FGIiJ6qnbcjjnOZTSKqgy5lsCGeNrGgJzJQqw6lokeAYY3OV4r05fJ1RKTb2nk7ICElW+gYRERax4Z42sWCnsgA3X9Ugm2n0jCxk4/QUWpFhI8TDidz5IuIdFeolwPOp+Xy9iAiqlOkMjmuZLIhnjaxoCcyQJWj840cLYWOUivaeDrgZlYB7j8qEToKEVGNHKxM4eVkxduDiKhOSb5fAAc2xNMqQQr67OxsxMbGIiQkBKGhoZg/fz6kUmmN+yYmJuLVV19FYGAgOnbsiFWrVimfKy0txfz58xEZGYng4GC8+uqrOHHihPL5CxcuwN/fH4GBgco/w4cPr/X3RySk+/mGPToPAOYmYrT1csRRjtITkQ4Lkzhy2j0R1SlsiKd9ghT0U6dOhaWlJY4cOYIdO3YgISEBGzZsqLZfSkoKxo4di2HDhuHs2bNYtWoVvv32W/zxxx8AgMWLF+Ps2bPYtm2bsvB/5513kJmZCQBISkpCmzZtcO7cOeWfzZs3a/OtEmndykOp6BlQ32BH5ytF+jjxPnoi0mnhEickpLKgJ6K641JGHlqyoNcqrRf0t2/fRmJiIqZPnw4LCwt4eHggNja2xkJ7y5YtiI6ORv/+/SESieDv74+tW7ciODgYQMUI/eTJk1G/fn2IxWIMHjwYpqamuHz5MoCKgr5FixZafX9EQrqfX4IfThteZ/uaRPo64+iNLMjlCqGjEBHVqK2XA5Iy8lBYWvMsRCIiQ8OGeNpnrO0XTE5Ohr29PVxdXZXbJBIJMjMzkZ+fD1tbW+X2ixcvIjw8HO+++y6OHTsGBwcHjBw5EkOGDAEAzJ07t8qxExIS8OjRI/j7+wOoKOidnJzwyiuvoKCgAG3btsWHH34INzc3tTLLZC/f0KbyGJo4lhCYX1iq5o8/eAM9AtzQwM5M596rpv8OvB0tYGwkwqWMXDRvYPv8H3hJdeXfkK5i/urHIt1nZ2ECP1cbnLqVgyg/F6HjEBHVKjbEE4bWC/rCwkJYWFhU2Vb5uKioqEpBn5eXh40bN2Lp0qX44osvcO7cOYwbNw52dnaIiYmpcozz589j6tSpmDhxIjw8PCCTyeDi4oLw8HC89tprKC8vx7x58zB27Fj89NNPEIvFKmdOSkp6iXdce8cSAvML61n5HxbLsC0xC0teccT58+e1F0pNmvw7aOZghB8OX0R/f2uNHfN5DPnfkD5gftI34RJHJKRms6AnIoPHhnjC0HpBb2lpieLi4irbKh9bWVVdL9vU1BTR0dGIiooCALRp0wZ9+/bF77//XqWg3759OxYsWIDJkydj1KhRAACxWFztvvxZs2YhLCwMKSkp8PX1VTlzQECAWhcAaiKTyZCUlKSRYwmB+YWlSv55v15F79YN0a29bt5mUht/B32M7mDrqTS0bt1aI8d7lrrwb0iXMX/1Y5F+aCdxxNJ914WOQURU69gQTxhaL+h9fHyQm5uLrKwsODk5Aahofufm5gYbG5sq+0okEpSVlVXZJpPJoFAolP/96aef4s8//8TXX3+N8PBw5X537tzBhg0bMHnyZOWFgspjmZubq5VZLBZr7ARSk8cSAvML62n57+WXYMeZDPw+JULn358m/w4ifV0w48cklMoUsDTVzq8zQ/03pC+Yn/RNG08HXLv7CPkl5bA1NxE6DhFRrbmUkcfp9gLQelM8T09PBAcHY8GCBSgoKEBaWhri4+MxaNCgavsOHToU+/fvx65du6BQKHDq1Cns3r0bffv2BQAsXLgQhw8fxo8//lilmAeAevXq4ddff8XSpUtRWlqKnJwcfPrppwgLC0OjRo208l6JtOWbgyno3ao+PBwMu7P9kxysTOHnZoOTqTlCRyEiqpG1mTFaNLBFIn9PEZGBS8rIQwAb4mmdIMvWxcXFQSqVIjo6GoMHD0ZERARiY2MBAIGBgfjll18AAGFhYYiPj8fGjRsRHByMmTNnYsaMGYiOjkZOTg42b96MrKws9OrVq8pa87/88gvMzc2xdu1apKSkoEOHDujWrRusra3x1VdfCfGWiWpNxeh8OmKjDL+zfU0ifZxxiMvXEZEOC5M44jjXoyciAyaVyXH1DhviCUHrU+4BwMnJCXFxcTU+d+7cuSqPO3bsiI4dO1bbz8HBAVevXn3m6/j7+2P9+vUvHpRID1SMzjeoc6PzlSJ8nPCvn3g/MRHprnCJEz779dnnLERE+uzGgwLUs2RDPCEIMkJPRJpxN69idH5CJ4nQUQQT1Lge7uWXIiO3+Pk7ExEJILhxPaQ+KMDDwrLn70xEpIcuprMhnlBY0BPpsZWHKkbn3evVzdF5ADARG6GdtyOOcNo9EekocxMxWnnY40Qqp90TkWFiQzzhsKAn0lMcnf+fjr5OOJzMgp6IdFflevRERIYoiQW9YFjQE+mpbw7eQJ/WdXt0vlKEjzOOJmdBJlcIHYWIqEZh3myMR0SGqbIhHqfcC4MFPZEeuptXgh/PZmBCp7rZ2f5Jnk5WsLc0xYX0XKGjEBHVqHUje6Q/LML9RyVCRyEi0qjKhnjONmyIJwQW9ER6KP7gDfRt3QAN7S2EjqIzInyccOR6ltAxiIhqZGYsRkhjB5zgevREZGCS2BBPUCzoifTMnbxi7DybgViOzlcR4ePM++iJSKeFSRyRkMILj0RkWHj/vLBY0BPpmfi/UtAvkKPzTwpv4oikjDzkFZcLHYWIqEbtvB2RwPvoicjAsKAXFgt6Ij1hbm6Ou3nF+OlcBmKjODr/JFtzE7RsaMfRLyLSWS3d7fDgUSkyc4uFjkJEpBFsiCc8FvREOq64TAqZQgRnD2842ljgP2+HogFH52sU6euMw8ks6IkMQXZ2NmJjYxESEoLQ0FDMnz8fUqm0xn137tyJmJgYBAYGYsiQITh16pSW06rGRGyENl4OHKUnIoPBhnjCY0FPpMNKy2VYeSgVIfP3oe2CA2i74L/479X7KC2XCR1NJ0X4OOHw9QdQKLh8HZG+mzp1KiwtLXHkyBHs2LEDCQkJ2LBhQ7X99u/fjzlz5mDGjBk4ffo0Ro8ejbfffhupqanaD62CMG+uR09EhoMN8YTHgp5IRxWXSRF/MAXL9icjv7hiVCq/WIpl+5MRfzAFRWU1j1TVZS3d7fGoRIpb2UVCRyGil3D79m0kJiZi+vTpsLCwgIeHB2JjY7F58+Zq++7Zswe9evVCp06dIBaL8corryAkJAQ//vijAMmfL1zihISUbF54JCKDcIn3zwvOWOgARFQzsZER1h+/WeNz64/f5Br0NRAbidChiROOJD+Al5OV0HGI6AUlJyfD3t4erq6uym0SiQSZmZnIz8+Hra2tcrtMJoOlpWWVnzcyMlJ7hF4m08zMp8rjPO14fq5WeFRSjltZBWjkYFnjPkJ6Xn5dx/zCYn5hCZH/YnouJnRqopHX5Odf/ViqYEFPpKMelZQrR+aflF8sxaOScjha836lJ0X6OmHflXt4I8xT6ChE9IIKCwthYVG1V0jl46KioioFfbdu3TB79mx069YNQUFBOHjwIBISEtCmTRu1XjMpKenlg6t4PD8HMX44dB5dvHSvoK+k6c9D25hfWMwvLG3ll8kVuJyZB9HDf3D+fIbGjsvPXz0s6Il0lI25CWwtjGss6m0tjGFjbiJAKt0X4eOMubuvoEwqh6kx7yoi0keWlpYoLq7aCb7ysZVV1dk3PXv2RE5ODmbNmoW8vDx07NgRvXr1qvbzzxMQEACxWPxywVExqpKUlPTM43UruoWk9Dy0bt3qpV9P01TJr8uYX1jMLyxt5//77iM4WOUiql2wRo7Hz7/6sVTBgp5IR8nkcowK98Ky/cnVnhsV7gWpXA5TtsGopoG9BerbW+DsPw/RzttR6DhE9AJ8fHyQm5uLrKwsODk5AQBSUlLg5uYGGxubKvs+ePAAERERGDFihHLb4MGD8corr6j1mmKxWKMnkM86Xvsmzlh9+CaMjIwgEok09pqapOnPQ9uYX1jMLyxt5b985xEC3O01/lr8/NXDaoBIR1mYGiM2SoLJ0U1ga1Fx7c3WwhhTon0QGyWBpSmvxz1NhE/FffREpJ88PT0RHByMBQsWoKCgAGlpaYiPj8egQYOq7Xvq1CmMGDECGRkZKC0txYYNG3Dz5k30799fgOSq8XO1QblMjtSsQqGjEBG9MDbE0w0s6Il0XGt3e5z+qAtO/aszTn/UFeM6esPMRH+vWmpDpK8zDl/nevRE+iwuLg5SqRTR0dEYPHgwIiIiEBsbCwAIDAzEL7/8AgDo0aMHhgwZgiFDhiAsLAz79+/Hd999B0dH3Z2hY2QkQpjEkevRE5FeS2JBrxM4xEekw/ZdvYe1R26io68T7qelwsHfH6YcmX+uUC8HXL/3CNkFpWwcSKSnnJycEBcXV+Nz586dq/J44sSJmDhxojZiaUyYd0VB/3q7xkJHISJSm1Qmx5U7+VyDXgdwhJ5Ih20/nY5XQ9wBACUlJQKn0R+WpsYIblwPR29wlJ6IdFOYxAknUrMhl3M9eiLSPzceFMDewhTONhw4ERoLeiIddTevBKdu5aBXywZCR9FLkb7OOJLMgp6IdJPE2QpGRiJcv/9I6ChERGpLSs/j6LyOYEFPpKN2nktHl6ausLPg8nQvorIxnkLB0S8i0j0ikUg57Z6ISN+wIZ7uYEFPpIMUCgV2PDbdntTX1M0WMjlw/V6B0FGIiGoUzsZ4RKSnkjLy0NKdBb0uYEFPpIPO/vMQJeUyhEuchI6it4yMRIjwccLh61y+joh0U5jEESdSsyHjffREpEfYEE+3sKAn0kHbT6djYLA7xEYioaPotUhfJxzmevREpKMaOVjC2swYV+/kCx2FiEhlbIinW1jQE+mYojIpfr14B4OCOd3+ZXVo4oxTt3JQUi4TOgoRUTUikQhhEidOuycivcKGeLqFBT2Rjtl7+S6a1rdFY0croaPoPWcbM3g7WSPxZo7QUYiIahQmccTxFK7IQUT6gw3xdAsLeiIds/10OgaxGZ7GRPhWdLsnItJFYRJHnLr1EFKZXOgoREQqScrIQ4C7rdAx6P+xoCfSIWk5RbiYnoeeAfWFjmIwOvo44/B1jn4RkW5qaG8BR2tTJGXkCR2FiOi52BBP97CgJ9IhP55NR0wLN1iZGQsdxWAEe9ZD2sMi3MsvEToKEVGNwrwdcZz30RORHkh5UAh7C1O42JgLHYX+Hwt6Ih0hlyuw40w6XmUzPI0yMxYj1MuBy9cRkc6qXL6OiEjXXUzP5ei8jmFBT6QjTtzMhpFIhLZeDkJHMTgRPs44ksxp90Skm8K8HXH61kOUSXkfPRHpNjbE0z0s6Il0xI4z6RgU7A6RiGvPa1qkrxOO3siCXK4QOgoRUTUutuZoYG+O82m5QkchInomNsTTPSzoiXRAQakUey/dxUBOt68VEmdrmBsb4XJmvtBRiIhqFCZx5Hr0RKTT2BBPN7GgJ9IBv17MRGCjemhobyF0FIMkEokQ4eOMw1y+joh0VLjECQmpvDWIiHQXG+LpJhb0RDpg++l0vMq152tVpK8zG+MRkc5q5+2Ic//koqRcJnQUIqIaJWXkcXReB7GgJxJY6oMC/H3vEbo1dxM6ikFr38QR59NyUVAqFToKEVE1Dlam8HKywtnbD4WOQkRUo6T0XDbE00Es6IkEtuNMOnq3agBzE7HQUQyavaUpmta3xQneo0pEOipMwvXoiUh3sSGebmJBTyQgmVyBnWczMIjN8LQi0seJ99ETkc4K83ZEAtejJyIdxIZ4uosFPZGAjt7IgpWZGIEe9kJHqRMifbkePRHprlBvRyRl5KGQtwYRkY5JeVAIOwsTNsTTQSzoiQS0/XQaXg3x4NrzWtLKwx5Zj0qRllMkdBQiomrsLEzg52qDU7dyhI5CRFRFUkYeAhraCx2DasCCnkggeUXlOHDtPgYENhQ6Sp1hIjZCeBNHTrsnIp0VJuG0eyLSPZcy8tgQT0exoCcSyC8XMtDO2xEutpy6pE0RPs44cp3T7olIN4VJHNm8k4h0zsX0XDbE01Es6IkEsv1MOl5lMzyt6+jrjGMpWZDK5EJHISKqpo2nA67efYT8knKhoxARAWBDPF3Hgp5IAH/ffYR/corQuamL0FHqHA8HSzhameJCeq7QUYiIqrE2M0bzBrZITOV99ESkG9gQT7exoCcSwI4zaejXuiHMjLn2vBAifJxxiNPuiUhHhfM+eiLSIUm8f16nsaAn0rJymRw/nePa80KqWL6OjfGISDeFeTvhOO+jJyIdcYkd7nWaIAV9dnY2YmNjERISgtDQUMyfPx9Sac1rriYmJuLVV19FYGAgOnbsiFWrVlV5fs2aNYiMjETr1q0xYsQIpKamKp8rKirCzJkzERoaiuDgYHzwwQcoLCys1fdG9DwH/34AZxtz3ockoHbeDricmY+8It6jSkS6J7hxPaQ8KMDDwjKhoxARVYzQsyGezhKkoJ86dSosLS1x5MgR7NixAwkJCdiwYUO1/VJSUjB27FgMGzYMZ8+exapVq/Dtt9/ijz/+AAD89NNP2LRpE9atW4eTJ0+iefPmmDx5MhQKBQBg3rx5uHPnDvbu3Ys///wTd+7cweLFi7X5Vomq2X46jc3wBGZjboLWHvY4lsJp90SkeyxMxWjtYY+TNzlKT0TCksrkuJyZx4EoHab1gv727dtITEzE9OnTYWFhAQ8PD8TGxmLz5s3V9t2yZQuio6PRv39/iEQi+Pv7Y+vWrQgODgYA/PDDDxg2bBh8fHxgZmaG9957D5mZmTh58iSKi4uxe/duTJ48Gfb29nB0dMT777+PnTt3ori4WNtvmwgAkFVQiiPJWejbuoHQUeq8SB8nHL7OafdEpJvCvB057Z6IBMeGeLrPWNsvmJycDHt7e7i6uiq3SSQSZGZmIj8/H7a2/5vOcfHiRYSHh+Pdd9/FsWPH4ODggJEjR2LIkCEAgBs3buDtt99W7m9iYgJPT09cu3YN9vb2KC8vh6+vb5XXKSkpwa1bt9C0aVOVM8tkspd5y1WOoYljCYH5NePns+mI8HGCvYWxWll0Jf/L0LX30F7iiAn/OQepVAqRSPTc/XUtv7qYX1iazK+vnwGpJ0ziiFk/XxI6BhHVcWyIp/u0XtAXFhbCwsKiyrbKx0VFRVUK+ry8PGzcuBFLly7FF198gXPnzmHcuHGws7NDTExMjccyNzdHUVERCgoKAACWlpbVXkfd++iTkpLU2l9bxxIC8784hUKBTcey8VoLa5w/f/6FjqHvnz+gO+9BplDgUVEpfj1yBu62qv8q1JX8L4r5haXv+Ul7AhvZI+1hER48KoWzjZnQcYiojrqUwen2uk7rBb2lpWW1Ke+Vj62srKpsNzU1RXR0NKKiogAAbdq0Qd++ffH7778jJiYGFhYWKCkpqfIzJSUlsLKyUhbyxcXFyuNWvo61tbVamQMCAiAWv9zyYjKZDElJSRo5lhCY/+VdyshDoewhRnVrC2Oxene76EL+l6WL76Hj9fPIMrZHr9aez91XF/Org/mFpcn8lcciw2ZmLEZw43pISM1Gn1a8TYuIhJGUkYfYKInQMegZtF7Q+/j4IDc3F1lZWXBycgJQ0fzOzc0NNjY2VfaVSCQoK6va4VUmkymb3vn4+CA5ORmdOnUCAJSXl+PWrVvw9fWFl5cXTExMcOPGDbRq1Ur5OpXT8tUhFos1dgKpyWMJgflf3M5zmRgQ5A4zU5MXPoa+f/6Abr2HSF8X/J50B6MjVP+i0qX8L4L5haXv+Um7wrwdkZDCgp6IhCGVyXElM59T7nWc1pvieXp6Ijg4GAsWLEBBQQHS0tIQHx+PQYMGVdt36NCh2L9/P3bt2gWFQoFTp05h9+7d6Nu3LwBg4MCB+P7773Ht2jWUlpZiyZIlcHJyQkhICCwsLNC9e3csXrwYOTk5yMnJweLFi9GrVy+Ym7OpA2lXqVSGXRcyufa8jon0ccaJ1ByUSnlPMhHpnjCJE06ksjEeEQkj5UEhbC2M4WLL2kmXCbJsXVxcHKRSKaKjozF48GBEREQgNjYWABAYGIhffvkFABAWFob4+Hhs3LgRwcHBmDlzJmbMmIHo6GgAwKBBgzBy5EhMmDAB7dq1w5UrV7Bq1SqYmFSMgM6ZMweenp7o3bs3YmJi4O7ujtmzZwvxlqmO23/1Pho7WMLX1eb5O5PWuNmZw8PBAmduPxQ6ChFRNS3d7XA/vwR38rg6DxFpHxvi6QetT7kHACcnJ8TFxdX43Llz56o87tixIzp27FjjviKRCG+99RbeeuutGp+3trbGvHnzMG/evJcLTPSStp9Ow6AQD6FjUA0ifZxx+HoWwiVOQkchIqrCRGyEEE8HJKRkY0AQZ3gRkXaxIZ5+EGSEnqguuZdfgpM3c9CnJe+B1EURvs44ksz16IlIN4VLuB49EQmDI/T6gQU9US3beTYD0U1dYWf54s3wqPaEejkg5UEBHjwqFToKEVE1YZKKxnhERNokkyvYEE9PsKAnqkUKhQLbz6ThVTbD01nmJmK08XTAsRtZQkchIqqmeQM75JeUIy2nSOgoRFSHpDwoYEM8PcGCnqgWnf0nF8VlMrRvwvuzdVmEjxMOX+e0eyLSPWIjEUK9HHE8hRcdiUh7LqZzur2+YEFPVIt2nEnHgKCGEBuJhI5CzxDp64zDyVlQKBRCRyEiqobT7olI29gQT3+oVdCvW7euxu1fffWVJrIQGZTiMhn2XMzEoGB2t9d1fq42MBIBV+88EjoKkd4rKqp5avjt27e1nMRwhEsckZCazYuORKQ1bIinP55b0Ofk5ODUqVM4deoUli9fjtOnTysfnzp1CgcOHMB3332njaxEemXv5bvwd7OBl5OV0FHoOUQiESJ82O2eSBMGDBiA69evV9n2448/on///gIl0n9+rjYok8qRmlUodBQiqgPYEE+/PHcdelNTU0yePBkPHz4EALz++uvVnh8yZEjtpCPSYxXN8Dg6ry8ifZ3ww+k0jOsoEToKkV7r1KkThgwZgo8++ggxMTGYNWsWjh49itmzZwsdTW8ZGYnQzrti2r3E2VroOERk4FIeFMDGnA3x9MVzC3pra2skJCQAAGJiYvDHH3/UeigifZf+sAjn/8nFqhEhQkchFXVo4oQPdlxEcZkMFqZioeMQ6a0ZM2YgPDwcH374IRYtWoQWLVpg9+7dcHNzEzqaXqucdv96u8ZCRyEiA5eUnoeW7hyd1xdq3UPPYp5INT+eyUBMi/qwNnvuNTPSEY7WZvBxtcaJm2w8RfQyFAoFrl+/jqKiIri5uSEjIwOZmZlCx9J7YRJHnEjhffREVPuS2BBPr6hVbSQnJ+OLL77ArVu3IJfLqzy3f/9+jQYj0ldyuQI7zqbhi4GthI5Caor0ccaR61no5OcidBQivfXaa68hIyMD8fHxCAsLw+rVqzFy5Ei88cYbeP/994WOp7ckztYwMhLh+r0C+LnZCB2HiAxYUkYeYqN4C6K+UKugnz17NiwsLDB27FgYG3PkkagmibdyAAChXg4CJyF1Rfg4Y9auS0LHINJrtra2iI+Ph4NDxe/AsWPHIiwsDO+//z4L+pcgEokQ5u2IhJQsFvREVGvYEE//qFWV//333zh8+DCsrdmQhehptp9Ox6AgDxhx7Xm9E9y4HjJzi5GZW4wG9hZCxyHSS6tXr662LSAgAD/99JMAaQxLmMQRf127j5HtvYSOQkQGig3x9I9a99C7uLigrKystrIQ6b2CUin+uHQHA4MbCh2FXoCpsRHCvB1xNDlL6ChEeu2HH35A7969ERoaiszMTEyePJn3fmtAmLcjTt7MgVzOz5KIakdSOtef1zdqFfSvv/46JkyYgN9//73KWvSnTp2qrXxEeuW3i3fQupE93OtZCh2FXlCkrzMOcT16ohe2YcMGrFu3DiNGjIBMJoOVlRXu3buHhQsXCh1N7zV2tISVqRhX7uQLHYWIDFRSRh4C2OFer6g15f6zzz4DAJw7d67KdpFIhKtXr2ouFZGe2n4mDcNCGwkdg15ChI8Tlv73OmRyBcS8bYJIbf/5z38QHx8PiUSCxYsXw87ODsuXL0f//v2Fjqb3RCIR2kkq1qNnB2oiqg1siKd/1Cror127Vls5iPTeraxCXLvzCDHN6wsdhV6Cl5MVrEyNkZSRh9Ye9kLHIdI7Dx8+hJdXxT3eldPsHR0dIZVKhYxlMMK8HfH7pbt4O9Jb6ChEZGDYEE8/qTXlHgDKysqwb98+bNiwAcXFxSzyif7fjjPp6NWqPixMxUJHoZcgEokQ6euMI9c57Z7oRfj7+2Pbtm0AKv5/AoDffvsNPj4+QsYyGGESRyTezIFUJn/+zkREamBDPP2k1gj9P//8g7feegvl5eXIz89Hx44dMXDgQKxYsQKdOnWqrYxEOk8mV+DHs+lYMSxI6CikAZE+Tvj22E1MimYBQqSuGTNmYOTIkdi1axeKiorw9ttv4/z581i7dq3Q0QyCez1LOFiZIikjD4GN6gkdh4gMCBvi6Se1Rujnz5+PAQMG4ODBgzA2NoaXlxc+++wzxMXF1VY+Ir1w7EYWLEzFCGpkL3QU0oDwJk64kJ6HRyXlQkch0jvNmzfHnj17EB0djVdffRUhISHYtWsXWrVqJXQ0gxHm7YiE1GyhYxCRgUnKyGN/Dj2kVkF//vx5jBkzBiKRSDmNrm/fvkhLS6uVcET6YvuZdLwa7KH8/4L0m52FCVo0sMXxFJ4wE70IV1dXvP3225gzZw7GjRuHBg0aCB3JoIQ3qWiMR0SkSZcy8tCSHe71jlpT7m1sbJCVlVXli/nBgwews+NfPNVdeUXl2H/1Hj7u2VToKKRBkb7OOJL8AN2auwkdhUgvdO7c+bkXNffv36+lNIYtzNsRH/6YhDKpHKbGardDIiKqRiZX4DIb4ukltQr63r17Y+LEiXjvvfcgl8tx8eJFfPnll+jZs2dt5SPSebsvZqKtlwNc2UDEoET4OGPatvNCxyDSG5MmTQIAXL58Gfv378eoUaPQqFEj3LlzB+vXr0d0dLTACQ2Hi605Gtib40J6Ltp4Oggdh4gMABvi6S+1CvrY2FiUlJRg4sSJKC4uxogRIzBo0CBMnDixtvIR6bztZ9IxNoLLBxmaVu52yC0qw+3sQjR2tBI6DpHOq1xnfv369Vi7di0kkv+tYxweHo6xY8dixowZQsUzOGESRxy/kc2Cnog0gg3x9JdaBb2JiQlmzJiBGTNmICcnB/Xq1eM9w1SnJd97hNvZhejSzEXoKKRhxmIjtG/ihMPXH2BEGAt6IlWlpaWhUaNGVba5urri/v37AiUyTGHeTth04hamgKtxENHLY0M8/aVSQb9nzx706tULP//881P36devn4YiEemP7WfS0bdVA5gZc+15QxTp64wD1+5jRJin0FGI9EaLFi2waNEifPDBBzA1NUVxcTE+++wzBAcHCx3NoLTzdsC7P5xHSbkM5ib8DiKil3MpIw/vdJQ8f0fSOSoV9CtXrkSvXr2eujydSCRiQU91TrlMjp1nM7BhVBuho1AtifBxwvxfr6JcJldvSRCiOuzTTz/FuHHjsHXrVtSrVw8PHz6El5cXVq9eLXQ0g+JobQYvJyucvf0Q4U2chI5DRHpM2RCPHe71ksoj9ABw4MCBKttLS0thZmam+VREeuDw9QdwsjZF8wa2QkehWuJezxIutmY4908ughvxS45IFd7e3vj9999x9uxZ3L9/H25ubggKCoKRES+LaVq7/1+PngU9Eb2MyoZ4bPCsn9T6ds3MzMTQoUNx+fJlAMBXX32F1157DVlZWbUSjkiXbT+djkHB7uwjYeAifSqWryMi1cnlcjRq1AhBQUFo0KAB7t69i8zMTKFjGZxwCdejJ6KXx4Z4+k2tgv7TTz+Ft7c3GjduDAB4++230aRJE8ydO7dWwhHpqpzCMhy6/gD9AxsKHYVqWYRPRWM8ADA355Vrouf5/fff0b59e3Tq1AnR0dGIjo5G586duWxdLQj1csTFjDwUlkqFjkJEeowN8fSbWl3uz507h2PHjsHExAQA4ODggI8//hiRkZG1Eo5IV/18LgMRPk5wtOYtJ4YuTOIIBQCZQgRnD2/IFCKUlklhaarWr0+iOmP58uUYPnw4+vfvD2Nj/n9Sm+wsTeDrao3Ttx+io6+z0HGISE+xIZ5+U+ub1tjYGDk5OXB1dVVuy8vL46gV1Tnbz6Tj3a6+QscgLRCLRLiQlot3fziP/GIpbC2MMSrcC7FREpixszRRNXfu3MHEiRNZzGtJuMQJCSnZLOiJ6IWwIZ7+U2vKfUxMDCZPnoyEhATcunULCQkJmDJlCrp161Zb+Yh0zqWMPDx4VIIoP548GbriMiniD6Zg+YEbyC+umNKaXyzFsv3JiD+YgqIyTnMlelLz5s1x48YNoWPUGWHejkhIYS8jInoxqQ8KYM2GeHpNrcvn06dPVy5HU1ZWBlNTU/Tr1w9Tp06tpXhEumfHmXT0a90QJmJ2bDZ0YiMjrD9+s8bn1h+/iQmdmmg5EZHuCwoKwsiRIxETEwMnp6rd1ydOnChQKsPVxssBV+8+Qn5JOWzNTYSOQ0R65mJ6Hlry/nm9plZBb2Fhgc8//xzz5s1DXl4eHB0d2eGb6pQyqRy7zmdg69gwoaOQFjwqKVeOzD8pv1iKRyXl7KNA9IRz587Bx8cHKSkpSElJUW7n+ULtsDYzRvMGtkhMzUGXZq7P/wEiosewIZ7+U3kd+l69euHnn39+6j79+vXTUCQi3bX/6j14OFjCz81G6CikBTbmJrC1MK6xqLe1MIYNR8OIqtm0aZNGjpOdnY1Zs2YhMTERYrEYffr0wYwZM2q8N/+7777Dd999h9zcXDRs2BATJ06sU7cDhv3/evQs6IlIXWyIp/9UKuhXrVqFXr16IS4ursbnRSIRC3qqE7afScerwe5CxyAtkcnlGBXuhWX7k6s9NyrcC1K5HKbqtSIhMliqrDPfoEEDlY83depUuLq64siRI8jKysL48eOxYcMGjBkzpsp+hw4dwqpVq/D999/D29sbe/fuxdSpU7Fv3z64u9eN39dhEkcs/O2a0DGISM+wIZ5hUKmg79y5MwDg22+/haenZ23mIdJZ9/NLcCI1G0sHtxY6CmmJhakxYqMqrlqvP35T2eV+ZLgn3gz3xL28Ung5s5M3EVBxriASiaBQKKpsr9wmEolw9epVlY51+/ZtJCYm4vDhw7CwsICHhwdiY2Px5ZdfVivoU1NToVAolH/EYjFMTEzqVJf9kMYOuPGgAA8Ly1DPylToOESkJ9gQzzCo9G23adMmTJ06FQMGDMDZs2drOxORTtp5LgOd/V1gZ8lp1nWJmYkY4zp6Y0KnJsgrKoWdpRmkcjn2X72HWbsuI354EMIlTs8/EJGB279/v8aOlZycDHt7+yrL5EokEmRmZiI/Px+2trbK7T179sTOnTvRo0cPiMViiEQifPnll3Bzc1PrNWUymUayVx5HU8dThakYaOVuh4SUB+jWXL33/SQh8msS8wuL+YWlbv4LaQ/RooGtzrzfuvb5q3IsVahU0Lu4uGDgwIEoKSnBG2+8UeM+GzduVPlFifSNQqHAjjPp+LhnU6GjkAAsTY0hk8lwPy0VDv7+MDU1Ru9WDWFpaozx35/Fp32ao19gQ6FjEgmqYUPN/T9QWFgICwuLKtsqHxcVFVUp6MvLy+Hv74/58+fD398fu3fvxkcffQSJRAI/Pz+VXzMpKUkz4WvpeM/jaVmG3YnX4Vp+VyPH03Z+TWN+YTG/sFTNf+B8PpxNRTh//nztBlJTXfn8NUWlgv7rr7/Gn3/+ieTkZLRt27a2MxHpnPNpuSgokSLCh2vP12UlJSVVHkc3dcWm0W3x1obTyMgtRmyUhJ28iTTA0tISxcXFVbZVPraysqqyfd68eQgKCkLLli0BAAMHDsSePXvw008/4cMPP1T5NQMCAiAWi18yecWoSlJSksaOp6pSuxzM+eUKWrdu/VLHESq/pjC/sJhfWOrmv5d4Av3aeaN1UxctpHu+uvb5q3IsVahU0H/yySfYtGkT1q9fzzVkqU7afiYdA4IaQmzEYo2qauluj53jwzFyfSIycosxt09zGIvZKI/oZfj4+CA3NxdZWVnKtexTUlLg5uYGG5uqq4xkZmaiRYsWVbYZGxvDxES926PEYrFGTyA1fbznCfZ0QNrDIuQUSeFs8/LLaWo7v6Yxv7CYX1iq5JfJFbiS+QitGtXTufdaFz5/TVLprPPSpUvIz8+HVFrzesxEhqykXIbdFzIxiN3t6SkaOVrix/HhuH73EcZuOoPCUv6uJHoZnp6eCA4OxoIFC1BQUIC0tDTEx8dj0KBB1fbt3Lkzvv/+e1y+fBlyuRx//PEHTp48iR49egiQXDhmxmIEN66HE6nZQkchIj3AhniGQ6WCPigoCKGhoSguLkbTpk1r/ENkqPZevgs/Vxt4O1sLHYV0WD0rU3w/JhTmJkYYuvoEHjwqFToSkV6Li4uDVCpFdHQ0Bg8ejIiICMTGxgIAAgMD8csvvwAAJk6ciOHDh2PSpElo06YNVq9eja+//rpOnpuEeTvieAoLeiJ6vqSMPAQ05HJ1hkClKfcrVqzAlStX8NZbb2HNmjW1nYlIp2w/nc7ReVKJuYkYK14LwoLfrmLAN8ewYVRbSHghiOqYe/fu4ZtvvsGtW7cgl8urPKdOA10nJyfExcXV+Ny5c+eU/21sbIxJkyZh0qRJLxbYgIRJHPH+9otCxyAiPZCUkYcWLOgNgkoFvYWFBYKDg7FkyRI2xaM6JSO3GOf+eYhvXg8SOgrpCSMjET7u1QwN61ng1ZUJWDUiGG08HYSORaQ1M2fORFZWFjp16qT2fez0clq62+N+fgnu5BWjvp3F83+AiOqspPQ8vNNRInQM0gCVCvpKXbp0wbFjx7Bp0ybcv38fq1atwrfffov33nsPxsZqHYpIL+w8k45uzd1gY86TUlLPqPZeqG9njtEbTmHhgJbo2bK+0JGItCIpKQl79+6FgwMvZGmbidgIIZ4OSEjJxoAgziwjoprJ5ApczsxHgDtH6A2BWq2Yd+/ejenTp8PPzw+3b98GABw4cAD//ve/ayUckZAUCgV2nE3HoBCeFNGLiWlRH+tHtcHsXZew9kgqFAqF0JGIap2NjQ1MTU2FjlFnhUkckcD76InoGdgQz7CoVdCvXr0a8fHxmDZtGoyMjODs7IxVq1Zhz549ar1odnY2YmNjERISgtDQUMyfP/+pHfTHjBmDgIAABAYGKv8cPnwYAKpsCwwMRKtWreDn56fMc+HCBfj7+1fZZ/jw4Wplpbor8WYOZHIF2nk5Ch2F9FhwYwdsfycMGxNu49PdVyCTs6gnwxYbG4uZM2fi4sWLyMzMrPKHal+4xBEJ7HRPRM/AhniGRa158nfv3kWrVq0AACJRxXrcjRs3RlFRkVovOnXqVLi6uuLIkSPIysrC+PHjsWHDBowZM6bavpcuXcK6detqvHf/8aY4APDBBx8gOzsbMTExACqm/bVp0wabNm1SKx8RULH2/KBgdxhx7Xl6Sd7O1tgZG47R351G7OYzWDY0EOYm+ru+KtGzfPzxxwCAffv2Kc8VFAoFRCIRrl69KmS0OqF5AzvkFZcjLacIHg6WQschIh3EhniGRa2C3tPTE/v370eXLl2U244fP47GjRurfIzbt28jMTERhw8fhoWFBTw8PBAbG4svv/yyWkGflpaGvLw8NGvW7LnH3blzJ44fP47du3cr7+dPSkpCixYtVM5GVKmwVIo/Lt3F71MihI5CBsLJ2gxb326HSf85h2FrTmDtm23gYMVpyWR49u/fL3SEOk1sJEKoV8V99CzoiagmlzLyMDaSDfEMhVoF/bRp0xAbG4vo6GiUlpbik08+wZ49e7BkyRKVj5GcnAx7e3u4uroqt0kkEmRmZiI/Px+2trbK7UlJSbCyssK0adOQlJQEJycnjBw5EoMGDapyzEePHmHRokWYM2cO6tWrV+XnnZyc8Morr6CgoABt27bFhx9+CDc3N3XeNmQymVr7P+sYmjiWEOpa/j0XM9CioS0a2JnpxHvW988f0P/3oIn8pmIgflhrzN1zFQPij+HbN0PQ2FE7J9z8/IWlyfy6/hk0bNhQ6Ah1XpjECcdTsjC4jYfQUYhIx8jkClzKyEdLNsQzGGoV9OHh4di6dSu2bduG0NBQyOVyfPvtt2jZsqXKxygsLISFRdWlVCofFxUVVSnoy8rK0Lp1a0ybNg0+Pj44efIkJk2aBCsrK3Tv3l2538aNG9GwYcMq22QyGVxcXBAeHo7XXnsN5eXlmDdvHsaOHYuffvoJYrHq012TkpJU3lebxxJCXcn/3aFsRHtb4vz587UbSE36/vkD+v8eNJG/n4cComIx+n99FB+2t4evo/ZG6vn5C0vf8z9LUFAQzp49C39/f+VU+ydxyr12hHk7YvXhFOWtDkREldgQz/Covdacv78/Jk6ciIyMDDg7O6N+ffWWYrK0tERxcXGVbZWPraysqmzv168f+vXrp3zcoUMH9OvXD7///ruyeFcoFNixYwcmT55c5UtLLBZjw4YNVY43a9YshIWFISUlBb6+vipnDggIUOsCQE1kMhmSkpI0ciwh1KX8t7OL8M+j4xjXvS0sTHXjver75w/o/3vQdP7AQCD44h3M3nUZXwwMQNdmrs//oZfAz19YmsxfeSxds3r1agDAd999xyJSYP5uNiiTynEzqxDeztZCxyEiHcKGeIZHrYK+oKAAH3zwAf766y/ltrCwMHz11VdVRtafxcfHB7m5ucjKyoKTkxMAICUlBW5ubrCxsamy744dO6qNxpeVlcHMzEz5OCkpqUojvEp37tzBhg0bMHnyZOWFgrKyMgCAubl6V6TEYrHGTiA1eSwh1IX8P53PRK+W9WFtoXv3N+v75w/o/3vQZP5+ge5ws7PA+O/P4H5BGd4I89TIcZ+Fn7+w9D3/s4SEhAAAQkNDBU5CRkYitPN2xPGUbBb0RFQFG+IZHrUK+iVLlqCoqAh79uyBu7s7bt++jQULFuDLL7/EvHnzVDqGp6cngoODsWDBAsydOxcPHz5EfHx8tfvigYoLCP/+97/RuHFj+Pv74/Dhw9izZw/WrVun3OfMmTNo3rx5tWn89erVw6+//gqZTIbp06ejsLAQn376KcLCwtCoUSN13jbVITK5Aj+eScfyYYFCR6E6op23I34YF4aR608hI7cYM7r5c2UF0kudO3d+7sg8G+ZpT9j/L1/3ejvVGxcTkeFjQzzDo9Y69H/99ReWLFkCiUQCMzMz+Pr64ssvv8R///tftV40Li4OUqkU0dHRGDx4MCIiIhAbGwugYm35X375BQDw5ptv4vXXX8fEiRMRGBiIxYsXY9GiRcpRAKCiE/7jDfYqmZubY+3atUhJSUGHDh3QrVs3WFtb46uvvlIrK9UtCSnZMDcRI6hRvefvTKQhPq42+Ck2HEeTszBl23mUSnW76RlRTSZNmoSJEyeiU6dOkMvlePPNNzFr1iyMGTMGYrEYr7zyitAR65Qwb0ecSMmGQqEQOgoR6QiZXIHLmfmccm9g1BqhLy4urjYt3tbWFnK5XK0XdXJyQlxcXI3PPb62vEgkQmxsrLLYr8ns2bOf+py/vz/Wr1+vVjaq27afScPAYHfe/0la52Jrjm3jwjBh81mMWJeINSNCYGdpInQsIpX1798fALB+/XqsXbsWEsn/RoDCw8MxduxYzJgxQ6h4dU4TF2uIRCJcv1cAPzeb5/8AERm81AcFsDIzhqut2fN3Jr2h1gh9q1atsGzZMuXVXoVCgWXLliEgIKBWwhFpU15xOfZduYeBQe5CR6E6ytrMGGvfDIGXoxUGrjyO9IdFQkciUltaWlq1W9tcXV1x//59gRLVTSKRqGLafUqW0FGISEdUNsTjwJVhUaugf++997Bjxw5ERkZi6NChiIyMxJ49ezBz5szaykekNXsuZqKNpwPc7LiMBwnHRGyEzwcGoG+rBhgQfxyXMvKEjkSklhYtWmDRokXKRrTFxcWYN28egoODBU5W94R5V9xHT0QEsCGeoVJryr2fnx/27t2L/fv3Izs7Gw0bNkTHjh1hbc0OqqT/tp9Ox5gIL6FjEEEkEmFStA8a2Ftg+NqT+Gpoa3TycxE6FpFKPv30U4wbNw5bt25FvXr18PDhQ3h5eSmXtSPtCZc4YtEf1yCXK9hsk4jYEM9AqVXQ5+fnw97eHgMHDgQAXLhwgcU8GYQb9x/hZlYhujSt3bXAidQxMNgdLrZmmLjlHGZ298fQtlyhg3Sft7c3fv/9d5w9exb379+Hm5sbgoKCYGSk1qRA0oDGjpawNBXjyp18jsoR1XFsiGe4VCroZTIZ3n//fcjlcixbtgwAkJWVhSFDhiAmJgZLliwx2HV1qW7YfiYdfVo1gLkJ/x2TbonwccbWse0wav0pZOYWY1pXX977RjopMzOzymN3d3e4u1f0JLl79y4AoEGDBlrPVZdV3kd/IjWbBT1RHXczqwCWpmyIZ4hUKujXrVuHGzduYMmSJcptTk5O+PnnnzFlyhRs2LABo0ePrrWQRLVJKpNj59kMrHsz5Pk7EwmgaX1b/DQhHCO/PYX03GJ8PqAlTI052km65fF16BUKRZULT5WPr169KlS8OivM2xG/X7qLMRHeQkchIgFdTM9DQENbDgoYIJUK+l27dmHJkiXw9fWtst3f3x/z58/HJ598woKe9Nbh5AdwsDTlFCTSafXtLLB9fBjGf38Gb204hfjXg2BrzmXtSHfs379f6AhUgzCJIz7dfQVSmRzGYl4IJKqrkjLyEOBuL3QMqgUq/Wa/d+8e/P39a3wuKCgId+7c0WgoIm3afjodr4Zw7XnSfbbmJlg/si1cbMwweGUC7uQVCx2JSKlhw4bP/UPa517PEg5WpriUmS90FCIS0KX/X7KODI9KI/RmZmYoLCyElZVVtedKSkpgamqq8WBE2pBTWIaDfz/AvH4thI5CpBJTYyMsGdwKS/68jgHxx7F+VBv4u9kKHYtIyd/f/6kXSDnlXhhh3o44npKF1h72QkchIgGwIZ5hU6mgDw4Oxs8//4zhw4dXe27Xrl1o1qyZxoMRacOu8xno4OMEJ2s2CCH9IRKJ8H43PzSwt8DQ1Sfw9bAgtG/iJHQsIgDAxo0bqzzOycnBpk2b0LdvX4ESUZjEET+eTUdsVBOhoxCRANgQz7CpVNCPGTMGb775JkpLS9GzZ084OTnhwYMH+O2337B8+XJ8/fXXtZ2TqFbsOJOOydE+QscgeiHDQhuhvp05YjefxZzezTAgyF3oSERo27ZttW3BwcEYOXIkBg8eLEAiCpM4YubOJJRJ5WyoSVQHJWWwIZ4hU6mgb9myJRYuXIhPPvkEX375pXK7vb095s2bh/Dw8FoLSFRbrmTm425eCTr7uwgdheiFdfJ3wfejQ/HWdxXL2k3o1IRf2KRzbG1tce/ePaFj1Fmutuaob2+OC+m5aOPpIHQcItKyig73nG5vqFQq6AEgJiYGnTt3xpkzZ/Dw4UM4OzujdevWMDFhl2XST9vPpKFfYEOYsOsv6bkAdzvsHB+OkesTkZFbjHl9W7CbNQnm559/rvK4vLwc+/fvR9OmTYUJRAAq7qNPSMlmQU9UB13KyMPYSInQMaiWqFzQA4CpqSnCwsJqKwuR1pRJ5dh1PhNb3g4VOgqRRng4WOLH8eEYu/EMxmw8ja+HBcHKrOqveHNzc4HSUV0SFxdX5bFYLIZEIsGcOXMESkQAEC5xwqYTt3ibGVEdw4Z4hk+tgp7IUBy4dg8N7S3YHZwMir2lKTaObov3tl/AkNUJ+HZkG7jYmKO4TAqxkRGcPbwhU4hQWiaFpSl//VPtOHDggNARqAbtvB3w7g/nUVIug7mJWOg4RKQlbIhn+HhGR3XS9tPpGBTMBmJkeMxNxFg+NBCf/3ENU7eex7o3Q7DyUCrWH7+J/GIpbC2MMSrcC7FREpjxpJ5qyaVLl7Bjxw5kZGTA2dkZAwYMQEhIiNCx6jRHazN4Olrh7D8PES7hqhhEdQUb4hk+3mRJdc79RyU4npKNvq0bCB2FqFYYGYnwrx5NMa9vC8QfTMGy/cnIL5YCAPKLpVi2PxnxB1NQVCYVOCkZoqNHj2LYsGHIzc2Fn58fCgoKMGrUKPz3v/8VOlqdFyapuI+eiOqOpHROtzd0LzRCf+XKFaSnpyMqKgqPHj2Co6OjpnMR1Zqfz2Wgs78L7C1NhY5CVKs8HCzxXcKtGp9bf/wmJnTimtSkeXFxcVi0aBG6d++u3Pb7778jPj4eXbp0ETAZhUkcseZwqtAxiEiLkjJy8XaEt9AxqBapNUKfnZ2NoUOHYvDgwZgxYwbS0tLQpUsXnDt3rrbyEWmUQqGomG4fwun2ZPgelZQrR+aflF8sxaOSci0norrg5s2b6NatW5Vt3bp1w61bt4QJRErtvBxxMSOPs3OI6ojKhngt3e2FjkK1SK2CfsGCBfD19cWpU6dgbGwMiUSCsWPH4osvvqitfEQadTE9D/kl5Yj0cRY6ClGtszE3ga1FzROxbC2MYWPOZUdJ8+zt7XH9+vUq265duwZnZ/7eFZqdpQl8Xa1x6tZDoaMQkRawIV7doFZBf+LECcycORMWFhbKxgpjxozBjRs3aiUckSaZm5vj90t3MSDIHWIjNgYhwyeTyzEq3KvG50aFe0Eql2s5EdUFr776KsaPH4+tW7fi6NGj2LJlCyZMmIBBgwYJHY3wv/XoicjwsSFe3aDWPfQmJiYoKSmBhYUFFAoFAKCwsBBWVla1Eo5IEx5fsmuajwmKy2RCRyLSCgtTY8RGSQCAXe5Ja95++22UlpZi1apVyMrKQsOGDfH6669j1KhRQkcjVNxHv2w/B2KI6gI2xKsb1CroO3fujOnTp+Pjjz+GSCRCdnY2PvvsM0RGRtZWPqKXUlou45JdVKeZmYgxrqM3JnRqgryiUlibm+KfnEL++6daIxKJMGnSJEyaNEnoKFSDNp4OuHonH/kl5bDlbTdEBu1SRh7GRNQ8U48Mh1pT7t977z1YWloiJiYG+fn56NChA4qLi/H+++/XVj6iF1ZcJuWSXUQALE2NIRYpcD8tFf9kF+DVlQl48KhU6FhkgAoKCnDp0iVIpRW/Xzdv3oxx48Zh7dq1AiejSjbmJmhW3xanbuYIHYWIapFMrsClzDwEuHOE3tCpNUJvZWWFuLg4ZGdnIyMjA25ubnBxcUFBQUFt5SN6YWIjI6w/frPG57hkF9VFJSUlaO1ijZ4t62Ppf69jQf8AoSORATl16hTGjx+PgoICNG7cGG+88Qa++uorhIWFYc2aNSgrK0NsbKzQMQlA+P+vRx/d1FXoKERUSyob4rnZmgsdhWqZWiP0bdu2BQA4OjqiZcuWcHFxAQBERUVpPBjRy+KSXUQ1m9bVF7svZOLvu4+EjkIGZPHixRgzZgzOnDmD1157DfPnz8eSJUsQFxeH1atX4+effxY6Iv2/MIkjjrMxHpFBY0O8uuO5I/S3b9/G7NmzoVAoUFBQgDfeeKPK8wUFBbC1ta21gEQvqnLJrpqKei7ZRXWZi4053ukowfzfrmLjW22FjkMGIjk5GVu2bIFYLMbw4cPxxRdfICIiAgDQqlUrZGezgNQVIY0dcONBAR4WlqGelanQcYioFrAhXt3x3IK+cePGeOWVV/Dw4UOcPXtWOUpfydTUFJ07d661gEQvqnLJrmX7k6s9V7lkl6l6k1SIDMboDl7YfOI2Dv59H1F+LkLHIQOgUCggFlc0WzQxMYG1tXWVkaHK1XFIeBamYrR2t8fJm9mIaVFf6DhEVAvYEK/uUOke+uHDhwMA3N3d0a9fv2rPJydXL5iIhFa5ZJcCCmw4fotd7okeY24ixozu/pj/61V0aOIEYzEvbtHL4bRO/dLu/++jZ0FPZHhkcgUusyFenaFWU7y5c+dWK+hlMhmGDBmCs2fPajIXkUaYmYgR5euM2KgmeFRcBjtLM0jlchbzRAB6t2yAb4/dwtZTaXi9XWOh45CeKysrw4oVK5SPS0pKqjwuL2ffEl0S5u2IOb9cEjoGEdWCm1mFsDAVsyFeHaHSPfSjR4+GQqFAcXExoqOjqzxfUlKChg0b1lpAopdRUi7DiHWJ+HNqB+TeuQ0Hf3+Ymqp1HYvIYBkZiTC7V1OM3XgGfVo34JrU9FICAwNx8uRJ5eNWrVpVedy6dWsBUtHTBDayxz85RXjwqBTONmZCxyEiDbqUWXH/PGdO1Q0q3UP/0Ucf4eHDh/jkk08wceLEKs+bmZmhTZs2tRaQ6GUcu5EFL2cruNlZ4O7NEqHjEOmc4MYOaCdxRPxfKfiwu7/QcUiPbdq0SegIpAZzEzGCGtXDidRs9G7VQOg4RKRBlzLy2BCvDlFpqLJTp04AKu6hf7IpHpEu+/PyPXRr5iZ0DCKd9mGMP3osO4LhoY3g4WApdBwyIL1798bu3buFjkFPEebtiAQW9EQG51JmPt6O8BY6BmmJ2uvQHzt2DOPHj8eAAQPw4MEDLFq0CFJpzWt9EwlJJlfgv1fv4ZXmLOiJnsXDwRLD2jXCoj+uCR2FDEx6errQEegZwptUNMYjIsMhVyhwJTOfDfHqELUK+t27d2P69Onw9fXF7du3AQAHDhzAv//971oJR/Qyztx+CBtzY/i6WgsdhUjnTejUBAkp2Thz+6HQUciA8P5N3dbS3R738ktwN4+3pBEZisxHMpibsCFeXaJWQb969WrEx8dj2rRpMDIygrOzM1atWoU9e/bUVj6iF7b38l10a+7GE0oiFdiam2BqV1/M23OF64WTxjRowKncusxEbIQQTwckpGYJHYWINCTlYTlaNLTl+W8dolZBf/fuXbRq1QrA/666N27cGEVFRZpPRvQSFAoF/rxyF680dxU6CpHeeK2NBwpKpdh98Y7QUchA7NmzBwUFBSgrKxM6Cj1FuMQRx29w2j2RoUh9WI4WDTjdvi5Rq6D39PTE/v37q2w7fvw4Gjfm+sWkW67eeYTiMjkCPeoJHYVIbxiLjfBRz6ZY9Ps1lJTLhI5DeiolJQUTJkwAAOzbtw/t2rVDREQEzpw5I3AyqkllYzwiMgwysRmCGtkLHYO0SK0FuadNm4bY2FhER0ejtLQUn3zyCfbs2YMlS5bUVj6iF/Lnlbvo2swVRkacbkSkjihfZ3g7W+HbYzcRG9VE6DikhxYsWAAXFxcoFAosWbIEkydPhpWVFT7//HNs375d6Hj0hOYNbJFXVI60nCKuckGkx4rLpBAbGeFffVrD1dYcRWVSWJqqVeqRnlJrhD48PBxbt26Fra0tQkNDIZfL8e2336Jjx461lY/ohey9fA/dON2eSG0ikQgf9WyKlQdT8OBRqdBxSA/9/fffmDt3LjIyMpCWloZhw4Zh2LBhSElJEToa1cBYbIRQbwd2uyfSY6XlMqw8lIqQ+fsQ8cVfCJm/D6sOpaKUs+3qBLUv2/j7+2POnDm1kYVII9JyipCeU4QwiaPQUYj0kr+bLXq2bICl/72OBf0DhI5DekYqlUKhUODYsWNo3rw5rK2tkZOTAzMzM6Gj0VO0+/9p94PbeAgdhYjUVFwmxcpDqVi2P1m5Lb9Yqnw8rqM3R+oNnFp/uyNGjHhqx8SNGzdqJBDRy9p7+S6i/F1gZiwWOgqR3nq3qy+ilxzEm2Ge8HOzEToO6ZHw8HBMmjQJ165dw+jRo5GWloYPPvgAUVFRQkejpwiTOGLtkZtc4YJID4mNjLD++M0an1t//CYmdOLtc4ZOrSn3oaGhaNu2rfKPj48PUlJSEBISUlv5iNT25+V7eKUZp9sTvQxnGzOM6yjBZ79yGTtSz7x589CiRQsMHz4cb7zxBgoLC9G8eXPMnj1b6Gj0FE3dbFEileFmVqHQUYhITY9KypFfLK3xufxiKR6VlGs5EWmbWiP0EydOrLZtwIAB+OKLLzQWiOhlZBWU4mJGLqL8eJGJ6GWN7uCFLSf/wcHrD9DJz0XoOKQnrKysMGnSJABATk4O/P398fHHHwucip7FyEiEdl4V0+4bO7gLHYeI1GBjbgJbC+Mai3pbC2PYmJsIkIq0Sa0R+po0b94cly5d0kQWope2/+o9tPN25C8vIg0wNxHjgxg/zP/1KqQyudBxSE+Ul5dj6dKlCA4ORufOnZGWloaBAwfi/v37QkejZwhv4ojjbIxHpHdkcjlGhXvV+NyocC9I5fz+NnRqFfSZmZlV/ty+fRvx8fGoX79+beUjUsufl++hW3M3oWMQGYw+rRrA2swY/zmVJnQU0hMrVqzAiRMnsGzZMpiYmMDR0RFubm6YP3++0NHoGcK8HXEyNZu32BDpGQtTY4yN9Makzk1ga1Ex+drWwhhTon0QGyVhQ7w6QK2/4c6dO0MkElX5ZW9nZ4fPPvtM48GI1FVQKsWxlCx8PrCl0FGIDIZIJMKsXk0xduMZ9G3dALac/ULPsXv3bvznP/+Bq6srRCIRLC0tsXDhQnTt2lXoaPQMTVysAYiQmlUIc3NzoeMQkRo+3X0Z4yIlmNTZB3lFpbCzNINULoeZCRtE1wVqFfT79++v8lgsFsPR0REmJuqd4GVnZ2PWrFlITEyEWCxGnz59MGPGDBgbV48zZswYnDx5sspzy5YtQ2RkJORyOYKDg6FQKKp03z927BgsLS1RVFSEefPm4cCBA5BKpYiOjsacOXNgZWWlVl7SD4evP0CLBnZwtuHSSESaFNzYAe0kjvj6rxuY2b2p0HFIxxUVFcHBwQEAlAMA5ubmMDJ66bv8qBaJRCKseSMYjRytkW/pDZlChNIyKUf3iHTc5cw87LtyD5/2aQGxSIH7aalw8PeHKf/frTPU+nZt2LAh7O3tceHCBfz22284efIkiouL1X7RqVOnwtLSEkeOHMGOHTuQkJCADRs21LjvpUuXsG7dOpw7d075JzIyEgBw48YNlJeXIzExscrzlpaWACo67d65cwd79+7Fn3/+iTt37mDx4sVq5yX9sPfyXU63J6olH8b4Y8uJf5CWUyR0FNJxrVu3xooVKwBAebF906ZNCAgIEDIWPUdpuQx//X0fbRf8F20XHEDI/H1YdSgVpeUyoaMR0TOsOZyKEWGesDCtGI0vKSkROBFpm1oF/e3bt9GrVy8sWLAA+/btw5dffomYmBgkJyerdYzExERMnz4dFhYW8PDwQGxsLDZv3lxt37S0NOTl5aFZs2Y1HispKQl+fn4wNTWt9lxxcTF2796NyZMnw97eHo6Ojnj//fexc+fOF7oIQbqtTCrHgWv38UpzLldHVBs8HCwxrF0jfP7HNaGjkI776KOPsHv3bkRGRqKwsBA9evTAxo0b8eGHHwodjZ6iuEyK+IMpiNt/Q9kpO79YimX7kxF/MAVFZTUviUVEwsrILca+K/fwRlhjoaOQgNSai7Fw4ULExMRg+vTpMDIyglwux5dffonPP/8c69atU+kYycnJsLe3h6vr/woviUSCzMxM5Ofnw9bWVrk9KSkJVlZWmDZtGpKSkuDk5ISRI0di0KBByudLS0sxcOBAZGRkQCKR4L333kNQUBBu376N8vJy+Pr6VnmdkpIS3Lp1C02bqj5tVCZ7+avTlcfQxLGEoOv5j9/IQgM7c7jbm9eYUdfzP4++5wf0/z0wPzA+0gud/30EialZCG5cT1PRVMLPv/qxdJWHhwd+/fVX/PXXX8jMzISbmxuioqJgbW0tdDR6CrGREdYfv1njc+uP38SETk20nIiIVPHt0ZvoG9gQTta83bQuU6ugv3DhAuLi4pT3wRkZGWHKlCno0KGDyscoLCyEhYVFlW2Vj4uKiqoU9GVlZWjdujWmTZsGHx8fnDx5EpMmTYKVlRW6d+8Oc3NztGzZElOmTIGdnR02b96M0aNH45dffkFBQQEAKKffP/46hYWF6rxtJCUlqbW/to4lBF3Nv+VMHgIcjHD+/Pln7qer+VWl7/kB/X8PdT3/QD9zfLTjLBZ0doDRY71LtKWuf/76wsLCAj169BA6BqnoUUl5jWtYAxUj9Y9KyuHIgoFIp+QVl+OHU2n4ZZLqdRgZJrUKerFYjIKCAmWzGwAoKCioVqA/i6WlZbUp75WPn2xW169fP/Tr10/5uEOHDujXrx9+//13dO/evdr0vdGjR2Pnzp04dOgQgoKClMeuPG7l66g7ShAQEACx+OW6RMpkMiQlJWnkWELQ5fxyuQLn/ziItW8EonkD2xr30eX8qtD3/ID+vwfmr9AiQI6/lh9DupEr+rRqoMGEz8bPv/qxdE1QUBDOnj0Lf3//Ko1qH3f16lUtpyJV2JibwNbCuMai3tbCGDZc3YJI52w5+Q/CmzjCy4nNvus6tQr6Tp064b333sOsWbPg7u6OtLQ0fPbZZ+jUqZPKx/Dx8UFubi6ysrLg5OQEAEhJSYGbmxtsbGyq7Ltjxw7laHylsrIymJlVXCVeunQpunXrVuUe+8rnvby8YGJighs3bqBVq1bK1zExMYGnp6c6bxtisVhjJ5CaPJYQdDH/hYyHMBEbIcDd/qknkZV0Mb869D0/oP/voa7nF4vF+KhXM3z80yV0D2gAcy0viVPXP39dtnr1agDAxo0bBU5C6pLJ5RgV7oVl+6v3RBoV7gWpXA5T9douEVEtKpXKsP7YTXzzepDQUUgHqPXb+b333oNUKkWPHj3QqlUr9OrVC6ampnj//fdVPoanpyeCg4OxYMECFBQUIC0tDfHx8cr74h9XUFCAefPm4cqVK5DL5Th48CD27NmDIUOGAACuX7+O+fPn48GDBygrK8OKFStQUFCArl27wsLCAt27d8fixYuRk5ODnJwcLF68GL169eL6qgbmz8v38Epz1+cW80SkGVG+zvB2tsK6ozXfc0t1U0hICICK1WmaNGmCtm3bVvtDusnC1BixURJMifaBrUXFWI+thTGmRPsgNkrCpeuIdMyu85nwcLBEcGOH5+9MBk+t39D29vbYtGkT0tLSkJ2djYYNG8LZ2VntF42Li8PcuXMRHR0NIyMj9OvXD7GxsQCAwMBAfPrpp+jTpw/efPNNFBUVYeLEicjOzoaHhwcWLVqkPGlYuHAhFi1ahL59+6K4uBgBAQFYv3497O3tAQBz5szBokWL0Lt3b5SXlyM6OhqzZs1SOy/pLoVCgT8v38X8/lwOiUhbRCIRPurZFINXJmBwiAecbXhvLf3PH3/8gaVLlyIqKgqvvvoqIiIieMFVD5iZiDGuozcmdGqCnMJS2FmYQgEFzLQ8C4eInk2hUGDN4VS8381P6CikI9S+5PrgwQM8ePAAMpkMt27dwq1btwAAbdq0UfkYTk5OiIuLq/G5c+fOKf9bJBIhNjZWWew/yd7eHgsXLnzq61hbW2PevHmYN2+eytlIv6Q8KMDDojK08dRux22ius7fzRY9WzbAv/ddx8IBvKBG//PDDz8gJSUFO3fuxMcffwwjIyMMGDAAAwYMgLu7u9Dx6BksTY0hk8nwz80UTP7tHva9Gyl0JCJ6wsG/H0AqV6BLUy7VTBXUKug3b96Mzz77DAqFosp2kUjERjckiL2X76FLU1cYi3lvH5G2vdvVF9FLDuLN8Mbwd6u5ISXVTRKJBNOnT8d7772Hv/76C/Pnz8fKlStx5coVoaORCsSyUng4WODw9Sz0bFlf6DhE9JhVh1MwJsILYiPOfKIKahX0q1atwsKFC9GzZ0+YmLDjKQnvz8t3MbGzj9AxiOokZxszvBMlwfxfr2LjW205rZqqOHHiBHbt2oW9e/fC29sb77zzjtCRSA3R/i7Yd+UuC3oiHXIxPRc37hdgYBBnO9H/qFXQl5WVVVlGjkhId/KKkXy/ABE+TkJHIaqz3mrvhc0n/sHB6w/Qyc9F6DikA5YuXYrdu3ejsLAQvXr1wpYtW+Dv7y90LFJTl6YuiD+YgnKZHCacBUekE1YfTsUbYZ5aX2GGdJtaBX1oaChOnDiBdu3a1VYeIpXtu3IPkT7O/KVGJCBzEzFmdPfH/F+vIqKJE29/IZw5cwZTpkxBTEyMcpnZF5GdnY1Zs2YhMTERYrEYffr0wYwZM2BsXPXUZcyYMThz5kyVbUVFRRgyZAjmzp37wq9f13k5WcHZxgynbz1EmMRR6DhEdV5aThEO/v0Ac/u2EDoK6RiVCvqZM2cCAIqLizFu3DiEh4crO8lXelZzOqLasPfyXQwK5pQjIqH1blkf64/dxH9OpWFEu8ZCxyGBff/99zVuz8nJgYOD6kssTZ06Fa6urjhy5AiysrIwfvx4bNiwAWPGjKmy39q1a6s83rFjB1asWIGJEyeqH56q6NLMFfuu3GNBT6QD1h29iQFBDeFgZSp0FNIxag2lODo6okePHtWKeSJtyy0qw5nbD9HZjx0+iYQmEonwcc9m+GrfdeSXlAsdhwR28eJFvP766+jatSuio6MRHR2NyMhIREaq3jH99u3bSExMxPTp02FhYQEPDw/ExsZi8+bNz/y51NRUzJs3D4sXL4aLC28BeVmvNHPFvqt3qzVDJiLtelhYhh1n0jGmg7fQUUgHqTRCz9F30jUHrt1HSGMH2FmyOSORLghuXA9hEkd8/dcNzOzeVOg4JKC5c+fCw8MDPj4+SEtLQ/v27bFx40a89957Kh8jOTkZ9vb2cHX930VbiUSCzMxM5Ofnw9a25lUVPv30U/Tr1w8hISFq55bJZGr/zLOOo6njadvj+QMa2KKwVIZrd/Lg62ojcDLVGNLnr4+Yv3ZsSriFSB8nNLQ3e2Y2Xc2vKuavfixVqFTQr1ix4rn7cGobadPey3fxSnOOzhPpkhkx/uix7AheD20MDwdLoeOQQJKTk/H9998jPT0d8+fPx6hRoxAYGIi5c+di1KhRKh2jsLAQFhYWVbZVPi4qKqqxoD99+jQuXLiAxYsXv1DupKSkF/o5bR1P2yrzt3YWY9OBCxjY1FrgROoxlM9fXzG/5pTJFPj2yAN82MEe58+fV+lndCn/i2B+9ahU0J88efKZz3OpItKm4jIZjiRn4ZM+zYWOQkSP8XCwxPB2jfH5H9fw9bAgoeOQQGxtbWFubg4PDw8kJycDAFq3bo2MjAyVj2FpaYni4uIq2yofW1lZ1fgz27ZtQ/fu3eHs7PxCuQMCAiAWv3yTVZlMhqSkJI0dT9uezD/Y9B5WHk7FvNathY6mEkP7/PUN82ve1lNp8K1fhlc7t33uvrqYXx3MX/1YqlCpoN+0adNLBSLSpCPJD+DjYo36dhbP35mItCq2kwSdFx/Emds5CG6segM0Mhze3t74z3/+g9deew2Wlpa4evUqTE1N1br47+Pjg9zcXGRlZcHJqWJp0pSUFLi5ucHGpvrUb6lUiv379+Prr79+4dxisVijJ5CaPp62VeaP9HPBtB8uIruoHC425kLHUpmhfP76ivk1Qy5XYN2xW/ioR1O18uhK/hfF/OpRqaDfs2cPevXqhZ9//vmp+3B9etKWP6/cwyvN3YSOQUQ1sDU3wdQuvpi75yp+Gh8OIyPO4KprpkyZgvHjx6N9+/YYPXo0Bg8eDLFYjNdee03lY3h6eiI4OBgLFizA3Llz8fDhQ8THx2PQoEE17v/333+jtLQUQUGcGaJplqbGCJc4Yv/V+3itbSOh4xDVKfuv3YcIQCc/Nvmkp1OpoF+5ciV69eqFuLi4Gp8XiUQs6EkrpDI59l+9h+3vhAkdhYieYmgbD3x3/BZ2X8xE39YNhY5DWhYUFITDhw/D1NQUjRo1gr+/PwoKCtC+fXu1jhMXF4e5c+ciOjoaRkZG6NevH2JjYwEAgYGB+PTTT9GnTx8AQFpaGuzs7F5q3Xt6uq7/v3wdC3oi7Vp9OAVjI715cZyeSeURegA4cOBArYYhep5Ttx6inpUpmrjoR7ddorrIWGyEj3o2xb92JqFbczeYm+jvtDlSX2FhIc6dO4fc3Fw4OjqiVatWsLRUv0mik5PTUwcSzp07V+VxTEwMYmJiXigvPV/npi74dPcVFJVJYWmq0qkjEb2ks/88xK3sIvQL5IVxejaVfyvL5XLk5eWhXr16AIATJ07g6tWriIqKgpeXV60FJHrc3st30Y3T7Yl0XpSfC5q42mDd0ZuY0KmJ0HFIS9auXYsVK1agpKREuc3Kygrvvvsuhg8fLmAyehkuNubwc7PBkeQsfgcTacmaw6kYGe4JM2NeFKdnM1Jlp3v37qF379744osvAAC7d+/GqFGjsHv3brz66qu4ePFirYYkAgCFQoF9V+7hlWZcro5IH3zUoylWHkrB/Uclz9+Z9N727duxcuVKfPTRRzhy5AguXbqEQ4cO4f3338eyZcuwd+9eoSPSS+jazBX/vXJP6BhEdcKtrEIcTc7C66GNhY5CekClgn7p0qXw8/PD+++/DwBYvnw5xo4di507d2L27NkqrVNP9LIuZ+ZDKpejlbu90FGISAV+bjbo3aoBlu67LnQU0oItW7Zg4cKFePXVV+Hs7AxjY2O4urritddewyeffMIVc/Rc12auOHDtPmRyhdBRiAze2qOpGBTiDjtLE6GjkB5QqaA/duwYPv74Yzg6OiIzMxP//POPshFNdHQ0zp8/X5sZiQAAf16+i67NXNkYhEiPTOvii18v3sHVO/lCR6FaduvWLXTq1KnG57p06YLU1FQtJyJN8nGxhpWZMc7981DoKEQGLbugFD+fy8ToDrylmVSjUkFfUFAAB4eK9YQvXLgAW1tbSCQSAICZmRnKy8trLyHR/9t7+R7v3SPSM842ZngnSoL5v16FQsGRPUMmEolgbFxzax5TU9Mq99WT/vm/9u48Lqpy/wP4ZxZghk123HABkUVJERDFBRXQSi0t2+uKu2GZVi43s66apl3LtN81LRcyrW5aWi7lmssVxV0RXFkUN1bZl2Fmzu8Pr9xQTJBhnhn4vF8vXzlnzjzzORPynO+c5zyPTCa7M9v9OQ67J6pP3x6+gn6+bmjpWPvJRKlxqlFB36RJE+Tm5gIAjhw5UmWd15SUlMqJ8ojqS1p2MW7klyK0rbPoKERUSyN7tEVqdjH2XsgSHYWI6iDSj/fRE9WnUo0Oaw5dwdjenqKjkBmp0Sz3ffv2xZw5cxAVFYXNmzfjww8/BAAUFBRg8eLF6NWrV72GJNqRdAsRvm6wVNboOygiMiEqCwWmPeGLj7Ymoae3CywU/HfcEGm1WmzatOmBz+t0OuOFoXoR0sYR2UUapGQVwdPVVnQcogZnw4lr8G1qh44tmoiOQmakRgX95MmTMWnSJLz33nsYOHAgBg8eDAAIDw+Hq6srZs2aVa8hibYnZvBeIiIzNvixZlh9MBU/HLmK17q3ER2H6sFfrRsPAM7OHGFl7pQKOfr5umHXuQyMZUFPZFA6vYQVB1Iw66kOoqOQmalRQW9vb49Vq1bdt/2LL75ASEgIrKysDB6M6K7MwjIk3shHeHtX0VGI6BHJZDK8P9AfY9Ycw1OdW6CJmjP3NjR79uwRHYGMINLPHd/EpWFsby/RUYgalJ1Jt6BSKni+S7VWp3GPPXv2ZDFP9W5XUiZ6eLnAxqpG3z8RkYkKau2IMC9nLP3jsugoRPSIerd3wZnrecgt1oiOQtRgSJKE5ftTMKa3J2QyruZEtcMbGcnk7Ui6xdntiRqIaY/74rv4q7iaUyI6ChE9AjuVBbq2dcae85mioxA1GMeu3MbNvDI81am56ChkhljQk0krLKvA4ZQcRPi5iY5CRAbg4WSNV7q1xoLfz4uOQkSPKMrPjbPdExnQ8n0pGNGjDSd/pkfCnxoyaXsvZOGxlg5wtuWtHUQNRUxfL8Sn5uBYWq7oKET0CCL83HHgUhbKKrhyAVFdJWcVIT41By+FthIdhcwUC3oyadsTOdyeqKGxV1lgUmR7zNl6Dnq9JDoOEdVScwc12rra4FByjugoRGZvxYEUvBjiAXsVJ4ulR8OCnkxWuVaHvRey0N/fXXQUIjKwF0M8UKrRYvOZG6KjENEjiPRzx85zHHZPVBdZheX49dQNjOjBpZnp0bGgJ5MVl5yDVk7W8HCyFh2FiAxMqZBjxkB/LPjtPIftEpmhSD937ErK4CgbojpYcygNAzo0RXMHtegoZMZY0JPJ2pF4C/078Oo8UUMV3t4V3u52WPmfVNFRiKiWOjS3h1IuQ8L1fNFRiMxSiUaLbw9fwehenqKjkJljQU8mSaeXsDMpg/fPEzVwMwb6Yfm+ZGQWlomOQkS1IJPJEOnvjl0cdk/0SH48mo6AFk3g39xedBQycyzoySSdvHobaksFfJvaiY5CRPWovbsdBndqjkU7L4qOQkS1FOnnjp1cvo6o1rQ6PVb8JxXjenuJjkINAAt6Mkk7kjIwwL8pZDKZ6ChEVM8mR7XH1jM3ce5mgegoRFQL3Tydcf12KdJzS0RHITIrvyfegr3KAj3aOYuOQg0AC3oyOZIkYXviLfTncHuiRsHF1gqv92mHuVvPQZI4wRaRubBUytHbx5XD7olqQZIkfLU/BWN7e/LCFRkEC3oyORczilBUpkVQa0fRUYjISEb0aIPU7GLsvZAlOgoR1UIUh90T1crhlFxkF5Zj4GPNREehBoIFPZmc7Ym3EOXvDoWc31oSNRYqCwWmP+GLj7YmoUKnFx2HiGqoj48rjl+5jfySCtFRiMzCV/uTMbJnW1goWIaRYfAniUzOjiQuV0fUGA16rBns1Rb4/shV0VGIqIYcrC3RpZUj9l7MFB2FyORdzCjE8Su38WLXVqKjUAPCgp5MyrXbJUjLLkGYl4voKERkZDKZDDMH+ePzXZeQX8qrfUTmItKfw+6JauLr/Sl4ObQ1bK2UoqNQA8KCnkzKzqQMhLd3hcpCIToKEQnQpZUjerRzwb/+uCw6ChHVUJSfO/ZdyIJGy9tliB4ko6AM2xJuYkSPNqKjUAPDgp5Myp3Z7TncnqgxmzrAB9/HX8WVnGLRUYioBlo5W6O5gxpHUnNFRyEyWasPpuHJgGZwt1eJjkINDAt6Mhm5xRqcSs9DX1830VGISCAPJ2u82r01Fvx+XnQUIqqhSH837Ey6JToGkUkqKtfiu/grGNPbU3QUaoBY0JPJ2H0uA13bOsNeZSE6ChEJFtPHC0dSc3E0jVf8iMxBpJ87dp3LhCRJoqMQmZwfjlxFUGtHtHe3Ex2FGiAW9GQytidmoL8/h9sTEWCnssDkqPb4aEsS9Po7BYJKxWGKRKaqU0sHaHR6nLtZKDoKkUmp0Omx6j+pGNvbS3QUaqBY0JNJKNFocfByNgt6Iqr0QrAHXOyskH67BDpJBlcPT+gkGUo0WtHRiOgecrkMkX5unO2e6B5bz9yEi50Vunk6iY5CDRQLejIJ+y9mwbeZHdw4UQgR/ZdSIceSFwOx4fg1BM/dia7z9iB47k4s35eC8gqd6HhEdI87w+5Z0BPdJUkSvtqfgjG9PCGTyUTHoQaKBT2ZhB2JGRjQoanoGERkQko1Wny1PwVf7LmMgtI7V+ULSrVYvPsSlu5N5pV6IhPTo50LkrOKcDO/VHQUIpNw8HIOCsoq8ERHnuNS/WFBT8JV6PTYdY73zxNRVQq5HKvjUqt9bnVcKpRydmFEpkRloUDPdi7YdS5TdBQik7B8fzJG92wLpYL9FdUf/nSRcEdSc+Fur4Knq63oKERkQgrLKiqvzN+roFSLvBIN8ksqjJyKiP5KpL87dvE+eiKcu1mAhOv5eC7YQ3QUauCEFPQ5OTmIiYlBcHAwQkNDMXfuXGi11Z+0jR49GgEBAQgMDKz8s3//fgBAeXk55s6di969eyMoKAjPPfccDh8+XPna06dPw9fXt8prX3nlFaMcI9Xc9sRbHG5PRPexU1nAXq2s9jl7tRJ2KgsM+Hw/nv7XQXy28yKOX7kNrU5v5JRE9GcRvm6IT81BUTlviaHG7ev9KXg1tDVsrKrvx4gMRchP2KRJk+Du7o4DBw4gOzsbr7/+OmJjYzF69Oj79j179ixWrlyJrl273vfcwoULceLECfz73/+Gm5sbfvrpJ4wfPx7btm1D8+bNkZCQgJCQEHz77bfGOCx6BJIkYUdiBr76W5DoKERkYnR6PUaEtcXi3Zfue25EWFtIkLD7nXAcTsnBvotZmPzvU8gvrUBPbxeEt3dFeHtXuHOiTSKjcra1QsfmTbD/YhaeDGgmOg6REDfySrE98Rb2TukrOgo1AkYv6K9cuYIjR45g//79UKvV8PDwQExMDP75z3/eV9Cnp6cjPz8f/v7+1bZVXl6OiRMnolmzOx3G888/j4ULFyIxMbGyoO/YsWO9HxM9ujPX8iGTAQEtmoiOQkQmRm2pREyfO+v2ro5LRUGpFvZqJUaEtUVMHy9YWSgAABF+7ojwuzMHR1p2MfZdzMLvZ2/hw18S0drZGuE+d4r74NZOsFTyTjOi+nZ32D0LemqsVh9MxVOdm8PVzkp0FGoEjF7QX7p0CQ4ODnB3/98EaF5eXrhx4wYKCgpgb29fuT0hIQE2NjaYPHkyEhIS4OLigujoaAwbNgwAMHv27CptHzp0CIWFhfD19a18vYuLC/r374+ioiJ07doV06dPR9OmtRverdPVfXmku20Yoi0R6iv/72dvItLPDXp9/Q6T5ecvnrkfA/OLoZQD43q3xYS+7ZBfUo4m1lao0OmglFd/LB6OKrwa6oFXQz1QXqHDsSu3se9SNj78JRE38krR3dMZvdu7oLe3CzycrI12HIb8/M3t/yE1PlH+7li2LxlanZ6TgVGjU1BWgR+OpmNjTA/RUaiRMHpBX1xcDLVaXWXb3cclJSVVCnqNRoPOnTtj8uTJ8Pb2Rnx8PN58803Y2NjgiSeeqNLGqVOnMGnSJLzxxhvw8PCATqeDm5sbwsLC8NJLL6GiogJz5szB2LFjsXHjRigUihpnTkhIqMMR119bIhg6/+YTWRjdxR6nTp0yaLsPws9fPHM/BuYXQ6lUQqlU4oZW+8A5V6pjA+DJZsCTzWyRXaLGqVtl2HY8GfO3nYODSo7OTa0Q2NQKHVwtYaWs/zWCzfXzJ6oNL1dbOFlb4tiV2+jm6Sw6DpFRfR9/FaFtndHOjZM9k3EYvaC3trZGaWnV9UnvPraxsamyfciQIRgyZEjl4549e2LIkCH47bffqhT069evx7x58zBx4kSMGDECAKBQKBAbG1ulvZkzZ6J79+5ITk5G+/bta5w5ICCgVl8AVEen0yEhIcEgbYlQH/lTsopQqM3BixEhsKjnb/D5+Ytn7sfA/GIZKn/kf/9bodPjdHo+9l3Kwi8Xs/FpfBZC2jgh3NsFvdu7wNPFBjKZ4Qp8Q37+d9siMmV3h92zoKfGRKPVY/XBNHzxcqDoKNSIGL2g9/b2Rl5eHrKzs+Hi4gIASE5ORtOmTWFnZ1dl3w0bNtx3NV6j0cDK6s79KDqdDrNmzcKOHTvwr3/9C2FhYZX73bx5E7GxsZg4cWLlFwUajQYAoFLVbpIkhUJhsBNgQ7YlgiHz7zqfjQg/N6gsLQzSXk3w8xfP3I+B+cUyVH6FQoFQLxeEerlg6uNAVmE5/nM5C/suZGHpvhSoLRSV996HeTnDTmWY31Pm/vkT1VSUvzveXX8aMwb6GfTLMSJT9uvpG2jmoEJwa0fRUagRMXpB36ZNGwQFBWHevHmYPXs2bt++jaVLl1beF/9nRUVF+Oyzz9C6dWv4+vpi//792LJlC1auXAkA+Pjjj7F//3789NNPaNGiRZXXOjo6YuvWrdDpdJgyZQqKi4sxa9YsdO/eHa1atTLKsdJf2554C+PDvUTHICKCq50Vhga2xNDAltDrJZy9kY99F7Lw9f4UTPz+JDp7OFQW+P7N7B+pQKntl8lE5qxLK0cUlFbgcmYRvN3tHv4CIjMnSRK+3p+CSZHe/BKLjErIsnVLlizB7NmzERERAblcjiFDhiAmJgYAEBgYiFmzZuGpp57C8OHDUVJSgjfeeAM5OTnw8PDAggULEBwcjNzcXKxbtw4KhQKDBg2q0v7d169YsQILFixAz549AQB9+vTBxx9/bPTjpftlFJThwq1ChLd3FR2FiKgKuVyGx1o64LGWDngzwhv5JRU4mJyNfReyMCruGHSShN7ergj3cUWvdi5wtLH8y/ZKNVoo5HK4enhCJ8lQrtHC2pLrElPDppDL0M/XHTvPZbCgp0Zh38UslGt16N+hdpNvE9WVkDMKFxcXLFmypNrnTp48Wfl3mUyGmJiYymL/z5ycnHDu3Lm/fB9fX1+sXr26bmGpXuxIykBPbxeoLTn0lIhMWxNrCzwZ0AxPBjSDJEm4kFGIfRey8MORq5iy/jT8mtnfWffexxWdWjpAIf/flZnyCh2W7Uv5y2X3iBqqKH93fLU/GTF92omOQlTvvtqfglG9PKv0AUTGwEsEJMSOxFt4unOLh+9IRGRCZDIZfJvaw7epPcaFe6G4XItDyTnYdzELb/1wEoVlWvRs54Lw9q6I8nfH6oNpWLz7UuXrC0q1lY/HhXvySj01aL28XTDp3yeRVVjO9bipQTt7PR/nbxVi5fAQ0VGoEeLioGR0+aUVOJqWiwhfN9FRiIjqxMZKiUh/d8wZ0hH7p/TFxpgeCG7tiAMXs2CplGN1XGq1r1sdlwqlnF0wNWw2Vkp093TGnvMZoqMQ1auv9qfgtW6tOfKUhODZBBnd3guZCPRwfOh9p0RE5kQmk6Gtiw2ie7TFkpe7oESjQ0Gpttp9C0q1KCyrMHJCIuOL8m+KnUmZomMQ1Ztrt0uw53wm/ta9tego1EixoCej2554CwM6uIuOQURUr+xVFrBXVz+k3l6tNNhSeESmLMLPDQcvZ6NUoxMdhaherPxPKoYENoezLW8rITFY0JNRlVXosO9CFqI4AygRNXA6vR4jwtpW+9yIsLbQ6vVGTkRkfO72KrR3t8V/LmeLjkJkcPklFdhw7BpG9fQUHYUaMRb0ZFQHL2fD09UWLRzUoqMQEdUrtaUSMX288FaEd+WVenu1Em9FeCOmjxcnxKNGI8rfHbuSeB89NTxr46+gRzsXtHWxER2FGjGeTZBRbU+8hf7+HG5PRI2DlYUC48I9MaFvO+SXlKOJtRW0ej2XrKNGJdLfHa+uiIdOL3FJL2owyrU6xMalYflrQaKjUCPHK/RkNDq9hF3nMjGgI4fbE1HjYW2phEImITM9BQqZxCvz1Oj4uNtBZaHAqfQ80VGIDGbTyeto42yNLq0cRUehRo4FPRnNsbRc2KuU8HazFR2FiMjoysrKREcgEkImk90Zdn+Ow+6pYdDrJXx9IBVjevHeeRKPBT0ZzY6kDAzo0BQyGYfbERERNSZRfu7YyfvoqYH440Im9JKESD/eRkrisaAno5Ak6c7981yujoiIqNEJaeuEzIIypGYXi45CVGfL96dgTC9PyDknBJkAFvRkFOduFqJcq0egB+8zIiIiamwsFHL09XXDbg67JzN3Kj0PKVlFGBrYQnQUIgAs6MlItifeQpS/O7/JJCIiaqQi/dyxg8Puycx9vT8Fw7u3gYqrlZCJYEFPRrEjKYPL1RERETVi4T6uOJ2eh9vFGtFRiB7J1ZwS7LuYhVe7tRYdhagSC3qqd+m5JbiWW4IwLxfRUYiIiEgQe5UFurZ1wh8XMkVHIXokK/6TgmFBLeFoYyk6ClElFvRU77Yn3kIfXzdYKvnjRkRE1JhFcrZ7MlO5xRr8fOI6RvVsKzoKURWssKje7UjMwADObk9ERNToRfi5Yf/FLJRV6ERHIaqVtYevINzHFR5O1qKjEFXBgp7qVXZROc5cz0N4e1fRUYiIiEiwlo7WaO1sg8MpOaKjENVYWYUO38SlYVxvT9FRiO7Dgp7q1e5zGeju6Qw7lYXoKERERGQCIv057J7My08nrsHb3RaPtXQQHYXoPizoqV5tT8xA/w5NRccgIiIiExHl545d5zIgSZLoKEQPpdNLWHEgFWN5dZ5MFAt6qjdF5VrEJWcj0o/3zxMREdEdHVvYQwYZzl4vEB2F6KF2ncuAUi5Dn/ZuoqMQVYsFPdWbfRey0LF5E7jaWYmOQkRERCZCJpMh0t8NO5NuiY5C9FBf7U/BmN6ekMtloqMQVYsFPdWbHUm3MIDD7YmIiOgekX7u2HmO69GTaTt+JRfpuSV4unNz0VGIHogFPdULjVaPPecz0Z/L1REREdE9uns5Iz23BNdul4iOQvRAy/elILpHG1gpFaKjED0QC3qqF4dTctDCQY3WzjaioxAREZGJsVIq0Lu9C3ZxtnsyUSlZRTiUnINXQluLjkL0l1jQU73YnniLs9sTERHRA0X6uWMXh92TiVrxn1Q8H+KBJmouvUymjQU9GZxeL2FnUgb6+3O4PREREVWvn68bjqbloqCsQnQUoiqyi8rxy8nrGNGjjegoRA/Fgp4M7tS1PFgo5OjQ3F50FCIiIjJRDtaW6OzhgL0XskRHIaqkUqnw0/HriPR3R0tHa9FxiB6KBT0Z3J3h9u6Qybi8BxERPZqcnBzExMQgODgYoaGhmDt3LrRabbX7HjlyBM899xwCAwMRHh6O5cuXGzktPaoof3feR08moVSjhU6SwdXDE9E92+L9gX6iIxHVCAt6MihJkrAjMYPL1RERUZ1MmjQJ1tbWOHDgADZs2IBDhw4hNjb2vv2Sk5MxduxYvPzyyzhx4gSWL1+OVatW4ffffzd+aKq1KH93/HEhExU6vego1IiVV+iwbF8KgufuRNd5e9Dt491Ye/gqyit0oqMRPRQLejKoy5lFyCvRILi1o+goRERkpq5cuYIjR45gypQpUKvV8PDwQExMDNatW3ffvt999x0iIiIwdOhQyGQy+Pr64ocffkBQUJCA5FRbrZ1t0NRehSOpuaKjUCNVqtFi6d5kLN59CQWld0YBFZRqsXj3JSzdm4wSTfUjg4hMhVJ0AGpYdiRlINLPHUoFvysiIqJHc+nSJTg4OMDd/X+Tq3p5eeHGjRsoKCiAvf3/5mg5c+YMwsLC8Pbbb+PgwYNwcnJCdHQ0XnjhhVq9p05nmCtxd9sxVHvGJiJ/hK8rdiTeQre2db8YwM9fLHPMr5DLsToutdrnVselYkLfdmZzPOb4+f8Z89/fVk2woCeD2p54C2/28xYdg4iIzFhxcTHUanWVbXcfl5SUVCno8/PzsWbNGixatAiffPIJTp48iXHjxqFJkyZ4/PHHa/yeCQkJhglfT+0ZmzHzt1ZqsOhYPga3KDPY/Dv8/MUyl/wqlQquHp6VV+bvVVCqRX5JOTLTU1BWVmbkdI/OXD7/B2H+2mFBTwZzI68UlzOL0MvbRXQUIiIyY9bW1igtLa2y7e5jGxubKtstLS0RERGBPn36AABCQkLw9NNP47fffqtVQR8QEACFQlG34LhzVSUhIcFg7RmbiPyP6SUsjP8D6mbt4NvUrk5t8fMXyxzz6yQZ7NXKaot6e7USTayt4OTrKyBZ7Znj5/9nzH9/WzXBgp4MZmdSBnp7u0JlYX7/AImIyHR4e3sjLy8P2dnZcHG58yVxcnIymjZtCju7qgWfl5cXNBpNlW06nQ6SJNXqPRUKhUFPIA3dnrEZM79CAUT6uWPP+Sx0aOFgoDb5+YtkTvk1Gi1GhLXF4t2X7ntuRFhbaPV6WFqaV8lkTp9/dZi/dnijMxnMjqRbGNDR/eE7EhER/YU2bdogKCgI8+bNQ1FREdLT07F06VIMGzbsvn1ffPFF7N69G7/88gskScLRo0exefNmPP300wKS06OK8nfHrnNcvo6Mz1KpwIgebTAxoh3s1XcKd3u1Em9FeCOmjxeszayYp8aHBT0ZRF6JBsev3EY/Hxb0RERUd0uWLIFWq0VERASef/559OrVCzExMQCAwMBA/PrrrwCA7t27Y+nSpVizZg2CgoLw97//HdOmTUNERITI+FRLPdq54GJGETIKzOc+ZWoYvolLw99/TsC43l44NiMKR9/rh2MzojAu3BNWHHVKZoBfOZFB7DmfieDWTmhibSE6ChERNQAuLi5YsmRJtc+dPHmyyuPw8HCEh4cbIxbVE7WlAj3auWDXuQy8EtpadBxqJNJzS7Bo10X8e2x32FgpodPpkJmeAidfX7MbZk+NF6/Qk0FsT7yFAR14dZ6IiIgeTX9/d+xK4rB7Mg5JkvDexgT8rXtr+Df/38oZ5jSbPRHAgp4MoFSjw4FL2Yjybyo6ChEREZmpvr5uOJSSg+Ly6pcQIzKkDcev4XpeKZdbJrPHgp7q7MClLHi726FpE5XoKERERGSmXO2s4N/MHgcuZYmOQg1cZmEZ5m07hwXPPsbVmcjssaCnOtuemIH+/hxuT0RERHUT5d8UO5MyRcegBu4fvyZicKfmCGnjJDoKUZ2xoKc60er02H0+AwM6cLg9ERER1U2Uvxv2nM+AVqcXHYUaqN/P3sKpq3mY+riv6ChEBsGCnurkSFounGws0c7NVnQUIiIiMnNerrZoorbAiat5oqNQA5RfWoEPfjmLuUMDYGvFWeypYWBBT3WyI5FX54mIiMgwZDIZovzdsescZ7snw/t42zmEeTmjr6+b6ChEBsOCnh6ZJEnYmcT754mIiMhwIv3csTMpA5IkiY4ihErFSYbrQ9zlbOxMysAHgzuIjkJkUCzo6ZEl3iiAVq9Hp5YOoqMQERFRAxHU2hG3SzRIzioWHcWoSjVa6CQZXD08oZNkKNFw+T5DKdXoMP3nBHww2B9ONpai4xAZlJCCPicnBzExMQgODkZoaCjmzp0Lrbb6X1qjR49GQEAAAgMDK//s37+/8vmvv/4avXv3RufOnfHaa68hJSWl8rmSkhL8/e9/R2hoKIKCgjB16lQUFzeuzqE+bU+8hf7+TSGXy0RHISIiogZCqZCjn69boxp2X16hw7J9KQieuxNd5+1B8NydWL4vBeUVOtHRGoTPdl6At5stnurUXHQUIoMTUtBPmjQJ1tbWOHDgADZs2IBDhw4hNja22n3Pnj2LlStX4uTJk5V/evfuDQDYuHEjvv32W6xcuRLx8fHo0KEDJk6cWDlEa86cObh58ya2b9+OHTt24ObNm1i4cKGxDrPB25GYgf4dONyeiIiIDCvqv8PuG4NSjRZL9yZj8e5LKCi9c4GroFSLxbsvYeneZF6pr6PT6Xn48dg1fDS0I2QyXoSihsfoBf2VK1dw5MgRTJkyBWq1Gh4eHoiJicG6devu2zc9PR35+fnw9/evtq0ff/wRL7/8Mry9vWFlZYV33nkHN27cQHx8PEpLS7F582ZMnDgRDg4OcHZ2xrvvvouff/4ZpaWl9X2YDV5adjFu5peim6ez6ChERETUwPRq74rEG/nILioXHaXeKeRyrI5Lrfa51XGpUMp5h+yj0mj1mPbTGUwZ4INmTdSi4xDVC6Ov13Dp0iU4ODjA3f1/V3a9vLxw48YNFBQUwN7evnJ7QkICbGxsMHnyZCQkJMDFxQXR0dEYNmwYAODy5csYM2ZM5f4WFhZo06YNzp8/DwcHB1RUVKB9+/ZV3qesrAxpaWnw8/OrcWadru7Dne62YYi2RLg3/29nb6KvjyvkkMzimBra52+OzP0YmF8s5r+/LaKGzNZKiW6ezthzPhPPB3uIjlOvCssqKq/M36ugVIvCsgo421oZOVXDsHxfMuzVFni5ayvRUYjqjdEL+uLiYqjVVb8hu/u4pKSkSkGv0WjQuXNnTJ48Gd7e3oiPj8ebb74JGxsbPPHEE9W2pVKpUFJSgqKiIgCAtbX1fe9T2/voExISarW/sdoS4W7+TUdzMLi9DU6dOiU2UC01lM/fnJn7MTC/WMxP1Hjcne2+oRf0dioL2KuV1Rb19mol7FQWAlKZv8uZhfjqQAp+mdCD8z1Rg2b0gt7a2vq+Ie93H9vY2FTZPmTIEAwZMqTycc+ePTFkyBD89ttveOKJJ6BWq1FWVlblNWVlZbCxsaks5EtLSyvbvfs+tra2tcocEBAAhUJRq9fcS6fTISEhwSBtifDn/LklWlzdtB9/iwqGjZXRf4QeSUP6/M0xP2D+x8D8YjH//W0RNXSRfu6Yu/Ucyip0UFmY37/7mpAkCWk5xRjevQ2+2HP5vudHhLWFVq+HJRemqhWdXsLUDWfweh8veLrW7ryfyNwYvRrz9vZGXl4esrOz4eLiAgBITk5G06ZNYWdnV2XfDRs2VF6Nv0uj0cDKyqqyrUuXLqFv374AgIqKCqSlpaF9+/Zo27YtLCwscPnyZXTq1Knyfe4Oy68NhUJhsBNIQ7YlgkKhwJ4Lt9CjnTPsrc1v+FdD+PzNOT9g/sfA/GIxP1Hj0bSJCt7utjh4ORsRfg1vEl6tTo9/bE5Eem4plr0aBLlMhtVxqSgo1cJercTw7m0wPtwLakv+zqitbw+loVyrx5henqKjENU7o3/d16ZNGwQFBWHevHkoKipCeno6li5dWnlf/J8VFRVhzpw5SEpKgl6vx969e7Flyxa88MILAIBnn30Wa9euxfnz51FeXo5PP/0ULi4uCA4OhlqtxhNPPIGFCxciNzcXubm5WLhwIQYNGgSVSmXsw25Q7i5XR0RERFSfIhvobPclGi3Grz2OczcLseiFzlBbKjAu3BPHZkTh6Hv9cGxGFIZ0boHRa442iokBDena7RJ8tvMiFjz7GCwUHNlADZ+Qn/IlS5ZAq9UiIiICzz//PHr16oWYmBgAQGBgIH799VcAwPDhw/Hqq6/ijTfeQGBgIBYuXIgFCxYgODgYADBs2DBER0djwoQJ6NatG5KSkrB8+XJYWNy51+jDDz9EmzZtMHjwYDz++ONo2bIlPvjgAxGH3GAUlmkRn5qDCD830VGIiIiogYv0c8euc5nQ6yXRUQwmq7AcL311GBYKOdaNDoWTjSUAwNpSCYVMQmZ6ChQyCV5utmjvbocxa46hjOvR14gkSXhv41m80q01OrZoIjoOkVEIuQHaxcUFS5Ysqfa5kydPVv5dJpMhJiamsti/l0wmw8iRIzFy5Mhqn7e1tcWcOXMwZ86cuocmAMDei1l4rKUDZ1slIiKieufXzA5WSjlOX8tDYCtH0XHqLCWrCMNXH0GUX1PMGOgHRTWTtf15fqj3B/pjzJpjeHf9aSx5MZCTuz3ExpPXcS23BF+9FiQ6CpHRcBwK1ZhKpcKh5BwM6MDh9kRERFT/ZDIZovwbxrD7Y2m5eG7ZIUSHtcUHg/2rLebvpZDLsOSlQCRnFWPRrotGSGm+sovKMWdLEj5+JqDBTqJIVB0W9PRQpRotdJIMrh6e+PCpDhga2EJ0JCIiImok7gy7N++C/reEmxgZexQfDemIUT3b1uq1tlZKrIoOxo/H0vHT8Wv1lND8/ePXRAx8rBlCPZ1FRyEyKvNYc4yEKa/QYdm+lCqzro4Ia4uYPl6w4refREREVM+6tnXCzfwyXMkpRmtnm4e/wMSs/E8q/vXHZayKDkFwG6dHaqNZEzVW/C0Er6w4jJaOahat99iZlIHjV25jx+TeoqMQGR2v0NMDlWq0WLo3GYt3X0JBqRYAUFCqxeLdl7B0bzJKNFrBCYmIiKihs1TK0cfHzeyG3ev1EmZvTkJsXCrWj+/+yMX8XQEtm+Cfz3XC6+tOIDW72EApzV9BWQXe35SAuUM7wk5lIToOkdGxoKcHUsjlWB2XWu1zq+NSoZTzx4eIiIjqX6Sfm1kNuy+r0GHCdydw7Eoufn69B7xcbQ3S7oAOTfF6uBdGxh7F7WKNQdo0dx9vO4/Qts7o5+suOgqREKzI6IEKyyoqr8zfq6BUi8KyCiMnIiIiosaoj48bTl7NQ16J6Rext4s1eGVFPDRaPX4Y2w2udoZdGWh0r7bo7uWMcWuPQ6PVG7Rtc3MoOQc7Em/hw8H+oqMQCcOCnh7ITmUBe3X10yzYq5Uc1kRERERG0URtgeA2jvjjQqboKH/pak4Jnv0yDr5N7bD8tSBYWxp+uiqZTIZZT3WAlVKOv/+cAEmSDP4e5qCsQoe//3wGMwf5czllatRY0NMDlVXoEN29TbXPjQhrC62+cX8rTERERMYT6eeOXUmmW9CfTs/DM1/GYVhwS3w0pCOUivo7zbZQyPF/L3fBmWt5WLo3ud7ex5Qt2nURbV1s8HTn5qKjEAnFgp6qlVVYjnfXn8aoXp54K8K78kq9vVqJtyK8EdPHq16+dSYiIiKqTqSfO/ZdzEK5Vic6yn12n8vAayvjMXOQH2L6tINM9vA15uuqidoCq6JDsPpgGjafvlHv72dKzlzLw/fxV/HR0ACjfNZEpowVGd0nPbcEr62MR6SfO+yslBgX7okJfdshv6QcTaytoNXruWQdERERGZWHkzVaOqpxOCUX4e1dRceptPbwFSzccQHLXgtCmJeLUd/bw8kaX/0tCNGrjqC5gxpBrR2N+v4iVOj0mLrhDKYM8EELB7XoOETC8Qo9VXExoxDDlsXhuWAPzBjoB7lcBmtLJRQyCZnpKVDIJF6ZJyIiIiGi/N2xy0SWr9PrJSz4/TyW/nEZ/x7b3ejF/F1dWjli7tAAjPv2ONJzS4RkMKav9qfATqXEK6GtRUchMgks6KnSyau38eJXh/FmP29M6Hv/cLGysjJByYiIiIj+ex/9uQzhE8GVa3WY/OMp7L2QhY0TesCnqZ3QPIM7NUd0WGuMjD2Kgga8CtHlzCIs25eM+c8+BrmcQ+2JABb09F8HLmUhevVRzHqqA17txm88iYiIyPQEtGgCvSQh8UaBsAz5pRUYvuoIcos1+HFcN7jbq4Rl+bMJfdvhsZYOmLDuBCp0DW/iYr1ewvSfzmB8uBe8XG1FxyEyGSzoCdsSbmLCuhNY/GJnDO7EmUKJiIjINMnlMkT4uWOnoGH31/NK8dyyOHg4WmNVdIhJLeErk8nw8TMB0Gj1+PDXROGjGAxtbfwVFGt0GNvbU3QUIpPCgr6R++HIVczYmIDVI0LQx8dNdBwiIiKivxT132H3xpZ4Ix/PLD2IJwOa4ZNhj8GiHpele1SWSjmWvRqEQ8k5WPmfVNFxDOZ6XikWbr+AT541zc+dSCT+i2jElu1Lxmc7L+K7Md0Q1NpJdBwiIiKih+ru5Yy07GJczys12nvuv5iFl7+OxztRPpgU2d6kl0pztLHEqugQLN2bjB2Jt0THqTNJkjBjYwJeCm2FgJZNRMchMjks6BshSZLw8W/nsC7+CtaP7w6/ZvaiIxERERHViMpCgV7erthtpKv0Px5Lx5vfn8SSlwLxfIiHUd6zrtq62ODLV7pgyoYzOHs9X3ScOvnl1A2kZRdjcmR70VGITBIL+kZGp5fw958TsPd8FjaMD0NrZxvRkYiIiIhqJdK//u+jlyQJi3ZexMLtF7BudCjC27vW6/sZWqinMz4Y5I9R3xzFzXzjjWYwpJyicszekoT5zz4GlYVCdBwik8SCvhEp1+rwxncncDGjED+O624ys7ISERER1UY/XzccSc2ttyXaKnR6TN1wBtsSbmLjhB7o2MI8h3o/G9QSzwd7YGTsMRSXa0XHqbVZm5PweMem6ObpLDoKkcliQd9IFJdrMSr2GIo1OqwdHYom1qYzKysRERFRbTjZWKJTSwfsv5hl8LYLyyowMvYoruaWYMP4MLRwUBv8PYxpcmR7eLnaYOL3J6HTm8/M97vPZeBIai6mP+ErOgqRSWNB3wjcLtbg5RXxcLC2wIq/BcPaUik6EhEREVGdRPq7YZeBh91nFJTh+eWH4WhtiTWjujaICyByuQwLn+uE3BIN5m49JzpOjRSWVeD9TWfx0ZCOsDehpQGJTBEL+gbuVn4Znl9+CB2a22Pxi4GwVPJ/OREREZm/KP+m2HM+ExU6vUHau5hRiKH/Oog+Pq74/IXOsFI2nHu2VRYKfP23YOxIuoVvD6WJjvNQ8387j6DWjoj0dxcdhcjksbprwFKzizFsWRz6d3DH3CEdoZCb7hIrRERERLXR1sUGrnZWOJqWW+e24pKz8fzyQ3i9bztMe9wX8gZ4zuRia4XV0SH4dOdF7L2QKTrOA8Wn5OC3s7fwj6c6iI5CZBZY0DdQiTfy8dyyQ4gOa4MpA3xNer1UIiIiokcR6e+OXUl1K05/OXUd4789joXDOuG1bq0NlMw0ebvb4YuXAvHWD6dw/laB6Dj3KavQYfrPCXh/oB9cbK1ExyEyCyzoG6Ajqbl4ZUU8pj7ug9G9PEXHISIiIqoX/f3dsfPcLUhS7Sd7kyQJS/dexpwt5/DtqNBGM7y7l7crpj3ui1Gxx5BZWCY6ThWLd19CKydrDA1sIToKkdlgQd/A7DmfgdHfHMX8Zx7D88EeouMQERER1ZvOHo4oKdfhYkZRrV6n1ekx85ezWH/sGn56vTs6eTjUT0AT9XJoKzwZ0BRjvjmGUo1OdBwAwNnr+Vh3+ArmDu3IkaVEtcCCvgHZdPI6Jv/7NJa9GoTHOzYVHYeIiIioXinkMvTzdcOuczWf7b5Eo8W4b48j6UYBfno9DK2dbeoxoema/oQf3O1VePvHU9ALXs6uQqfH1A1n8E5/H7R0tBaahcjcsKBvIL6JS8OcLUlYM7Irwtq5iI5DREREZBRR/u7YWcPl67IKy/HSV4dhoZDjuzHd4GRjWc/pTJdCLsPnL3ZG+u0S/HPHBaFZvj6QArWlosHPYUBUH1jQmzlJkrB41yUs25eMf4/r1uiGjBEREVHj1tPbBRduFSKz4K/vB0/JKsIzXx5EUGsn/OuVLlBZNJxl6R6VtaUSK4eHYNPJ6/jxaLqQDClZRfhybzIWPBvQIFcXIKpvLOjNmF4vYdbmJPxy6jo2vB6Gdm52oiMRERERGZW1pRJhXs7Yff7Bs90fS8vFsGWHMLx7G3ww2J9L+f6Ju70KK4YHY+62c4hLzjbqe+v1Eqb/lICxvTx5Hkv0iFjQm6kKnR7vrD+No2m5+HF8d7RwUIuORERERCRElL87dj1g2P1vCTcxMvYoPhrSkav/PECH5k2w6IVOmLDuBC5n1m6Cwbr47shVFJRVYFy4l9Hek6ihYUFvhsoqdHh97XFczyvF92O7cZ1OIiIiatT6+bnhYHI2SjVaqFSqyu0r/5OKGZvOYlV0CJ4MaCYwoenr5+uOiRHeGBl7FLnFmnp/v5v5pfjk9/P4ZNhjsFSyJCF6VPzXY2YKyirwt1VHAABrRnaFvcpCcCIiIiIisdzsVFgdHQILCyVcPTyhk2Q4ez0ff5zPwPrx3RHcxkl0RLMQHdYGfXxcMXbNMZRr6285O0mSMGPjWbzYtRUea+lQb+9D1BiwoDcj2UV3ZmZt6aDGl68GcTIXIiIiIgDlFTocSslByNxd6DpvD4Ln7sT2xFtYMTwEXq62ouOZDZlMhg8G+cNWpcS0DWcgSfWznN2vp28gOasIkyPb10v7RI0JC3ozce12CZ5bdghd2zph4XOdYKHg/zoiIiKiUo0WS/cmY8nuyygo1QIACkq1+GLPZXy5NxklGq3ghOZFqZDji5cCcf5WIRbvvmTw9nOLNZi9OQkfPxMAtSUvThHVFatCM3ApoxDDvjyEoYEt8MEgfy7pQURERPRfCrkcq+NSq31udVwqlHKe7taWncoCK6NDsC7+KjadvG7QtmdvTkT/Du4I83IxaLtEjRV/w5m40+l5ePGrw4jp64WJEd6QyVjMExEREd1VWFZReWX+XgWlWhSWVRg5UcPQwkGNFX8Lxge/nMWxtFyDtPnH+UwcSsnB9Cf8DNIeEbGgN2kHL2fjb6uO4IPB/vhb9zai4xARERGZHDuVBezVymqfs1crYccJhB9ZJw8HLHj2MYz79jiu5BTXqa2ici1mbEzAnKc7ooma/0+IDIUFvYn6/ewtvL72OD5/oTOe7txCdBwiIiIik6TT6zEirG21z40IawutXm/kRA3LEwHNMKa3J0bEHkV+yaOPdvjk9/MIbOWI/h2aGjAdEbGgN0E/Hk3H9J/PYGV0CPr6uomOQ0RERGSy1JZKxPTxwlsR3pVX6u3VSrwV4Y2YPl6wtqz+6j3V3Ljenghp7YTxa49Do639FyRH03Kx+fQN/OOpDvWQjqhx4284E/P1/hR8dSAF343uBv/m9qLjEBEREZk8KwsFxoV7YkLfdsgvKUcTayto9XpYcYlfg5DJZJgzpCOiVx/BzE1nMf/ZgBrP61RWocO0n85gxkB/uNpZ1XNSosaHV+hNhCRJ+OT38/jmUBrWj+vOYp6IiIioFqwtlVDIJGSmp0Ahk3hl3sAslXJ8+UoQjl3JxfL9KTV+3Rd7LqGFgxrPduEtpET1gQW9CdDpJczYdBa7zmVgw/gwtHGxER2JiIiIyCyVlZWJjtBgNbG2wKroEKw4kILfz9586P6JN/Lx7aErmDe05lf0iah2WNALptHqMfGHk0i6UYAfx3VH0yYq0ZGIiIiIiKrV2tkGy14NwrSfEnA6Pe+B+2l1ekz76QwmR7WHh5O18QISNTIs6AUq0Wgx6pujKCitwLrRoXCwthQdiYiIiIjoLwW3ccLspztg9JpjuJ5XWu0+K/+TCguFnEsvE9UzFvRGpFL97+p7XokGr6yIh51KiRXDg2Fjxfu8iIiIiMg8PN25BV4JbYVRsUdRWPa/5exUKhWu5JTg//64jE+efQwKOYfaE9UnFvRGUKrRQifJ4OrhCZ0kQ16JBu+uPw0fdzt88VIXWCk5AysRERERmZe3Irzh18we87adQ3H5/853mzlYY/347vB2txMdkajB42XhelZeocOyfSlYHZeKglIt7NVKDO/eBote6AxbKyUnCCEiIiIisySTybDg2QCUaHRYvi8ZsYfSKs93R4S1RVtnGy4dSFTPhFyhz8nJQUxMDIKDgxEaGoq5c+dCq9X+5WsuXryITp06IT4+vnJbYGBglT+dOnWCj48PtmzZAgA4ffo0fH19q+zzyiuv1Oux/VmpRoule5OxePclFJTeOb6CUi2+2HMZKw6korRCZ7QsRERERESGptNLWH0wDUv2XK5yvrt49yUs3ZuMEs1fn+MTUd0IuUI/adIkuLu748CBA8jOzsbrr7+O2NhYjB49utr9S0tL8c4779y3DMnJkyerPJ46dSpycnLw+OOPAwASEhIQEhKCb7/9tn4O5CEUcjlWx6VW+9zquFRM6NvOyImIiIiIiAyH57tEYhn9Cv2VK1dw5MgRTJkyBWq1Gh4eHoiJicG6dese+JpZs2YhMjLyL9v9+eefERcXh4ULF0KpvPM9RUJCAjp27GjQ/LVRWFZR+U3lvQpKtVUmECEiIiIiMjc83yUSy+hX6C9dugQHBwe4u7tXbvPy8sKNGzdQUFAAe3v7Kvtv2rQJV65cwdy5c7F06dJq2ywsLMSCBQvw4YcfwtHRsXJ7QkICXFxc0L9/fxQVFaFr166YPn06mjZtWqvMOt2jDY23U1nAXq2s9pecvVoJO5XFI7dtbHdzmkveezG/eOZ+DMwvFvPf3xYRkSmoyfkuEdUfoxf0xcXFUKvVVbbdfVxSUlKloE9OTsaiRYvw/fffQ6F48IQaa9asQYsWLfDEE09UbtPpdHBzc0NYWBheeuklVFRUYM6cORg7diw2btz4l+3dKyEhocb7/lnL1p4YEdYGi3dfvu+5EWFtkJuXh+tXqh+iZKoe9bMwFcwvnrkfA/OLxfxERKZFp9djRFhbLN596b7nRoS1hVavhyUX1iKqN0Yv6K2trVFaWlpl293HNjY2ldvKy8sxefJkvPfee2jevPkD25MkCRs2bMDEiROrzBivUCgQGxtbZd+ZM2eie/fuSE5ORvv27WucOSAgoFZfAPzZ633sAciqzHI/IqwtYvp4QSkHXB07P1K7xqbT6ZCQkFCnz0Ik5hfP3I+B+cVi/vvbIiIyBWpLJWL6eAFAtee7nOWeqH4ZvaD39vZGXl4esrOz4eLiAuDOlfimTZvCzu5/a1UmJCQgLS0NM2bMwIwZMyq3jx8/Hk8//TT+8Y9/VO7354nw7rp58yZiY2MxceLEyi8KNBoNAEClUtUqs0KheOQTMIUCGBfuiQl92yG/pBxNrK2g1evN9pdbXT4LU8D84pn7MTC/WMzfeOTk5GDmzJk4cuQIFAoFnnrqKUybNq1ynpw/Gz16NOLj46s8t3jxYvTu3duYkYkaLSsLRYM63yUyJ0Yv6Nu0aYOgoCDMmzcPs2fPxu3bt7F06VIMGzasyn7BwcE4c+ZMlW0+Pj5YtmwZQkNDK7cdP34cHTp0uG8Yv6OjI7Zu3QqdTocpU6aguLgYs2bNQvfu3dGqVav6O8BqWFsqodPpkJmeAidfX1haCllcgIiIyGzUZkWcs2fPYuXKlejatauApEQE8HyXSBQhN7QsWbIEWq0WEREReP7559GrVy/ExMQAuLO2/K+//lrjttLT06tMsHeXSqXCihUrkJycjJ49e2LAgAGwtbXF559/bqjDqLV7l90jIiKi+9VmRZz09HTk5+fD399fQFIiuhfPd4mMS8hXZy4uLliyZEm1z927tvyfXbhw4b5tH3zwwQP39/X1xerVq2sfkIiIiISpzYo4CQkJsLGxweTJkytXt4mOjr5v5N/DGGr1AK7IIBbzi8X8YjG/WKJWtOFYGCIiIjIptVkRR6PRoHPnzpg8eTK8vb0RHx+PN998EzY2NlVWv3kYQ080aO4TFzK/WMwvFvOLxfy1w4KeiIiITEpNV8QBgCFDhmDIkCGVj3v27IkhQ4bgt99+q1VBb6gVFLgig1jMLxbzi8X8Yola0YYFPREREZmUmq6IAwAbNmy472q8RqOBlZVVrd7T0CsQmPuKBswvFvOLxfxiMX/tCJkUj4iIiOhB/rwiTlFREdLT06tdEQcAioqKMGfOHCQlJUGv12Pv3r3YsmULXnjhBQHJiYiIjItX6ImIiMjkLFmyBLNnz0ZERATkcjmGDBlSZUWcWbNm4amnnsLw4cNRUlKCN954Azk5OfDw8MCCBQsQHBws+AiIiIjqHwt6IiIiMjk1XRFHJpMhJiamstgnIiJqTDjknoiIiIiIiMgMsaAnIiIiIiIiMkMs6ImIiIiIiIjMEAt6IiIiIiIiIjPEgp6IiIiIiIjIDLGgJyIiIiIiIjJDXLbuL0iSBADQ6XR1butuG4ZoSwTmF8vc8wPmfwzMLxbz39/W3T6K6saQff2f2+HPqhjMLxbzi8X8Yonq62USzwgeSKPRICEhQXQMIiKi+wQEBMDS0lJ0DLPHvp6IiExVTfp6FvR/Qa/XQ6vVQi6XQyaTiY5DREQESZKg1+uhVCohl/POubpiX09ERKamNn09C3oiIiIiIiIiM8Sv9omIiIiIiIjMEAt6IiIiIiIiIjPEgp6IiIiIiIjIDLGgJyIiIiIiIjJDLOiJiIiIiIiIzBALeiIiIiIiIiIzxIKeiIiIiIiIyAyxoDeC8+fPY8SIEejatSt69OiBqVOnIjc3V3SsGjt06BCee+45dOnSBT169MCcOXNQVlYmOlat6XQ6vPbaa5g+fbroKLWybds2+Pv7IzAwsPLPlClTRMeqsby8PEydOhWhoaEICQlBTEwMMjMzRceqkV9//bXK5x4YGIiOHTuiY8eOoqPVWGJiIl555RUEBwejZ8+e+Oijj6DRaETHqrHk5GSMGjUKwcHB6NOnD7788kvo9XrRsR4qNzcXUVFRiI+Pr9x2+vRpPPfccwgMDES/fv2wfv16gQnJ0NjXmwb29WKYc18PmH9/b+59PcD+vk4kqlelpaVSjx49pMWLF0vl5eVSbm6uNGbMGGncuHGio9VITk6OFBAQIP3000+STqeTMjIypEGDBkmLFy8WHa3WPv/8c8nX11eaNm2a6Ci1Mn/+fGn69OmiYzyyV199VZowYYKUn58vFRYWSm+88YY0duxY0bEeya1bt6QePXpImzZtEh2lRnQ6ndSjRw/pm2++kXQ6nXTz5k1pwIAB0v/93/+JjlYjRUVFUp8+faQZM2ZIxcXF0rVr16RBgwZJX3zxhehof+nYsWNSZGSk1L59e+nw4cOSJElSXl6e1LVrV2nt2rVSRUWFFBcXJwUGBkqnT58WnJYMgX296WBfL0ZD6uslybz6e3Pv6yWJ/X1d8Qp9Pbtx4wZ8fX0xYcIEWFpawtHRES+88AKOHj0qOlqNODk5IS4uDs888wxkMhny8vJQXl4OJycn0dFq5dChQ9ixYwf69+8vOkqtJSQkmM03xPc6e/YsTp8+jfnz58Pe3h62traYM2cO3n33XdHRak2SJEyZMgV9+vTB008/LTpOjeTn5yMrKwt6vR6SJAEA5HI51Gq14GQ1c/z4ceTk5OCDDz6AtbU1WrRogddffx3ff/995fGYmo0bN+Ldd9/F5MmTq2zfsWMHHBwc8Morr0CpVKJ79+4YPHgw1q1bJygpGRL7etPAvl6MhtTXA+bX35t7Xw+wv68rFvT1zNPTEytWrIBCoajctn37dnTo0EFgqtqxtbUFAISHh2Pw4MFwdXXFM888IzhVzeXk5GDGjBn49NNPzeqXGwDo9XokJiZi79696Nu3L3r37o2ZM2ciPz9fdLQaOXPmDNq1a4cff/wRUVFR6NmzJxYsWABXV1fR0Wrtl19+weXLl81qGKejoyOio6OxYMECBAQEIDw8HG3atEF0dLToaDWi1+thYWEBCwuLym0ymQzZ2dkoKCgQmOzBevbsiZ07d+LJJ5+ssv3SpUto3759lW3t2rXD+fPnjRmP6gn7evHY14vTkPp6wPz6e3Pv6wH293XFgt6IJEnCokWL8Mcff2DGjBmi49Tajh07sH//fsjlckycOFF0nBrR6/WYMmUKRowYAV9fX9Fxai03Nxf+/v4YMGAAtm3bhh9++AFpaWlmc19dfn4+Lly4gLS0NGzcuBGbNm1CRkYGpk2bJjparej1enz55ZcYP3585UmvOdDr9VCpVJg5cyZOnTqFLVu2IDk5GUuWLBEdrUa6dOkClUqFTz/9FKWlpbh+/TpWrlwJACZ7b6+rqyuUSuV924uLi+8rMlQqFUpKSowVjYyEfb3xsa8Xq6H09YB59vfm3tcD7O/rigW9kRQVFWHixInYvHkz1q5dCx8fH9GRak2lUsHd3R1TpkzBgQMHzOKb4+XLl8PS0hKvvfaa6CiPxMXFBevWrcOwYcOgVqvRvHlzTJkyBfv370dRUZHoeA9laWkJAJgxYwZsbW3h4uKCSZMmYd++fSguLhacrubi4+ORmZmJYcOGiY5SKzt37sT27dvx8ssvw9LSEt7e3pgwYQK+//570dFqxN7eHl9//TVOnz6NPn36YNKkSRgyZEjlc+ZErVbfd1JSVlYGGxsbQYmoPrCvF4N9vVgNpa8HzLO/N/e+HmB/X1cs6I3g6tWrePbZZ1FUVIQNGzaYVQd/4sQJPP7441VmytRoNLCwsDCLIW2//PILjhw5guDgYAQHB2PLli3YsmULgoODRUerkfPnz2PhwoVV7h/SaDSQy+WVHagpa9euHfR6PSoqKiq33Z2x1FTviarO9u3bERUVBWtra9FRauXmzZv3zXKrVCqrDGkzZRqNBlqtFmvWrEF8fDzWr18PuVyOdu3amcXvnz9r3749Ll26VGXb5cuX4e3tLSgRGRr7enHY14vVUPp6wDz7e3Pv6wH293XFgr6e5efnY/jw4ejSpQtWrlxpdhPM+Pj4oKysDJ9++ik0Gg2uX7+OBQsWYNiwYWbRyfz+++84ceIEjh07hmPHjmHQoEEYNGgQjh07JjpajTg4OGDdunVYsWIFtFotbty4gX/+858YOnSoWXz+YWFh8PDwwHvvvYfi4mLk5uZi0aJFiIyMNJuhbMCdyVpCQkJEx6i1nj17IisrC8uWLYNOp0N6ejq+/PJLDB48WHS0Ghs1ahQ2bNgASZJw9uxZLFu2DMOHDxcdq9aioqKQnZ2N2NhYVFRU4PDhw9i8eTOeffZZ0dHIANjXi8W+XqyG0tcD5tnfN4S+HmB/Xxcyydy+OjMzq1evxvz586FWqyGTyao8d/LkSUGpaufy5cuYN28eEhISYGdnh8GDB1fO5Gtu7k5wMn/+fMFJau7IkSP47LPPcPHiRVhZWWHgwIGYMmUKrKysREerkYyMDMyfPx9Hjx5FeXk5+vXrhxkzZpjVEKrAwEB8/vnnCA8PFx2l1uLi4vD5558jJSUFdnZ2eOqpp8zq3+/Ro0fx8ccfIzU1Fc7Ozhg+fLjZDKv18fHBmjVrEBoaCuDOLNZz587FxYsX4eTkhJiYGLOadIwejH29aWFfb3wNoa8HzLe/N/e+HmB/Xxcs6ImIiIiIiIjMEIfcExEREREREZkhFvREREREREREZogFPREREREREZEZYkFPREREREREZIZY0BMRERERERGZIRb0RERERERERGaIBT0RERERERGRGWJBT0SNVlpamugIREREVI/Y11NDx4KeyAT4+Phg7NixkCSpyvaff/4Z/fr1q5f37NevH37++ed6absmtm3bhu7duyMoKAh//PFHjV9nqM9kz549GDVqVJ3bISIiqgn29ezrieoDC3oiE7Fv3z6sWLFCdAyjWb9+PQYOHIjjx4+jb9++Rn//vLy8+06qiIiI6hP7euNiX0+NAQt6IhPx2muvYfHixThx4kS1z1+7dg0+Pj64du1a5bYvvvgCr732GoA732a//PLLWLBgAbp27Ypu3brh22+/xY8//oi+ffsiKCgIH3zwQZU2ExMT8cwzz6Br164YNWpUlWFpV69exfjx4xEaGoq+ffti0aJF0Gg0le/1zDPPYOTIkQgODsbmzZvvy3v79m3MnDkTPXv2RGhoKMaNG1fZ/rBhw3D48GH88MMPiIyMrPZ4Dx48iGHDhiEwMBD9+vXD2rVr79snPj4ePj4+VbZNnz4d06dPBwBkZGRg9OjR6Nq1K3r37o033ngDmZmZiI+Px4cffogbN24gMDAQGRkZ0Gg0WLx4MSIiItC1a1eMGTMGV65cqWzXx8cHH330EUJDQzF+/HgUFRVh8uTJCA0NRY8ePTBq1CgkJydXeyxEREQA+/p7sa8nqjsW9EQmIioqCi+88ALefvtt5OXlPVIbx48fh7u7Ow4fPoyJEyfi448/Rnx8PLZt24bY2Fhs2LABR48erdx/165d+Pjjj3HgwAG0bNkS48aNg1arRUlJCaKjo+Ht7Y39+/fju+++Q1xcHL744ovK1yYmJmLw4MGIi4tDVFTUfVkmTpyIq1evYuPGjdi3bx88PT0RHR2NoqIibNiwAcHBwRg3bhx27dp132tTU1Mxfvx4vPjiizh69CiWLFmCzz77DAcOHKjV5/HZZ5+hadOmOHjwILZt24aSkhJ89dVXCA0NxaxZs9C8eXOcPHkS7u7uWLRoEfbu3YvY2FgcOHAAnTp1wsiRI1FeXl7Z3tWrV7F371588sknWLVqFYqKirBv3z788ccfcHV1xcKFC2uVj4iIGhf29f/Dvp7IMFjQE5mQadOmwcnJCdOnT3+kIWLW1tYYPnw45HI5evbsCZ1Oh1GjRkGtViMgIABubm64fv165f4jR46Ej48PrKysMH36dFy7dg1nzpzB3r17odFo8Pbbb8PKygrNmjXDW2+9hXXr1lW+1sLCAk8//TQsLS2hUqmq5EhPT8eRI0cwc+ZMuLq6QqVS4d1334VWq8W+ffseehxbt25Fhw4dMGzYMCiVSnTs2BHfffcdOnToUKvPw8rKCsePH8fWrVtRXFyMFStW4P33379vP0mS8MMPP+Dtt9+Gh4cHrKysMGHCBFRUVGDv3r2V+w0aNAhqtRr29vZQqVQ4f/48Nm3ahIyMDMybNw9ffvllrfIREVHjw77+Dvb1RIahFB2AiP7H0tISn3/+OYYOHYpVq1bB0dGxVq93cHCATCYDAMjld76vs7e3r3xeLpdDr9dXPm7ZsmXl39VqNRwcHJCRkYHr168jNzcXISEhlc9LkoSKigrk5OQAAFxdXSvf417Z2dkAAA8Pj8ptCoUCzZo1q3KS8SCZmZlo3rx5lW2+vr4Pfd293n//fSxfvhwrV67E9OnT4evri/fffx/BwcFV9svNzUVJSQneeuutKsdUUVFRJa+bm1vl38eMGQNLS0ts2LABs2fPhoeHB9555x3079+/1jmJiKjxYF9/B/t6IsNgQU9kYlq1aoU5c+Zg6tSpeOaZZyq3KxQKAHc6nrtu375d5bV3O/iayszMrPx7UVERbt++jRYtWkCr1aJVq1b4/fffqzyfk5MDJyenh75XixYtANwZtubt7Q0A0Ol0uHHjBlxdXR+aq1mzZvd9u//TTz/B2dm5yra7n4lGo4GlpSWAO5/J3ZOjpKQkvPDCC3jzzTeRm5uLf/3rX3jjjTdw+PDhKu04OjrCysoKq1atQufOnSu3p6SkwN3dvfLxn4/5woUL6NevH6Kjo1FYWIjvvvsOkydPxuHDh2FnZ/fQYyQiosaLfT37eiJD4ZB7IhP05JNP4tlnn8W///3vym3Ozs5o0qQJtm7dCkmSkJiYWKUTfhSrVq1CSkoKSktLMXfuXPj5+aFjx47o27dv5bA1jUaDgoICTJs2DZMnT67RiYSbmxvCw8Px0UcfISsrC2VlZVi4cCF0Ol2NZrkdOHAgkpKSsGnTJuh0Opw9exbz58+HUln1O8hWrVpBqVRi69atAIC4uLgqHfiyZcswZ84cFBUVwd7eHmq1uvIEwMrKCqWlpdBqtZDL5Rg2bBg+/fRT3Lp1C3q9Hhs3bsSgQYOqTJbzZ+vXr8fUqVORk5MDW1tb2NrawtrauvJkg4iI6K+wr2dfT2QILOiJTNR7770HPz+/yseWlpaYM2cOfvvtN3Tp0gXz58/H888/X6f3iIyMxPjx49G7d2/k5+dj6dKlkMvlsLW1RWxsLOLj49G7d29ERkZCLpfX6r6xTz75BB4eHhg6dCjCwsJw4cIFfPPNN3BwcHjoa1u1aoWvvvoK69atQ9euXfH2229j+vTp6NmzZ5X93Nzc8N5772Hp0qXo0qUL1q5dW+VKx+zZs6HX6xEREYGQkBCcPn0aixcvBgCEhITA2dkZISEhuHDhAqZNm4ZOnTrh5ZdfRnBwMGJjY7FkyRL4+/tXm/Htt99G69atMXDgQHTp0gU///wzli5dCisrqxp/RkRE1Lixr2dfT1RXMomLMxIRERERERGZHV6hJyIiIiIiIjJDLOiJiIiIiIiIzBALeiIiIiIiIiIzxIKeiIiIiIiIyAyxoCciIiIiIiIyQyzoiYiIiIiIiMwQC3oiIiIiIiIiM8SCnoiIiIiIiMgMsaAnIiIiIiIiMkMs6ImIiIiIiIjMEAt6IiIiIiIiIjP0/6laNDovtFhSAAAAAElFTkSuQmCC" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 59 }, { "cell_type": "markdown", "id": "3de396f2-34c5-4cac-9add-cd21d7a0bce9", "metadata": {}, "source": [ "In summary, we can identify the optimal cluster number (6) in this clustering task where the Silhouette Coefficient is highest and the Davies-Bouldin Index is lowest." ] }, { "cell_type": "markdown", "id": "7f1fed5b-d63a-455d-a29e-b72a4c717dce", "metadata": {}, "source": [ "## 3.5 Clustering for road accident data" ] }, { "cell_type": "code", "id": "c4171464-c84a-4df9-aa50-7dffb43ad9b4", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:48.496544Z", "start_time": "2025-03-28T20:48:45.895991Z" } }, "source": [ "# Connect the db and read the table \n", "import sqlite3\n", "conn = sqlite3.connect('accident_data_v1.0.0_2023.db')\n", "df_ac = pd.read_sql(\"SELECT * FROM accident;\", conn)" ], "outputs": [], "execution_count": 60 }, { "cell_type": "code", "id": "7106d3c8-6f94-4d82-bf16-529a12d0943b", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:48.509545Z", "start_time": "2025-03-28T20:48:48.507464Z" } }, "source": [ "# Check the columns\n", "df_ac.columns" ], "outputs": [ { "data": { "text/plain": [ "Index(['accident_index', 'accident_year', 'accident_reference',\n", " 'location_easting_osgr', 'location_northing_osgr', 'longitude',\n", " 'latitude', 'police_force', 'accident_severity', 'number_of_vehicles',\n", " 'number_of_casualties', 'date', 'day_of_week', 'time',\n", " 'local_authority_district', 'local_authority_ons_district',\n", " 'local_authority_highway', 'first_road_class', 'first_road_number',\n", " 'road_type', 'speed_limit', 'junction_detail', 'junction_control',\n", " 'second_road_class', 'second_road_number',\n", " 'pedestrian_crossing_human_control',\n", " 'pedestrian_crossing_physical_facilities', 'light_conditions',\n", " 'weather_conditions', 'road_surface_conditions',\n", " 'special_conditions_at_site', 'carriageway_hazards',\n", " 'urban_or_rural_area', 'did_police_officer_attend_scene_of_accident',\n", " 'trunk_road_flag', 'lsoa_of_accident_location'],\n", " dtype='object')" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "execution_count": 61 }, { "cell_type": "code", "id": "8df7838d-540f-4ea3-bd39-892b9a79ccbe", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:48.523202Z", "start_time": "2025-03-28T20:48:48.520417Z" } }, "source": [ "# Camden Town LSOA index\n", "camden_lsoas = ['E01000936', 'E01000937', 'E01000964', 'E01000934', 'E01000935', 'E01000942', 'E01000932', 'E01000933', \n", " 'E01000930', 'E01000931', 'E01000938', 'E01000939', 'E01000943', 'E01000916', 'E01000917', 'E01000914', \n", " 'E01000915', 'E01000912', 'E01000913', 'E01000910', 'E01000911', 'E01000918', 'E01000919', 'E01000876', \n", " 'E01000877', 'E01000874', 'E01000875', 'E01000872', 'E01000873', 'E01000870', 'E01000871', 'E01000878', \n", " 'E01000879', 'E01000966', 'E01000940', 'E01000967', 'E01000965', 'E01000962', 'E01000963', 'E01000960', \n", " 'E01000961', 'E01000941', 'E01000968', 'E01000949', 'E01000969', 'E01000856', 'E01000857', 'E01000854', \n", " 'E01000855', 'E01000852', 'E01000853', 'E01000850', 'E01000851', 'E01000858', 'E01000859', 'E01000946', \n", " 'E01000947', 'E01000944', 'E01000890', 'E01000899', 'E01000945', 'E01000948', 'E01000926', 'E01000927', \n", " 'E01000924', 'E01000925', 'E01000922', 'E01000905', 'E01000923', 'E01000955', 'E01000920', 'E01000921', \n", " 'E01000928', 'E01000929', 'E01000950', 'E01000897', 'E01000896', 'E01000895', 'E01000894', 'E01000893', \n", " 'E01000892', 'E01000891', 'E01000898', 'E01000906', 'E01000907', 'E01000904', 'E01000902', 'E01000903', \n", " 'E01000900', 'E01000901', 'E01000908', 'E01000909', 'E01000866', 'E01000867', 'E01000951', 'E01000864', \n", " 'E01000865', 'E01000862', 'E01000863', 'E01000860', 'E01000861', 'E01000868', 'E01000869', 'E01000846', \n", " 'E01000847', 'E01000844', 'E01000845', 'E01000842', 'E01000843', 'E01000848', 'E01000849', 'E01000974', \n", " 'E01000972', 'E01000973', 'E01000970', 'E01000971', 'E01000956', 'E01000957', 'E01000954', 'E01000952', \n", " 'E01000953', 'E01000958', 'E01000959', 'E01000887', 'E01000886', 'E01000885', 'E01000884', 'E01000883', \n", " 'E01000882', 'E01000881', 'E01000880', 'E01000889', 'E01000888']" ], "outputs": [], "execution_count": 62 }, { "cell_type": "code", "id": "0b4f5eec-9def-48ca-bf08-23488d0c03d9", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:48.568172Z", "start_time": "2025-03-28T20:48:48.543569Z" } }, "source": [ "# Select the road accidents in Camden Town and 2018 for a case study\n", "df_ac_camden = df_ac[df_ac.lsoa_of_accident_location.isin(camden_lsoas)]\n", "df_ac_camden_2018 = df_ac_camden.query('accident_year == 2018')" ], "outputs": [], "execution_count": 63 }, { "cell_type": "markdown", "id": "1946bc29-113a-42f0-bbdb-de3f15a0d406", "metadata": {}, "source": [ "__In spatial analysis, use projected coordinates, such as the UK National Grid, instead of GPS coordinates (latitude and longitude) in modelling!__\n", "\n", " \n", "- Projected Coordinates: In a projected coordinate system (e.g., the UK National Grid), distances are measured in consistent units (e.g., meters). This makes the process straightforward to compute distances and areas accurately and form the results understandable.\n", "\n", "- GPS Coordinates: Latitude and longitude are in degrees, and the actual distance represented by one degree varies depending on the location on the Earth's surface. The Earth's curvature affects calculations, requiring more complex spherical trigonometry for accurate distance and area computations." ] }, { "cell_type": "code", "id": "1124886a-1a18-4bda-92f1-dea319ce7fa3", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:48.632636Z", "start_time": "2025-03-28T20:48:48.570486Z" } }, "source": [ "# Plot the data using projected coords\n", "plt.figure(figsize=(8, 8))\n", "g = sns.scatterplot(data=df_ac_camden_2018, x='location_easting_osgr', y='location_northing_osgr', s=15)\n", "g.set_title('The distribution of road accidents in Camden (2018 year)')\n", "plt.show()" ], "outputs": [ { "data": { "text/plain": [ "
" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 64 }, { "cell_type": "markdown", "id": "da28ab45-6288-414e-a244-3407b0c7f392", "metadata": {}, "source": [ "__Selecting cluster numbers using Silhouette Coefficient and Davies-Bouldin Index in GMM__" ] }, { "cell_type": "code", "id": "f56be09d-779a-4712-a6bb-ba94a2b625a7", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:49.781167Z", "start_time": "2025-03-28T20:48:48.643544Z" } }, "source": [ "pd.options.mode.chained_assignment = None\n", "\n", "# Select clustering df with the coords information\n", "df_clustering = df_ac_camden_2018[['location_easting_osgr', 'location_northing_osgr']]\n", "\n", "# Define the range for the number of clusters\n", "cluster_range = range(6, 20)\n", "\n", "# Create lists to store metric scores\n", "silhouette_scores = []\n", "davies_bouldin_scores = []\n", "\n", "for n_clusters in cluster_range:\n", " \n", " # Fit GMM model using different cluster numbers\n", " gmm = GaussianMixture(n_components=n_clusters, random_state=42)\n", " gmm.fit(df_clustering[['location_easting_osgr', 'location_northing_osgr']])\n", " \n", " # Generating labels\n", " labels = gmm.predict(df_clustering[['location_easting_osgr', 'location_northing_osgr']])\n", " \n", " # Saving labels to clustering df\n", " df_clustering[f'labels_{n_clusters}'] = labels \n", "\n", " # Calculate Silhouette Coefficient\n", " silhouette_avg = silhouette_score(df_clustering[['location_easting_osgr', 'location_northing_osgr']], labels)\n", " silhouette_scores.append(silhouette_avg)\n", " \n", " # Calculate Davies-Bouldin Index\n", " db_index = davies_bouldin_score(df_clustering[['location_easting_osgr', 'location_northing_osgr']], labels)\n", " davies_bouldin_scores.append(db_index)\n", " \n", " print(f'Number of clusters: {n_clusters} ', f'Silhouette Coefficient: {silhouette_avg} ', f'Davies-Bouldin Index: {db_index}')\n", "\n", "\n", "# Plotting the metrics with cluster numbers\n", "fig, ax = plt.subplots(1, 2, figsize=(12, 6))\n", "\n", "sns.lineplot(x=cluster_range, y=silhouette_scores, marker='o', size=20, ax=ax[0], legend=False)\n", "ax[0].set_title('Silhouette Coefficient')\n", "ax[0].set_xlabel('Number of clusters')\n", "ax[0].set_ylabel('Silhouette Coefficient')\n", "\n", "sns.lineplot(x=cluster_range, y=davies_bouldin_scores, marker='o', size=20 ,ax=ax[1], legend=False)\n", "ax[1].set_title('Davies-Bouldin Index')\n", "ax[1].set_xlabel('Number of clusters')\n", "ax[1].set_ylabel('Davies-Bouldin Index')\n", "plt.show()\n" ], "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of clusters: 6 Silhouette Coefficient: 0.39847226644487393 Davies-Bouldin Index: 0.9451728467554105\n", "Number of clusters: 7 Silhouette Coefficient: 0.3780898472938468 Davies-Bouldin Index: 0.9274902024803918\n", "Number of clusters: 8 Silhouette Coefficient: 0.3835150277153696 Davies-Bouldin Index: 0.8626932001119301\n", "Number of clusters: 9 Silhouette Coefficient: 0.36806260477479036 Davies-Bouldin Index: 0.9199165298615131\n", "Number of clusters: 10 Silhouette Coefficient: 0.389837345949867 Davies-Bouldin Index: 0.837265240548086\n", "Number of clusters: 11 Silhouette Coefficient: 0.37244043349808537 Davies-Bouldin Index: 0.8633735871343352\n", "Number of clusters: 12 Silhouette Coefficient: 0.38710452782891464 Davies-Bouldin Index: 0.8471793913186044\n", "Number of clusters: 13 Silhouette Coefficient: 0.3691325490117044 Davies-Bouldin Index: 0.837679304089588\n", "Number of clusters: 14 Silhouette Coefficient: 0.3591668023763923 Davies-Bouldin Index: 1.0410188956657593\n", "Number of clusters: 15 Silhouette Coefficient: 0.3101664804033751 Davies-Bouldin Index: 1.2145304397157868\n", "Number of clusters: 16 Silhouette Coefficient: 0.2435375077345894 Davies-Bouldin Index: 1.4391958683728792\n", "Number of clusters: 17 Silhouette Coefficient: 0.31314198170897967 Davies-Bouldin Index: 1.0224773392343187\n", "Number of clusters: 18 Silhouette Coefficient: 0.33549336402273133 Davies-Bouldin Index: 0.9074140500481812\n", "Number of clusters: 19 Silhouette Coefficient: 0.1856186743419988 Davies-Bouldin Index: 1.3587969773821273\n" ] }, { "data": { "text/plain": [ "
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gxYoVWLZsGZo3b445c+Zg5MiReOaZZ2qtyW7evDl27NhR83O7du1qnb9Hjx5o164d7r//fnzxxReYNGkSiouLERISckUMISEhsFgsDV4vb/2ev7yA6+Xf+3Wp694JqP+gwNWOZT3OpfdhdRWYDQ0NralpZMt9kUajQd++fbFt2zbcdNNNNecjaigm7ESXycnJwejRozFz5syaKc1WnTp1wqxZs2oKwtgyJetqAgICUFhYCKPRWCtpt/7jf+k5Ln9qfvmIrb+/P3r27Iknn3yyznN5eXnVKya1Wg0AeOuttxAZGXnF63V9qQPVX8idO3fGn3/+iXnz5tW5jv29997Dxo0b8fPPPyMgIABA9fqyS28mDAZDzZQ3X19fSCQSTJw4ESNHjrziePV5AFEXPz8/SCSSWgXjgOoCMbt27bpiraGj4iAiIvExmUzYvXs3YmNjIZPJkJmZiWnTpmHw4MFYvXp1zVKyTZs21dQnAapH40eNGoVvv/0W06ZNwx9//HHNejT+/v7o27cvJk2adMVrl94TWAcPSkpK8Ndff2Ht2rWYN28eevTogenTp9daj16f73rrMrLTp08DqL4XsSanl8rLywNQfS9i/e/r3YtcynoPc/HiRTRr1qxmuzUBFoOgoCCcOXPmiu2XxmjLfdGuXbvw448/omPHjli5ciWGDRuGiIgIu8dNnoOPfIguExISArlcjk8++eSKKqZAdcV3pVJpt398e/bsCZPJdMXT9e+++w5A9fpnoDrBtK4Rt9q/f/8Vx8rIyECrVq3QtWvXmj/fffcdvvjii5qpZZc/7b385+joaCgUCuTk5NQ6jkKhwJIlS2pVTb/c5MmTcfz4cWzcuPGK19LT0/HFF1+gZ8+eaNq0KXr27AmgurLupX744QeYTCbExcXBz88PnTp1Qnp6eq1Y2rZtixUrVti0ZOBSvr6+6NixI7Zv315r+19//YVHHnnkit+1vePgE3ciIvH67LPPkJubi/vuuw8AcOjQIej1ekydOrVWCzJrsn7pDKrbb78dOTk5WL58OSQSCYYPH37V8/Ts2RMnT55Ex44da75XunTpgg0bNuDnn38GAMyaNQvTp08HUJ3g33LLLUhISIDJZEJubi5atGhR63upPt1HUlJSAKAm+bzhhhvw66+/1prVZzKZ8MMPP6Br167w8vKqWWN/6fejwWDAwYMHr3qe3r17AwD+7//+r9Z261ICMejduzfOnj2L1NTUmm0FBQU1vyOg/vdFpaWleOaZZ9CzZ09s2rQJTZo0wdNPP92gWQFEVhxhJ7qMTCbDwoULMW3aNIwePRrjxo1DVFQUKioq8Pfff2PTpk2YOXNmzehwY910003o1asXXnjhBeTm5qJTp07YvXs31q5dizvvvLOm4NzAgQOxY8cOLFq0CEOGDMG+ffuwZcuWWseaOHEivv32W0ycOBEPPfQQgoKCsG3bNnz++ec1rduA6ifFycnJ2LNnD3r06FHz5Pjnn3/GTTfdhKioKDz88MNYtmwZSktL0atXL+Tk5GDZsmWQSCTo0KHDVa9nxIgR2LlzJxYtWoQDBw5g+PDh8PX1RWpqKj744AOo1WosXrwYQHUP+zvvvBMrVqxAZWUlevXqhSNHjmDFihXo1asXbrzxRgDAE088gUceeQRz5szBbbfdBpPJhA8++AAHDhyoKVbXEDNmzMBjjz2GWbNm4a677kJBQQGWLFmCgQMHomPHjjWteqzsGcfln8HVquoTEZHjlJaW1iRmZrMZhYWF+Ouvv7B582bcdtttuPnmmwEAnTt3hlwux5tvvomHHnoIVVVV+Prrr/Hbb78BqD3K3KZNG3Tu3BmffPIJhg4dWmtd+OUSEhJw7733YurUqbjvvvugVCqxefNm/PLLL0hMTARQnVC+8MILeP3113HTTTdBp9NhxYoViIyMvOb3sdWRI0dqtas9deoUEhMTERoaWtP1Zvr06fjjjz8wYcIEPPLII/Dy8sLHH3+MrKwsvP/++wCqR+FjYmLw8ccfIyIiAkFBQdi4cSMqKyvh4+NT57kjIiIwduxYLF26FEajER07dsS3336LY8eOXTduZ7n99tvx0UcfYfr06Zg9ezb8/Pzw3nvv1Uqyg4KC6nVf9Oqrr6KgoAAbNmyAr68vXnjhBTzyyCNYv349Jk+eLNQlkotjwk5Uh/j4eHz++edYt24dVq1ahYKCAnh5eaFTp05YunRpzRe4PUgkEqxevRqJiYn46KOPUFBQgBYtWmD27Nm1psiNHj0amZmZ+Oabb7B582b07NkTy5Ytq3n6DwBarRafffYZlixZgoULF0Kv1yMyMhKLFi3CmDFjavZ79NFHsXLlSkyZMgXbtm1Dr1690LdvXyxZsgS7du3CmjVrMGvWLISGhuKTTz7B+++/j4CAAPTp0wdPPPHENW8+AOCVV15Br1698Pnnn+OFF15AaWkpmjdvjtGjR+Phhx+utVZs0aJFiIiIwFdffYV169ZBo9Fg/PjxmDZtWs0odP/+/bFu3TqsWLECM2bMgEKhQOfOnbF+/fpGVVkfOHAgVq9ejeXLl2PatGkICgrCLbfcgpkzZ9a5vz3juPwzuHSqIBEROUdaWhrGjh0LoHrmU3BwMFq1aoXXXnutVqG4iIgILFmyBCtWrMBjjz2GgIAAdO/eHRs3bsT48eOxd+/eWiPbt99+Ow4fPlxTQPZqOnTogE2bNmHp0qV48sknYbFY0K5dO7z77rs1hdruvfdeGAwGfPbZZ/jkk0+gUqnQp08fzJs3DwqF4rrXaB2dB/6rEdOrVy/MnDmzZn1+27Zt8cknn+Dtt9/GM888A4lEgm7duuGjjz6qVTj3tddew8svv4znnnsOfn5+GDNmDGJiYq5ZRf6FF15ASEgIPv74YxQXF+PGG2/Eo48+infeeee6sTuDl5cXPvzwQ7z66qtYtGgRJBIJ7rnnHrRs2bKmtR6A694X/f777/jqq68wd+7cmlmYAwYMwC233IJly5YhPj4eUVFRQl0muTCJhVWQiIiIiIiIiESHiyiJiIiIiIiIRIgJOxEREREREZEIMWEnIiIiIiIiEiEm7EREREREREQixISdiIiIiIiISISYsBMRERERERGJkEf3YTebzTAajZBKpZBIJEKHQ0REBIvFArPZDLlcDqmUz9Xtgd/3REQkJrZ813t0wm40GpGamip0GERERFfo2rUrvLy8hA7DLfD7noiIxKg+3/UenbBbn2Z07doVMpms0cczmUxITU212/HEjNfqnnit7onX6lqs18DRdfux5/e9O/wdqy9eq3vitbovT7peV79WW77rPTpht06Lk8lkdv2g7X08MeO1uideq3vitboWTt22H0d837vD37H64rW6J16r+/Kk63X1a63Pdz0f3xMRERERERGJEBN2IiIiIiIiIhFiwk5EREREREQkQkzYiYiIiIiIiESICTsRERERERGRCDFhJyIiIiIiIhIhJuxEREREREREIsSEnYiIiIiIiEiEmLATERERERERiRATdiIiIiIiIiIRYsJOREREREREJEKCJOz5+flISEhAjx490KtXLyxatAhGo/Ga7zl+/Diio6ORlJRUa/vatWtx0003oXv37hg/fjzS09MdGToRERERERGRUwiSsM+aNQs+Pj74888/8eWXX2LXrl3YsGHDVfevqKjAnDlzUFlZWWv7N998g40bN2LdunVISkpC586dMWPGDFgsFgdfAREREREREZFjOT1hP3PmDHbv3o158+bB29sbLVu2REJCAjZt2nTV97z44osYMmTIFds///xz3H///Wjbti2USiXmzJmD7OzsK0bhnUmlUgl2biIiIiIi8lzMRdyP3NknPHHiBAIDA6HVamu2RUVFITs7GzqdDmq1utb+W7ZswZkzZ7Bo0SKsXLmy1msnT57ElClTan5WKBSIjIzE0aNH0bt373rHZDKZGng1/9EbzZDLZAht2RomiwR6vQFKufuWCLD+zuzxuxM7Xqt74rW6J3e4VleOnYiIhFFRZYRMKv0vF6kywsfL6akeOYDTP8WysjJ4e3vX2mb9uby8vFbCfurUKSxduhSffvopZDJZvY6lUqlQXl5uU0ypqak27X/5+Vq1aYdVf6Rjw87T0FUYofaWY1LfSEy9qTUyTh6/Yiq/O2nM787V8FrdE6/VPXnStRIRkWfTG0xY9Xs61u/MuCQXaYWE+CgoFVfmUORanJ6w+/j4oKKiotY268++vr412/R6PWbPno1nnnkGzZo1q/NY3t7eVyTDlZWVtY5TH127dq3zgUB96I1mrP4jA4nbT9Zs01UYsWz7SQASTL2pnVuOtJtMJqSmpjbqd+cqeK3uidfqntzhWq3XQEREdD0VVUas+j0dy7afqNlWnYtU/zx1QGuOtLs4p396bdu2RVFRES5evIiQkBAA1SPpYWFh8Pf3r9kvNTUVp0+fxrPPPotnn322Zvujjz6K22+/HQsXLkTbtm1x4sQJDBw4EABgMBhw+vRptGvXzqaYZDJZg2/s5BYJ1u/MqPO19TszMG1gG8hk7pewWzXmd+dqeK3uidfqnjzpWomIyHPJpNLr5iLk2pyeSUZGRiIuLg6vvvoqSktLkZWVhZUrV2LMmDG19uvRowcOHjyIvXv31vwBgFWrVmHhwoUAgNGjR+Pjjz/G0aNHodfrsWTJEoSEhKBHjx5Ou56SSgN0FXW3pNNVGFFSaXBaLERERERE5DmYi7g/QYZ+ExMTYTQaMXjwYNxzzz248cYbkZCQAACIiYnBd999V6/jjBkzBhMnTsS0adPQu3dvpKWlYfXq1VAoFI4MvxZ/lQJq77onKqi95fBXOS8WIiIiIiLyHMxF3J8gCxpCQkKQmJhY52vJyclXfd+xY8dq/SyRSPDQQw/hoYcesmt8tjCZzZjUt1WtdSNWk/q2gtFshpcwz0WIiIiIiMiNMRdxf6xA0EjeXnIkxEcBQK3KjA/2icSj8VHwZmVGIiIiIiJyAGsuYrFYsGHXaVaJd0NM2O1AqZBh6oDWmDawDYrL9QjwUeJkbgme/vIgltwTDbkbF50jIiIiIiLheMml6N4yEEkDh6CorArBfkoYzWYm626CmaSd+HjJIZNYkJuVDpnEgrZaf5wtqqhzegoREREREZE9ZBdXYuZnKfhybyZW/u8gZBILW7m5ESbsdmbtC6+QSbHs3u74+J8z2HnyosBRERERERGROzp8rhgdm6kR4K3AoWyd0OGQnTFhd6AWQT5YfFc3zNqcgouleqHDISIiIiIiN5N2XofOzdTQ+qtQUGEWOhyyMybsDja8SxiGdwnD3C8OwGy2CB0OERERERG5kbRsHTo1VUOjVqKwwiR0OGRnTNid4JkRHXGhuBLr/soQOhQiIiIiInIjaed16NRMDa2/EroqC/RGjrK7EybsTqBSyLDi/lgs33ECKVlFQodDRERERERuoLjcgFydHm01/lAqZPDzkuBiCZfiuhMm7E7SRuOH527thMc/3Q9dpUHocIiIiIiIyMWlndehjcYPXvLqtK6JSoackkqBoyJ7YsLuRGPiWiAuPAjzv06FxcL17K5EpVIJHQIRERERUS3W6fBWQd5S5Oo4wu5OmLA7kUQiwSt3dsXhc8XYvCdL6HCoHiqqjDBZJAht2RomiwTlVUahQyIiIiIiAvBfwTmrJt4yXNBxhN2dyIUOwNP4KeVYcX8s7l/7D2IjgtBO6y90SHQVeoMJq35Px/qdGdBVGKH2lmNS31ZIiI+CUiETOjwiIiIi8nCHs4txT48WNT8HqaTI5Rp2t8IRdgF0aR6AWUPaYfon+1FpYOsFMaqoMmLlb6ewbPsJ6CqqR9V1FUYs234CK387xZF2IiIiIhKU3mjCqbxSdGx26Qi7FDmcEu9WmLALZFK/SLQM8sFL36cJHQrVQSaVYv3Outvwrd+ZAbmU/+sQERERkXBO5JQiLEAFtUpRs62Jt4wj7G6GWYdAJBIJ3rw7GjuO5OKHg+eFDocuU1JpqBlZv5yuwogSN670zwJ7REREROJ3+fp14N8p8VzD7laYsAuoia8X3rm3O575JhVZBeVCh0OX8FcpoPauu8SD2lsO/0ueZLoLFtgjIiIich1p53Xo3Cyg1rYm3jLkcITdrTBhF1jv1sGY1C8S0z9NhsFkFjoc+pfJbMbEPpF1vjapbysYze71WVkL7PVY9DN6vroDPRb9jNW/p0PPGgtEREREolTXCHugSopSvZEDL26ECbsIPD6oLVRyKd763zGhQ6F/7UovwKR+rTBzcNuakXa1txwzBrfBpH6RbrWGnQX2iIiIiFyL2Wy5ogc7AMilEjTx8WIvdjfiPlmHC5NJJVh2bwy+3HsWvx/PEzocj3ehuBJzPk/BmYJyTB3QGnufHYo9zwzC3meHYupNUVi87Qie/vogLBaL0KHaBQvsEREREbmWrMJyyGUSNA24svaQVq1EDtexuw3eiYtEWIAKb97dDXM+T2GhCAFZLBY8+dVBjIlrge4tA+HjJYdMYkFuVjpkEgt8lXI8e2snHDpXjMTtJ4UO1y48ucAeERERkStKy9ahczM1JBLJFa9p/FVcx+5GmLCLyKAOWtzevTlmf54Ck9k9Rm9dzcdJmbhQXIE5N7evtb2y8r+HKGqVAh9MvAEfJ53BN8lnnR2i3XligT0iEo+CggIMHToUSUlJ1933+PHjiI6Orte+RETuLO38levXrTRqJQcA3QgTdpF5cnh76CqMWPX7KaFDuS53a/+VcbEMb/zfUbx9T3eoFLJr7tsiyAfvT+iBF749jKT0fCdF6BiF5VV40IMK7BGReOzbtw9jx45FZmbmdfetqKjAnDlzaj1AJSLyVGnZV65ft9L6c0q8O2HCLjJKuQzL74vBmj/Ssfd0gdDh1Mkd238ZTWbM+TwFU29qjS7NA67/BgDRLQPx5t3ReGzTfpzKK3VwhI6x53QBHv14Hx4dEHVFgb3HB7XBwze2go9X3aPvRESN8c0332Du3LmYPXt2vfZ/8cUXMWTIEAdHRUTkGg5n69Cpad33rBq1EjksOuc2eCcuQpEhvnjp9s6Y+VkKfpjRH4E+XkKHVMPa/mv9zgzoKoxQe8sxqW8rJMRHQXmdUWkxW/1HOswW4NEBUTa9b1jnMGQVlOOhDXvw9WN9EeyndFCE9rfrVD4e/Xgf3hjTDb5KOaYOaI1pA9uguFyPAB8lSioNmLh+DxLiozC4o1bocInIzfTv3x+jRo2CXC6/btK+ZcsWnDlzBosWLcLKlSsbfE6TqfGtKq3HsMexxI7X6p54ra4vv6wKBeVViGyiqnVt1v8O9fVCjq7C7a77Uq7+2doSNxN2kbq9e3P8ffIinvrqIFY9EFdnQQlnq6gyYtXv6Vi2/UTNNmv7LwCYOqC1S47GHs4uxqrfT+Hbaf0gl9k+6WRy/1bILCjHIxv3YdPDva47nV4M/jpxEdM+2Y+374muScZ9vOQwmUzIzUpHkw4dEOynxJyh7fDYpv3YPLU3OoTVPe2KiKghQkND67XfqVOnsHTpUnz66aeQyRr372tqamqj3u+oY4kdr9U98Vpd14EcPVr6S3Eo9WCdr+tys5CZp0NKSopzAxOAu322dXG97MqDLLytM0Yt/wsf/3MG46+yxtiZrtf+a9rANk6OqPH0RhOe2HwA84a1R+tQvwYdQyKR4PlbO2HKR3sx94sDSLw3BlKp8A9Yrua3Y7mY8Wkylt8fiwHtrrxhvnR9aN82IZg3rD0e/nAvtkzrhxAXmkFARK5Pr9dj9uzZeOaZZ9CsWbNGH69r166NTvpNJhNSU1Ptciyx47W6J16r69v9ZwbionzRvXuXWtut19s3pjMW/vE3oqOjRTHo5wiu/tla468PJuwi5uMlx4r7Y3HP6l2IjQhC52b1W1vtKMUV12//5UpTwgHg7Z+PQ6NW4oFeEY06jlwmxYr7Y3H3ql1Y8vMxzBvWwU4R2tf2Izl44vMDeO+BOPRrE1Kv9zzQOwInc0vx6MZ92DSlF5Ry1/tHkYhcU2pqKk6fPo1nn30Wzz77bM32Rx99FLfffjsWLlxo0/FkMpndbuzseSyx47W6J16r6zp6oQQ9IoKuek0atTcqDSZUGC3wV7l3uudun21dWHRO5Do2VePJ4R3w+KfJKNM7v7hbfqkeG/7OwPh1SfBVytyq/dfujAJs3pOFN8Z0s8uIuK9Sjg8m3oCv9p3D53uy7BChff3foQt44vMDWD2+/sm61YKRHeHtJcOz3xyCxcKWg0TkHD169MDBgwexd+/emj8AsGrVKpuTdSIid3GtCvEAIJNKEOrPwnPuggm7C3igVzjaafzxwneHnXK+SoMJWw9kY/KGPej/+q/YeSof9/cMh9liwaS+rep8j6u1/yrVGzHnixS8eFtnNA3wtttxwwJU+GDiDVi07Qj+OnHRbsdtrB8OnsdTXx3E+w/2QO/WwTa/3zqDYH9mIdb+me6ACImI/hMTE4PvvvtO6DCIiESn0mBCxsUytL9ObSGtWsVe7G7CvedIuAmJRILXR3fDiMQ/8U3yWdwZ08Lu5zCbLfgnIx9bks/hx9QLaKv1w52xLfDW3dEI8v2vSn1CfHUV9UurxD/YJxKT+7eCyoWmSi/6IQ3dmgfitujGr4m8XKdmarwztjumf7ofn0/tg3Zaf7ufwxbfppzDC98dxvpJNyA2PKjBxwnwVmDdgzdg9Hs70TrED0M6sXI8EdnHsWPHav2cnJxc732JiDzJ0QslaNnEB37Ka6dxGn8VckqYsLsDJuwuIsBHgcT7umPS+j3o3jIIrUJ87XLcEzkl+Dr5HL5NPgeFXIo7Y5rj+xn9ERFc9/GVCtkV7b8qjSY8/dVBBPp4YdEdXURf3GLH0Rz8ciQXP826yWGxDuygwZyb22PS+j34ZlpfaPxVDjnP9Xy17yxe+SENHz3UE91aBDb6eK1CfLHi/hg89jErxxMRERE52/Wmw1tp2YvdbXBKvAuJi2iCR+Oj8Pin+6E3NrznYG5JJd7/Mx0jE//E3at3obTSiBXjYvHb3HjMGtLuqsm6lY+XHDKJBblZ6ZBJLFCrFHj1zq7Yf6YQL25NE/Ua54KyKjz1VSpeH90VTXwd299+fO8I3NIlDFM+3IuKKuf3iNy8JxOvbjuCjZN72SVZt+obFYInh7fH5A17cbGUXwREREREzpJ2vhidmtYnYVchh1Pi3QITdhfz6E1RCPT2wus/2jYlsLzKiC3J5zDhg90Y8MZv2J9ZiFlD2mH3M0Pw8h1dEBseZPNo86XtvwJ9vLDp4V74++RFvPbjUVEm7RaLBQu2pGJIRw0GdXDOdO75IzoiLECFWZuTYTI773fy8T9n8OZPx/Dxw73Qpbn9uwuM6xWBoZ20eHTjvkY9PCIiIiKi+rNlhD2XI+xugQm7i5FKJXh7bDQOni3C2cJyVBnNyC/Vo8poRnlV7SryJrMFf57IwxObU9Bz0XZ8sjsTt3QJwz/PDMbKcXEY2kkLL7n9/goE+ymx6eFe+F9aDpb+csJux7WX7w5kI/VcMZ4d2clp55RJJXhnbAwuFFfitR+POOWcG/7OwLLtJ/DJlN7oWI8nsA1lrRz/zNesHE9ERETkaCazBUfOl6BzPe7vNBxhdxtcw+6CNP4qfPhQT6z6/RQ+3HW6pvjbpL6tkBAfhazCCmzek4lvU7Lhp5Ljrpjm+HHmjWjZxMfxsalV+GRKL9yzeheUcimmDWzj8HPWx/niCiz87jDWTOhx3SId9ubtJcPaB3vgznd3IjzYF+N7N67n+7W8/2c61v6Zjk+n9EYbjZ/DzgP8Vzn+zpV/Y80f6Zg6IMqh5yMiIiLyZKfzy+CrlEOjvn5tJC2LzrkNJuwuqKLKiDV/pGP5jpM123QVRizbfgJmiwWx4UEwmCx4/8Ee6No8wOlF4JoGeOOTh3tj7Opd8JJJMeWm1k49/+XMZgue/PIg7rmhJW6IbCJIDBp/FdZPugH3rN6FFoHeGNhBY/dzvPfbKXy06zQ+e6SP3YoSXk+AtwIfPHgD7npvJ6JCWTmeiIiIyFHqOx0e+K/onMViEX1BaLo2Tol3QTKpFOt3ZtT52oe7TqNfmxAsvK0zurUIFOx/0JZNfPDJlN54/690fLTrtCAxWH2cdAa5Oj2eGNpO0Djaaf2x4r5YzNqcgrRsnV2Pnbj9BD7+5ww2OzFZt4r8t3L8nC8O4OgF+14XEREREVU7nK2rV8E5AAjy8YLFYkFxhcHBUZGjMWF3QSWVBugqjHW+pqswoqRSHP9jRob4YtPDvZG4/SQ+250pSAzpeaV486djeHtsNJQi6BPfv20InhnRAQ9t2IMLxY2fpmSxWPD2/47hi31Z2Dy1N8KDHb/soS6sHE9ERETkWGnndehczxF2qVRS3YudhedcHhN2F+SvUkDtXfdqBrW3HP4qhZMjuro2Gj98/HBPvPnTMXy176xTz200mfHE5wfw6IAodG5m/0rpDTX2hnDcFdscD23YgzJ93Q9e6sNiseCNn47huwPZ+HxqH7QIEiZZt2LleCIiIiLHsWVKPABo1EoWnnMDTNhdkMlsxqS+rep8bVLfVjCazU6O6No6hKnx4UM98coPadh6INtp5131+ylIJcBUgdfQ12Xuze3ROtQXj3+aDKPJ9s/LYrHg1W1H8NPhC9g8tQ+aBng7IErbLRjZET5KOSvHExEREdlRbkklyvRGRAbXf+mj1p+V4t0BE3YX5O0lR0J8FGYOblsz0q72lmPm4LZIiI+Cj5f4agl2aR6ADybegOe+PYT/O3TB4ec7dK4Ya/5Ix9v3dIdcJr6/5lKpBG/dHY3iCgNe+j7NpuTWYrHgxa1p+O1YHjY/0gfaelQKdRa5TIrl98UgJasQa/5IFzocIiIiIrdwOFuHDk39IZPWvz6VVq1EbgmnxLs68WV2VC9KhQxTB7TGtIFtUFJpgL9KAaPZDKVC+HXaVxMTHoS1E3rg4Q/3QimXOqRSOgBUGkx44vMUPDm8AyKdXIDNFiqFDGvGx+Gu93big79PY3L/umdNXMpstuD57w5h7+lCfPZIbwT7KZ0QqW0CvBVY92/l+NahfhjKyvFEREREjZKWXf/161bsxe4exDf0SPXm4yWHl1yKYD8lvORSUY6sX+6GyCZ4b1wsZn6WjD9P5DnkHG//fBxhAd4Y1yvcIce3p2A/JT6YeAPe/fUk/nf42jMPzGYL5n+diuTMInw6RZzJupW1cvzcLw7gyHlWjiciIiJqjLTzOnRqaltNpjAm7G6BCTs5Xd82IVh+fyymbdqPf9Lz7Xrsf9Lz8cXeLLwxupvL9JyMCvXDynGxmPvFARw8W1TnPiazBXO/rG6b9snDvRHk6+XcIBvAWjn+4Q9ZOZ6IiIioMY7YWHAOALRqVol3B0zYSRAD2oXi7Xu6Y+rGfdh3psAuxyypNGDuFwfw4u1dEBYgnnXd9dG7dTBevL0zXv4+DYVlVagympFfqkeV0YwyvRGv/98RZFwsw8aHeyHARzxdAK6HleOJiIiIGqdMb0RmQTnaa/1tep9WrUQuR9hdnvjnUJPbGtJJi9fu6orJH+7FRw/1RLcWgY063ivfH0H3loG4LbqZfQJ0sjtjWmBIRy3W/JGOD3edhq7CCLW3HBP7RCIhvg0UMgl8la6TrFstGNkRD324F/O/TsWSu6NdZuYDERERkRgcvaBDqxBfeHvZVqtKo1Yht0QPs9kCqQ3F6khcOMJOgrqla1O8eFtnTFy/B4ezixt8nF/ScvDb8Vy8ckcXO0bnXBVVRrz/ZwaW7zgJXUV1f3ZdhRGJO05i/d+nXTbRlcukWHF/DA5kFWE1K8cTERER2cTW/utWapUccpkEBeVVDoiKnIUJOwnu9u7N8fQtHfDgB7txPKfE5vfnl+rx9NepeH10NwT6iH9t99XIpFKs35lR52vrd2ZALnXd/13VqurK8Wv+SMfPaTlCh0NERETkMg5n69Cpqe0Ju0Qi+XcdO6fFuzLXzQDIrdzToyVmDWmHce8nIT2vtN7vs1gsePabQxjWWYv49o5pE+csJZWGmpH1y+kqjCipNDg5Ivti5XgiIiIi26Wdb9gIOwBo/Zmwuzom7CQaD/SOwGMDonD/2iRk5pfX6z1bUs7hyAUdnhnR0cHROZ6/SgG1d91lJdTecvirXG/9+uX6RoXgqeEdWDmeiIiIqB6MJjOOXihp0Ag7AGjUSlaKt4OKKmOtotDlVXUPsjkCE3YSlYf6t8LEfpG4b+0/OFt47aQ9u6gCL25Nw5K7o+GrdP36iSazGZP6tqrztUl9W8FoNjs5Ise4v1c4bu6sxVRWjiciIiK6pvSLZWji44VgP2WD3s8p8Y2nN5iw6vd09Fj0M+Je+QU9Fv2M1b+nQ29wzn0sE3YSnUcHROGeHi0x7v0kXCiu+x8Ys9mCeV8ewH09w9EjsomTI3QMby85EuKjMHNw25qRdrW3HDMHt0VCfBR8vFz/oYTVsyM6wlcpx9Kfj6NcwCeWRERERGJ2OLu4wdPhgerWbhxhb7iKKiNW/nYKy7afqFUUetn2E1j52ymn3Le6TwZAbmXG4DbQG024//1/sPmRPgj1r/1U8aNdp5FfWoVZQ9oKFKFjKBUyTB3QGtMGtkFJpQH+KgWMZjOUCtvaeIidXCbFynExMBgtWPX7KWzY+V8bu0l9WyEhPsrtrpmIiIjIVmnZOnRuVMKuQlJ6gR0j8izXKwo9bWAbh8fAEXYSJYlEgnnD2mNgew3mf30QugpDrVHYlk188O64WCjl7pfU+XjJ4SWXIthPCS+51K1G1i8lk0iwYWcGErefFOyJJREREZGYpZ1vWIV4K42/CjklnBLfUGIoCu2emQC5BYlEggUjO6Kk0oi1f6bjw13/jcJO7BuJ/m1ChA6RGqH6ieXpOl9z1hNLIiIiIrGyWCzVLd04JV4w1qLQdSXtzioKzRF2ErVKgwnr/srA8h21R2ETt5/kKKyLE8MTSyIiIiKxOl9cCaPJgpZBPg0+hkatwsVSPYwm9yhe7GxiKArNhJ1E7XrrRuRS/hV2VZ7Qxo6IiIioodKyq6fDS6WSBh/DTymHr5ccF0ur7BiZ5xBDUWhOiSdRq88obEPbXJCwrE8sl20/ccVrD/aJxIGsIjQP8kazQG8BoiMiIiISVtr5xk2Ht6ruxV6JsACVHaLyPNai0I8OiEKp3oAAby+nFoXm8CSJGkdh3de1nlhOG9gGyVmFuGXZn9i8JxMWi0XgaImIiIic63B2caMKzllp/dmLvbF8vOS4e9VOlOqNTi8KzRF2ErVrjcJa14148bmTy7paGzuVQoZHborCDZFNMO/Lg/j+4Hm8NrobmnO0nYiIiDxE2nkdHh/U+BbGWrUSOSUsPNcYFosFJ3JLoRZgsJCZDomaGNaNkGNdq41dTHgQvn+8Pzo3C8CIZX/is90cbSciIiL3V1xhwIXiSrTV+jX6WFq1CrkcYW+UEr0RRrMFQT5eTj83sx0SvauNwjpr3QgJS6WQ4elbOmB4lzDM/eIAfkjlaDsRERG5t6PndYgK9YNS3vj7XY1ahWMXdHaIynPllegR4ufVqAKADcURdnIJ1xqFJc/QvWUgvn+8P7o0D8At7/yBT5I42k5ERETuqbH91y/FXuyNl1eiR6i/MIWumbATkctQKWR4angHbJzcC+v/zsD4dbtxtrBc6LCIiIiI7CrtvA6dmwXY5VhaNYvONVZeiR6hAnWmYsJORC4numUgvp/RH9Etq9e2b0o6w9F2IiIichvWHuz2oPVXIZdF5xqFI+xERDZSymWYN6wDPn64Fz7ceRoPrEtCVgFH24mIiMi1VRnNOJlbareEXaNWoqCsCnqjyS7H80R5pUzYiYgapFuLQGx9vD+6twzEyMQ/8fE/HG0nIiIi13UitwSh/koE+NinhZhKIUOAtwJ5HGVvME6JJyJqhEtH2zfuOoNx73O0nYiIiFxTWrYOne1UcM6Khecap3pKvEqQczNhJyK30a1FIL57vB/iIoIwMvFPbPznDMxmjrYTERGR60g7b78K8Vbsxd44XMNORGQnSrkMc25uj00P98amf6492q5SCfOklIiIiOhqDtux4JyVxp+V4huDa9iJiOysa4sAfDe9P26I/He0fdfpmtH2iiojTBYJQlu2hskiQXmVUeBoiYiIiACLxYIjduzBbqVVK5HDNewNYjJbkC9gwi4X5KxERE7gJZfiiZvb4+bOYZj7xQEkZxVh0R1dser3dKzfmQFdhRFqbzkm9W2FhPgoKBUyoUMmIiIiD3a2sAJSqQTNA73telytWoUDZ4vsekxPUVBWBaVcBl8vYe4TmbATkdvr0rx6tD09rxQrfzuJ5TtO1rymqzBi2fYTAICpA1rDx4v/LBIREZEwrNPhJRKJXY+rVSuRy6JzDWJdv27vz6S+OCWeiDyCl1yK1qF++HDX6TpfX78zA3Ip/0kkIiIi4aRlF9t9OjwAaNRcw95QQq5fB5iwE5EHKak0QFdR93p1XYURJZUGJ0dERERE9J+08/Zv6QZUT4lnwt4wubpKwXqwA0zYiciD+KsUUHvXPeVd7S2Hv0rh5IiIiIiI/pPmgIJzABDqp4Su0oiKKpPdj+3uOMJOROQkJrMZk/q2qvO1SX1bwWg2OzkiIiIiomqFZVW4WFqFqFA/ux/bSy5FsK8Xcks4ym4rIXuwA0zYiciDeHvJkRAfhZmD29aMtKu95Zg5uC0S4qNYcI6IiIgEk3Zeh3ZhflDIHJOiVU+LZ+E5WwmdsPPulIg8ilIhw9QBrTFtYBsUlevhp1LAYgFbuhEREZGg0rJ16Nw0wGHH16qVXMfeAHkleq5hJyJyJh8vOWQSC/Ky0jFubRJSzxULHRIRERF5uLTzjlm/bsXCcw3DNexERAKprKxEj8gg/JKWI3QoRERE5OEOO6ilm5VGrUJuCafE20roKfFM2InIow3pqMHPR3JgsViEDoWIiIg8VKXBhPS8MnQI83fYOTgl3naVBhNKKo0I9vMSLAYm7ETk0WJaBqKk0oiTuaVCh0JEREQe6nhOCVoEeTu0xazWn1PibZVXokegjwJKuXC1jpiwE5FHk0klGNShepSdiIiISAiO6r9+Ka1ahVxWibdJXqmwBecAJuxERBjSUct17ERERCSYw9k6dGrq6ISdU+JtJfT6dYAJOxERbmoXgiPnS5DHQixEREQkAEdXiAeAYD8lKgwmlFQaHHoed5JXooeGCTsRkbB8vOToExWMHUc5yk5ERETOZTZbcOS8Dp2bOa4HO1C9DDDUX4kcTouvN46wExGJxJCOWvyclit0GERERORhTueXwVshc8pIbvU6dk6Lry+he7ADAiXs+fn5SEhIQI8ePdCrVy8sWrQIRqPxiv3MZjOWL1+OAQMGICYmBqNGjcK2bdtqvR4TE4Pu3bsjJiam5k95ebkzL4eI3MCQjhr8ffIiKqpMQodCREREHsQ6HV4ikTj8XBp/FXJKmLDXlxhG2OVCnHTWrFnQarX4888/cfHiRTz22GPYsGEDHn744Vr7bdq0CVu2bMHGjRsRHh6OX3/9FQkJCejSpQvCw8Nx8uRJGAwG7N+/H15ewvXGIyLXp1Gr0C7MH3+dvIihnbRCh0NEREQewhkV4q2qC89xSnx95ZXoEeqnEjQGp4+wnzlzBrt378a8efPg7e2Nli1bIiEhAZs2bbpi33HjxmHr1q0IDw9HVVUVCgoK4O3tDZWq+peWmpqK9u3bM1knIrsY2lHDavFETlZQUIChQ4ciKSmpztevN9uOiMjVpZ13fIV4K62avdht4ZEj7CdOnEBgYCC02v9GsKKiopCdnQ2dTge1+r+/rFKpFD4+Pvjrr78wZcoUWCwWzJ8/HxqNBkB1wq7X6zF69GicO3cOUVFRmDNnDmJjY22KyWSyzxRY63HsdTwx47W6J0+/1kHtQzH+gz0wGIyQSh0/Lc1ZPP1zdTWuHLut9u3bh6effhqZmZlX3ed6s+2IiFzd4WwdFozs6JRzadVKHLtQ4pRzuTqLxSKKNexOT9jLysrg7e1da5v15/Ly8loJu1XPnj2RmpqKPXv2ICEhAaGhoRgxYgRUKhW6deuGmTNnIiAgAJs2bcLkyZPx3XffoWXLlvWOKTU1tXEX5eDjiRmv1T156rVaLBbIYMIXv+5B+2D3m7njqZ8ridM333yDxMREzJs3D7Nnz77qfuPGjcPo0aPh4+NT52w7IiJXlltSiZJKA1qF+DnlfBqOsNebrtIIs9mCQG+FoHE4PWH38fFBRUVFrW3Wn319fet8j3XKe58+fXD77bdj69atGDFiBJ5++ula+02ePBlff/01fv/9dzzwwAP1jqlr166QyWS2XEadTCYTUlNT7XY8MeO1uideKzAi+wgyjVKM7d5ewOjsi5+ra7Feg7vr378/Ro0aBblcfs2E/Xqz7Wxhj9kL7jCLo754re6J1youh88VoUOYP2Axo7Fh1ud6Q30VyNFVivp3Uh/O+GxzissR4ucFix0+m8vZErfTE/a2bduiqKgIFy9eREhICADg1KlTCAsLg7+/f619X3vtNQColZhXVVUhMDAQALB06VIMGzYMnTp1qvW6UmnbtAWZTGbXGzt7H0/MeK3uyZOv9eZOYXjhu8N4ekSna7zLNXny50riExoaatP+V5ttZwt7PgjxhIcqVrxW98RrFYftR0uhUZiQkpJit2Ne63qL9WZcKK5AcnKyU6rSO5ojP9tDuXr4yuz72TSE0xP2yMhIxMXF4dVXX8VLL72EwsJCrFy5EmPGjLli3x49emDu3LkYPHgw4uLi8Ntvv2Hbtm344IMPAADHjx/H3r178c477yAgIABr1qxBaWkphg4d6uzLIiI3cUOrJsjRVeL0xTJEhtQ964eInO9qs+1sYY+ZF+4wi6O+eK3uidcqLh8cTcGNXZqge/fG1+Soz/WazRbgh/+hVfvOCPRx3eV/zvhssw6eR/iFbHTv3t3ux7ZlNp0gbd0SExPx0ksvYfDgwZBKpbjjjjuQkJAAAIiJicGLL76I2267DUOGDMGCBQuwYMECXLx4EZGRkVi+fHlNUbnFixfj9ddfx+23346Kigp07doV69evrxmBJyKylUImxcAOGvxyJAcP39ha6HCIPN71ZtvZwp4zLzxpFgev1T3xWsXhyIUSTL6xtdNm+8pk1b3YL5YZEezvXec+rsSRn21+mQEaf5Xgf3cESdhDQkKQmJhY52vJycm1fh4zZkydo+8AEBgYiMWLF9s9PiLybEM6avHxP2eYsBOJwPVm2xERuaryKiMy88vRMcw5Ld2sNGolcnSVaB/mf/2dPZgYWroBAvRhJyISuwHtQ3HgbBEKy6qEDoXII8XExOC7774DgFqz7W644Qa8++67tWbbERG5qiPnSxAR7ANvL+eO4Gr9WSm+PsSSsAsywk5EJGZqlQI3RDbBb8dzcWdMC6HDIXJ7x44dq/WzLbPtiIhcVdp5HTo1C3D6ebVqJXJL9E4/r6sRQw92gCPsRER1GtJRi5/TcoQOg4iIiNxUWrYOnZs5dzo8wF7s9SWWEXYm7EREdRjcUYM/jl+E3ujafUqJiIhInNLO69CpqfMTdi0T9nrJK9Ej1I8JOxGRKLUI8kHLJj74J71A6FCIiIjIzRhNZhw9r0NHQRJ2JXJ0nBJ/LSazBQVlHGEnIhK1oZ20+DntgtBhEBERkZvJuFiGAG+FIAmhVq1CLkfYrym/TA+VQgZfpfAl35iwExFdxdCOWvySlguLxSJ0KERERORG0s4Ls34dqK4Sn1uih9nM+5urEcv6dYAJOxHRVXVproYFFhzO1gkdChEREbmRw9k6dBIoYVd7yyGTSlBQzva1VyOW9esAE3YioquSSCSsFk9ERER2l5atQ6emzm/pBlTf37Dw3LVxhJ2IyEVUr2Nnwk5ERET2YbFY/u3BLswIO/BvL3YWnrsqsfRgB5iwExFdU5+oYJzJL8O5ogqhQyEiIiI3kKPTQ28wIaKJj2AxsBf7tXFKPBGRi1DKZbipXSi2H+EoOxERETXe4exidGyqhlQqESwGrb+Krd2ugVPiiYhcCNexExERkb2kCVhwzkqrViKnhCPsV8OEnYjIhQzqoMGe0wXQVRqEDoWIiIhcXNp5HTo1FTphZy/2a+EadiIiFxLk64VuLQLxx/E8oUMhIiIiF1fdg12YCvFWGrWSU+KvgSPsREQuZmhHLX7htHgiIiJqBF2lAdlFFWir9RM0jjAWnbuqSoMJJZVGBPsyYScichlDOmmx42guDCaz0KEQERGRizp6vgStQ/ygUsgEjUOjVuFiqR5G3tdcIa9EjyAfBbzk4kiVxREFEZHItQrxhUatwp7TBUKHQkRERC4qLbsYnQUuOAcAfko5fLzkyC+rEjoU0ckV0XR4gAk7EVG9DemoxS9puUKHQdehUqmEDoGIiKhOh0VQId6qeh07p8VfTkzr1wEm7ERE9Ta0kwY/H7kAi8UidChUh4oqI0wWCUJbtobJIkF5lVHokIiIiGoRQ4V4K/Zir1teqR6hfuJJ2OVCB0BE5Cq6twxCRZUJx3NK0T7MX+hw6BJ6gwmrfk/H+p0Z0FUYofaWY1LfVkiIj4JS4HWCREREAFBlNONETqloRti1HGGvE0fYiYhclEwqwaAOGvxyhNXixaSiyoiVv53Csu0noKuoHlXXVRixbPsJrPztFEfaiYhIFE7llSLUX4lAHy+hQwHAXuxXk1eih8ZfPMvrmLATEdlgSEctfmZ7N1GRSaVYvzOjztfW78yAXMqvOiIiEt7hbB06imQ6PFBdKZ5T4q/EEXYiIhfWv20Ijl0oQW4Jn0iLRUmloWZk/XK6CiNKKg1OjoiIiOhKaSIqOAf8OyWe9zNXyCtlwk5E5LJ8vOTo1yYY24+wWrxY+KsUUHvXXZJF7S2Hv0rh5IiIiIiulHa+WDQF54DqKfEcYb/SRY6wExG5tur2bpwWLxYmsxmT+raq87VJfVvBaDY7OSIiIqLaLBYL0rJ1oujBblVdJZ4j7JeyWCzVU+JFVCWeCTsRkY0GddRg56l8FjMTCW8vOR7q3wozBrWpGWlXe8sxc3BbJMRHwceLDVGIiEhYZwsrYAHQIshb6FBqaNRKFJRVQW80CR2KaOgqjLDAggBv8czO410MEZGNNP4qdGjqj79OXMTNncOEDsfj/ZKWg7V/nsLaCTdg+qC2uFhaiWBfJUwWC1u6ERGRKFj7r0skEqFDqaFSyBDgrUBeiR4tgnyEDkcU8korEeKnhFQqns+JI+xERA3AavHiUFRehWe+ScWjA9pA7a2ATGLBe/9LxVf7sjiyTkREolE9HT5A6DCuUN2LnevYrXJFtn4dYMJORNQgQztpseNoLkxmi9CheLQXt6ZhQLtQDOygqdlWVl6BzIJyAaMiIiKq7bDIKsRbsRd7bWJbvw4wYSciapC2Gj/4KuVIySoUOhSP9b/DF/BPej4W3Nqp1vYgbylySzhaQERE4nHk3ynxYqNh4blaxNaDHWDCTkTUIBKJBEM7afE/TosXRGFZFZ7dcgivje52RWGYJioZE3YiIhKNovIq5JXo0UbjJ3QoV6juxc7vTCux9WAHmLATETUY27sJ54XvDmNwBw0GtAu94jWOsBMRkZikndehrdYPXnLxpV7Vvdg5wm7FEXYiIjfSIzIIF0urkJ5XKnQoHuX/Dp3H3tMFeHZkxzpfD1LJkMsCOkREJBJp2eKcDg9Uj7DzO/M/XMNORORGFDIpBrYPxfYjuUKH4jHyS/VYsOUQXh/TDf6qunukBqmkKK40sK8sERGJQppIC84BgIYj7LVwhJ2IyM0M7RTG9m5O9Px3h3Fz5zDc2PbKqfBWCpkEgd4KjhgQEZEopIm04BzAKfGXu8g17ERE7uWmdiE4cLYIBWVVQofi9n44eB4pmUV4ZkTdU+EvpfFXIreENyBERCSsSoMJp/JK0VGkI+yhfkroKo2oqOKsNKPJjPyyKoRwSjwRkfvwVynQs1UT/HqU0+Id6WKpHs9/ewhvjOkGP6X8uvtr/Lkmj4iIhHcipxRNA7yhvsoyLqF5yaUI9vXiQ24ABWVV8FHI4FuP+wxnYsJORNRIQztp8csRTot3FIvFgue2HMItXcPQr01Ivd7DNXlERCQGaeeLRTsd3qr6O5MPuXNFuH4dYMJORNRoQzpq8cfxPFQaOJ3MEb4/eB6p54ox/5brT4W3qp4Sz5sPIiISVlq2Dp1FOh3eSqtW8iE3xNmDHWDCTkTUaM0CvREZ4otd6flCh+J28kr0eOG7w3hzTLRNU9Q0/kqOFhARkeAOi7hCvJXWn7PSAHFWiAeYsBMR2cWQjlr8wmrxdmWxWLBgSypGdWuKPlHBNr1Xq2bROSIiEpbZbMGR8y6QsKs5Kw0QZw92gAk7EZFdWNexm80WoUNxG98dyMaR8yV46pYONr83lEXniIhIYJkF5fCSSxGmVgkdyjWx7ks1jrATEbmxzs3UkEokOJRdLHQobiFXV4mF3x3Gm2O6wcfL9mqtWn8VcjjCTkREAko7r0PnZgGQSCRCh3JN7MVezS3WsK9bt67O7e+88449YiEiclkSiYTT4u3EYrHgmW9ScUdMc/RqbdtUeKsQfyWKKwzQG1kI0N7Ky8vr3H7mzBknR0JEJG6Hs4tFPx0e+HdKPGelue4Ie0FBAfbs2YM9e/Zg+fLl2Lt3b83Pe/bswY4dO/Dhhx86I1YiIlEb0kmLn4+wH3tjfZN8DidzS/HkMNunwlsp5VIEeit4A+IAd911F44fP15r21dffYU777xToIiIiMQpLVsn+pZuAEfYrS6W6BHqJ77lC9edZ+jl5YUZM2agsLAQAPDAAw9c8frYsWMdEx0RkQvp3boJsgrKkVVQjpZNfIQOxyXl6Crx8vdpWDOhB7y9ZI06llatQm5JJT8LOxs4cCDGjh2LZ599FsOHD8dzzz2Hv/76C88//7zQoRERiUraeR3mj6h/S1KhBPt6ocJgQqneCD8bOrK4G7GOsF/3E/Hz88OuXbsAAMOHD8f//d//OTwoIiJXpJTLMKBdKLYfycHEfq2EDsflWCwWzP86FaNjW+CGyCaNPh4LzznGU089hb59++Lpp5/G66+/ji5dumDr1q0ICwsTOjQiItG4WKpHUbkBrUN8hQ7luuQyKUL8qnux+4X6CR2OICqqTCjRGxHs5yV0KFewaQ07k3Uiomsb0kmDXzgtvkG+3HcWpy+WYe6w9nY5Hqf4OYbFYsHx48dRXl6OsLAwnDt3DtnZ2UKHRUQkKmnZOnQI84dc5ho1vj39O/NiqR5NfL2gEOHnZdOchxMnTuCNN97A6dOnYTaba722fft2uwZGROSKBrbXYP7XqdBVGqBWKYQOx2WcL67Aom1HsO7BG6BSNG4qvJXGn31lHeG+++7DuXPnsHLlSvTp0wdr1qzBxIkTMWHCBMydO1fo8IiIRCHNBfqvX8rTC8/lirQHO2Bjwv7888/D29sbjzzyCORyz13fQER0NYE+XujeMhC/HcvDbdHNhA7HJVgsFjz9VSru6dEScRFBdjuuVq3CwbNss2dvarUaK1euRJMm1csWHnnkEfTp0wdz585lwk5E9K/CsirEtAwUOox68/Re7GJdvw7YmLAfO3YMf/zxB/z8PHNtAxFRfVjbuzFhr58v9p7F2cJyrB4fZ9fjatVK5LIXu92tWbPmim1du3bFN998I0A0RETiUlFlhEwqxfg+EQj1V6K8yggfL/EPdIapVcjx4BF2sfZgB2xcw67RaFBVVeWoWIiI3MLQTlr8eiwXBpP5+jt7uHNF1VPh37o72m5T4a1C/VUePb3PkT7//HOMGjUKvXr1QnZ2NmbMmAGLxSJ0WEREgtIbTFj1ezp6LPoZ/V//FTcs+gWrf0+H3mASOrTr0qqVyPHgh9xiHmG3KWF/4IEHMG3aNPz444+1erHv2bPHUfEREbmciGBfhKlV2J1RIHQoolY9Ff4g7usZjphw+02Ft/L0mw9H2bBhA9atW4fx48fDZDLB19cXOTk5WLx4sdChEREJpqLKiJW/ncKy7SegqzACAHQVRizbfgIrfzuF8iqjwBFem0atQq6nT4l3hzXsr7zyCgAgOTm51naJRIIjR47YLyoiIhc3tJMWP6floF+bEKFDEa3P9mThQnEl1k7o4ZDjh/orUVRugN5oglJu39F7T/bpp59i5cqViIqKwltvvYWAgAAsX74cd955p9ChEREJRiaVYv3OjDpfW78zA9MGtnFyRLbR+nv4lPgSPXq1anxLWUewKWE/evSoo+IgInIrQzppMePTZLwwqhMkEonQ4YjO2cJyLN52BBsn97L7VHgrpVyGIB8FcnV6tGzi45BzeKLCwkK0atUKAGqmwQcHB8NoFPfoERGRI5VUGmpG1i+nqzCipNKAYJGO4AL/zkrTVcJisXjkfUteSaV7TIkHgKqqKvz888/YsGEDKioqmMQTEdWhe4tAVBrMOJZTInQoomOxWPDUVwcxvk8Eoh1cQVerVrG1m5116NABmzdvBoCam7pt27ahbdu2QoZFRCQof5UCau+6x0LV3nL4i7zVa5CPF8wWy1UfOri7vBI9NCJN2G0aYc/MzMRDDz0Eg8EAnU6HAQMGYPTo0VixYgUGDhzoqBiJiFyOVCrBkI4a/Hw4Bx3CXKcPqzNsSsrExZIqzBjs+AQv1F/p0WvyHOGpp57CxIkT8e2336K8vBxTpkxBSkoK3n//faFDIyISjMlsxqS+rbBs+4krXpvUtxWMZjO8bB8rdRqpVAKNvwo5JZUI8BH3wwV7s1gs7lMlftGiRbjrrrvw22+/QS6Xo1WrVnjllVeQmJjoqPiIiFzWkI5a/HIkR+gwRCWroBxv/N9RvHV3tFPWlWs9vK+sI3Tu3Bnff/89Bg8ejLvvvhs9evTAt99+i+joaKFDIyISjLeXHAnxUZgxuE3NSLvaW46Zg9siIT7KJVq7af6dFu9piisMAIAAb3E+qLDpb05KSgqWL18OiURSMw3u9ttvx6JFixwSHBGRK+vXJgSPf5qMHF0ltGqV0OEIzmy24MkvD2Ji30h0bRHglHNq/JWcEu8AWq0WU6ZMEToMIiJRUSpkGNpRi4T4NijTG+GvUsBoNkPpoFot9uapheesFeLFunbfpoTd398fFy9eRLNmzWq25eXlISDAOTdeRESuxNtLhn5tQrD9SC7u7xUudDiC+zjpDArLqzB9kPPWOmvVKhw8W+y087mzQYMGXfdmZvv27U6KhohInOZ9eRAv3d4ZPVsFA4Cop8FfTuuhI+xi7sEO2Jiwjxo1CtOnT8ecOXNgNptx8OBBvPnmmxg5cqSj4iMicmk3d9Lix0PnPT5hz8wvx1s/HcMnU3rDS+68mxetWolc9mK3i8cffxwAcPjwYWzfvh2TJk1CeHg4zp8/j/Xr12Pw4MECR0hEJKzCsiqkXyxD1+aBQofSIJ7ai13M69cBG9ewJyQkoFevXpg+fTpKS0sxfvx4tGvXDtOnT3dUfERELm1gBw12peejTO+ZVVeB6qnwc788gIf6t0KX5s6dkRXqr0KuB07vc4Q777wTd955J3bv3o33338fEyZMQHx8PO677z6sXbsWO3bsaNBxCwoKMHToUCQlJV11n08//RTDhg1DTEwMhg0bhk2bNjX0MoiIHGbP6QJ0ax4Aby/XmAJ/ueq6L573nelWI+wKhQJPPfUUnnrqKRQUFCAoKEi0c/2JiMQg1F+JTk3V+PPERQzvEiZ0OE5TUWWETCpFSaUBvsrqojs9WzVxehxatRI5HGG3q6ysLISH154xotVqkZuba/Ox9u3bh6effhqZmZlX3eeXX37B22+/jbVr1yI6OhopKSl45JFHEBISgmHDhtl8TiIiR0nKKBDku85etGolLnjiCPu/a9jFql4J+/fff49bb70VW7Zsueo+d9xxh51CIiJyL0M6VVeL95SEXW8wYdXv6Vi/MwO6CiPU3nJM6tsKPSKCACcPOoT6K1FUboDeaHJKVXpP0KVLF7z++ut48skn4eXlhYqKCrzyyiuIi4uz6TjffPMNEhMTMW/ePMyePfuq++Xk5GDKlCno3r07ACAmJga9evXCnj17mLATkajszijA3GHthQ6jwbSeOiW+RI+Y8EChw7iqeiXsq1atwq233nrV9m0SiYQJOxHRVdzcSYt7Vv8Dk9kCmdS9ZyVVVBmx6vf0Wn1odRXGmp+nDmjt1NY2SrkMQT4K5Or0aNnEx2nndWcvvvgipk6dis8++wxBQUEoLCxEq1atsGbNGpuO079/f4waNQpyufyaCfu4ceNq/Zyfn489e/Zg/vz5NsduMplsfs/VjmGPY4kdr9U98Vodo6TSgGMXdOjeQi3Y77ax1xviq0BuiR4GgxFSkd+v2POzzS2pRLCvwqmfmy3nqvcIO4Ar1qfp9XooleKdPkBEJAZRoX5Qq+TYn1mIGyJdd6pcfcikUqzfmVHna+t3ZmDawDZOjgjQ+KuQW8KE3V5at26NH3/8Efv370dubi7CwsIQGxsLqdS2YoKhoaE2nzsvLw9Tp05Fly5dcOutt9r8/tTUVJvf44xjiR2v1T3xWu1r/3k9wtVynDxyyOHnup6GXq/FYoEUFvy5ez8CVK4xK80en21mXjEKz1uQYrhgh4jsz6ZhjuzsbDzxxBN47rnn0LlzZ7zzzjs1vdlDQkIcFSMRkUuTSCQY0lGLX9Jy3D5hL6k0QFdRd4E9XYURJZUGBDt5nZhGrfTIKX6OZDabER4ejhYtWgAALlyovsm5tO2rvaWkpGDmzJno0aMHFi9eDLnc9pkaXbt2hUzWuJtQk8mE1NRUuxxL7Hit7onX6hj/yzmGAZ0D0L17B4ee51rscb1hO35HaHhbdGqmtnN09mXPz7Z02w70je2CcCc+2LfGXx82fdu9+OKLaN26NSIiIgAAU6ZMwdKlS/HSSy9ddbo8EREBQztpMf/rVMwf0VHoUBzKX6WA2lteZ9Ku9pbDX6VwekzVVW+ZsNvLjz/+iOeffx6lpaU12ywWCyQSCY4cOeKQc3755Zd45ZVXMGPGDDz00EMNPo5MJrPbTbs9jyV2vFb3xGu1rz2nC5EQ30YUv9PGXK9WrcLFMoMorqM+GvvZGkxmFJZXQRvgLdprtilhT05Oxt9//w2FovqGq0mTJliwYAFuuukmhwRHROQu4iKC8NytnVBlNKOk0gB/lQJGs9mp67mdwWQ2Y1LfVrXWsFtN6tsKRrMZXrZ1FG00jb8SuSWe16bGUZYvX45x48bhzjvvbNAot61++uknLFy4EO+99x5uvPFGh5+PiMhW5VVGHMrWucUsOo2HPeQuKKuCr5dc1PdjNkUml8tRUFAArVZbs624uBgqlcrugRERuROT2YLkzELM3Jxcq3J6QnwUlApxPtFtCG8vORLio2CBBRt2nhbFtWrVKhw8W+z087qr8+fPY/r06Q5N1mNiYvDiiy/itttuw4oVK2AymTBjxoxa+4waNQovvfSSw2IgIqqv5MwiRIX6IcDH+bPI7E3r71m92MXegx2wMWEfPnw4ZsyYgVmzZqFp06Y4f/48EhMT2VaFiOgarJXTE3ecrNkmZOV0R1MqZLipbSimxbdBqd5YM5tAqAcT1SPsnjNa4GidO3fGyZMn0aGD/dZpHjt2rNbPycnJNf+9detWu52HiMgRktLz0cuF+69fSqtW4kxBudBhOI3Ye7ADNibs8+bNq2nnUlVVBS8vL9xxxx2YNWuWg8IjInJ9Yqyc7kgWiwWPfrwfn0/tjdahfgDg9Gnwl9KoVcj1oNECR4uNjcXEiRMxfPjwKwrOTp8+XaCoiIiEk5RRgIl9I4UOwy60ahX2nC4QOgyncbsRdm9vb7z22mt4+eWXUVxcjODgYEgk4u7RR0QkNDFWTnekc0UV0BtNiAz2FToUANWjBTkcYbeb5ORktG3bFqdOncKpU6dqtvN+gIg8UaXBhJSsIvR0kxF2jVrpWVPiS90kYf/+++9x6623YsuWLVfd54477rBTSERE7kWMldMdKSWrCNEtAiGViiOBC/VXoqjcAL3RBKXcfeoFCGXjxo1Ch0BEJBoHzxajZRMft3nw7mmdVdxmhH316tW49dZbr9q6TSKRMGEnIroKMVZOd6SUzCJ0bxkodBg1lHIZgnwUyNXp0dKJPVbdTXZ29nX3cWQfdiIiMXKn9evAv23dSvUwmsyQy9zn3uRq8kr06NRU3D3n65WwDxo0CADwwQcfIDIy0pHxEBG5HWvldKB6zboYKqc7UkpWER4dECV0GLVo/FXILWHC3hiDBg2CRCKBxWKptd26zZF92ImIxGr36QKMiWshdBh246eUw1shQ35ZFbRq9+8E5jYj7Bs3bsSsWbNw1113Yf/+/Y6OiYjI7SgVMkwd0BrTBrZBXokeIf5eMJktbpesG0xmpJ4rRvfwQKFDqUWjViLXg6b4OcL27duFDoGISFQMJjP2nSnEm2OihQ7FrqzT4j0iYXeXNewajQajR49GZWUlJkyYUOc+H330kV0DIyJyN9bWbZ/szkTTACUe6B0pbEAOcPR8CUL9lQgR2Vo+rbp6hJ0arnnz5kKHQEQkKofOFSPUX4mwAPdKbD2p8JzbjLC/++67+N///ocTJ06gZ8+ejo6JiMitNQ/0xp8n8twyYU/JKhTV+nUrjb/So4roEBGR4yVlFLjV+nUrTyk8V15lRFmVEU18vYQO5ZrqlbAvXLgQGzduxPr169ljlYiokWIjArFs+/Gadb/uJDlLXAXnrLRqFQ6eLRY6DCIiciO7MwowomtTocOwO61a5RHLyC6WVKGJjxcUIi+uV6/oDh06BJ1OB6Ox7j7CRERUf201/ijXm3CuqELoUOwuJasIMSJbvw5Uj7Dnshc7ERHZiclswR43HWGvnpXm/lPi80orRT8dHqjnCHtsbCx69eoFAOjYsWOd+7AyLBFR/cikEnQPD8T+zCK0CHKfquXF5QacLahA52YBQodyBY1ahVwPuPkgIiLnOHJeB3+VHC2CvIUOxe60ahX+OnlR6DAczhXWrwP1TNhXrFiBtLQ0PPTQQ1i7dq2jYyIicnux4UHYf6YQt0W7T9/qA2eL0KGpP1QirHyvVXOE3V5ycnLw3nvv4fTp0zCbzbVeYwFaIvIUSRkF6NU62O2WtgHWNezu/5A7r0SPUJEVya1LvRJ2b29vxMXFYcmSJSw6R0RkB3ERQXjrf8eEDsOuUkS6fh0AQv2VKCw3QG80QSkX3wMFVzJ//nxcvHgRAwcOhEKhEDocIiJB7M7IR3x7jdBhOITWQ1qhutUIu9WQIUPw999/Y+PGjcjNzcXq1avxwQcfYM6cOZDLbToUEZFH6x4eiKPnS1BRZYK3l3skkClZRbi1mziL7yjlMgT5KJCr06NlE/dZhiCE1NRU/PTTT2jSxP3WbRIR1YfZbMHujAI8NbyD0KE4hMZfhfyyKlQZzfCSi7sgW2PkleoRFeondBjXZdMnsHXrVsybNw/t27fHmTNnAAA7duzA22+/7ZDgiIjclVqlQKsQXxw8WyR0KHZhsVhEPcIOVN+AsBd74/n7+8PLS9wtcIiIHOlkXilkUilahfgKHYpDeHvJoFbJkVfq3t+ZrjLCblPCvmbNGqxcuRKzZ8+GVCpFaGgoVq9eje+//95R8RERua3YiEDsyywUOgy7yCqogMlsEfXNi8ZDpvg5WkJCAubPn4+DBw8iOzu71h8iIk+QlJ6PXq2buOX6dauwAPfvxe5Wa9itLly4gOjoaACo+QsaERGB8vJy+0dGROTmYsOD8NPhC0KHYRfJWYWIbhko6psXjrDbx4IFCwAAP//8c83nbbFYIJFI2DGGiDxCkpu2c7uUJ/Rid5URdpsS9sjISGzfvh1Dhgyp2bZz505ERETYdNL8/Hw899xz2L17N2QyGW677TY89dRTV6yDN5vNePfdd/Hll19Cp9OhRYsWeOyxxzBixIiafdauXYuNGzdCp9Oha9euePHFF9G6dWub4iEiEkJsRBAW/3i0JtlxZcmZ4p4OD1QX0XH30QJn2L59u9AhEBEJxmKxICmjAI8Pait0KA6l8XfvSvEWiwV5pa6RsNs0JX727NmYO3cu5syZA71ej4ULF2LmzJmYMWOGTSedNWsWfHx88Oeff+LLL7/Erl27sGHDhiv227RpE7Zs2YKNGzciOTkZTzzxBObMmYPMzEwAwDfffIONGzdi3bp1SEpKQufOnTFjxgxYLBab4iEiEkLrEF+YLRacznf9WUopWUWIEX3C7t43H87SvHnzq/4hInJ3p/PLYTCZ0VYj/mJljeHuD7mLKwyQQIIAb/F3O7EpYe/bty8+++wzqNVq9OrVC2azGR988AEGDBhQ72OcOXMGu3fvxrx58+Dt7Y2WLVsiISEBmzZtumLfcePGYevWrQgPD0dVVRUKCgrg7e0NlUoFAPj8889x//33o23btlAqlZgzZw6ys7ORlJRky2UREQlCIpEg7t9+7K5MbzQh7bwO0SJP2DX+7MXeGLGxsQCADh06oGPHjnX+ISJyd0np+egZ2QRSqWvPjLsed3/IbZ0O7wozHG3uxdahQwdMnz4d586dQ2hoKJo2ta2Fz4kTJxAYGAitVluzLSoqCtnZ2dDpdFCr1TXbpVIpfHx88Ndff2HKlCmwWCyYP38+NJrqnocnT57ElClTavZXKBSIjIzE0aNH0bt373rHZDKZbLqG6x3HXscTM16re+K1Ol/3lgHYe7oAd3R3XDs0R1/r4bNFCFOrEKCSCf77vNa1hvgpkKOrFDzG6xFrfGvWrAEAfPjhhy5xg0NE5Ai7MwrQ083XrwP/9mJ344fceSV6hLjAdHjAxoS9tLQUTz75JH799deabX369ME777xTK9G+lrKyMnh7e9faZv25vLy8zuP07NkTqamp2LNnDxISEhAaGooRI0bUeSyVSmVzEbzU1FSb9nf28cSM1+qeeK3Oo67S48vjJUhJMTj8XI661m0nyhDpZ0ZKSopDjt8QdV3rxTIjzheWiSpOV9KjRw8AQK9evQSOhIhIOEkZBXiofyuhw3A4jdq9q8TnlbpGhXjAxoR9yZIlKC8vx/fff48WLVrgzJkzePXVV/Hmm2/i5ZdfrtcxfHx8UFFRUWub9Wdf37rbAVn7vfbp0we33347tm7dihEjRsDb2xuVlbX/IlVWVl71OFfTtWtXyGQym95TF5PJhNTUVLsdT8x4re6J1+p87aqMWPTXdkR16AJ/lc2TnurF0df60fEDiO8WiO7dbStA6gjXula90YySbf9Dxy7doJTbtCLMqazXIDaDBg267sg6C9IRkTs7W1gOXYUBHZvWb6DSlbn7lPhcnWsUnANsTNh//fVXfPXVVwgODgYAtGvXDm+++SZuu+22eifsbdu2RVFRES5evIiQkBAAwKlTpxAWFgZ/f/9a+7722msAgKeffrpmW1VVFQIDA2uOdeLECQwcOBAAYDAYcPr0abRr186Wy4JMJrPrTay9jydmvFb3xGt1Hn9vGdqF+SM1W4cb24Y69FyOutYDZ4sxqX9rUf2dqetafWQyBPkokF9mQMsmPgJF5roef/xxAMDhw4exfft2TJo0CeHh4Th//jzWr1+PwYMHCxwhEZFjJaUXoEdkEGRuvn4dAEL9lNBVGlBpMEGlEM/3u724SoV4wMaicxUVFVck1Wq1Gmazud7HiIyMRFxcHF599VWUlpYiKysLK1euxJgxY67Yt0ePHvjss8+wZ88emM1m7NixA9u2bcPdd98NABg9ejQ+/vhjHD16FHq9HkuWLEFISEjNtD0iIlcQGx6E/WeKhA6jQQrLqpBdXImOTf2vv7MIsBd7w91555248847sXv3brz//vuYMGEC4uPjcd9992Ht2rXYsWOH0CESETlU9fr1YKHDcAovuRRNfLyQ66aj7K7Sgx2wMWGPjo7GsmXLatqmWSwWLFu2DF27drXppImJiTAajRg8eDDuuece3HjjjUhISAAAxMTE4LvvvgMADBkyBAsWLMCCBQtwww034N1338Xy5ctrKtWOGTMGEydOxLRp09C7d2+kpaVh9erVUCjEX56fiMgqLiII+zJds1J8SlYROjVVQyl3jafvGrUSuW68Js8ZsrKyEB4eXmubVqtFbm6uQBERETlHUkY+erV2/4JzVhq1CjluWngur8RN17DPmTMHEyZMwHfffYfmzZvj3LlzkEgkWL9+vU0nDQkJQWJiYp2vJScn1/p5zJgxdY6+A9UtkR566CE89NBDNp2fiEhMYsODsGDLIZjNFpdrE5OcVYTuIm/ndimOsDdely5d8Prrr+PJJ5+El5cXKioq8MorryAuLk7o0IiIHCZHV4kcnR5dmwcIHYrTuHMvdlcaYbcpYW/fvj1++uknbN++Hfn5+WjevDkGDBgAPz8/R8VHROT2WgR5Q6WQ4WReKdppXWNquVVKVhFGxzYXOox6c+ebD2d58cUXMXXqVHz22WcICgpCYWEhWrVqVdP2jYjIHSVlFCAuIggKmXiLltqb1t99C8/lleqhcceEXafTITAwEKNHjwYAHDhwgMk6EVEjSSQSxIUHYf+ZQpdK2C0WCw5kFeHl2zsLHUq9adUqpJ4rFjoMl9a6dWv8+OOP2L9/P3JzcxEWFobY2FhIpZ5zE0tEnmd3Rr5H9F+/lLs+5DaYzCgoq0KIi0yJr9e3q8lkwuzZs/Hcc8/VbLt48SLGjh2LWbNmwWQyOSxAIiJPEBsRiH1nXGsde8bFMsikEoS7UMV1jb973nw4Q3Z2ds2f3NxctGjRArGxsWjWrBkuXLiA7OxsoUMkInKYpPQC9PKwhN1de7Hnl1bBXymHt5dr1N+p1wj7unXrcPLkSSxZsqRmW0hICLZs2YKZM2diw4YNmDx5ssOCJCJyd3ERQdi8J0voMGySklWE6BYB1+3NLSYatcptK9462qV92C0WS63P3frzkSNHhAqPiMhh8kv1yCwoR7QL1WyxB62bJuyutH4dqGfC/u2332LJkiVX9Dfv0KEDFi1ahIULFzJhJyJqhM7NApBVWIHCsioE+XoJHU69pGQVISY8SOgwbKLxVyLXTSveOtr27duFDoGISBB7ThcgumWgW/YjvxatWumWD7nzSisR4m4Je05ODjp06FDna7GxsTh//rxdgyIi8jQqhQydm6mRnFWIQR20QodTLylZRZh7c3uhw7CJRq1EYbkBeqPJZVrRiUXz5q5TXJCIyJ6SMjxvOjzAEXaxqFfCrlQqUVZWBl9f3yteq6yshJeXa4wGERGJWWx4EPafKXKJhL3SYMLR8yUuNz1QKZchyEeBvBI9WgS5ztp7MenQocNVl0FwSjwRuaOk9AI8M6Kj0GE4XbCvFyoMJpTqjfBT2lSrXNRcqQc7UM+EPS4uDlu2bMG4ceOueO3bb79Fp06d7B4YEZGniYsIwsZdZ4QOo14OZ+vQook3ArwVQodiM82/bWqYsDfMRx99VOvngoICbNy4EbfffrtAEREROU5xhQEnc0sRGxEodChOJ5dJEeJXXazVL9R9OoPlleihUauEDqPe6pWwP/zww3jwwQeh1+sxcuRIhISEIC8vD9u2bcPy5cvx7rvvOjpOIiK3FxcRhLlfHIDRZIZc5H1ekzML0d3FRtetNGolct1wip+z9OzZ84ptcXFxmDhxIu655x4BIiIicpy9pwvQubkaPl7uM8JsC+u0+Ch3SthL9ejcPEDoMOqtXn/zunXrhsWLF2PhwoV48803a7YHBgbi5ZdfRt++fR0WIBGRp9CqVQjy8cLRCyXoIvIvkpSsIpddz6fxVyG3xP2K6AhJrVYjJydH6DCIiOxud0aBx/Vfv5Q7Fp5zyzXsADB8+HAMGjQI+/btQ2FhIUJDQ9G9e3coFK43HZKISKxiI4KQnFnoEgn71JuihA6jQbRq9mJvjC1bttT62WAwYPv27ejY0fPWdxKR+/snowCzBrcVOgzBuGMvdrdcw27l5eWFPn36OCoWIiKPFxseiH1nCjG+T6TQoVzVxVI98kr06NDUX+hQGkTjr8ShbJ3QYbisxMTEWj/LZDJERUXhhRdeECgiIiLHKNMbcSRbh7hI12phak/af+u+uJO8Ej007jjCTkREjhcXEYQP/s4QOoxrSsksQpfmAVCIfJ391WjVKmw/mit0GC5rx44dQodAROQU+84Uol2YH9Qqz51RrFUrcTy3ROgw7KZMb0S5wYQmvq7T5YwJOxGRiHRsqkZeiR65JZXQ+IuzgmlKVpHLFpwDqqf3udt6PGc7dOgQvvzyS5w7dw6hoaG466670KNHD6HDIiKyq90ZBegZGSx0GILSqlVuVaj1Yqkewb5eoi/ueynXiZSIyAMoZFJ0axGI/WeKhA7lqlKyihATHih0GA2m8Vcit8R9bj6c7a+//sL999+PoqIitG/fHqWlpZg0aRJ++eUXoUMjIrKrpIx89GrtuQXngOrOKu40JT6vRI8QF1q/DjRwhD0tLQ1nz55FfHw8SkpKEBzs2U+eiIjsKe7fwnPDu4QJHcoVzGYLDmQV4bXRXYUOpcE0aiUKyw3QG01QymVCh+NyEhMT8frrr+OWW26p2fbjjz9i5cqVGDJkiICRERHZT6XBhANni3FDpGcn7Na2bhaLBRKJROhwGs3VKsQDNo6w5+fn495778U999yDp556CllZWRgyZAiSk5MdFR8RkceJDQ/CvjOFQodRp/SLpVAqZGge6C10KA2mlMsQ6KNAHlu7NUhGRgaGDRtWa9uwYcNw+vRpYQIiInKA5MwitAr2dam1zo7QxMcLJrMFugqj0KHYRV6pmyfsr776Ktq1a4c9e/ZALpcjKioKjzzyCN544w1HxUdE5HFiwwOReq4YVUaz0KFcYX9m9fp1V3/K7o5Vb50lMDAQx48fr7Xt6NGjCA0NFSgiIiL78/T+61ZSqQQafyVy3GQpmduPsP/zzz+YP38+vL29a27WHn74YZw8edIhwREReaJgPyWaBqhwOLtY6FCu4Orr1600aqVbFdFxprvvvhuPPfYYPvvsM/z111/45JNPMG3aNIwZM0bo0IiI7Ibr1//jTr3YXa0HO2DjGnaFQoHKykp4e3vDYrEAAMrKyuDr6+uQ4IiIPFVsRBD2ZxYhJlxcvV9TMoswsmtTocNoNI2/CrmcEt8gU6ZMgV6vx+rVq3Hx4kU0b94cDzzwACZNmiR0aEREdlFlNGN/ZiHeube70KGIgtaNCs/llejRJ8q16q/ZlLAPGjQI8+bNw4IFCyCRSJCfn49XXnkFN910k6PiIyLySLHhQdh1Kh+T+7cSOpQaFVUmnMgtQbcWAUKH0mjVNx/uMVrgbBKJBI8//jgef/xxoUMhInKI1HNFaBbgLdr2qs6mdacRdndfwz5nzhz4+Phg+PDh0Ol06N+/PyoqKjB37lxHxUdE5JHiIsRXeC71XDEig33hr1IIHUqjVbd2c4/RAmcqLS3FoUOHYDRWFx/atGkTpk6divfff1/gyIiI7CeJ69drcade7HklemhcLGG3aYTd19cXiYmJyM/Px7lz5xAWFgaNRoPS0lJHxUdE5JHaaf1Rqjciu6gCzURSkT0lqxDdWwYKHYZdaNUqbD+aK3QYLmXPnj147LHHUFpaioiICEyYMAHvvPMO+vTpg7Vr16KqqgoJCQlCh0lE1GhJ6QW4I6aZ0GGIhsZfidSz4qurYyuz2YKLpXqE+rnWzAmbRth79uwJAAgODka3bt2g0WgAAPHx8XYPjIjIk8mkEnRvGSiqUfaUrCJ0d4OCc0B1AR22dbPNW2+9hYcffhj79u3Dfffdh0WLFmHJkiVITEzEmjVrsGXLFqFDJCJqNKPJjH1nCtGzlWutc3YkrVrlFlXiiysMkEACtbdNY9aCu260Z86cwfPPPw+LxYLS0lJMmDCh1uulpaVQq9UOC5CIyFNVF54rxKhocTzlT8kswvSBbYUOwy40/lzDbqsTJ07gk08+gUwmw7hx4/DGG2/gxhtvBABER0cjPz9f4AiJiBov7bwOgT4KNBfJ7DYxCAtQIdcNis5Z16+7Wmva6ybsERERuPnmm1FYWIj9+/fXjLJbeXl5YdCgQQ4LkIjIU8WGB2Lpz8evv6MT5OoqUVhuQDutn9Ch2IVGrURhuQF6owlKuUzocFyCxWKBTFb9u1IoFPDz86t102PtHkNE5MrYf/1KWn8VcksqYTZbIJW6VrJ7qbwSPUJcbP06UM817OPGjQMAtGjRAnfccccVr584ccKuQRERERATHoQj50tQaTBBpRA2qUzOKkLXFgGQy2xaSSVaSrkMgT4K5JXo0SLIR+hwXIKrjUgQETXEP+kFuLmTVugwREXtLYdUIkFheRWCXayH+aVcseAcYGPRuZdeeumKhN1kMmHs2LHYv3+/PeMiIvJ4Ad4KRAT74ODZYsGf9idnFiHGTQrOWWn9VcjRMWGvr6qqKqxYsaLm58rKylo/GwwGIcIiIrIbs9mCPacLsGBkR6FDERWJRPJvaze9yyfsrtbSDajnGvbJkyfDYrGgoqICgwcPrvV6ZWUlmjdv7rAAiYg8Wdy/69iFTthTsgrxYJ9IQWOwN41aiTw3KKLjLDExMUhKSqr5OTo6utbP3bt3FyAqIiL7OZZTApVCiohgPsi9nFatRE5JJTrBdWuX5ZXqEeqCDxzqtYb92WefRWFhIRYuXIjp06fXel2pVOKGG25wWIBERJ4sNjwIPx/JETQGk9mC1LPFblMh3krz7wg71c/GjRuFDoGIyKGq168HcwlQHTRu0Is9r0SPuIggocOwWb2mxA8cOBBA9Rr2y4vOERGR48RGBOH1/zsKi8Ui2A3EidwS+KnkaBrgXhVztWpWim+sUaNGYevWrUKHQURkF0kZ+egbFSJ0GKKkdYOH3K46Jd7mPux///03HnvsMdx1113Iy8vD66+/DqPR6Kj4iIg8WusQX5gsFmQWlAsWQ0pmEbq72fp1oLq1Wy57sTfK2bNnhQ6BiMguLBYLdmcUoBcrxNfJHR5ye0TCvnXrVsybNw/t2rXDmTNnAAA7duzA22+/7ZDgiIg8nVQqQUzLQOw7UyhYDClZReje0vWmkF1PdQEd1775EBqnjRKRuziVVwazBWijcY/2pfZmLTrnylx1DbtNCfuaNWuwcuVKzJ49G1KpFKGhoVi9ejW+//57R8VHROTxrIXnhFKdsAcKdn5HqS4659o3H0Jr1qxZo49RUFCAoUOH1ipgdzU//fTTFcVviYjsYXdGAXpGNuGDyKvQqJXIdeFCrQaTGYXlVe4/wn7hwgVER0cD+O+pekREBMrLhZuqSUTk7mLDg7DvTJEg5y7TG3EqrxTdWgQIcn5Hqi4657o3H2Lw/fffo7S0FFVVVQ16/759+zB27FhkZmZecz+DwYC1a9fiiSeegMViadC5iIiuJSkjH71aczr81bj6rLSLpXr4KeVQKWRCh2Izm/qwR0ZGYvv27RgyZEjNtp07dyIiIsLugRERUbXoloE4lVuKUr0Rfkqb/tlutINnixEV6gdfJ5/XGTRqJQrLDdAbTVDKXe8LXCinTp3C22+/jXfffRc///wzZs+eDV9fX6xcuRJxcXH1Ps4333yDxMREzJs3D7Nnz77mvg899BCUSiWmTJmC7777rsGxm0ymBr/38mPY41hix2t1T7zWK1ksFiSl5+PhfpEu/Xtx5Gcb4qtAXokeVQYjZFLhZyHYeq0XiioQ6qcUzedrSxw23YHNnj0bCQkJGDx4MPR6PRYuXIjvv/8eS5YssTlIIiKqH1+lHG00fjiQVYR+bZxbvTY5qxAxbtbOzUoplyHQp/oGpEUQe+7W16uvvgqNRgOLxYIlS5ZgxowZ8PX1xWuvvYYvvvii3sfp378/Ro0aBblcft2E/c0330RYWBi+/vrrRsWempraqPc76lhix2t1T7zW/1woNaKkogoVOaeQkit8MtpYjvpsvWQS/JG0H0He4nnIXd9r3ZtdCW9JFVJSUhwbkAPYlLD37dsXn332GTZv3oxevXrBbDbjgw8+QLdu3RwVHxERoXod+74zhU5P2FMyizC4o8ap53Qma5saJuz1d+zYMaxatQrnzp1DVlYW7r//fvj6+tr88D40NLTe+4aFhdkaZp26du0KmaxxN5omkwmpqal2OZbY8VrdE6/1Sl/uP4terSWIi4lxYnT25+jPtumvfyAkvA26Nhd+mZyt13rMkIVIXT66d+/u+ODqwRp/fdg8x7FDhw544YUXbA6KiIgaLi4iCFtSzjn1nBaLBSlZRZhzc3unnteZqgvPue6aPCEYjUZYLBb8/fff6Ny5M/z8/FBQUAClUvyFfGQymd1uYu15LLHjtbonXut/9pwuQu+oYLf5fTjqs9WqVbhYahDV76m+15pfZoBGrRJV7PVlU8I+fvz4q1ZO/Oijj+wSEBERXSk2PAjPf3sIZrMFUietHTtfXIkyvdGtW9xo/F2/TY2z9e3bF48//jiOHj2KyZMnIysrC08++STi4+OFDo2IqEF2ZxTggd6syXU9WrUKF1y08FxeqR5hASqhw2gQmxL2Xr161fq5sLAQ//d//4exY8faNSgiIqqtZRNveMllSL9YijYaf6ecMyWrCN1aBIqiuIyjaNVKl656K4SXX34ZH3zwAeLi4jBhwgQcPXoUnTt3xpw5c4QOjYjIZueLK5BfqkeXZmqhQxE9rVqFXBf9zswr0YtiKn9D2JSwT58+/Yptd911F9544w27BURERFeSSCSIDQ/EvjOFTk3Yu7tpwTkrjb8Sh7J1QofhUnx9ffH4448DqO6h3qFDByxYsMCu54iJicGLL76I2267za7HJSK63O6MAsRGBEEus6nbtUfS+CtxIqdU6DAaJK9E75I92AEb+7DXpXPnzjh06JA9YiEiomuIiwjCfif2Y0/JLEL3loFOO58QXL2vrBAMBgOWLl2KuLg4DBo0CFlZWRg9ejRyc3MbfMxjx47VmsWXnJxcZ7J+1113YceOHQ0+DxHR5f5JL0Dv1sFCh+EStGoVcly07kteqYck7NnZ2bX+nDlzBitXrkTTpk0dFR8REf0rNiII+zILnXIuo8mM1HPFiHHzhL266BzXsNtixYoV+Oeff7Bs2TIoFAoEBwcjLCwMixYtEjo0IiKb7c7IR69WTYQOwyVUP+R2ze9MVx5ht2lK/KBBgyCRSGCxWGq2BQQE4JVXXrF7YEREVFvX5gHIzC9HcbkBAT4Kh57rWE4JgnwU0Khds0BLfVUXnXPN0QKhbN26FZ9++im0Wi0kEgl8fHywePFiDB06VOjQiIhskleix7miCnRt4Zprm51Nq1a65Br2Mr0RlQYTgn09IGHfvn17rZ9lMhmCg4OhUDj2xpGIiACVQoZOzdTYn1WIge0d2xs9ObMIMeFBDj2HGGjUShRVGKA3mqCUu16rFyGUl5ejSZPq0SjrA3yVSgWplOs/ici17M4oQEzLIP77X08afxXyy6pQZTTDS+46/+bnlejRxFfpskV0bfpNN2/eHIGBgThw4AC2bduGpKQkVFRUOCo2IiK6TGx4EPafcfy0+JQs91+/DgBKuQwB3gpOi7dB9+7dsWLFCgCoafW6ceNGdO3aVciwiIhstjsjHz05Hb7evL1kUKvkyCt1re9MV16/Dtg4wn7mzBlMnDgRBoMBzZo1Q3Z2Nl5//XV8+OGHaNu2raNiJCKif8VFBOGT3Wccfp6UrCKMvaGlw88jBtp/e7G3CPIROhSX8Oyzz+LBBx/EN998g7KyMowYMQJlZWVYv3690KEREdkkKaMAz4/qJHQYLsVarLV5oLfQodSbK69fB2xM2BcvXozhw4dj3rx5kEqlMJvNePPNN/Haa69h3bp1joqRiIj+FRsRiCe/PACT2eKwqV26SgPO5JehSzPPWNNXXXjO9dbkCaVly5b44Ycf8OuvvyI7OxthYWGIj4+Hn5+f0KEREdVbUXkV0i+WIaal+y//sidX7MWeV6JHqJ+HJOwHDhxAYmJizTo1qVSKmTNnon///g4JjoiIamsa4I0AbwWOXShBp2Zqh5zjYFYx2mn94e3lGWv6NP6uW/VWKN7e3hgxYoTQYRARNdjujAJ0ax7gMd919qJRK13uO9OjRthlMhlKS0tris0AQGlpKby9XWdKBBGRq4v5t72boxL2lKxCj1i/bqVVK5HLEfbrio2Nxf79+9GhQ4eateuXO3LkiJOjIiJqmN0ZBVy/3gDWKfGuJK9Ej3Zh/kKH0WA2JewDBw7EnDlz8Nxzz6FFixbIysrCK6+8goEDBzoqPiIiukxceBCSzxRifO8Ihxw/JasIwzqHOeTYYqTxV+JQtk7oMERvzZo1AICPPvpI4EiIiBovKaMAc4e1FzoMl6P1VyL1nGt9Z+aV6tHPP0ToMBrMpoR9zpw5ePzxxzFixIiap+s33XQT5s6d65DgiIjoSrERQfhw12mHHNtisSAlqwhP39LBIccXI61ahe1Hc4UOQ/R69OgBADh06BDuuOOOWrPtiIhcSUmlAcculCAuguvXbeWK35ketYY9MDAQGzduRFZWFvLz89G8eXOEhoY6KjYiIqpDp6ZqXCiuxMVSPULs/AV0trACeqMZrUM8p4BYddE511qPJ6T/+7//w9KlSxEfH4+7774bN95441WnyBMRidHeM4Xo2NQffkqbUiECoHHRKfGuvIbd5o73eXl5yMvLg8FgwOnTp7Fnzx7s2bPHEbEREVEdvORSRLcIdEg/9pSsIkS3CITUQRXoxai66Jxr3XwI6fPPP8eWLVsQHh6OBQsWYODAgUhMTMTZs2eFDo2IqF64fr3htC5WdM5stuCiJ/Vh37RpE1555RVYLJZa2yUSCQvNEBE5UUxEIPZlFuJmO681T84sQkx4oF2PKXah/koUlhugN5qglLNacH1ERUVh3rx5mDNnDn799VcsWrQIq1atQlpamtChERFdV1J6PhLi2wgdhksK9VeiuMKASoMJKoX4vzOLKgyQSiVQq1x3NoVNka9evRqLFy/GyJEjoVAoHBUTERFdR1x4EN7/M8Pux03JKsS0gZ51E6NSyBDoo0BeiR4tgnyEDsdl/PPPP/j222/x008/oXXr1nj00UeFDomI6Loqqkw4lK3DDZEcYW8IpVyGJr5eyNXpER4s/u9M6/p1V166ZVPCXlVVhTvuuMNBoRARUX3FRgThwKfJqDKa4SW3eXVTnaqMZhzO1nlUSzcr7b+92JmwX9/SpUuxdetWlJWV4dZbb8Unn3yCDh08p0ghEbm2/ZmFiAr1Q4APBx8bSuOvRE5Jpesk7C48HR6wMWHv1asX/vnnH/Tu3dtR8RARUT2E+CkRFqDCkfM6RNspwT56QQeNWolgF66k2lDVhee4jr0+9u3bh5kzZ2L48OFQKj3v7woRubakjAL04vr1RnGlXux5pZWekbDPnz8fAFBRUYGpU6eib9++CAwMrLXP4sWL7R4cERFdXWx4EPadKbRbwp6SVYTuLT2zxY3m3xF2ur6PP/64zu0FBQVs9UZEopeUno+JfSOFDsOlhald5zvT40bYg4ODMWLECEfFQkRENoiNCEJSej4eQiu7HC8ls8gjp8MD1SPsuRxhr5eDBw/ijTfeQE5ODsxmMwDAYDCgoKAAhw4dEjg6IqKr0xtNSMkqwg0cYW8UrVqJXFcZYS/RQ+MJCTtHz4mIxCcuPAjv/XrSbsdLySrCuN4RdjueK9H6K3EoWyd0GC7hpZdeQsuWLdG2bVtkZWWhX79++OijjzBnzhyhQyMiuqYDWcVo2cQHIR649MueNGoV9p4uEDqMeskr0SMyxFfoMBqlXgn7ihUrrrvP9OnTGx0MERHVX/swfxRXGHC+uAJNA7wbdazicgPOFlagczO1naJzLVq1CtuP5godhks4ceIEPv74Y5w9exaLFi3CpEmTEBMTg5deegmTJk0SOjwioqvanZHP/ut2oHWlKfGl1VXiXVm9EvakpKRrvu7KZfKJiFyVTCpB9/BA7D9ThJHdGpewp5wtQoem/i7RU9URqovOucbNh9DUajVUKhVatmyJEydOAAC6d++Oc+fOCRwZEdG1JWUUYExcC6HDcHladXWVeFfgMWvYN27c6Og4iIioAayF50Z2a9qo4yRnFnrs+nXAWnTONW4+hNa6dWt8+umnuO++++Dj44MjR47Ay8uLD++JSNQMJjP2nSnEm2OihQ7F5WnVKuS6ygi7pyTs33//PW699VZs2bLlqvuwPzsRkfPFRgRh2S8nGn2clKwi3N69mR0ick2h/koUlhugN5qglHvmLIP6mjlzJh577DH069cPkydPxj333AOZTIb77rtP6NCIiK7q0LlihPpXt0Slxgn29UJ5lRGleiP8lDbVMHeqKqMZheUGl69ZUK/f8KpVq3DrrbciMTGxztclEgkTdiIiAcS2DEJatg6VBlODp7NbLBYcyCrCC6M62zk616FSyBDoo0BeiR4tgnyEDkfUYmNj8ccff8DLywvh4eHo0KEDSktL0a9fP6FDIyK6qt0ZBegZyfXr9iCXSRHiV10p3i/UT+hwriq/TA+1Su7yy/3qPcIOADt27HBoMEREZJsAHwXCg31w6FwxejTwRuRMfjksACKDPTtR1fqrkMuE/brKysqQnJyMoqIiBAcHIzo6Gj4+/J0RkbglZRRgRNfGLR+j/1gLz7UWccLuDtPhARv6sJvNZhQXFyMoKAgA8M8//+DIkSOIj49Hq1b26QFMRES2iw0PxL4zhQ1O2FOyihDdItDj1yBrXKivrFDef/99rFixApWV//2efH198cQTT2DcuHECRkZEdHUmswV7Thfgxds8dyaZvWnVSuSKvPCcuyTs0vrslJOTg1GjRuGNN94AAGzduhWTJk3C1q1bcffdd+PgwYMODZKIiK4uLqK68FxDpWQVeXTBOavqwnOuUURHCF988QVWrVqFZ599Fn/++ScOHTqE33//HXPnzsWyZcvw008/CR0iEVGdjl4ogb9SjhZBjeuoQv/RqMVfrLU6YXf9mgX1StiXLl2K9u3bY+7cuQCA5cuX45FHHsHXX3+N559/vl592omIyDHiIoKwP7MIFoulQe9PzipC9/BA+wblgjQuMFogpE8++QSLFy/G3XffjdDQUMjlcmi1Wtx3331YuHAhO8oQkWjtPl2Anq2aePxMMnvSusBD7rwS1+/BDtQzYf/777+xYMECBAcHIzs7G5mZmbjtttsAAIMHD0ZKSoojYyQiomtoHeKHKqMJWQUVNr9XbzThyHkdurcItH9gLkbrrxT9zYeQTp8+jYEDB9b52pAhQ5Cenu7kiIiI6md3RiF6tQ4WOgy3olUrxT/CXupBU+JLS0vRpEn12sgDBw5ArVYjKioKAKBUKmEwGBwXIRERXZNUKkFsRBD2Z9o+LT4tW4dmASoE+Xo5IDLXolFXF52jukkkEsjldZe+8fLyqrWunYhILCyW6vXrPVuxQrw9uUIvdo9awx4QEICCggIAwO7duxEbG1vzWnp6ek0hOiIiEkZseMPWsXP9+n+0LDpHROR2ik0KBPt5oXWIr9ChuBWNWokckS8jc5eEvV5V4gcOHIiXX34ZQ4cOxdatW/HCCy8AAHQ6HZYtW4Ybb7zRoUESEdG1xUUE4dVtR2x+X3JmEWK5fh2AteicuG8+hGQ0GrFly5arvm4ymZwXDBHRdVRUGSGTStGpfVtsjVWiwmCCj1e9G2TRdWj/LTpnsVhEWxsg103WsNfrb+3s2bMxa9YsPPPMMxg5ciRGjRoFABgwYABCQ0Px4osvOjRIIiK6tuiWgTiRU4oyvRG+yvrfkKRkFWFyf7bmBIBQfyUKyw3QG01QymVChyM6ISEhSExMvOrrwcFcH0pE4qA3mLDq93Ss35kBXYURam85JvVthYT4KCgV/PfdHpr4eMFoskBXaUSAt0LocK5gsVg8a4RdrVbjgw8+uGL78uXLccMNN0CpdP1fBBGRK/NTyhGl8cOBs0XoGxVSr/fkl+pxQVeJjk3VDo7ONagUMgT6KJBXokeLIB+hwxGdHTt2CB0CEdF1VVQZser3dCzbfqJmm67CWPPz1AGtOdJuB1KpBBr/6qVkYkzYy6pM0BtNaOIGNXrqtYb9avr3789knYhIJOIiArHfhnXsB84WoXMzNbzkjfoqcCsafyULzxERuTCZVIr1OzPqfG39zgzIpfzOsxeNWoULIl1KlleiR7CfEjKpOKfr24J/Y4mI3ISthedSMllw7nLVVW/FefNBRETXV1JpgK7CWOdrugojSirZ3cpeqlu7ifMht7v0YAeYsBMRuY24iCAkZxXBbLbUa/9kVoi/QnXhOXHefBAR0fX5qxRQe9c95V3tLYe/SnzTt12VtfCcGLnL+nWACTsRkdsIb+IDmUSC9Itl193XbLbgQFYRYlqyLeelNGolckXepoaIiK7OZDZjUt+6i6lO6tsKRrPZyRG5LzHPSssrqWTCTkRE4iKRSBAbEYT9mdefFp+RXwa5TIqWTbydEJnr0PqLd3ofERFdn7eXHAnxUZg5uG3NSLvaW46Zg9siIT6KBefsSCPi78y8UvcZYeffWCIiNxIbHoT9ZwpxT4+W19zPun5drL1ThaJRq5B7LE/oMIiIqBGUChke6B2BqQNao6zSgAAfJYxmM1u62ZlWrUKOSGel5ZXo0SHMPbrgcISdiMiNxNVzhD05q5Dr1+ugVStFO72PiIjqb/uRHDy35RBys9Ihk1g4su4A1VPiRTrCzjXsREQkRt1aBOD0xXIUV1y7Cm4KC87VqbroHBN2IiJXd+BsEaJCfVFZyX/THUX7b92X+ha7dSZ3mhLPhJ2IyI2oFDJ0bOqPlKyiq+5TaTDh2IUSRDNhv0KovxKF5QbojSahQyEiokY4kFWMrs0DhA7DrQV4K9DEVwmdCFvlcYSdiIhEKzbi2v3YD50rRngTHwR4s7XN5VQKGQJ9FMgrEecUPyIiur5KgwknckvQtbl7rGEWq0qDCb/OHQCDyYIqoxnlVUahQwJQ3QnnYmmV2yTsXMxBRORmYsODsHlP1lVfr54Oz3ZuV6PxVyK3RI8WQT5Ch0JERA1wOLv6wTR7rjuO3mDCqt/TsX5nBnQVRqi95Zj0/+3deXhTVf4/8Hf2pDRpoSulBUoX1pa2FAoVhAKFUXEDFEWZYRFxCoKgo7g7I4j6c2MRwQVwBnRUBL4gOiooFUV2uggCZe+CbWlJuqZZf38w7VhpoUuSm9y8X8/D89Cbm5PPSZucfHLO/ZzUSGSMiBK8uN/lGhPkUgm0KnGkupxhJyISmQHdOiIrXw9rM9eUHcnXI6Grv2uD8iDuvK8sERFdX3a+Af3D/YUOQ7RqTRas3HUaS3fmoaL2yqx6Ra0FS3fmYeWu04LPtNdfvy6WnXAESdjLysqQkZGB5ORkpKSkYPHixbBYmv7Ffvzxxxg7diwSExMxduxYbNiwoeE2m82GxMREJCQkIDExseFfTU2Nq7pCROR2wvw18FXJcbK4ssnbsy7okcjr15sVrFWjhEviiYg8Vk6BHvHhvH7dWWRSKdbuOdvkbWv3nIVcKuycsJiuXwcEWhL/yCOPICQkBLt378alS5fw17/+FevWrcMDDzzQ6LwdO3bgjTfewHvvvYf+/fsjKysLDz74IAIDAzF27FicOnUKZrMZhw8fhlKpFKIrRERuqX57t96dG1+/V1pZh7LqOvQM1QoUmfsL1qlYKZ6IyINlFxjwl9TuQochWpVGc8PM+h9V1FpQaTQjwFe4hLm0sg5BAj6+o7n864/z589j//79+Nvf/gaNRoOIiAhkZGQ0mjmvV1xcjJkzZyIhIQESiQSJiYlISUnBgQMHAAC5ubno2bMnk3Uioj9I7OrfZOG5rHw9+oX5QSHjFVHNCdGqUOym+8oSEdG1GWrNKLxce9UX1uQ4WrUCOk3T8746jVzw2gGcYW+nvLw8+Pv7IyQkpOFYVFQUioqKUFFRAZ3ufy+u++67r9F9y8rKcODAATz55JMAriTsdXV1mDBhAgoLCxEVFYVHH30USUlJrYrJanXM9j317TiqPXfGvooT+yoeiRF+WL/3PKxWa6O+Hj5fjv7hfqLttyN+r4G+ShRXGAV7jsT6uyEicoXcAgNiQ32hVsj4fuokVpsN01IjsXRn3lW3TUuNhMVmg1LAUmlM2NupuroaGo2m0bH6n2tqahol7L9XWlqKWbNmoV+/fhg3bhwAQK1WIz4+HvPmzYOfnx82bNiAGTNmYOvWrYiIiGhxTLm5uW3sjWvac2fsqzixr57PbLOj6HINMvcdhp/qyqCZm5uLH38tR3oPDbKysoQN0Mna83s1XDLhfEmF6J8jIiIxyi7Qs+Cck2mUcmSMiAIAt6wSX1pVh8igDoLG4EguT9h9fHxQW1vb6Fj9zx06NP3EZmVlYd68eUhOTsaSJUsgl18Je+HChY3OmzFjBjZt2oTMzEzcf//9LY4pLi4OMln7/7CsVityc3Md1p47Y1/FiX0Vl7iDe2HWhSMuNgC5ubno07cfzm79HncMTUCXjprrN+CBHPF7DSivwev7fkZCQoJjg2uh+j4QEVHrZefrMbp3yPVPpHZRKWSYNbwHZqdFo9JohkYpQ53FJniyDojvGnaXJ+wxMTHQ6/W4dOkSAgMDAQCnT59GaGgotNqriyBt3LgRixYtwty5czF9+vRGt7355psYO3Ys+vTp03DMZDJBpWrdL0gmkzn0A7uj23Nn7Ks4sa/ikNytE7IKDBjdOxgAcK68FmqFHBEBHUSz1Ulz2vN7DfX3QXmNGRY7oJKL82+DiEiscgoMWDAmVugwvIKP8koqGeCrwlObcxHR0Qd//e/Mu5BKK+sQrFMLHYbDuPzigu7du2PAgAF46aWXUFVVhfz8fKxcuRITJ0686tyvv/4aL7zwApYvX35Vsg4AJ0+exOLFi1FaWgqTyYQVK1agqqoK6enprugKEZFbS+zasVHhuex8AxK7+os+WW8vtUIGfx8FSrm1GxGRRymuMKLCaEZMMHdCcbWxfUOx6XAB7Ha70KE07MMuFoJUA1i2bBksFgtGjRqFu+++G8OGDUNGRgYAIDExEVu3bgUArFixAlarFXPnzm20z/pzzz0HAFiyZAm6du2K22+/HSkpKdi/fz/Wrl0Lf39/IbpFRORWkrr5I6dAD7PVBgDIKtAjgfuvt0iwVsW92ImIPEz2f3dCkUn5xbSrDY0OhKHWjNxCg6Bx1Fms0NeYEegrnl3EBNmHPTAwEMuWLWvytiNHjjT8f9u2bddsx9/fH0uWLHFobEREYhGsVSNIq8KvFysBXJlhv61/F4Gj8gwhOjVKuBc7EZFHySkwID7cT+gwvJJMKsGdiV2w6XAh4gUs+ldWZYKfRiGqS9q4ES8RkYgN6NoRR/L1MFpsOFVahTh+kGmRIM6wExF5nOwCPfpzJZlgxieFY2t2EUwWm2AxiG1LN4AJOxGRqA3o1hEniytRZlaif7g/tGqF0CF5hBCdGsWcYSci8hh2ux05BQZu6SagnqFadPZTI/NkqWAxiK1CPCDQkngiInKNP/ULxYQB4TDUmDAmRYUak6Whqis1L0Srwi9FFUKHQURELXS+rAZSCRDRSZzblnqK8Unh+PxQAdL7CLO1ntgKzgGcYSciEq06sxXr917A4CU7MeTl7zHopR1YnXkGdWar0KG5vWCdmkviXaS8vBzp6enYt29fs+dkZmbi1ltvRUJCAm666SZ8//33LoyQiDxBdoEe8eHcCUVotyeEIfNkKfQ1JkEen0viiYjII9SaLFi56zSW7sxDRa0FAFBRa8HSnXlYues0akwWgSN0byE6FYvOucChQ4cwadIkXLhwodlzzp07h4cffhjz5s3DwYMH8fDDD+ORRx5BcXGxCyMlIneXnW9Af9ZpEVygrwqpUQHYlnNRkMdnwk5ERB5BJpVi7Z6zTd62ds9ZyKV8+7+WYC1n2J1t8+bNeOyxxzB//vzrnpecnIzRo0dDLpfj5ptvxsCBA/HJJ5+4KFIi8gQ5LDjnNsYnhWPT4QJBHpvXsBMRkUeoNJobZtb/qKLWgkqjGQEiG9AcKUirQnm1CXUWq6i2hnEnQ4cOxa233gq5XH7NpP3UqVOIjY1tdCw6OhrHjx9v9WNare2/HKS+DUe05e7YV3ESY18tVht+KTKgX5i2Ub/E2NdrcZf+psUG4MlNOcj7zYAeQb5OeYzm+lpSaURAB4Xgz8H1tCY+JuxERCKkVSug08ibTNp1GjmrxV+HWiGDv48CpZV1CO/oI3Q4ohQUFNSi86qrq6HRNC4ipVarUVNT0+rHzM3NbfV9XNGWu2NfxUlMfT2nN8NXDhSc+hVNzeuKqa8t4Q79TQlTYNXXRzC5n9apj/PHvhaWVaKs8CyyqoWZ4XcGJuxERCJktdkwLTUSS3fmXXXbtNRIWGw2KHlV1DUF/3cvdibswtJoNDAaG9cTMBqN6NChQ6vbiouLg0zWvhUTVqsVubm5DmnL3bGv4iTGvp44kI/kHnIkJCQ0Oi7Gvl6LO/V3ZsfLeOTTbLw8uT+kUscXAmyqr3a7HRVbdmBocjwC3XwVYX38LcGEnYhIhDRKOTJGRAG4cs16Ra0FOo0c01IjkTEiCiqF+D+4tFeITs3Cc24gNjYWR48ebXTs1KlT6NevX6vbkslkDvsQ68i23B37Kk5i6mtuUQX6R3Rstj9i6mtLuEN/B0YGQCGT4uAFA4ZEBTjtcX7f16o6C0xWGwK1Gsic8CWBUJiwExGJlEohw6zhPTA7LRqGmjr4+ahgsdmYrLdQ0H9n2ElYt912G9auXYsvv/wSY8aMwTfffIP9+/fj6aefFjo0InIT2fkG3BofJnQY9DsSiQTjE8Px+eECpybsv1daWYeADkpRJesAq8QTEYmaj1IOmcSOkvwzkEns8FHye9qWCtGpUcwZdkEkJiZi69atAICoqCi8/fbbWL16NQYOHIiVK1di+fLliIyMFDhKInIHRrMVp0qq0I9burmd8Uld8J9ffnPZVrJi3NIN4Aw7EZFX+OM1wHR9IVoVjhZVCB2GVzhx4kSjn48cOdLo52HDhmHYsGGuDImIPMTRIgMiOmmgYzFVtxPRyQd9wnT45mgx7kjs4vTHE2vCzhl2IiKiJgTr1CjmkngiIreWnW9A/3B/ocOgZkxI6oLPXbQne2mlUXR7sANM2ImIiJoUolOx6BwRkZvLKdCjf4S/0GFQM26K64xD5y/jN4Pzx9MSzrATERF5j2CtmkXniIjcXHaBAfG8ft1t6dQKjOodgi1ZhU5/LC6JJyIi8iJBWhXKq00wWWxCh0JERE0w1JpReLkWvTvrhA6FrmFCUhd8fqgAdrvdqY9TWsWEnYiIyGuoFTL4aRQoreIsOxGRO8otMKBnqBZqblfq1oZGB0Jfa8Yvhc4t5FpaWcdr2ImIiLxJiE7Frd2IiNxUdoGey+E9gFwmxR0JYU4vPscl8URERF4mRKdm4TkiIjeVna9nhXgPMT4pHFuzi2C2OucyM6vNjrJqExN2IiIibxKkVbHwHBGRm8pmhXiP0buzDqE6NTJPlDql/cs1JihkEviq5E5pX0hM2ImIiJoRolNzSTwRkRsqrjCi0mhBdLCv0KFQC4134p7s9cvhJRKJU9oXEhN2IiKiZgRrVSip4Aw7EZG7yc7Xo1+YH2RS8SVoYnVbQhh2nSiFvsbk8LbFWnAOYMJORETUrBCdGsVcEk9E5HauLIdnwTlPEqxVY3CPTvgi56LD2xZrwTmACTsREVGzQnQqFp0jInJDOQUGxLPgnMeZMCAcm5ywLF6se7ADTNiJiIiaFaxVs+gcEZGbsdvtrBDvoUb3DkFeSRXOlFY5tN0rS+LVDm3TXTBhJyIiakaQVoXyahNMFudsQ0NERK13rqwGMqkEEZ00QodCraRWyDAuvjM2Hyl0aLtcEk9EROSF1AoZ/DQKlFZxlp2IyF3kFOgRH+4vyorg3mB8Ujg2HS6EzWZ3WJtM2ImIiLxUiE7Frd2IiNxIdr4B/cNZcM5TJXfrCJlUgv3nyh3WJq9hJyIi8lIhOjULzxERuZErFeL9hQ6D2kgikVzZk/2Q44rPcYadiIjISwVpVSw8R0TkJixWG44WsUK8pxufGI6vfvkNtSZru9uqs1hhqDUj0FfpgMjcDxN2IiKiawjRqbkknojITZwsrkInH6VoZ1O9RdcAH/TurMU3x35rd1uXqkzw91FAJZc5IDL3w4SdiIjoGoK1KpRUcIadiMgdcDm8eExICsfnh9tfLf7Klm7i/QKHCTsREdE1hOjUKOaSeCIit1BfIZ48383xnXHwXHm7V7GJ+fp1gAk7ERHRNYXoVCw6R0TkJlghXjx0agVG9grGlnbuyc6EnYiIyIsFa9UsOkdE5AZqTVbklVSiHxN20biyLL4Adnvb92TnkngiIiIvFqRVobzaBJPFJnQoRERe7dhFA7p28oFOrRA6FHKQYTGBKK8242hRRZvbKK0ycoadiIjIW6kVMvhpFCit4iw7EZGQsvMNLDgnMnKZFHckhOHzw23fk51L4omIiLxciE7Frd2IiASWXaBHfxacE53xSeHYmlUEs7VtK9mYsBMREXm5YK2aW7sREQksp8CAeF6/Ljp9wnQI0qrww8nSNt2/tIoJOxERkVcL1qlQUskZdrpCrVYLHQKR1zHUmFF4uRa9O+uEDoWcYOKA8DYti7fb7Sw6R0RE5O1CdGouiSfUmiyw2iUIiugBq12CGpNF6JCIvEZOoR49Q7VQK2RCh0JOcFtCGL4/XgpDjblV96uqs8JstaOjj9JJkQlPLnQARERE7i5Yq8KxdlSwJc9XZ7ZiVeYZrN1zFhW1Fug0ckxLjUTGiCiomEAQOR2Xw4tbsFaNlB6d8EVuEe5L6dbi+12qqkOgrxJSqcSJ0QmLM+xERETXEaJTo5h7sXutWpMFK3edxtKdeaiovTKrXlFrwdKdeVi56zRn2olcIDtfzwrxIjc+KRybDhe26j5iLzgHMGEnIiK6rmCtCiVcEu+1ZFIp1u452+Rta/echVzKj1NEzsYK8eI3pk8IThZX4uyl6hbfp7RK3NevA0zYiYiIritEp0YJZ9i9VqXR3DCz/kcVtRZUGlt3zSURtU5xhRGVRguig32FDoWcSK2Q4Za4ztjciuJznGEnIiIiBGlVKK82wWRp2x6x5Nm0agV0mqbL/ug0cviq5bDb7S6Oish7ZOfr0a+LH2Qivk6ZrhifFI5NRwphs7XsPfVSlYkJOxERkbdTK2Tw0yhQWsVZdm9ktdkwLTWyydumpnbHz6fLcNuKn/DpwXwYzVYXR0ckfleWw7PgnDdI7tYREglw4Fx5i84X+5ZuABN2IiKiFgnRqbi1m5fSKOXIGBGFeaNiGmbadRo55o2KwewR0bghOhCzhvfAxkMFGLxkJ1768lecL2v5NZhEdG1XKsT7Cx0GuYBUKsH4xJbvyV5aVYcgrdrJUQmL27oRERG1QLBWjZIKzrB7K5VChlnDe2B2WjQMNXXw81HBYrM1bOk2Lj4M4+LDcPy3Cqzfex7jlv2IAd074s9DumF4bDCX8hK1kd1uR3a+Hi/dGSd0KOQi45O6YNyyH/H32/pBo7z2tpmXKrkknoiIiAAE61QoqeQMuzfzUcohk9hRkn8GMokdPsqr5z16heqw6I447HlyJNJ6BmPx9l8x4rXvsTrzNC5XmwSImsiznSurgUwqQXhHjdChkIt0C+iAnqFafHPst+uee2WGnQk7ERGR1wvRqbkkngAARuP1/w60agX+ktodOxYMxyvj43Hkgh43vPIdHv00G9n5eucHSSQSOQV6xIf7QyLhKhVv0pI92a12O8qqxT/DziXxRERELRCsVeFYUYXQYZCHkUgkSI0ORGp0IC4aavHRvguY8eFBdPFXY8qQ7hgX3xlqxbWXfBJ5s+x8A/pH+AsdBrnYLfGdsWj7MRRXGBGia/oa9ao6G5QyKTpcZ9m8p+MMOxERUQuE6NQo5l7s1A6d/TR4dExP7Fk4EjOG9cAnBy5gyJKdWPLlr8gvrxE6PCK3xArx3slPo0Bar2D8X1bzs+yXjTYEaZWiX33BhJ2IiKgFgrUqlHBJPDmAUi7Fbf3D8NlDqdjwwGBUGC24aeluTF93AN+fKGm0/3CtyQKTxYayqjqYLDbUmCwCRk7kWharDUeLWCHeW01I6oLPDxXCbm96T/bLRhsCRb6lG8CEnYiIqEVCdGqUcIadHKxPmA5Lxsfhp4UjMTQ6EC9uO4a013fhswNX9nRflXkGyYu/xYBFO5C8+FuszjyDOu71Tl7iZHEVAjqoRH+NMjVtWEwQyqrrcOxi05ej6Y02r/jb4DXsRERELRCkVeFyjQkmiw1KOb/vJsfy0ygwfWgkpqZ2x57TZdAoZXj7+1NY/t2phnMqai1YujMPADBreI8mq9QTiUl2gR7xXA7vtRQyKW5PuDLL3jfs6r8DvdGKIM6wExEREQCoFTLo1AqUVnGWnZxHKpVgaEwg4rr44cOfzzV5zto9ZyGX8iMciV99hXjyXuOTumBrdiHMVttVt+mNNgT6KgWIyrX4bk9ERNRCIToVt3Yjl6g0mlFR2/T16hW1FlQazS6OiMj1svIN6B/BGXZv1qezDoG+KuzOK73qtstesiSeCTsREVELBWvVKKngDDs5n1atgE7T9JJ3nUYOrVrh4ohcg0X2qF6tyYpTJZWI68KE3ZtJJBKM/2/xuT/SG21cEk9ERET/E6xToaSSM+zkfFabDdNSI5u8bVpqJCy2q5eHero6Ftmj3zl20YCunXxE++UUtdwdCV3w3fESGGoaryzSG62cYSciIqL/4Qw7uYpGKUfGiCjMGxXTMNOu08gxd2Q0HhgWKbqCc7UmC1buOo2lO/MaLgWoL7K3ctdpzrR7oSvL4f2FDoPcQLBOjUGRnbA992Kj47yGnYiIiBrhNezkSiqFDLOG98DBp9Nx6JnROPh0OqbeEIn73t+Ho0UGocNzKJlUirV7zjZ5G4vseaecAj36s+Ac/df4pC7YdLig4ec6sxXVZjsCuCSeiIiI6oXo1CjmXuzkQj5KOZRyKQJ8VVDKpejUQYnxiV3w+MacJqsmeyoW2aM/yikwcEs3ajCmTyhO/FaJc5eqAQCXqkzwVUqg8oJtVsXfQyIiIgcJ1qpQwhl2Etifh3SHRiHDuz+cEToUh/HWInvUNEONGYWXa9G7s07oUMhNaJQy3BzXGZuOXCk+V1pVB3+1TOCoXIMJOxERUQuF6NQo4Qw7CUwqleCVifFYlXkap0oqhQ7HIeosVvxlSPcmbxNrkT1qXk6hHj1DtVArvCMho5apXxZvs9lRWlmHjmrvSGW9o5dEREQOEKRV4XKNCSYLkwcSVlSQLzJGROPxjTmw2uxCh9Nub39/Cg8M63FVkb15o2KQMSJKdEX26NpyCrj/Ol1tYPdOAICD5y+jtIoJOxEREf2BWiGDTq1AaRVn2Ul4M4dFwmy1Y92ec0KH0i4bDxVge+5FSCVoVGRv35OjMS6+M1ScZfU6Wfl6xLPgHP2BVCrB+MQu+PxQAaqNVvTurBU6JJdgwk5ERNQKrBRP7kIuk+KVCfF4a8dJnC+rFjqcNjlVUoV/bDuK5fcmQatWNCqyd7K4Eve+t5dbunkhVoin5kwaGIGxfUMwdWgkpqb1g9UuEf17BBN2IiKiVuBe7ORO+oTpMO2GSCz8PBd2u2ctjTearZjz0WHMHRWDhCb22+4f4Y9+Xfzw4Z7zrg+OBPObwYhKowXRwb5Ch0JuKNBXhSP5egx6aQeGvPw9khd/i9WZZ1BntgodmtMwYSciImqFYJ0KJZWcYSf3MSctGmXVdfh4f77QobTKi18cQ5i/BjOGRjZ7zoL0WLz7w2lu6+ZFsgv06NfFDzKpROhQyM3UmixYues0ln93qmEbyIpaC5buzMPKXadFO9POhJ2IiKgVOMNO7kYpl+LVif3xyn+Oo0hfK3Q4LbI95yJ2/lqC1+7qD4mk+cQsPtwfA7t3wpofz7kuOBLUleXwLDhHV5NJpVi752yTt63dcxZyqThTW3H2ioiIyEl4DTu5o4QIf0waGIGnN7v/0vgLZTV4eksult2biE4dlNc9f356LD748QwMNZxl9wZXKsT7Cx0GuaFKo7lhZv2PKmotol2Jw4SdiIioFUJ0ahRzL/Z2KysrQ0ZGBpKTk5GSkoLFixfDYmn6g9imTZvwpz/9CYmJiZg0aRIOHDjg4mg9w/zRsTh7qRpbsgqFDqVZJosNcz4+jBk3RGJQZKcW3ad3Zx2GxQbhvd1nnBwdCc1utyM7nwXnqGlataJh28c/0mnk0KoVLo7INZiwExERtUKwVoUSzrC32yOPPAIfHx/s3r0bGzduxM8//4x169Zddd7OnTvx/PPP44knnsDBgwcxY8YMzJw5E2fOMHn7I41ShlcmxOPFL35FqZt+qfTqf47DVyVHRlp0q+43f3QMPtxzDmXcUlHUzpXVQCaVILyjRuhQyA1ZbTZMS2265sW01EhYbDYXR+QaTNiJiIhaIUSnRombJkOe4vz589i/fz/+9re/QaPRICIiAhkZGdiwYcNV537xxRcYN24c0tLSIJPJMGbMGCQnJ+Pzzz8XIHL3l9IjALfEdcbzW38ROpSr7Py1GFuyivDWpIRWFxSLDtYivU8IVv/AL2rELKdAj/4R/tesa0DeS6OUI2NEFOaNimmYaddp5Jg3KgYZI6Lgo2x69t3TibNXREREThKkVeFyjQkmiw1KOb/3bou8vDz4+/sjJCSk4VhUVBSKiopQUVEBnU7XcNxqtcLHx6fR/aVSaZtm2K3W9m/7U9+GI9pylsfGxOCmZT/iy5xCjO0b2uZ2HNnXiwYj/vZZNt64uz8COija1ObstB64/e09mJ7aDUFaVbtj+j1P+L06ijv39ciFy4gL0zksNnfuqzN4Q3/lUmDWjZGYnRYNQ00d/HxUMFutkEs9q9+tiZUJOxERUSuoFTLo1AqUVtWhiz+XbbZFdXU1NJrGz139zzU1NY0S9rFjx+K5557D2LFjkZSUhF27duHnn3/GwIEDW/24ubm57QvcSW05w4w4DZ7alAOf6iJole37Yqm9fbXa7Hg+sxwjuiqhrS5AVlZBm9tKCVPiHxv3YUai7vont4G7/14dyR37+vOJMozv1QFZWdUObdcd++pM3tBfuVwOuVyOIoul2fonYsGEnYiIqJXqr2Nnwt42Pj4+qK1tvP1Y/c8dOnRodPyWW25BeXk5nn32WRgMBgwfPhzjxo276v4tERcXB5lM1vbAcWVWJDc31yFtOVMCgGPVufi/C3a8NjG+TW04qq9vfJsHjU8dlkweBLmsfV8ePN+tFjcv/xFP3tkTYQ58/XnK79UR3LWvZqsN57fswB03JiLQ1zErKNy1r87iTf319L7Wx98STNiJiIhaKUSnRjH3Ym+zmJgY6PV6XLp0CYGBgQCA06dPIzQ0FFqtttG5paWlGDZsGKZMmdJw7O6778aYMWNa/bgymcxhH+wc2ZazPDeuL9LfzMQPp8qQ1jO4ze20p68/5l3Cxwfyse3hoVAp21/BuWugL+5I7IJ3fjiLl+6Ma3d7f+QJv1dHcbe+Hi+uQkAHFUL8fK5/ciu5W1+dzZv66w195cV3RERErRSsU6GkkpXi26p79+4YMGAAXnrpJVRVVSE/Px8rV67ExIkTrzr3wIEDmDJlCgoLC1FXV4d169bh7NmzuPPOOwWI3LP4+Sjw4h398NSmXEH2Jy6trMP8T7PwyoR4h65GmZMWg61ZRcgvr3FYmyS8nAID4sP9hA6DyO0wYSciImqlYK0aJZxhb5dly5bBYrFg1KhRuPvuuzFs2DBkZGQAABITE7F161YAwM0334xJkyZh0qRJGDJkCHbu3IkPP/wQAQEBQobvMcb2DcWAbh3x8lfHXfq4Npsd8z/Jwrj4zkjvE3L9O7RCqJ8adydHYNnOPIe2S8KqrxBPRI1xSTwREVErhehUOFZUIXQYHi0wMBDLli1r8rYjR440+nnOnDmYM2eOK8ISpb/f1hdj3vwB4+LDMCTKNV90vJN5GoZaMxbe1Msp7f91RBRGvrYLGWnRiAzscP07kNvLyjfg1v5hQodB5HY4w05ERNRKwVruxU6eI8BXhedu7YOFm3JQa3L+tkcHzpXj3R/OYMXkRKjkzrm2NEirwuTBXbF0x0mntE+uVWuy4lRJJeK6cEk80R8xYSciImqlEJ0KxRW8hp08x239wxAT7IvXvznh1Me5XG3C3I+P4MU7+qFbgHNnvh+6MQo7j5fgZHGlUx+HnO/YRQO6BXSAVt3+woREYsOEnYiIqJVCdJxhJ88ikUiw6I44fHaoAIcvXHbKY9jtdvxtYzZG9AzCbS5Y2tyxgxLTUrvjLc6ye7ysfBacI2oOE3YiIqJWCtKqcLnGBJPFJnQoRC0W6qfGUzf3wuMbc1BncfzS+DU/nUN+eS2eG9fX4W03Z8awHvjpVBmOFhlc9pjkeDkFevQP9xc6DCK3xISdiIioldQKGXRqBUqrOMtOnuXu5AiE6tRY8d0ph7abU6DH0h0nsWJyIjRK1+2J7KdR4IGhkXjzW1aM92Q5BQZWiCdqhiAJe1lZGTIyMpCcnIyUlBQsXrwYFoulyXM//vhjjB07FomJiRg7diw2bNjQ6Pb33nsPN954IxISEjBlyhScOXPGFV0gIiIvF6xVoYTXsZOHkUgkWDI+Duv2nHPYrHSF0Yw5Hx3BM+P6ICZE65A2W2Pa0EgcvnAZWfl6lz82tZ+hxozCy7Xo3dn1fztEnkCQhP2RRx6Bj48Pdu/ejY0bN+Lnn3/GunXrrjpvx44deOONN/DKK6/g8OHDePnll/HWW2/h66+/BgBs3rwZ//rXv/DBBx9g37596Nu3L+bOnQu73e7iHhERkbcJ0alRzL3YyQNFdPLBo+mxeHxjDszW9l3WYbfb8eSmXCR19cddA8IdFGHr+KrkmHVjD7zxLa9l90Q5hXr0DNU6bUcBIk/n8oT9/Pnz2L9/P/72t79Bo9EgIiICGRkZV82cA0BxcTFmzpyJhIQESCQSJCYmIiUlBQcOHAAAfPrpp5g8eTJiYmKgUqnw6KOPoqioCPv27XN1t4iIyMsE61QoqeQMO3mmPw/pDo1Chnd/aN/KxI/35+NYUQUW3RkHiUTioOha789DuuNYUQUOnisXLAZqmyvL4Vlwjqg5clc/YF5eHvz9/RESEtJwLCoqCkVFRaioqIBOp2s4ft999zW6b1lZGQ4cOIAnn3wSAHDq1CnMnDmz4XaFQoHu3bvj+PHjGDx4cItjslodU3ilvh1HtefO2FdxYl/FiX11jiBfJX4z1Dr8sbzh90TCk0oleGViPO54+yeM7RuC6ODWL0c+/lsFXv7qV3z84GD4qlz+kbIRjVKGjBFReP2bk/j4wZZ/BiThZeXrkd4n5PonEnkpl7+7VldXQ6PRNDpW/3NNTU2jhP33SktLMWvWLPTr1w/jxo1rti21Wo2amppWxZSbm9uq813dnjtjX8WJfRUn9tWxzBXVyNNbkJXVujGHyF1EBfkiY0Q0Ht+Yg88eSoVM2vIZ8hqTBbM3HMZjY3uib5h7zI5OTumKd384gz2nLiE1OlDocKiFcgr0eGxMT6HDIHJbLk/YfXx8UFtb2+hY/c8dOnRo8j5ZWVmYN28ekpOTsWTJEsjlV8LWaDQwGhsvRzQajc2205y4uDjIZO2/bsZqtSI3N9dh7bkz9lWc2FdxYl+do0j2G04dKkBCQoJD263vA5ErzBwWiS9zL+LDPecwfWhki+/3/P8dRXSwL6YM7ubE6FpHrZBhzshovP7tSQyJChB0iT61zG8GIyqNFkQH+wodCpHbcnnCHhMTA71ej0uXLiEw8Mq3n6dPn0ZoaCi02quXY23cuBGLFi3C3LlzMX369KvaysvLQ1paGgDAbDbj3LlziI2NbVVMMpnMoR/sHN2eO2NfxYl9FSf21bE6+2tQUlnnNc8piZNcJsWrE+Nx9+qfMbp3CLoG+Fz3PpuPFGDP6TJ8OXeY2yXFdydHYFXmaWSeLMWInsFCh0PXkV2gR78ufq1a3UHkbVxedK579+4YMGAAXnrpJVRVVSE/Px8rV67ExIkTrzr366+/xgsvvIDly5dflawDwIQJE7B+/XocP34cdXV1eP311xEYGIjk5GRXdIWIiLxYiE6NkkpWiSfP17uzDtNuiMQTn+dcd6edM6VVeGHrMSyfnAg/H4WLImw5pVyKuSNj8Ma3J7lrkAfIKdCjf7h7XFJB5K4E2dZt2bJlsFgsGDVqFO6++24MGzYMGRkZAIDExERs3boVALBixQpYrVbMnTsXiYmJDf+ee+45AMDEiRMxdepUzJ49G4MHD8axY8ewevVqKBTuN4AQEZG4BGlVuFxjgsnSvm2xiNzBnLRolFeb8PH+/GbPMZqtmP3REWSMiEJS144ujK51xid1QUWtGTt+LRE6FLqO7HwD+kf4Cx0GkVsTpKRnYGAgli1b1uRtR44cafj/tm3brtmORCLB9OnTm5x9JyIicia1QgadWoHSqjp08ddc/w5Ebkwpv7I0/s9r9iOtVxA6+139N714+68I0akwc1gPASJsOblMinmjY/D6NycwqlcwpFxu7ZbsdjtyCvRYMj5O6FCI3JogM+xERERiEKxVoaSCe7GTOPSP8MekgRF4alNuw3JytVoNAPgq9yK+OfYbXr+rv0ckwLf17wKLzY6vfvlN6FCoGefKaiCXSRHekV94El0LE3YiIqI2CtGpUVzB69hJPBakx8JmBy6U18BqlyAoogesdglUCilW35+MAF+V0CG2iEwqwfzRsXhzx0lYbe55LXutyQKTxYayqjqYLDbUmCxCh+RS2fl6xIf7uV3hQiJ3I8iSeCIiIjEI1qpQWskZdhIPtUKGd+5Pwju7TuPDn8+hotYCnUaOqandMXtEtNDhtcpN/UKx/Ls8bMsuwh2JXYQOp5E6sxWrMs9g7Z6zDc/xtNRIZIyIgkrhHTtPZBfoER/uL3QYRG6PM+xERERtFMwZdhKZWpMFqzPPYPl3p1BRe2XGt6LWgmU7T2HlrtMeNQsslUqwID0Wb+04CYvVfYpD1posWLnrNJbuzGv0HC/dmedxz3F75BQYkBDBCvFE18OEnYiIqI1CdCoU8xp2EhGZVIq1e842edvaPWchl3rWR8f0PiHQaRTYdLhQ6FAaiO05bguz1YZfCg2cYSdqAfG/IxARETlJsJZ7sZO4VBrNDbO+f1RRa0Gl0eziiNpHIrkyy750Z57bbMFoqL32c2yoNYt+D/mTxZUI9FUh0ENqIhAJiQk7ERFRG3GGncRGq1ZAp2m6xJFOI4dWrXBxRO03PDYIoX5qfHqw+T3mXaHWZMXynXnooJJd8znuoJJh4qqf8e4Pp1Eq0i8EcwoM6M/l8EQtwoSdiIiojYK1atF+oCbvZLXZMC01ssnbpqVGwmJzj1nq1pBIJHg0PRYrvjsFo9kqSAzfHy9B+puZyMrXo8587ecYdmDuqBhkFxgw/P99j5n/PIhvjv4Gsxtdh99eVyrE+wsdBpFHYJV4IiKiNgrWqVBeY4LJYoNSzu/AyfNplHJkjIgCAFFVME+NDkT3QB98vP8Cpt3QdLLsDBcNtfjHtmPIytfjhdv6YkyfEEgkkus+x8NjgzA8NgiXq034v6xCvLkjD09tzsX4pHDcNSAcMSFal/XBGbILDLgtIUzoMIg8AhN2IiKiNlIrZNCpFSitqkMXf43Q4RA5hEohw6zhPTA7LRqGmjr4+ahgsdk8Nlmv9+iYnvjr+sO4Z2BXaJTO7YvFasO6PeewbGceJg2MwGt39UcH1f8+dv/+Oa40mqFVK5p8jjt2UGLqDZGYekMkfik04LOD+Zi46mf0COqAu5MjMC6+s8ddplBrsuJUSSXiunBJPFFLMGEnIiJqh2CtCiUVRibsJCo+SjmsVitK8s+gU69eUCo9/yPjwO6d0CdMh3/+fA6zhkc57XGOXLiMpzb/ArVCin8/OAR9wnRNnufz3+c04L+F15TXuVK1Xxc/9Ovihydv7o0dvxbj04MFWPTFMYztF4q7BkQgJbITpFKJYzvjBEeLDOgW0MHjvmggEornv/sSEREJKIR7sZOIGY3iKqq4ID0W09cdwH2Du8FX5diPwYYaM179+ji+zL2Ix//UC5OSI5ySQKsVMoyLD8O4+DAU6mux6VABnvg8BwBw14BwTBgQjrDrfIGoVqsdHldLZRcYEB/O2XWiluIFd0RERO0QrFWhtFJcSQ2RWCVE+COpqz/W/dT0PuhtYbfbsflIAUa9sQu1Ziu+XTAc9w7q6pLZ7i7+Gjw8Kga7HhuBVybE4+ylaqS/kYk/r9mPbdlFVxXZqzVZYLVLEBTRA1a7BDWmpreXc6acAj0SIvxd/rhEnooz7ERERO0QzBl2Io8yPz0Wk9/bhylDusNP075l2adKqvDsll9QUmnE8nuTMCQqwEFRto5UKsGQqAAMiQpAhdGML7IvYs1PZ/HMll9wR0IY7h/cDV07+WBV5hnBiwlm5+tdWviPyNMxYSciImqHEJ0Kx4oqhA6DiFqob5gfbogOwAe7z2DBmJ5tasNotuLt709h3Z5zeGh4FGYO6+E2O0Xo1ApMTumKySldkVdcic8OFaBQX4ut2UVY/t2phvMqai1YujMPADBreI+Ga+qdyVBjRpHeiN6dPbvKPZErucc7CxERkYcK1qpRwr3YiTzKI6NjsXbPOVyuNrX6vrtOlGDMmz8gt9CA7Q8Pw+y0aLdJ1v8oJkSLp27ujdSoQHz487kmz1m75yzkUtfEn1OoR6/OWqjknr3jAJErcYadiIioHUJ0KhRX8Bp2Ik8SG6LFyF7BWP3DGSy8qVeL7lNcYcQ/th3DwfPleOHWvvhTv1BIJO5flR0AKo1mVNQ2fb16Ra0Fl6rqsC27COEdfZDUzR+d/Zyz60V2vp4F54haiQk7ERFROwRr1SjlDDuRx5k3Kga3r/gJM4ZGopNP8x+JrTY7/vnzObz57UlMHBCBHQuGe9yWZFq1AjqNvMmkXaeRI8BXCavNjg37zuPxjdnw0yiQ2K0jkrp2xIBuHdGns84hqwguVZkwsHundrdD5E2YsBMREbVDsE4FSACzxQaFmy6LJaKr9QjyxZ/6heKdXafx9M09m9zqLDtfj6e35EImleKjmYPRr4tnzg5bbTZMS41suGb996alRsJqsyMjLRoZadGwWG04UVyJwxf0OHL+Mv758zn8ZjAiPtwPSV07IrFrRyR180ewtuVbw9WaLJBJpXhgWCSCtWrUmCwuuWaeSAz4SiEiImoHu92O3Y+nQV9rhp9GAYvNxg+iRB5iQXosfr1Y0WirszqTBVabHa/+5wS25RThsTE9ce+grpC5YJs2Z9Eo5cgYEQUA160SL5dJ0TfMD33D/DBlcDcAwKWqOhw+fxmHL+ix5qezeOQTPYK0Kgzo2hFJ/52J7xWqhVx29ZeWdWarW1SnJ/JU/ERBRETURvwgSuTZOnVQIitfj0c+zWp4DU9N7Y6pqZHwUUrxzfwbWzWT7M5UChlmDe+B2WnRMNTUwc9HBYvN1qL3qkBfFcb0DcWYvqEAALPVhl8vVuDQ+cs4cO4yVmeeweUaE+LD/TDgvwl8YteO0CikWJV5ptHMvhDV6Yk8GV8hREREbVBrsvCDKJEHq38NL/vDVmfLdp6CBBLMGx0rutewj1IOq9WKkvwz6NSrF5Rt7J9CJkV8uD/iw/0x7YYrx4orjDh8/jIOnb+Mt78/hUK9EbseG4G1e8422cbaPWcxOy26rV0h8hriehciIiJyEZlUyg+iRB7Mm1/DRqPjd7YI0alxU1xn3BTXGQBgslihr712dfpKoxkBviqHx0IkJqyOQ0RE1AbX2yap0mh2cURE1Bp8DTuXUi6Dv0YJnabp+UGdRu5x1faJhMCEnYiIqA3qt0lqCj+IErk/voadr746fVOmpUbCYrO5OCIiz8OEnYiIqA34QZTIs/E17Hz11ennjYpp+HJEp5Fj3qgYZIyIEl2NACJn4KuEiIioDVqzTRIRuR++hl3j99XpK41maNWKFlenJyIm7ERERG3GD6JEnq09W51Ry9XPpNcXmFNykS9Ri/HVQkRE1A4+SjmUcikCfFVQyqVc4knkYXyUcsgkdpTkn4FMYudrmIjcChN2IiIiIvJ6ztjqjIiovZiwExEREREREbkhJuxEREREREREbogJOxEREREREZEbYsJORERERERE5IaYsBMRERERERG5ISbsRERERERERG6ICTsRERERERGRG2LCTkREREREROSGmLATERERERERuSEm7ERERERERERuiAk7ERERERERkRtiwk5ERERERETkhpiwExEREREREbkhudABCMlutwMArFarQ9qrb8dR7bkz9lWc2FdxYl89S33s9WMUtZ8jx3sx/I21FPsqTuyreHlTfz29r60Z6yV2L/5EYDKZkJubK3QYREREV4mLi4NSqRQ6DFHgeE9ERO6oJWO9VyfsNpsNFosFUqkUEolE6HCIiIhgt9ths9kgl8shlfLKNUfgeE9ERO6kNWO9VyfsRERERERERO6KX90TERERERERuSEm7ERERERERERuiAk7ERERERERkRtiwk5ERERERETkhpiwExEREREREbkhJuxEREREREREbogJOxEREREREZEbYsLuAHq9Ho8//jhSUlIwcOBAZGRkoKSkROiwnOLo0aO47777kJycjKFDh2LRokUwmUxCh+Vw5eXlSE9Px759+xqOZWdn46677kJiYiJGjhyJzz77TMAIHaepvn799de4/fbbkZSUhJEjR2LFihWw2WwCRukYTfW1XklJCVJTU7Fp0yYBInO8pvp6/Phx/OUvf0FiYiJSU1OxZMkSWCwWAaN0jKb6un37dtx0001ISkrC2LFj8fHHHwsYIYkFx3txjfcc6znWezqO9V4y1tup3e6//3777Nmz7QaDwV5ZWWmfM2eO/cEHHxQ6LIezWq32G264wf7hhx/arVar/eLFi/axY8faV6xYIXRoDnXw4EH76NGj7bGxsfa9e/fa7Xa7Xa/X2wcNGmRfv3693Ww22/fs2WNPTEy0Z2dnCxxt+zTV19zcXHt8fLz9u+++s1utVvupU6fsaWlp9g8++EDgaNunqb7Ws1qt9ilTpth79epl//zzzwWK0HGa6mtZWZk9JSXFvmrVKrvJZLLn5+fbx4wZY3///fcFjrZ9murriRMn7P3797cfOXLEbrfb7YcOHbL37dvXfuDAAQEjJTHgeC+e8Z5jPcd6T8ex3nvGes6wt9Mvv/yC7OxsvPzyy9DpdPD19cWLL76Ixx57TOjQHM5gMKC0tBQ2mw12ux0AIJVKodFoBI7McTZv3ozHHnsM8+fPb3T8m2++gb+/P+677z7I5XIMGTIEt956KzZs2CBQpO3XXF8LCwtxzz33IC0tDVKpFFFRUUhPT8eBAwcEirT9mutrvbfffhuhoaHo3LmziyNzvOb6umXLFnTv3h2zZs2CQqFAeHg41qxZg5tuukmgSNuvub6eO3cOFoul4b1KIpFAJpNBqVQKFCmJAcd78Yz3HOs51ns6jvXeNdYzYW+nnJwcREdH49NPP0V6ejqGDh2KV155BUFBQUKH5nAdO3bE1KlT8corryAuLg7Dhw9H9+7dMXXqVKFDc5ihQ4fi22+/xc0339zoeF5eHmJjYxsdi46OxvHjx10ZnkM119exY8fiySefbPjZaDRi165d6Nu3r6tDdJjm+goAe/fuxfbt2/H8888LEJnjNdfXnJwcxMbG4rnnnsMNN9yA0aNHY+vWrQgNDRUo0vZrrq9Dhw5FQkIC7r33XvTt2xf33HMP5s2bh/j4eIEiJTHgeC+e8Z5jPcd6T8ex3rvGeibs7WQwGHDixAmcO3cOmzdvxpYtW1BcXIwnnnhC6NAczmazQa1W49lnn0VWVha++OILnD59GsuWLRM6NIcJCgqCXC6/6nh1dfVVMwtqtRo1NTWuCs3hmuvr71VVVWH27NlQq9Ue/UGtub6WlZXhqaeewmuvvYYOHToIEJnjNddXg8GATZs2IT4+Hrt27cKKFSvwySefYO3atQJE6RjN9dVkMiE8PBxr165FdnY2Vq9ejeXLl+PHH38UIEoSC4734hnvOdY3xrHe83Cs966xngl7O9Uvu3j66afh6+uLwMBAPPLII8jMzER1dbXA0TnWt99+i6+//hqTJ0+GUqlETEwMZs+eLd4CD7+j0WhgNBobHTMajaJ542/KmTNncM8998BiseCf//wnfH19hQ7Joex2Ox5//HFMmTIF/fr1Ezocp1MqlYiLi8PEiROhUCjQq1cv3H///fjqq6+EDs3hli9fDqVSidTUVCgUCowYMQK33HILPvnkE6FDIw/G8V784z3Heo71no5jvTjHeibs7RQdHQ2bzQaz2dxwrL7CZv11X2Jx8eLFqyrEyuVyKBQKgSJyndjYWOTl5TU6durUKcTExAgUkXNlZmbirrvuwrBhw/DBBx/Az89P6JAc7uLFi9i/fz/efvttJCcnIzk5GUVFRfj73/+OWbNmCR2ew0VFRV31+v399aliUlRU1Og9GfCe9ypyHo734n8NcaznWO/pONaL832KCXs7paamIiIiAk899RSqq6tRXl6ON998E6NHjxbdt5RDhw5FaWkpVq1aBavVivz8fLzzzju49dZbhQ7N6dLT03Hp0iWsW7cOZrMZe/fuxbZt2zBhwgShQ3O4rKwszJ49G08++SSeeOKJ6y6l81RhYWHIzc3FwYMHG/6FhYXh+eefx+rVq4UOz+EmTJiAkydP4r333oPVasWJEyewfv163H777UKH5nAjR47El19+id27d8Nut2P//v3YunWrV7xXkfNwvBf/eM+xXnw41nOsFwNxvjpdSKFQ4F//+hdefvlljB07FnV1dRg5ciSefvppoUNzuOjoaKxevRpvvfUW3n//fWi1Wtx2222YPXu20KE5XceOHbFmzRosXrwYy5YtQ6dOnfDMM89g8ODBQofmcKtWrYLFYsHixYuxePHihuMDBgzA+++/L2Bk1B5RUVFYv349Xn31Vbz77rtQq9W49957MWXKFKFDc7i77roLRqMRixYtQmlpKcLCwvDCCy8gLS1N6NDIg3G8F/94z7GeY72n41gvzrFeYhfjGgkiIiIiIiIiD8cl8URERERERERuiAk7ERERERERkRtiwk5ERERERETkhpiwExEREREREbkhJuxEREREREREbogJOxEREREREZEbYsJORERERERE5IaYsBORaJ07d07oEIiIiMjJON6TmDFhJ3KBnj174sEHH4Tdbm90fNOmTRg5cqRTHnPkyJHYtGmTU9puiS+//BJDhgzBgAED8P3337f4fo56Tr777jvMmDGj3e0QERG1FMd7jvdEjsaEnchFMjMz8f777wsdhst89tlnuOWWW3Do0CGkpaW5/PH1ev1VH5iIiIicjeO9a3G8J7Fjwk7kIlOmTMHSpUtx+PDhJm8vKChAz549UVBQ0HBs+fLlmDJlCoAr30RPnjwZr7zyCgYNGoTBgwfjX//6Fz799FOkpaVhwIABeO655xq1efToUYwfPx6DBg3CjBkzGi0Zu3DhAh566CGkpKQgLS0Nb775JkwmU8NjjR8/HtOnT0dycjK2bdt2VbyXL1/Gs88+i6FDhyIlJQWzZs1qaH/ixInYu3cv/v3vf2P06NFN9venn37CxIkTkZiYiJEjR2L9+vVXnbNv3z707Nmz0bGFCxdi4cKFAIDi4mI88MADGDRoEG688UbMmTMHJSUl2LdvH55//nkUFRUhMTERxcXFMJlMWLp0KUaNGoVBgwZh5syZOH/+fEO7PXv2xKJFi5CSkoKHHnoIVVVVmD9/PlJSUnDDDTdgxowZOH36dJN9ISIiqsfxvjGO90Ttw4SdyEXS09MxadIkLFiwAHq9vk1tHDp0CCEhIdi7dy/mzp2LJUuWYN++ffjyyy+xbt06bNy4EQcOHGg4f8eOHViyZAl2796N8PBwzJo1CxaLBTU1NZg6dSpiYmLwww8/4KOPPsKePXuwfPnyhvsePXoUt956K/bs2YP09PSrYpk7dy4uXLiAzZs3IzMzEz169MDUqVNRVVWFjRs3Ijk5GbNmzcKOHTuuuu/Zs2fx0EMP4Z577sGBAwewbNkyvPHGG9i9e3erno833ngDoaGh+Omnn/Dll1+ipqYG7777LlJSUvD3v/8dYWFhOHLkCEJCQvDmm29i165dWLduHXbv3o3+/ftj+vTpqKura2jvwoUL2LVrF1599VWsWbMGVVVVyMzMxPfff4+goCC89tprrYqPiIi8D8f7/+F4T9R+TNiJXOiJJ55Ap06dsHDhwjYt3/Lx8cFf/vIXSKVSDB06FFarFTNmzIBGo0FcXByCg4NRWFjYcP706dPRs2dPqFQqLFy4EAUFBcjJycGuXbtgMpmwYMECqFQqdO7cGfPmzcOGDRsa7qtQKHD77bdDqVRCrVY3iiM/Px/79+/Hs88+i6CgIKjVajz22GOwWCzIzMy8bj+2b9+Ovn37YuLEiZDL5ejXrx8++ugj9O3bt1XPh0qlwqFDh7B9+3ZUV1fj/fffxzPPPHPVeXa7Hf/+97+xYMECREREQKVSYfbs2TCbzdi1a1fDeePGjYNGo4FOp4Narcbx48exZcsWFBcX46WXXsI777zTqviIiMg7cby/guM9UfvJhQ6AyJsolUq89dZbuPPOO7FmzRp07NixVff39/eHRCIBAEilV75v0+l0DbdLpVLYbLaGn8PDwxv+r9Fo4O/vj+LiYhQWFqK8vBwDBw5suN1ut8NsNqOsrAwAEBQU1PAYf3Tp0iUAQERERMMxmUyGzp07N/oA0ZySkhKEhYU1OtarV6/r3u+PnnnmGaxevRoffPABFi5ciF69euGZZ55BcnJyo/PKy8tRU1ODefPmNeqT2WxuFG9wcHDD/2fOnAmlUomNGzfiH//4ByIiIvDoo49izJgxrY6TiIi8C8f7KzjeE7UfE3YiF+vatStefPFFPP744xg/fnzDcZlMBuDKoFLv8uXLje5bP3i3VElJScP/q6qqcPnyZXTp0gUWiwVdu3bFf/7zn0a3l5WVoVOnTtd9rC5dugC4sqQsJiYGAGC1WlFUVISgoKDrxtW5c+ervpn//PPPERAQ0OhY/XNiMpmgVCoBXHlO6j/4HDt2DJMmTcLDDz+M8vJyvP3225gzZw727t3bqJ2OHTtCpVJhzZo1SEhIaDh+5swZhISENPz8+z6fOHECI0eOxNSpU1FZWYmPPvoI8+fPx969e6HVaq/bRyIi8m4c7zneEzkCl8QTCeDmm2/GhAkT8MknnzQcCwgIgJ+fH7Zv3w673Y6jR482GmDbYs2aNThz5gxqa2uxePFi9O7dG/369UNaWlrDkjKTyYSKigo88cQTmD9/fos+JAQHB2P48OFYtGgRSktLYTQa8dprr8FqtbaoQuwtt9yCY8eOYcuWLbBarfjll1/w8ssvQy5v/B1i165dIZfLsX37dgDAnj17Gg3Oq1atwosvvoiqqirodDpoNJqGwV2lUqG2thYWiwVSqRQTJ07E66+/jt9++w02mw2bN2/GuHHjGhWi+b3PPvsMjz/+OMrKyuDr6wtfX1/4+Pg0fJAgIiK6Ho73HO+J2osJO5FAnnrqKfTu3bvhZ6VSiRdffBFfffUVkpKS8PLLL+Puu+9u12OMHj0aDz30EG688UYYDAasXLkSUqkUvr6+WLduHfbt24cbb7wRo0ePhlQqbdU1W6+++ioiIiJw5513IjU1FSdOnMCHH34If3//6963a9euePfdd7FhwwYMGjQICxYswMKFCzF06NBG5wUHB+Opp57CypUrkZSUhPXr1zeapfjHP/4Bm82GUaNGYeDAgcjOzsbSpUsBAAMHDkRAQAAGDhyIEydO4IknnkD//v0xefJkJCcnY926dVi2bBn69OnTZIwLFixAt27dcMsttyApKQmbNm3CypUroVKpWvwcERERcbzneE/UHhI7Ny4kIiIiIiIicjucYSciIiIiIiJyQ0zYiYiIiIiIiNwQE3YiIiIiIiIiN8SEnYiIiIiIiMgNMWEnIiIiIiIickNM2ImIiIiIiIjcEBN2IiIiIiIiIjfEhJ2IiIiIiIjIDTFhJyIiIiIiInJDTNiJiIiIiIiI3BATdiIiIiIiIiI39P8BLLIEes9tYWIAAAAASUVORK5CYII=" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 65 }, { "cell_type": "markdown", "id": "68140001-a409-4daa-ae92-924ba081becb", "metadata": {}, "source": [ "__We can get the optimal cluster number is 12 based on Silhouette Coefficient and DB index from our pre-definded cluster number range.__" ] }, { "cell_type": "code", "id": "b2e735a7-4e39-484a-8892-f06d0988f557", "metadata": { "ExecuteTime": { "end_time": "2025-03-28T20:48:49.918696Z", "start_time": "2025-03-28T20:48:49.806161Z" } }, "source": [ "# Plot the data with clusters\n", "plt.figure(figsize=(10, 8))\n", "# Select the labels with cluster numbers is 12 as the optimal result in this analysis.\n", "g = sns.scatterplot(data=df_clustering, x='location_easting_osgr', y='location_northing_osgr', hue='labels_12', palette='tab20', s=50, legend=True) \n", "g.set_title('Road accident clusters based on GMM')\n", "g.legend(title='Clusters', loc='center right')\n", "plt.show()" ], "outputs": [ { "data": { 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 66 }, { "cell_type": "markdown", "id": "5446fa48-a725-4a5e-9b1f-423c66888d02", "metadata": {}, "source": [ "__Further discussion and considerations:__\n", "\n", "1. Do you think the accident clusters generated in this analysis (12 big clusters in Camden Town) align with your expectations?\n", "2. In other words, do you believe it is reasonable that all the accidents are assigned to 12 major clusters in Camden Town? Alternatively, can you provide insight into whether these clusters have significant implications for road safety policies?\n", "3. Could you explain why these accidents were grouped into these clusters? Are weather conditions, road conditions, or driving behavior factors involved? Further analysis should be implemented for a deeper explanation.\n", "4. Consider using density-based clustering (DBSCAN) instead of partitioning clustering methods for another analysis. Could you use the DB index to help determine the optimal cluster numbers or eps? If not, please review the definition of this index and thinking why. \n", "5. Different research areas often have predefined parameters for clustering. Therefore, do the research for domain knowledge/background can help you understand your data science project." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.14" } }, "nbformat": 4, "nbformat_minor": 5 }