From b72c9033c4269e42922eff530d7b3260f9ca9a48 Mon Sep 17 00:00:00 2001 From: Isabelle_Simard Date: Mon, 26 Aug 2019 11:48:27 -0400 Subject: [PATCH] Finalizing model, validation not run --- ML_Regression_Tutorial-FNC.ipynb | 938 ++++++++----------------------- 1 file changed, 239 insertions(+), 699 deletions(-) diff --git a/ML_Regression_Tutorial-FNC.ipynb b/ML_Regression_Tutorial-FNC.ipynb index 74e786e..51f6670 100644 --- a/ML_Regression_Tutorial-FNC.ipynb +++ b/ML_Regression_Tutorial-FNC.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -13,7 +13,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -44,7 +44,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -54,7 +54,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -75,7 +75,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -84,7 +84,7 @@ "155" ] }, - "execution_count": 10, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -138,7 +138,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -177,16 +177,16 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 12, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, @@ -216,7 +216,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -241,16 +241,16 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, @@ -284,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -292,27 +292,7 @@ "output_type": "stream", "text": [ "[NiftiLabelsMasker.fit_transform] loading data from /Users/isabellesimard2/nilearn_data/basc_multiscale_2015/template_cambridge_basc_multiscale_nii_sym/template_cambridge_basc_multiscale_sym_scale064.nii.gz\n", - "Resampling labels\n", - "________________________________________________________________________________\n", - "[Memory] Calling nilearn.input_data.base_masker.filter_and_extract...\n", - "filter_and_extract('/users/isabellesimard2/Documents/BrainHack_School_2019/osfstorage-archive/sub-pixar001_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz', \n", - ", \n", - "{ 'background_label': 0,\n", - " 'detrend': False,\n", - " 'dtype': None,\n", - " 'high_pass': None,\n", - " 'labels_img': '/Users/isabellesimard2/nilearn_data/basc_multiscale_2015/template_cambridge_basc_multiscale_nii_sym/template_cambridge_basc_multiscale_sym_scale064.nii.gz',\n", - " 'low_pass': None,\n", - " 'mask_img': None,\n", - " 'smoothing_fwhm': None,\n", - " 'standardize': True,\n", - " 't_r': None,\n", - " 'target_affine': None,\n", - " 'target_shape': None}, confounds='/users/isabellesimard2/Documents/BrainHack_School_2019/osfstorage-archive/sub-pixar001_task-pixar_desc-confounds_regressors.tsv', dtype=None, memory=Memory(location=nilearn_cache/joblib), memory_level=1, verbose=1)\n", - "[NiftiLabelsMasker.transform_single_imgs] Loading data from /users/isabellesimard2/Documents/BrainHack_School_2019/osfstorage-archive/sub-pixar001_task-pixar_space-MNI152NLin2009cAsym_desc-preproc_bold.nii.gz\n", - "[NiftiLabelsMasker.transform_single_imgs] Extracting region signals\n", - "[NiftiLabelsMasker.transform_single_imgs] Cleaning extracted signals\n", - "_______________________________________________filter_and_extract - 2.0s, 0.0min\n" + "Resampling labels\n" ] } ], @@ -338,7 +318,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -347,7 +327,7 @@ "numpy.ndarray" ] }, - "execution_count": 16, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -358,7 +338,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -367,7 +347,7 @@ "(168, 64)" ] }, - "execution_count": 27, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -387,16 +367,16 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 28, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, @@ -423,7 +403,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -628,7 +608,7 @@ "[5 rows x 28 columns]" ] }, - "execution_count": 25, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -641,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -650,7 +630,7 @@ "(168, 28)" ] }, - "execution_count": 26, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -668,7 +648,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 16, "metadata": {}, "outputs": [ { @@ -677,7 +657,7 @@ "(64, 64)" ] }, - "execution_count": 18, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } @@ -699,16 +679,16 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 19, + "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, @@ -751,7 +731,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 18, "metadata": {}, "outputs": [ { @@ -780,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -789,7 +769,7 @@ "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]" ] }, - "execution_count": 23, + "execution_count": 19, "metadata": {}, "output_type": "execute_result" } @@ -818,7 +798,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -855,7 +835,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -1021,7 +1001,7 @@ } ], "source": [ - "all_features = [] # here is where we will put the data (a container)\n", + "all_features_FNC = [] # here is where we will put the data (a container)\n", "\n", "for i,sub in enumerate(data):\n", " # extract the timeseries from the ROIs in the atlas\n", @@ -1029,21 +1009,21 @@ " # create a region x region correlation matrix\n", " correlation_matrix = correlation_measure.fit_transform([time_series])[0]\n", " # add to our container\n", - " all_features.append(correlation_matrix)\n", + " all_features_FNC.append(correlation_matrix)\n", " # keep track of status\n", " print('finished %s of %s'%(i+1,len(data)))" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "# Let's save the data to disk\n", "import numpy as np\n", "\n", - "np.savez_compressed('MAIN_BASC064_subsamp_features',a = all_features)" + "np.savez_compressed('MAIN_BASC064_subsamp_features_FNC',a = all_features_FNC)" ] }, { @@ -1055,17 +1035,17 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ - "feat_file = 'MAIN_BASC064_subsamp_features.npz'\n", - "X_features = np.load(feat_file)['a']" + "feat_file = 'MAIN_BASC064_subsamp_features_FNC.npz'\n", + "X_features_FNC = np.load(feat_file)['a']" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -1074,13 +1054,13 @@ "(155, 2016)" ] }, - "execution_count": 28, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "X_features.shape" + "X_features_FNC.shape" ] }, { @@ -1106,7 +1086,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -1115,7 +1095,7 @@ "Text(0, 0.5, 'subjects')" ] }, - "execution_count": 29, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, @@ -1135,7 +1115,7 @@ "source": [ "import matplotlib.pyplot as plt\n", "\n", - "plt.imshow(X_features, aspect='auto')\n", + "plt.imshow(X_features_FNC, aspect='auto')\n", "plt.colorbar()\n", "plt.title('feature matrix')\n", "plt.xlabel('features')\n", @@ -1151,7 +1131,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ @@ -1162,7 +1142,7 @@ }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -1352,7 +1332,7 @@ "4 3T1 7-8yo 32ch 3mm iso 0.2 " ] }, - "execution_count": 31, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -1373,7 +1353,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 28, "metadata": {}, "outputs": [], "source": [ @@ -1389,16 +1369,16 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 33, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, @@ -1439,7 +1419,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -1454,7 +1434,7 @@ "Name: AgeGroup, dtype: int64" ] }, - "execution_count": 34, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1466,7 +1446,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1484,7 +1464,7 @@ "# stratify by age class, and also shuffle the data.\n", "\n", "X_train, X_val, y_train, y_val = train_test_split(\n", - " X_features, # x\n", + " X_features_FNC, # x\n", " y_age, # y\n", " test_size = 0.4, # 60%/40% split \n", " shuffle = True, # shuffle dataset\n", @@ -1513,16 +1493,16 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 36, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, @@ -1567,7 +1547,7 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -1578,7 +1558,7 @@ " tol=0.001, verbose=False)" ] }, - "execution_count": 37, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1602,7 +1582,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 34, "metadata": {}, "outputs": [], "source": [ @@ -1623,7 +1603,7 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1639,13 +1619,13 @@ "Text(0.5, 0, 'Predicted Age')" ] }, - "execution_count": 39, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1675,7 +1655,7 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 36, "metadata": {}, "outputs": [ { @@ -1717,7 +1697,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 37, "metadata": {}, "outputs": [], "source": [ @@ -1736,7 +1716,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 38, "metadata": {}, "outputs": [ { @@ -1753,13 +1733,13 @@ "Text(0.5, 0, 'Predicted Age')" ] }, - "execution_count": 42, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1792,7 +1772,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -1814,7 +1794,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 40, "metadata": {}, "outputs": [ { @@ -1848,7 +1828,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 41, "metadata": {}, "outputs": [ { @@ -1865,13 +1845,13 @@ "Text(0.5, 0, 'Predicted Age')" ] }, - "execution_count": 45, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX4AAAEGCAYAAABiq/5QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3de3zc9Xng+88zN41GF0uyLVuS7fiCjbnZFjGE3IxLaK7cTC6FntOTnM1Z6G62pZvtbtJNlnbpuZCm25a8mmahTZu0TYEki41zhQAxTlKIsS0bbLAxFhhZki3Zus99fr/v+eM3MxrJusxIc5PmefPyy9JPv5n5zgg/853n93yfrxhjUEopVTlcpR6AUkqp4tLAr5RSFUYDv1JKVRgN/EopVWE08CulVIXxlHoA2Vi2bJlZu3ZtqYehlFILyqFDhy4YY5ZPPr4gAv/atWs5ePBgqYehlFILioicmep4wVM9IuIWkQ4R+WHy+3Ui8msROSUij4uIr9BjUEopNa4YOf77gNcyvv8K8JfGmI3AIPDZIoxBKaVUUkEDv4isAj4G/F3yewFuAr6fPOXbwB2FHINSSqmJCj3j/yvgvwB28vulwJAxJpH8/izQVuAxKKWUylCwwC8itwB9xphDmYenOHXKZkEico+IHBSRg/39/QUZo1JKVaJCVvW8F7hNRD4K+IF6nE8ADSLiSc76VwE9U93YGPMI8AjA9u3btZOcUgvcvhN9PLy/k67BEKsbA9y7Yz07NzeXelgVqWAzfmPMHxljVhlj1gJ3Ac8ZY/434OfAJ5KnfRp4slBjUEqVh30n+rh/73H6RiM0VHvpG41w/97j7DvRV+qhVaRSrNz9AvB5EXkDJ+f/zRKMQSlVRA/v78TrFgI+DyLO31638PD+zlIPrSIVZQGXMWYfsC/5dSdwfTEeVylVHroGQzRUeyccq/a6OTsYKtGIKpv26lFKFdzqxgDhuDXhWDhusaoxUKIRVTYN/Eqpgrt3x3riliEUS2CM83fcMty7Y32ph1aRNPArpQpu5+ZmHrjtKprr/AyH4zTX+Xngtqu0qqdEFkSTNqXUwrdzc7MG+jKhM36llKowGviVUqrCaOBXSqkKo4FfKaUqjAZ+pZSqMBr4lVKqwmjgV0qpCqOBXymlKowGfqWUqjAa+JVSqsJo4FdKqQqjgV8ppSqMBn6llKowGviVUqrCaOBXSqkKo4FfKaUqjG7EolQF23eij4f3d9I1GGJ1Y4B7d6zXzVIqgM74lapQ+070cf/e4/SNRmio9tI3GuH+vcfZd6Kv1ENT8zQaiTMYjE37cw38SlWoh/d34nULAZ8HEedvr1t4eH9nqYem5igYTdA1EKJ/NErctqc9T1M9SlWorsEQDdXeCceqvW7ODoZKNCI1V+GYxUAoRjRuZXW+Bn6lKtTqxgB9oxECvvEwEI5brGoMlHBUKheRuMVgKEY4ll3AT9FUj1IV6t4d64lbhlAsgTHO33HLcO+O9aUemppFLGFzfiRCz1A456APOuNXqmLt3NzMAzi5/rODIVZpVU/ZS1g2g6E4o5H4vO5HA79SFWzn5mYN9AuAZRuGQjFGIs6ns/nSwK+UUmXKtg0jkThDoTh2HgJ+igZ+pZQqM8YYRiIJhkNxEjOUZc6VBn6llCojY9EEg8EYcSv/AT9FA79SSpWBUCzBQDBGLFG4gJ+igV8ppUporrX486GBXymlSiCWsBkMxQhGE0V/bA38SilVRPmqxZ8PDfxKlYC2Q648+a7Fnw9t2aBUkWk75MpijBPwuwZCDIfjJQ/6oIFfqaLTdsiVwRjDcDhO10CYgWAsrwuw5ktTPUoVmbZDXvxGk6ttC1mLPx8Fm/GLiF9EDojIURE5LiL/PXl8nYj8WkROicjjIuIr1BiUKkerGwOEJ/VN13bIi0MwmuDsYHIjlDIN+lDYVE8UuMkYsxXYBnxYRG4AvgL8pTFmIzAIfLaAY1Cq7Gg75MUnFEvQPRTm/EikKAuw5qtggd84xpLfepN/DHAT8P3k8W8DdxRqDEqVo52bm3ngtqtorvMzHI7TXOfngduu0qqeBSgcs+gZCnNuOJL17lfloKA5fhFxA4eAy4CvA6eBIWNMasXCWaCtkGNQqhxpO+SFrRSrbfOpoIHfGGMB20SkAdgNXDHVaVPdVkTuAe4BWLNmTcHGqJRS2YomLAaDcUKx4q+2zdXx7uFpf1aUqh5jzJCI7ANuABpExJOc9a8Ceqa5zSPAIwDbt28vnzoopRYhXVA2s1jCZigUY6wE7RVyEUvYPP96P7s7ujlxbnTa8woW+EVkORBPBv1q4GacC7s/Bz4BPAZ8GniyUGNQSs0utaDM65YJC8oegIoP/nHL6aczFinvgH9xLMoPjvbyg5d7GAzN3gqikDP+FuDbyTy/C/iuMeaHIvIq8JiI/N9AB/DNAo5BKTWLzAVlAAGfh1AswcP7Oys28Kf66YxFS99eYTrGGF7tHWF3Rw/Pv96PZTvjdAm8f+Nyfvtdq/nwV6a+bcECvzHmZaB9iuOdwPWFelylVG50Qdk4yzYMhmKMlkE/nenEEjb7Xu9n9+FuTp4fT+csqfZyy5YWbtvayvK6Kmr904d3XbmrVIVb3RigbzSSnvFD5S0oK6cGatO5MBblB0d7+OHLvRPSOZc113Jnexs3bW7G58muQl8Dv1IV7t4d67l/73FCsQTVXjfhuFUxC8ps2+mnMxwe38z8QOcAj73URe9ImJb6au66bjXXr28qyfiMMRzvGWF3Rzf7T11Ip3PcLmHHxmXsam/jqtZ6RCSn+9XAr1SF27m5mQdwcv1nB0OsqoCqHts2jEScgJ8KpuAE/YeeO4XHJdT7PVwMRnnouVPcx8aiBv9YwubnJ/t44nA3p/rG0scbqr3csrWFW7c46Zy50sCvlKqYBWXGGEbCCYbCsQkBP+Wxl7rwuIRqrxsg/QnosZe6ihL4+0ej7D3aw49e7mUoPJ7O2bSiljuvXcXOTcuzTufMRAO/UmrRM8YwGk0wFIyTsKfvpdM7EqZ+0kVRv9fFuZFwQcd2rDuVzukn9X7kdgk3blrOne1tXNFSl3M6ZyYa+JVSi1ouLZJb6qu5GIymZ/wAkbjNyvrqvI8rlrB59kQfuw9380b/eDqnMeDl1i2t3LK1hWW1c0/nzEQDv1J5pCtgs1OM12ksmmAwGMupPfJd163moedOEY5b+L0uInGbhG2467rVeRtX30iEvcnqnJGMhWGXr6jjzmvbuDFP6ZyZaOBXKk90BWx2Cv06BaMJBkOxObVHvn59E/exkcde6uLcSJiVearqMcbwcvcwuzu6+eWpC+l0jieVzrm2jSta6uf1GLnQwK9UnugK2OwU6nUKxRIMhuLzbo98/fqmvF3IjcYtnj3RxxMd3XT2B9PHGwNebt3ayq1bWlhaoHTOTDTwK5UnugI2O/l+nSJxi4FgjEgZ9cM/PxLhySM9/PiViemcK1rq2NXupHO87tJtea6BX6k80RWw2cnX61RuPfGNMRw966RzfvXGxHTOzsuXs6u9uOmcmWjgVypPKnkFbC7m+zqVW0/8SNzi2df62N3RTeeF8XTO0hoft25t4ZYtrTTVlNfW4hr4lcqTSlwBOxdzfZ3KrSf+ueEITx7p5sfHzjGakc65sqWeXe1t7Ni0rKTpnJlIuTYkyrR9+3Zz8ODBUg9DKVUC5dQT3xjDka4hnujo5oXTF9PpHK9b+I3Lm9nV3sblK+tKO8ikWr+HFfXVh4wx2yf/TGf8SqmyVE498cNxi2dePc+eIz28mZnOqfVx+9ZWPralhcZAeaVzZqKBXylVVhKWzVA4XhY98XuHw+zp6OEnx85NSDFd3eqkc96/cRmeMk3nzEQDv1KqLMy1J36+2ygbY+h4ezydkxqJxyXU+T2IgMflosbnWZBBHzTwK6VKzLYNQ+E4Ixk98bOVzzbK4ZjF06+eZ8+Rbs5cHF9TsKzWxzvXNNLRNUSVx4Xf6ypZu+ZcCNM3ddPAr5Qqiak2QclVPtoodw+FefJINz85do5gdHxNwDVtS9jV3sb7LlvKf/n+K1R5XCVr15wtlwiBKje1VZ4JjeYm08CvlCqq6TZBmYu5tlE2xnDozCBPdHTz686BdDrH6xY+sHkFd17bxmXNtfN+nGIQEWp8bmqqPAR87qzaN2vgV0rNWS5dNmfbBGUucm2j7KRzzrGno4czA+PpnOa6Km7b2srHrmlhScB7ye2K2a45GyJCIBXsvW5cLt16USlVBNl22TTGMBJJMByaeROUuci2jXL3YJg9R7r56bFzBDNaPGxd5aRz3nvZMtwzBM9itGuejYiT0qqpclPj8+Qc7DNp4FdKzclsXTZTu14NZ7kJylzM1EbZTqVzDndz4M3xdI7P4+Lmzc3suraNDctrZ7z/bB6n0KqTM/san2fGN6dcaOBXSs3JTF02c9n1ar4mt1EOxRLs7uhmT0c3XYPjOfjmuiru2NbKR65pYUn1pemcXB+nkKq8bmp9Hmqq3AUpGdXAr5Sak6m6bAajCZbVVtE/Gi36eM4OhtjT0cNPj58jlJHO2bZ6CbvaV/GeDUvzNmMuBK/bRW2Vh5oqj+7ApZQqT5ldNn1uF8FYgrhl+K3txct728bw0lsD7O7o4cCbA+njVR4XN1+xgl3trazPMp1TCh6Xi5oqN7V+D1We6csv8/64RXskpdSisnNzM19KWDy8v5OeoeLmvYPRBE8dP8eeIz2czUjnrKiv4vZtbXz06pXUzyGdUwxul3NdpM7vwT9DrX0haeBXSuUstQnKxhV1/Pkntxbtcd8eCLGno5unjp8nnLHjVvuaBu5sb+OG9eWZzpm8sCqbWvtC0sCvlMpaJG4xFCruJii2MRx4c4AnDndz8Mxg+rjf4+I3r1zBHe1trFtWU7TxZCtVa1+bw8KqYtHAr5SaVTThBPxgETdBGYsm+Omxc+w50k3PUCR9vGWJn9u3tfKRq1dS5y+vdE4+a+0LSQO/UmUil1WwxTKXXa/m0y3zQOcA3/rXtzgzECSasMlc4PvONQ3suraNd60rv3ROIWrtC0kDv1JlINtVsMUy101Q5tot07IN//zCGR492EUsMV77L8C71jVxz43rWbu0vNI5fq8T7GurFkawz6SBX6kyMNsq2GKZa0/8lFy7ZY5FEvzkWC97jvTQOzyezkm9AfrcTnuEcgn6qWBf4yvMwqpi0cCvVBmYaRVsMcynJ36mbLtYvnUxyO6Obn52/DyRjBl+wOemodpLTfJiqMGUvANmoVfRloIGfqXKwFSrYMNxi1WNgYI+bj5bJMPMXSwt2/Bi50V2d3Rz+O2h9M+rvW4+eNUKTvaOEowlyqIDZirYB6rceBdJsM+kgV+pMpC5CjaVHolbhnt3rJ/3fU910fjGy5fnvUUyTN3FMmbZtDb4+Z1vHuDcyHg6p7XBzx3b2vjw1SuprfKkrw/kuwNmthebfZ7xlgmLMdhnklJvZpyN7du3m4MHD5Z6GEoVVCpAnx0MsSpPVT2ZF42rvW5CsQSxhOH3P3AZ29cWZoVtKtB2DQYBYSQSJ26Nx5nr1jayq72N69c14ZpU2566bb46YGZebM58M7nvJudis9ftos7vIeArfH+cUhCRQ8aY7ZOP64xfqTKxc3Nz3i/kpi4aV3vd2Aa8bjdxK8G//LqrIIHfsg1RywaBi8F4+njA5+ZDV63k9m2trGmaPn2V7w6YU11sjiQsvn/4LHe+c9WiDPbZ0MCv1CLWNRiirspD3DLpKp1CbBk4Eo7z41d6efJoD+dHxjtzrmqs5o5trXzoqpXUVBU/3KQuNosILgGXS/B5XJwfiVRs0IcCBn4RWQ38I7ASsIFHjDEPiUgT8DiwFngL+JQxZnC6+1FKzU0wmqC5tor+scJtGXi6f4zdHd08+1of0YzqnOvXNXFnexvb1zZeks4pFrdLWNUQYCAUpbZqPMiHYomCXzQvd4V8C04A/8kYc1hE6oBDIvIz4DPAs8aYB0Xki8AXgS8UcBxKFVS5rbgNxRIMhuJE4xaf2p7/LQMt2/Cr0xfY09HNka7h9PGAz82Hr17JHdtaSxZYJzdD+72bLivYRfOFrGgXd0XkSeCvk392GmN6RaQF2GeMuXym2+rFXVWuJl88TQWWB267qujBPxK3GAjGiGR0rYT8XTAdTqVzjvTQl7HRyurGau5ob+NDV62YUI5aLLM1QyvERfOFYrqLu0UJ/CKyFtgPXA28bYxpyPjZoDGmcabba+BX5eruR168pP4+FEvQXOfn0XtuKMoYogmLwWDhOmae7nPSOc+c6Eu3UxDgXeub2NXexjvfUfx0zkJphlZqJavqEZFa4H8Bf2CMGcm2NamI3APcA7BmzZrCDVCpeSjlitu4ZTMYijEWyX/At2zDL9+4wO6Obl4+O57Oqaly85GrV3L7tjbaGoq/sMrvdXarWijN0MrVrIFfRFYA/y/Qaoz5iIhcCbzbGPPNLG7rxQn63zHGPJE8fF5EWjJSPX1T3dYY8wjwCDgz/uyejlLFlc2K23xcA8i8j1UN1dx9/Rq2rG6YUz+dmQyH4vwomc7pHxtP57yjKcAd7a188MqVVPuKu2vUYmyZUGrZzPi/BfwD8KXk96/jVOXMGPjFmdp/E3jNGPMXGT/aC3waeDD595O5DVmp8jHbitt8dN1M3YfHBbU+N91DYR786Yn0IqR8OHV+lN0dPTx74nx6sVUqnfPxa1dx7ZqGom4kUsyNxytRNoF/mTHmuyLyRwDGmISIWLPdCHgv8DvAKyJyJHnsv+IE/O+KyGeBt4FPzmHcSpWFnZubeQCmvXiYj66b//P507gEPG4Xtpm942W2EpadTue80j2SPl5T5eajV7dw+7ZWWouYzvG6XU7nyyp3UTcer0TZBP6giCwFDICI3AAMz3wTMMb8EmfSMJUPZD1CpcrcTCtu53MNwLINw+E4b10MUuf3JP8FOuazCGsoFOOHL/ey92gPF8Zi6ePvWBpgV3sbv3nFiqKlc9wuSfe0L9XG45Uom8D/eZz0zAYR+RWwHPhEQUel1CIxl66bqYCfapG8coaOl7l4/fwouzu6ee5E34R0zns2LGXXtW20ry5OOscl48G+2NcLlGPWwJ9cgHUjcDnO/ycnjTHxWW6mlCK3rpt2MuAPT+qJP1XHy2wXYSUsm1+cusATHd0c7xlP59RWefjI1Su5o72VliWFT+e4krX2NWW48Xg5SV3Ef/38CHHL4PO42Nhcl/e1B7PW8YvInVMcHgZeMcZMWZGTb1rHrxay2RYQGWNmbZGc6yKswYx0zsWMdM66ZTXsam/lA1esmPAJohBStfa1fg8Br1tr7WeRuogfS1hcDCZ/ZwaW1fnwut1zWhQ45wVcIvIj4N3Az5OHdgIvApuAB4wx/5TTSOZAA79ajIwxjEQSDIfiJGx79htk4eS5UZ7o6GbfyfF0jkvgPRuWcee1bWxdtaTgs+2FtvF4uUgtBjw3HCFhGVwuwTYGj0tYucQ/p0WB81nAZQNXGGPOJ+9oBfAN4F04q3ELHviVWmxGI3GGQnHi1vwDftyy2f+6U53zau94Oqfe7+Gj17Rw27ZWVtb75/04M6nyOi0TFuLG4+UiVQgQs2zcyTdnEYhZdt4XBWYT+Nemgn5SH7DJGDMgIprrVyoHwWiCgWAsLwF/IBjjhy/3sPdoLwPB8XTO+uU13Nnexk2bmwtaKVNJO1YVQ6oQwOd2kbAMImAM+NyuvG/DmU3g/4WI/BD4XvL7jwP7RaQGGJr+ZkqplGA0wWAolu51Mx+v9Y6wu6ObfSf7Sdjj6Zz3XbaMXe1tbClgOidVa1+rC6vyLlUIUOf3cDEYw7YNGKiv8ea9o2g2gf9zwJ3A+5LfHwBajDFB4DfyNhKlFqF8Bfy4ZfP86/08cbibE+dG08fr/R4+tqWF27a2sqJA6RyttS+OzMWACWuEWLKqZ+3S2rxX9WRTzmlE5DROTv9TwJs4/XeUUtMIxZyUznwD/sWxKD842ssPXu5hMDSeWd2Qkc6pKkAwTvW1r6vyaq19ERVi+82pTBv4RWQTcBdwN3ARpz+PGGN0lq/UNMIxi8HQpT3xc2GM4bVepzrn+df70yWeLoH3bUymc9ryn84REWq01r4izDTjPwH8ArjVGPMGgIj8x6KMSqkFJhJ3An44NveAH0vY7Hu9n92Huzl5fjyds6Tayy1bWrh1SwvNBUjnVCc3MdG+9pVjpsD/cZwZ/89F5KfAY0zfe0epipSPTVAujEX5wdEefvhy74R0zmXNtel0Tr4vpGr5ZWWbNvAbY3YDu5PVO3cA/xFYISLfAHYbY54u0hiVKjuxhLMJSjA6t4BvjOHV3hGeONzN/lMXJqRzbty0nF3tbVzVWp/XdEuq1XGtX8svK102F3eDwHeA74hIE04b5S8CGvhVxYklbIZCMcbmGPBjCZufn+xjd0c3r58fSx9vqPamq3OW11Xla7hakaOmlNPWi8aYAeDh5B+lKsZ8tznsH42y92gPP3q5l6HweDpn0wonnbPz8vylc7QiR82m4HvuKrWQJSybwVCcsWgi520OjTEc63YWW+0/1U+q/5rbJcl0TitXtuQnnSMZ3S9rtCJHzUIDv1JTSFg2Q+E4o5HcA34sYfPsCSed80bfeDqnMZCsztnayrLa/KRzUg3RarUiR+VAA79SGayMnvi5Bvy+kQh7k9U5IxkpoctX1HHntW3cuGl5XtI5uvm4mi8N/Eox/SYoszHG8HL3MLs7uvnlqQsT0jk7k9U5V7TUzTv1opuPq3zSwK8qWjaboEwlGrfS6ZzT/cH08caAl1u3tnLrlhaWzjOd43ZJOthrRY7KJw38qiLNdROU8yMRnjzSw49fmZjO2bxyPJ0znxp5rchRxaCBX1UUYwyj0QRDwewDvjGGl88m0zlvjKdzPC5h5+WpdE79nMekFTmq2DTwq4owl4AfiVs8+1ofu49005mRzlla4+PWrS3csqWVphrfnMfkT+5Hq1sUqmLTwK8WtbkE/HMjEfZOkc65sqWeXe1t7Ni0bM7pnNSuVbVVHq3IUSWjgV8tSqmAP5zlvrbGGI50DfFERzcvnL6YTud43cJNm5vZ1d7GphV1cxqL7lqlyo0GfrXo5LKReThu8cyr59lzpIc3L2Skc2p93La1lVu2tNAYyD2d4xKnR06dXytyVPnRwK8WjVwCfu9wmD0dPfzk2LkJDdeubq3nzmvbeN9ly3JOxehFWrVQaOBXC95YNMFgMDZrwDfG0PH2ELs7uvnX0xdJVe3PJ50jIlR73dRUuXUjE7VgaOBXC1a2G5mH4xY/e/U8uzu6OXMxlD6+LCOd05BjOkc3MlELmQZ+teCEYxYDoRjRWfa17R4K8+SRbn5y7BzB6Pi517Q51Tm5pnO8bhd1fmclrW5kohYyDfxqwchmI3NjDIfODPJERze/7hyYkM65+YoV3LGtlY05pHM8LpdTa1/lpspTmIu0+0708fD+TroGQ6xuDHDvjvXs3NxckMdSCjTwqwUgm43MwzGLp189x56OHs4MjKdzltdWcfu2Vj52TQtLAt6sHs/tEgK+4lTk7DvRx/17j+N1Cw3VXvpGI9y/9zgPgAZ/VTAa+FXZyibgdw+G2X2km6eOnSOYcd6WVUvS6ZxscvAiwpG3B3n0QBfdQyHWNNUUZeb98P5OvG7njQYg4PMQiiV4eH+nBn5VMBr41ayKnYqYLeDbqXTO4W4OvDmezvF5XNx8RTO7trWxobk2q8fyeVzUVXk59NYAf/nMKbxuoTHgK9rMu2swREP1xE8i1V43ZwdD09xCqfnTwK9mVOhUROabSuuSau66bjXb1jRMeW4oluCp4051ztnBcPp4c52TzvnoNS0sqZ49nTPVStq//eWbJZl5r24M0DcaST8uOFVIqxoD095Grwmo+dLAr2ZUyFRE6k3F7YIan5ve4TBfffok9920kevXN6XPOzsYYk9HDz89fo5QxqeAbasb2NXexns2LJ01neNxuZxa+2l625dq5n3vjvXcv/c4oViCaq+bcNwibhnu3bF+yvP1moDKBw38akaFDIh/s+80gsHrcmMM6cD32EtdbF/XyEtvDbC7o4cDbw6kb1PlcfGbVzrVOeuXz5zOyeUi7Vxm3vmwc3MzD+C8wZ4dDLFqlhm8XhNQ+aCBvwQW0kf1QgTEUCzBYCjOmYEg9f6J/wt63cLp/lE+8w8vTUjnrKiv4vZtbXz06pXUz5DOcSXbJtT6PVR7s2+bkOvMO592bm7O+vev1wRUPmjgL7KF9lE9nwFx8krblvpqLgajVHvdDIVjXAzGSHVdGI06QX/b6gY+fm0bN6yfOZ0TSG4+Pte2CbnOvEulVJ9M1OKigb/IFtpH9XwExLFogqEpWit8avsqvvr0Sc6NRIhbE/e7Dfjc3PP+9dy2rXXa+63yuqn1eaj1z71twkL69AWl/WSiFo+CBX4R+XvgFqDPGHN18lgT8DiwFngL+JQxZrBQYyhHC/Gj+mypiOmC53TN08aiCZ467iy2GgzF08cFqPN7WF5bRcyy2Xey/5LAn8+2CQvt0xcsnE8mqrwVcsb/LeCvgX/MOPZF4FljzIMi8sXk918o4BjKTrl+VM9m5jvVOcCE4Hl+JMyXnzzGfaMbeefaxgm3P3MxyJ6OHp569RyR+Pibgc8tLK31UevzpHPyfpeLcyNOusftknT5ZT5X0i60T18puVwTUGoqBQv8xpj9IrJ20uHbgZ3Jr78N7KPCAn85flTPZuY73TkBrwuv22lNbBvwut3ErQTf+fXbvHNtI7Yx/LpzgCc6ujl0ZvzDnd/j4oNXreSO9la+9swbdA8FOTsUJm7ZeN0uaqvcrGmqZUW9n8AMve3nk6pZiJ++lMqHYuf4VxhjegGMMb0iMu2/UBG5B7gHYM2aNUUaXuGV40f1bGa+053TeSHI+mU1xCyb1BJav9dFz3CI7x06y56ObnqHI+nHalni545trXzk6hZqkxU97auX8HL3EC4Bl0DcsrkYtPmdG5ZRUzX9/6LzTdWU66cvpQqtbC/uGmMeAR4B2L59u5nl9AWl3D6qZzPznXyObQwel2CAYMyiOpmCiSZsLgSjhGMW39h3On3+O9ndM8oAABpbSURBVN/RyJ3tbVy/rumSC7EdZ4dZWuMjGE0Qtw1VHieP/0LnAL8/w7jnm6opx09fShVDsQP/eRFpSc72W4C+Ij++mkI2M9/UOX6vG8s22LYhHLdY3RggFEsQjlkEYwnCGbn7aq+bD161gl3b2liz9NJZdJXXTZ3fQ/9ohBX1/gnpHGPMrCmX+aZqyvHTl1LFUOzdJPYCn05+/WngySI//rztO9HH3Y+8yPu+8hx3P/Ii+04s/Peue3esJ24ZQrEExjh/T575fubd7yAcsxgJx7Fsm3DcImbZbF5ZRyxhcyEYSwf9pTU+PvcbG3j83ht497ql/NUzp7j7b1/k848f5dBbgzQGfKxuCtDWUE2938uaphrCk3rsZ5NyWd0YmNPtMu3c3Myj99zAn95+NQBffvLYovm9KjUdMaYwWRQReRTnQu4y4Dzwx8Ae4LvAGuBt4JPGmIHp7iNl+/bt5uDBgwUZZy4yc8qZqYEHbruqKLPEQtacp+47c+Z74+XLGY0mGE5uYH6gc4DHXuqiazAICCOR+IT6++vWNrIrmc5xiXCgc4CHnnM6Xga8bqKWjWVzyes119c1X7+Prz3zOl/fdxorI83k87iL9ntVqlBE5JAxZvslxwsV+POpXAL/3Y+8eElKJBRL0Fzn59F7bijoYxfzTceyDSPhOCOROJZt0sdeOH2RJzq6OdI1lD632uvmQ1et4I4p0jl/+L2jDAZj1FSNl2lO93pN9caTzfOa6+0yb3/vPx/CNga3CMaAjWFpjY91y2oL/ntVqpCmC/xle3G3HJWy/C91IdOyDW9eCBKzbAT49985TFOtLy+fAGIJm+FwnLGok/IBGAnH+fGxczx5pJvzI9H0uasaq7ljWysfumrlhMobt0uorfJQ5/fSNxqlodo7IXc/3es11wve871Q/vD+ThK2U0IqCCKADaORhJZ1qkVLA38OSln+1zUYwi3QOxxFxFnlGrMMMctiuTCvVaehWILhcJznT/Tz2Etd9I6Eaaj2YYzhVP8YmR8Kr1/XxK72Vq5b66RzAA50DvDdQ12cG4mwpjHA7964gZ2bm8u6XDL1SeHAWwPYNljiVCkBiDjVSZnjzDXNttBaQajKUuyLuwtaNhdBC2V1Y4DzI07Qd4mQSKZgBLgwFiPg8+B1Cw/v78zq/hKWzVAoRtdAiHPDEZ4/0c9fPfs6XYMhRsJxTp4f5fU+J+i7BGqr3Cyv9XHntjbetW4pLhE8Lhevdo/w9X1vMByO0xTw0T8W5f69x50USglfr5mk0mZ9oxH8Hldy7YAhYdsYDJYxuF2SHmfm+ZnrBaa7AJzr+UoVmwb+HOzc3MwDt11Fc52f4XCc5jp/0S4A3rtjPXHbxhiDMYZk3Mfjwlk8RXZpp3DM4vxIhK7BMAPJPjrD4TgPPXeK/jGnQ2ZmSabXJaxfWkPrkmr8XjePvdRFwOdh5RI/a5YG+M6Bt/F5XASS7RYy34Cyfb2KXSmVWf+/rLYKl0twCyQsQ9yycYnwuZ0bply8Nvk5znb/2ZyvVLFpqidHueaUs/3IP9t5Ozc3s3F5LW8NhLBsg0vANhC3wSWG0Ugct0umTKPYtmE0mmAkHJ/QMO103xi7O7p55kTfhM6ZNT7n4rFLwGCcNsfiHL8wFmHlEn/63Nmue2TT4K3YjdIyx5zq7X9hLEokYXP92qZLXvtcr+1oKwhV7jTwF1C2QW2m84D0G0JdslGZ1y30ZVxoFeDsYJiA10UsYXP5l38CwNqmaj5300a2rGrATibqX3jjIn/7i066h8MTSjFd4rRCXlZThc/jomswlO6b43E76ZBw3GJ1U82E5zjfPH4pGqVNHnN9tRePW6atzsr1OZbztQ2lQFM9BZXtR/7pznvwJ69NyBWnKnmGQnFEhCqPiyq34HIJgiEYt+gdjmDbNrZt80Z/kD/ee5wXT19kOBTnKz85wX/be4y3BkLpoO92CbdvbeWPb7mSOr8XyxgMTntk28CSam866E+Vn59vHr9rMJRu95BS6NlxrmMu9PlKFZvO+Aso24/80513qm+MVY3VE2bDACORBJtX1k0okzzdN0oobuNzg0jy/dw2jEbj/NlTJxmNTlxsVeNz0xDwIsCZiyHuu3kjNVUeHj/YRe9QmA3L6/jf39XEC50DM9bIz7ftQSlmx7mOudDnK1VsGvgLKNugNt15wJSz4dTPAz4PtjFYtiGaytEL6Yu/lu3M3gdCsdSPWFLtoSHgw5fcxMRg6BuN0NpQzfrltXxi++oJjzdTk7SU+dTSl6pRWq5jLvT5ShWTpnoKKNuP/NOdt37Z1D1s1i0NEE3YDIdjxBIWwWgCl0vwJCtTYpYhkQz64PS+/4ObN3J16xLq/F58bhcigju5IOwdS2vyusFJLkpZKaVUpdIZ/zTysQAn24/8050HTJgNh2IJognDvTddhm3gsZe6ODcSpt7v5R1NAd7oD14yhtoqN1/6yBW8a8NSVtb5+drPTxG3bWp8HsJxi4RNXmbX83m9dHasVHFpr54plLoZ2+Sx/M2+05wdDNFc5+eu61Zz/fomEpbNL05d4ImObo73jKTPT7W6dwmsaQxwz44NiMD3Dp2ldzhMXbJvzlg0kXPuebrgXk6vl1JqXEX36sl1NlqsEsOZxmXZhrFIgg3NtTz48WvStxkMxfinF8+w92gPF8di6ePrltWwbVUDHW8P0J3c8UpEeHsgyA9e7sXncdEY8CWDss2f3n51zusRpis5naqPkFuEr/z0hAZ+pcrQog/8c1kgVOgFOF975nX+5/OdhJKLpJbWjI/rSwmL9jWNBGMWxph0K+S3B4PEEjZj0fGcvwDvvWwZu9pbicVt/uzpk4yE48kOk3D6QpBvPN9JQ8DDqoBTfz/Tm9hMb0QzBffRaGJCHyG3S7Btw+t9Y+w70afBX6kys+gD/1xm74UsMfzaM6/z0HNvpNsd2wb6x5xgHajy8JWfnqTe76V3JEzA46JvLEbcMum2DOA0Eav1efD73NxyTQvtaxr5/ONHCcUSkAz6KQYYCiWo98fTq1SnehNLvUHGEhajkQTnhiMcfnuQz+3cwO/fvOmSJnGZwX1Tcy1vXgim+wiB86bkdVPQhVjZ0oZpSk206Kt65rJAqJALcP7ul2+S7IAwwcVgnIRl89bFIH2jEeKWzZsDYYIxa0LQdwtUuYWWJX78HhePvdRFrd9D/1gE24BJ3rGI8wec4H9hbHyl71RvYg/v7ySWsLgYjBFN2OkS0b985hRfe+b1S5rEpf7zugVjzMQ+QrbBxrCirqrkbQq0YZpSl1r0gX8u2/MVssRwLJpAuPSCugH6Rp3g3DMcYSAYn/L2LiHdmTOQ7J3TXOdnTVONMwvPvGsz/gYTTdhTvomlGqQdeGuAvtEolmXSn0YkOa6v7zvNu9c3TRvcgzGLjctrcbkEyxg8bqF1STUet6vkbQq0YZpSl1r0qZ65LhDKR4lhKsXw9kCQ1oZq7r5uDdVeN9GEhcclxO2JbwAJe5o7YjwIx22o9rrwelxEMnrn3LtjPX/4/aNE4zHnbcU453tcQr3fQ8I2DIfjEyp5Mq9/VLmFUHx8PJJ8QCG5+1bnwIQmcT63i2W1/nSPm9TrPLmyp9RtCrRhmlKXWrSBPzOvW1flwZhLA1+hH//LTx7D7XKuK5wbjvDVp0/y7vVNPHeyH8Gkg3kmr1toCvi4MBZFgETyBLeMf91cV0VkUmDdubmZP//EVv7Tdzu4GEpgcIJ2nd9Nrd875SeWzNlwc72fMxdD4+NJPa7L6Ql0djDEn95+9bTBPds1C8XOt2vDNKUutSgD/+RKnlSAmksJY65Byqm8SfDQs6cQoMrtXF9ILcA6czHM2qUBOi+MzzgFeP+mZVyxop4nj3bjdbvweVzELRs3zqzdMgavgNfjxjakZ9mp8ew70ceDP3mNoUgCn1uSbxqGUMzm/3xP25TjzpwN1/m9NNdVcX50/FqA2+VsRVjn97CqMTBrcM+sAOoaDKXTKZljLHYL5lK1hFCqnC3KwJ+POvxsgtSEVM6San7rutVc+45GAHqGw9T7nccfi8bpT1bnZFpS7eVj16zktq2tNNc7Pe5jCYvvHjpLJG5jgIZqN6saa2ZcFJV5AdMtgiQ3DV/dWI3bJbzQOTBlz53Js+Hmej9xy2YwHMctzuYkBugfi9EYiKVLM6d7DWd7zUrRglkbpil1qUUZ+HPN6041s58tSD332nnu33scd7KP/bmRCP/jZ69z300buX59Ey311fSNRhiNxBmNTry47HEJd2xr4/96/zp8Huf6+oHOAR7Zf5q3BkJ4XcLqRj9x2zAQjHNuOMzGFfWXzPBTYx4Jxwn43Fi2SQd+G0P/aJR1y2qmfd6p2XD/aITRSIJowsbtEu7Y2sJrvaOc6h/D63LRsqSKmGXPOjuf7TUrVb59ujcrLfNUlWpRBv5c8rrTzVJDsQQrk7PwkXCcC2NRogmLroEQew6f5VsvnHFSOZ7xVE44bvHogbep8bsxGHqSK2hTBGiq8VHtdfFG39iEoP/Qc6cYCEZxCyDCuZEYrQ1+VjV6LtkgZPKYe4fDyR2znJl+qpQzZtkz5rN3bm7mE2eH+Pq+0yRsmyq3iyUBL4feHibgdbF2ac2E13C22flsgb2c8u2lSDspVS4WZTlnLnX405X7xRJO0BwJx+keChFP2OnSyK88dZK3Lozh946/fLYxxBIWx3tH+L1Hj3D07HD6ZwL4PU7t/dIaH9U+N+dGwoBTE//9w2ep9rqwDbhdLqdOXqB/NDrljHjymP3JNx+MU2Jp284ft8is+ewXOgdY1VjNlS1L2NBcx7JaP1638ObF3Nc/zFY6W04blGiZp6pkizLw51KHP90CL68LonGb3pGwU30jAMLyuiqnFNMyROI2ccvmwliUNy+EOD8aS9fYb1pRyxc/fDlb2pawqrGaNU011FY5M91I3KZlSTWNAR+rmwKcG3FmwT63i1TPvJlm7JPHvLyuCgxYBlqX+BGX8/W6ZTWzrj+Y7vkDOa9/mC2wl1ML5lLs/KVUuViUqR7Ivg4/M/2Q2sAkGI2zuqmWu65bzX/bewzbgM8tNNX4qPF5sI2NS6B/LEokPrH4fuuqJXz2feu4qrUeEaGh2sdDz50iHLfwe11EEza2gd+76TIaa3wTxrCstoqe4TDYzgYp083YJ6dM6vxeltVZBKMWtoH21Y1Z56unS7+sX1ZDMGblVA2TzYXUcmnBXE5pJ6WKreLbMo/X2ws+t7MoKmGb9EXazz9+lItBJ+ViG8NoJMFAaGKFjktgeW0Vn33vOm6+asUlj3Ggc4DHD3bRNxJhdVOA371xw7SbrScsm/OjUeKWYVNzLV/48OZpq3jy0QZ5pvuCxVsNo62kVSWYri1zxQb+uGUzFkkwFk3wq1MX0puarKyvTve8Bydo/8UzrxOOW4SiCTIrMi9fWced7W3cuGl5+kLtZG6XsKTaS73fiyvVLH8KqQqTbINsrufPJJ/3tZBU6vNWlUMDP8ke91En2Ecn5a8nM8bwSvcwT3R088tTF9I9cAQnnfNvd6znipb6aW+fbcBXSqlCqdiNWIwxBGMWY5EE4bjT434m0bjFcyf6eKKjm9MZWxk2BrzcurWVW7e0sLS2atrbu11OXr/O79GAr5QqS4s28IdjFqPROKGohZ3Fp5rzIxH2Hu3hRy/3MhJJpI9f0eKkc3ZsWo7XPX0RVCrg11c75YFKKVWuFlXgjyacypaxSIKEPUOryyRjDC+fddI5v3pjPJ3jcQk7L1/Orva2GdM5zrkuJ6WjAV8ptUAs+MCf2pt2NBonNlNf4wyRuMWzr/Wxu6Obzgvj6ZymGh+3bW3hli2tNCVLLafjcTmrXOv9GvCVUgvLggz8tm0IxhIEo06debbODUd48kg3Pz52jtGMdM6VLXXsal/Fjk3LZkznAHiTbQ3qqjTgK6UWpgUT+I0xhONOGicUyy5vn7rdka4hnujo5oXTF9PpHK9b2Hl5M7vaW9m8cuZ0DoDP46Ih4EuvvlVKqYVqQUSxhG14O7nzU7bCcYtnXzvP7o4e3sxI5yyt8XHb1lY+tqVl1nQOOAG/MeCjRgO+UmqRWBDRzLJN1kG/dzjMk0d6+PEr5xiLjqdzrm6tZ1d7G+/fuAzPLOkc0ICvlFq8FkVUM8bQ8fYQuzu6+dfTF9PbB3rdwk2bm9nV3samFXVZ3ZcGfKXUYrego1s4bvGzV8+zu6ObMxfHuyourfVxezKd0xiYPZ0DzkXbxhrN4SulFr+SRDkR+TDwEOAG/s4Y82Aut+8ZSqZzjvUSzNjd6po2J53zvsuyS+eABnylVOUperQTETfwdeA3gbPASyKy1xjz6ky3M8Zw6Mwguzt6eLFzYjrnA5tXsKu9lY1ZpnOc27loCHip83tnP1kppRaRUkxzrwfeMMZ0AojIY8DtwLSBfygU49986yBnBsbTOctrq7h9WysfvWYlDVmmc0AXXimlVCkCfxvQlfH9WeBdk08SkXuAewB8Ky/DnQz6W1YtSadz3Dk0QUt1y1xS7dWAr5SqaKUI/FNF3UtqNY0xjwCPAPhbNpqPXr2SXe1tbGiuzenBXDIe8LVbplJKlSbwnwVWZ3y/CuiZ6Qbrl9fyhx+6PKcH0X74Sik1tVIE/peAjSKyDugG7gJ+e6YbzCWlowFfKaWmVvTAb4xJiMh/AJ7CKef8e2PM8fner7ZHVkqp7JSkeN0Y82Pgx/m4Lw34SimVmwW7akl3vFJKqblZcIFfyzKVUmp+Fkzg17JMpZTKjwUR+N0uYXVTIKfqHqWUUlPLrpNZiXlcokFfKaXyZEEEfqWUUvmjgV8ppSqMBn6llKowGviVUqrCaOBXSqkKo4FfKaUqjAZ+pZSqMBr4lVKqwmjgV0qpCiPGXLLrYdkRkX7gTKnHUWDLgAulHkSRVdpzrrTnC5X3nMvt+b7DGLN88sEFEfgrgYgcNMZsL/U4iqnSnnOlPV+ovOe8UJ6vpnqUUqrCaOBXSqkKo4G/fDxS6gGUQKU950p7vlB5z3lBPF/N8SulVIXRGb9SSlUYDfxKKVVhNPCXARF5S0ReEZEjInKw1OPJNxH5exHpE5FjGceaRORnInIq+XdjKceYb9M85z8Rke7k7/mIiHy0lGPMJxFZLSI/F5HXROS4iNyXPL4of88zPN8F8TvWHH8ZEJG3gO3GmHJa+JE3IrIDGAP+0RhzdfLYnwEDxpgHReSLQKMx5gulHGc+TfOc/wQYM8b8eSnHVggi0gK0GGMOi0gdcAi4A/gMi/D3PMPz/RQL4HesM35VcMaY/cDApMO3A99Ofv1tnH80i8Y0z3nRMsb0GmMOJ78eBV4D2likv+cZnu+CoIG/PBjgaRE5JCL3lHowRbLCGNMLzj8ioLnE4ymW/yAiLydTQYsi7TGZiKwF2oFfUwG/50nPFxbA71gDf3l4rzHmWuAjwOeSaQK1+HwD2ABsA3qB/1Ha4eSfiNQC/wv4A2PMSKnHU2hTPN8F8TvWwF8GjDE9yb/7gN3A9aUdUVGcT+ZJU/nSvhKPp+CMMeeNMZYxxgb+lkX2exYRL04Q/I4x5onk4UX7e57q+S6U37EG/hITkZrkxSFEpAb4IHBs5lstCnuBTye//jTwZAnHUhSpAJi0i0X0exYRAb4JvGaM+YuMHy3K3/N0z3eh/I61qqfERGQ9ziwfwAP8izHm/ynhkPJORB4FduK0rD0P/DGwB/gusAZ4G/ikMWbRXAyd5jnvxEkBGOAt4N5U/nuhE5H3Ab8AXgHs5OH/ipP3XnS/5xme790sgN+xBn6llKowmupRSqkKo4FfKaUqjAZ+pZSqMBr4lVKqwmjgV0qpCqOBXy1IImIlux8eE5HviUhgHve1U0R+mPz6tmQzsenObRCRfz+Hx/gTEfnDGX5+NFkCqlTBaeBXC1XYGLMt2fkyBvxu5g/FkfP/38aYvcaYB2c4pQHIOfDPRESuwPm3uCO5iE+pgtLArxaDXwCXicjaZH/0vwEOA6tF5IMi8oKIHE5+MqgFEJEPi8gJEfklcGfqjkTkMyLy18mvV4jI7uRs/KiIvAd4ENiQ/LTx1eR5/1lEXko25vrvGff1JRE5KSLPAJfPMP7fBv4JeBq4LeP21yXv8wUR+Wqqt7+IuJPfpx7z3ry8iqpiaOBXC5qIeHCa272SPHQ5Tg/8diAIfBm4OdkE7yDweRHx4/RRuRV4P7Bymrv/GvC8MWYrcC1wHPgicDr5aeM/i8gHgY04PVm2Ae8UkR0i8k7gLpyujXcC183wNH4LeBx4FGflZ8o/AL9rjHk3YGUc/ywwbIy5Lnm//1ZE1s30OimVyVPqASg1R9UiciT59S9w+qa0AmeMMS8mj98AXAn8ymmtgg94AdgMvGmMOQUgIv8MTNUO+ybg/wAwxljA8BRtdj+Y/NOR/L4W542gDthtjAklH2PvVE9CRK4D+o0xZ0TkLJBq5WuAOmPMvyZP/RfglozH3CIin0h+vyT5mG9O9RhKTaaBXy1UYWPMtswDyeAezDwE/MwYc/ek81K9VPJBgP/PGPPwpMf4gywf425gc3IXNoB64OM4XR9neszfM8Y8lftwldJUj1rcXgTeKyKXAYhIQEQ2ASeAdSKyIXne3dPc/lng3yVv6xaRemAUZzaf8hTwbzKuHbSJSDOwH9glItXJ7qu3Tr7z5MXnTwJbjDFrjTFrcXasutsYMwiMisgNydPvmvSY/y7ZFhgR2aQXhVUuNPCrRcsY04+z5+ujIvIyzhvBZmNMBCe186Pkxd0z09zFfcBviMgrOHuqXmWMuYiTOjomIl81xjyNk4Z5IXne93FSNIdx8vZHcGbvv5ji/ncA3caY7oxj+4Erk+19Pws8IiIv4Mzyh5Pn/B3wKnA4ecH3YfTTu8qBdudUqkyJSK0xZiz59RdxNve+r8TDUouAzhKUKl8fE5E/wvl3egbn04tS86YzfqWUqjCa41dKqQqjgV8ppSqMBn6llKowGviVUqrCaOBXSqkK8/8DZ6EYNNzFVLMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] @@ -1938,7 +1918,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 42, "metadata": {}, "outputs": [ { @@ -1947,7 +1927,7 @@ "Text(0.5, 1.0, 'Log-Transformed Age')" ] }, - "execution_count": 46, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" }, @@ -1986,7 +1966,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 44, "metadata": {}, "outputs": [ { @@ -1999,17 +1979,7 @@ }, { "data": { - "text/plain": [ - "Text(0, 0.5, 'Log Age')" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2033,7 +2003,8 @@ "\n", "sns.regplot(y_pred, y_train_log)\n", "plt.xlabel('Predicted Log Age')\n", - "plt.ylabel('Log Age')" + "plt.ylabel('Log Age')\n", + "plt.savefig('FNC_Train_Model_Log_Age.png')" ] }, { @@ -2058,7 +2029,7 @@ }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 45, "metadata": {}, "outputs": [], "source": [ @@ -2074,7 +2045,7 @@ }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 46, "metadata": {}, "outputs": [], "source": [ @@ -2090,7 +2061,7 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 47, "metadata": {}, "outputs": [ { @@ -2169,7 +2140,7 @@ "4 0 4 0.336175 Train" ] }, - "execution_count": 50, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -2191,7 +2162,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 48, "metadata": {}, "outputs": [ { @@ -2209,13 +2180,13 @@ " Text(0, 0, '1000000.0')]" ] }, - "execution_count": 52, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYIAAAEyCAYAAAD3MNf8AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nO3de5xcVZ33+8+v70nfkw7kTq5cQhJCk8RwGUwGeATPM8DM4EBGj8qgjDo+PvPSOUf0nIOOj84L5/h4wNfj9RwVxzOHDDgjooOiRCRRRAgXgwlD0oGEdAJJp0M6nfS1qn7nj13Vqa5Ud1dfdu2uru/79apXd+3aVWt1Vdf67bX22r9l7o6IiBSvkqgrICIi0VIgEBEpcgoEIiJFToFARKTIKRCIiBQ5BQIRkSJXFnUFRqupqckXLVoUdTVERArKc889d8zdZ2V7rOACwaJFi9ixY0fU1RARKShmdmCox0IbGjKz75jZUTP7wxCPm5l9xcxazGynmTWHVRcRERlamOcI7geuH+bxG4DlydudwNdDrIuIiAwhtEDg7tuA48PschPwTx54Gmgwszlh1UdERLKLctbQPOBg2v3W5DYREcmjKAOBZdmWNQOemd1pZjvMbEdbW1vI1RIRKS5RBoJWYEHa/fnA4Ww7uvu33H2tu6+dNSvr7CcRERmjKAPBI8B7k7OHNgAd7v5GhPURESlKoV1HYGYPABuBJjNrBT4DlAO4+zeAR4F3Ai1AF3B7WHUpNu7O71s7ePiFQ+w63BF1dURkgnzgqiW8Y+XsCX/d0AKBu28e4XEH/ias8ovRa8dO8/ALh3j4xUMcaO+ivNRYOquGkpJsp2NEpNC0n+4N5XUL7spiGayts5ef7DzMD184xM7WDgy4aE4dd/7REjZdNIuVc+upLCuNupoFw7PPV5ACZ1nnphSespAO6hQICtDp3hiP7XqTH75wiKda2om7s3DGdG5dO59NF85i/eImGqaVqycgIjlRICgQ/fEE2/e28W/PH+IXu4/QG0sws7qCd6w8l43nz+KqZbOYWVuho38RGTUFgknM3Xn+9bf4t+cP8e8vvcGJrn6qK0tZv3gGVy9v4u3nz2JOwzRqKssw09G/iIyNAsEk1HK0k399/hCPvHiYQye6KS81Vs2r54qlTWy8YBaLm6ppmF5BqYZ+RGQCKBBMEkdO9vDwC4f44QuH+I83OzGDC86t5b2Xn8fVy5u4cE4dTTWVVJVr6EdEJpYCQYQ6e/r595fe4N+eP8SO/cdJOCycMZ0/b57HHy1v4qI5dcyun0ZdlYZ+RCQ8CgR51hdLsPXlI/zr861s23OMvniCWTUVXL9yNlcua+LC2XUsaJxGY3UF5aVaSVREwqdAkAeJhPP0a+08tKOVX+w+wqneGLVVZVy1rIkrls7ggtl1LJwxnVl1lUyv0EciIvmlVidk/fEEN3/1N+w6fJKKshIuW9jI25Y0snJePXPrpzGnfhr1mvMvIhFSIAjZ7w+eYNfhk9ywcjY3rZnLzOoK5jdOZ0aN5vyLyOSgQBCybXuPYQZ/sW4+a8+bQW1VedRVEhEZRGcjQ7Z9TxtLmqpZPa9BQUBEJiUFghB1dPfz+9YTrJxXT02VOl8iMjkpEITot/uOkXBYM79B5wNEZNJSIAjRtr3HqCov4fKlM6KuiojIkBQIQrRtTxsXzaljTsP0qKsiIjIkBYKQHGg/Tetb3ayaW09Npc4PiMjkpUAQkm17jwHQvKhBWUJFZFJTIAjJtj1tNNVUsO68xqirIiIyLAWCEMTiCX67r52L59bTWF0ZdXVERIalQBCC37ee4FRvjNXz65mm9QNEZJJTIAjBtj1BWom3LZ6hdQREZNJTIAjBtmRaiYvm1EVdFRGRESkQTLCBtBJzlVZCRAqDAsEES6WVuGRBvdJKiEhBUCCYYNuTaSWuWDoz6qqIiOREgWCCbdvTxkWz65hTr7QSIlIYFAgm0IH20xx8q5uV8+p0fkBECkaogcDMrjezV8ysxczuyvL4QjN7wsxeMLOdZvbOMOsTtoG0Euc1Kq2EiBSM0AKBmZUCXwVuAFYAm81sRcZu/zvwoLtfCtwGfC2s+uTD9mRaifWLlFZCRApHmD2C9UCLu7/q7n3AFuCmjH0cSE22rwcOh1ifUMXiCZ5KppVomK60EiJSOMIcyJ4HHEy73wq8LWOfzwI/N7P/AlQD14ZYn1Clp5WYXqFpoyJSOMLsEWQbJPeM+5uB+919PvBO4PtmdladzOxOM9thZjva2tpCqOr4Ka2EiBSqMANBK7Ag7f58zh76uQN4EMDdfwtUAU2ZL+Tu33L3te6+dtasWSFVd3y27Wlj8cxqLlRaCREpMGEGgmeB5Wa22MwqCE4GP5Kxz+vANQBmdhFBIJich/zD6OjuZ2drBxfPq9NqZCJScEILBO4eAz4KPAa8TDA7aJeZfc7Mbkzu9gngg2b2e+AB4P3unjl8NOn9dl87cXcuXdBAldJOi0iBCfXw1d0fBR7N2HZ32u+7gSvDrEM+bN/bprQSIlKwdGXxBNi2p40LlVZCRAqUAsE4DaSVmFtHdaWGhUSk8CgQjNP2tLQSZaV6O0Wk8KjlGqdtSishIgVOgWAcUmklVsypo6FaaSVEpDApEIzDmbQSDVQrrYSIFChd/TQO2/cew4ANSyZpWol4P/R0gCcAAzNIZfAY+N1G8fsk/BsnE/fke512f/AOZ+8/1OOjeq4DBiVlyZuO72R0FAjG4ck9bSxummRpJdyh9yScfANOHoJEPK0BT2/IjTONS+p3z9iewQwoDRoay3IrKU27XxrcL61I3srPPF5SGjRYqX2sdPI1Xol48hZLu8XB4xDrDW7x1M9+iPcFP0d6DzMfM8to1Mf43PTfS8qgrDJ438sqobQSyquCnyVlZ97/1K20gJqBRCL4DDyRdkv+7w763bNvT6Q9N5HxOok4kDi7jEQ8+dy07ZB2kJT83y1JO2jK/Jn6XqS+gyUlQEnaAVZqn/TfU6/HmfuVtVA18e1NAf0HTC4d3f3sPNjBO1fNnhxpJWK9cKoNThyA/q7gy11VH3zpJ0r6lyzzp8cg1n9m28AXJ/XlSTVYJWkNX1ojRkkQLAZuFVBSPv5A4n52g+6J4Ge8P61B70v72RfUOVW3gbY3deSdHvhSAa96Yt/r8Ug1XvE+iHWfCWrpPcOBz4ngb0kPGmWVUFYV/EwFipKM20i9w1TvaFCDm964pv1vJOIQj0GiP/kZ9Se39Z8JwIn+wf9H6dL/pwYFR87enqp3eiObapAztw/qDZdCqZ1dXuo9TL+f+f1IpD+W9pyBfdLeM9I+F8/YJ9YDM5YqEEwmqbQSl0SZViKRgJ4T0NEKp44ABpU1UH1W3r6JMXC0EsJrpzcasV7o705rRFINgA3+oqca5tSXORVESsoGH6UPNAgZFTcygkkplFdCxbQzR3mFyEqgNPl+5ML9TIPcdwp6O840wMELpnY8cz8VrMuSkyQGGuxY0Kh7jLN7N5n/OGmN9KDeZdr9kpJkj6Uq7Yh5EoiiGj0nQ3tpBYIxSqWVuHJZBGkl+rrg1NHg6D/WG3T7p8+cPF+SsRj44o/xXzI9kCT6g/eiYnrQwBfy+5IPZmBlo3vvUw1/rDv5GsleWWkVVJQUdiAtQgoEY7RtbxsXzq5lTv20/BQYj0H3W0Hj33U8OHoNabywII03kMjolIwycMikpk9yDA60n+bg8W7evnxW+OcHek5C55vB8I/HoXw61EzONRlEpDApEIxB6GklYn3Q1Q4n9kPvqeDov6pWR2AiEgq1LGOwbU8bM6srWHfeBKaVcA9O/J48DJ1vBPfDPPErIpKkQDBKsXiC3+5r59KFDTTWTEBaif7u5Inf14MTb6WVMK1RJ9tEJG8UCEbp960ddPbGWDW/fuxpJRLx4MRvx8Fg7n9JaXD0X1kzsZUVEcmBAsEobd/bhgGXL5k5+rQSvaeC+f4nXg+m35VXBUM/mt4oIhFSIBilJ/e0sahpOhfMHsW0zf4eeHMndJ8ITvjqxK+ITCIaiB6Fkz1BWomL59ZTWzWKhvx0W5D8rWYWTG9UEBCRSUWBYBRSaSXWjDatRMfB4OIvEZFJSIFgFLbvaaOqrIQrlo4irUTf6eBWpoVrRGRyUiAYhSf3tnHB7FrmNowirUTXcU0FFZFJTS1Ujl5v7+Lg8W5WzqunejRpJToOQkV1eBUTERknBYIcbW9pA+Cy8xopzzWthIaFRKQAKBDkaExpJbraiSZxuYhI7hQIchCLJ3iqpZ2L59bRUF2R+xM7WnW1sIhMegoEOUillVg5r57qihzPD/SdDq4k1rCQiExyCgQ5SKWV2LB0BiUlOQ71nD42edawFREZRqiBwMyuN7NXzKzFzO4aYp+/MLPdZrbLzP6/MOszVtuSaSUuml2f+5M6WjVbSEQKQmi5DsysFPgqcB3QCjxrZo+4++60fZYDnwKudPe3zOycsOozVid7+vn9wQ5uWDU797QSvaegv0trCYhIQQizR7AeaHH3V929D9gC3JSxzweBr7r7WwDufjTE+oxJKq3EJaNJK9HVrovIRKRghNlazQMOpt1vTW5Ldz5wvpn9xsyeNrPrQ6zPmGzf00ZlWQlXjiathIaFRKSAhJkGM9tZVc9S/nJgIzAf2G5mK939xKAXMrsTuBNg4cKFE1/TYWzbe4wLZ9cypz7HtBIaFhKRAhNmj6AVWJB2fz5wOMs+P3L3fnd/DXiFIDAM4u7fcve17r521qxZoVU40+vtXbx+vIuV8+qoyfX8gIaFRKTAhNliPQssN7PFZlYB3AY8krHPw8AmADNrIhgqejXEOo1KKq1E88IZuaWVcNewkIgUnNACgbvHgI8CjwEvAw+6+y4z+5yZ3Zjc7TGg3cx2A08A/4u7t4dVp9HatqeNGdUVrFuUY1qJvtPBsJAuIhORAhLqUlnu/ijwaMa2u9N+d+DjydukEosn+E1LO5cubMg9rcTpY5NjWKjrOBzbC+174dSkm4glImMR74MVN8M5F074S2vNxCHsPNTBqd4Yq+bVU5NLWonUsFA+cwu5w6k34VgLHNsTNPzH9iaT3SVV1U+O4CQi4+MJmL8+lJdWIBjC9j3HRpdWou8UxLqhMqTzA4l4EGhSjX3qiL+3M3jcSqDhPJh3GTQth5nLoWkZVCjpnciU0HMSas4N5aUVCIbw5J6jnDdzOheeW5fbE05P4GyheD+8tT84yk81+O37INYTPF5aDjOWwOKNQWPfdH5wX+cmRGQMFAiySKWVuH7VudRWlY/8hPEMC/V3B438sT3QnhzieWs/JGLB4+XTgqP7C/+nM0f6jedBiT46EZkYak2ySKWVWDO/gWkVOaSVyHVYqOfk2UM7Jw4ycJ1dVX3Q0K96V9DoN50PdXM1xi8ioVIgyCKVVuLyXNNKDDcs5A6//R+w/9dw6siZ7dWzgoZ+yabgZ9PyYJtpRTMRyS8Fgiy27T3GBbNrmdswfeSdRxoWOrIL/vCvMG8trLjpzPDOtIaJrbSIyBgpEGRIpZW4ctkCaipzeHv6TgXj/EMNC+3bCqUVcN3f64pjEZmUNPicIZVW4rLzZlBRlsPbc2qYlcgSMXj1V7DwcgUBEZm0FAgypNJKrM8lrYQ7nBxmWOjwC9D9Fiy7dmIrKSIygXIOBGZ2lZndnvx9lpktDq9a0YjFEzy1r50Vc+pySyvR2xnM7S8dYoppy+NQXg0LwrkaUERkIuQUCMzsM8AnCZaVBCgH/t+wKhWVnYc66OyJsWpeXW5pJU63gw0xLBTrhde2w+KrdaGXiExqufYI/hS4ETgN4O6HgdqwKhWVgbQSS2aOnFZipGGh158OMpEuu2bC6ykiMpFyDQR9yUyhDmBmU/LM50Baidk5xLiRhoX2bYVpjTB3zcRWUkRkguUaCB40s28CDWb2QeBx4P8Or1r515lMK7Fibh2103JIKzFcyum+U/D6b4OLxZQKQkQmuZxaKXf/kpldB5wELgDudvdfhFqzPEullbh0QQPTykdIK+EOJw9B5RA9h/2/DhLHaVhIRArAiIHAzEqBx9z9WmBKNf7ptqWllbCR0jykhoWGOj/QshVq58A5Kya+oiIiE2zEoSF3jwNdZlafh/pEZtveY1xwbo5pJU63DX0RWddxOPQcLL1GeYNEpCDkOoDdA7xkZr8gOXMIwN0/Fkqt8uzg8WRaifU5pJVwh45DQy/48uqvgpWElv3xhNdTRCQMuQaCf0/epqTte48BcNnCHNJK9J6EeC9UDXF+YN8vg0ViZiyZ4FqKiIQj15PF3zOzCuD85KZX3L0/vGrl15N7jtI4vZz1i3NIK3F6mNxCnW/AkT/Aug9ObAVFREKUUyAws43A94D9gAELzOx97r4tvKrlRyqtxCXzG6ifPkJaiYGU08P0BgCWalhIRApHrkND/x34T+7+CoCZnQ88AFwWVsXyZVBaiZHOD/SehHgflAyxjnHLVjj3YqibM/EVFREJSa4XlJWnggCAu+8hyDdU8H6990xaidKR0koMNyx0/NXgtlTXDohIYcm1R7DDzL4NfD95/93Ac+FUKb+efKWNhbmklRhpWKjll8GVxks2TnQVRURClWuP4MPALuBjwH8FdgMfCqtS+dLZ08+LB09w8Zwc0kr0ngwyimZLGeEe5BaadxlMnxFOZUVEQpJrj6AMuM/dvwwDVxsXfG7lVFqJNQtzSCvReXToBHNHdwczhprfO/GVFBEJWa49gq3AtLT70wgSzxW07XuPUVlWwoYlI6SVSCSg89DQKSX2/TIIEov/KJyKioiEKNdAUOXup1J3kr/nkIthctu2p40Lzq1lXsO04XfsPRkkkcs2LJSIBYFgweVDX20sIjKJ5RoITptZc+qOma0Fukd6kpldb2avmFmLmd01zH63mJknXzcvDh7v4sDxLlbMq6OmaoQRslNtQ6eTPvxicl1izRYSkcKU6zmCvwUeMrPDBIvTzAVuHe4JyfMIXwWuA1qBZ83sEXffnbFfLcFJ6N+Nsu7jkkorsXbBDCrLhjk/MNKwUMtWKJ8OCzeEUEsRkfAN2yMws3VmNtvdnwUuBP4FiAE/A14b4bXXAy3u/qq79wFbgJuy7PffgH8kSGyXN6m0EmsXNQy/43DDQrFe2L8tODegdYlFpECNNDT0TaAv+fvlwKcJjvLfAr41wnPnAQfT7rcmtw0ws0uBBe7+k+FeyMzuNLMdZrajra1thGJHFk84T+1rZ8WcehprRmjAhxsWOvgM9J3WRWQiUtBGCgSl7n48+futwLfc/V/d/f8Alo3w3GzTcHzgQbMS4P8CPjFSJd39W+6+1t3Xzpo1a6TdR7Sz9URuaSVGnC20FaoaYF5z9sdFRArASOcISs2szN1jwDXAnaN4biuwIO3+fOBw2v1aYCXwq+TUzdnAI2Z2o7vvyKXyY7VtT1uQVmLpCGklBnILZVmTp+80HHgKLnin1iWOWiIOif5gCC/eF1zgl2IlaTfLuJ/aVqpFhKSojdSCPQA8aWbHCGYJbQcws2VAxwjPfRZYbmaLgUPAbcBfph509w6gKXXfzH4F/F3YQQBg255juaWVOHVk6IvI9v8maHSWXTvxFZTB3INpuvF+SPRBPEbQ4Uw2+CVlUFEN1Q3BFN6yquAxTySfExv802PBayTSfno8o9BkYDBLCyzJn0MFEisJ6jJUPioZv0Q8+FxTt/QAj525L6MybCBw9y+Y2VZgDvBz94FvRAnwX0Z4bszMPgo8BpQC33H3XWb2OWCHuz8y/uqPXiqtxDsuPpfaqmHSSiQScPLwMMNCj0PNuUG2URm/QUf1/cGXfKCxNyifFjTyFdXBZ1JaEZygL62E0gnokblnNDLJ3zMbnkQ8CBxDBZfezmAbBPUuqwjqWlqhBirr+5t+P9W8pL9Pab07LAiyJeXBAVppRfLzSAT/O54K6unPSXvuWfc942EbHFjMgIz7UzTgjPgNcvens2zbk8uLu/ujwKMZ2+4eYt+NubzmeD396vGBtBLTK4Y5cuvtCP6psg37dJ+A1h1wyW1T6p8hVGcd1acfgXvGUX01lE1LNqKVwRe+JNdLXsbIbGICCgSzyfq7ob8LejqC/5fu42fanZKS4O8qqyjMYUX3ZNCOBZ9lIpdGnGRvKdmIl00LfpYkG/TS5HYrTTb2pWd+H/iZY+PrPjh4Z71l7DMQ4ONneojp9xPx5K3vzOOZAcdKkttSQSbVg0wPJGm9x/RbKshFpAD/C8dn2542KnJJK3Hq6NANQ2pd4sk8W2hgWCTOoH9KyH7ElDn8MWj/jF8GPT/jtQY1COlfCoIvf2UNVJx75qh+4Mh+SmQ1D5RVBrdpDVA3N9iWiAfBIdYDvaeg50Rwi/cz8B4NvBcR9x4GGvr+5M+MoG0lg3toqc8vvcFODZGNthGfCKkGl5Ab1sRQPcf44B5mZg8ykfxeDrrfn9aTHPTHnPk13hfae1iUgWDEtBIjDgtthcZF0axL7B78ow38EyWPWDK7uiVlwVh5RXXalzB5M0v7h0obC089RtpjZhnPZfD+Z+3Dmde20vwe1U9mJaXB/1NlDVQ3ndk+0HvoTvYe3kr2HpJBNIzew1kNfer/B8409NOhonbwUNzArVw9YUj+P0/g/3S2XkrmMFr5COlwxqioAkEqrcRt6xYMn1ZiuGGhU0fgzZdg7R0T/2UY1A3tTxvvTPuSYkEDX14FlfXBF7W8Km3cNNXdLqqPtnAN6j0kV7ZLJCDWDf09wTmHnhNBkIgnL+kxCz7joXoP6SfJR2roK2uhYroa+skgXz2ZLIqqtfh1S5BW4rKFjcOnlRhuWKgluS7xaHMLDeoaJhv7QQ08aUfxNUHkL5+e/LKXJY+oy/UlLQYlJUGAr6iG6plntsf6kgGiOzjvkOpBDJxYh6ChLw3+fyrrksM3auhleEUVCJ58pY3G6eWsW9Q49E65zBY656IzY7+56O0MGv7KWpjWGIyVl1clG/eyM19OTTuU4ZRVBLeqeqidHWxL9R7ifWm9hCl0vkXyomgCQTzh/GbfMVbNq6exepi0Er0dQ+cWems/tO+DK4adOXu2WK9WL5NwpHoPVEddEylgRXP2LpVWYvW8eqorhzny7jwSHHVl07KVUa9LHO8PTvZVjZDcTkQkIkUTCLbvPYYBzYsaKSsd4s9OxIMlJ7MtMJNal3jupTB95tmPD6W3ExrPK+4ZMyIyqRXN0ND/vOE8ppWXsHjmMF3ontRsoSw9hrb/CM4drHlP7oWmpoNVjz9RnohIWIomEDRWV/CfL5lL3XBpJU4Ns0B9y9bgZNxo1iXu7wp6DxUFv6qniExhRRMIAObUD3cRWXJYqDJLIrpEPFiXeOHbsj8+lP5umHXh6CsqIpJHGrhOGW5Y6I3fB1d7jibTaOqCtGnDTFUVEZkEFAhShh0Wejy4QGfh5bm/Xm8n1M3XtQEiMukpEMDws4XiffDak7BolOsSJ+JQN3vi6igiEhIFAkgOC/VnP3ofy7rE/d3BuYTRnE8QEYmIAgFA55vBRV/ZtGwNLumff1nur9d3OshOKiJSABQIEvEgEFRkub6grytYl3jJxtxTAKcSgI3mojMRkQgpEPR0BPm+sw0LHfg1xHtHl2m0txPq5inxl4gUDAWCzjeD7J/ZtPwSqs+Bc1fm/nqxvjN55UVECkBxB4LhhoV6TkDrs0FvwHJ8m2K9wRoCVfUTW08RkRAVdyAYbljo1SeDx5b+ce6v13cKGhdq0Q8RKSjFHQiGHRbaCg3nwcxlub2WOyQ8GEoSESkgxRsIhhsWOnUU3tyZHBbK8ei+7xTUzApWHhMRKSDFGwiGGxbal1yXeDTDQrEeaFg4MXUTEcmj4g0EJw8PnTKiZWuQNbR+fm6vlYgFQ0xahUxEClBxBoJ4DE4dyT4sdOIAtO8d3bUDPSehXquQiUhhKs6Wq6cjuAI427TQll8CBks25f56HodanSQWkcJUnIGg843sw0LuQcrpuZdCdVNur9XXFQwJZetdiIgUgFADgZldb2avmFmLmd2V5fGPm9luM9tpZlvN7Lww6wMMPyx07BU4eQiWjebaga5gmqmISIEKLRCYWSnwVeAGYAWw2cxWZOz2ArDW3VcDPwD+Maz6DBh2WGhrkFxu8dtze61EPDgvoARzIlLAwuwRrAda3P1Vd+8DtgA3pe/g7k+4e1fy7tNAjtN0xmGoYaFEHPY9AQtGsS5xb2cws6i0qJZ+FpEpJsxAMA84mHa/NbltKHcAPw2xPsMPC725E7qOjW62UDwGtVqFTEQKW5iHstkuyfWsO5q9B1gLZB2TMbM7gTsBFi4cx0VbIw0LlVXBeVfk9lqxXqishsq6sddHRGQSCLNH0AosSLs/HzicuZOZXQv8b8CN7t6b7YXc/Vvuvtbd186aNWvsNTrdlj23ULw/uS7xVUEwyEVvZ3CSWAnmRKTAhRkIngWWm9liM6sAbgMeSd/BzC4FvkkQBI6GWJdAIpb9oq/WZ4OGPddhIU8EP3OdYioiMomFFgjcPQZ8FHgMeBl40N13mdnnzOzG5G7/J1ADPGRmL5rZI0O8XLhaHg+GeOavy23/3lNQM3voFBUiIgUk1Oku7v4o8GjGtrvTfr82zPJz0p9cl3j5dbmvSxzvg/rhznuLiBSO4ryyON2Bp4LMoctyjEnxfiitVII5EZkyFAhatkL1LJi9Krf9ezuhUQnmRGTqKO4roXo64OAzsOqW3NYldg9OFFePY+aSiIxKf38/ra2t9PT0RF2VglBVVcX8+fMpLy/P+TnFHQhe2xZkDs11tlB/V5BOomJ6uPUSkQGtra3U1tayaNEiTNO1h+XutLe309rayuLFi3N+XnGPb7Q8DvULYOby3Pbv79YqZCJ51tPTw8yZMxUEcmBmzJw5c9S9p+INBKeOwhujWJc4EQtmFU1rDL9uIjKIgkDuxvJeFW8gePUJwGFpjsNCvZ1QNz/7GsciIgWseM8RtGyFpvOhYcHI+0KQnbROCeZEik17ezvXXBMcML755puUlpaSSnXzzDPPUFGRJW1NgSnOQHDiIBzbAxs+ktv+/d1Baupc01OLyJQxc+ZMXnzxRQA++9nPUlNTw9/93d9FXKuJVZxDQ9I7z+wAABOmSURBVPu2AgZLc1yXuO80NC4Ks0YiUmA+9alP8dWvfnXg/ic/+Um+9rWv8fjjj7Np0yZuvvlmVqxYwd/8zd/gHiRe/ulPf8rll19Oc3Mzt956K6dPn46q+oMUXyBwD4aF5lyS2/UAngBMq5CJyCAf+MAHuP/++wGIx+M89NBDbN68GYDf/e533Hvvvbz00ku8/PLL/OhHP+Lo0aPcc889bN26leeff57Vq1dz3333RfgXnFF8Q0PH90HHQVj9F7nt39sJdfOgNPeLM0Rk6lu6dCm1tbW89NJLHDhwgPXr19PYGMwq3LBhA4sWLQLgtttu49e//jUAu3fv5oorgjVP+vr6uOqqqyKpe6biCwSvPplcl/jq3PaP9UHdnHDrJCIF6Y477uD+++9n//79/PVf//XA9swpnGaGu3P99dfz/e9/P9/VHFFxDQ15IriaeP46qKofef9YL5RPz21fESk6f/7nf86Pf/xjXnzxRa699kziyqeffprXX3+deDzOgw8+yFVXXcUVV1zBk08+yauvvgrA6dOn2bt3b1RVH6S4egRv/B662nPPNNp3Cpou0CpkIpJVVVUVV199NbNnz6YkLRHlFVdcwSc+8Ql27drFxo0bufHGGzEzvv3tb3PrrbfS19cHwD/8wz+wfHmOmQ1CVFyBoOUXwWIyuaxL7B7clGBORJI++9nPDrqfSCR45plnePjhhwdtr66u5qGHHjrr+ddddx3XXXddmFUck+IZGor1wb4nYMEGKJ828v59p4IgUJ7jGsYiUlReeuklli5dyvXXX8+SJUuirs64FE+P4NUnoPckLMn1JHEPnLsy3DqJSMFatWoVr7322lnbr7322kHnCwpB8fQITh6G2jkwt3nkfRMxKK3QKmQiUhSKp0ew9naYdxn0doy8b89JaFyiVchEpCgUV0uXyypkECxWU3tOuHUREZkkiisQ5KKvK1hzoKI66pqIiOSFAkGmvi6o1ypkIhJob29nzZo1rFmzhtmzZzNv3ryB+6nrAUZy++2388orr4Rc07ErnnMEuUjEg4VnlGBORJJySUPt7rj7oIvK0n33u98NvZ7joR5But5OqJ8HpYqPIjK8lpYWVq5cyYc+9CGam5t54403uPPOO1m7di0XX3wxn/vc5wb2veqqq3jxxReJxWI0NDRw1113cckll3D55Zdz9OjRCP+KgFq8dPFYMMVURCalv//xLnYfPjmhr7libh2f+ZOLx/Tc3bt3893vfpdvfOMbANxzzz3MmDGDWCzGpk2buOWWW1ixYsWg53R0dPD2t7+de+65h49//ON85zvf4a677hr33zEe6hGkxHqhslqrkIlIzpYuXcq6desG7j/wwAM0NzfT3NzMyy+/zO7du896zrRp07jhhhsAuOyyy9i/f3++qjsk9QhSejvhnBVKMCcyiY31yD0s1dVnZhfu3buX++67j2eeeYaGhgbe85730NPTc9Zz0tc4Li0tJRaL5aWuw1GPAJKrkAHVTdHWQ0QK1smTJ6mtraWuro433niDxx57LOoq5SzUHoGZXQ/cB5QC/4+735PxeCXwT8BlQDtwq7vvD7NOWfWeCs4NlFXmvWgRmRqam5tZsWIFK1euZMmSJVx55ZVRVylnllpUecJf2KwU2ANcB7QCzwKb3X132j4fAVa7+4fM7DbgT9391uFed+3atb5jx46xVerNP0DPW1BRM3j76WNB+onpM8b2uiISmpdffpmLLroo6moUlGzvmZk95+5rs+0f5tDQeqDF3V919z5gC3BTxj43Ad9L/v4D4BrLXOMtbPF+KKtSgjkRKVphBoJ5wMG0+63JbVn3cfcY0AHk92qu3k5oWKgEcyJStMJs/bId2WeOQ+WyD2Z2p5ntMLMdbW1tE1K5oCQPThTXKMGciBSvMANBK7Ag7f584PBQ+5hZGVAPHM98IXf/lruvdfe1s2ZN4NKR/V1BOolcViwTEZmiwgwEzwLLzWyxmVUAtwGPZOzzCPC+5O+3AL/0sM5eZ9PfHQwLiYgUsdCmj7p7zMw+CjxGMH30O+6+y8w+B+xw90eAbwPfN7MWgp7AbWHV5yyJGJSUBSmnRUSKWKhnSN39UXc/392XuvsXktvuTgYB3L3H3d/l7svcfb27vxpmfQbpOQl184NsoyIiQ9i4ceNZF4fde++9fOQjHxnyOTU1wRT1w4cPc8sttwz5uiNNhb/33nvp6uoaZY1Hr3inyngC6mZHXQsRmeQ2b97Mli1bBm3bsmULmzdvHvG5c+fO5Qc/+MGYy1YgCFN/d5BcTgnmRGQEt9xyCz/5yU/o7e0FYP/+/Rw+fJg1a9ZwzTXX0NzczKpVq/jRj3501nP379/PypUrAeju7ua2225j9erV3HrrrXR3dw/s9+EPf3ggffVnPvMZAL7yla9w+PBhNm3axKZNmwD4+c9/zuWXX05zczPvete7OHXq1IT8jcWZdK7vNMxeFXUtRGS0fnoXvPnSxL7m7FVwwz1DPjxz5kzWr1/Pz372M2666Sa2bNnCrbfeyrRp0/jhD39IXV0dx44dY8OGDdx4440MdU3s17/+daZPn87OnTvZuXMnzc3NA4994QtfYMaMGcTjca655hp27tzJxz72Mb785S/zxBNP0NTUxLFjx/j85z/P448/TnV1NV/84hf58pe/zN133z3ut6D4egTugGkVMhHJWfrwUGpYyN359Kc/zerVq7n22ms5dOgQR44cGfI1tm3bxnve8x4AVq9ezerVqwcee/DBB2lububSSy9l165dWdNXP/300+zevZsrr7ySNWvW8L3vfY8DBw5MyN9XfD2C3k5oXAKl5VHXRERGa5gj9zDdfPPNfPzjH+f555+nu7ub5uZm7r//ftra2njuuecoLy9n0aJFWdNOp8vWW3jttdf40pe+xLPPPktjYyPvf//7s76Ou3PdddfxwAMPTNjflVJ8PYJEHOq0CpmI5K6mpoaNGzfyV3/1VwMniTs6OjjnnHMoLy/niSeeGPHo/Oqrr+af//mfAfjDH/7Azp07gSB9dXV1NfX19Rw5coSf/vSnA8+pra2ls7MTgA0bNvCb3/yGlpYWALq6utizZ8+E/H3F1yOYNgOq6qOuhYgUmM2bN/Nnf/ZnA0NE7373u/mTP/kT1q5dy5o1a7jwwguHff6HP/xhbr/9dlavXs2aNWtYv349AJdccgmXXnopF1988Vnpq++8805uuOEG5syZwxNPPMH999/P5s2bB05cf/7zn+f8888f998WWhrqsIwrDfWRl6GyBhoWjLyviEwKSkM9eqNNQ11cPYL6uVA+PepaiIhMKsUVCDQkJCJyluI7WSwiBafQhrCjNJb3SoFARCa1qqoq2tvbFQxy4O60t7dTVVU1qucV19CQiBSc+fPn09rayoQuSjWFVVVVMX/+/FE9R4FARCa18vJyFi9eHHU1pjQNDYmIFDkFAhGRIqdAICJS5AruymIzawPGmnKvCTg2gdUphLL1N0/9cqMsW39z4TjP3Wdle6DgAsF4mNmOoS6xnqpl62+e+uVGWbb+5qlBQ0MiIkVOgUBEpMgVWyD4VhGWrb956pcbZdn6m6eAojpHICIiZyu2HoGIiGRQIBARKXIKBCIiRU6BQESkyBVlIDCz2yMqd/jVrUVEIlCUs4bM7HV3X1gs5SbLfsndV+WhnHOBeYADh939SB7KrAeuTy8XeMzdT+Sh7HcAN2eU/SN3/1mIZdYDn0qWm0oZcBT4EXBP2H93FJ9xstxIPucoPuN8m7KBwMx2DvUQcL67V4ZU7leGKfd97l4XRrnJsv9smLK/MVSekQkqew3wDaAeOJTcPB84AXzE3Z8Pqdz3Ap8Bfp5R7nXA37v7P4VRbrLse4HzgX8CWtPKfi+w193/a0jlPgb8Evieu7+Z3DYbeB9wrbtfF1K5kXzGybIj+Zyj+ozzbSoHgiPAO4C3Mh8CnnL3uSGV2wl8AujN8vB/d/emMMpNlt0P/DPBUUumW9y9NsSyXwT+2t1/l7F9A/BNd78kpHJfAd6WeVRoZo3A79z9/DDKTZaxJ9vrm5kBe9x9eUjlvuLuF4z2sQkoN5LPOFlGJJ9zVJ9xvk3lFcp+AtS4+4uZD5jZr0Is91ngD+7+VJZyPxtiuQA7gS+5+x+ylH1tyGVXZzYQAO7+tJlVh1iukT3wJZKPhanHzNa7+zMZ29cBPSGWe8DM/leCHsERGBiueT9wMMRyo/qMIbrPOarPOK+mbCBw9zuGeewvQyz6Fob4B3H3sNfb+1vg5BCP/WnIZf/UzP6doAudaowWEHShwxxL/QLwvJn9PK3chQRDBv8txHIhaHi/bma1nBk2WEDwGbw/xHJvBe4CnjSzc5LbjgCPAH8RYrlRfcYQ3ef8fqL5jPNqyg4NwUD3bT2DT/I843n6o81sBuDunjk8NSWZ2Q3ATQTvtxF8cR5x90dDLreRYBgwvdzH8vW+J8fnB8pOjdtPRVF9xsmyI/ucp/pnPGUDgZn9J+BrwF4Gn1xaRnBi6+chlbsQ+EfgGoKTaAbUEZzcu8vd94dRbg71+s/u/pMoypb8MbPmME/aytQ0la8juI9gBsUN7v6B5O16gq7kfSGW+y/AD4HZ7r7c3ZcBc4CHgS0hljuSdVEVbGZ3RlRuZFkizSyqxvjDURQa1WecLDuSzznCz3jCTdlzBAR/W2uW7YeA8hDLbXL3f0nf4O5xYIuZhT1mnbpoLdV1Tw2HPeLunwm77OGqFVG534yoXNy9OaJyPxhFuUT3GUNEn3NUn3EYpnIg+A7wrJltYfCJrduAb4dY7nNm9jXgexnlvg94IcRyMbNPApsJeh6pWQ7zgQfMbIu73xNm+cPoi6JQd38uH+UU20V02bh7lEE39M85qovo8mXKniMAMLMVwI2cfWJrd4hlVgB3MPiE2kHgx8C33T3b9QUTVfYe4GJ3789Sp11RzXkO84rqKK+yLdKL6CK5yjaqzznKi+jyaUoHgpRimb1jZv8BvMPdD2RsPw/4eVgXGiXLiOpK7kiusk2WU1QX0UV5lW2EV1NHdhFdPk3ZQJA2e+ePgY7k5noinL0T9swdM7se+B8EM6XS51ovAz4acv6bqK7kjuQq2+Tr7x2ql2VmLcmJAmGUuwdY5+4dGdvrgR0hXtEc2VW2EV5NHclnnG9T+RzBvwD3Au9OnqzFzEqBdxGMoW+IoE7rCK54DoW7/8zMzufMtROp4bBnU+9BiKK6kjuqq2yh+C6ii/Iq26g+5ygvosubqdwjGC6SD/nYBJU91Mydl8Mqs1glh0PuIni/M6+yvSfs4cBiuojOzJqBrwPZrrL9SJgnbTM+53OTm98k+Jy/6O7HQyw7sovo8mUqB4ItwHGyz95pcvdQLsXPmLmTPo56GxDlzJ2iY2a3u/t3o65HWKKayTLVr7ItRlM5EEQye2eyztwpRmHOVkq+fmomS3pvJN8zWVoJ/rfzlQ66WNd+yOtnnG9TNhBEJcqZO8UoqtlKybKHmsnyfuCaqTaTJeJpq5Nt7Yf3E+JnnG9FGQjCnL0T5cydYhTVbKVk2UU1kyWqaavJMopq7Yd8m8qzhoYT2uydiGfuFKOoZitB8c1k0doP5HVWWt5M6R6BZu9ImKKcsRTFTBYzex9wN8HQ0FnTVt39/hDLjmTGUpSzlfJpygYCzd6RKE3VGUtRTFvNKF8zlkIwlQOBZu9IZPKUXymSmSwRTluNZMZSVPmV8mkqnyNIAHOBAxnb5yQfExmXEWYsnTvEYxPhQYKZLJuyzGR5iGCoZsINNW3VzPIxbTXbjKVNwD+YWWgzloaZrfQxM7shzPxK+TSVewSavSOhKrb8SlEmYIsw0V5k+ZXyacr2CDR7R/Kg2PIrVWcGAQB3f9rMqkMsF6KbsRRlfqW8mbI9ApGpKqrZSmb2FWAp2aetvubuHw2j3GTZkcxYijK/Uj4pEIhMIWHPVooyAVuUM5am+mwlBQKRKSTs/EpRi2LGUpT5lfJFgUCkwESVXynKaatRJdqLMr9SPikQiBSYCGcrRZaALcJEe5HlV8qnKTtrSGQKi2q20iJ3/2L6hmRAuMfMbg+xXIhuxlKU+ZXyRoFApMC4+x3DPPaXIRYdZQK2YlsWNK80NCQiOdGyoNHkV8oHBQIRGbepmmQvJar8SvmiQCAi46ZlQQubAoGI5ETLgg7aHnp+pXxSIBCRnGhZ0LMeC21Z0HzTrCERyZWWBQ3kY7ZSXqlHICKTXrEtC5pvCgQiUtCm+oylfCiJugIiIuP092G9sJnVm9k9ZvaymbUnby8ntzWEVW6+6RyBiEx6xbYsaL5paEhEJr1iWxY039QjEJFCUGzLguaVegQiIkOIOr9SvigQiIiMwVSaraRAICIyBlNpWVCdIxARGUKEs5XySoFARGRo5zLMbKX8VyccCgQiIkOLMr9S3ugcgYhIkVOKCRGRIqdAICJS5BQIRCaAmc02sy1mts/MdpvZo2Z2ftT1EsmFAoHIOJmZAT8EfuXuS919BfBpptD0QpnaNGtIZPw2Af3u/o3UhmyzTEQmK/UIRMZvJfBc1JUQGSsFAhGRIqdAIDJ+u4DLoq6EyFgpEIiM3y+BSjP7YGqDma0zs7dHWCeRnOnKYpEJYGZzgXsJegY9wH7gb919b5T1EsmFAoGISJHT0JCISJFTIBARKXIKBCIiRU6BQESkyCkQiIgUOQUCEZEip0AgIlLkFAhERIrc/w9cTetaMyhXYQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -2255,7 +2226,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 49, "metadata": {}, "outputs": [ { @@ -2283,7 +2254,7 @@ " scoring=None, verbose=0)" ] }, - "execution_count": 53, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2310,7 +2281,7 @@ }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 50, "metadata": {}, "outputs": [ { @@ -2334,7 +2305,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 51, "metadata": {}, "outputs": [ { @@ -2351,13 +2322,13 @@ "Text(0, 0.5, 'Log Age')" ] }, - "execution_count": 55, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2420,7 +2391,7 @@ }, { "cell_type": "code", - "execution_count": 56, + "execution_count": 52, "metadata": {}, "outputs": [], "source": [ @@ -2429,7 +2400,7 @@ }, { "cell_type": "code", - "execution_count": 57, + "execution_count": 53, "metadata": {}, "outputs": [], "source": [ @@ -2450,7 +2421,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 54, "metadata": {}, "outputs": [ { @@ -2529,7 +2500,7 @@ "4 0 4 0.940824 Train" ] }, - "execution_count": 58, + "execution_count": 54, "metadata": {}, "output_type": "execute_result" } @@ -2551,7 +2522,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 55, "metadata": {}, "outputs": [ { @@ -2566,13 +2537,13 @@ " Text(0, 0, '7')]" ] }, - "execution_count": 59, + "execution_count": 55, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2605,9 +2576,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# y_pred = cross_val_predict(SVR(kernel='rbf', gamma='scale'), X_train, y_train_log, cv=10)\n", @@ -2648,20 +2617,89 @@ "We are also in danger of overfitting here. For starters, if we want to test this with 10-fold cross-validation, we will need to do a separate feature selection within each fold! That means we'll need to do the cross-validation manually instead of using cross_val_predict(). " ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### PCA Feature Reduction\n", + "Establishing the number of components to use in the model by plotting the results of the PCA.\n", + "\n", + "Since I have a lot of features, I want to test if reducing the number of feartures using a PCA analysis would improve the model. First, I run an ICA analysis to see how many components explain 100% of the variance and how much variance is explained by each feature." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.decomposition import PCA\n", + "#Fitting the PCA algorithm with our Data\n", + "pca = PCA().fit(X_features_FNC)\n", + "#Plotting the Cumulative Summation of the Explained Variance\n", + "plt.figure()\n", + "ax = plt.figure().add_subplot(1, 1, 1)\n", + "#plt.plot(np.cumsum(pca.explained_variance_ratio_))\n", + "plt.plot(pca.explained_variance_ratio_)\n", + "# Major ticks every 20, minor ticks every 5\n", + "major_ticks = np.arange(0, 161, 20)\n", + "minor_ticks = np.arange(0, 161, 5)\n", + "\n", + "\n", + "ax.set_xticks(major_ticks)\n", + "ax.set_xticks(minor_ticks, minor=True)\n", + "\n", + "ax.grid(which='both')\n", + "plt.xlabel('Number of Components')\n", + "plt.ylabel('Variance (%)') #for each component\n", + "plt.title('Explained Variance')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next, I run a predictive model that pipelines the PCA and the SVR on each fold of the cross-validation." + ] + }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 57, "metadata": {}, "outputs": [], "source": [ - "from sklearn.feature_selection import SelectPercentile, f_regression\n", + "#from sklearn.feature_selection import SelectPercentile, f_regression\n", + "from sklearn.decomposition import PCA\n", "from sklearn.model_selection import KFold\n", "from sklearn.pipeline import Pipeline\n", "\n", - "# Build a tiny pipeline that does feature selection (top 20% of features), \n", + "# Build a tiny pipeline that does dimension reduction using a PCA algorithm, \n", "# and then prediction with our linear svr model.\n", "model = Pipeline([\n", - " ('feature_selection',SelectPercentile(f_regression,percentile=20)),\n", + " ('feature_selection',PCA(random_state=123)),\n", " ('prediction', l_svr)\n", " ])\n", "\n", @@ -2691,35 +2729,25 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Alrighty, let's see if only using the top 20% of features improves the model at all..." + "Alrighty, let's see if only using the PCA dimension reduction improves the model at all..." ] }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 59, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "R2: 0.6531338433207314\n", - "MAE: 0.29484807928799317\n" + "R2: 0.7163927663365482\n", + "MAE: 0.273287317681376\n" ] }, { "data": { - "text/plain": [ - "Text(0, 0.5, 'Log Age')" - ] - }, - "execution_count": 61, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -2739,7 +2767,9 @@ "\n", "sns.regplot(np.array(y_pred), y_train_log[y_index])\n", "plt.xlabel('Predicted Log Age')\n", - "plt.ylabel('Log Age')\n" + "plt.ylabel('Log Age')\n", + "\n", + "plt.savefig('FNC_Train_Model_Log_Age_PCA.png')" ] }, { @@ -2786,7 +2816,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -2808,40 +2838,9 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "accuracy (r2) = 0.7885966918785823\n", - "mae = 0.2097403893949421\n" - ] - }, - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'Log Age')" - ] - }, - "execution_count": 63, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "l_svr.fit(X_train, y_train_log) # fit to training data\n", "y_pred = l_svr.predict(X_val) # classify age class using testing data\n", @@ -2872,14 +2871,42 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [ "# SPACE FOR YOUR ASSIGNMENT\n", "\n", - "\n" + "#y_pred = [] # a container to catch the predictions from each fold\n", + "#y_index = [] # just in case, the index for each prediciton\n", + "\n", + "# First we create 10 splits of the data\n", + "#skf = KFold(n_splits=10, shuffle=True, random_state=123)\n", + "\n", + "# predict\n", + "#y_pred = cross_val_predict(l_svr, X_val, y_val, cv=10)\n", + "# scores\n", + "#acc = cross_val_score(l_svr, X_train, y_train, cv=10)\n", + "#mae = cross_val_score(l_svr, X_train, y_train, cv=10, scoring='neg_mean_absolute_error')\n", + "\n", + "from sklearn.model_selection import cross_val_predict, cross_val_score\n", + "\n", + "l_svr.fit(X_train, y_train_log) # fit to training data\n", + "y_pred = cross_val_predict(l_svr, X_val, y_val_log, cv=10) # classify age class using testing data\n", + "acc = l_svr.score(X_val, y_val_log) # get accuracy (r2)\n", + "mae = mean_absolute_error(y_val_log, y_pred) # get mae\n", + "\n", + "\n", + "# print results\n", + "print('accuracy (r2) =', acc)\n", + "print('mae = ',mae)\n", + "\n", + "# plot results\n", + "sns.regplot(y_pred, y_val_log)\n", + "plt.xlabel('Predicted Log Age')\n", + "plt.ylabel('Log Age')\n", + "\n", + "#for i in range(10):\n", + " # print('fold {} -- Acc = {}, MAE = {}'.format(i, acc[i],-mae[i]))" ] }, { @@ -2911,21 +2938,9 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[ 0.00346779, 0.00235744, 0.0298801 , ..., 0.02993075,\n", - " -0.00614976, 0.00808317]])" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "l_svr.coef_" ] @@ -2939,32 +2954,9 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0, 0.5, 'weight')" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plt.bar(range(l_svr.coef_.shape[-1]),l_svr.coef_[0])\n", "plt.title('feature importances')\n", @@ -2983,52 +2975,18 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "(1, 64, 64)" - ] - }, - "execution_count": 66, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "correlation_measure.inverse_transform(l_svr.coef_).shape" ] }, { "cell_type": "code", - "execution_count": 67, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 67, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from nilearn import plotting\n", "\n", @@ -3051,7 +3009,7 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -3067,30 +3025,9 @@ }, { "cell_type": "code", - "execution_count": 69, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 69, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAekAAADJCAYAAAAHFcoVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjAsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+17YcXAAAgAElEQVR4nOydd5hU1d34P/dO25nZXtheWFiWhaXJUg1FBBcxoiJiYoEEW/ypsZe8ttckRo2JGks0Kq9KYhRcDWBBRKSD9L6d7cv2Mr3ee39/DDuy7i6sWIJ4P88zzz4799wz5965c77nW4+gKIqCioqKioqKyhmH+N8egIqKioqKikrvqEJaRUVFRUXlDEUV0ioqKioqKmcoqpBWUVFRUVE5Q1GFtIqKioqKyhmKKqRVVFRUVFTOUFQhraKioqKicoaiCmkVFRUVFZUzFFVIq6ioqKionKGoQlpFRUVFReUMRRXSKioqKioqZyiqkFZRUVFRUTlDUYW0ioqKispZxaeffkp2djaDBw/mySef7HHc4/Fw5ZVXMnjwYCZMmEBVVRUAVVVVGI1GRo8ezejRo/nNb37T49y5c+eSm5v7fV9CEO0P9kkqKioqKirfM5Ikccstt7B27VpSUlIYN24cc+fOZdiwYcE2S5YsISoqivLyct59913uv/9+li1bBsCgQYPYv39/r31/8MEHhIaG/iDX0YWqSauoqKionDXs3LmTwYMHk5mZiV6v5xe/+AUrV67s1mblypUsWrQIgPnz57Nu3TpOtWuz3W7nmWee4aGHHvrext4bqpBWUVFRUTlrqK+vJzU1Nfh/SkoK9fX1fbbRarVERETQ1tYGQGVlJWPGjGHatGls3rw5eM7DDz/M3Xffjclk6tc4ZgsCeSd5zZ49u1/9qOZuFRUVFZWzht40YkEQ+tUmMTGRmpoaYmJi2LNnD5deeilHjhyhoqKC8vJynn322aD/+lS0ArvFvvXgvNbWfvWjCmkVFRUVlbOGlJQUamtrg//X1dWRlJTUa5uUlBT8fj8Wi4Xo6GgEQcBgMAAwduxYBg0aRGlpKbt27WLPnj1kZGTg9/tpbm5m+vTpbNiwoe+BCAJov72IVc3dKioqKipnDePGjaOsrIzKykq8Xi/vvvsuc+fO7dZm7ty5vPXWWwAUFBQwY8YMBEGgpaUFSZIAqKiooKysjMzMTG6++WaOHTtGVVUVW7ZsYciQIScX0F2IYt+vfqJq0ioqKioqZw1arZYXX3yR/Px8JEli8eLFDB8+nEceeYS8vDzmzp3Lddddx7XXXsvgwYOJjo7m3XffBWDTpk088sgjaLVaNBoNr7zyCtHR0ac3kO9IkxaUU4W0qaioqKioqHwj8jQadp8kXSsvK4vdu3efsh9Vk1ZRUVH5L+HxeCgqKqKurg6LxYLT6SQyMpLY2Fiys7N7+FL7g9vt5tChQ+zdu5eysjKAYOSyTqcjMzOTnJwchg4dSmZmJjqd7ju9JpXjfEeatCqkVVRUVH5APB4P69evZ/v27dTW1tLS0tJn26SkJCZOnMjs2bNJTEw8ab+NjY2sXLmStWvX4vF4gu9rtVr8fn/w/4aGBrZu3QoEhPagQYMYP348s2fPJiws7FtenUoQQfhGvuc+u1HN3SoqKirfP3a7nU8++YRVq1ZhsViC7+fk5JCenk5UVBRGo5GOjg6ampo4ePAgdrsdCEQjJyYmMnPmTEaNGoXZbAbA6/Wyb98+NmzYwIEDB3A4HMiyTFZWFmPHjmXEiBFERUUREhICgMPhoKysjKKiIoqLi7tFQRsMBi655BIuuuii0/fDqgTJ0+nYHRvb9/Hk5H6Zu1UhraKiovI90t7ezsqVK1m9ejUulwuArKwsLrroIvLy8oiIiOhxTmdnJzqdjqqqKj7//HOOHDlCQ0MDABqNhtTUVPR6PdXV1VRVVeH3+4mPj+fyyy/nggsuICMjo19js9vtHDlyhE8++YS9e/eSlJREW1sbl19+OZdddllQuKt8c/L0enbHxfV9PDFRFdIqKioq/y3sdjvLly/nww8/DJqbR40axRVXXMHIkSN7FNiAQJGNyspKamtr8Xg85OTkkJycjN1u5/PPP+ejjz5i48aNmEwmxo8fT3NzM3V1dYiiyEsvvcTEiRODfXm9XhobGwkJCWHAgAGnHG9FRQX//ve/2bFjBwDR0dEsXLgwmJ6k8s3IMxjYnZDQ9/G4OFVIq6ioqPzQ+Hw+PvnkE959992guXry5MnMnz+frKysk55bUVFBbW0tZrOZ5uZmzGYzU6dODQrJwsJC7rnnHhISEnj44YeJjIzkjjvuoL29nTfffJOYmJhgX0eOHMFiseDz+Rg5ciRRUVH9Gv/hw4dZsmQJ5eXlAGRmZnLdddcxcuTI07kdP1nyDAZ2nyTwLy8mRo3uVlFRUfmhUBSFL7/8kiVLltDU1ATAyJEj+fWvf83gwYMBkGUZsY9gooaGBmprawkNDWXUqFGUlpbidDq7abGhoaFoNBpCQkIYOHAgQDBIrKtSVhdOpxO/348oipSUlDBu3Dg0Gk2vny3LMlVVVeh0OoYPH84zzzzDhg0bWLp0KRUVFTz44INMmjSJG2+8kdiT+FlVTkCN7lZRUVE5PTIyMnj99deZOXPmd9JfaWkpr7/+OgcPHkQQBAYOHMivf/1r8vLygkJWURQOHz6M3+8nISGBAQMGoD0+iTc1NVFWVkZERAQ5OTlotVrcbjder7fb53QJ2ROjtfsS0j6fj7CwMGJiYqipqaGuro709PRex99lYjcajeh0OhISEjjvvPOYPHkyK1asoKCggO3bt7N//36uvfZaLrrooj4XGycjIyODpqYmNBoNoaGhzJ49mxdffPEH3/7xB+M7iO5Wy4KqqKionCZWq5W//vWv3H333RQVFSEIAiNGjOCFF15g3Lhx3QR0U/VhtJYjhDiKaak5wpdfbufgwYMcOHCA4uJitFotWVlZQWErSVIPzbdLqHeVrpQkCb/fjyAIwWNddHkyU1JSMJlM1NTU4HA4elyDz+cLBqq5XK5u6VsGg4Err7ySl19+mUmTJuF0OnniiSe49957qaysPK179uGHH2K329m/fz/79u3jiSeeOK1+zni6NOm+Xv1EFdIqKioqp8GuXbu45ZZb2LBhAzqdjiuuuIKXX34Zk8nUTbgqskTb4ZXIDduIENuJEDqIlY+SIlZi6WzHYrEQGRnJOeecE0ytgt6F9Nc16S5N22Aw9AjuSklJIT4+HlEUyczMRJZlioqKumnhAFVVVdjtduLj4xEEodcgsdjYWP7nf/6Hu+66C7vdTmlpKXfccQdvvvlmN6H+TUhISCA/P5/9+/ef1vk/CtTa3SoqKio/LG63myVLlvDpp58CkJuby+23307C8Uhen8/HsWPHgtXCbDW78NobQZYQAARAkdALTkakaAlLn9Srr1iSpB4m7K9r0icK6a/T5RdPSkoiMjKStLQ0ampqKC4uZtiwYYiiSF1dHceOHSM8PDxoctbr9X1e++TJk5k1axbZ2dl89NFHFBQUUFVVxbXXXsugQYP6eQcD1NXVsXr1ambMmPGNzvvRoPqkzxyamprYu3cvLpcLURQRBIEhQ4YwdOhQNXVBReUswmKx8NBDD1FVVYVWq2XhwoVccskl3fyzl112GR988AG33noriqLgaDwEstSzM0XC1VxIxMBzexzyer34/f4eecpf16S7tNiTCdYuMjIycDqdtLa2BrXXpUuXkp2dzeLFi2lqasJoNGI0GvvsY9euXWRlZXHjjTcyffp03nrrLfbs2cPBgwd55JFHGD169CnHcemllyIIAna7nRkzZvDYY4+d8pwfJd9RxbGfhJBubm7myJEjHDp0CJfLRUJCAvHx8cTHx5OZmdlrMYFTsX79ej7++GNcLhc1NTW9tomLi2PatGmcd955pKWlfdvLUPmB8fv9NDQ04Ha7gcCm8KIoEhYWRkRERL8mRpWzB4vFwpNPPklVVRXJyck88MADvRYNGTt2LP/5z38oLS0lK2swiuTt2dlxFMkfEOAaLYoi42mvxtVWjtfrxSzImE3d+/+6Jt1X0FhXmxM1dEEQGDp0KPX19VRXVyPLMtdeey3Lly/n0KFDmEwmXC5XN5P7ibjdbpYvX86TTz4JwJAhQ3j00Ud5+eWX+fzzz/nDH/7AY489Rm5ubt83EVixYgUzZ85k48aNXHXVVbS2thIZGXnSc360nEyTlnpZuPXWxXc0lDOO9vZ2tmzZwqZNmygpKSEjI4Oqqqoe7QRBIDc3l6lTpzJq1KiT1sf1eDxs3ryZp59+mv379yMIAqNHjyYiIoJzzjmHuLg4ZFnG4/Gwe/duWlpaKCgooKCggPHjx7NgwQKys7O/x6tW+Ta0t7fz5ZdfUlxcTGVlJXV1dT38d12EhIQgCALh4eGEh4cTFhaGyWTCaDQG/4aHh6PX64P/R0REkJSU1OckqHLm4nA4ePTRR2lsbGTIkCE89NBD3fKO29vb8fv9GI1GwsLCuPnmm3nppZf405/+hKgzIfucffSshU4L1U0NhLgOI3utKLIPgHhRRNtqR05JQtQENsHorybd1taG3+8nMzOz2/sajYa0tDSSk5ODi84hQ4bw8MMPc/755xMTE9MjAK2LyspKhg4d2u351ev1/Pa3v0UQBNauXctjjz3Gn/70p1PmgwNMmzaNX/3qV9xzzz2sWLHilO1/dJxKk/4pCmm/38/OnTtZs2YN+/btC0Y3GgwGUlNTueCCCwgNDaWpqYmmpiYaGhooKSnh0KFDWCwWbrvtNmJjY7niiisYO3ZscCLu6OiguLiYzZs3U11dTU1NDTqdjqlTp/Kb3/yGyZMn9xpZWVhYyIYNG/jiiy/YuXMnDQ0NREdHM3/+fEaNGqWaws8Ampub2bZtG9u2baO4uJgTa/sIgkBCQgKhoaHB9yVJwmq1Iooira2tuFyuoO8PArmper0erVZLVFQUHR0dPT4zMjKS5ORkkpOTGTRoEHl5ef2qCKXy3eLz+YJWEghoqb0JKEVRePbZZzl69CiJiYk9BDRAdXU1HR0daLVahg8fTkpKStCka04eg616ByjdF3x+SUtpw2gcHS1Ep1Tj8XSAIgePawQZxWPBVrMzaBLvjyYtyzLV1dXBhWJvnKhhh4WFcd9993H33XezePHiPu+X0WjE6ey52BAEgVtvvRWPx8OmTZt46qmneP755zGZTH321cUdd9xBRkYG+/fv75ep/EfFqXzSPl+/ujkrhHRTUxNr1qxh7dq1dHZ2AoGHeezYsUybNo1x48b1WYPW4XCwa9cutm7ditvtpqKigr/+9a8MGzaMpKQk2tvbgcAPtbS0FFmWyc3N5emnn+acc87pc0yCIDB8+HCGDx/O1VdfzcqVK1mzZg21tbUcOHCArKwsLr30UiZNmqRuFfcD43A42LJlC+vWraOoqCj4vl6vZ8yYMeTl5TFw4EDS09P7fG5kWcblcmG1WrFardhsNlwuF6+88gr5+flotVq8Xi9WqxWXy4XL5aKtrY1jx47R2dlJZ2cnR44cCfaXnp7OyJEjGTVqFLm5uaq2/QMwZ86cbv8/+OCD/PGPf+zR7oMPPmDHjh2YzWYee+yxHgJalmVsNhthYWF4vV6OHDnCsGHDMBgMeL0+NOZRdPraCBXKgudoRRmHN5mi5nEUAZeFb0DUyPRAkXA2HiE8KQ9Brw/GvCiKgizLQWF94uKivb0dm81GamrqSf3LJ5KUlER+fj7vv/8+M2fO7FWBSE9Pp6Wlhbq6OlJSUrodE0WRO++8k7q6OioqKnj11Ve54447Tvm5cXFxLFy4kD/84Q+8//77/Rrrj4qfsk+6S2v+9NNP2bdvX/D91NRU8vPzmTFjRr+2XTObzUyfPp3p06ezePFiHn74Yfbu3YvVamXGjBn4fD5MJhOdnZ24XC7i4+N57rnnvpHmExkZyaJFi7j88sv55JNPWLlyJWVlZTz99NNERESQn5/PBRdcQHx8/GndC5VToygKhw4dYv369WzevDmogYSEhJCXl8e5555LXl5evzcUEEURs9mM2WwOukgkSaKgoICFCxeedBytra3U19dTW1vLkSNH2LdvHx6Phw8//JAPP/wQQRBISUkhMzMz+OraJUnlu6E311dvHD58mLfeeguAu+66q1d3mM/nw2g0Eh0dTXx8PCUlJRQVFWG1WpFlI52dsKNiBraOsaRGV4EgMFFfy8DhWVyY6OGLDSCIfZs+ZcnHkQM+UuLdRESJzM3PZ8+BA3BcUAPdAte6TOH9FdBd5OXlceDAAVavXt1jAQMBxeO6667j1Vdf5bHHHushyLVaLffccw933HEH69atIy8vj5/97Gfd2vR2319++eVvNM4fDWdydPd3Xc3nRHrTmnU6HT/72c+YPXs2OTk5p21GTkxM5IUXXuCee+6hpqaG3NxcLr74Ytrb27nhhhswmUzcdtttp22aDA0NZcGCBVxyySWsW7eO1atXU1VVxfbt23nvvfcYM2YMc+bMYfz48d/KFP6Tq+pzEtra2li3bh1r166lsbERCORnxsXFMXPmTCZPnvyd7fRTUVHRwwf4dQRBIC4ujri4OEaPHs3FF1+M3++npKSE/fv3c+DAAcrKyqitraW2tpaNGzcCBL/LgQMHMnDgQMaPH8/w4cNVl8n3iMPh4Omnn0ZRFObPn8/48eN7bef1enE6ncTGxhIaGkp2djabNm0iM3M4shxCTQ1YrWB3RVJUPwoFgbykZnztNmo8GqwuHy6fCZO+d7+1rCjsP9LGxl3pmE0KEVFXcMt1C7E1OkiKjGTc6NEIJ1jjQkJCEEWR+vp6zGZznybvr2MymZgzZw4rVqxgxIgRpKam9miTnZ1NVlYWr732GjfccENQq/d4PGi1WlJTU7nuuut4+eWXeemllxg6dOhPu4zombqf9HctpBVFYe/evXz88cccPHgwWGUnNTWVCy+8kOnTp59Ua5YkCafTiSRJwejck01uW7Zs4amnniI9PZ0XXniBgoICli5dyoQJE3jooYdOOlafzxes6qPX6zEajX1+lqIoFBcXs2HDBtauXYvvuI8iJyeHG264oV/BF71x4v1vbGwkPz+fn//85zz++OOn1d+PkdLSUt5//322b98e9CfHxsYyc+ZMzj///GBO63fJzp07KSsr4+qrr/5W/Xi9Xqqrq6moqKCyspKmpiYKCwt7+ANjY2OZNm0a06dP7/fWhCr95+WXX+aTTz5h6NChPPnkk33Wva6rq+Po0aPk5OQEF/AffvgZ48bNwmaT2L1bS309eDwgCjKyIpIW0swxXyyyEpjERyTvZUTGLnSa7n5rAR9m4x5MplJKWq5j0+EbkU+wipuMPuKjXWQkQ1qqSGikFnQ6WtrbKSoqQlEUUlJSyMjI6HP8XTQ2NlJaWorRaOTdd9/l8ccf73UBqygKf//734mOjiY/P5+KigpcLheKopCTk0NsbCy///3v2b17N6NGjeIPf/jDT3IxmRcRwe7Jk/s+3tLy499go6tg/TvvvBMsQafVapk9ezZTp07tMw+5K7jHarXS0dGBzWZDlmUMBgMejydoSuzrwZk4cSIRERFUV1dTXl7O+vXrAZg9e/ZJx+vxeDh48CB+vz9YZECn0xEZGUlUVBQRERHdhLYgCOTk5JCTk8M111zDunXrKCgooKioiLvuuovzzjuPhQsXfquV6E+iqs9xFEVh//79FBQUcPDgQSDwvEyYMIFZs2YxZsyY06o33F+MRmOvZRe/KXq9nqysrG6LNEVRaGlpoaqqisLCQjZt2kRLSwvvv/8+77//Punp6UybNo1p06apQWjfAcXFxaxevRqNRsOtt96KRqMJ1t6WZRmz2UxcXByCINDQ0IAgCERHRwNQX9/C2LHnIwg+Kiu1uJwKPl/gNy8rgb+1ngHoRIlhA5oxaTxsrhiDXmdnaHIhGo0XARkQMIaUEGY+hCDAkNj/I3XeOdx233+IiRnJuedeSVOThsr6cCrrgZ0QESaTHO8jJcHMyKxRdNqbqa2vx+FwkJube9Ln32QyoSgKcXFxXHzxxfz5z3/mwQcf7CHcBUHgpptu4sEHH6S0tJQZM2YQGRmJ0+nE4XAQFxfH7bffzq233sqBAwdYtWoVl1xyyffyPZ3xnK0+aUVR2LFjB++88w4VFRVAYG/Tiy++mFmzZvXIa/b5fNhsNqxWKxaL5bgvSMZkMuF2u4NpMlqtlqamJurq6oiMjOy2rduJaLVazjnnHNavX09FRQWRkZEoinJKbaWsrAyn00liYiJGoxGXy4XFYqGlpYX29nYkSUKv1xMZGRkck9lsDmr3l156KbNmzaKgoIAVK1awfv16tm3bxh133NHDt9NfzvqqPgSel61bt/Lee+8Fnxej0cicOXOYO3ducPL8vsnKyuKDDz6gtra2V1Pht0EQBAYMGMCAAQMYP348ixYtorCwkI0bN7Jlyxaqq6tZunQp//znP5kwYQLz5s0jJyfnOx3DTwW/38+LL76IoijMmzcvuCmFxWIJBpJ6PB7q6+sIFSzEaNoxGMBa7kQXNwpZjsZoFKissNLQEEtrm4IsKwRKjQWE9HBzJbOSDlNOFv8pzMbvF1i7dyoHy6K54edPodV4CdHXodF8tejTCB4ai97G7w+nrOxfPPPMlWzZsoslSz4hNzeftLTJtLSIWGwGCgO7TBIVEUrygFQUl42GqkaS0+MDgqMXBaUrGtvpdDJ9+nSampp47bXXuOmmm7opNF6vl5KSEubMmcPKlSupqalh2LBhHD58ONgmMjKS2267jT/+8Y/861//YsqUKT/Y7/CM4Uz2SX8bamtref755ykuLgYIpizl5+cHcwFlWaajo4O2tjYsFguCIAQ1mC6BFx4eHtymTRAEIiMjiYyMJC4ujkOHDlFVVUVkZGSfJqCuSba+vp7W1lYaGhp67EhzIi0tLbhcLgYMGMCQIUO6HfN4PFgslmBUb3NzM83NzSiKEsyjjYqKIi4uDrPZzKJFi5g9ezZLlixh+/btPPXUUzQ1NTFv3rx+m41+KlV9qqureeWVV4ITRGRkJJdccgkXXnhhvyOkFUXB6/UiiuK3irQPCQlh8eLF/PnPf+a2227r8Rx8l5yYPXDjjTeyd+9eNmzYwPbt2/nyyy/58ssvycnJYd68eUyYMOEnaW48XVasWEF1dTUJCQn84he/CL7fleYUHx9PQkIC1qPr0LhbEJDAD+62ClztVciRM9i2L57S0hh8PlAUAb8fZL+EywU2hwZJMLJ530TKO2Nxu4VgNs744Z1oxErMRnuPcYmiQoSpliFDCpCkMo4cAZfLjMNRjde7kSuumIzHA8eOQX091NVBW5uGDosGCAEUYiIlUhK8JCdDUqqIwaQNCuyuFLSuoMoFCxbw+uuvs2LFCi677DIgsFApLCzE6/WSlJTEU089xd///nfeeOMNJk2a1E0QT5gwgQkTJrBjxw7eeust7rzzzu/h2zqDOdsqjvn9fgoKCli2bBl+v5+oqCiuuOKKbsLZZrPR0NBAS0tLMIJRr9cTFRVFfHx8sP6sz+dj69ateL3eYIpCfX09CQkJjB49mvj4eCorKzl69ChZWVm9TmDx8fEkJibidDqDfhmXy9Xr2D0eD+Xl5UiSxIgRI3ocNxgMQS2oq31X2o7FYgn+raqqIjQ0lLi4OJKSkvjd737HqlWr+PDDD1m6dCnl5eXceeed/ap0dbZX9fH5fCxdupRVq1YhyzIRERFcffXVnH/++T3uT28bFXRRW1tLcXExPp8PRVGIjo5mxIgRpx1kl5qayoMPPsjf/vY3srKyuPrqq3utBvVdotVqGT9+POPHj6ejo4OPPvqIjz/+mKKiIh5//HGSk5O5/PLLmTZtmlol7RQ0NjbyzjvvAHDLLbd0u18hISEYjUba2tpIiwtB521D4cSobAVBkZCbN/DhqsXY7AIej4LL1SWEv3oGS+k9JqKuOQ2dtvf8WUkSqWkYjCyDRpPFqlUQG5vLhRe+iSx7WbkSIiICr6QkyMkBvR6am6Gy0ktVlY+2TjNtnVoOFIMgKMRFSSQnSiSnCCSmaIIWQEVREASBxYsXc//99zNp0iT8fj8VFRUIgkBWVhaJiYkIgsBvf/tb7rnnHtasWcOkSZO6jfm6665jz549fPHFF8yZM+enVczpO9KkNf/7v//7v99+NN157rnnmDt37ikjXbuora3lkUceYfPmzciyTH5+Pg899BC5ubloNBqcTielpaUcPXoUu92OwWAgKSmJwYMHk5mZSVxcHBEREcGoxl27dmG1WrsVplAUBafTidFoJDk5mc7OTtra2vD5fERFRfUQ1GVlZXz++eekp6fj8XhoaWnp1d9nt9spLi7G5XIxePDgfqXJaLVazGYzUVFRJCYmkpKSEgxms1qttLe3B/1cY8eOJS0tjR07dnD06FH279/P+PHjT5peceL9z8jIoL29nbfffrubVvBjprW1lccee4ytW7fS2dnJsGHDuOqqq8jJyelx/4uLizl69GiwuMSJVFZWUlhYGBTQEFiI1dfXk5KS0mflpVMRGhrK+eefT2NjI6+88gqJiYnfS6BabxiNRkaNGsXPf/5zIiMjqa2tpbGxkYaGBgoKClAUhfT0dDU3vw/++te/Ultby/Tp05k3b163Y4IgIMtyoGCNowy8nb324fVpOVQSR0VtJB6P0C3QqwtRVDAaBRKi3JjCtMTFyiQmCmj1EeQO3E6EuQVRlL/Wr4En/u9RWutCCI0UQdDgdMpYrcWYzRp8PjMdHdDYCNXVUFIChYXQ0gJ6vYbQUAcmUyPp6UYiIrT4/dDeqaGxRUvpUQ379wt4nXGISjg+n4/IKANabcC69M9//pPY2FhCQkIYMWIEsbGxwd+T2+0mzBxCfU0VDU3N5OZ+paiEhYXh8XgoLCykurqaWbNm/WSsOq8+9RQ3Dh4cENa9vF7t6ODGG288ZT/fmybd32o++/fv54knnsDpdJKQkMBtt93GyJEjg8e7kuMVRSEqKoqMjIyTRme73e5eqzxBQKOqqKggJSWFESNGUF5ezrFjx/D5fD1St7o0KbvdHhSIX9ekXS4XBw4cQFEUhgwZcrcliMUAACAASURBVNKSoidDo9EQGxtLbGwskiTR1NQUjO49duxYsHjKY489RmlpKXfffTePPPJIvyN6z6aqPkeOHOGJJ57AYrEQFxfHzTffDARS87Zv305raysTJkxgypQpJCUlodPp8Hq92Gy2bqkokiRRUlIStLSciN/v5+jRowwfPvy0xykIQjCd7pVXXmHDhg386le/+sGsGSEhIcydO5c5c+awZcsWPvroI2pqanjjjTdYvnw5F110EXPnzj2tuvVnK0eOHGH37t2YTCauv/76XtvExcVRUVGBX3H2OXkKKISavcREy2h1IjodmIwyecPsVDWZkNGi0wmMjyyh0pVIszuEEI0Pr2LAaoWlnz/N/ZdcjdHchqCRAA2KIPDexvspqw3EGTTukhiR7SI01ogg5NDSsod77onD7QaLJZDyZbF89WpoAIgCojieuYpGI5CQELDI+nxgs0FTm46mtmhKK2H9JoW4KA+hocMQlf0kJaWQkZHWbYHnc7bTXvgZg7TtDJ6VhN3VQtGuz8gZd0GwzYIFC/jiiy8oKSlh/fr1Z3V8TDfOdJ90f6r5fPbZZ/z9739HkiQmT57MnXfeGTQtK4pCRUUFdXV1GI1GsrKy+qWlejweRFEMJvn3dhwCi4YhQ4bg8/loaWkhPDy8WxWdE4V01+eeuG+qJEkUFhbi9/sZNmwYcXFxpxxbf9BoNCQlJREfH09dXR3V1dXs37+f3NxcnnnmGf74xz9SXFzMvffey3333ce4ceNO2efZUNVHURQ++eQTXnvtNSRJYtSoUdx33309ckCdTic7duzg5ZdfJiYmJmg96PqOu7DZbCf9rMbGxm8lpLuIjY3lwQcfZPv27Tz66KNMnTqVuXPn/mCarFarZfr06UybNo29e/dSUFDA4cOHWb58OStWrGDWrFnMmzdPjQgH/v3vfwNwySWX9Ll46ZpXJH0MWskKSs9Fnl4vM2laPMl1Mm6Pgs2hISZcIiVZoK4jYPIeEGIlxmBnR0c4IaIHSTRwvGQ3IT4R3doZrEs7h+lpnyKJUWgHXMTPfzkC0ezhrXd0+CUN+4qMJEU5SR5sBMby5hsK8y/1k5ooQNJxheO44uH1CVitcPBQDVYrRESkYbUKWCxflZAWRYGQEJBlUBQZSYKmNgNNbfGkZtzJunUKiQNkUlIkklNFoiNstB18HyRv4GMUhdAQDT5nCa1VMcRmjAUC1p1Fixbx7LPP8tZbbzFp0qRvXGjlR8uZmifdH5YtW8a//vUvAObPn8/ChQu7abL19fWUl5cTFhZGbm5uv31pHS0utn35OUofmnaMqGHC1GmIoYFIRp/Px969e/F4PJxzzjlB4VxVVcVtt91GWloa6enpbN68mXvvvZepU6cCcPToUerq6khNTe23Wf90aG1tpaioCFEUgwL5b3/7G5s2bUIQBK6//nouvvjis96E9N5777F06VIgsBXgokWLTpr3qSgKX3zxBatWrWLq1KkkJiYyceLEYAqKxWJh27ZtvWrSABq/hnhnBkpCEgNSDcSn6NAbT55neiq8Xi+rVq1i8+bN/PKXv/yvBXQVFxdTUFDAjh07gECw5cyZM7nmmmt+slXNDh48yIMPPojZbGbJkiV9Bh1WVVXR2tpKfGwU/qo16LVKt0Bpn6ShujmdyoZJ2IRIDH47zY5QBsQpNDWDJAkIAoyIqKbEkohL0qPTyAgaEZ/bj80lMHrU/6EfsR3Z4MDsM5JpncDwqClYBwxGb4bf/+8blB+9gvbOQGqmTpQYPEghNkGLwaBwcb6P3KHH862/Nr37JQnf8S0wBUFAQcDhBItNDLysQkB4WwXsDgFFCQhxWe65H8SY1PWkRRchCj1FiNsrkzHt/yGKmuPDULjnnntwu92ce+65XHXVVaf5Tf14yIuNZffFF/d9/NChfuVJfy8+6VOxYsUK3nrrrWBh9ssvv7zbZKUoCtXV1SiKwpgxY/qldXi9ULqxgfB3X8dv9OAwGVHoPqlqFJkRnZ2YjhzG7/ajxMSh1esICwujsbERRVGCOcl+v5+VK1ei0WhISEigurqaSZMmkZGRgdvt5ujRo4SEhHyrCmf9wWQyodfrsdvtaDQaoqKimDx5MoIgcOjQIfbu3YvFYuGcc875XnOA/5t8/vnnvPrqqwiCwJ133sm8efNOea2CIJCZmcnIkSN54403aG5uJicnJ7gIMxgMVFRUIveyz68iC7R2ZuFwxpBp3Q81NRw+IlB4VIelxYvs8WI0yGh0vaSy+Nuh9QVofAjaXwfXETAMAm00Go2GYcOGMXHiRFavXs0nn3zSbUw/FLGxsUydOpWf/exnuFyuYD2A1atXB4OCTlX44myiawONlpYWrrzySsaMGdNn28rKSlpbW1mxagNi6DUkUISokZD9AjIijsZQVuy/hBarCUkCreDHLelwOAQkSUCvC+Q/eyUNVp8JQVAQNSKCAOm+MkLP+z9M2V+CwQWCgk/ro81Yi1t0kiTm4NWF8cqrf0AQP+PKBfM5fFjBL2tobRdx27wYTFrKKzXY3Doys3VoQvSg0wVeWi0VNTUca2piQGIiojYQ2a3VBjTo8FCZmCiFhAESaUkSaSkScTEykREyZpOM0RhIIJMVAIFRyRvQ9xHkBgLFNRZS0gcF/hME0tLSKCgooLS0lJkzZ/ZrA44fM68+/TQ3DhsW0KZ7eb3a2Ngvn/QPLqTXrFnDqlWrcLlc/Pa3v2XWrFk92rjdbsrLy4PlE0+GLEN5mUzT8k0M3bUUo8/KgPPW0CEn4pbCEAQZUfAjCApD49aSZMoBmw9NcyNCSTFeRYs+MRmny0FLSwspKSmIoogoirz33ntIkkR6ejpVVVVMnDiRgQMH0tDQQGtrK1lZWT/IBGsymaiqqkKSJBISEhAEgREjRpCSksKuXbuCtYK7du46m9i1axd/+ctfUBSFm266ifz8/G90fnh4OOeddx6bNm1i+fLlwahVRQnH4JDodLR1s7oIsozB6+NY02g6/ZFUMpBOIskWShjj3Ym300l5bQg7CsOpr/Jhb3KiOF3oNX40SidC3VXg2gOKExQv+KrAugpM40EXqM1uNBqZMGECiYmJPPfcc0iS1GeWwfdJREQEkyZNYurUqbS0tFBdXc2BAwfYsGED0dHRpKWlnfUWGoBDhw6xbNmy4G5QJ1MKbDYbL7zwEj/72f/QYYlmzNYPia5sYG/HeDbUXsTFzWsI17kp8g3G5xNweHUIgoKiCMRFOwg3W7G7jNi9BkBAp1UQRIEooQMhtBTzmDWIuu6pnoog0yk0kekfimRMprq6GofDxT33zkUQDlBRrsXnN+Fwa2hpktBoBGx2gYMHA77m5haBmhqBqmqoPxaCxRpPVbWB4lINRaUaSso1lFVoOFqlpbJGQ3WdlppjWuqOaWls1tDarsFi1WC3CfhcfpIc5SQ37iE0uQO9oXdLlKjR8P7afUyZfn7wGYqLi6O6upqqqiocDgcTJkz4zr7DM5GgkO4rcKyh4cwT0hs3buRvf/sbNpuNm2++mQsuuKDXdh6Ph4aGBqKiovo0vylKIBhi9+cdpKx7i/TWwyCIiJkOhOxqUiP3Eh9ajFnXSkJoMSPjVxIdUodkjkOMnYJgMEBnB9qGOoSjRwmNT8VvDsdsNqLX69FoNCxfvhy/309aWhrV1dVMnDiRzMxMWlpasNlsZGRk/CC+RVEUqaurQ6vVdgtO69o5aefOnVRXV7Nhwways7O/M//4f5vi4mJ+//vf4/f7WbBgAVdcccVp9aPX64mPjyc1NZWQECN+fxQmycCghgPEVFfjFEU8Oh3IAkkNzYw7cpBQyUWFYRiSpOBUTFQxkEplIAk0MlbYR45QjOBxUddp5kB9LEVleiL8LxBu2IcgfH0Paj+4D0Pkgm7vxsbGMmPGDLZv385HH33ExIkTTzui/NsQHh7O1KlTGT58OBUVFdTX17N161b2799PRkZGn0V/zhaeffZZvF4vV1xxRa8plF243W7+8pe/MGPGnUAK3uZOzm39ENEr8ZH2l3Qq0eSFHCbDfxSrMYEmbzSyImA2tHLN9Ps5f+TjjMr4N+Oy/o0k62jqzCFN14hVCWcqm6gfdJSQ+PLe6oygyBqqmwZSU5xNYuIUcnLmUlEBRmMCI0eZUGSFxkaQZJH2DgG7VUJvEKmvh65410BITSCAV6MR0WgCKVoaTUDZ8fkCbRyOQLCZ3R441+f2k2grYUznejLrt7ChNIm3KydhNPkYmNSERuxp7tYYQilsUEhMTOw2hw8aNIjVq1dz9OhRJk2adFalhX6dV//yF24cMaJvTbq+/swS0lu3bg1qRIsWLTppmTifz8exY8eIiIjoVUh3dsKOHWDbvI/R5Z/hNw3BZcrAGToIOd2CPq4YQZAwaB1EGeuJCGlAI/oRBAmvNhafMA2fTqA5KQmHLGOydBJSX02k3YYSFodkDEOjEfj444/weDwkJydTW1vL+PHjGTRoEBaLBY/HQ3x8/A8WAFRbW4tOp+sRQR4XF8e0adMoLS2lpqaGL774AoPB0GfJ1B8LtbW1PPzww7hcLmbNmhUs5n+6aLVabDYX6ekTiDBGkdq4G7HhGKZjx0htbSXLbsfrG0y9I5uhlt3Ee+twRKXSKsQhSQHfnFcwUE0GxWQTIvoYopQwRCgnR1NKmMZBSvo/0Gl73yRBkWzI0gwE0YSg1QTN5BqNhjFjxuD3+1m2bFkw5gGOF1mp6sS+pQbXkWZkjx9ttAlB8/24NRISEpg9ezaxsbGUlJRQV1fHmjVraGxsJCsr66w0Tx4+fJh33nkHrVbLXXfdddLf84svvkhe3lx8vuH4fArxzYfIsu/HrolgY8QlKIrAqAwroR11RMutHNSMQhRc/PaSK4mLLEUj+hFFCb3WTXrcXkaEFrPx2OUAzFE+ZnecAfOAo70KaRSBGFcy0fohmMK12Gx1pKVFIMvtuFzHGDlKZMQII9UVEg6XiMst0twko9EEUsAMBkhPV9DrBSRJxOmEjg5oaoL29kA0uMMBbndAWBsVB7mePZxrX8PUjlXoWhtYXjGeV2p/TpU7ARA41hjJeaMOodNKIJ4waFFLVPYFTDh3RrdULQikZFmtVkpKSmhvb+/2vJ9tvPr00wEh3ZcmXVf3303BOpGPP/6Yf/zjHyiKwoIFC5g/f/5p9eN2w6FDUFfmYkzVB8Q5O7CF5YL41WVItkiQBOhlHpNkLb5WHYWeBtqd7YECfaKAHBdLOp0Mb25Ht/FTpKRUXLl5/OY3d/Kf/ywLFk45cVs4t9sdfP+Hoi8hFRMTw+OPP84///lPPvjgA9544w0KCwu54447fpQ7X7W1tfHII49gs9kYN24ct9xyy7decBiNUSQkjMXvlUhv2Y9o6QjMTIoSSJPQaIgw+WjQ5lBizyPbupvJdctwj7mbeksYTpeALCuEhIBDCmGzPIEvxbGMDKtktHcXWb4iEHsvdgMgyArizk0IYgJKSAiKORQlMhIhNg4hzMz5M2awbds2rFYr4eHhKLJC58oivNWdKD4Zj1am0VWPpcqHJtRASmqg/vx3vUgURZH8/HymTJnCe++9FyxPu3XrVi6//HLmz59/VhVEWb58OQBz58496SIkEKhpwusdhVYbyD0e6SwFoM6UhU4vILnhqDKQTo2Fz3zTkdAxMeddjAYrmq9tRanXuYnM2Ir2kINkbzOb/ZPorDEQM2QTGr27x+crioay8ukMlpsZlOgkPj0RfyjodAZMJhPh4RoGDYLhwzUUvCezfr2AXxIpL4fWVgWPR6CuTiQsrHtWkEEnEapzEUU7SUo9ye4Kwu31aOwWBFmmzJnEPxquZJvlq0wHHT5maz5jgXc5Mf9npfOicTgHxSFqZPRhCURkTEAf1nddgAULFrB69Wp27txJU1PT2btF75meggUBofb222/z/vvvoygK11xzDQsWLMBut2OxWIJBWV34HG04Gg/hsbcRK/rAFygxJ0mBxPyiIohqL+fCqncwuC00D5jTTUADeJqHoSi9B73IioZdDTPx6luRuyZ9KWCqqRRCKR2xnXOb04k/VovpWC0pBhP333YvFp8XUdQfr79L0O/rdDr7vQ3ct8Fms7F27VqcTmevec5er5eWlhZmzpxJdnY2zz//PDt27ODxxx/n2muvZdiwYd/7GL8rnE4njz76KK2trWRnZ3P//ff3O4jJI9ko71xLrW07oqAlI3w6A8On43IYaG0VQBFI6CzD4OoEiwXF4Qgs1I5XBIuOFRGOyZQknccAVzVRvhZGlb6HPPrXWKzQ1gYul4DJpGDQK3i8GvZYstgnDiY9ooNz2rYSHbcH8QTzn18yg6JFlgT0nnAUXAguF0JHB9TVogCCXo9iMHD/lCn4SkpR0tNw1vnwVHWCX8allyjOsCGJBCJ33K5gdsGUKVN6CE2XyxWM3j1dTCYTixYtIj8/nzfffJOtW7fyzjvvsG3bNu677z7S0tJOu+8zhbKyMvbt20dISAgX9xGFK3mdgMK2bdsZO/ZuOjsF4iK91Pj0pLoCQvqYOSs4Fxe3x9MkzcWLjgQaGJX+KXrtV0LX6Yui0T4URRGJ1NeRErOP+toxHPYNxl0n4+pMwRRdjXhCQJYoadA7hmF3pVAkaSk6qpBZV096RB1uYyjlrRKCNpDSZLNBZJTI1Gmwe3dAO+7sFNizRyEzUyAxUWFwnIVR5qNkCJWEKo6AXdtqRbE7EI4HUhY7UvhnUz67OwcHx6HHy5yQdcwX3ifO1wCAEpVMse6XpMUPQDaaCY0F/SmyqyIjI5kyZQrr16/n448/ZvHixd/oe/vRcKaXBXU4HPzlL39h9+7dpKWlBTeP6Ojo4PDhw2i1WrxeL6GhoYSGhuJoOISlahvIEqAQjoLYuoVaxcj+ssG47X7GNK9mUM1GBBQ6jWn4BT09pm9FQ+eXvyFq0kuIgg+0Mn5Ji6Jo+OzAXUhmGbGXyUtQtIid2Wwc/AUXDlhIWGkrGR4n3s9X0hEawS8uv4rwmBi8XjCbA9ppR0fH91pJyu/3884777Br1y7S0tKYO3dur+1qamo4duwYiqIQFhbGM888w5IlS9i5cycPPPAA119/fZ/nnkkoisIzzzxDdXU1ycnJPProo/0uqenwtfJZ9QN4ZSeyEpjgOj21FLWuJkf8EyE6E6aOOiKczQEN2uNB6Sq2c1wb1UaYGdDYRhMJtKWMILxyA6nWQtobd1CbPBGzGVpaFJzOQLnHhAQBt1vB5YK9FdFs3fcAv7v6WkL0Lry+ODptU/FL4YCCXzLQ5I8iV2MDUY8fLZKox6dokNwKfjtIaPArfvyl1ZibvWj9AWFfnej8SkAfR5Zl3G43ZWVlPfK5H3jgAZ577rlv9V10kZCQwAMPPMCRI0d44YUXqK6u5s477+SGG24gPz//R+1SKSgoAOCiiy7qsdWtx3IMy9GN+N2dgMBl46KocdSTOSCag8UGTL5OIr0tADSGDUF3fCat6zSjKALRYgfXKm8jy4Ea3IoCR5ovosaad/x/AUFQ0Ie5sRGKoASKllR8+ghDp7+BPmkLigAaRSG5ORdN+zWEpCq0NnuwOPVUeFKoaA7Udej6CjSiQlQkmMxeBgywMiQL9n4Zwp7DYUiSQFkZtLYKSFlmBoZaMGhrUGwdCFLAIigAezzD+VfTLApbv9JuDYKHn4d8znzjxxgkJ2ZH4LqJjaVh8jxajOlMiu6k3mWmv8bFiy++mPXr1/PZZ59x1VVXfacBr59++im33347kiRx/fXX88ADD3Q77vF4WLhwIXv27CEmJoZly5aRkZHB2rVreeCBB/B6vej1ep5++mlmzJiBzWZjypQpwfPr6uq45ppr+vcbO1M16dbWVh555BFqa2sJCwvjpptuYuTIkSiKQn19PRD48dfU1NDQ0MDAtAQslVu7FQbQiAIgQ8s6TBY9syrfJaSziWNSPGv1F1HYPpBbw/ajEXoWLfF1ZHJs7e9JSViKNVqiypHDJ4d/jcsXxdi8LX2OW+ONRJZ9HEmoYPygX+DYuoXQjg6yXXYsGz6mPS0D85RZKJjIzMyhvr4Ku93+vZiUrVYrTz31FGPHjuXRRx+lrKys111kZFmmoaEBnU5HVFQUHR0dCILA7373O95++20KCgp47bXXaGlpYfHixWf0pLps2TJ27NiB2Wzm0UcfPeke4V9nd9NruCUb8NXzICkeXEoTjWIBgzsuJNZSAV4vis2O4vYEPCIhISiiiCDLWJVQYsI8NHZCk3kQrmg/I9o3MaxsFS3hg3CIcUFzodUa2MTAYBDo7FSorFSAwTz73qssuuBpBM5B4StTtFYjMyCxnDVVk2hwjOxzgS3LgWCdef4v0Qp+/KKMI0TqJqC7UBSFurq6XouufNff8/Dhw3nuued45ZVXWLduHS+99BL79u3jtttu+1G6VGw2Gzt37kQQhB4LWK+tkfbCD1HkryROWIhEjmE1fvswrO6pjPDtA8ChCcdujkc8rvgqioBOpxCrs6N1+9FXxeKPbqTenkutdSyy8tUzoSigNUhkphyk6GjAQqbTGBFKrmTcIRcDdMXo/CKCUkehuJ0q7XxkwYAoysiyHa3WjM8voigQrbUwzlRIurYRizsMWRaIlNv5RZ6b/ckDeHrLZBodYXR0wIE9fqakt6KNaUEQwG6IZqMyhY+rR3C04av8cKPoYa5hDfOMnxAp2ijXZjOodScAcngE8pTp7An5GYOzhOO50gp+f/+eu6ysLLKzsykpKWHDhg2n3Aa4v0iSxC233MLatWtJSUlh3LhxzJ07t5s1ccmSJURFRVFeXs67777L/fffz7Jly4iNjeXDDz8kKSmJw4cPk5+fT319PWFhYd22+h07dmyPkrG9cqZq0jabjYcffpi6ujrS0tJ4+OGHg9qmw+Ggra2N+Ph4MjIyaGxsxOPx4GwuBnqvqSIqfiZ0vEllaxyf+eZy2DcUju/e1uk3EKfv6Qf0KwIWp5GUosEUipOx6aJweZLwSnKfnwOgiB4UQaa1fRf+YxOoj02ixelhUqyJsKYmIpoaYM1/kMaMRYlNIjw8D5vNgl4vodNpeg/4OA3sdjsPP/wwCxcuZOzYsVRUVODxeHqtguR0OtHpdMTFxZGens727dtpaGggMTGRRYsWkZaWxvPPP8+KFSuw2WzcfvvtZ6Sg3rVrF//+978RBIF77733G5VY9ctuGh0HOVFAd6Hgp961nqZ985DkCfj9IMkCl1hfJxLAZMIr69Dh5YND2UG15LA0FKKziHHUkOSpIvfQO6xMvRWOF2cwGAQ8nkCN5Pb2rl2EoM0xAm/DVPTx7h5xETqNn1FpO6nYkc3g8FZMWg+iCE6fjiZnGM3OMLzHVeY2g4lkjRX5FL9xSep5zd/X9xsSEsIdd9zBmDFjeOmll9i2bRudnZ1cf/313fa+/jGwZcsW/H4/Y8aM6bH4tVZt7yaguxAFCa+uljDFQrqzEIBmYxoxcjNHLdGADgGFbFMtxY40djCRKdVuXFmNlHdMQ1J6+vJFjUxEXANK+UhAJETvZ473GcKVFjQ+ma5nOldez2BtBeXn3IvLq8HjNQMithYX7e0C7f4I1lgnEWm3co7hCEP1FYiCjKIojA6v5LXcXfyjYhYftUzALhl5smIB/+mYRkyChtq6SBqavxIFJo2HS8O/4DJhBeGiHYcuks/MVzCj+g0EFCRTKJppUzlk+v/cnXl4XXWd/1/fs901yc3NvrRp06b7SillLbsoCooo4ijoI6POzM+ZERnxN8rogKgog/Og4/hzQR910KKgICDIIpSlC93XJE3S7EuTm9wldz3b9/fHSW4JTaEwIsx8nqdPmpt7zj33LN/3Z32/15MVIZrnSyh4j85JuIFmtSuuuIL29nYeeeSRP1tW5qWXXipqOgBce+21PPTQQzNA+qGHHmK6X/oDH/gAn/nMZ4qcHNO2fPly8vk8hUJhRjavo6OD0dHRGZH1Se3tWJPO5/PceuutDAwM0NTUxB133DGrl+3z+RBCEAgEiMfjNOgJkLPTeCLgac7lkexxvteG0ASVtTr7Aou4wDyAIt1ic6HEJUsA2xoCICEiBBSH8grB4JBBIlFBefnYCYAqhYUZaQVAkyGM4T6WAPNKw5iN85ksLaMmPoEcG0N97llKq6oYqKsnX1ZFMFiKZXmdk9px5bc3bD/72c+4+uqrWbduXVHwwefzzQrSk5OTFAoFSkpKpkYr1Bk3+4UXXkg0GuX222/n6aefPkF+7+1gQ0ND3HXXXUgpue6661i3bt3r2t52p1aIk/hfUs0zUQgjkBgUqLH6idjjuIoKhg89n8cUPuaWxjE0l4FEGBMfy/0dHK0/l8qeYWqDh7lm0Sfw1w5hO0E6x67m0eeuZmLCizwMAwIBONu3C39FDvckHrQqbAJ6koPjtVTqScYKZdiv6KEQQtIu6qglhW4LVFdgzzLmgpRoahl790JVFdTU/FnWhNe0888/n0WLFnHPPfewfft2br75Zj75yU/yrne9623pAM5mzzzzDOA9H680MzV80u3Cvjgfd36IkuwHYK7vGM/H8uRcL0IWuLRlvHr9bnEa66xt3PHbTZx17rOzZkPAu96qamFZPpYaewgzgSpmop2KTSjXTah7N46opsEZodI5RlhOIkMwaNewy1rFcL6cvkyIYN6lKd+OMpWdDAJ/s+QZ5jUr3HtgJfGsn/Z4DcSPTwUFtQLvr9/O+3K/pER6tLltkQ28GLyUj7R/BU3auIYPZeO5JMINtCtLCYUm8Rv+NwTS55xzDvfccw+9vb0cOHBghmbDG7XBwcEZWu6NjY1FZr3Z3qNpGmVlZYyPjxeJrAAeeOAB1q5de0K57Ve/+hUf+tCHTv0+fztF0rZtc8cdd9De3k51dTW33nrrCQA93Yk6zYEdiURIJSfQC78jz6oZ6cFpMx2d9nHPK1oR6OLS0m0s9fcgHEhnwiT0Wo46BVoX8AAAIABJREFUq6hXU4RkGl2f5Gn1Pbw7dwCAhCin342gGyrLwr20t69m/WnPovpyiKnPk8LC8cewIm0oroHmfIA90bXU5bupzvehdLXiEwKzohq1qgZlaAAxNkbj2BiTkQhd5VEqFiyhvLyaQkFgTJH8vJH1qrW1teipSSnp6OjAdV1aWlpmZdmKxWIARf1s27ZPmLVdvXo1n//857n99tu59957aWhoODVP8C9g+XyeH/7wh6TTac4555w3NAvtU0vQlQAFZ3b2I7XQREtdmtMSTxOxYozkPWBVAv6phVNiakHMUBQTaPZ1ccReAH4/5xq76AzOYeGGx4moLkIBdFhe+59ELnqcb/3qp0RDLgURoFxL8Z7AU4y7J0//CgE5y4flqAw7xyM4RZGUGxlOD7ex1t+K5lNJDUGBBhpHDfpqCydE1arrsrKng+GStQwNBRgagnAYamsXIeV/31l8Naurq+MLX/gCP/nJT3jkkUf4/ve/z6FDh/j7v//7tz2hzsjICK2trfh8vhOkFYEph+9kGTdB1vYTnhKAflC9mm63CT958vhwUQnKLDmClDDJHfkbyRR82HkVLTB7ICIlFAreWjTX3ouunUS3Xkpaks+gBBoAcA0f6XAdk0YtzkSK8449RWTsCMrLnoO4Vkm8tInaSotAUKVuyKKmvEAi5y9+RdeFkN/m/1b9lLXucwyschkMahzOv5/eiXP569Z/wu9kkKpK/rx3EIyE2K1vQKKi632MDJdQX1qKosyu+PVKcxyHZDJZVDzctGkTTz311J8FpGdjuX4loL7Wew4dOsQXvvAFnnjiiRPet2nTJn7xi1+c2sG83SLpH/3oR+zatYvS0lJuu+22WQkQfD4fgUCgqI5VU1ND9tjv8RvtTIrlIFVm5ghdHMelyrH5yKrf4jMchicrGXQkFc4YYZkmV4jztLOUMhJ8Vvku0hJcq45QKkcBSIlSxmQ1SkpSUypwhzS2vnQJFyz7HYWGGFKxsMo6cUIDqFKlOlvJ2lwJw35Jj76S3tByqgr9NOS78MWOASDDJciyMhgfpySRYHUiwUhsjGOLFzN3yQosy0uF6roXYb0eZ+pnP/tZMSXd1dVFPB6nurp61vM5rfhVXl6O3+8nHo9jGMastdwzzjiDG264gR//+Md873vfY/ny5bPWuP+SJqXkO9/5Drt27eK0007js5/97BuKxIRQWFHyXvZO/ApHmZmmlI6BPnoNUWuEiBVj3KilKjlVX3rZyI2lBdE075gMnwAbhs0KLF1jwfpfgu7OCIQMPU99xVHee+79PL3vIyi4XB/4DUIIWmOraak/eMLYDcBkvoTJfBlCQEDkWCLaWS4O4w/rZMNVhAwT4aioiQnKC3EctZ+uwvtwx01ERR8uCghQpMKK/hHq4sNEt/2E7DmXEDdqmUiXcPHFf8eePVBR4ekKv1mj/Lqu8+lPf5ply5bxne98h+eee47u7m6+9KUv0dDQ8OZ86J/Bnn32WQDOOuusokPhOA5CCBRFwR+dT378KK9MzUgJo5MNmPURwj2HSSslHBSrUITEUnze6CdQYuRJZYK05xuY7k3MdvqILEnhvvJiOC4TE3OR0lskTNfAlTPHjoufj0AIlTG9jlZ1BcHkCPW9B6hJbkZ9WXp+0l9FX9lK2o2VDDnVuFIhdlTS22kxMuGl3FUVAmrem5m2DSazGvc1NHL0QzaKBEd1kPIBFg/9Bl97CoDk+VcSqfLRpbYwoVbh0yQVFQXSKUkhEEBReM3GsVgsRkdHB6ZpIqUs6kvv3bu3yAb437HGxkb6+/uLvw8MDFBfXz/rexobG7Ftm2QyWVwLBwYGuOqqq/j5z3/OggULZmy3b98+bNt+fZm+t0sk3d7ezh/+8AdUVeUrX/nKqz6g4XCYsbExLMsiEAhQWRJDUzJURh5mIvlOXDmVXpACVU1TLWJ8fHEJe81lbMmtgYDnnCypnmBj9BAd+4MwAQ3K1EiAFJQ7MZAOEvgQv+Yh3ke/O5fxjJ/zjG1YeiPLRxowUyEGF+whVmJiJRZTYl7CupxCiTmAUuoyp6yEfruOUaWJY/55hO04c81OSjPDCCmRfj+EQpBMUjc5ibt7N9l4nPCZZ+L4DEzTG4HQtOPMPq9msVisSFgyPDxMf38/paWlLFq0aNb3Dw4OIqUs1m+nU98nU/C58sor2bdvHzt27OAHP/gB//zP//zqB/Qm27TYhN/v51Of+tQbV8YxTVqORCjYi2itbcd1NWypIADryHWUyiUsSv0eF0FcRqhwTFyfH0XXcYVAAcJ6nmZfP8eooaBUEs6kmbSD9FVHWKCdOLcK4DPyrF7wEE/v+wiXlGxDKApPyEs42LWMumgPIV8aTfWA2nUFjlR5sf0iQgGbRmWEhU4bc+xuahiFNJD2RnryagjHzqICPaFlHDQW02gNcNnYTgYDVRxwVpMSdeTrDjCZ3UpJZhznuSdpPGMt80J+xi2drKglPhphdNQgEIC6OohG35zo+rzzzmP+/Pl84xvfoK+vjy984Qvcfvvtpyyl+pc0KeUJqe6JiQk6OjqwLIuqqioaatdSSPTj2hZiSjzCu34aw+kzKDn6JwB6jRYQAqFM9whJTFPQNR6lUHh5MC5p6OglGEoTa2zE0gwUJKplEopNcDTuHYeiQKe2gdVsx0eBV5ojFR4du5Sm4R7W5n9STEkDpPzVDJSvZCC6kslATZEzI98l2blTEo8LwAPoiJHlqkUHee/SDqzWDv6j7RL211az5oO/Al3isYvbCGCyTrLtrwzO6L6YcHWQPDqHfWtwbEFLCyxdupKxvj7S2Sx5kUFVg8yW1zdNk87OTjKZDI7j0NjYyPj4uKdbHYkQj8fp7+//b4/2rV+/no6ODrq7u2loaGDTpk1FdbNpu/LKK4tqXPfffz8XXXQRQggSiQTvfve7+cY3vsE555xzwr5/9atf8eEPf/jUD+btEkm7rstPf/pTwFMnOhmgTFtJSUmRVjMajRIqm4edMtC1BNXRTZhWLY4bRlOTCJEkmbqcx/Pnc7TgjRsYumR+dRqjvIQd9mrGbS9ibgiMQw669YUcbajGLUliaRqqKTlz9Anmx5pplIOUhkNkFQVdcTHypSw+dD6LpcQWkonKAK1ltbSEhihPDZFzyplfnscygvRbdSRFhMPaevRAgXqnj+p0D5qZRQQCSL8fkU4T7urC7R9ArlqDf+lipE/FNCGb9R5Cw+CkdevW1lZOP/30orcZiURYtmzZrHPChUKBoaEhgsFgMcqell88WbetEIK//du/5cCBA2zZsoWXXnqJM84449Qu9J/ZWltb+clPfgLAjTfeOEMm9HWZ48D+/RAbZ2V+CSX2e0lkDvH06Glok/NRjCCLg4cIkqHLt4yKsTYARMCLoJJqlHIypNRyBtwGEIJafRxNnaTVWUTcV4acAvzZrNIXZ75/gj3uGrbKs6eOCX63/YOsatrLovo2VMVmYrKWzokzUIJVBFUYcxoZo5FtAuxUmrmyjwWim4VqNyHzuB76gsl9VOb6CRk2ml+jiWM0KU+RooQx6jCa6sj0QSg/TnbrLkbPfCfVEYsqq5cmesmJIPFcGceORujpDhEpFzQ0wCsz0lJKxsfHicfjRUfxVMffwItO7rrrLr7+9a+zZ88evvjFL/LVr371hGjkrbaenh6GhoaIRCKsXr0agKNHj+I4Dn6/n5GREWKxGOUlZ2CPjVFuHEVKGEo2cWjwDJrrIDLeBUCv3lJ0vB3HGzcuzMBWLzJcHhnEjAk2Pvoo8dpafr7qRubn2zhj92+o6upCOU2ht/wGNA1G1MX0yWXM4xC6OJ72Nl2DzZnL2ZJdwxbWILiSWmWMynAWraIMtaKc8lKHurI8c5UkW3f7ePp5g7HY8Ugu6kvzzuYO/E1V+NJ+3Be3UmrG+WKkg99dGSGrn5hmd3XB8FKdcRppyE6yyzjLo1S2obnZo9ytrakhPj5OJjNJOBzk6NGjBAIBdF3Htm1isRjxeBzXdYlGo6xcuRK/34+iKPT19bFo0SIGBgY4fPjwfxukNU3jP/7jP7jssstwHIdPfOITLF++nC9/+cucfvrpXHnlldxwww1cd911LFy4kGg0yqZNmwCPUa6zs5OvfvWrfPWrXwU8OeVpGddf//rX/OEPf3h9B/R2iKT/9Kc/0dnZybJly06pIWlaAi6bzRKNRhmavIr5/ADwgMtnjBTfazk+Hun7P2QKVVN/c3lX2YvUyRij2Sb6CtUMFTyAajRiyBwMNmkUQpkiyYljCDrqaxBhhTk9I8TUDeivHNsSAl06tIzsJTDkgb7tCxLwaTihEsxIKXUl3QTqlpG3ykkWAvSKFvoiC6gU49RkuwmnRxAlJUjTRGSzaDu34x4+iL16HWpzM0ZIYNveQ1woMGvdenR0lHA4TGtrK6qq0tLSclJ2p/7+fgzDYN68ecVadTabxefzvSoLVVVVFR/96Ef58Y9/zC9+8QvWr1//F2/2mZ6hd12Xq666irPPPvuN7ch14dAhZCyGyOeRPh+Z4HwWj/fx6Nhy/KqF33DZm13M8sBBUr4KmhO9uCgoUwDkqN7PlFqOQNJojLJA6WEsYNGaXsTQYBNr616pp+aZdBXM0SW8u6Sdn+c8sYDpCEYKH4eGNtB27AxUVbAwOMjyygn25yqRUmCa3sKuaxItGqIjuYxWexlRe5xP8/8QuAwa86l0Rilz4pADcl4C1jLChI1JSn0xMAyUqlLMMZNgPonY+ii9Sy+lvjGIqqno2NRaw9TLISx0khNlDE6UkTPKqKzRqK4G2zbZtm1bMcpRFIXDhw+zdOlS5s+ff8qXw+/3c8stt3DHHXewY8cOvvSlL3HrrbcWU5pvB9u/fz/gjdFMO79SShRFYd26dcTjcYaHhxkeCZNOr2YkM0Zvpops1ouMjxxJcaHlrVF9/kU4jpct88DZe44Uxcua2bYgoJl0ZupotLy/lo3GaN+7kDZ7Ppd1342QkjWHf8nvz7oORfGe9VTZORyN+WnW9qCLAjgqWjZEc2GUgm8nnW4zo1aUYbeG4RSQArVPUl+nsm9S48BBneHx4w5WpX+SDyw9xAWr40jDIL/reep7vWYqR2jsmPcBMnP+yMnYZl3Xh6r0cExZwai/iVxWUFUF01U1VQgqKispJCWuKxgYGEAIUWRoBK9npqGhgaqqquJ6Mz2GW19fz0svvcTevXv/LKNYl19+OZdffvmM12677bbi//1+P7/5zW9O2O6WW27hlltuOel+jx49+voO5O0QSZumyb333kuhUOBd73rXKXne0zUgr54KL26LMFzxZc5ruRXHFYxkl5IxowS0JHva38foRBXhMAT9Du8r38xQeBHBnEtNvpdsLsexwlkouAQMm/FwmExQO2H0RSoCUZoi6avERczGGIoUGmPaAqoUk4CZQitkoQBqKkXJsDfbXabsRFRU4ESriCtRYkYDyVA1scDphEoL1BZ6qUh0o+g6MpdDZDMYW59DHtyDuXQVblMzPp+GK236UjtJmgOEjQrmRc7EpwXI5XLk83kaGxtZsWLFSTVts9ksQ0NDhMPhYhQtpSSfz5/SbPHll1/O73//e6SUbN++nTPPPPM1t/lz2ve//31GR0dpaWnh+uuvf2M7kZIpdgZIezN51pxmStMxAqpFmZ4laQU5PdTF/swCnpUbuTL+MCBJhhuIqC4IQUF4KfYyLYtfFOjJ1dJh1lAih/GRZyxXyf6B61jV8AvUVzT0SEcn23kJApivT9ArKwGPL1lRBPO0PlaV9vJ09mw6sw0MDeYpr5E4jleWcV0wLUFpicuyymPs7Kvh4sxTKLgc0NfyYtl7OCewi8X2YYxMHNuWqPkMhpkGE0h7dUrNZyAMHVyDgJlm/qFH2TF5FTJaRYmex6+Y+FUTn+bgV9I0qeOoeZd0X5jBvnI6J7vJ5ieLDTXTi2tbWxtlZWWvq3fBMAy++MUvcuedd7JlyxZuueUW/vVf/3XWWe63wg4c8BpKXy6kEQ6HGR8fL0Z65eXlDA+7ICWGzFHIeypW+Tw0JDsAyIgwXdk6zJf1Kuq6N+Ghql5ULQT4NIfYpIbf9e5RRQENm4QW4cXGa7m49yeEczFOH36YsQVn8e7MEzTFO3CQPD9nHpubKsgaOnWFIA2ZNajqAha6OT5uP05PqoK91mL6xkoYGhIcPAiFwvEUSciwuLC5h3ecFqOlYgJi49ibdxCdnAAgX1rFw/P/nnZzAXXp3QRDx2Y9Z7Z0+em+d7F8UT0lpYLsqBdFF811EbpOWVmAeByWL1+N4xSwbRshBNFodFZs8Pv9RfEbgMOHD/9Z6tJvG3s7zElv3bqVWCzGvHnzOP/8809pm+mLlc0W2L/fE0Fv0BbQ2/cV2kwTicRBx3UVZImGNpYgn49QUaFgqQEW5g+y0zibcnsUMT6MRKHWN0G7XEyoPIdzkpMiEfSWRalKqCizEKAAHNMa2FZxFh9cuBczlcWKZwhkY6i5LOTziEIBxsZQx8aoBKYb9m3NRzZUTTZcxVCkkkBIEPFPoObSkM0iJifxvfQisv0g8ZYoz/p+gYOJLQuowmDfxD2cUflPCKFhmjlqampOqv4FHtOZlJI5c+YUo2jTNIspu9cyXde58sor+fGPf8z999/Phg0b/mIPxrPPPsvmzZvRdZ1rrrnmjX9uXx8MDWG6KoZlIkvLMKSJ43qOTbU/SdIKUpXtoVSpoTdXSyGdwgcEwgrggbTqesBbqmUIuSlGUj4mMyp9mVryKYu0pTMw/H+Iro4zZ9EjIBUQDk62guTu63FyFWjYrBP7CCqNtDstOI7AcaDbqiekmlSUW5BPM5wpIzvVge01qXkRWGpSoVet4fKS51mUOUIOP0/ZF+KkoUOfR0DJsjBkMly6jDmFLvazEn8uTjTVg1ASHKmrZSIYRJGS2kSCJcPDnNlzH6nJ+XSVr6ffP89rbJoyJ7QHq+qXuL5+FLOM4Oi7Z3VdHcehq6trVpB+5plnaGhomLW8pWkaN998M//+7//O5s2b+cpXvsK//Mu/FNPLb5VJKTl06BAAK1asKL5umiau6+K6Lqqqks+61A88yvzEk+hujvUE2O1czDP59zAn74F0By2Ylnfv6rrk9MZhmgKj/HF4DZkpHgdddUgWAlg2hFyvFCUUBV1YIOHZ+g9zwcB/oTomF/fcQ0+jyTy3HUfAtzYsZqDMwJlK4SSNAkdKdrIh66eWBgatpaxWdnCku4rW1lKSyePf02dIqmsE5eU6A0oLPzs0nytzmzhj4gkMJBLBcPPZPFpxHSOpMK6ETPulhKOHcfWZa6PrKEwMzeGp5xezr01y2WWCsjKYUZ1yXVAUtKlHORwu41QqJdNjuNXV1ZSUlBCPxxkZGXldHAlve3urI+knn3wS4HXNR6qqSiAQoLu7ingcFkXHmFsS46m4xBHH07SKIlEUi+bmbRw+fCmjoyqbazdwhfFHNtgvMCTr6M973bn12jF8+QROQD1pZ4wtVbbmlvJeZvcWXQETwTLiuQCPDK4hEFLQopJcqY7mmlTKMXxOlqCTIpibwJ+L48un0PKTaFaB0mQ/pcl+GDy+T8cfQgn4QBEIQMbGeG7hbym4hWJvhSO9ItZLsX/jgkv/DSurUFNT/qojNNPd8S8XBCgUCiiKcsrNV5dddhn33Xcf7e3tHDly5C+Skjx27Bjf//73AXj/+99PoVBgcHDw9dehRkbg6FEKgQhGTztSVaEiiszlCDreLV0WMGESYnY565uHONAZwleYxNV0DM1FupDVSslbGpNuiD8cO4fB/iqyWTk166kAPq8L2+fS3nk9vq6z0UrGkJYfJ3tcDlSVDvO0HpZq+/mVfh19mUoU18Z0NfamF0IaAobOPP8gA3YN6bSGrnld5IYBpilJxl0WZLwU5I7ARnJmEFmAjlgFx0rPo1VdQKkjaeQomk+lrfR8qF6GUHYippxOBxiMRhkrLWVjWxtl492sjA9Sr9UwrDTQIZtJ1LURWvhLlKmsgHB0pLARsxBtwPE+h1daOp2mt7f3pD0oqqryuc99Dk3TePrpp7n11lv58pe/PCv3/F/Keno8hsCqqqpinXFiYoJkMkl5eXmxTGQ++H0Wxg+iTtHL+slyuvJHInoflYUEAJ3KIvyGQ3mFypKyEc4N7eHhzIXY9vEOZ0eq5PMSEFS5U+uOoqDj7TcsU6hz6qGnh4rcIOmxw+xZdgEjzRn6yiyk+rLpAAEuDntDW/mIejnbd1Rw5/OXMzp5fA2oDyb48NI9bNwIA6lSOkfLmBgucMHgf1Fv9QEwptXy6/K/YchtQY05CNXTsv5Y+5N0YHL0TBVH8wSKpO3Dyft55p7PeduOCTZtgvPPhxkihlLOAGnbZgZI33fffZx55pk0NTUVXzNNk97eXpLJJKFQiGXLlrF9+3YOHz78vwek3+pIenR0lH379mEYxilH0dOWyVQSi1VTFihwZmUnfakM0pMaOOG9quISiQwTjzeiKApPVp/PO+UfCKc66Zs8DYB+s4YDYimXJH6LE1FQtVlYmIDRiTqSuQNURiNI9eV1WxtdTrDSbqNX+RhKKslF7vPklCBZESJDiJwIkRVBxtUKsiUryJf48YZmQXPylObHKC2MUpofpSx/jJJ8DD2fgbznVksJvbV5TMU+CcWjw1D8UaLuRThONZnM7HVrOJ6OfHnNJ5/Pe+NDp6hQ5Pf7ufjii3nwwQfZvHnzmw7Sruty1113kc1mOfvss7n22mvZuXMn/f391NbWnrqy0sQEsq0NKxjBGZtASIlbUYFSKGCXRKjOe/XCCt0LLQZkPXlfDSvdR73fw4tpcBIMWHXszq9iMB1h3H6H110NgMDvczF8CiElh6n6EULzRnQKOnZyzszjkS7CyuFzBrDLooy5FWgaXKxvIRx26S3Usju9hJyp0mp6Uw+G5mBZKqYl8fkEmiZYltmNbueJqxUcCZ/GB/0v8ujoGWQsg2TCxQ7W4CuYjMhLCCpZcmKMQP0+hHpif0VB1Xm2cjX2kSAjViUjdgXH7AosRXDOO28tAjSAq2dOUgDy7GTKUC0tLTz55JNceumlJ91WURT+8R//EcMweOyxx7jjjjv49re/fcJIzF/KWltbaWxsZPny5QghyGaz9Pb2oihKsfYuj/UQGD1UBOhpM4TJQl8rfsOFgkK8soWVlSmSohx0jYftd5EsiOLIlRAeWLmuQOBSL6e895eBtCV1hhadT3XvIJq0KOnez7MbvkBH2VMzAfplVrBd7v51krEjx4FsTmiCDy/ZzcYLVfSggUwkWBhI02w9h+jbUxTN2F56KY+WXksBP9hgo4IFgfwQgaP7Ob3VpGFXkC3v3YAocRg/tp78yDmcvtJgx05JOu311Tz9NBw5At/8JtRUSy+SFqKIR68cwzrzzDO5++67ueSSS7j00ksZGBhgYmKiSKm8cuVK+vv72b59OwcOHODiiy/+71zmt4+91TXpp556CvBmDU9WO53N0mno6WsAkWdj3RH0RIxEXuIGTrJQCJfq0gmS8XoSCYWlmUOMaA777eUcMb3CSJwoqnR49OhGmqNtlJWlUF++eDkSczLCitxhlvduIp9cwPjcjaiGH4U8AXGYgDiMldN5hzPCvYUvoFefxvLIILXKMarkidG3xGs6yqhh4pSTMEqIU0uvmEdK9ZHVdSxTYpkS01YoODqlwcepVLpQOPEBdLEpuAMscLM4Q104oVKsYAkFzX/CvHVlZSWJRIJYLFasQb9WZ/dstnHjRh588EGef/55brjhhlNWm3oj9vjjj9Pa2ko0GuUzn/kMmqYxb9482tvb6evrY+HCha+9k3QaefAgjhEkJqPUT7Yh/X4UTYOyMpTYOBmChGSSZqcTWMWQVcVp4XFacl7D0NPZszk2WUXhZZGjgUk4JFECPoSQxZlViwAaDlJRqZVDlKsdxJwlqDjezKrrIuw80SO/Q7EmGVz+TqwA+CgwVxvCbxjMC4xRW+nQ6c4jl7QYHA+St73Ptiwv3V2iTLLB9MaCXlQ3YqULPDp5BiaGx+LkKqTSoGkBEiKA64KUOZbPmZ28RSiQiWo8kbqg+JqUUFp36ARSNqmncX0TKPnKE8BaBRbMKD4et5aWFr73ve+9Zg1xeqIgHo+zbds2vva1r3HXXXe9JYQnO3fuZGBgoCiVe/ToURKJBCtWrCAcDpNMJum4/79YLWc/r5owcUMKplVCpqyOvFRQBMSoQkhPJW2acUsIMAte4HGethWfO4XeLwPpnAjwYNM/sLohxzkDvyaa7GFu1zPsbTn5smzZgskpEGwKx/jQwt3UzVUZjSxiT8ykVMlQUsgQ3vkcZePdAEzq5Tw+51Nka+dzvtbHlqH5FBwdv5shkI/zVz1fx3DzWELnQe1fiW1fTHNZjHV6FwPGOH3ldVx0keDgQUl3t6et3t8PH/sYfPIGydUXed+rKCz4iuVtmn3yu9/9Lr///e9573vfS1VVFYsXL6ampgYhRJGSc9euXf+76tJvVSQtpSyC9Dve8Y5T3i4Wz/HrP/SQl1kUTfJAv8MiJ8qQWkuZrx1FOTECdh2Vxkwfi41BHjYvY7uzhqPRMsrLB1ghhkmlKkkkWhjq0UkWKhnddhZnLtlGdO4ErqJgWRrWQIjhxDI+M/hZAIzcILX+34GY6fIZwqSGQZa4L/J09wU8zQI01SEcsigLOQQ0iXBspGWTs3UmrQB599S1dZ1cJbgqqCcuAq6tYaerGdNCGC6ErXGMxCi25sMJlZILlKAE/Bg+QSQSwbKsYj+ANTSJ2DZGQ05BhFO4KwMoxmtf2oULFxZnsg8cOPCmpSJTqVSRpefTn/500bGoqalhcHCQoaEh6uvrX1XPl3wed+9eYo7LkFHJgqHd3kpYWgp+P26uQEKWcES2cKbZi8/NEgoNoKlZXtqTogYNkwh9Vj0IQZU2QWNpksXmIRaKLu7x/R0Wx9UbRMFSAAAgAElEQVSJGnwx1vrb6MtVsq+wlIg9jiEmGfIrLHe6saUPPTuGLzOIsNPgutQdeor6RRuwSqP8sXA+qbFShHRxXIWc9OEQQqqgTtEnSunVrlusw/Qylz6a2GevABsvQndNTBNypoppqTiOl4p3HIHfL1m69ORrgBASw5gCC9NzBmzbnZU6NVe3mWD/uxC2D9AR0kVIyfxkiqojR2AqNfxyU1WVmpqaU6ohCiG48cYbuemmm+jr6+Puu+/m5ptv/osuxLZtc/DgQYBibVxKieu6dHZ28uCDD3LgwAH+4Yz1MNozY1sJWOEQjs+HKi0GzIWIqROvTlXYnLxJLqMBHlhZposrFQLkuFJ/DOk4U/r1CrqwQYLrKixK7+GZpo9z5uBvUaXN+t0/pO/8j7PFUGCW9VCoDrUpyV+tfYyKpiC7OIcjhCAFriNZPPwMG/s2YbheGe1w+dlsb76WinKX8lQvW2JLcRWVtUYrZ9b3UP7E/QTtBC6C38y9iZ7QMsgJ9udq2U8tQkjKyiAQkCxZIpgzB3bs8EZKLQv+8/8pPPlkhLu+LQj48oh0J2YmR15W4os2IaayjceOHWP9+vWEQiF+85vfcNNNN81QEGxqaqKyspJYLEZnZ+f/OC74We2tjKR7enoYGxujoqJiRpfkq9lkxuTeR9pwHE/Rx5WQQ2Wf0DHyOuUnIV6WCB7ueydCqAQCNotaXsAwckVAr6gYJBIZYWjoLMj5KJcJLu3fRvfeEn7ofgLHUagMm3zWuQvdziERxBcso4SuWcdqDMXkjOBmdhYuwHXBdlQSKZVE6vh7pkcsFAV01SXgd/EbDiHdIqQVCKk5/OSxpE6SCClRhqJALrsG6erAbKLuCvffexXawkHOmTeEa/jI+0rAMNCTSXw+DVsPYIbKoKSEyooaYrERUk90kjs8RsB2EAjSz/WS2dpPxUdWo5W/en1aCMH555/Ppk2beO655940kP7FL35BOp1mzZo1M2gYhRA0Nzezf/9+uru7T94BbFlM7NzFzmQSGwWRaWVI1yg3dNb5fGS0SronyhgqVFKIpfh1bD0LtHE+aPUgLa/fYFf0XCYsiFgWUtdp9sU5Kpt5h/IYLgqm1PD5IGBYrFH2ozoWz6dWMZovRUiHve5Ktsl1TDolbHHWMsfpZp27g4J/JYWmZSzpfQLNKXD1ka+zad7/pSvkEfoXCS2kBOkiEciX1TukhBecDTxrb8CyvFShB8QKjvNKB/D4drlcAMsy0GYhWpESxserKRQ8Ra1pSwy2oMzCgia1LLk5v6Wps5nAZD2GY1KfHKCEWkgkoKwMZnnO16xZw549e06phhgMBrnlllu48cYbeeGFF1iyZAnvnVHYfHOto6ODXC5HQ0NDkaN50aJFJBIJvv3tb3PaaadxzTXXMDZez5yxLSjSKwnYPoPE4oW4xlR5rAkMSyHcFSdjllMmksxNtBI7ZtMqz4Wpsp1lehf+PfrjSMMH00IoL4ukTamhpFPEA+vZ2/hu1vU/RHiijwt2HWXLxnlI3Z1Z6rIUlg2qfOy8hwktXIK0XRblnuFwspHOWBlru+5nQcpj08tpYbY0f5Sj1WdRYk2gD/bxouPJZC7Sj5IIz0F96scEU1556PGmT+MsWsrSUpeKXD+TKejMNpAxdRIJ7zYAD3PWrfOEZfr7p4YsulS+9ZUjfPKqPyEUgStt4nEdRfNRsfIqxuIZ+vr68Pv9XHfddXzgAx/g61//Op/4xCeKDXxCCNavX89jjz3Gzp07/3eANLx1kfT0rOHq1atP2Rve/NJIEaBnmHCRxjDrRobYW1uDBE+cwBE4KHR2rsd1vcMsLz86A6Bh2llxWL16HweeX825kf3U2SNMAM5UE9GS3B6aptKdz1Z9kG51FR/iblROVNAC8Ik8gYA3lx00LBwHCgWFyayK5Si4LkWOWltAhZaiokziLwvgGOWkzApG88dr7Jp0mExCwTZQtt1M5dm3gXBxNAfFVZBScOTRT5GM1/KDHbXsH6zk4yt3ETQSxwdvFQVFVfEZBorPx4JgCTWFCLnDY2C7iOkTa7tI2yXxUCuVHz/tNa/Lxo0b2bRpE9u3b39T0kwdHR388Y9/RFVVPv3pT5+w//LycqLRKLFYjEQiQSQSmbkD1yW3bx/bE/GpIsHxfOIE8GRcMNS6gERCks2CToBrQzH8ljyevJWwJOvS5VcZlHlsy+BAYT5Ihx/Ij1GQBlbWOy4pdXpYVwRX76fKfjmTlCPOMvYzpazjh5qmc7m+93aCziTXdt/BL+d+gd7QcafDdQWOI6aAWOLYEtvxXnstvmMhJIYu0XQFVfX6FHRdcOzYMubO3TvjeZASbFtj165FRYAuVdIs0o/SRTNdz7+f5vN+h2YcZ90QLhg2rO4dxbDHiufM8ldjoCA2b/aGYl/BILZ27Vp+/vOfnzCTejJraGjgpptu4p577uHee+9lwYIFM7qs30zbt28fwAxHtK+vj4ceeojbb78dwzAYG8tyTGlmLLiMysxhNEziSxd5VJ7TPJ0qaJrFpYt/jfKcoD7fgyl1vmZ9HsDjry6YuBjUimNcqL3AM8Z7uIQpiVxFQZlStjIxmHC8+33r0htYO/AwinSx/rCLwa6/pup9W9Gik+Aq6KrFRSmT9wWCqOFqYjGb/akmDk/OZe7EHt7dfwcBx2usMGsaCZy+mov9Y5w/+lMeT67jJfd0BC5ry7spLRW0vPBNahMesc8LdR9koPFMbKMSUYABZR5EoCoCUUdi2zA5KcjlPClK2/aSK+EwHD0KkVCCj1/xDIpwipka6Vo4ps3YgQfpyDURDIZYsWIFfr+fUChUnKf/5Cc/WQTkaZDesWPH62P2ervaWxlJT88anioheqEAXX2Jk6vAIIk7VaS7lpMKS1Q9R6EQJpFoREqdiqiL4pjU1PTPmhIHCIczRKsKuGoICg4lwqvRlsk4H8n/GIBB/wJ2V11KVMbRmL3u5KAyEV5ObZkEFOrqfGiKi4qNgkmuoJJICcYnBONxBdNU6E1F6X1ZpO3zeWyhJWEXRVVIpz0grlNHeVd+B+HnNvBMczVu2QjYNcjJd3DOPBV3NEfvaICtQ00citdz+dohGiMZxMsVwrLe+QIoG01h2LOfDzuex57IokVfJYWMxxQ1rUM9ODj4xpm/ZjEpJT/4wQ+QUnLllVeedN/Nzc3E43GOHj3K2rVrjwO5lNDaSm8shsec/QouZcCVScbH0xQKYUCy1N+HIeUJrVAasDDvsMc/RjZVite9rZB9HY+AwMUQFn7y+GUeQ5j4hYnPzaEFHPbOu5LTe36L4eT4SN8d3Ff9GXar6ymYHhgfp4kUzPYwaKpEn1JS03WKPxVFzOo8JZP19HRDbV0bfr+HyGNjUXbvXkE+G2BtoJUN6i72sYo99kooFOjc+n7cXIAVF/wXdsBGEZLaUY3TDvoxZmgBC+wCaPPnoA70wuOPw9VXe3JbU1ZfX8/w8DD5fP6Ua8wbNmygra2N+++/nzvvvJO77777RMfsTbBpkJ5OdQ8NDfHd736XW265pdjpncm4SAnPh/+GOdk/sjLyojc5oAgytkHcDOECZXqeEiVNeUUCZVDyoH0FabxeENeVZC0vA/JB40HGfXW0iSVcMn0gioI25WjaUiPmluM40Jqq47nAO1ke3MLOC+qZu/BpcpNVcGQpfrOUvzt9kGzlQnb1j9AxXM5wvhyfneGSwR+xLL4FAKlqsGol6vKV5NQA4vAhHkxdTLtchCZsrmg6wNLSAezntxIY9s7HvoqLeKbxo8yLZNH8WVZygLQbokNpwXZVVMUio/rx+SiS8ORyxzM0y5bB6fP3z8pTDxLHzBBQ8ixdevqMeyQajXLTTTfxta99jVtvvZXy8nJWrVqFYRh0dHTM7rD/T7O3qrvbdd1ibedUUt1SwvPPeWQAJwNpC42H05fg2mHIe7Xh05R9dKulxEUFuq6gaT407VV00CRUhrMszHaC41Aq0iAlf23/gLBMY6FzeMlV3GT8iBQlTIgWymQXcT3CgFaPhs1CsxvDtXnJuQx3alEcHwddV5jmvQVQdKishvIKzwHJZr1/udzx+l+hIIo6w6oqqPNPMN/fhiIc2rR1xGLnIsZnfoUlayHQC+3tkMrpbNrSxIIFsGDBy671y3DqLGcnxixNaABCFThp8zVBWgjB8uXLeeGFFzh06NCfFaSfffZZ2tvbiUajr8pGFwqFqK2tZXh4mNHR0SK5AV1dMDrKMWEgyc66resqBIPJKZAWzFMSJ72pHQH1TKKpcTQcDMWknAQ+xQKfQc71MylLsIWOrejYqo+SgMMlhUepMgc46lvKErcVJ5NjqFBBh7KEnkwVPblq4k4JGXsVTwbXcGP6q5TKFNcc+w/GQjfTpr/8OfEIL/w+l6W0skTrZDSyiLHoYlTXZDKnU7DUqZr11BavqATZtiSVgmRSUCjUA/XouoXrKlQG81ymbeWiyJ94yT2d+6wPYLkq/kKShIxgUODithh7h7/OJfXP0MQ2/MyuiuDPOaiGirN4GWr7YXj4YbjmGi+Ewrt3LrzwQp588kmuuOKKk17fV9pHP/pR2traOHjwIP/2b//GbbfdNqvC25/LJicnaW1tRVEUVq5cyeTkJN/85jf53Oc+VwRogJERBUWBREpnVHkPwaifGqWNnnQFCSs4VaYQTBTC+JQI4TVJnh//HIN5z3ERwnvuAZYrraxQ2zgQPJdgbmatbFqG0nQUdg3XMzjuEiqxeGD91TxwxWIcTcHRTAw5CPOOIXrn0d1XzZE2A0t6jXxLczu5pPcn+PNTA9JVVYh168DnQ52IIXtG+aX9QQZoJKBZrF+RIWJoyK17CbR7AN0XWcnv5/8jK0PdxAMtLNC7WCGP0K83M6j7OEd/iXI1ySOTF6BJk9PUvaSdAGk7wKQTJGEFOZYOs3DuOJp6knKlhNqKklmbi2tqarjhhhu48847ue222/D5fKxcuZJdu3axZcuWU87QvK3trYiku7q6yGQy1NTUzLjBp01KSc9giqGxND5DRbHL6e3z4RcRssooiBMvpuvquHYQVfWEiZbSwYXWC/iw2eqehZQeyBcKFQQCI7POD0tURqw5tIifg+MQpsCF7tOskXsAeCDwEZqm6ne7xTp2O8spiewgo+u4U9XpzcFzibomphXBmVq38nlJRdRGmRrZMk2JWZDkcl5tUdcldXUQ1AvUM0xXvoGxuMF4TJIviKlmH8FAJspAZiO/ZyM+n0uF6VJW4lJSJggE1aI6XjTqZRW3bIFUysOpZFJywdkmZSUujivI2xpOKs24DOEnPzuDmu2+JkBP27Jly4ogfdlll53SNq9ljuMUOXGvu+66V28KA+bNm8fo6Cjd3d1UVlaiDg9Dfz+JYD3+QJrJ2OwgLQS4rlF0YhypndQZBFCkoFA9RsGYJCvBV8hTWjA4rKwu7s/rN5CUGg55y+Cl2DyGs2sZsGvImRvJ2zqufOWHeOWNIXUu3w5/mc+lb6NUprje/U8eaPoU6bI5BJUwVb48qCpz4vs5Y/JPjCo1bFXfgzkugJnRqMcVIFAUyTKtlZ3JJQyPKKTTMz9b12F+JM1VxiOsKOymz23gO+bf0OvOpdSNEypkGZANKDhcFniOZ6JXc2P4R2wfW0mnVs2lZY+gCQtFSJAghYLiVKGgkE7aBCqlFzIdngLqq6/2xg2Ad77zndx8881ccMEFp8R2B17T2ec//3n+4R/+gX379nHfffe9qenNbdu24TgOa9asIRQK8a1vfYsPf/jDMwRAUinPyZbSE8nQdbAJEcuHpwD6+FPmopB3Nax8HfryR+HFjwPHx64ELtcYv6PgL2WXtoFSs/f4wSgKjitIpyGXU2lsGef884ZASFTDxTm2mGNVx8hoWe8+1mwKTd3sbJ9HSCosDfdy3vCvKevaW9wfq1YhlywBy4ajXSTyfu51rmecCiK+LB9dsosKLYW97zDarm0AjJc0ce+CLxNQTdxoBSBZ6e7FVP3s1DZQrcao9qfosRuxhc7Skn5qglAhLGwBJg6KGSOUGiQrh8mdhNhBCKisazrh9WlbvXo1bW1tPPDAA3zoQx/ioosuYteuXTz++OP/o/TJZ7W3KpKejqJnS3Vncxb3Pd5GOmth2a5Xn3EG8Yl6DLceRAKJWVSWkRKQCv50NXpQoqiSYFAwmffSHI1TzCCuKyhVJhkdXcScOWOor5ghdByVvr4WKs0hHBQU20aTFn/l/ByANnUZzxqXcXXqeVJlJex21+CW9DKp+0+4sSYUA59/P0G5hmxGxXEE/QM6gYCcAlLPm/brNtGwRbBEYLo6qbSPHnc+lmlRyDkEgirNZWO8I/ACo2YZvclyegq19Ju1FAoKQ8MwNOxdQL/hUlNhMacqR300T11TiMaGEFu3wqHDCrGY4KHHDNadJllZ3YOqjBCpOIZbauAOa4hU8HhNGkAV+JqjqOFT6zyfbtiaZmP6c9jmzZsZGhqirq6uqDb0amYYBnPnzqW7u5uJ9nYqjx0j46tALG6hMRNnPDaCO0tzoSIEKysLLAw+jmULeu0WagqTsyiTe/7hQNgCxfIuu4ARv48RQyXVXyCf9RVrxl4D13Rr4drZD1q4VDcOUFo7jqo5aLZLUzrDRflDBDL1POE/m9a6pQiZQ1O6yAuFuB3BidfxnqxXo3xCXIZpe5+jKJ7jHQxKFOE1TU6Mu4yOKRxMLJsx2qKqkpISwbzQMa50HqLFbqWQN7jfuYL9gVXkVYPmyU4c06ZVLgHgtGAb+youobYOdkWv5k87KsnKAOWKxeroXkLOOEidnNpMicgBJlYyS7jCj1M7FzWT8TqGHnsMrrgCpshzrr/+eu68806++MUvnnLaOxqN8k//n7r3jrLzrO99P89bdi+zp1dNUe/Vqi6SC7YxrphQHMxxDCEh4Z5cckhOLiErh9wbSLISOBc4gZxAIJRgbINjsI2xbFmSVa02KqNRnb6n7b1n9/K25/7xzowkS7JFDhcOv7W8lu299ztved7n176/7/e//Bf+4i/+gqeeeopNmzb9/6aatXv3bsBV69q1axder/cqKtxBl+uDVNINtkIhSJTnoetjXN08AYmCWamjZv5z9O/5T2iaO14KcJu2l0ZlkjOhzYzQyibrIABTVPFs7v28XFyNLaG5K8GCVSNoM7wOUkGxFZrHmxlqGqbsmxnbsvG1vsknBsbwHTuImP5DsqoKNm7EamxFHY+jDA4w6jTwPfsDFAjSEC5y65JJykRwzh5DfWMXAIVAHU/N+wyGGuD2qv30KBupF5OERZE9vjtx0Fji76PsjXK6vACQ5Gq7OKF14XEKtKR7iSV7ULNpMAwUUaEU9fJWJK6UIHQf3ujbz8W/973v5c/+7M/YsGEDmzZtIhKJMDIy8puP8v519aT7+tzZu0WLFl312U93XiSTq+DMiolLEFBRRsingzjGYkRwFC2QRCgODZQxC+2k7SaEgDolRVlUk1NcJ11LApjWcS2GGBmGeHw9K1d24/WWUaZVZhLDcxgd7QQE/yA/waetP0MplfBhUyDA06HfQQqFk/kOhiNLsIVE9aWuTeklBBXp4NMSBAIN09E1FIvusL7P5/achaKRrmikp2chHUeSTkvyedc9LAte5F2+XZiKjxousixaoldZTGCVQTlvMzDhp2/Ux+BUhLKhMjDqZWDUpenRNYfqKodYTGXtWjh5QlIxBMN9E7x72Xa3R67aSAlOlYozEUMMtaFMR7Oe5jDRd9/44u7o6CAQCDAxMfFL6QVdnkW///3vv+H565aWFrJDQ9SMT1DWw5gLliIdBT0Hc4wKg7qOjXADVOne90WOjqVN0K6OYPv9HCvfRNrIEpP5Kxa3Bbzp8+GoVybaQoBUbAjEScdnxCSu0S/WLvWIdR08ukO0+Qx4i6C4C97SFfqiIV7wraImlKE3WIutXHntGTXHMvrwYnBaWcK4tx2/6qq7eX3gVco4pRIXx6oYiUO5fKWDiEQkq5vHqYkYrElspz3r4kOO24vpmb+cDctOsFacRxMWuYyPb792PyShMzjOZO1SqqISXRfs7W+lKN3gd5Pag1b2g28e2AYBIUFVkUBkapApZS5VI8Mu1dSLL7oebedO2LoVplG5mUyGT3/607P4gkwmg67rLFiwgDVr1sz2Gy+3VatWce+99/Liiy/yla98hb/927/9pZe9M5kM3d3dqKrKggUL+Id/+Ac+//nPX/EdKSEed7PoTNatXPj9grITRVjKVVoAl8xBVUAIB8dxAaU+xeBB/QVSSg1n1CVgQ1VxjK/zu7zAfVQKM0GMZOHlDvoyE1JQm6phuHmGAAU0OYF/72vTXxCweDGsXEky2kW4ew96ZoJzsotn5Psw0JgbHGPZEgdL6DQNHoTtryKkg+EN8fLSTzEpWmjRxrCqasGGxaKXEW8nYzTh9UJAN0mbEfIllVjUZoHWR2i4B20qhZgeQ5CmiahU0C2LyAXIzPNPsys6OKg4QGz+Pe+YDWuaxh/8wR/w1a9+lc9//vPce++9PP3002zfvv0320nDryeTHh4eBqCt7UrmpUy+wmgiP+ugrzRJXfAYjraOUqmGsbE2qn0FfnvOMxRCw3wj/V5sqRK1p1htn+KAuImCCBKQBXyiTKbsY2LCBS0UijW89to21lcdxahr5IPBV4kWTrHXF2dvZS2Go6EY5dmJ+n9Vf4cxvQ3VcqjICIopCXmmMLCwr3f5QmCZI3hoQNOYJo9wFV6KRTfTCgZn9KEFhiFJJFzVG0WB1dEL3K7uIi9CVPBQY0xSJMBh/83owx50xcYbtJg7z2ChnWDKDDGZ8ZDKamQyAtNSGE8oTMcoxKohk3Z4/O6X8Orm5afpOuvmNKJlMRPxLG1r5hHrbPiFnqmiKLS1tXHmzBmGh4f/l530zp07GR0dpampia1bt97w79RKhcWWjaV6GavrwGeqJCYlbb2HWWpXGLFXYelJFKVMs5VhgZEnoFdwSoM4QuGH9iPEsz4uGFHWOafp1DPoAiZtHztSrbBkeBZ0d7kJAeGaKSYuduD1uCxgfp+D3y9p0hJ0OBeZFA3YtiTvBMgQpeyxkd4SQrnyeI4iGPH6GfEGENeac1UcRqMerKLGXv8d+H1uiycop1iV/FfmiNPYUsEM6vw08m5+Vr4bv19QUyOproZaOcGmzCssTBxFIMnICP/GBwgtyHPzsiN49Ev95Uh1iY8/+GP+5fU7yHflUb0j+GQ1iyo2/55we5v+iE5OryZmTLq1Wl1HxcFWNBRFRXUscmUPVR4Hu28Q9f774Yc/hJMn3dGsNe4EwZ133smtt97K0NAQdXV1hMNhDMOgt7eXw4cP86//+q889thjbNiw4Yr78fjjj7N///5ZTfr3vOc9N7xebsQOHjxIS0sLzc3NfOtb3+KjH/3oVf3RTMbFkRTyLlg0HJ6uVKoCf8Ugf12qXUGlFKTOk6V/yn1n7vf8jIAos8P7Hk4V2jk/DH8R/xjmZbWdVt8kRlUUTb8OngSBv3Lpb2qWw4Kz/QDIYBCxZg2ZuasJpwapOf4cQkqO6Ot4oXwXjlRY2pzigeg+ZEFDz6eRP3sF1TaxNQ+vrv1TeqylgOSeusPscO5Gx6BJGWeHdh9ISWcniKTKeCZKgzXMhuQB/CNpkBJp265ztm0ol8FxqCh+DioP02wYxFqmSExWsFVBAWiLNV7zGt9qHR0d3HTTTTz77LNs2bKFp556it27d/Oxj30M7ZeQjf5a7NeRSUspGRoaArgKYJTNV1AVtwd7lQkBmsFjZ/8veqzV9CjL8Hr8YFnYjgRFRdgOZ6y51BsJNNUiLWIEZQFPOcfEhG9W2g9gnec4/fpqtvp7qSpOgHTYouxnnfdNLqZrZkVdD2vr2Stu5t5gL5urp2ZPRXUczuUVjoauT5AdIMdvOd+hX5nD6/I2OpRB2rQhDpmryBshLMNmkXoOr1Nif2E5NhoNWoJ7Q29QJ5LYjoLAIlZyR1oOqJu5VexGL1lIBI4UOCjYaLSgYnk1rHoVu1YhWQkxWowwUKgjV9YBwZK5o/g8V+u9AghpIUJDZOojZEfOsaLGTyQS+UUeLc3NzZw5c4Z4PP6/NBZzo1m0NVWicGgEYzCD4tMILK9Dz/YDCvG6RaTyUeJnJY2FC1TJJOfFPEp6F4rShUeU8du9nEnkuZCuZiRfxXCljkJFn14jKhe58hpUzaSL4eu2q3XF4quLvoyiKtiKRkGNklejhCsThI0pLM2Dls8CDturHqXfJ8kKm2tl3QLnilnot1pa9bOPTYwWqyhMgpkv8metf0VYy6EKiSbAqxg83PTvzKnL86bnUZbQQ9vUcRbn30RB4kjBj5VH2FHehCPg08u+cYWDBndqSNdN1t2xgxdlEBRJj61xoeLHOdmGJjyEa738u/Y4D6f/haiVgkqFijeMV7VAVcCx4eJFjs7fxKqx45jtHej33w/PPgt79rhkMtNscR6P5wr9aK/Xy8qVK1m5ciWZTIZvfOMbbN++nT/6oz+adZTBYJDf+73f46//+q/59re/zcaNG2fnmH8Z9tprrzE0NMTcuXMJhULXbNMNDrqBeCLpPrOqKolpgi1UOhNpTrbqSHHlVimFhRU8j+fQcgKFBFBFlafA7eJ1hqwmnh7eyNiEOg36cx30Ft7gQ42vcUxdx0/lu66JnVCFTcRbwqMZUPYw6DERjs2tPYPI+fMRS5dCsUjo+F6UchEHwe7YA+yYdMGJG+YnCbZUMZmdQ8vUKZwXX0ItF5BC4dCW/8yQNQcbldX+XoxwNVZZY4E4y/ngckrST31VhY7iefSJEeZn+wlKt7TuqBoUSyi2CbaNUzZQpENOj7Gz8f10VqepXzkXv8eid9yDzzOCbfb9Qj3lmbL35s2b6ejooL+/n0OHDv3KVfp+qfarzqSTySTlcploNHoVSCQS9GLb1xn4lJKoncETSLP24s9ZyzUbkccAACAASURBVM9hAux+H3aomQ0BDRmOcNKzht1soMpTZEqpIZPXOD1Z474w0w56jX6cvuByGusk0rTdBWPZKIDmUVk86fafpFD4fvBjdIgcN9ek8Lwlq5lXsjEFnAxd3b10cPBoRTLlMGG1hN8uMOC00azGWasdY8hppd9q5Whx0ex5tXgmafFOcsJZguVoWFJlrn2WhTJBv+hggHaGy21YqFho2KjX7nVNU+FaGvjCoPpcZp+q0LWBUzOmOEWWLt3EqVOnOHHiBCtXrvyFKEJbWlxe6ZlKyX/UbiSLNoYzTD1zCmk74LiTz5mxHHpIcn7hGoZ7AliWwOOUaC6d5/XMIg6Ul1HMGeSLCiXDi22/PfGKIhxCagmPT6Ei/Hg8CqqjIpVrIJmlpM1Mozg2ODYqJmFKRNTJ2YF4zTZnOYpvVvfi2A2cVK8GTgIo0kEKF8x4LfMZZUZHHPorFhVL4976nfiVEupbQJVexWC9/grhhMny0mHUaST/QWUDT1ceJGu62VZHQ3y6uHi1qQLmKeYsRNxRLUreAsra/VSfuZWqiETVfLyp3MWdyWfAttFyacqRanyaiTRNmgrnOVx4gLy+jpUn+/CtX4Hn7nsQL/wUfv5zF+3d+PYZUzQa5VOf+hR79+7lL//yL/nsZz87G0hu2rSJTZs2sW/fPr72ta/xmc985pcCGEokEpw8eRJN07hw4QJ/8zd/c9V3pITRUSgU3EpZMAher8Q03XezMZOj4FG4WF+LFNPcB0Ji+8bpSB5j3n4/n/F9BATcbb/E/zvxPn6eWY8tZ5695FbvAT5U+Rc6tWHwNHPaWY5tahQzQYJV+dk8IahXaAq7yYQiIFTxMr/ipe34SSJr1mHNX4SZKeIbPosKVHwRXoj9NieGXC30lUtN/HXVBIwpGkr9yO3bUfIusnzwjo/QI1YzWoriFRXuqD/Bq5bLu96oJ+mRa2g0h9g4vge139Ub8KGSDrcQyCfQc1MIpvfhsokqbab8Texo+AAdgQlE2xxi1QKr5K4zRfFh2zaVSuWGJIzBBRQ+8cQTfOc73+H222/nm9/8Jjt37vzNddK/jkx6ZgO/1phONOylMSSIZ2ykuNL5aFisLR+j7A9S0APUmqMoSFSjTCx1kQ0pV0x7I98ip8eYCHZS8MTYW16FR+Qo2FEAlqun6Pctoq5eYZ7ex03FfWDbKI6No+oYYyn8plsOluEQpi/MXVWn0KZVgopei8kqA0uVhIsq83NeTgXVK85XInEUhyPREKn8vVw+nbLHctmyZio9M6MxXi9MqXWknUujGDGZZJ5zFgOdXcpWysKPJixU4eDFRBdlNGGhCRsNG9tySJRDJCuhWcKAy210qg5xnY0YFDyRRqqqq1myZAmnTp3i+PHjrFix4oYd9YyTjsfjN/T9a5njODz11FPA9bNoKSXpn5xBmm+5FgeKWZWzu4t0Z4JUKmCaPn4m314EXldtFE1B1wXhgEVnfZpV9gGWpt4k7W3keP2dHEjMc0FgpU4Inb9qwkBKlXNTm/g3bTmb/IdRjTKeSgFhXmIIcyoW0gli6EGsUhhTRpAxZVaB6nJTcJiTGKC/psPNQC4z1TZZNXCEdVNvMqoFOaRs4KbYYbzXoIp1Tw4UmWE3N5MQdbxpryZdvISU9/lghTiNislVyJ1pu6r+ojo4TXGUAYOhEQ81EYO2+hBWOYKWz6A6Fk42DT6VkhIk4BRYoZ7imL2SXRNhFvdkaV7Yge/W21B2vg4//Sm8731u+fsdbPPmzfj9fr74xS/y53/+57Nr5OMf/zjd3d0cOHCAffv2sXnz5nc81jvZzp07ARektmXLFvL5PGfOnCEcDjNnzhz8flf/uFK5xKgVi0mMaZ6X9kw3XrvE4okpWvInGKuqJRMSBO1xOi/m8FY80G6w9fzz/My6i7/LPjw7KQJQWwuf6vgRiy68QLAyAooHCfiE+weGettZeFMvQrVRFIem8NQsZwqAOp1qx5ctZ+lUCuXMWfzZFFIoFKubeb5wB2eGYigKrFtlEYzo+M00K/JvIF7djki6M56VtZvYFXw3mXE3yNsaOYrlDzJVDFMrJ6lW0mzLPk/IcR266Q8zKDpQChk6xs8gpuUtk8SIlYZQkCQiHbxW834a9CSyvoGOuSoCB1UT04Q7QXRd5/z58yxatOi6FbVSqUQmk8E0TVpaWli8eDFPP/307ORQd3f3bzaX9686k75eqXvG7tvUzFMv9lAUfkzFgyJtBJKbikdotUYh1swXWv8bml1mnacbf2ac2tIwzZU+as1RAMLmFOG0G02u4FUAUqKGlFpHv28R9T6LDJ20y36izhSO5aAAGRmkaswdt0LXUQIBAppJqz+PImC4rsR4dYVpcDaZsImoq6BVPFTK0Vl0dNFXZLxunFixlg76yGsx8loVlYrrlDVhUSipSARV3iKLo8PESzVM2jVICQ1aktW+HtoLPag47FVu5uZYD53e+Gx5K2OHuVBuJlHwM5X3cL5UQ9G+GhUbVIq0K0NkJyo817uQ1W3NLOqI43lrL0sohJrdEaKamhoWL17M6dOnOX78OMuXL7+h0ZgZJz0yMvIO37y+7d+/n3g8Tn19/XWzaGssj6xcey5Xx2GBHOWN3AxhxsyL6b6kl9OxqoqDLmxMNECgqhXaOk4Qq5ugXwr6OjYyONhJX8+l8msyGcUXnkdVyyDadOvAKPmZGm7HLAUZI8xBbrQnKqnzniEQyOBcBg5zbIVSJorRV4s/WMHwOpiaC5jSLYOGzDhrLx5Cw+aT1hf5fuT3kMq1sOiumWjskTdz2l6GYVwKDIUAv8fiYfMZbom/ynhlCY5+9UZoSDgqr85khFQQgSJO1kMi42FXppk3xZMsET1s0A4SsxJQAkV3g7ymyWMUV3bRH/fSfTHCZFmyePFyoqsyiGNH3dGsRx91o4Z3sNWrV9Pb28vzzz/Pww8/DLjr9iMf+Qj/+I//yNe//nVWrlz5Cwn3XMt27dqF4zjkcjnuvvtuzpw5g2maFItFpqamaGhoIJ1up1BQME2BzwfRgEmm6KEte4q1Y65ymqOlCVpF5iVzMMtt4ALKrIiHZwt3kqjEpv+vzZr6EeyWOSysGiHsDzFW82FyahmZ6mbR+DBe2w3IKkU/o71LaekcIRwdmZniu9okjJRLdGVTFMP1nF9yP7tO1ZHMq/jVCretyWIEa/CaOVbm96HufB1l2IWrG4tXcKjjfdipAhmnjjo1yU3V5zlTWcgtzk466EcpShwUSo2dFOcspDSWZc7ZXeiOgQQK/lomymE6cyeQCBI1C3g18jBhpUhNo06gwYvfDzjue6qqoKpeqqurGR8f58iRI8yfP59oNIpt2xSLRdLp9KxMqOM4+P1+QqEQsViMD3/4w3zzm9+krq6OyclJLl68eEUb5TfGfh2Z9Oio60hnNvS3WqixicdD36V/ssKI2oDPqbDQOE/EySFR6Y49ijMsMBQ/d84fYl9hBUcL6yiKwxyp+Emlo4SzkzSW+mizLlI/rcFaLZNUW0nm5XtdScE+cDxe8HlRvF4m/HMIDZ+cJbDH5wNNI6IWKNkqVqTERHUFeVlQ4yiAkNSHirzWOIlmaziKg6M6KLZGp9HEu5TtWNJDOtLF6VwbR6c6sCz3ltVUmTwQ3e8GF16DQaeF3dZmxq0aRnIR5kqDMdHIsH8BU8Jmd3qtW1IrlElOE29c9TA0SZ2W4ib1KPOVi3grGf757K08M+iCbb78w3v484+9SHv9mDvLKsBBJTLvbjTfpR50XV0dUkp6e3s5duwY8+fPv4LM/lo2w788Pj7+H4pcpZQ888wzADz88MPXjZydinVdHACAX7VmHbGizLCiiqt+IlEwph+oEDbr1u3B5yuhzAK5HNrbL+LzlTh9+lJpvJyLMta7DGUaHS+da70C7ridguNOEOBM59MSKdyMwcCL90KQVfX7OVG/EFPRcRyFcqKG0nCU3VYXuQM6sdoErfVDxJwp1o4dYUXiuAs2s0FB8lj2H8mN12K3KajXAJopSHrzC6iYl84t6HOo8hT47cLX6DLPATC1z0Ngm4aq2LP3wHBgSigc5monLYWDlQ2g2BDUKihCUrD9HBJrOcJqHlR/wlL7OF4z78oQJhOM9ZVoi+XIl3Xi8TrSaVi2dAut2Szi4gUX+f3ggzOIyre1Rx99lD/5kz9h8+bNs+Q19957L6+//jqnT5/m2Wef5fHHH3/H41zPUqnUrMrVBz7wAVRVnR3zCwQCXLx4kYGBQQqFOWQyrneMRKBQUWnK9rJ+7N8RwJRaQ0QZvL62u+Ol3p9kqhLhjughPtC+j5ZAmiPB26hVNTzGdO/d1jEim9nRliB8yE3bpQTL8LAwHmdO7iADS6+tzY0KZV3Hrm8kv/wWfvZ6iFJFJeqr8NtNr+IrKZz2bGJFcR/am3tRzp0BYKprDaVHnuDU0VYSBfcC7o0dQFgWS6RLk5xXwlz0LEbM66QhkCN88DVqiikAbFXnVO2t1MWP01k6gaXopOsXsitwNzo2i+sTTPnaWTRn+pWWEqG4Tto0BUuXLiCRSPDSSy/xpS99iUqlwubNm1m7dq17Wao6uy+Njo5SLBaJxWJ0dnYSiUQwDIPJyUm6u7t/c530rzqTnppyM9yamprrH/D+36frx1+ifewQquOqvaAIhNrKWMEtYShCogmT9uKLbOIMinSwPSqizuFl/QG+lf5DLMPGK8uscQ7Tpo5QbU/SZvZRbU24xzAqzNSl6u2xSymGprkoVdOkQZtgf7KJ+V2ncK71kgnwSoWIVMhOg25UB3yVKrR0F1nfOWLlUUo5i550k0tUICQLm7Ks9vZQa4yBYVAWPgYbbqJdFyzuP4iSy/Az6xa67aVUUtr0bPWM6SjY6KpEqiqaJvCoFsvUHm4Vb6BLE1mpMJEN8l9PfIjTWTcg8nolW7dqLFq2GRFWKeWS+EM+SrQSrLl6IdTX1+P1eunp6eHcuXPk83k6Ozuv6zx9Ph9er5dKpUKpVHpH8pG32qlTpzh37hzhcPhtNYb1+pDbi76G2QhSniiL5hpUqTnCShFH1agILxXhw1I8SCmQFYOc4cV2XIao6upRfL7KZQ7aNVW1aWyMUyotJJv1M61oiRsgqXyw+A2eth8mJd0qSD7nlvW8XljdOslNpd00GQPYZQNV2gwFF/C8/j5qK8MMy1YeSbxI59BxNk+eJtmwkAOJhexJhRmrXELHJybqqSo6bAwNs7BWcKj5d5ibPUIsfhpRLCCA8HgCp9YPfoXL652W1Hh24v2Up2kmA16LYESjxRnhg6mvUmWncBC85HuY1/P3ULc7yeYlh2iKxbFsnQNDjQR9h/jL5AkClkXcH+SFli5Oh+qIZtuIhTwU8g4F65ITV7BBSH7kPMAYNdwhduBIGHUaKEyWuJhtpy2QoD08xGCplTcPCaY67mJZPo8yMuKKDd9119sGYgC6rvPkk0/y9a9/nc9+9rPTgZjgox/9KH/8x388K2kYvYES+rXs2LFjSCmxLItHHnmEQqFAsejiOmpqaojFYvT2Jjh5UqVSAV13Uf112YtsjP8YBcnF2BrKWYOwcwqhXqf6o1gsd07xp+H/jifsY1/kg9TZ26lXNDTnyvfS4ygsT9fyxoICHIWgzPOR3LdYk9jHSHs7w2Yntn51VUWxJQFVZ7wU5Hs7OigZHhqrSty7bpLCVBu1hR7WpF9FnD2DcsytJmbq5+N///283FOHkstgUsdiz3k6faNICX100q92kQrNwava3Nr3c8KTFxGAIxQuBpZzQV/IxsHniZoJSnqYTMMCjng2YqGzsfoMo/5FdNQWGRgYRUpJS0MDuteLqkK5bPK5z/0/qKrK2rVreeihh7BtG13XCYVCs1mzqqoMDQ0hhLhiz3nsscf49KddPvTu7m4eeeSR/9A6+LXbrzqTTk83bt5uREf4Q0ze/lH6to+x4dQ/giMQ/npELIp/agRoxKM55NJDNMm+WQ5td3OAO6M/ZaTYyDFjLSGlSDLUQY9+Mz6/gpTgt/M0VfpprlykrXyOOaUzBKxpajyXfsr9J5nkST7HmGjipLb1uixUuiNpLEtyAUnAhs5iO3PH2xixvRxv2EbkYjc7shux0fB4XErHFjFKq9FHqSjpMzvZ52wgk/JjFSuU7PVX32TVoUWfYJ5nkAGlk0lZ65aFsFglutnIATQsLMNBmmX2T87lb069h5zlAoPq6+H2bfCe9RPkPRW8NGH5fGRNQSgkKJUK+P3+q2ZMo9Eoa9as4fz584yMjJDJZFiyZAn+64yUVFVVMT4+Tjqd/oWd9AsvuKXB+++//22BIkpAx7+knlLPBLxlEkAiyFZF8VoaBWooUE2LPskqXy8dnjiqkJy1OjmYmEtR86MrkrYWm6h+ltI1uYNnrmuSfH4OSIc5nnEq0kPajhBTc9yrvMr3zd9CCIhWCXI5MAzB4cF6lkWECySTNqgqI1oHOA5x2UTQyVCXvcBuYwM7rDs4N3FldanZM8ktkeNsrj1DtZN00d5+H2vECX7U9GHCjRnu6vtn1NFhhOOg9JSQzR5kve62losSETdYWXyToLfA/LYKS+snMSeS6MP9KNLBEB6+G/g4p/UVKEKSN2p5pdvt4QtsHg/+HY1aP95pYEVXIcvvnjvOc3WriCfeS0sLrIoN4KnkODcS4MJEhDG7fnaM8g1u5ohczQpOMFecx5OZoBRo4XyllsEC1EXKqAEv5/p0stXvYXPxaZQzZ9xI6C2jVteyZcuW8eqrr7J37162bNkCuMpU69ev5+DBgzz99NN89KMffcfjXMuOHDlCJpOZlUf0er1omsbw8DDNzc2oqkq5XE9meuuIhh3qC4NsGH4WBYdDvpvZUbiNu/gZL6fu4c6qH6PpV65Xy1EYM1v4nchPXCaTPBRzDgdrt9IhrzOJgUCtibJMHudj8p+orriJj5n0Ywif2yIUb/0NTMiVvJpchCE9dNXnuGtNgrPlDjR/La2lc6h9F5B79gCQjzThuf8ujp2PUCwKRip1aJi8K3YIQ/PT4yzmKKsJ+GFh8TjLc3tQHcstbVc184p2DyEjxW3xH+BzimT8jWQb5nFRmUeOCCtC5xkPzSXgd/AoyVmsUlNNDW8eP47lLMOyvDz++ON0XUeP/IrrEwJd110Bpmlrbm5m7ty5s0yIlmX95o1i/Toy6WKxiJTyutGtlJLBwUH6+/vJVW3BKkXxmAVQTCSQMNySbFTLEqhcRL0GZ7BXMbir+iX6CvNo8U8R1+awoCbJlOr2KTvtUWQZjgW2cdjexif63GhrSq/jQnQN63Kvzww2A9AoRxkbu8hIRwfyGjdMCPjY+Qkynvm0ySEmwiVyVSlGEm10nw9QMVz5ufnhUcxIDUNjHnblOtljNpOy3jrm5CUgijRoKVKeBrYEDjOpNHDR6iQnGznsNAACVdisopv14k28VMiYAUJmAWyHf7qwjR8OXNrgli2Ddetg08IkE8Yg5TFJx5xWctlJItEmVNXi0KFDs/q+zc3NV/TyvF4vixcvpr+/n6GhIY4dO8by5cuvCSjr6upC0zQymQzNzW/PEnS5DQwMsGfPHtrb27nvvvve8fuRu+bC4CClKdUVDxECR1M5HF1OTg9xj+8NkmotpwsdjJj1jJj1aMKm2psnV1SYssIIIXlfzQ4a5BRvysB19MwABD5hoCguz/d65RCjaiu9hls+C/psqoM2qbQ7LlMbs0imNSwLfjB1N7/tfYY5yjB4PExSj8csMJkLY46n+M/5v8K4rJSsaZK6OqivFzxo72K+0YM1XU4XHh2EQJUWjya/jpMroErLFaxIJhGWBcMGZzPLCVWmaHUGUYEVHGVF8SicAfuiF+90wFDxhPly8E8ZV5rxeGB+fZq16jEsWzBlhpkyLZrUQTxvece80uHh8ZP8fdbm5JTOBa2FhkCOal+RlXoPm5UDDHs7yYkoF4pNFO0g+9nIfrkRXRqE81nSSjWqKikUXOGFSEQybAZ4PXw/W8tPoxw8CNEocuFCHKMAQkH1XDvoe+KJJ/jMZz7D6tWrZwPDxx57jIMHD/Liiy/y0EMP/cIjWVJKjh49yuTkJI899tj0s9Fob2/nwoUL9PT0sHjxUgYHXd4DVYEWRtg49DSqtNnt2cQBfSmVcor/cWIjA4konfUvsXBpzv2yqlCyvZScAHuTd9EV/gG26aBWirx75J/YW/fJ6wr4qNKNwf5UukhzC409Lb/FgcidbL6wk8kuFUWx0YSJ6XhwHAU93sDLqeU4UrDCd5abl1boKS9DsyusLOxFSU4gd+1GIDF9YfStW8ikLLqtBRhZFwx2c/g4VUETSyr0spBae4zbUy8TtNzPbV+A+LJ3cXi8jYbkKdZPvoAqbcaiC8nVdVFwfIzRRLt3FH9diBwa9dEEtuOwbt06kskkXo+H73zve3z4w59HSu8NOWhwgX0XLlwgkUhc8awfeeQRXn755dl5+1+VYtovzX4dPelEIoEQ4rpOemBggIGBAQKBAOWyylRkDg3J08hKBRSF1DRKu0Ubxka9ppMGaPCMsdA3QK+2nBbfFEVDQ/XlqA1P0mGewV8ucJNyEDEWJ2JNYaPyw5Y/Qio664x9AHyp7v/mgcpTHBlvo7V3BDHHuYaTlgS0MoWlgurtO7DKgvrAMPGGOzHyeQoygpSSiMxwYrweZ3ymVOwFvGjCollP0KJP0KxP0CqHiSo5ntcfYWHgPGv9w+zO1eBUHCQKAslSTrJBvImOwahdR4MxTNSZZKIc5q963ktPyu0NB70mm27WaJsjWNqWobXVoBxYgKaqZLOC+oYGDEOgqjatra2kUini8fgscKu+vp6qqipUVUVRFLq6uggEApw9e5bu7u5ZHuPLzbZtRkZGZismN2rPPfccUkqWLVt2Q/PZQlWIDu8kPJ7C8MZQpYm5YD4L5i/kUH+IN5zN3Bk7woK6brqtxeSSJgO5GuL56DTqXdIYzpP0NiKkRrEQxgmPXVMrWREOt5WPMKjNxTAESTNCWq/BK123XpQB/B4bXVcxTSibGtVVNoWsTcEM8s3yh3jU+xOqzQI9qSrOxoMYJoDLTqZis7RunI3tceKB+WRklKhMccS6lfmpHjQsCmqY7bHfYmviR0RSAwjbuoQB9vmQbXMwhsfxmgUW5I7wHf/H6a9axuZQN/Pz3bSmT6A5Jqo5DTu2LGxD43brx1wIryLVtJKcEmOX2Ibmg4qAe/jveETlrbfDfc6OQqfWw1lrDSXLQ3+2hv5sDTBNUFQBXVhUe3IEZA4TnawdIEeUJNUIx6XqNU0oFFyhD78fsqEYBN7N1tzzlA+9Si69F9txM0rNH6Vq7lY8kSu1pyORCA899BDf/e53+d3f/V3ADRa3bdvG+fPnee65537hbPrChQsMDAygadoV4zvN9bV43nyByLFj8IrJbUod++UDWL45bBl+CiEtvld9G2M+P9IZxOOH+beDdbiN0X/PsHj7Czjr5lHsXMgPPB/jZGktUSUHmmB0+V00HX6BoJVlzuhBKi0L8DpXJwWGInEMt2XXTzvP1P4+zbXwpPlNxsqN7Ox5kNboBVaGT/LC8CqSyToiEZfbf0XDGA+xg/HheQQas6zM70NPjcHPf45wbKSmoW9ah63CTucWvMUpxuwaqpQsm2vPYgmNCauam8uv0mL1u7pyikp+8Tr6a2/i/HmYP76LZWk3I79Qt5FirIWwleIMq6hWMyxrTHBKLicWcxgd7KW1vZ0f/OAHjMbj/NdPfYovfOELnDsnMAyBZUk07Z2xLTOVPeuykRYpJcVikXg8TmdnJ93d3b95Thp+tU5aSkku58o/Xm+spzJNIhIIBEgmLRJV82hInnazBMch57hOQZPT5e3rmOV46NVXoOuQ18JsW/oKbTWD2I6KEBLL1jm9t5W70y8DsLvuEVoCadYXdgBQVIK8W3+FLnOIvxEfpZgL8OSh71C8KQyqMgui9KkmXaEkUlHJbmuh8duHwJGsuvhPrEQw6Wlm1NtJ3NfJqK8DOxgl6LUY19uYo8e5LXyEYqietvI5l0/XMOhRlpJRYoTMMv8j/dAsq9l8zrFJ7McUOr32PForfXQ4ZwHYn13MF47dQ85wkbELGrOsviWIPyior5fMazfxNTXhEwJp2UylBaDh9YLf72Pu3Ll0dXWRTqdny9oTExMoikIoFMLj8TA8PIxhGNTV1SGEoFQqXeWkZ4KvzEwN8AYslUrx+uuvI4TgwQcfvLEfpdMwNoYiJT5j0gWcpMeZnzpAUKtip3Uz21NrmNtuUt3swfApKOfBKrvVEY9HMGWEeSOxmBlK1kbPHvyeJM7lPXdHsCCXxq/ohLQyKcNPvFJD1l+Fx3TBMTnLT6bomdaLkJimoGIqrIycJ5USHMou4ItjD2MYV242XUo/N3sOsnZxgequGK9l15KtRKllkknq8CkFbBRUaZN3AtzR901CZRcaLIVATPOMTnkbeC53Bz3+Vv5P+3M0OyM8XvoaTutClPY2CkkdzfSBoYBtY0kVza4QkAXWlPayprQXZ0IwFp5Pf9Uqpurm0essQlOuM9KFW2gq5y3EW7oeUs7IoEpMqTFeiQGxq36vShOhOCxo6WVRy2lUxWFgsp2TQ6vY57RhNG9mRftesC/VN6xiiuSp56ld/gh6qO6K491+++288sorxOPx2QrOI488wic/+UnGx8d59NFHfyEWvCNHjhCPx5k3b94sAFI6NvLpvyOWGGFCxLA0lXorwe18G5GpQnfC/LP/DqY8OqoiUS/DNyxeN0RHdwqxdwr1p29y7u47ONq1EVWFKaoZ8MzjaN29LGgpsmT4FRaMvEJvy3yXmOYyPIolJFNek5tOHeE5HuI58TDzlBQfNP8nAnidrYBCzmwnmjlNItE4Kye/pHmKtUsMzF4/DbnzNHrTkM8jX3gBUam4X9qwAWpreVNsJFWIksm7a+BdNYfRhQXlCo2lvzX3CAAAIABJREFUFMo0C/5kqB37zncxPO6j/5TJ+sQLzMmfxhEKJ1vuwQhV02H0soPb8YkKmxvOc15fgSolfv8klq7z3PPPM3/5cp74yEdQHIdIMIiuu36iVDIIh995Rnqm3D3zrPr6+vjGN75BfX09TzzxBC+//DLd3d2zVZHfGPtVl7sLhQJSSgKBwHV7A9FolGQySSKRwHG6mIp2uB/YNpgmJdt9YC3KOHGxiBZ5epagYcYsR+OVwgOoqhuE3L7857TWDKKpDtq0sIZHM1m+pRerz8uoPYddtQ+zRe5xAWSArkoWOGeQuTxhkaMoAxhxjQ2J48Q72rBRCWoVAqox2/+xVA8X562m4cIFQnYGgaTeGKHeGGFlzhVDkADBIBfDqxgNzmWoYSHLRK/LZWsYlPGx294CluQkbjm1jUE2igPk1Cr2WRuZXznJOsuNVFMyxt8PvJf95y9tWg+t7qN+ZRMGKvUxgyXtFaaUGkLTQ2K25YYYhsEsfSG4Cz0WixGLxSiVSoyPj5PJZMjlcmSzWc6ePUsqlWLbtm2zwI1rPT+AbDZ71WfXs5deegnLsti8efMsQvwd7ejRS0C/UAhyOdR0ElEu0BYR3CaP8/rUSs4NqizRSvT3+2fFC1b5z5Ksnkc6q8wQywGC2gGN5mCcCw3NmJqO14Y5JYcF+TwJrZ5adYoUfrrLC/HmdBbY7qiZreoEfS6pCLjz6ZmM4NWpdqZy+vTqdG+ypkmqqwW/73yVeUYPRCL01dxDshLiQqWNAEUSsgYvZW4v/ATVKEOpRIPt9h0dRSURbKfeHkNK2GNv4N/G34Nlu+M8L9Q8zhOZL6EZJdRzZyCdIjQ9dyV1ne6Gd/E98/3UWyOs5ihLjGM0Zs6i4NCcO0tz7iwMwS16DUZrBBkTs2I2l5uuWLx8cgEdSyThiJjma5HowsaaHmm7nD31rVKZqJKH1v+IcCCLPg2oivgzLG49zY8PPEJH68lr8l1LxyI7sJ+apVfKWgoheO9738tzzz3HJz7xCcClidywYQMHDhzgxRdf5EMf+tA7LKpLduTIkdm2XH9/vyvccf4o/VmVn0c+hIWGQOIIlVWlbjYWD/HpEx+nfusU6jW4tFXV4fDWh5m790UARkILqPYVyJgBQLBPbqBgRDhS+y4iqQFai2fpOPZdjq77CG2mxBYOqhT0h4tEh14nUKjiWeV9AFQ5aWxUdnErZ1kIQI0nx8+SG6bvjaSuyiDtRAlnevBEA5Aswfg4vPEGYhoMN7HlYWoevoXEQIET/fPx5hKUZAOdnmEW+QeQ2YKLfQCKaphEtIvyupsZ6FUoTBS4ffIZqktxymqAY3MexPH5WVU5wCu4INAtNafJRVspl3Ra68v8/Rf/lr/4Pz7JE08+ier3u3v89GY0U9Eyrx8nXmW2bZNOp/nqV79KPB7nySefpKuri3g8zve+9z3OnDnzC+mW/29hv+py90wW/XYzt42NjTQ0NGCaJvv2aaTDc2Y/s4tlDMfNcprUCWzRQkkZRzezeJWKS5MpVU5VVnGkcis14SKLgudprRlCU6+BBlYEhVXN9I3fgscjWGqcmqUl01UHM19Blw4hUWBcQlJWQ1CjxncdXWJF5XDrvfTpC1mgn2dR+ThVxVE8uSTB/Bg+M+9u1YUCcwt7mMseuOBmRdIfoBys5kRgA9HgMIlAG/XKOKvEcUQ4yI7inSwpH+Fu48eo2BiKl4Pem/mf+1cwPOkuOl2XfGDbBDWt1aQdHx3+MdbPL3JoaIT69lsolVyO55lyr+MIPJ5rg2j9fv8VikKWZaHrOmfOnGHLli3XRXjPlKpvNJN2HIft27cD3FAvetaOHLn07/X1kMtBuYzUNITXS8xr0xG26RvUONIz46AFS7wX0GNBsnl12kHL6UBVsqh8nIbcGP3FLeQCzazRDuCjQp/TTrexgnHhjnqULZ2IYhKQJbCh4PjJlzQKBcgmDcYmNQxLYUY2UhcmXZEkU94GvF5BkzrO3FQPAHZ1DQfYQCWngHQoSD9Swv2571M93sPlslVmVR0nA+tYldnFuF3D9woPc8ZwS+Ze3eaDcw+wseYC9uACOHPaFSafnHTL4cEgO2Lv5SXjDhCwsHqC1qjOBc9DHLbDLE7voyN1BJmcQrdKRMwkciCJE/K6jJSXLZKK4+GV4U0ky1VkuiW3bDIIhj3T91NjlThJfbhAT2ADlgW1pSFqy0P004lmFCk7Hto6+4gEMrNBM7iOTIgK25a9RtCXv+6jr2SvPYe/bt06vv/975PJZGaDxfvvv58DBw6wfft2PvCBD9yQ+EapVOLw4cP4/X4+97nP8eUvf5kvfOELTJ48wQv+bVjiSvT0Mf8KpA3VoQmkvP68+mRLJ44QKFKSaFjCNrGTA6xmlCaOlpfyUHYfO5zNvNj2cT529tP4jSwLDj2LR+QYi1WhltJsKRRRmluY0C4JjZTx8h39SeLmpUB9LBsgMc3dXaem2OY/xS55K3tG53Kf7HV5sw8cYAb1dm7Dh2h7zzoyWg27J9rAMBgs17nSpOE9iLy7dztC5U3PFuxgmAV6H0d7JN78BPdM/BCfkSOj17K/9RF8fsHm8g5eZytl/KyPnCZS5+FIsRav16IxlOeBB+4nHAqhzjihaTY+y7KwrCJQhZQ35l4sy2L37t2cOHGCP/zDP+QTn/jEbFbd3NxMc3Mz+XyekydPsm7duhs65v829qvMpGeyq3fqOQoh8Hg8qCpYHj9lXwRfOYtdrCDV6YxElTQzyjdSj2PYBZZpx2lhnJeNR4g7XdRVmZSdANlAcFrt6FpnrpBo72JX6k7uM39Coxyb3RTzSpjg9KxfWCmAAxklhp4oUmkKg3aNGyegbFURjKjExULigYVQPf2ZlISNBJ2FkzTlzxErjRLMxPFZeYSUUCzgLxZYzxDreQZHKBiRWuKRRdhC41H9NbxegVRURmuX8Vp2Hc/8vJpsxa0s1NQ4rFunUAg2UM5BcyjDzZ43KQ3G6JjXysjkMIFA66yTVgR4vO446o2MM2uaRigUQkr5topUMyXFG3XSR48eJZFI0NTUxPLly2/oN+TzcO7cpf+eNw8uXEDYNlJVcRSNvvBKqnXBxQFJYXq+c44+Spt/gl1Tm6aDdlfNKaIXCZaSNJgjGMLDRe9CLMfLc8Z90xza03KgSpms8CElGFLHa5dIGSH2pds5k7LJF1Xg0ua5KDDILZFuRmJLeH/oJb5m/A4jUwGWFQ66YyoeH6nQHHKGd3bErrF4gU2J56kpukQSDoJCtIWwyGMoPpZm9vJiYSsvFrdOZ6xwS7SbmmYPwagHx7ZRFVw+7FRqui5d5ljkFtdBA7dHD3FPcDfCgUXl0+7JhgQyOoeXW/8TiayXefljrEjvwt+bxJmjQ0S5lBknBZPpdkBi2YI9B3U2rTcIRjyYZYuTchnVxQyNrQ5z7fOohQxLUwfoVMcYFPW0m+dxWowrHPSMKQrURia5Ig1/iwlx7U1LCMF9993HT3/609my5ooVK2hoaGB8fJxjx46xZlrM4+3s+PHjJBIJVq5cyeLFi9m2bRtf+cpX6KxfgnUNRjZL6BwPLkfDRlGvvx3mIj7+9Edf4cFvPgMNDWyaeh6vyPOU/C2K0s9IJoj0KdR6s5gNrXjGBqk14mCaRMZdEiiamxn3tOBhYva4I6IVpslwZiiBs5YfryhTxEdMzbGQs/SwmBGrkSG1leYTP0FLuOo7fUveTfOjW1Aw6TtnkSj4EdnE/0fde0dZdl3nnb9zw8upco5d1TkHdDdCNzJIEABBEgyQGMYSaUmmRrQ1HIpeHpni2PSyZWooW/TiCKTMBICAJJJgBtFEIICOQOdQXakrp/devZxvOPPHraruQlc1mksjkt5r1QJev3vuu/eec/c+e+9vfxuJl1vcp2mQUSeB4fHy966PULTdVKlFpmQnjalhbo39ANUySATbeaXmffjdFreVnudNdpGghrWeMTobS5zJtyAUlc4OibAh7PejXhvOlRIUhWQiQaGQBppJJLIIYeN2u/F4PNfpHiklR48e5Sc/+QnBYJA//uM/ZsOGDddxNBw4cICf/vSn/+sZ6d9GT/paEcIxJulQB57SeeyKCV4n5/WKvpeYK0EpVERKlZNiK6/N15HKt/OezjMUPDWcSXZQNLyYqLhWocOcs5oxbJVZ6rERKAtG2mfnnNyaqhKWDgiqjBv/wDy5Ldd3iLJtgVXxcCA8ikf2IQ2TfFEhYwdJEeGK7CbrruOs6y7OVt2FWxbpsQdQygXyeUFdfpSm/DD1+RFcVhFF2njSUbrTV19GhMAKVfGTvv18Z+pqWHj7dti7V1AqOSAcy4KJdJjvGPfxjvAxqi6PEdmzh+kkFDJ5yrkU0gzjDgVuykAviq7rGG8Tf/pVjfQLL7wAOB2Qbpr85OzZJT5sNA0Wa+6dfqCMNd+KiUrfOSd1LSVUa2na1SleLjggIEUBXRf4fTb5vIt1WcdYDbk3I8VVRbDY5EJg4xEVVNVNpSKYmYEfJNYzlrl1WSOMgM/igbpT3Bo8R705yyQtHFXX8L3KuyjgpSGYZU/aSX28rN2HsNsAQV1xlN3Rn9FWGLh6n243pdYeMqIGLTHIdDbIU7kPM2M5XAFNvjQf7nydHvMyFVNnOt5EsTzLWVHP9NpNBMo5to6eoWV+nB3RQ4xXNTPTe4DmgEFJRvBaBbBtbNtGsW2yhpdL1jrww53+E/hqmjCNBqZlE57ZOapSg2ilMj5Z5uM8QW1whL/J/m9UKoJzb5hs31qiKZQnawWIV8LMX5D06z1IS/KctRNTKjhh8Nv4F8rfrjq9tq2QyEZoqIqv8K3AW9Oz6tiDBw/yp3/6pzz22GO43W6EENx///18+9vf5oUXXrgpI71YevXAAw8A8NBDD/G1r32NcSMIq2wQANYc7CFqJykY2evvSdgkIyky4QjP/u8fYdPoeXzJAp3KOIvZuhP5TYRckj2ZF1DmYws9UCW2fZWh39Z0vud6nA/zV0vn1qwK4ERgFgMv1a4s7door+S34FOKKEKyVz/FTyoPkLswgjbutAumqYnIO/fjC2n0J6o5Pe6ntjDGRbMDvyhwp/cEaBrC52Oodi/FqBtFgbLwsjF7jM2xlxFAtqWXX7jeg6II7jKeY4g1jNFJox5na3iUvK+bSqWOSAQCQUl2rkRj9YIHc62RXqh1BycPNT0dI5lMUiwWUVWVuro6mpqaCIVClMtl/uqv/opQKMSnP/1pdF3nzJkzXLhwgcbGRtrb25dC2/feey/f+c53GB0dfdv5/62TX6cn/asa6UXGqGhVLw3zZ1HbptgVeY7Z7Bom/RWEoqAsgFQkAndNguYAdHvnOFppQdMgWWjEtDVcK5QzlMoac5cC/A5PsQ5HORqmQAeUcskJvXj8hIpO6C2LnyF/O7lLQeo3FDFRUYTDLKWWJTKzDqunh+rSMPrMBKZioOUdTvEO1ww/L9xJo5xirRwgI0OcYRumW8flLmPX1HFCfACEoDt/nr3pn1Odn4RiEbtYRrFNYmaEL1z5JOcNpw+3X+T5TOSr7DPGmD23lgn/BuZDnaQCrWQLKsmCh2cKB+kMxrj16DH8DVlSsVkQKsK2KGWa8K67D1W9uXrmcrl8XT/ft8pimPFm0N3pdJrjx48jhOCee+65qWsAluejw2GIx5eAfEamSExpYOgyxOMgpcCjGYSUPCfs3YBE152680ZfhvF0GGzoLTrsSZc927HQaBRzrFMG0O0yx9hH1vYzng4xO+tECJ09grM5cGk2TS0K7e2SO9xvsqF4GiPlrJmKJwwmDFtdKArcX/4JAZmjgovD+kFqpuZ5p/ga3YWLgLMpEB63Q+YeiTCjtHKx2EVqvo3DRccD0ITFuxpPcn9bH5pHw5534crncFkTfL35gNMZTdVA2vTVrWPd+GXedelHvDv5TUgegUAbhtAYcm1Eejz0qiP0K+t5c7YVy9LYJ47TYDj8632eHWzW+0lXNXO67SB2Pk8wMUlz4jyPcoh5O8LT+UdJln1Ez/TzeOPfMxrczGBgB3PuDqxr0cnSZrf3dXY2vwG2ipQrh3FMW+WF03fyoQPPOfnqpUMEiuYm2H49j8Ci6LrOHXfcweuvv760pu69916efPJJTpw4QaVSeds1fPr0aVpaWti/f//Sv/3+7/8+X/r6a6CuPNYSGvXmPIqvnVFjCCkNFvFelrApeoqkQumFNeHm0po0xmXBKbEHsVDt6ark+dD439JWOL94M5iGRJOlpd9RNOeZ6eKqPvMbabrKo1ywNgDOvvUDNS9ydM4pX/IrzvjWQIYDZ59iw+CPAEjXrSG8cz2hmX5yLfUMnKpwa+UNns85uex7fEfxBJ3m56bm4VTW6cusqzZ7U4ec9Ahg19Xzy+DDyIrKZnGeebuGs2wjoBbY5z+Porm4UmpFVQWtrTA/HyObTNKxwBK3uBlZ/P/a2lr8/ggnTkBtbTORiI9SqUQikWB2dpbZ2VlCoRDPPPMM999//zLdsWXLFoaGhpiZmWFmZgav14vL5aKxsZGWlhZGRkZuOPe/dfLr9qRvNty9KEI4G1fZloK7TqABDykDICSxQivPXf4TytZVdLGi2uCd52eZvaQsZ5emuwTTfd30bDzvAFFUR2mUyhonLvbw9Zdv49+v/wd6awSTdhPt8mpziAH3ZoQpCYos4boknk1pXuAglqIhRqDOl6Q6NIK7+gKGXqRacbGzWELMxjBMARWTfrmWQaOLQCXL++SzTNHCEbmfEl6Ho5dTtCmTPK89TKc+zdrUCXrtyxCEYngNF7y7uaRsYXbC4LWzQYqGk/Naq4/w78P/jSYtBvPQOh+lFcdDsxSNVLiDqL+LGU83c/lOppvihMoJFMUGaSEAMztF4sL3qd/5+KohxGulXC6/Lehi0ZO+GSP90ksvYVkWe/bsuSED3TIpFqGv7+rnYNDJvbrdUC5TyhgMDzsG2rYFqiLRhMU0zajCRtUVhJAElByjyQhSQnt5BL+dJa1WMaO3c9B1GGFLLlgbmCjUEo/DfMym9BZ09obwNPdWn2Ki43aaakr41DLrZs5hmTa65aBl/SFBV3aCEaMN24bWtJOLVkN+fsf8Fj3GZedk/jLG3hh6+6QD8ppqo3/qd3lldjtDMwGytgPSW+++wgfXn6VZjWJbCkY8h57PYqfS/KD3IYxrjYhQQMDl9g1sjF+mKzoIg4OM0MmRNR+hRZ/FxxW+aq4jJ8EOxBzK3EKRY/ZuRmQns1YTPyrfj2mrVyMGQeevujJDb+4Mt46e5UhuGxeNdXwz+g4+V/lv3JP4RzJaFYP+7Vzxb2Wde5jGnkuY3fVIoTu77xXSUIapcXJgBw/0JqhrOkApeY6ykQBVxVvTQ7BjL6r7xnzcd9xxB0888cSS8q6urqarq4srV65w6dIltm9fvftZPp9nZmaGuro6ehbaZ+ZyOVRV5dZdazhyZorrEG3SpqqSY2a+kYLbYrvbxfFsPZWmYWzdIB3MkPfml5EhCWwGIjW8kb0FTYPNuWN8sPD1pbaOiVAn1Y0u3khvYP/Qk84gRQFNo07E0a8pPa1IjfdUnkUV7+acsp2qiKRWS5ORjjPkWzDSufF5Npx2DHQy0MbQuz/N2swpwtlZsq+d4x3FcV4r7CIrA7Ros6xrTILUkcAELRRLCrpd4t7kc9TnRpCaRq5nG0EzjahUUNCos2f4JXehC4vbqy7iFpKS4qFYEjQ1OWzLs7M5krkcPc3NVzdp1xLKAx6PhhBOk42WFme+u7u7yWaznDp1ir/8y7/k3e9+N3v27KFUKiGEWOJUD4fDlEolUqkUhUKBSqVCT08P9fX1JBIJcrncr9Td7zcuv250N3DTpPdCQECfYOOa/wqKY1hcC7GhhsAoD6/7Cv946dPLB0lICp0G5tgrTtApR7An5lEGYuTWhDCaw+QqAX4wfB8v/LIVU+p8/vIHeXTTIP/K/61rTiM44r+PDyf+hjFfDR2bR1BUibGQc9R8UeTGp0goJmKBLzkVfoFUNsj++X1kjSBFO0Q9k6zhIoOs5Sc8SJYQIGllgvs4RJAcl9jII/mnaTSc7jC2UCASxhMKsVOOc/aNEIfOb1pSkvf2jvHOzRPMld5FPJvCl48Rzk0Rzk+j2xVU26QmOUxNcpgNUlJuDpHQNiKVt+bTJHYlTykxirfm7UkDbsZIXwscezv+7qNHnXr0X8mLPn9+OeQzGHTAYn4/lMsoqXnmA2BZDle3ogoqwk2jGiWh1qMIm1JZIYZznULAJuMMAAPebSDg1cIeZuddxGIsIcIXFXMwYOH1qUQikj8MHqJaJjhfvpf52SAb9CGSdgS/EXMyl5qGS1boFiOMKW3UlKYIlJ0SKrWQpUdxDPRgpI22934Pl1aEhTyt7L5CW+uXGP32M2TtAAGR55HGYxxQjiBKfmzdhcjn0C0LolEm9Sqs6+aXhXu0ObPxdjozE4hSia7BQ8wUwhxdsxt8oYX1KxF6ESU8yWG1i3Ki4/rzINEVC59SJCDyRNxZtFAddbUd1J61iCdVDpf38P9kP8Gng08QMpPsSr9Mp+9FTj3ookruQr3WwC2WNkkolp2ypbm5NTzclsS1oQ61rRnfsXnw9kB7u4N6fBsDDQ6HfCaTIZ/PL+mabdu2ceXKlaX6/tVkMRza3t6OqqpMTU0xNDSEz+ejmCvgc3koVOyl9aBaJqptsvfSSdZWvc4R825ez95GsSSIbziJGVitykFwga2o0uIjmS+zo+i8CyU8JOrWojdUgx0lHW6nqPrxLoR/sW2axQxSCBRsbBSyMoCC5FH5HH6KRNXNqF4XOcsBjvnUEsRi+I8dB6DgreGn+/5vamwvWW8t4cwEzcYwMSvC0ZKTDriv6bwDjAQGPFs4aWzHb6S4P/UsYTOB5fWT2nYnx7Ib2WydIkeQNsY4xn4MNO4Inydc60KmNCplibvK6USqKI4eKVYqi6T6LC2Ca3SFECzwd1+7XAShUIjDhw/z2GOP0dDQwJtvvkkwGFyiawWWCG1aWlrweJx2l+3t7TQ0NHDq1CmmpqZYt27dDVbQb5H8uj3pxQf5qxjpjshTSFtgCwXlmpZ+mmLRFBgm4pkjVbqaIxZIDorX6VFnMKXOSKWF3lQfpNNEZuZB0/iH1v9IVOni99b/kv95+VYqts73L65jc+d6DogYADJSRbOYQcMk1hpZ9tsAkZ4fIa4pvwKwVItEIMNU/QBrJ5qROPy2P+WdzOOw4KxhiP0cpYbEAju+ySbjjWuepobQdIySxUxS8sVTd3Ip4aCKvVqFD69/k62RceSUCUYFYVQwDIOUGaSoNOMzkniNDC6zgGoZSFsytWk9bk1lJXMpbYNyeuqmjHSpVHrbvq6aplFTU4NlWWQymVVJa8rlMoODgwghbqg0r5PTp5d/DoUQfj+lUB2eRAJPKY1hLJY7gU8U6FLHuCzX4XBiLDbUAJdL0lZbouNMH6ZUeLW4h/FJQTKpL3Pywq4CuxsmuKt1kDOhA1wcDyGlQJUOC57i1jErgguVdYxYTXy48GUAKi4fESPOWft+wnaSDyS+wtKPKwoJXyuv1D7Gzp3/BV0vOFGOBVFUC487y3sP/DXnXnsf3s4Gwu4QzAhkPo+ilhwNFo1CpUKhtsnZ3K0kQjAoOnmu/VM8Ov7fEaUiG5O/4Liv4zpyHqHYuAIxfAUv3USpVRI0KjEalCheZYGm8pqHIyXcqh3Ht+FdPH+2mWTexfOFgwRcFT7u+gYVX5mXPgLtZjuitPKGrWKqPH9kG4dPbuDb//IYmioBp887xaKj3XWd63qv3kD27t3LiRMnuOuuuwDHSH//+9/n7NmzNxy3GA7t6nJQ84sd3aqrq/H5fDS3uJhNSgb7sxhlg7aZEQ4OvoC/lKegb2CrPMHLch+g4Z/rJu05D9r1ADnNtiEe5t8kPkvYdsrrhrR1PBn4Q8JqhX9tfRMECE2hoIXwknDWTTpNa9MkFdyomNi4KEkPLyr3cY99iPusnzOYi0JIUrYc1VxbnIRLxxGWiaH7OPWuP8dra6yf+SWtciH8KwTPF+/EQmW7r59abwFMyIogZ62tVOfHOZj4Pl67QCHUQG7zPt7IrEdXDKJKg1PlgJ8cQbb6h2mqNcHjp6xUUEyL1tarIFXLspzN+7XRlLcYaXCOf+uUHz16FK/Xu8SlPjc3h6IoGIaBqqoEg0H8fj8+n+86B2F0dBRd15mcnPxfy0j/Oj3pRSN9s5zO5fI0Q/lOLkb/LWDT4O9nU/1P8epObseWGrW+qWVGWpWSlGjldcUJM/9B4vNQKCwhKqymJnq1MSbsLjKhNt6zc4zvnu7GtBT+w8jv8u/qixwMnKRc00jL7JBz3SHfMryI6k6iulMrgq4szeZyW5zMyDs4LbeTklVOe0pp4BcFiqj81L6LgJFCViqoRhnFLKOYFVSzhNvI4zGyTOSqeSrxDnLSCcv0KMN8TvlPNA/Nvu1zM6TGWbmFI3I/R+VedpaneMw6imtFbmqBot04R3d1Pso3NXcej4epqakbGun+/n5M06S7u/vm2wlWKnDhAsk6k6EtZUohqPVMUGN3Mq1uYjv9aFYZj53HcvvxihIVdC4t5OrAWe+hEHTqk1xMtZI7P8x3YvdxOL99yfMAga6Y7K4ZYW/LJNtDI0xondRrJSxvcEl5pKwQIVeB+lCROuM8FTKIikGu7CZkGIyJbsySZEfqJbZlD6MaTtgx7mrmUPX7iYd70ZQy7Q3HlxnoRVEVm53rDvGN8BZsrnCq5GaqsJFgqgo9m2bn/Iu4ZQVD6JzW7sIQ2gKRyHKRtsAqB+hz9SC7/g2PjnyJgca1CClXxlALSaN2gdboLJpZJF+pMGaU0IwSmllENwu4jCIus4DbzOO1Cnycn/KYDPEn4otMyRb+MXUf7dolmg++jK1puCselJUKn3HAodmCl2g2hBWNIVqbUEZGEIv88OGwY6ScTYvvAAAgAElEQVSLqxO3vlX279/PU089tWSkN2xw1sDIyIgDlFtF8cVisaXwODjem8fjobu7e0nprwPWzh7nxHkf9+cvUTR0FCTW5Cwvr3kXpqqxhiFKU35O1nvBV3AybbaCoZm4TJPfPXKZnXEHNGmi8WP/B3jJ9U6EAklTYcDoZJ1rFI8HJ3XiXAwYBvWz5yniQcPCwEE4H9Nup2R5eaf1I3qzp5FzVZRMnYgRpXf0h2Ca2IrGG/d8hvXaILemfo6CJEOI89p26iuTXKm04RZlbm0exW9mkMBR9Xa6SpfYGf8pKhbS78dqbOFkuheXUmGf5xS/yO9Cp0yCWjq0KdbWzoPHTy7SijE9gE8p4ApdtTV+v59SqYQlpbNZkXJFI61pyz1py7J4+umn+cIXvoAQYlWuhpXk2LFjhEIhVFUlHl8JkPhbKr8pT/pmFP3Y2Bjp9CWcBBiAwmx+PYnxDg52/HfcWgGBTX6By1tIG1VKutJwli0oSoVNymHMUhpKjnKUkQiq389m+xIv2XcyZHfhCwh2bS9z5rRC2db5QvTj5NQQAauNfUWnbSKWhuqN4m88heZOYVVuvDDyrjIzV0p0my/gMzJ4zSw+M43PzCz8ZfFY+RXHWlLhW+bv8JT13qXSn0fVH/EH2tdwiVU8CUUhrwZ5U+7msL2PN4wdFORVKqg3L3l47O6jq4711a7S3u4tUiqVqF5EZN5AIpEIU1NTJJNJ2traVjzm/HkHHHPTZVcAly5xbleKy7tLWCqgwLR9EdseIhz6ENsBTJM6Mc+c8FPCg04FRXdqwkHSWGdSSBn87FIzsTgUCldpAl3+FI1189zlmWJ/1TBexWAuvIZsLsCo1UZc1FJLjDGtBtNUidp1RMhSFmeZC6RBOO0oX6/upSmToWpgms7cALo0wHY2SBXFwzfq/08soSOK4HYJWIEsZFFUbGxFILHJ+Yr8cKvKnUeyfCj+UwSSlFrNszWfJKE14i4PgLt0XcpUkTa3T7xGqJBBmBXGaMeUAltZ2bMFSWP8HNsvHLr5uQEiIsN/1v89f1L5Ikmq+Gvzj/mDtW9iayUyWpqaSg3qCiVMAhifdSJNsbSHlkACEQjAuFOGRjjsKHHDWFGZryStra3L+pr7fD7C4TDpdJr5+Xnq6upWHDc5OUkikVjifw6Hw8zMzHDy5Enq6uqWPLWAUiSmdePSbBINnQSnU4TNBO1Txznbvot3iZ/xj9F70H5xN41bLuNTbKSQCNumd/IMO/qde4vqzbxW/16OWPuRFQcMWsDP8/k76NVHCZNBX2RdWyg/0mPT5Ks60YVJUTrgSCnhjLoLU/fwcOkfUFJJZKnEhzJf4vWNB8j6wvh9QfYqpwmkykjggnsnR+192FJSyTrpjYOh03hx9PSUaKOndJ7u2WMAXK7eR7AlTEt+kM2coiZQJjavLXHPV5Fgl30c1d1F2RfmypyfFqGhY3ItRtDtdlMoFLBs2zEei4b6LRsnVeUasiEHdb9169abxjQtSj6f5+mnn+Y973kPTz755G/cSD///PN86lOfwrIsPv7xj/PZz372xgN+E570ah2UFsW2bfr6+uA62k8Vw3IzktrPupoXMU0fmVQnLmETLJnUpW2wXLS1HcVVlaRimbzacSf+TIYdx44RWgAnDYkehJBI6XAHu/1u/qLjb/n86McoSQ9/PfNB7vBOc6dSxEKl2DhJ7aYfIoSFUCTSVkGsTkmqKiUeGvvyjXTvijIvq/iC8RnO2lsB8IsC/0f4qxwMnMLW6rA8XmyPj4y7jri7hajWQqwS5MR0GxcmqzDs5QpQ06CzqcTtbdN48lXYkQRcU4omFA1f4xY03/W0jStJuVx+23A33FwZ1sWLDpr5V+HSjQ295Bjoa/gibMVCigKpW55jPN7KVEsrfm8fLeUU3cUUp7V95CsC27JJp2wuXNBJp5cTTrTWDND9nm/hrxsGqRIFnhl9gMzAR6H4FqOSBHPhEc7a9VjVKTRXegmXAAJbCGaDQSKhWfSsQVRtImJFcVHkbOBWTFvBsBZysUUX8XQX9ZHhFe953GxYVuKFajHaO4E4nSQn/KQVeHj+i3jNHEIx+Pn+R5mrakJIGwEots0jh5+hNT627Lw67Zzs2YuhXz+fumnQPndl6bMpNGyXh6IeIqdGKOkBLJcHS3FTU5mh1phGUZywXL2m8+d8m3839i8p2h7G81000cesZ46OYieKVBZ47xyxbLBMDwPjTknhrNpMa/YyttuLSCYRHg+4XFdL7kzT8arfRoQQ1NTULGu40NzcTDqdXgKGrSSxWIzJycmlbkpdXV243W4mJiaWle/cggEeD4Wcj8ZAnjO1d7M9/iI7c68ynN7Jq6HbOGOspWvzBTQkumKzLjxDZyiO0qlysfd21h89jx8XIbWwtHXJ214QkitGO8NGO5qSRwZqKXsj6FaKsurHa+UJZqbxqEUyBJcc0UpwntfaMlz0raU7nmBT/0/5+ZZ3YykKUlHRpMUlmnmvNYxn120MDjRhJ1VcuRizVh116jxbPf34LYGFIFCYIZIYxULl9fCDuHs6GMr78CkJ2sxRZAr6uQeQuIXBbaHz6FkL4nHitdsoFkH3aoicuSwSuUj9rC7mpA1jeX56cR3qTknpohw6dIjHH3/8bef+rfJ3f/d3SyV5wG/USFuWxSc/+UkOHTpEa2sre/bs4ZFHHmHjxo0rD/htyUmbpsn09DS5BZSOoijY9sp1zRKd6cxWOoLH+bsXvkI0vR5VhXkBo0B315uEIzEURWIrCqCQjUQ4et99HLxwkResd3Ba2YViCywLNLtMb+USt/AGf9GW5D9mPkEuXcVrV5o5VLWTrR0nqdvwfWz1qsUVN2hpCCAFFEMCX3bhAS/yk672X03jzfJm/tOVx0nbTpShpyrOn9/9Oq21TUj3ezHCdYimRl4daOQXh31MDkpiMeAtmWaPB1pbbPa0zfDOxrPU+vJYnWtwtdxGyV0hN3kK08ihekIEW3fgqe662emjVCph2zZTU1OUy2UKhcJS56yqqqqlcODNlGHNzMwA3HSXG0yTQfcZx4N+iwhbxxc9yIUtPmxVAwwU3xRDQQ9Tl520bTKpYF9TDqQosD40xSORH3Lx/Ycx9QpCkbCAmvV2Po+q56HvQ/hEkbjSgK4YmMLNAoMrU1YtIjSyYqjaUlUGO7p5I3kvJdvFR4v/AwuFX6r3UCyry3LePz/1r/nggU/j0pY3syhLje/lDl537rH6CFaxSEAWCBBb9t0HX/6fxEP1xCINeMsF2qMjKNLhWbY0D3ktRF4NUzYCBPJ5MkEFS71q9BTbpkpUaN+1jivKu/ilOIgh3DSoMXK2j5QRoCY/xu74z+nNnkF4JHgCmKobza2i6TrbxAx/LH7Mf73yPvpee4Da9ivgKXM2fJYtmc2otubkW6Ugnakh2d/O4jq+oG1jlzqIkogja2sdjvLFCVvMM9yEkQZYv349ly9f5vbbbwccNsO+vj5mZ2fZunXrimNisRiRSITnnnuO22+/HV3X6ejooLW1lUwmQy6XI5/Po2ZG8XstZpUWuq1B9KYaJtJdtBkjvGv6q/xn44uE6uNoqolLM3mg7QIe1Vji8/a0wNyjG6l/aZxbsy/T71lLP21IFHr1MYbNDi5aO7lFS5Dd/F4H8a+oTOQEuwe/gssq8iA/4hvq7wOQab1Etus8UthkFYgq9bTazqZoUcyF+v/vezZwRy5ENOnCbWaZzjub6r2Ry/hFCcoKIl8gUixQUn28GH4fSV8z4YLAp5TQ6gLIuXmKeEgtsDXdHjmPvy4EsgCpFPnRGK5AAy5NQ2RskPZSjXkmk3Ha7C6iwxarM1YId1vWIv1Bnvn5+aU0xM3KmTNnyGQy3HHHHQwPOxvh+fn5X+kc/3/KiRMn6OnpWdJ7H/rQh/jBD36wupGG346c9NmzZ7Fte+n7GxlpgErJy19868cUSlcJ8z1KiYPbjiCq88s9D+eEWLbNeU8DDw5/nTut72DaOkqgDk3Y5Ejxl/duY6wxQqv9MyqGm/grW/kvJz7OJ+/vRypJfBiEqVBCJYmbtxrH5b8nUHvWg6E7da+KQAoFW9NRdRXb5cLUvbyi3sOU1gF9/TzVv33puvduyfO5d5zDbbuwVD9ntN0cPRPgyBMa8/OLv3sNgUYAWluhp6PMnQ2XWG9dRlMsyq1rUBrXoAb80NSEx7LwKGHMQBhF12567qWUxONx+vr6CAQCFItFvF4vxWIRIcTSy9PS4vRDvhlP+lctx6O/n7zfWJHP2R3fiWL6lzXGUBQLVS3g811mfv6qQq6qgoYGqK+1eXzuGcbXXsHS7AUDfVWEVsHV+kuCF7Ywl+tgxlCoVNxYlmMnbFuS0CM0SQV1FaKcktvNeWU7j+efAOCyvpW0iPDWwwem7uDw65/kzlv+B0I3MVHJKi6ezt7H5UrndecVSPB6QHU2eLbbjaIolD0hxsObGVO6sXUX+6wjiK46nmvYyxu1Xoq2ijfehne+hXpPjnpjmoZiP4PeBhRpYQuVTeY4O9rSRN0aBaNAVXyKmUw301YdTblB7oz9hJbcNYQrqgpuN5quYwuFebWBl2Ob+cbkXSiKYOTUPnr2/pKm3kvk3TmOVR0jZFThMr0MvvEhOicF611DKOJ2bCmYjHuJ33kLdYNHEakUUlUdiH0g4Bhnw4C3icQtyvr16zl58uSSkV70nldT0sVikVwuR3V1NRs3buRnP/sZDz744MJtqku89rYlYXAIl0thRm2l2xqkaOgcavkU/2rsM/hknt9NfJl/XPdBUGFT9dQyAw1OHt7WBLFdLTS/Msq/KD/B59X/i6LlJiLSdLqT7AymUYRAalejHU0hwWT7PbTVfZe7b3mCHd5nuTS3kxeq28nIq/owmK9GyJV1lLQsjvdLFGw8+XkMOml3zaIHvZAzkbmcQ27jruXFmvc7FQtuiV8U2RW4RCA+iY3CYW5DorDWM0ptlQ0uD3R1YV+4SFv8NMmu+5GZBfNgmuByUSqVSKfT1NTUOEyLuu5ghlYw0ot7MctyjO2OHTtuat4XpVQq8fWvf53Pfe5zS8hwuMrX8ZuQqampZSnA1tZWjh8/vvqA34actJSSUqmEqqrccsst6LpOPp/nyJEjyxp4L4piWVSP5GjUcrDzJcIbX0Lz5GlKbqDBqmeyWH29kQZsTcOoUdFOJVAadlJp2uN8IRQqKtydMPhWQ5SyLlF0g9p7z6DoFkPBBn5XPUY9RWwEAkkJjVdpIi3dK6bHwvkgur8eLBMhBCNaLx4vNMkZTH+I08Zm9vAmG8wBvvHqeuaizuLz6QY79qh0tuqcGwlydHQtrw03k8leb5mqq6GlBdraJB0tJrfbr1FTnkLYUInUYu3agaeQdcpWGhuXdqwSkEK9aaYxy7Lo6+tjfn6eqakpPvrRj9LS0oLP58Pj8TA+Ps7k5ORSCAve3pMul8tUKhV0Xb9h+FxaNvkTkxROzyCNBGv32OxmDBvBFUKMEMKSCnq2B7FCrlNVJZ2dk/T3b6G5WdDYCH5XBTdlmvJDWIZksMUEdWUWNcvUeROdRKx1hW8FhqEv0XmuJIbhIWwnWW84RClnArficjkbYyHATYm9ldeos+foHhsmNfY+joW3MiB7GOyZwKiduX5TIiUbUiXUbduX8njKAgJUD4ZxKfXooo4JvZs37CrONh5nKDiPpUgQUKiZJGS5eGCsjo3Rk/iNPK9mQvRO/pxAKE/2gV5KqoJQBNXuaXZ6o+RjYRpeH6C6NHP1OjQN3G5szcWst4s+11beKG+l77zFbM7BbCgKeL0qh77yZ6zZc5jNdz1PuCZH3tjA6dceIZ9o4W7PM3SKcTweSaEoSMUtRl3rCEcGcaXikM8j+wcQu3Y6v1mprPq83ypdXV1897vfXfq8CDLK51fGgyyGQWtqavjwhz/MZz7zGfbt23cdDsMybHQkwqUzozpro8GeJeVv4fm6j/JI9GusMy/Sa1xmkjY6g/FlBnpRFAFWlYu4XkutEedeDvEjHmLUbOED9ZdxrRCh0RSTyKOHkOEowiWpJsr+8AvsQeHLqccYMJxeB7qhLUsrXCumBCEtNhp9vFbchIaJCPkp5UxkNouQkryvlleaP0wq7wEkVe4CG/xjBBOTYFkc1w+QMGpZSz9b5ACG2omuaRTdEeKh9bSlL6En+qi4FzbhC0Y6Fovh8/loaGhw1u+iJV7BKVv8yjDg9ddf5/3vf/+K97OafOtb3+Khhx5amr/F+c/lVueF/+cWuQI3wNsxLVr2r0ALuYr8k3LSQoilRuqnT5+mubmZ6upqNm/ezLlz55Hy6uTZtkBUBFsnzpN59yvM15axNRshBWtdLoqVG4ehC4aPU9UP09jUugzd6bKhsaDz6HANz65zXlTFZVF94DyPeo7SQBFVOMxm4LTZu5dJfkgnFamhLCafbYFmC255swXFtoiqTZz17mNbYJC6/BhSUTjhvp2LRidWLMFfHb2VxEJZSmckycPdFzka3cT3TlfxrLFn2bULIamvdxh7Wlqgusqirk6wWb9A/cxFFNNEajqlbXvwtNY5HW58PsdtVFWWOANV7boda6lUoq+vj1AotMTQo6oq+XyeaDSKbdtUV1dTXV3Ntm3bnJKvVIrR0VFisRiqqi550fD2hCbXetGrLVApJcnvXqIylUHR49Te/ZcIrYSyAJ4LyzhrSfMCbSBX5xLXVJu7604zW2pkejhMwfRQNgNIays2O9hY+g9ESKwyWmJbrqV02fI/iaIoxOeaqW+ccoh0rhHbVkil1vAB8axT+667eajpFFExyUvqA+jC5N7k92gXg8xZEX7II5xhO3Z6oYHMgJfZqmkM5FKZlLAlblvyvispzjfcxeboKwjbRqoqs1XrCdhZOhinxZ7idD7Fc9VB5oMe5DUc2VIzySsGb4Sz7InmGRY9HFfuZKqnl4Pbvgf68lI9TTWJ1ETxhzNQwvHcPT7ioS4uuHYy6NpEzvYzMCAZHb060ut1Spurq2FsTGXoxAGGThygrk7y4IOQTwhns+J2o1iSWm+O8WKIK+MqqViZVLiTukwCkcnAzDQkOp31nM/fNHgsFAot68bm9/tpb29ftQPfYuQnEongdrv56Ec/yle/+lX+7M/+bNlxZtlEk2DrLoc3G2hkhkbXPEf897FTPUSrNca2sVPMRRoWdMfKIhE86f4Yn7K+xC7rFD/iIWJWDWHNYKWwkaf1TVxVYwjt6jlVxUbF5vfDP+az8T9CIii5S/iKvhUR9VIqhG2T/rSDA9gavEKrNcu2/BGns5fbg+bVqVgqUgrcLpsdkRGCyXEUo8xl12YmKk2ApF2dQisXiM8bVKswUq6hEK6huTKKOngZbcuOhWdmofkgGo1SLpepjkQgk1kiaGEFh2zRSE9OzhGPx3+lUHdfXx8TExN84hOfWPo3r9eLoiiUSiVM01x1HfxzSmtrKxMTE0ufJycnl1qrriQLVbr/ZLmpO5VSUlwooXhruHvxIsfHxxkbG2N8fBxN0/B611EoTAJZLEthYqKZiYvNrO/9CcmaEvbCQnXbbhSpENBKqwehTUk23kBDkxdFuf6uNanQm/LiMxQKuqNwu1zTtFdNX/eSKcIp9eoyKpijjcy0pTAVaJkLsPlyEyJfzy88B/AFBXe5z6Dm0wgg3djL2Wg3Vy4b/P3Fe7AX8kUBv810PsxXzt2+/Jo0SXMzNDcLmpsFLpekusqmoVHQpU1SN3EGJZdBCoEdDCHaWq8aaL/f6Q61uBAXmfc17TqMxvz8POl0mmQyiaqqS6HsRWlsbCQcDuN2uzl9+jSmaS5tuMLh8BK4ZlHeLqx0M/SwlbEUxnQGTJvw7u+g6PllIWlNSPzSYIOdZkiU0eTKJCvFkodXkyvxNTvGMD21gXDbuRV1vqIZuEtrqa+1MW0FaZqYJlSshVaMwMDwZty+IsFgElW1FkA8CtFoM1ND9dQu0ML2e7aSzzdzQduOoUtarCtohSzfMd/LRTYtIfmb1CguzebRqb9D/jjOD7d3ca6tDgRsSRR4YKzMq9rHoCzYwGvkXYKXGhs5GW7CXdxEa7KGXNFPruImufH7ywz0opiK4FKtIDoU4cfKwyiqwFVrYmpuNK5/N6SqkF9bQ8rsoL9qH62RHKouGEhtZzLq4vx5KC1sNhUFGhskLa0Ct9sx1GvWSJ7/GczOCWIxwYsvQlMThEOS2dBa1iUu0eGNMk6IUklw4owHs6mGg3XN+OKTyGQSeakPZd/eq+v4Bk1eFmWpD/QCqY6iKIyPj9Pb27vi8YsGfTEStGvXLn7xi19w8uRJdu3atXScXbHIEETVVfIoFHri+DqH+bB9nvnjzbROz4MFPbMDvNl9C/NFP/W+7IprrFRxM11uIRrpwZ+cptaKEacOQ6q4VjDuvs7XUbSVowluUaFdm2XMbCIVSlOdrr6+T4kEIV00FeY4bG4nrGS42/Ua/mwUG8EbgTupq5F0Zs+zpnCB02In60NTuDMx3OUsM3obZysbUTGxUPGsacEay1GTGGTGs4usS6M2YqAEuhCXLuKacOqwy3mDirtALpejvr7eyUc7k3R9rdWCLLK3fve7P+STn/zkTXP7VyoVnnjiCT772c8uGyOEwO/3k81myefzq5aH/nPKnj17GBwcZGRkhJaWFp555hmefvrpVY9fXO7/VLkpI32tF/3Wh60oCq2trTQ1NZFOp5fKJPJ5D6p6kA0bJE8+KbhyxUFkn9zoxtIXi+ChqlKNguKQn/jjjORrF0Lezu8IbGTGxVyuky3hKKuJpUgiZY2C7rwEra4YcpXaTk1IatLNNJzvZd+5AgiH2eqkez/jVRu503+cBhF3aggMA+n18ePoXl5+WTA/v1iXLFEUQal89TfC7iItzZJwo4/mZrG0m3S7JRvX21S55mmdOosSnUMgKQdrmF/TTV0qhm6ajoEOBKCubnkuY8GTtrXrQ/SmaeJyuVizZg2apmEYBoZh4PF48Pv9RKNRnn/+eXRdJ5fLUVVVRVNTE5FIBL/ff918Lu5QV0pXOJcil+Z9NSldjiENG6EVcdUNXJczXpyDDqPCd4/vYtvOy2hvIY0wTZXh4bXomo1bNQmqBWrVFGtFP2sYIaJmON0+wMqNDxdC0n4LHxV8VR5CfsnD1g95s7yZYizLa/nd+GSRqgHJ4eIuquqT+HSTWKqNQiHEdvMNfDJPGRdPmR+kHLsaQRqjl1+ydskrr1XmUVwqITPJY3P/Lz47h6wIfudynk9MOO/OjKuDn/k+ghSC92W/yek6D99c6yCXDXUYYY0x3SioP3cPrpIbSy+veF+L8pz7ISqmm4ZADp+ruGKaCABFUKmrQ93SRX96FxdLkuy8yqVLMHNNBDwYkNy5e4yq6jK5Qgg93OSs2/Akwbt0nvx5I8kkTE46OnnrVokZ7MBKqHS7pniNHsplRymdmmlmrhji/sazNGcGENNTyFgMoSjO4Jsw0uBsGLPZLKFQaGm9rYZ3WQkn8YlPfILPf/7zbN68eWkjWsyXmbaqKBVi/NE7P4bbHQPdIECcQP0o7HUTffpW6jPjfPDoU5y07sS6RaC9xegapsbrl/YhpWBE6cX2d9CdHiEu6xjLu+kKlK8bI7TVa8UlLBHOWJrFZP00LdFmPJaNLYRT9iddBEvtnMw4Ouh+1y/xZ6MgBOcjd3BK7KfWztNKHxuMs/S5N9CrjRLMRElrVRy19qIJC1MqNPiy+F0m9HRjX+6nfvYcmeYI7d4KqGFkfT0iGgW/H2lYJBPO862rq7tacrUIHiuVnIm/Rieoqglo7N69n87OzhtP9DXyzDPPcNdddzkh9bdIMBgkm82SzWZ/I0Za0zS+/OUv88ADD2BZFr/3e7/Hpk2bbjjm1+ZJL74YNwoxqKq6FFbt6uri3DmDqSnI5x1jVVsDsTgktCBhZkDChuwGqis1S/mXiKvIOmWW2VKYguVCxSadqOXo+QOA4BY7Q2CVHKRqCzKuq0/EsFyoq7S5tG1BWyGBJhdrCls5FHgUJeCj0ztLvRV3jGK+wFC6nqcuHODwcHgZqldVHerKJn+axmaVdc0ZPlr9Y2aVFn4s34WiSFTV8aDv2JygwZpGPX8RYRpYupvyhu1ova2MnT1L4+JCDwSgtvZ6sIFlOR2PFBVVvPUrC8MwCAQCS8h727aZnJykv78fy7KYn59n27Zt3HrrrTdsVbk4j4vnXUkW14B5g9UnF4YKrQxS4fpyPEcCWo7PzX+Ry8M9XOlZg2JbDpJZ1Vg7O83D8iyvbPwAM95uFMWFqkbYPPoitYUZrtTsJlrdtyoG0GVJPuD7G0rJ9czNNVAM1jMWaUERku36JY7pu9jIEPfar/Hdyf3MztfzRx0/4dXgJur9Od47+30Aot4OtgZHGDNaSBp+DPuqJy4X6lyjVjW35V/i4eLfo2KTEWH+IfAx8nY1VfkMlsdLimbMos6dxiHyepFvrq3DuGYypWoigejml3nv2TXkK5L5VVhcpdRIWS24dEG6EsBKNbC1eeX5sG2VSbmNOX0b5TKMjav09V11flQVdm6O87EHfoyuVRA4fOl5q4ZkbDubK/2Myd1s3w5vvCHJ5QRzc3DhgsKux2B6oIsmb+qaa3M836lUgGdL+/mdmhQN+SjyzBnE7t3OD78NPe2i1NXVEY/HCYVCNwSjwtVw97VGurq6mvvvv59nn32Wxz7wOC8cHmV0Kg1S8M7ef0vIN4d6bbWH28ZqMqh6b4YT37uHWzIvsvfYi8xa+8jsqsWtlRwwqYTjw7dxecJplnOqsoXH9O/xsr4XKvBiag1/6H0DS/GiLtSzG7YgN7eRoC+Opl0/VzoW48VmhK0hFJtSxUNseBPrQpO0RaIMWRvxSB2ZzVOSIbqUUTZYF0BTobaWmkY/YhLieT+X9S1sNk6zXxwjmIlSVjwcEXdg2Aod7lnGyk101ywAQzWN+Y5d1F05TiUiDc8AACAASURBVHv0TSxvK2pbE0pLi0OiXyyimGXcgfolAB6mebWxxiKrlmE4ADJgdnaWJ574BgcPfpbe3hsbsWtleHiYvr4+vvCFL6z4/W9DXvrBBx9cAiS+nfxaPenFXexqinslcbkcN3IxtdncApn5CrODewk3DhMisECQsPwSfJpBdyBORUKmojN3oZNb9NN0uGbwA8gAiOWGxkQyFiqRc9m0SoO9lKnJ95J1xQmpZ9HU5aFb29LQRjqYUxppsGepCDePeF7Ar1mYFYWzc/W8PtLM0cl2osXgsgctBLQ2G/R2GGyqjfJu98+JiXp+wLtJUkOLnKRNm2HCbEJRJO/oHiA03I+SSSOFINfcg3fPFnxBx6Du6elBDAw4yq2mZuUSFcsxXijXg8by+fxSD2+ARCLB0NAQxWIRj8fDmjVruHjxIjt27HhbAw1vb6R1Xaezs/OGyG5PbzXlwTh2KYQ0XYhVNlZi2gX5POuHBlgzNsJ8VRUSqE0mHV5r4O7pL1HyVpH0NpNz11CbHcLUXIw03EKxcgTNO7TiuS0BNeUKAfpZJ/shA2SgXfHgokIN8+zmTabLtUtjZjxdCAEH5Kt4y44SK4UbiVm1pGQYoYFPVtjOadbKAfqqb6O/0MKD80+zo3gEgHG1k2/6P0lGiYAFE1YLGMDCEnyW+ymtq8egj5X6LiuqwWC9h0BsL+nm45jq8mM0CwJz61FQUBQIyAyPVH4GGYtySDj5nAWREmxU+mc2MTHl4sIFuBYcHYnAtk15Hj/4fVxvocn1iXn0+uMQ85Ataug6PH7rCN98pZtKBY4fh8aIyj017TR6riLG/X6By+WAugslha/PvJMPRF6gOxbFnpnBqvX/f+y9d5Rc53nm+ftuqFuxK3XOETkQiQCYoxhEBYqSKUsaS55dSeO0suWxRp4d2bIsazUer9e2ZFuzY9myLYu2SImiGMUEkAQjMhqN0AmdQ3Worhxu+PaP2wEAuwHYx0eWz9nnnD48YN+q6rrhe7/3fZ/3eRCajeoNX7UEGo/HmZmZob29fXnsb7UMC95d7l7Cfffdxxd/+79SeOI0hZKNI0FTinTETlwaoBehahai5Qy+9vuZOV1HlTVJxbHTPJL/fxABB+k4ZEsRPKqkWp1l2q5ipFjF930fIWfEoSyZk1GcxClMohiBECgKBzNbOTby6/zef3rr3UG6LNCOhWgf7mQ42khrMcvA+GZ83hJTxfVk51oxKgx2yDd4srAPgcO9ygtgeCAexwlWcEZsIRBwz/txeytd9NBS7MP2hDngu490wcPWwAAXivV4VIv6UAYzWo2dyXHBaUbGU1TPnWNhugKPLqCmyiXQjI7inRqiVNlATU2Tuz6Uy5eOFi0y96XHw6FDh3jsscf45V/+FaamWJb5vRosy+Iv/uIv+PVf//U1q3RLLba1yIM/a/ip9qSvJXu6HEvPXzLpGhEGArC9fppjJ++gbe8T1Ng1KKuwegEcCT1SZ2E8z8dLrouMLClITWMidAOaJ4I7rKkgbRNTLfN83SR32SZ71RKKECiBBfLFjRTLncSCL+L1jQFQKPl49o0PcKrnMzQ0KXy6/OfEzUlOTO/grZF63p5sJls2lndBKwYvkl0bcmzaaaDoOpalkZQtTFgNNMhxdopjHGYP98ln2WEfZpT3EXcShHsPI6SkFIhibtmGVh9DDQbdN04mURcWkB4PolRaaeRcjItIY0IRlyykSySwiooKyuUyvb29zM3NLRP6mprch2pkZITm5uZrum5XC9Jer5ehoSF3R70GjM44asSLNV8gc/4+Qpt+/O5eXFnAcxWQTEI6jR6JUJvNgq4jPR53xla6Kk++3By+3Ep00YA7Xvt9+ubgxC0Ktn7ZdtUBbyrIs3yG6soMgVyCSHGKapmgwnEX802coZZpDpa3AxBWMtSJKTTbYeOCG3DHtBa+U/yo+70psp832S/ewC8KvF7/EHPpCP9x9o+oKw4BUArFaIpKPsd3+An3kNMq6FCGsAom3mIKv5kiLJM8HfBwSl29XGcLmNUFHbNh1pHmQENwUVjHtXT1JZuJj24j4CnzXuMlmkp9CEeSHalgtjNCwDeNI1UEDmXbz+v993LklJ++vpVdvccDLS2wYQM0RwdQcN61+VMUiUYBM+gjvehWp2kK69fD2bMSyxI8+byX9ruD7PGuELwaGCPWFGV0LsDMDNi2wiPz9/C+8NNUpQ5BVoVhUHQfkc47MCKrse9d+P3+ZX7F2Jj7/DY2rn78WmOBiqJw93t/nlMDBYTirmMetXhFZr/UyrSmuklEW4jOJPDbWe4f/hZPdP0mmYLuGruoZ9C1DNN2FbajMGVVElCL5BQvtg3fKz7IhrlDPJD6NgjBdMN/ZzS/jq9+53/x+Y/8ZyqCc5QdD7pqUjpWTehZH58Uf883Wv4I7+I+fbtyiiE2kzX9hHLzHCu2IVHYq7xDxluFGWumQZuhx7uToqlhGJJCAfK2jz51PVvsbibtalIFD83GNDE9S3fOx7rYDKpwsFNJBu12VOEQbgpjOZVEkqPMzQbwOJN443H08XHE9BTp6BDh6noOHTpEa3U1Hk1jbnSU5vp6LgwN0VZVxe/87u/S3t7O1772NQIB9/pfxcJ+GT/4wQ/Yu3fvmiqHsEJavtiQ42cdP7VM+moL92pYeuhTy1UVQf3GAGdflLz1d/8X2z7014jLa7eLsIGEo7JvPHXJYi3KZRrnDmJqIYq+JhyhYxaz1PQe4Eu9PmY+fj0oF8/bAugk03cRzj7NYHYdjzz7cd7q3g+qQ2NshJPrrkNT85QHBBemmnGWArQtl/t8FRWST945RirUiOMIHAtCWoGGGots+AacUz/kOnmSR+TDTFNDnZykgwEGC+2kg2GUthb0xghnp6fYs67ZDbzz8zA/j6yoIDc/T2hp8n9VUXEbqV6aRTuOQ39///II3JEjRwDXRaipqWn5hi4Wi8vl8GvBtQRp4BJy2uUQiiD289vIHBikcPZ2FE+BYNfzOOiuA6PjIPtuQuRzCCbcTchSiqfrUFODaGxclGIqg2UhTRNKJcRi6V9ISVePJNGkM9lawtIB4U5kqZbgjqc01Pw3mIxtYaRiM8PhdSyU/eQKKjVMcSOvAtBfbgbVprLyAk36cZT0OmTaLae95rmTgMhxk/Y219tv4nXySOBk7E5G50J8YvwPCNiuTrKMxTF8XkqWICMNdpQPUWVOLhswXIyWVD1n6oJYq1Q2NMfhFvMsu/MTBNMpNk8FmYnMU1R0zqXfR6nUgKGa7FRP0FTsRQADgW2cjtyISIOaLeBRF0hl/fT0VdLdLbiYA1hVBZ2d7n8LBYh4p9BXKb+C68BVlgUypg8Vm75cPT4ffOyOSb77Yh2OI/jzlzfz3/aMLPY6VXJTaR5uP0y6Osbbvs2cmojTEjtDuHEcqUiQFkiwSxnmzz5NfOuH8ARXVxAzDIPy4tjWEqt2rUV8tXL3EsoyiFBWokXBDGFLHX0Vn3qAcraSkJnE589zoPLnuHv2EdZnj/KB+b/hu75PI6WgxRliXFQtV33tssXd3hf4W+t9lMtwng6uc1x9bxQFxWsQNQSDE5v51T99hvfUP8eop5aJuU7WaVP8H87vUkGSB2b+mleqPkJQKVEl5tmr/oC/tT/OeD6G44CfHDvCAzzp/TkMy+Ru35sMyVYc220zxIJFZlJeepxNrFfOU5frpy66kT0V53m95E6dtEWTICVp00emoBEPFtCtHPn6Wry5LNFELxljEyPpKTr8fkQ2S7j/FE5dC4ZRQblUIpPJkDVNZufm6B8aYlNTE1/9vd/Dd9E6s5rJxmoYHR3l8OHDfP3rX7/icf/egvRPNZO+eOG+moXhEpYqFkvtA1WFiho/7zee4h9SH+a11z7AQze+iNBXL23YGYeunIPw+5FSIhcVbxTLRLWLBDNnXWEIKSFSQXp7De9q2C7BUnjl8Bd4ZvRuclkHRbep/9SLbKw/wy9UPk2VuoCzXVD8oMEPnv4Mjzz3H5ZJZ21tsHsXJL1NKI5NmzHF+uA4kWqdQf82AkELe/tO9OOHuUm8zhF28175NPvFWwzIDk7HbuaG5gyvDg66vsuO4wboZBIiEZRQiIKUhID5RIJYTQ1SShzHQUqJJgQ4DlL3XuQMJxkYGGBwcHDZizUWi9Hc3Pyuct/Zs2eXDQquBdcSpFVVpVgsks/n19RyVwyN8L3rqLi7E1m6noL9X5kcPIWDTm0agt4ZxG92kehboPTy6zQOvoawTDBNxNgYTE1BbS2ythbh87nBuVQiGS0y2JUh73EIT8bZdqyOjguzDHYkKes2tcM6HWd8eMoKkKZj+g06pt3MWCIwdT9TWgMN6gSWpnO2M4u+6QeMIfmy0kgwV6DqTQ/xBS/tgQQf1l9CL+fAcZ+2sidIdaKbbXP/iIJ0N5F+P6JcgnIJA2jgUulCR6iYmpfz6ibGtFYm5itxOMa7lFEcSaBYovP0DMFwnpwIsK40xsZphx8oH6Gk1KMLk48Zj1FpJTDRKETraA2l6eBppISBchMvJK7jxGmNoaGVUrnP597LN3ZMsq9mkB+N7qZQMMiVgjhSrIwiXvLnqBRtPw4KQZFlrhBEVyweunGCUrCK7z+uUbYU/seJO3jf/sfZvPEdYl4bYdQSzrXwHj3BzU0q0zXz6OoqzHPHIjPyNvFND6x6D8XjcSzLWlY1BC4ZF7wYV3Lp03UVt7WwyCVA4fD4PexrfBpdvbTCIy0N7ahbdZps28dM+H30P3uCzvJZ2kcOUtX2XmY8DZy0NzPMYlYvJdmixncW7sVcPo2SemXRUEdRSCsRDNVB1xVMU3Bw4g5s1UBVYcHv8GLkw9yVf4am2jgfrhjAlhdQ8BFR4AHxHI8X7wMEXd4xYjGFXeYpjlg7eKFwE2G/xHYEYT1HMiNRhMOCjHBC28Ue5032W6+SC2whMesl7s8TrvXjzJcZLlYTUPI0iXEKkVoCySnkpg1w8hS+iQHq2zqgVEIGg0SyWdJTF+js3EZETSN0fbk119LZCakUvss2nZfbVa4G27b5m7/5G37pl37pqmNVS2vNv5cgDT/FTFoIgRBiOXhcS29zKaAsJVweDwTDgn2xU/xk6jZODa7jvl2vE1CLl/TRTAm5rM3enir+NvAB7i3+iAZ7FAFuoA4GESo4ahKpZF3lm6CCFQ+sKcFmaoKRjJ/eXgCF6C2naWs4z29UfQ9jaaRLgKFYfPyBbzI1V8mhY/ewfZdCe6tENxQ2Gf1s087iMQCvD5FX6IoOocfilILt2CdP0+oMcY51TFNDjZymTRmmd6KZDdvdz6ivq3MzxoUFVz4rEADDIFJVBZkMg7296H4/U1NTLCwsUC6X2bxhA2HAUVS0xdN04cIFBgYGUBSF2tpaurq61syUu7u715RRXA1XC9KKotDe3k5fXx+9vb1XtaoUqoLwK/ikjhbey+ycgh0ssC73KnJqmvimZp4p/Sr9N3+Km9/5Y7RzPe6TbVkwNuYG7HAYolGO31agb92CK+6hwFR9koHtKncf2sSNZ5uQisqQ2o6nvhfSaeTCwrJblJASgcRj5mg23R7qy5tr6ao9TCmv0BuKYikK2Qr4v+/Yyn87cJa94h0oLOqISol0HIxkkvqllUdRXH3qxZvdEQoLehVznjrCngKvcTNbOc2g6OCo2AUIFEWyRzvODX0JvtUVxxYajrBRHRVfucRvPP0OtakcFGLoNU2owuFtsY9BpQMQ3KK+QaWVIK8GeUJ5EE9Z8EHnIAuEOJDZzdH+yOJYFYuf5+rhdHXY3NHSTyCk8tLYVpI5A5BMpDeyTZ5YlYAnkCxk3BFLx3KjT3swQXDyAp+uvoCybzfPng7zjd/6BSKhefzePI4jsB0Ps/PbeP3ob2OrsLfu+TXvj3J6Ys3f7d27F3CVnmzbprq6ek0BnSVi2Wpr08b2OOcvzGNaKyvm4Yn7CHpSbK15FdvyIBF4lBJK90b0c36kUJhs3Q8plQObHqbZ/1t4tBIfHfs9/kJ+kwu2a2pRLLo/bltMRxUOQlVQVYFXuuZAKAopEcaRCtGww+wclKWBWJxGSzkhjsTvZ3trGKHoKIJFe12FjGzG1dN1L1CPuY4NuUmu8/cwShPTViUiJQn5SmzIH+cFeRMxb4bZQpBT5kZ2qEfRMgsk5nUcqVBV6ZDXdSadGsrSQ5tvBF04KOkF7MoatNlpnK4uPL3nyY5PIf1AOIwsFAj2dZOqbsKRDqqhXGqssYqinKZdPZN87LHHWLduHR0dHVc+EJavffmfIYrzb4l/rUz6moVFrzaaczmWykBLYla6DgF/Ga06xoP609iOyp/++GOUpxVsR8WyNKQlCZ+dZuNPBul0LuBXSnQH9+N43R2UkA6ynMfRR0BdcHW4VQeikA9msNdgEaNIzmdXZPcie8/wgfBr6Ks4UxmqyS99+I954D0FWlsVblLfpMMzyoTWTNYTRTHLoCoIy8IzNYbVO4j5/EG8i33R28SrHMGdy7xBfYeyJRjs12hraSFimm6AjsWQfr/LchUCz+IOUVgWJ06cYHx8HMuyUBT3c6SUFMtlBgcHOH36NJOTk5imSTweZ9u2bVcsZZ8+ffqqYwIXY6m3d6X3XNKqPXPmzDW/rxBQWaVg6A5ldOaCrSiZNEq5RGM0x7wZxty8A+Jx8m2bKHdtXmG5p1JMeIbp65zH1uTyXWtpDiWPyWt7+kBKhG3RVnYDsAyHyTWux9YMhKqS9VdDaytzDZspBaOk6zzcUhrhEyM9/G/93fz346+yPelqaVuK4MW2+JJwuCvCkc8jMpmV1EDT3MUrEHD9M2MxlMo4sYikwz+J0DSq1VmeVt7HUbEbcMmvdwTe5i5eoisFN5y/i46JzdRMbaF+ZD+dZx4i4iwucvPzeMYGmVfivKbcCghqxTTXiZNIVcXwa/g1k0k7wJ+IRn4nWOKZ2CF6vacoC/ehC4Uk27bBndsT/GrHs+zznuLCmM5I0i0J744NglpBb+J6cMQKj02CdBROTd3DQKoWx4GF4uICiYdHxm7i20N3kQ3W8qXPfJmq6BR+75IssETVSkRj3fiqjzCSr72idslSn/hKOH/+PLB2qRtWRgNXq/I11gRpqa+4rFqg8NrAR/jHV7/Bc+98gR++8WWOPvpf4Ji7KSlFayhLnfXxP+cXP/SLKPck4K45qv/DYX799g9hlgokEyaFgsvwV4TE64VtsdFllUy/uWjLq6i0MAxAszLKhspF3/tFuolEYZdvFFs13p1oCJWopqBhc334LAjBj2ZvZqRUTUVERVUlhaKgtdTLUNn926XPj2EILHR6PVsQSALTg2jCxhPQwfEyX66kWksSVrKuFLJj4iTT2JEYikfHqmkgWJjFyS/uQJqaUEwTb/8pkBKHi9jd4GZhS05ni7hakB4cHOTo0aPXrEbm8/mIx+OrKn/9LGKJ17TWz7XimmVbwuEws7OzzMzMrFlyuhhLBikg0DQ3SLeoCWbCXexTn+UZcRfjhQYeeeE+GvZWk0kVuWXkURpmL1AKxPBRJKRmOa9tZkxr5QHtB9QWhnA8C66L1cX9WbyM+mdpEg3vIsw6OOSUPErNOJWJzRhdI+BxWO8ZYS23v4pglnBlFsVWWCd72VDo5R1u4VX1Rm70H6VmYRgZDsN0Ar00goqg17OZ1sg03ulxWhhhnAYazHFaGaJ3qImtLRnIZCiHwzhCcOLUKTRNIxQKUatphIH17e30J5NEIhHq6+vdrCCXwyqVSS4kl8kzfr+fYDBIXV3dFasac3NzaJp27Z7PrGgjL7kPrYaNGzfyxBNPLLqdXTt8PghHFRIJhWSwkWhuDGVikvqaGIOzMC2qaQU0afHsTX/IHR/rJfDSUyinTnD+5jy2590XTCqQDpaYrPQTKgbR7RJGOQu2TVApQGUUZmcJluexpvIcCt5Obfg024y30KWDftH98qnB0/zxhl2MBip4q6aRhlIVHdow9Uyi2BfV7VTXu08WCgiPB1OqZAmSccIYikVZMXiJOxlfLId20M894gWECRVWGlsoHNX3kCuFMGZraBYFNnoG2G4cwNtYhZyyEckkZDKUBicwWrMUtSB3qy9hB0Ouv7FdZq/6Ei+2+CmrJdBsFD+EbzhDxa5+1OfvpTnuY0fDFNsqx8Dy8uTkFk4m3QywLpSh6A2jlEocH97NcKKB9bWn8HpyzGaqODO+nWzRDeZSQt50SY3TViUzi9VGQ0+zpe1NtFVK2R6tyN71/8C5qY+QKsSI+mfeHayFgq9q/VXvm5dffhmAffv2rXlMZWUlxUVb28shhOCBWzs4fnaSF147i+GLUpVNsH/iBEWtjR+Ij1AyFbrsx5bld18N3Met1jcQ7c+iXVwSVyXh2nE+sfcL/Olz30AgMbyC+8Ov83LpJibtGlRVYtsCr+32+kzNh88roQSjNPGw54fMKbcy7VRh226gbtIzy5Wyy+EgaDAyTKpNdPgnGMjX80+JO+iMaYSCknTK5lh+I0IFoUgsW2VzZIxzc1W8XthJi9ZPfWmI9ZFBuooZLoy1I5BUB3NIzYcol0EVaHYZKwsiWIEGWNksWi6FmTbQNjXiJBJ4xy5AfRUFPYjfcFaC9OIzgWkuE2DXECMD3Gz4m9/8Jp///OevqTLrfoS6qMHx74PdDT/FnjRAa2srs7OzDA8PX1OQVpRlK2g0DSpCDmSzPJO+kU+JZ/iw/mP+tPxL9JbbKF2w0L0BqjT3ptZLGaCWdrufAW0jWUL8SP8IQXuWDxl/iLF4XzjSS9q5GZNaTPslTlacYEtm0akHEAiyWpaT3l409Xp33n7nSYQAew1m+eI7YzkGd8VOkxdN+OYnuL7wCkedIm/KHdztTBNYHAmZpprj6m5u3JpGj9YhX5pnc7GHA9xGA+PcoL7N9wqtjI6qxOoUvMCpc+dQNY1yuczU1BR5x2EHYBaLbNu2bWUEYdHHTni91EdjxOORZcnPwcFB9Ks4Cr322mvccsstV71WF2PGtee6apAGN5NOp9PXbLShKO7YTy4rKRYMZivaqV04R0TLEvCEGC020Ap4imlUu8RCvBPPL34a7Xt/T67mEKyiqAVgOQZPeG7BzG7FQxm/J4+u2NTIaRo8Q3iZoWb2DIZV5Ob0UwQaJ9FWqaLojsM9k0P8Vec28uUQ38o9DLjM7jZlmHZ1iA7vOB1iiCrmEI4DxSJ6sUiUeZb47g4KD3imKIQ60A0vqixhWCX8anZRBMLhhtJBbigdJKNU4NElBRElmJl0F7raWhxNR5lJUJcf4GMDX+V8x/1QGeHJ8P3YlkO0OMEhfy8lbRpx0ZiWojugFvHfcoTI0F6mkl5GZteRLAewFu1QhYDpXIjp3Ipq3HihjvH5upVzISx8ahlLqhRN93WqIgkEltpfEA0mcaQOaxCwgt45bt0yS3vndaSmDiIdi+VdtFBRPX5CTbtWfe0SEokEp06dQtd1br755jWPSyaTl9hUXg5FEezaXM/Jt58jEryBtpEJOhZGyesp1OiHAIV6a9ED2+vlAm3srz9BSHt34Be6ZPOGQ7S8MY6iBkiJCOu1AXrM9Uw7VaiKAwi8trubMTUfg56NhEspUoQZL1dxq/ctvp9/H+DydpwrFDUFkjrvHOecDtIiiKHZlCyNvl7Je5rOEPBmeaW4F2wwNKjxJNlV0Y/u13j7Qi3H2MnNHKS1cBZTaafTPk9Cq3dL88UCtLUjRkdASDS7hFUU6F4fWksD8mwGLZMkP53B39oKZ84gzp+nvKsBr46rPQ/uTbVU8l4M0rq+kjVeXiD48Y9/zI033rgmW381/EumjP4t8a81J33N5e6WFncHPjw8fE3HC3FpkK435nm1r56kE8FUDLZ4Bthp9KIgmZ7VqJPj1BhueUixTBzTQreKiGKOUtZEn5siNnQMTbq7WikFSed+TOoAjZrxTeRFibeib3E63M350HmORY5yInIcSy0zeW4XIFEiLtX1ncJGLLn615/PtVOrmTT4F8jUdvFG+CZMxWB36W3uzXyfQGEOE43XuYGD4nZ2RQcImknw+xGbNyGQbOMUIzQTslO0M0j3WJyKWJyclGzavJk9e/awf/9+rr/+euK1tQDMTkzw9ttvMzo6irlYOpKOg6PoqKpCIBDA6/WiKAr5fN495go4dOgQN9544zVdryUsGRVcKUjHYjF27dpFuVzmqaee+me9v88HFWGBKVVKgQglzY821E99ZYk5rXb5OH9+jvS8iSc7jzqXIJL2uz6iq0AoJnauHoGDhcKCjDBjxzle2sQ/pu7nfxY+yV/6foO0CBPVZlHl6g+5ArRm06impOG8ike6ZeMiXs4663navIc/y/xHPrfwFT6T+SO+WP4K/0P8Fo/qP0+3voMF1TWIMX01WLV70YNV4Ilge6pIe68jlw1Snpgll8hSSuaxMjlCuWmM7DyR1PBFpUJBqmYdPfV34aAQL02yu/cRzkxEGB12GLyg8NgbDYxHZy4J0Bd/kXxsnGRBY7IQYbZUsRygFcXBoznomsTjcUvwXq97XQIBV08nFAJfSEMPeBCaupwN+X2SoGHi18toqkO+VI0Qa69CHk8DO2+L4G9bR9WOh/HXbETxBFCNCoKNO6m67mEU7crCJgcOHEBKyf79+69YEVrasF7tmbjvvvtYSA3RU3MbZcXAb6bZWXyDSmeaettlkItgkA7Zj+ZbSxfeLeY9pPwVuuZ+/wwh3uN9xf3lYhXY47gLYEkL4DiQUVxS5xF2U6kklwNXuQwns9WYa6xHqnB4j/dFPup9nPXGELqhuMxpW3BgtIuQSKMt3gfSdthXcZq0Eae1pUB1KM8Zax0LSoxgepKhTJxpaqmxJnAyOZeUmslAeztC01wxG6uIaQmkYUAsClKijo9gSc2VK06l0CaHyZYvy/GWgvRF/4R3Z5PpdJpXX32V97///Ve8VpfjSi2Nn0Us9aTX+rlWXHMmn2TzfgAAIABJREFU/c8P0pJSyT2ZHg+ohTQ9021UWFnm6t4Dqo8PM8l7nXmeTzRTlx9A+FdIIT8q3MOcqKIhcZD5OTha3MSA8yC1VX1sj5+nTAsOPpZ0nCOzjURnG0lWjpLSV2wWrbJB/6EHqVJhc8MZjpgOlkfhmdwN7PL2ElDy6IsLjS0FjuPl0PkvcVu8j0TlRrRYiOtDM2RP1xDLjuC18ySJ8xPlXhAK93tfJqQISGpIn991JaiupjKR4BjNNDPCPuUwj6TamEtJaltXeuPg9lma29thbIzKSISZQoHBwUGmp6epq66mPhB41/jVssThFcagxsfHqaiouKLG9mpYEo1YsgZcCx/+8Ifp6enh8OHDfPCDH1yT5X05NM31WohEBPOpMBXRBqIzfdQqCfq0dkxfCL2QIVicIZmM44x2owJtyT1MNL2KfVnWpjgKgWQdFeUMw0Rw0CiXIZd1KJUXzS2QyECIId9OtqYPLHdKHOmlILuwZBUKWXzKeXKaTUNygS+c+DGa823ySpAJTwunPbt43drLRCmORCFr+chmfQxn4xyjFbgJXYdaf5rPVZ1CvXi9FQoIhUz0OioLkwTKC3AZ90UiyKgR5rVqElods1odc0YN5+s38N6pv8Kw8tx0/tv0RCp5a3Qd+bygRVubH6JIi59/4z8xXH0LPVW3sxBsXAzICrpio6k2jtAQi1bPAkmxpODRHZpqytR65zkxWY9VsrAsd5kwfAomHhDgUUwinjJDMw/QVvUkmnqZjKnwQu2vLK/UmjdMpPP2a7pHls+JlLz00ksA3HnnnVc89lrHc+rq6rCsYXTfRnqqb2fH1HPcmH2eas+4S07VNITHwy6Oki7U4DPWsGxVYePUSfrDb3MocB8LTgU3e96mQZ1i3K7FoISyKL2X80SX27eqCiXLiy7MZR1+KeGloRp2bp4kohYuGVKxpCASGEeoCjVOgvu0F1hXtYvjyRb6Z2MUbA/fGb2LigqBrkvKlsLZbDMiUk+skKalukAi4+cIu7iLF6gbP8r4jvdiyxB1+QFkAczpeTTDi9raihgehlIJzSpgaj50nw/8Abz5DJnhKYJt1cj5efz93aSrG5mamqOmpsoNnLru8jcWU+eLnbAuloD4p3/6Jx566KGrVgIvRyqVorq6ek1Bm59F/NTY3bASpIeGhq7peCFWnOm8hs2L55rwmUXewynQXVKSAPyKxf21Qxycbeav5ad4UPwho7k4Ez0LvFNuZVq+95L3/bv+D/G1yB9Rph5YufICwZbDDzDeeoqx9uMU9SJiPkD25PvJDD3AR+1vse3QIxiR3Ry6YTtZ3c/vz32KewNvcb33LJqwGc6vp7vndwlolQwGW9mgjqP0D2MkRvA6DllfFUqpQNSeY498h+P+GzAVLxQWEF4vYmoS2dAAe/Ygn32WrU43IzTT7IzQST8nu1uobV3lZC3erNFgkL3btpFIJEgkEu7FkZJiuYTuXblUS25Xc3NzmKa56s1+4MABbr311mu6Vhejv99V8Loa23Lz5s1s2LCBEydO8Pjjj/Pxj3/8mj/D54NgUJJKwYJejc9IEE/2E/HVkzGqiBUyRMwZ+nJb4bxLBPNW72d32ccRz3NIqQAWQgoiuSC3nWtD97zAm9pNHBmrZb4UZalItJQhdilTbMmeQVZUgpXH1CpJyfcszsJrgEPRWY+Z7eE/v/Iquu0+XQE7Q1fhNF2F0zwo/g7HHyRp1DCgdPGOs4tzxTbmym653zShSiliruFT7QiV3tjdZHIpfE6OoJ0ias8QsecRSCrsJBV2ktbS+UteZ/q9ZDMqf5/5IE9Pdy7TLqzZCHr16m5lkYUs7aPv0DH6DnfwR8xH2jHWtZDfsZ+pLXdT9EWxbUFyzqFYVlxBk1yKqXyYXCLHpLTImZJCWVteaGL+AgE/OIaBx6PjEx7M4idAjoA8vmgxpgI2xD4LwX9eq+VydHd3Mzk5SSwWu+oUQU1NDc3NzWv2pS9GV1c9iQScrr6DzYmDVDgLXGe+445wahpSSubLQU6e+SQP7PkqHv3SzbC0FQr9lfiLKveWvku0PktGr0URcI/3IH+d+yh+Z2U4PadHcRbbt4bHIWerywIyiuJqMpRslW8ObufDLX20amk8is2sEyCiDhP0ZkgZNYQL0+A4tKdO0BbsZcpbyXfHb8e0VTIZtyKi63B4upktoSJEIozmFDweyUC5jZ1aFbHcOKozxJjWhoz5qEudw1NIsTDkxVcZwNvaihgZgXwezSrgqDqK4cHUvITSU6QmA4QbGxFDQ3j7u8m3rufs2bO0tLS4lY6luSvDWA7M5bJE102KxSIjIyMcPXqU2267jXPnzi2Pmi6N9i6Rw1bT5p6eniaRSFyz5sO/NX6qc9LgMis9Hg/j4+PMz8+/y6f1cqwQx8ApW2QKBvsZXHXx8igOt8VG+e5bGp8tfZWUvEw1CIe6QBqjOkR9PM6YeT3Vuok7Z3qRqLueZ4OWYEumhLZgoR63+Nr89fzCud/iuml3DOSDT73GuU3tJCMhsrqfx7J38ET6DgKotPY/gO74qO2wIT+PM9FLwFrAUTQmG3ei1Vby2rEAt5Wep8Ppw1cscUi9lZvk68SKKXc3OTUFdXWItjb0gQHXIATYI47wyEQHqTmTcPyyoKooy/q3qqpSV1dHXV0ddjqNbZqMT4wTK0aorq5ePLeC+vp6ZmZmOHXqFG1tbYTD4WUCRrFY5O233+bhhx++1ssLuA5XQgj8fv9Ve0VCCD760Y9y4sQJHn30UXbs2LHM+r4apCxh2xJVyTFvxaiKVeGdTFGjzZHxVRFbGKSiNEM4NYqaTWP5gkQigpi9jYbZRo5pKWJyiPiUTkXCS2++hYPpnUyW3RK9JmzCMZU27zhVcoZ+p4Oa4igKkpRRSUhRScm9SC6+DgqgEHI2o8YGoTCPYxgkzRDB7DSGUwApUXIZ4rkMcfrZzU+Y9rUyHN5Iv76Rc2ygym++y1hh+ROEoF5OESkdXv5/tlAp6/5FER4HW+gUHAPVMQnYGXRZ5lhhI9+Y/ygztvvM+USBXwz/kNaeM/xVbANl7VJ+hW7Z3PvWIJZioDtuhhtbGIR3Bgm8c4DK0Ddw1m0gt20vtLQwVYwyVwwyVq7BtCSTxIE4upIhaKQp5CvxBzxEan0IJLVM0aKPU1OnoCgC1N+EagvoAcVwg7O6tiLdtcA0Tb71rW8BcO+9917R0AXc+3FkZGRNi9WLsX59E/PzkFH9HA/fxt7kc6i2ybjWRrVI0+908Vj5/TjDCi3VR9nW+gyaUkIoEsfyQN7PC4e/wL3iOxiyxO7Z51CVSqTU2GD00ayOUbqIP1HQV6SFVU3Bo60QroSAoFEmUzJYyGq8PNdMngCqCnui/TxsDCBlBZZqgM9HyvITLs1ANoMarWd70zzHRlwCWrnkzoJbluD4WR9t9SWKpkE8Lkkk4E1rD+/lGYxThzGub8IUHsZjW2hKdhMtTZObriBddKhoakBMTkI2i5A2Qgi0+iqsYoGK2UGyvvUEg0GM8QsE69uYyJc4ffo0AK3V1eipFBdmZ5EyBKyjp6cX257C5/Pxve99j127di3PvV9+zS3LYsuWLasG6akpd+78/8+k14Cu62zfvp3Dhw9z7Ngx7rrrrjWPzRVMegamsX0lFN3LbKYSv8zQyPyaTXAbjX51G048w469TxOKJjCmY3SOxxgM7Senx6giQac6SF5rxG+eoaiuMBL0yBDRG74BwkHRTGQN0Cn4wg8fwPOKu1BJBAMt7+eLZ9IcqUjzdmslluFnj+LHmt7JsBWgvS7NumQ3dflBJDDu7yIRX09bdIEXuuMUHYW3I+9hX+4A9eUR9mee543QndxgvUmsmHFLZjMzyE2bYGaGpvQYE9RRLydZRx/dJ9q4abXKna5fuu2SEkW6Xsb5fI7ZWXcHuVRWbm5uxjRNJiYm6O7uXrZy83g8vPLKK2zYsIH+/n4URcHn8xEMBolGo1fs5wwPDzM9PU1nZ+dVF0Vws+kHH3yQxx9/nK9//ev8yZ/8yVU3bwsLC5w5c4ZgsIrqmhZmE5JxpZmOwAwd2fMM+dxAGyjM0jR/wr03mtvwWCYUCziygnB+E50FP6fGArwyu4UZyw0IumIRq7Dxhg1URXKr/QYx5plTatmSOQ64/UEDg7LtRV8tmAqFbGwzEWWI5z3v56jYjZA21YURmnLnaMqdpTl7lqC14G4eC4PUFQbZx9Pu94tvohC7nVUfLcdCtdPYqo6wLRQkKjaqtLFtQVEzMOwcfulmYUknyF8mPsErmRVy1V7jOL8a/A7V6jwM6Xzc0Pin3R0IxURKgYPGB08Osy/rMHPTB/GkZojPnoeZGZfFC4hMBvXoYSqOHqZkVOA038JCy+0km1owvDaqlua2jX9Ac/w1LNvdAPROfQgjfz/N9ije6GJ5wudd9K0MLz6H1z7qdzV8//vfZ3R0lIaGBh566KGrHr9EXrzYg3otBIPu/LiuSk5X7Of65HMIYIJ6vELQXejCWdTJf+HU73Bm4mG21T+BV89jzbfQPlFgazTDU7Ff4KG5/4W3lMZKawgRhGKRT+j/wI+s25Y/L6tcFKRVaA7O4WRXnkNFV9kse+kpr2M44ScWB11zeI//EAAl1UvcmSWh1VGhpZHSgyiXiaSGMT1bicdhbk5iWgoRX54SXmxboX/UQNehocaiqkpnbKqRabWOmuwk1clzjIY20xQvUixXopbz+AoZ7PkCc2WbaEs1iqK4/WrA0r1oTfXIwQsYExcoN7fgyfYTOH+Mjj23k1wYYXZ2lrlUis66OsrlMkK4rYdyWXD27OllA40vfelL+Hw+pJRkMhlSqRTpdJp8Po+u66sSwxzHYWTEJfZdC3H5ZwE/9UwaYPfu3fT09HD27Nk1g/SFsRRPHhzAth0Un0vwEkxSTjVhFQTGGqRqRUia9v6Ede99FEXYoEmEqZGTOubBTdQtlIipKZKBRu4sfAdJGm8pRNFoB0Ulsvd/olxk7ycUQJF4PliCY8BcmIXdd/Jc1X/h1+Z/j1uSBW7Ia6jrK0kotfwo10JAK3Jr+mlUaZH1RDkb3kfRH6VUVug7H6FUEgT8Njs3FMkXd2OePUlNcZSbMj/hjcBd7DPfIUbG3R5PTSF37UIcOEAFKRwEuznKo4Md7N7v4PVfFgQvI10ALqnDY9DS0szp06eZmJigs7PT/X5C0NnZSW1tLbOzs6TT6eUb/uWXX+Zzn/sciYRr7blEuGhvb7+ihveS9OJSa+Na8MlPfpL+/n66u7v52te+xu///u8v9wcvhmmajI+PMzQ0xMzMDKo6TWVlC9nsAB5vF/ORVqpyp2DReMSbTtBguguEURfHKeRxULEtyfmxAE9fuIWFsrth8aklfGGDigoNTRE4QLMcIcY8CaWWuJnAJ/OYqoFQBI7jWdu7XCjIQJSEVea42LnoyKeSCLQx7W/jSNV9ICUxa5quwkk2ZI5Qnz6HUnLLrOG5M5j1u7GNikskasHt+waMFIo3uszctx3J6+EuToZbcVCQCJpSs5TOaDw2djM52z2XUTXNL9f8gJuDxxH5nNvTNk3a8oPc7e0lHXNXg8iMxtZsCEPq1MtxCAGhNmhthXTaFdOZm1sWMDBKaTb0PcWGvqeQqkq2YxP6F8bRQxlUxVrurW+p/z4ifxJKv+zOhdfUuPyLJcvCf0UMDQ3x6KOPAvBrv/Zry+YxV8I/J0gv0SdsCevzJ1wLTcdhXbmHeW8zDc4YKT1OQtQRUTPEMvDy+S+gKFDnmQGjhw2lkxxtuZ/u3G62Fo8gUgsQ8IKmETUTfML665Xv46zMdwsB27Uzl4x/OkLjf694lN+e+02Kjpd0Gurr0kS1DFigS9f2MSJSeDB5O3A7Nb5JWlOnuNt6gue1+2lvtHhntI6ZjJ9dVSPMixizhSCmCUNjOobhzrC/YV3Pg+IJ9LOnEXs2kssLqgIawrKZjG2kKjVALDPKQr9JoDbklq2zWdRyAcsfRDQ0oI+NkJ+YQausRJ2dxTM+RMO6DiKRCGNjY6iKwtjwMN1nznHnndeRSuXp6upi69atRCIR5ubmSKXcyuPSOJWu61RXV9PY2Lgqj2Z0dJRCoUB1dfUVfQN+1vBTzaTBNb3+1re+xauvvspnP/vZdz08pbLFkwcHsOyVv0wsZitWcJQX+2q4r3ECzyqM1AX/LF13/ABFX9l6SN1CSIumm7+KfOb/xPb6ebD8pzh6EiQE9TfQmcSMBhDq6io0UhNMPbyOuvObCSoethSP4HUKZNQw3zV+hQ3ZOSYWy6Q3KW8ihcJQ1R7Eujaa7DL9E67+eKnkznt3VmfwOjmyoTjO9u1MdHuozw9wS+5ZXg/czR7zODGRcRdCv5/ZSITKhQXmiRIjSYfTx49/6JBYOEgkEiEcDhONRtlh2+iWRSmTIRgMLmtUo2nEYjG8Xi+JRIL29vZLstxgMHhJj+bFF1/kAx/4wDKrO5vN0tfXt+yWdSUs7VSv1YwD3NnFL3zhC3z+85/n/PnzfOUrX+HLX/4yhmEgpWRoaIhDhw7R09PDyMgIU1NTGIaBpmkUCgr1dU0EA0WG8hXEKsLUiyPYbRaKOgmOh6zSSkDTKFsqh0drOXihhWLZDX4BtcCdFUdIVLRTUENcxwlUbIa969lXOETKCVHUA6yfd8vLL6r3chNvusQcKVe3uZQ2uszwkvceAqpNhT3HpBlf7IMv0gckpPVajnpraIulURyFhKykp9xFW+oEtaMvkWm8HcdYWWyEXSba+wRKcd6lTwcC4PfzdPONDHmrsC4K6Bcqqsls8JMbdpnP9bEin9/4AlsD80hjHTYKcnSMeW2YVz5Sxr6oap+ssXj5wSR3PV5JLKGtMMaldD83FILmZpfgsyRPu0i2ErZNqLrbpXpcJiIgVBOC56HWgJoNK3Ox/8qwbZs/+7M/w7Zt7r///msW4lkK0ksa3ldCsZhF00aoCGaJxPop5n1ouRJhuUCmXMl1wW7eEe64127lKFvEOYZkK2XHIGwnKehBDqm38T7jBf647jO0DPdR4aQozmYw2hsQpRK6tZIwjNqNSLlio92p9NLXFGCz2ksmE2BurpYxo51PhJ7gr9IPUypJFiJzPFPjI1C22FU28SlePJicUrYzprQwJFtJe71sK77DvdaTjLV04fNLDp6r5+hMM9tqpsj5glgWeCiTLXkAhVFRyyvajdxYeAvfWB9T1esJVRfwAZW+PNPGFiLJIaKFKXJjeaQw3NvBccAxcaJRyvkS/vlp0sV6QrqOr6+bqWCE//dvv0ljYyP1d97JLfv2cc/993PihKS9fT0g+OEPf0g8HmdychJd14nH49TV1REOh1f1tr8YS4I269dffa7+ZwX/Jpl0VVUV7e3tDAwMcPz48WXZviWcH0qymv0euKXmbsVgX8kgZhTR1ZXfgEO6/QBCefc3EgIULUdH1dPsmBsDPQnCXWAF4OUC3sAsQq4epIUKZpvki/E2UoZKoNSH6K+hcaaFIn5OzLrb6rCeo1xRwcnGnRSVCpiAUMiDKizyeRVVhepKm5lymPRsgA3hSYq+KPrWTYye8dCUOcst2ed4PXA3O8uniJFBGRsjvnMnpQMHicgkDoKdHOPx0kO8+MLvYDsrmfN/e+ABmmIxPvuxj6FpGr/y6U9zx/XX8+KBA5w/f4ZSqYRt2xQKBWpqaohGo0SjUXw+3/LNbZomTz75JF/5ylcQQnDhwgWmp6exbZuqqirq6upWPUdL+JcEaYBIJMIf/MEf8MUvfpHTp0/z1a9+lfr6el5//XUGBwcBd6ccDAbZuXMn69ato6uri7a2Tvz+RihnGJ0KUjz/OoFi7wofUC3jYZCe7i4em/ogpr0SKCMR+LjxlKsr7UgSTjVjdhVzxFnIV9DjfBQHlbrCGD9nvU1GhOhVN3A3L1MoOmQdlZBuX8rCxs12E3iJqinSZT/jttv/UlWXmKNpbnXINm32FF6hwzlHVvo44L8H22cQiBtUKyFOWy3sTB7Ck86gZOfRZwfchQ7cLHZmhtlQFUOd8UsCNLgJeKCiSFvDOA9ln+FO/XWUXteARUiJ4kikgKOfNrH1dy9stgrHrpvh1r8so0gbxbFdnfvVUFHhppalkvuzuwy+NRZLRYXAIGhXnm3+l0JKybe//W36+vqorKzkk5/85DW/dmlkcKlvuRaGh4fp6elBCInXLxlpqWOkpQ5fN9w++TwxcxZBDWFKeDDZSjeGcAgoRcq2wYDZQpvyKqeUG6hTx9kVGeSR9K/w2bmv4S1nMBPz6E11jM14aGRRS0GpQ5VQI6cIBvKc6KrFkbBZ7cWSAqk4fN/Qic8XiJ3op3TDGeb9RX6s+9AdyaNC8PEFm0aznV7W49gCkJwxdpA2vdxov0bzwFn8nVGyrR6ODFVxarqG6mqJR5MIFO6KnOR8oZnRTJQT5hZ6aWPLYC/SZ3HWilHlVanLzlJXZTDvaSU/X0FleghnUUpVhipQigWEY6HUVVMuFKhIT1CI1uJLJYiPD/LFL37ZtQovFHBKJfomJ1GUILlcGctKsbCwwPvf/342btx4ybp1LTh37hzw7y9I/9QzaYBbbrmFgYEBnn/++XcF6UyujGWvvhiomqQuNsvrsyH2Vxao9jqoQmI4SYLOMGdDKRR19W9kSp0X5Fba1WHCq/URc/41J75NR+OMFie5yI7OeDWe3lBHTZOPlskcuaJOwdL/P+7eO8qus777/Ty7nT7nnOm9SBr1LkuWJVuuMjayAYMNxn5NQgnkJkDgLkhIwrqXUN7Fe3nB6826IeHG1ARwCY7Btmxj4yJLlq1erDKa3uuZ0+suz/1jz4xVRrJsCIb3u9ZZGs3ss/c5+3n283t+7fslaQZ4cmw9ZTlBU71FZZVgZERhclJDCMnahSlSJR85U6XkqBydbqLJHyNSJlGXLaav00tr/DDbsk/xiv8mVnOKcpGBoSGM9esQBw+Sw0uQLAusLv6PP/sm0+mDJBIJEokEqtdLmc+H3+8nl8vR0tCADTz33K/p6DhNLpejWCyya9euc4joDcMgGo3S3NxMX18fLS0teDwejh07RiqVIhAIsHChG4q61EMhpZxrr3urRhrc1pZvfOMb3H///Tz++OPE43FaWlq48sorueaaa1i3bh3Nzc0XsAslk6B4g9T1HMVI9CDkuW1FKhbtuWeozSxFUVSCHguPY6JOmeyxm1AdC8WxUJxBVGkRdbqocCy8Tg4hHZrMHlJWnEkk2/guSbObYCFGThRRN6zHo3gQ0mXFdITkhYo+3vXUXlYWfsNqaaFKC01aqNJElRaq4/6syDfmahD4EM+e87mv5+E3vWf9rc04FxkTTXe4o/4Jtu//T5h1DqWEfB6RSGDnkiS/vJF5wwEKTC0EzS5ePKx/zsU09xUIgJIAp3iR50mAePPQ89uB4zh8//vf5/HHH0fTND73uc9ddlsfvJGiGRwcxLKsecUacrkcJ06cmOP5BnBm5mNqlcqEtRXH14DAYbtwBXyk4yUudYp6gCYxwqBVz9HSckJahhfU7dzn+wHPl32SXYVb2JZ9Gm16Almt468CRwsgx4tIRUNKWKCewbdoGludJVtipi5CsLlk8GxNCefWfSiO61xIBKWZfqyfRmFDbAmhGbE8v1+QTEo61WV4QgZXJH9Dddde1i7aTMHWeH0wyuSkpLkZ8nmNE+Zi3lu9i+FgOTvHryDn+NlXXId22Kai0iHXWEbMH6JOL1IVnGbSD6PGSqonjrv3Ll7AV1+OEp8GbNSmeqzuIp7EJLbPj2e0n/RIK0ZrNZlCgaBlMTE+jqotwjACbNq0heeff561a9deNsPY2Zj1pJcuXfqW3/tO4vfuSYPbr/hv//Zv7N+/n6mpqXNILyoiPnRNOYfIfhaOrZAV9UwolXRMv7Eb8mom9d5p6qdKUHXQ5eK+AJL0RC1h/4WyfwCk/Mi0D1lWuMDQOwheLJzbvlHSVEZCeUKJNF6nlvKQg0SQSrlpuxMpDW8f6LpL+FBVBUmnjGi5TbmTZ3jSixCSwVwlsWKBhZEp7OWL6Tlj0Db5Gldnn+E1/w0spYtKkUXqBk51Df6JcRwE6zjM06m7uPvDi9+IGHZ0wMAADz34ICXTRMvlkIrKhz70QeLxON3d3XR0dGCa5hyRST6fp1QqMT4+jmmaHD16lLGxMb74xS+ybds21q5dy8KFCy+rCGw2TxQIBN60R/piaGxs5NOf/jRdXV3ous7tt9/OF77whUtuDnw+SCYVKqf2oNrFeY/RnBKfnPo7lPGL94W/Gc7nRAu0nOAfN9RRWwxQnddJ6zZdkTzCUSjd0Mqf/+LFt32ty4Xi2K5AzHxwHCypEUtraPEp9PgEnvg4asm9B6563MZLnZ3TG+7FESq20DCFgaPoOKqOo6g4ioajaOiqg0ez8Gk22YLC+MQEN1n/C8OYr5XJ/q3bquaDZVn80z/9E6dOnULTNP7u7/6ONWvWvKVz+Hw+amtrGRsbY3h4eN66ioGBgYvyPms4TNTUUJlRkajoM5GHBItJyzxlAZuUXY83VWBINlDvjGGpOnFvLSE1y87y/8ZSeZSKJWmknqJMEciqMHKxYNP0y+zPXoNaU7poikBIQa2tMaJabhfb+fcIQb+vg2XJzSzwjVBjJPiNuQxVlQx7FiDLdTbEn6Omay+rqmyGIlESCcHQINTVS5JFHy+qN7F9VSdXyh7OTFdSbY9y2l7M+KTCxBRUlDskGnyMRzxUBRJUhDJMlbdSlzlKoBgnO66iBwPopSyKpmA3NSL6erBKNgrgP32YfNWNdHR1saapidXLltHZr+BuRyxSqdTbMtDZbJbBwUE0TWPBggVv+f3vFN6RcDe4HN6bN29m9+7dPPXUU9x3331zf1vUHOGF1+Y30h5K3Gs9zYivlgG7jh67gYwdoWBpTPoldn4TNRxGOa9FSzoCOxMlPb6EfLMPnzquiRlmAAAgAElEQVT/Ql18bTmxDWnqIr1uHlwqWCh8f/p9xC9YosEWNlPBYZrztaxYWMBvZDjc5eA4tSSTs+o2bh7a57EJ+mEqrqFpKk0VGZIZjWTRR97x8HqsgZbgJN6FDfToV9M2soercs+x37cNGKAymYDqKpzJSXcXTJ76dAfD/StpbJ0Zgtmdv2Vh6LrbO6jpbNz4xkLc19dHKpVyPW9VRdd1mpubcRyHyclJenp6ePDBBzly5AhDQ0PcfPPNl2WgAbq7u90xXLTot2L0aWtr45vf/CZf/vKX2bVrF+3t7bzvfe+76PG6PpOrs99kNl9MhnQeSMDWvNiOq5xmCw2JwEceFYei8PCfW6+kZKgMeIoMlJ21OVA0jrU380rzu/CaCrYw3EpfRcFUPNgo+K0UNiopwqSUCKZUKUmdkqNhCw1b6FhCw0bDNhScahvpBTtnkI+VYTuG+5k0SY3SNW8oWjVNVv/HP1Nx5tD8t8N0qDwcY3LjPBsqKZDpKziy6iPMSjQqiiQgclRr0zR6pgl5TEI+E9XwkM1Jdu6v5pWRVkCyYPwV2hv3o4qzDLXwQvmf/datVedjYGCA+++/n66uLgzD4Ctf+cpbNtCzaG1tZWxsbC6idD7y+fxFjbQUEsuY529SEC0UuHbqP5iiipQTImUHyCkBwvoEKdVHnTLBGX0B9tIgUs8gZvP5qoIA7qz4GYPFVsaDNdSr85NBaUDAeeNZ1SyNSCqMXjIoGUWSZSkyeoJyI8X64Bn2Jd08b8Dv4PEojClN7InuYEvyKRZM7uPGQIFXnFWMpoKMjzlUVMLAkMqxuqWsfZ/D6Z85NJdG2awd4JC6kdfzi5iKqUzFJNGIoKGxguqKEg1elyY44ynHb2WwkwUKgTBeJ4vq92DWNGCMD1HS/RiZJKKri1wuR86yiIRCaJqgUIChoSHq6+vfynDOobOzEyklCxcufMsEKO8k3rFwN8Dtt9/O7t27+eUvf8mOHTvm2m40VeGudy3hP37dgWU52I5EUQSOLTBTSxmIlnGddy++yT0AZPHxZN0Whgwf2EESne8j0v7LGVo9G2ErFHMVnHzi/8YQFgczm7ky9DL6eblry1HZF9/G60+9mzubn8YID0EpSGZiGbehklk8RXfkQs/AtCW6DoptskDp5+jIi3QlPCxa/hkKBTGXphsaURkZg8oKSV2dw5gVwqeVqC4vEYtrWFLQl6mmrJijsT5Cj3YdrYMvc2X+JQ7Lq5CMUyWSyOYm1P5+HARrOMquQ+1vGOmzOfRmqk3Rzp2Qra2t7ueeab0aGBigu7ubNWvWUF9fz4oVKwiFQvzoRz8ikUjwz//8z3zpS1+6rDGdJTGZrR7/bbBs2TK++MUv8o1vfIOf//zn3HjjjRdlPhPC9aaLDWvxjXYgrAtrCxxNZ3zH5yjpUZI5g4bkSSKpPqSiousCW/egYyM9XrLpAFmrFluqKNLBZ49hTJ/AlxwFGUYKwTPBD9NTnZxrEbngetLg6VUfwZOuxLLcovtSSWKaYNsCZojx3kyMxx+JU7Wgx+3AViSqXcJozTB2ZjF2Sqdx6DBhdYzMkmqcs4owtWKelhP7aJzHQJu+MsbbtzK9+CrqB1Tia49iqc4b4WkpwPGgjd+LYkBQzdMWnKQpmsYrXE9OAJbwkjcqOXogwXMnl5AoulXk69dKGjZ8G9X5D0j+FKw4GM1Q8UkI3nDpL/wWYFkWjz32GD/96U+xLIvq6mr++q//+rfKOba2tvLqq6/S19c3L5FPOBxmdHT0nHD3LBQJvuI8Xp5QkIqf+sRB6jk973UHHZ2UplNuxObd4KrC4rrws7ySuo6aGgV1nmihBeQUd0IFM0HqJmtBgoKCkwtQniynELXYVnYUFEFX2qXQbavOgKoxmfGTFNW8EHovWxNPsrR4jKrGAo/0byaW9RGPOYSjgv37JR6PwpoNggN7r+Bu0cU1YjdXtAxwLNnC0WQb8YROPAFlIZ2xhhpuVE6h6YLJ8DLKp7vwZqbIeSP4RRGjPEQxV4EnHcNWNXy9J2lbcQWZYpGIac6RkB04cOBtb75OnDgB/HHlo2fxjnjS4EoVXnXVVezdu5ef/OQnfO5zn5v7W2XUxyfvWkPfcJJEukhZ0KC1IcyzO0ucPLOcjuIi7rhxgMaBg4jubkYN3S0EA4qJhUwc/DSeaCe6msLf6eNE359i2SpSCB5PfpAGTz91xjBeZcb7sWHSquGp6Tv4i/qjyGQzxaSbU501cXefqeTb64cpaG+sqsLR8E83EkvBC7Ew+/SFLG2uQa+vIWcLqstNFlal6JiIMBVTyWQkE5OCiUmVSERSV6sTDAm8foniWKTzOinTx6kpL61lgt6262ntfYn1hVc4Lt1Cm8pAHssbQCtk8VEgOtlBPLaWaIVyjic92/stzq9qmoGu67S0tBAMBjlx4gTHjx9n3bp1WJaFrut89rOf5Vvf+hZ79uyht7eXtra2S45nsVjkpZdc3uHfhZEGV7Fo69atnD59mkcfffSSRUBeL8TarsJ37HGkbSHOyvdaQmcssB577TW0BiY41FdOqO80hgiQ0CrwkHT77aRDMldN0QwhUV2bJRTySg1m2Ic38QSOZqA21dM5vQSZOYEIzm+kpWIzPeRDnBO0uXxPXgiJbpiugVbOEr+YWZxbWg/xZ5/bgbeYQQIntu5g3+0fI1VRiz8dZ/0zP2f9sw8igHjdMmKLt5BpX8Pa5gSxxg2MBpcRFFkWxg9Q//gkR1eOMLbA5XhXMhvQJz5Ema+OhdWjtHrGYYZXrSS8FHxRRGU5dirDrx4xOTzqpoLKQjZ33QUrVyozeed7oPyey/7OlwvbtnnhhRf4+c9/PtcieMstt/Cxj31s3ta9t4LZeX4xVsTGxsa5AqSz4Tig2wpl2fmXw0kzxEvFHdSVZYkoafxOBp+dxe+kCThpIiJJhTqBI5V5p4kqHGr1EUZGGmlv77jwgBmM6SaqrVI3WYtyFo+3guJ2s8R1ZKDEiNGGZQsMQ5JXQ6jCmRE+gWQxwm9C7+WG3JNUTJzh3maTH/ZeR7pgkE7aBEIK+/ZJrrgC9EiQ04mlrLBPUtD8LF8O6ydf4kSsnkOJBaTSXk6e1hjwX8/ifIo6XUWpWoQ/PkKgEKegBfDo4GmootRTQC9lEY6gdmyQE0EfjZEImiqxLMHevXv56le/eonRuzj273e7M9atW/e23v9O4R31pAE++tGPsn//fp5//nluuOEGVq9ePfc3RREsaHqDo1pKycGj/5P21o8yNN7ALw+2ceu7W8gvHkI5MXmOCrR0DAqxFRQA285h2hotLbAp+wJqMceh1M1oaoalnkMssU+ipAX3l/6eZcFLMw2tngqwr9ZV2RK2gpELE8rWUBaBfM4hWyrn4JAbEVBVSb0eJ1hIcFv7OONL6ukYDtI/pJFKQSIhSCQgEJDU1kIkohPwO5SKLndub6aaiJ6lf+H1NPbsYlXxIB1yJVJKqsrDMJJFAms4yv797Vx9S4iziW6looCivhE2uwgqKipob2/nzJkznDx5co7Ks7a2lhtuuIGdO3fym9/8hk984hOXPM+///u/Mzo6SktLyyXlAN8qrr/++rmNwqUgBHhDHrK3/z3B3Q/gjHQjheq2cIW2cbriLqomFCoaPJiWwFNwxzqnhIg4SRQktq1QKJRxQcWTomLpQfrCm/mheQeZsSCpnIZzwkZUxBH6eVtdRyBiFYj8hWIOAoegkgNddw2+KlBVd3919r+KIhDeiYvpgQCS/tWbWbL/OQSwcs+TrNzzJKYnSGzhRnJL19H1he9RaF9FeahElZqnVclB3E9Ey5IOWuiKij6epaw7w7WnvZxYdicTa2+mOThFRW2esHIUgKLiI+8tR6mIEIgYhKTF/l+N8stXa8hZhisGsyrF6yf+H8rCnwLx1osGLwepVIqXXnqJJ598kuHhYcBlMfzEJz7B+vXrfyfXmA1x9/T0zNFMno1sNouiKDiOgxBiplVdoVDw0NgfAGleYGSLjsJzUws5nKzGmCoR9RVQI0HKyxWEgK3mi0QKo0yXLi5IY0vBhFmLZRmcPLmB5csPolFCqioWEgm8FshhC4gmw2iiRLlvkqLlJ12qmDuPApy2QgxPu33XCyviBHUPSTOAEJLqaIF43EtBC7Kr/L1sTe6kbLKXP200eaD/XeSLGkI4CKFw+rRkzUqLfbvXs4QOwqNn6G7aQOtCg5VVMZYmX6VnopyD8QUkckEO9UbxjUrq6yXLFjQS0YNEM8PYtopqqGiNdTh9fQjHxhgfpiG6FlNKdNUGNCora96SZO4sYrEY3d3deDyec2zMHwPesZz0LOrq6rjzzjt58MEH+da3vsU//uM/XrTJ/JVXXuG1117j5MmTfPTef+HY6TJ2Pilobi/NKIPPv91QpCSVgivFa2wMncRQElwFFMJVPN+zmuXp0yRFmCtqe6hQ5JxQxvkwHIXynI6wBRIF7/ACon3ryCHIZcFjCAI+m4LpGgbLEhwdqeboSDVe3aatPMGiin5WLbV54UyRorKCZFIhmxV0d4PHI6muFlRWCnweSaEECdNPWviwF1xLY+8elpRep1e2I0SIaCiMlk7ioYSv/zS57BX4z2ajV1Wkql1U7/r8cchmswwPD8/JTFqWxY033sjOnTt58cUX+ehHP3rRgo1jx47xy1/+EkVR+Ku/+qt5q2LfLmbp+2Y9pkvB54PpfBR5y1+SSZsMdBUYz0VJ5z0oQCYtGUyGUYtplJn8tSVmPquUFEsBtxp3vpMrOgOhTcSn3I2j44Dsb0T0tMHCHlBsdwW0NDRTp/LMFowahxpnjOFClFhm1sNTyBLEo8CacD9LapM0eKcZVeoZURqYimvIdIaM6aXgK6FehB7U1g1SlXVka9ooLl5FsK4MoyqM1tBI7aKFrvpQsQhOL1IopJRyXg69m+vi/4alGAxprQSn+mlNJhFmCYmgcWMNy8tPAq4iU8yoo39qjCUb2ogG3fh8rCvOww85nJlyF/maKocPfggefOif6DhzjL6+vrdV2T8fpJRMTExw6tQp9u7dy759++aYpOrq6rjnnnvYtm3bZddMXA7q6+uJRCJMT0/T19d3QQQpGo2yZMkSBgYGsCwLx3Hw+xdx8vVmnhgt8JGaY2g4c7SuUjpMWAFyhSwCh5I0GM8ZkIOxEQevX5APruMKr86o1UzcrqRKjKKcN+62UHlR2YAjJbFYNcP7l3JL9FGe8F1Nqn6KkbI0Eola0rjF9wpbFj+DlAJF2Ezn63i66+PE8g1YUtDvVJKYEgghaW/MkwtFKE6UKJY0RqfceRoMSqT08XL4djYnn6YiMcRH657igZF3kyuoCMWlUx6Z0KhuVXm9byVr7aNU9R9kqn0VDb4s4+VLOT38LPdslvR2WhyIL2KyEKa7RzA05KWuvpbVLT4aTVeQA13HqW1AH+lHSqjsO4PZsAVdcY30li1vr+Bw3759NDU1sXDhwssitflDwzvqSQN8+MMf5uTJkxw7doxvfetbfP3rX7/goXMchx/+8IeAq5wUrT7DRmMp+48F6TuzAKXy2Lzn1q0S1TG3mvvl/ma2tLwCuLuTh8evI1J0vTOvB+5sfJUzmXZMU8WYx1CXHIV4x1qM4+Vg6UipMI2bj9Z1yCmCdEZF01wvyKPblAVtHBTSOZWTYxWcGq9AEQ7N0TTt4WH0Fj8dE1EmJhWKRcHgIIyMQGWlS8akay5N35DVQK7pBhYO7aLN7GQ420LCX0WYLBoWqznG8YNLWL9+ZihmJWM8ngu+x8XQ2tpKJpNhdHQUj8dDLpdjxYoVNDY2MjQ0xNGjR+f1Vjo6Ovja176GlJK77rqL9vb2y77m5WCWa3x8fPxNj1VVMAxBXnqIRGC4MoI+CeQBJCUT0hkIF2OukrwQ6LO98VICciaoexEIga67XnsmAyD4+NFTeEuSjlqbSX8FKz0B0pOrmagNsNl3hDbPCAcC19J29N/pTNayt7SesWI5xSLsG2th3xiUeYsYAR1dsbHQEKLCFQHK+fF44+eEu2ehSZvo9m34//xO/KqKcBxkby8inYaBAZzFS5n0tVKb7aGAhzI7TkArUlS8iFKBREZnsdkHM5symppQqyoYFWGmrDANvjiV5XB4ZJIf/GAXf/mpv+DlRyd56kAVJUdDVSQ33ijZvl2g6WKuf354eJh8Pk82myWfz8/15juOg+M4cz/bto1t22SzWTKZDOl0mkwmM/dKJpMMDw8TCATmNmhCCDZs2MBNN93E5s2bf6ebwTeGWLBp0yZ+/etf89prr82b5mlra6OtrW1O1MGy3CjMVMzHv4xsYH1wlKt8HQScJH5fiqN1t/AJz7MYxRRPpbYynAxyqrgAC51cDrpyYbrYgq4Lvlf6LH9V/018IoehlDCFAASPNi6gt6ITkZpg+e4K7ss/gp4pcnp6OWkZwgjnCEUt7lz/r2xa8muMsxTFqgIDfGjlN/nxka+RKZbT1RlElwKPR/Ls6/UzTGIGoWCeZNKLEIJgAHwek8lpg1fErVyRfJ66XB/3VT3Nj8ZvJZtTQEg6OwVbN5Y4MrSG5dZJwqOnmW5ei6MphJws67e+hwEU2mp201Z9jKFkiEMTTQzlK+jrg5GhMLU1q7i6qYcqcxrh0yiU1+KdHkPks4ieAfSKRYCHVaveXm/9iy++yODgIHfdddfbmxTvIN5xTxpAURS+8IUv8NnPfpbjx4/zwAMP8MlPfvKcYw4dOsT4+Dg1NTVs3Lhxhrf5KFs2rOWVgwFkugE1NIJ91pZDsW2iuQTtltsg2pGs40SslpW+Hp7Lb+VwbjEfkG6eQjcE/+/E++mbDPGZ+v0wn4AHJdZYuxmLfoB0RqFYlNi2wDTPZ+KUGDoIRSWeVOfaRw3dwedxKJoKPVNhemNhhIDaUIYllQWySpCRKQ/5vGB8XDAxAdEo1NS4G4FpKsjU3cLK8d/QUOpnPFtHLlBFODuKjoV2+gTW+nXuYJjmHNPY5ULTNJqamjhx4gTpdJpCoYDjOGzYsIGhoSG6u7svMNKlUonnnnuOfD7Pdddd95ZUrC4Xfr8fTdMolUqUSqU33Qn7/ZBIqASwaWhwSCYVdF1imgLblhRLCtG8S8wvDQ8Bx83pCsfBq6RJSjFvh4spFQbUasJhSaHwxgFL9B7+18T/RSCWxx/WGdcTTDjV1AaSLFG76QhuYlnPTiqsQZyQwglfmForRixtMJEOUDQVUgUPFAAUVFXi0y1soeFkK6mOjnABuY+UaNJhweuvIsYrcTZcgR0Koy1YgNPZhZLLku8b50T7zfj0JGVmDIHAmB7DFB78TpqbG07gO9iFjMcRQHrruyjVtDA+olJjxKkI21BVy0033UTv0Qnu/0aG4bRriFsabT70YYW6+jc203V1ddi2zbe//W2eeOKJeak1m5qa5mhjLxfRaJQNGzawZs0atm3bRkVFxZu/6bfE5s2b54z03XfffdHjhBAIITAMaGyElasEL6ckh9QQRwvr+LP0TyhvdFhpHWHI385a+QptNXni9Sv4WH4P9uQ0r+cWcKy4lLz0YpowkKjir5P/g6sWPkFL0yESHi/7K2tJGF7AQobj9K4toB+2SIkyjFnZ1bwfXyDFlUseRtfObUNUBGiKybra59jd/yFkKYIJmKZbNe06FgBv5PMTCYGm6WiaRFU1nle306J10FLq5rbIbn4Vv4Zs1iVEee2wQXu75Nip1VwhD1Led4Disjb8VhIzWolpg1R1HATOyjVsLcYoDp7k6FAFvdkaBobhkdEF1Fc3ckP9aUJlXkr5Mox8Cr23EyNUDTIwJ3f6VjA5OcnJkycxDON3mob7feId96TBfRC/9KUv8eUvf5nHH3+choYGdux4Q15y586dgFsc4vF48Pv9OI7D+k0Cr5Hn+b212LaHYM0I2VwOj1Vg2UgnV/fuoatqK62RBH2JCL+Yuo5SjY+duesAWKp2gQm7ChvpnnTDmI/HF3FXxQlMR0cTDhYKuixREd+N0r6CKimoqJQsac7D6BiHEgsoFCCXk+TzYFmC0sxzU5x7ViSqqqDryllG2zW+Q/EgI8kgQkDEV6Q+YpMsecnmFKanBdMzDJDV1RLH5+dwza2smniOmuIw004FGREkKDOskK/TeXI5SwE5c2GhvbV+woqKChYuXEhHRweBQAAp5ZyS1WwO8GycPn2ap556Cr/fz+c+97nfadjxbPj9/jny/Dcz0u79FRTwEvaW8Hq9eDxiZt8iCBoFwjmXUarkCRDMpdw+Y8si2zNBUCuRjS4H5Y2qeEsKUsJPMlTOvc7jnCpW8ihbqFCmyRkRPIpJxgmQicMEruc/NRWmU30PXqWEz7qGvHgXGRECU5AQFaBBOAqKcPAWk2RyKlOlELYtyNizj5TGZM8iahZ2oaoSW0oUoaAI2DF1AgUJk5MozzyN3b6M4fW3oGxeTuWrOwmmRllx5lGO1F/PtbyAI2Gh6CHosxAZ2yVTGRsFKXEMD94tG+jvdSu560JZqGnALDr8+sFpOkY+jCNdnegdO+DqqxWU89rZ2traUBSFTCaDbduUl5fj8/nweDyoqoqiKFRUVBCJRFAUBVVVUVWVQCAwR0s7+wqFQgSDQerq6t6UQOe/AmvWrKG9vZ1EIjHnHLwZGhsddh3qo2ZpHOm4uepfiOvYGu9hk9nPSe9KyMIieYbXlKs5ELiWQNRiQ2oPn5j+BqeKbfwofzeJkh/b0TiwVGVf9TykG5rDRGOe7x+/F8XU0IUJLoU7TVUnsRwdnQu5AjTFYkH564Qin2fPIQWnUCJXVLAsDcuSRAMlhKFjO8qMTo+kVHKFLVwIjrOM4ywDXM6aTEbOGGo4dRp0dS2GVSQ8mmK03EdbMI+/poRUVBRdQTVNAgGJ6alELqlgdWuRVSO9dPR5OJOupX/Mx0/G19BSkebq+h60Yg4zp2A/28niQg/2AUG8vZyy69pQw97LGstdu3YBsGnTpt+6qPCdwB+EJz2LFStW8PnPf56HHnqI733ve4TDYa6++momJiY4cOAAmqaxfft2NE1j8eLFlJeXo+s66zY7qGqOZ3dHyAxFuCZ0hI2v/ghpOwjpkM843Nx6lP8vcS19xTp+FLsdVXeVgNQZ3dgJWY1Asq6in/sC/0lKjfL45A6iaoGWyCQbh/8TB3hN2YJjCTwe8FlpNL9NdEbPNRoVlJe7YdB00mEqZpOIK8TiyowX50ZYz4aquuFT17BIikUPU2n3fF7DRtehUFJJpSCdFni9UFWlcqTqZlZMvUR9oYe0GsSxBCoO4uhhZJviinBfRtHYfGhoaCAcDpNKpdA0bc5IDw0NXXDsI488ghCCd7/73f8locdZtLW1EY/HyWazRCKRSx47246Vzej4lAzV1R4yGUEm40541TbxltzoSkEJupXd+Tz2mW5ChSySYbqdJiqroqhSUJIqJ0o1TNQ3E9IUKhNxkiU3H9ugjlEXSPPXFT/giG8Tr2VWksx5kKZF0VYp2jpFWydJYM4ZVnDw6BaqoVHhSXNFaQ8n7QUc8y7BrwmKRYkzs8gDFNJlDBxbQ031OPXlcarKVJaUOdRWLYKGAM7hIyipJPqZk9QMD/H66g9zrO5eru3/MbXpLqwpP9OVlUTtKUJWAlv3oJJBmxp9I9S9cRP9Q+4GqyUYQ9TX0X00w0O/UJnMuj3UC1sL5Iv/xrZr/2ze+x6LxQC4++67+cpXvvJ2h/oPAoZhUFdXR2dnJ7t27bqsMOnLhwZJ5BMIIRFn6QrsiS6gJl+i2hmnpPspN2OUM8005WRLOmPeVrSQj9qgyeLMBN12K1dbL/DrsvQ88TzQHGiL+7CDEUia6GfJWRZKvotTtwLpZJQHn6skHBXU1yosCheJj6YYSpURz3ogCxFvnqXtglClB1XY5JN5RuMBSqaCWXLI5QW+YgKFEuOBCPGsh2zWjSrYhsYeXL5/XoddVKHsc50Rr7YWn1rCn7LxBxwCQYHfr2G0tLC0VdI+NkFPl0NHooaeqTB9U2tY643SnhoE3JY/pKTYGWNqIEnln65DDb15Om/WSM/XTvfHgHe8uvt8bNu2jYmJCX784x/zne98h2g0yoEDB5BScs0118zpg55T4acorL7Cg6bmeXqXj72JZWwQKspMvbcibQ7kVrDc38PJ3AKyeZWl3lES0SLB5jOQA3PE4N4lB2lyBlEKMFCspqNQRcgocEvuUQQOJ5Q17Ourpq3ZwutVyRY0pk1X7syjWaxvS+HTLQqNEfKJIvmSSrqo4AgvmYyrQTA9LZmaskintXkMt2tQVZUZw62g624oTdclqgr5vGBgQGAYgqny67jC66O9cIKkCBGWKRbZJ4iNhinPDSHDPtTopQ3axXC24MaspNvw8PA51a67d+/myJEjBAKBy5IB/G2QyWQYGBggl5u/3el8eDzuZqloq1RGHfpVFcNwPYNCqohiW0ghGLJrCcdfR3Z1odo2JhoPGfchK1qYUBqQjmQ6LpEoLJ1pvfPIPEMFtwq3QR1nPxs5nNrIZLycubJeoaGqUEaCsEySViLklADSdijYBjnTQJYgkQrTJd+NlGCaEstyFztdk2xeNk2VjHF8tILOqXLGxuoZG3OJHA74cqyoL6O8fg2FGz5MS+dzLD79K7RsirV7v0eybinF9evwdB6kMXaMUX0tIojrNZs2KsDgkNt8Ckwv2kSmZLDQP4pdXsXD30+x97TbpRDw2tzxfsH6K7z89//uFnEtW7bsgns+Pj4+p1H+vwOuu+46du3axfPPP8+dd955SW++WLI50TWF48xjIBXJY3IVHzePoAc9EM+xSHZywlhL1vQQNKdBCIY9C0kZLYgpML0harNnGPSeywuwatLP7b3lSEAxRlGrJWf0LD8aqgcEvaMrKZhBdK2EqpyrhleydfaeuZWpaZWpaejr04hGNaqqAoTLXeKlfB4SBR+7D7hrUCCgoeuhs9I/bjV6wbimTXsAACAASURBVBuh3TrF+5XH2C3XsSu3iUxGEg4LvIbFIruTAh5GtSZMR5vhitBJosM8AmNCSHS9BkOH6goTK58nnvVSn5rgglJ5CbJkk3l1kPD2S7d6dnR00NPTQyAQYMOG/xqu+N8H/mA86Vl84AMfYHJykp07d/LVr34Vcybhe+utt178TarK8nUeNC3Hk8/7GfW20ZBxewkNxWTcqsTUXMMe9E1xz/s/TWXZCLoogCO4R/ksmTN3kR11B72/4Ia3wt4iwaTrQR4yNmNZAo+TJ6rBaLEcy3EnUNiTJ6AWiLRVIqZjEMgw7XMoU1Vi2QKBxQvI2zqPP/USdXUa27dvIpPxE4u9ISIUj7uD8YbhFmd9PTFXoGYYEsMQFIuCJ9UrWeBv4QZeoFSaQDX7CecU5BTQuxe7eSnK7X+JOI/Q5K0gEong9/vJZDKkUinC4TBnzpzh/vvvB+Dee++9KMnI7wqzm7JZSbo3g+tNC/IFD2WiRCDgQ7dP0xT4F2r8+5DN4AzXsrjjVWxHQCWkY1EeUD+NWV2PoRmoqqS5Kkt1doJTxQVMTzlouuCX+ZvpLrgbl3p1jJe5nbwdRAiJoTusDPTS4pukMnaKKnOMU5617Cu7kUXeODFRhZkrUpxIMVyoROLmyUslgZzptdI08HoFHSNhYgGD8mqHHQ2D2LkiPdNROqcriOX97Or2Qzcz0ZVbObVxE1v7f07t6GHCo6eRT3dir1qNmk5RN3aEbHUb/jIVOfM8qQN9AJjhCgYjK6g1pumf8POLHwmSBddAb1hj8r4PaARD7me77777+N73vsfXv/71C4xWMpmkubl5LvLyx45169ZRUVHB0NAQhw4duuQin0gXUBTh6laeByHA9Ege77+CHS3HiRCn1eyky7cSDA/R6WkApkU5huHe0+PGBjYdf4nxLV5KhvvsNqc8vKe3HGOWUWymmHBRJMetVi9H1CBr157g5aHPoAibiHeAVTVPUOYZd9M1ioa69QlqM+sY716KbQumpmBqynUCKiuhpsqi3hunfzpM3vSQSEDQU6K+1qasTJAvKmSLOrYj6NWWUVI8bJHPk3N8HCisIpWSKBENVXW4hWfpFot5xX/9rKLqnFd44c9iJrQOGQykNAgoeTxcxDo5rkfNmxjphx92ue937NjxR8Uydjb+4DxpcD2JT33qU4yPj/Pcc89RKpVYv379m5OiqyqLV3pQ1RypRyLU1irggXb7KGtyL/CKuBZdl3z+rs9QE+1DU2ddWOn2ri59hML0p6AIA0WXiWcBPQjHoegpI17RDpNwsj/IWn8eB4FHKZF3DLAd1HAQkc+5LlxZGaFcDmnbKGUBegdOMpFM8uqrDzM6Osr27f9Ia2sbpunuXvN5V+lvfByGh91/Z433rNG2bXe3e67HLYgZdWR8q/iAZxcI6UYQJO4bBk7jvPAz1O2XrwQ033g0NDTQ2dnJ0NAQxWKRr33ta5RKJbZv385tt932ts99uZj16i/XSINrvHI5BbtkUx3cR63vsyii6NK9aqC09KHUDOO8vBypqFBmYWWi6H4Dv09S4c1gZkpMCTfcOzWt4vdD3F6ANTN1yvU01wQPg8/LcWMjV4VeZwlnmByzqDLHGFfr2Ru8Ed2jM2ZVUZzOMBL341CFlBLHdiiWZlS5VJvVdZOgqozkImSLOqPpEKNpOIMbQVIVSUO9pGi6UZVMxi1iGxyEwcEKDvj/kitbjnHTxM8I5qfQjhxGBoPIYBD/RC9C1KCrFk4xhsiPIQVML92KUizwzC6Vo/1u5CUaMrnrbpVly89d2Jqbm6mqqprXaPX09DAwMPC2Odv/0KBpGrfddhs//vGPeeyxxy5ppP1eHXs+L3oGtqXxanI5laNpbvYPUeOMUmmNsVU5gMA10glRgVlwNZ8VIVnZNU3KH2f3usVYqsq1w2XozoXevK7AytYBvA05NG1GbQqVeKGVPQOfZF3zvzJsWHQRxlFNFt78P1jb8y+kkgYnTzkkEiqmKRgdhdFRnTO+SpYutlnqG6J/OsR0McyZfoh6sixuN1m8yCaeUMhZHvL5BexLeLhBPENeejlRbCeZhNORxaxRjtJmd1KoWkhaK6fMjBG2Y5wSKzClii0VLFuhWGTOQM86KW/GwjfzJS+Jvr4+9u3bh2EYvOc977mME/5h4g8qJ302FEXh4x//OHv27KG+vp6/+Zu/ubziEU2jLf0kdvQIsywQiupwm/YwC/RTPBu9gbqK3rMM9NlwCDTtw359BYMlt/hnXWEvAB3RK/EHBOW2ZHpacKrXT2srhIwcectAOhJNcYt48HhA09CACcti92uvUdfWRiKR4NChQ9TW1mJZFkK4XVKGATNRfGZ536VkphjNNdqDgzA0BKOjruKT45xruDf6nkAT5oVfyTaRJ19BXvtBhPH2iyYaGxvp7Oyku7ub7373uyQSCVavXs1f/MVf/F6KemZ1fqdnvI7Lgaq6Q1EoGdTyFVTlXEpXoUqk10S0jkNXPT6R48bgr3jevJfpuMI0bnRAqgBunjjszbM4fYjembzbwuAEhtfmp/rHqPPEWEQXPbEyFmUOkBUBni27A6kaJCcKTCYMHIJIKfEreabz3hl9acmaugm2LZ8iptUQIMMHOIFdsBjJh+k3G+hJVRJL6RSLgmzevd+6DuGwwLLc+eBu9AQv5NawW1nGLb4nua7wNFomA5kMMujH1kdAK4GUyHoJ9Sqjws/DjxrkLbdH/OrNJjveZ1y0e++ee+7hO9/5zgVGa2TErZh/MynTPybccsstPPTQQxw5cuSSrHuhgEFV1M/4lEswpHriBBv34I30IKUgP7KByb56npi8kmhtkk3GUaqtETTDwuukAUgo5UjFXUo9ZpagleTuX3dyzcFO7r/l72lIJWYzs+cgE5ymr7mIJs9/vgWW1Nkb20GhbtdZv7chdJjF4TWsXVhiLBvi+DHB8KhCLifJ5RUOHVU4RCOhgENLRRJdk8SLEV57HQKn8jRUF/HXGGiaIBNpZK9yG+/iGXKOl16ziVhS49XwRm5Wnqdi4jTx+m0kSx4mc9VMWAqFokLRFBf1EBUF8sJDSWho88kHK+BZfOkq/0ceeQSAd73rXXNp0j9W/MF50rNobGykvr7+LS3MMptE7t+JIs/dehhKiWW+40yVeZEX0aMUqoMeGmPUvBZT6ujCpKHUiyMUDgeupi6YoqoySCLhejHFTJFsuevhOQ6oyWkcn0HRCOFNJSh5QuhlLWy7eRGaprFsGVx33fuQUqIoCvGLiHGdDUWBpib3NYtCAU6fhs5O13Ank5JqffSi5yiaFi89/DNu+uB9b7uRv6qqCsdxeOCBB5BS0tTUxN/+7d/+lxaLnY1ZcoyLUTVeDD6fIJ0bRpHzzyGhSmiKIbvq0YTNMnU/vzbvI6zniAaKtFRlaS11srOznd5SI16KaKZr7KuUGB6/Sh4vqCobjOMcT7eyPv40Ngo7/XcymfGTSDk40q1EbVBHGSxWE8u7C2rIW2Lb6jiBch8+DdaVDqM4FpbQ6PM0MmE0ks4HqQwIGhtLRPwFTMVHKqeTSrmhytl5ZBiz/OBgmjqPq3fwmu8q7iz+lCX2SZxo7g0iNcGc2MiS7K+IiJWEy6v50H/TaW279Byprq4mGAzS19c3xwOfTqeZmJhA07TLqoT+Y0EwGGT79u08/vjjPPbYY3z+85+/6LHvvqaNn+08jdTHiSz9CUIxETMh6UDzK2y45xCHfv5tfjZ+I9GqGDXaML/QP8SH7f+JjU5OCVLhzTBFkLgVxGu5zIaViSLhnuUUvYfxqedWbWeD0xy66jF8w++Zt7tfoKDlGs77pUPOSdI36Qf8SAl1DVDf6PI7DAy4XA35PKSzCq9nXQNXFrSoCBRJeQNkR334xossqMvirwlhV9TwqnIb2+ULPJoIMmVHOZxcRCoUIpsOkOnwArXnfTqJpkpUzY0IaprEMNxq8WJRAAqDNa20T3SinB2lECB0leCVTVwMo6OjvPzyy6iqyvvf//6LHvfHgD9YTxrcMOvGjRt55pln2Ldv35tyRwPI7iMuB/M80IVJkxjlYvzJ0hHIXIiBkusJNCijqLZDd2gtRTXAisAx9mZWU10NY2MwOKLjDbnXcqSAUAhBCW8xBaqG8HtIJydQVZWyMjcEODkZY3Jykqqq6nPCgvM5o7btOuZjY+5rdNT1qqenzw8HCVJWmKA6fyjYo2tIb5AvfvGLfOQjH3lbBRQtLS3EYjEcx2HZsmX8wz/8w1wI+veB2bF/M2rQ86HroKlFLioUDnO5PXDnyF8ufgbN0FAbatFkCW0swwpvN72lRuIZg+GCu4OvV8fA6+WMupSl3j6O59u5ZuIh0jLAg/JuBqeq5vLMi/UeYlaYznQt4DI9LWsrsHVFnFYxiKeQQBQckmqEPrWV4UIlRVtHIIkGCpSVa/hDKj5fAL9fdQVdZr6SabrzZGLCnSfj4zA15eb44qVaviv+T7bIF/lA8N/nfTRUYXFP+05qP/qpy26rv+OOO85JPcwWd65cufKPNvd3Mbz3ve/liSeeYNeuXfzJn/zJnBDQ+YiUefnY+1fyVPeDFETpnGVGKDYYeZZv+SFHnv0C/zp1B59Xf0aFOYqCZFotRygC6XWfKSkFhuWSvhfVAKatcKTYwFZf74x2tIvuZXtwVJNLcMdyflzYsRWGTzdgFEx0r4aug8fjdqxICc3NktXLTKRlcaZHp3dAI18QpDIaqYwGSMoCNh6/h6zlQR+28RomjhLlJB/ACYCSAcsWdGdqCQVswkoK6fOhqQ7CMNB1ga4L/D6bVHqQULCaiUkf09PuBK2rk2zYYJPJxBk+bVE9qGDkBUIReNqihK5vQy27eGX3o48+ipSSG2644RwZ5D9W/MF60gBXXnklzzzzDE8//TR33HHHm3uCtnXRhIYiJGSrKVl+vMaFBk04Ck7/cvpL7o6v1XZlF0+UbcEfELyaXY2UgtXNcXK5KKmUwuiIzdIFp4hoSXStGWEK9/rRMM/v2c0/ffe73HzzzXzmM58B4ODBvTzwwAPs2LGDP//zPwfcAZiednevIyOuMR4ZcRfb81u25j6rcEk7gkGXnWyq7F3Uxn6KYp8XGhIKomkpO97/ITZffxM/+MEPeOaZZ/jEJz4xx+R1Odi2bRsf/OAHqaurY/Pmzb/3vOOsx9bf34/jOG+pH9sILkQmFOZj15QOyEk3lO5Iwcnccp7cfxVXLMuwfUEcJZlFBAKs8PbwROpa4gUfZt410g3qONLjodezFNP0snX0EX5T3Mpr1hXM1E+zxOihTKR5JbUK03Y/c3nY4sNb+mj2TqJmktiOYEA00W83Eiu4n8VnWNRW2oQjysx3LaFpGkIYc/ULs8U34HrRDQ1QW+vOp2LR9bBjMZialBSnaijgw8eFEq2qcKjTB1HfwlO8YsWKc/6/b98+wO1F/d8NNTU1bNmyhT179vDoo49eksNe1UyKSt+8fxOKg2/hEapeSjBZivC9ifdzh99VKEtpruF3HJdlUJoWmuM+y3ktiCMVTpRqWaP3U6bPzi6Yru5Dqg6OkUItXUinLHEwg2/IWjqOQikXZahjJec7K4buEC1z8AVgVNfweA1CUVgdlWQzDmPjrtaAZQlSWQ2ybiTH71cJBlX8fpeEx++TLFN6OJZsIW95qSwMclfwGXYH30vOG6UqnKWi2U88MUEiESSfb53rBKyrk6xeXcIwXIcgHA4TvCLIeNM4qXgSzdBZsbIOLXrx1F0sFuO55577/9s78/ioqvP/v8+dfUkmmewbJCRhCfsmIGAViyxqqda61ArW7VesxYoLiktxRbS2xV2s2kL9utQNEERAEAHZEUJYQoDs+77MvtzfH5cMhCQQkFbQ+3695sWLzLk3dyYz9znPOc/z+SCEOOOuE1mWufvuu1m+fDlms5l//vOfHaot7tixg5tvvhmXy8XkyZOZP38+Qgjuv/9+li5dil6vJz09nXfeeYeIiAjeffddnn/++dDx2dnZ7Ny5k0GDBp3kWs7hTBpg2LBhpKWlkZ+fz7Jly7jqqqs6HSvLMnsavPT0+dB3cA/3YiDPP4itW8Zy3ejbkPBj0LsJBiSELBB5A9E2hlN4NJNOpYB6fSwV5h5YhLInaTJBmMnPqJ41FFbu4+rRczDo3AgEUqMfpKvBdguEhVFYVAQQqnaVZYiOTsdoHEx2djSLFnG0WENZouwMo1ERDggLUx7x8ZCRodyUIyKUgC3LFxJclgNHdoPfB8igM4ApDGnCLYAiVHL//feTnZ3N3LlzGTVqFFdddVWXMp93332XtWvXct1113VpReNsY7VaiYmJobq6mpKSktPShjYYdThMd2Jxvojg2L60LAMBCfmQ8vf2o+OL+imUe8JZuj2czQcjmdS3mKHp9dhMHgbGbaBnzy+wW45QUp2BdX8sbimMBtmGtSiPf7ivx4cyicw0FTFYs4cvmsfynUspNNBqZS4fWsGopCI0jXU0esIppB/Fvnj8slIsFBkRJNIuEROjJTwctFofH330GatWrSMszM6QISO5+OLLAP1xS9vHim5aaxWCQeVhschYLBKWeBu6I4HOi20sZ75n5/f72bFjB6BMqn+MXHfddWzcuJFly5YxZcqUTiepQdmPOFmnshQgPh4cpW5qAxGsKO5LH/sOGo8G6UAAdHoweBpD6ZNTa1MmZEh4XKXsMI0m0V+H8AWQjy7BeWI3YyodD7ImtG8tEwTJRyBiHyKgRcgCk9fIsD0X0jd5PRXuCMo9kZS7I2nwWfH6JCprJag94ZIlgcGgtIJGR7dOAmVaWhTLVYdD6eSTJKVlK8waxGKP5pLInXxVP5Q8TypfS0MZKv8Hi74BjzeePM949lV3p7lZudaEBJnBg2UcjjwqKurxHFOBwmw243Q68fi9NDtbcDqdnfo7AHz22Wf4/X7GjBkTah89Xb744gvy8vLIy8tjy5YtTJ8+nS1btrQbN336dBYsWMDIkSOZPHkyK1asYNKkSYwfP565c+ei1WqZNWsWc+fOZd68edx4440hVcY9e/YwZcqUkwboVs7pTFoIwbRp05gzZw4ffvgh48aN67AIIDc3l3/+858kJSXRs1sfqDh0NFgpBIUGrzaCkuAgnE06Xly6nJ5xi0my76GhJZqh1X6igga8aKn2K1+YbhSx13YJRpNMMCih14PJJFMtR2OL3MNvsh5ApznBXzr4CUjxNLdMJTvbhdU6mZKSMfz1r637PP2Ije0HwObNbQ81GJRgbLEoGXJYGISHK0VlcXEQEwN2e8dKn0JISJf/Pyg7RHDfJvC5EWkDEJlD27VfDRgwgOeff54lS5Zw3333MW3atFM6CG3fvh0g5JD1Q9CvXz/Wrl3LunXruOmmm7p8nBAgIm/AIWswOF5DEm4kfASbzAR3d0dyGkFnIT/q16TEdkNTHKCkXEN1k4mFm3qyLMfLzcPW8OusmSD50UhBUmJzEVkSW/dMp3BvEL+seNRGGVq4yvwlO5y9WVg3WdkGATKTnfym726M/haK6hIpkLNoCiiFaQaDTESYUgSm1SoiJlVVUFIi4/NpSUu7jjvuuC70ekpKgmi1QSRkJSj7Zbw+gT94TF1OEkGsBh/hFqV1Jsweh6Y+CrmuvP1mj86ANGT8mf1RgDVr1uByuUhNTT2t1ZnzibS0NC666CK++eYb3nvvPWbMmNHhOL1kxaSLwuHrQGdeBqkhDYc2gh5xteSWayjxxvGvhl/QK9J91IVNWRUJDzYQlBUV+RadUnEv4SMuYj+7BpbSHLsDGZmgOwytqYGAqQpn8goMNUPQuOJAyPgMtVhrxhGoTcbjqcfvSMGo68O+SHDrfcheP2a/ICmoI8p/rMI6VG3tkfEHRKgo0XWC5apBG0BrkvH6NXg8gmBQ0NwMzc0SlVVR7LaMIiWsHhONDA6+h9HVAi4/usZCerMTWfszCrtdx5ChgsREQW7ufqqrq0lMTCQqKgohBD6fD4/Hg8vlIhAIIITo1OQHlNqIL774AuB76XQvXryYqVOnIoRg5MiRNDQ0UF5e3qYosry8nKamJkaNGgXA1KlT+eyzz5g0aRKXXXZZaNzIkSP56KOP2v2O9957jxtuuOGU13LOZ9IAQ4YMYcCAAWRnZ/PYY4/x1FNPhfpyy8vLWbhwIR6Ph+nTp9OtWzdkv4/gug9h7wblDh0MIKX2pyXll3Qv1ZCfL+MIhLPjyG9Z9q0yGywIy+GO5OUUBZSl7gjqsQgnhyOGAIpMXmysMtP1+SAz8jW0J1QLK3hwlv2D2W/cCPwJu10p8mrzZmmDWK1Sm4Bssyn7p60VyTExEBWlzFy7qmQnhICkTDRJpza40Gq1XH311Vx00UW8+eabfPPNN9x2220d7jNv27aNQ4cOYTKZflBBgAkTJrB27VrWrFnD9ddff1p7nyaToNZ4LUfqr8bvKGdQZDlfVg1jMEuID6uA6AR6i1pcgXyMmWmkpvopLtNSWAgBuZ6UrE/RaI8td2g0QSDI0P5v8PWhX9LN20w3WwPdggW8U305zV6lUMxkCHBtv70khLs44EqlLBiHfFQQwmRSHlqtEjadztY+eDAaZYLBBlyuBqwmC1ZjOB5XkJp6DwERhuu4r5xB4yfC7CMszEu4TSLMrsNslRCi7Z6dfOWdBN6fi8flxKAYZYNWB71HQI+BZ/Q3KSkpYcGCBQAnXeX6MfDb3/6WjRs3snr1aq6++uoO+8GFEAyOuYlN5S8SOKEqWSNrubilN2sMtZQTxYToTSyrHkm2uxeOqgYMcQJkSLdlY+hRyvJLbkcEg+iLnUx0/B99wr/m67ENGDRyqMRCOq6QLGisxZW8CoCAT4//wCM0ubrhP5wWkvI/tslnOPoAkLGaApgig5gMAcKMfsI0Tsz+JmSHE0dzkKYWiXqnkSqXlXJ3JI6ACW9Ag/fodpwkHdt+kWXF06CpSbC3yc69yU9iFk1ojuqnSchIeOkrf0O/vn3QJA/E6XRQXV1NZGQkGRkZZ9wx8u677+LxeBg6dCg9WltlzoDS0lJSjqvWTU5OprS0tE2QLi0tbfMZaB1zIm+//TbXXXddu59/8MEHLF68+JTXck72SZ+IEIKZM2cye/Zsjhw5wh//+EfGjh3Lxo0bsdvtTJ06tY1HqNDq0Fx6I/JF14CjEUxWhMFMkiwTFtWAQWPhwGEdfr8gPFzZu9vc3JdJzi0UHq1A7E4hh8MG4TdYMWplxo9sQna6cfr1tHh0RJpyOiz2AqUQxx5eTm1TPFYrWK26UEC2WECv9+J2t2Cz2dFqJTQaxUgjKkp52GwdF5L9N4iOjubBBx9kw4YNPPTQQ0ydOpXhw4eHni8pKQmJllx77bU/qM1bVlYWI0aMYPv27XzzzTdceumlXT5WkVmVsZg1lDV2wxP04/MJIoSToMaCRijveZKhhnC/k11kkd4jSK9egkiW09k6sUDm9oynaCkZxVdNI1nePJDWwrAhyVUMSmukWM7gsM8MyBiNAptNmYSFhytBWlGUg4A3QHOdl/paH3WVftw+E55AKm63oAYAGSnopal+P1VVh3D56kjLjOeyX05GiFN/BUVUIppb57H77RfoaQwQkZiC1P8iSDyzm6LX62XevHl4PB4uueQSLrnkktM+x/lEQkIC48ePZ8WKFSxatIiHHnqow3EpYSOQ5bvYWf1PvIEWZFnGgJ2+tT8n1qtjUu/DrM52ELBEcLVnNR83jedwbQQJekhMLMJkLzpa4CeQNRo83SwQ8LI3woPvuAANICQZWQavy4zW4FYy7+o0SrdMI9bcVhVOCBmzIYBGryHcGkDSKK59AzJd9OkZYPvOHezdv49JN9yAXmumucVCda1ES70Wf5MWc1CQHvQymCZ03krcTT6amgX1LXpqnCaq3OG4AgZkWYQCdpSmkgRdKZoOXAWlgAd2rURkDsTn82EwGLDb7WccoPfv38/y5cvRaDTcfPPNZ3SOVuQO6ppOvK6ujHn66afRarXtjIe2bNmC2WymX79+Xbqecz6TBmU/de7cufz5z3+moKCA1atXU11dzYIFCzptAxI6A0Qct/wmBOHdI/mZpRGLzsuOA1Z8PmhuBr/WzRsxGQSimvE05hBbmE9uxAVotTI/H1iFXfKC0UdUsBnSE6DcCEf7G09Eow3Qr78FWaMjEHASHa1FkgQ+n4xyAzfidJayb98G+vVL5LLLLjgds6qzjhCCsWPH0r9/f1577TVee+01LrvsMqqqqli7di1+v59hw4b916U/u3KdF154IVu2bOGjjz5i3Lhxp/WFNlkkjC3KF6vRa0bnc2DCTUBrBCFoFmHEhLmJ8zZgdHrY4h1EIACxifXotB30oANajQ+vHt6ovBrPUVOMSIuHYb1bcJliyQ3GodXKxEVB9+6CmBilMMjZ5KO5zk9FmUyzQ9DsVjS+FRciExoRwKx3k2x3YQ2D5as+4YsvPyY1tRu/+c1v0Fol3nprMWvXy1RUFHHHHXecdBkw9B4azfS87k4CgQCa77E0XVRUxPz58ykoKCAhIYHp06f/z00wfgiuv/561qxZw7fffkteXl6ntqzdwkeREjYSh6+KYEDC02DD1VAN7EKjkRiiy2FvMJ2LrdupCUSwzjGcioogA/rvbj9DlyR8aGk2pIO0p93vEgK0BjerX3gHo0GDXmvAaJTRZ8gYDIpBhiTBqPQqgkKDP6C4vBXWWdFoJPwtbvbtkhH+vmT2GMKGTQbcAR3Bo7MBgYxW8qPXBo8aDlnxGcMJhksYkIhDIg7oF/QjHI24Gz1UN2gpa7Zi9zXgl7XHnLpOpFlpjZRlGY/H02Hg6wper5cXX3wRWZa55pprQoWmp8Mrr7zCm2++CcDw4cPbuLWVlJS0k7tttfDtbMy//vUvPv/8c7766qt2343333+/S0vdcJ5k0q3Y7XZefPFFli5dynPPPUfPnj27dGM6EX20jVEjW7DpnEav5gAAIABJREFUq1m9K5pGSznOYeupEiC0AYivZ2nPAOlVOiYn1xAd7gOPB1mGJmMctTvqMYpxxMd8ikZqu6Qly4IGVxoVNUeIjHQRHZ2k+AJL0NSUx44dX1JcvIvExEiys7PJzo7m4osX/E/bmTojIiKCWbNmMW7cON555x10Oh1CCC699FJuu+22c+ImfNFFF7Fo0SJKSkrYunXraRUqabVgMspotVDvNWPzKvmp0Cg3I7cpEqvWCQndCXNoSD2Uz7flPQg09aNbpBGjtv32htdn5IviKXgCir9yj+4BYhMNuIWe8HBITAhit3rxOAI0lskU52lp8eoJyHo4WmSml7zoNS0YNC0EaMYYJpOWlkBUlJ3m5mbmzp3Lnj17MJlM3HrrraFVI7vdzt/+9jeWL19OZWUls2bN6pLLz/exevT7/Xz88ce8//77+P3+0ErM+egudCZERUVx5ZVX8vHHH/PPf/6zQ3nUVoQQWPVKz3iDM4AhQkauERic9RzS9maCX9k7vTr8K3LpRVj0YTSSh4Dc3t0pKGnRNKdBVPsgfdwggn4DskZZnbFaBRqNskVnMECR+1j/ejAITp/ynSh12k8IAjIaIWOQfOikADopgEaSlWVqISNJyr9CHO2YaT1Khiahpdplx2fVEmOFJHMExhpf5wWLUUphl9VqRQhBQ0NDm2XmrvKf//yHkpISkpKSuPbaa0/7eIA//OEP/OEPfwBg2bJlvPzyy1x//fVs2bIFm83WTqQnISGBsLAwNm/ezIgRI1i4cGGoi2fFihXMmzePdevWYTab2xwXDAb5z3/+EzL+OBXnxZ708QghiI6OJjIyktTU1DMOHCLMSt8RWgyGAv7i3oo4qkBmCPjp5mjGK0kcivsWYRjDniNm6px26p1G/EEJCEMj3c3PI7Zj0ZeiEcrNOyjrCAQNHKifS3p6N/z+GrZsWURzcwG/+c0V/P3vj2E0Gpk1axZDhw5l9uzZ5OTksGjRIqZPn36W3qHvhxCC9PR09u7dy0033cTEiRN/0GKxE9FqtVx11VW8+eabvP322wwaNAhDZ9JYHWCxKBX6jQ4zkX6lWEDSaWnBQpS+GSKj2edI4dstWkordAQCUGJI5jKhQyd70Bx3UwrIgmZPBPuKxhIZIZPZUxBukgmzuDHqA7i8OoqKdRSh3HQFMlajj7hID15/PS2uKtA4sdnMSJJEeHg4cXFpoYBXXFzME088QUVFBZGRkcyZM6fNPtvYsWOJjo7mySefZMeOHTzwwAPMmjXrv6Kd7fV6Wb9+PZ988glFR7sWJk6cyO9+97t2N6EfO7/61a9YuXIl2dnZrF+/nosuuuiUx5gsAq/Tgl9rQOt3U6zpRkAW6FAm8JPtm3H12kkjnWtR64MyndnLtFSlEPQb4GiZhkYjsGjdNHmUz57N7CXG4scTkPDJGurqtYCSYQeDYLXK1NYepKrqADffPAWdTiCEhBDKCYUAl8uF0WhUlte90NREyFnO5YJDB6Gm9mi1dpSXYZn1JEQH8G/IhPI8CJ4QabR6pOGKH4NOpyM8PJyGhgb8fv9piSQVFBSE1MVmzJhxVrbkJk+ezPLly8nIyMBsNvPOO++Enhs0aBC7du0C4LXXXgu1YE2aNCnkL3HXXXfh8XgYP14pyBw5ciSvv/46oLhyJScnn9ae+XmTSbeSmJhIRkYGtbW1bVyZThujkbJkL9p8GZ8sc2XpYS6tKMYvBBLglTR8FW9DFpPQEMBOLXZdE+HJNgIRURxp/jcm56ckmD9DEl7qfRfx7b4+bNj8Lunpkdx99x9YvPhrKisrefZZZQZ83XXXMWzYMABuv/12Zs6cyfLly+nZs+dp7bH+txBCkJGRQVVVFVlZWedUgG5l4sSJrFy5ksLCQt55551Qv3lX0BsE0e796A6swdZyhIDGgGTtjdfUHZ8xjKXf9uBIiSHUnx5nbSC3dzbP1/2GOyM+JkbTSACBBpnKQCRvHbyXrN6QFOcloDEgJB0Ovw5vMECY2U+M1UOYTSLcrsNiFUiSnsbGRnbtyiM2IZZevQZ02PO9Y8cO/v3vf1NRUUF6ejqPPPJIh6IMffr04YUXXuDxxx+noKCAu+++m9tuu42JEyeelZWPiooKVq5cyYYNGygvV1TtYmNjmTFjBgMHnlmx2flOWFgYN998My+99BJvvfUWw4cPP+VKgt4g4TRY0Bj1iBY3CA31wUgSaEQWgj5SLjXR+8ipz+gw65SEj2TfIZr9EDjhbiv7tOxfPQ3lQGU/WJLArmmg1hevFHVptJTW60LPe30ygYCH5OQGkpJ0REaauPHGh5BlsNmcpKenk5iYREREJEajCVkOotMacDhkmpoELhdoNDI+d5D9uRLVNcpnODHKw9DMRuLiBY1Bwc6yCgb/YjryZ3+HmhIlrZe0IAcRl9yASDx2f4mJiaGxsZGqqqouO6kFg0FeeuklAoEAkydPJisrq0vHnQohBK+88kqHz7UGaFBahHNyctqNOXToUKfnvvjii9l8YmvPSTjvMmlQ9gKqqqpoamri22+/ZfTo0Wd8rnq/Gx9BJpXnM66yGL0cRH/0S2IMBriy9FM8cc1YjAZqo3pykEzKa7VQC1qtiaio39AY8Ruio2Hl/73FZ5+9Snh4OI8//hJCCC666CLefvttSktLGTJkCFOmTAn97h49evD73/+eV155hZdffpnk5GR69er1fd+e701jYyOpqannrAazXq9n5syZ3HvvvSxbtowRI0YwePDgLh0b3PAR8d99BX4vApADECirYX9dKqsrh+MPKIEtxtTC+Mx8jBHF5IkgtUEbT9bdQrK2kmhNI9WBCEr9sZgTHGQEgpgMPoJyDVGxJpK62TEaNQjR8VZMS0sLkiQRFxfXLkDLssySJUt46623kGWZSZMmceutt550tSAhIYEXXniBBQsWsGbNGl599VW2bdvGjBkzTum93RHV1dVs2bKFTZs2kZ2dDShiMj169OAXv/gFY8eO/UELCM8Fxo8fz8qVK8nNzeW9997jlltuOel4IcBolgjY7EgtTQhkPEElSw1KWoyyG40znF5RX7K/ZhJB+dj7Kwigk1xkVhQSU2dmR183LZYgMgKPM57g6rHUFvRHHOc+LQSUepReboNBsRAym8Fm89DcbMDlEths1WRk2NDpdGg0et577yMCAT96nQ5Fqz5AIBhAEMTplKirV6q2dVofAW+QXTmCugblc5kY5WZIzxZiEnWIMDsHjxyiqqqSrKwsJJMF+frZUJGPXH4Y9EZE+mCEqe0WX2xsLEeOHKGsrIyEhIQuTTKXLl3KwYMHiY6OZtq0MzcROtc57zJprVbLb3/7W1599VUWLFhAVlbWSZvbT0aC2YZZSIwvL8LQwTuhkQNomnJZH3kfXo+JiAhISG5fhb1q1So+++wzNBoNDz30UEg6MCUlhebmZtxuN6NGjWrXNjRx4kTy8/NZvnw5Tz75JE8++eQPIhbSSk5ODnv37kWv159R8cX/ih49enDDDTewaNEi5s+fz8svv3zKfX25shC++wrhP1ZHoBjJBxjifJ+vAiOI0bm4NHwbfcR+pCIfxdVa5KwoOLpvXeKPo8R/bG/PYpG4aLiO7Oz9NDQ00L3HKE7VGdbY2EgwGOzwev/zn/+waNEiQDGyuP7667t0s7JYLNxzzz0MHz6cl19+mW3btnHbbbcxYcIErrjiipNOuBwOB0VFRezatYvNmzdz5MiR0HN6vZ7Ro0czYcIEsrKyzom6hHMBIQTTp0/nnnvuYfHixVx66aV07979pMcYLVpa7AloSwsQQsZytPBUoxEQgIjiJLQjPsOodXCgZjwOXzSCAAnWvaSbt+I50JPoYB0TV5qocVr5uPsTNNdFYC/Z3XpVgJJ5CSHj8Sr/NxiUlr60NIHRqGfnTiXjHjUqEbMpSDDoJxj0sXDhv6iqquKRhx8GIeH1SrS06GhqlEGA2RjA0eBl5y4d1XXKMnqC3c2gPh5ikvXozHY0Oony8jKqqiqx2+2h1R8hBCT0QCQoS7zBYLBdv75OpyM+Pp6GhgYaGxtPOcGsrKwMfVfuvPPOH+22y3mZSYMS3NauXcv+/ft58skneeaZZzAa2xdcnIrB0Sms3bO20+cFoPXXkjXU1KmQyOrVq3n55ZcBRYHm+LL6+Ph4mpubCQaDnS7F3H777ZSVlbFr1y5mzZrF7Nmzu6RCc7Zxu92hJZ5f//rXZ/R+/i/51a9+xbZt2zhw4ACvv/46991330nHB3O+gUAnVabANOvbpGicSAGU2ZfNRlJ0FAaNBw/tJ3BaITEyNo1gMEhjYyNhYWFd6t1ubm7GaDS2y0ZXrlzJokWLEEJw77338rOf/eyU5zqRMWPG0Lt371A2vWTJEpYsWUJ6ejrdunULZeRCCGpqaigoKKC6VZPxKEajkSFDhjBixAguuOCCc6Ko8VwkPT2dSZMmsXz5cl5//XWeeeaZk05ihAApzAJaHZIcxBaoUxaotVoIBBB14dTuG0V81jriu+1HlgT4QPi1NG4ezUrtPVy7WqldOdz/WrT+MDRaKeScJR9dygZFJczrU/S4JQkMkp/ISB3lZYo6WEyMjMtVzbRpt/HII4+QmZnJ0qVLiYiIxOFU5D+dTtDrZOzhPprrvGzZaaCyTvF1j7d7GNjXR1x3I5XV1WzdfSRUC1FSUoLBYCAzM7Pd++FwOCgsLKS2tha73U5cXFybbZyEhATKysooLy8/aZBuXeb2eDyMHTu2Tdvoj5HzLpMG5Sbz8MMPc++995KXl8fzzz/P7NmzT7vaWydpuKnfxWiyv+10jNZkpKNuFVmW+eCDD3j33XcBZb95woQJbcb4/X48Hs9JM1OtVsujjz7K3//+d9avX8+cOXOYPn06l1122f8scwkEAsybNy9UIXk+OMdoNBpmzpzJH//4R9atW8cFF1xw8iIeR2Onuu564SMlTSD1m3RM2k2jQQJ+W1vCmwc24gseE1LXCEGYzsglib2or69Hp9N1qWra4XAQDAbb3YC2bNnSZqJ3JgG6lejoaB577DHy8/P59NNP2bdvH4cPH+bw4cMdv3a9npSUFDIzMxkxYgQDBgz4yS9nd5WbbrqJDRs2kJOTw5o1a05ZV2K0aqnW6wkP3852SxJhLh8ZHgdGrxeDr4GYghaCFf0RiXWg9yM3mpErIzDIHgY3fQyALCQaE/soFd8aFC/042jdk1bUy5SaHY0cICxMz84KZUxqKmzcqFQXu91uZFkwduyVXHTRlZSVyVhMQRIjPNRV+1m3zURlnTJRi7N7GdAvSEI3PXqDHkkjiIuLpqqqnJKSEkwmEyaTiQEDBrSb5Le0tJCdnY3P58NsNlNfX09dXR1DhgzBYlGCv9VqJTw8nJqaGrxeb6efw7fffpvdu3cTHh7O//t//++0/mbnG+dtJg1gs9l4/PHHue+++9i6dStPP/00DzzwwGlngIlxaQRikpGritpLJmp1iAHtb5jNzc288cYbrFu3DiEEv//975k8eXK7cU1NTQgh0Ol0BDpzy0C5Ud5///3Exsby8ccf8/LLL7Np0ybuvPPO/7rUoizLvP7662zfvp2wsDD+/Oc/nzc36YSEBG699VZeffVV/va3v6HVarnwwgs7HCuSeyEX7AV/B0LpWi3iZxMhLrXdUwOjkpnR92I+K9xNQXMdOknDBTHdmZI6AD2CvYcP4/P5uuS2U1FRgdfrJT7+mG3fvn37eO6555BlmRtuuCFUIfp9SUtLY+bMmfj9fvLz8ykoKCAQCBAMBpFlmYiIiFDtwekYlqgcw2q1cuutt/K3v/2NBQsWMGDAgE51vWVZZn/ufoqcDrTGFuqElXpzkBJsjCgoIMJ91HPUo0POb2v3qcdDsqwUKPljE0gy1VLsS1OCdAfOKBqNjN+vOE2BYpJVVtZCY6MVnU7R/V+2rIKYmCQsllTq6yO44oqpWA0e4sObqKqG1ftMVNQqS8ixdj99+0NUtA+XuxGjOTG01deqRFhaWorFYiEiIqJdstQaoP1+P1lZWcTExFBfX8+ePXs4fPhwGzGqhIQEcnNzqaio6FCj/8svv2Tx4sVotVoeeuih894r+lScrT5pzZw5c+Z8/9OcPuHh4fTv359NmzaRn5/PkSNH6Nev32nvT4jETNi/GTjOWkirB3si0s+nIo770G3evJnHH3+cAwcOoNfrefDBBztVW9q4cSNr1qzBZDJx7bXXnnTvXAjBoEGDiI+PZ8+ePRQWFrJy5Ur0ej09evQ4o57wUxEIBHjttddYsWIFOp2Oxx9//AfdEz8TMjIycLvd7Nu3j40bNxIfH9/xa4hMQN61pv2St6SBmG5Io37R6e+IMloZHZ/O5d36MSmlLwOiktAKiYMHD9LY2EhaWtopg7TP5+PAgQMYjUbS09MRQtDY2MhDDz2E0+lk4sSJ3HLLLWd99USSJKKiokhPTycjI4PMzEx69uxJt27dCA8PV/eZvyepqakcOXKEgoIC8vPzueSSSzp8T+vq6ti/fz/BYPCYAZUQyEJQGRZGWm0ZssbZqT2HpsWFVO1F07snjfZUioIpShdCYwMlDqUGptXCNDZW6ZE2mxWpYZPOT32Tj6YmI6mpisKhXp/IZZfdiMloItrqJT7MSXlxM1uzI/gu10KLS0O0PcAFI2DYcImoGEF29g6MRkM7u05JkrDZbJjN5nYTPofDwe7duwkEAvTp0yc0iTGZTDgcDtxuNzabLZQYmEwmysrK8Hg87aq8s7Ozef7555Flmbvuuiukm/1j5rnnFpCRcUfINOfER3X1Au64445TnucHC9KgLO+NHDmSsrIydu7cybp16067j1qYwxF9RimKNx4nhEUhLrgcadxvEDrlw5OXl8err77K+++/j9vtJisrizlz5nS61yzLMq+99hqFhYVERUUxcODALvXGpaWlcemll1JdXc2RI0f47rvvWLFiBR6Ph27dup21veKDBw/ywgsvsGnTptBk44fYC/++tE5uZFkmJyeHTZs2ERkZ2U4NSmh1iB4DkQtyIBhQJmEISMpAmnJX6O/cVXJzc6mqqiIpKalLn7WCggIaGxvp0aMHYWFhyLLMc889x5EjR+jfvz+zZs1SM9rzECEEAwcOZMOGDbjdbnw+X4f3hP3799PU1NTxSWSZSKcPc6CyY7v7gIwociKcAfzmMEwmKDGk4QwYkZtbKGkOp7u5mf62GmINTqRwI7KkaMQbjWDUB2lxmfF6BUlJMi4XRIYZiLU6sZtc1FUH+Hqrif2F0bS4tETZg1xwAQy/QBAbI9DpBQ0N9VRVVREWFtapp3a7yw4E2LNnD16vN5RBH48kSRQXF1NcXByqkSgrK8Pn86HVatt0QJSVlfHoo4/i8Xi46qqruOaaa7p0Dec78+YpQfqYNnrbR01N14K0kM9Uz+0s0tTUxLx580JtI5mZmdxyyy1d1kftiEAgQHZ2Np988kmoP85gMDBt2jSuuOKKk96Yc3JyeOihh2hpacFsNjNkyBCefPLJ0/r927Zt47333iMvLw9QsrFBgwYxfvx4hg4detotNtXV1WzYsIENGzZw8OBBQPEAvuaaa+jTp88pjj73aVWCArjllls6NH2QZRkqC8HRAPYERGRcuzGnor6+nuzsbCIiIujfv/8pg6vH42Hr1q0YjUaGDh2KJEksX76c1157DavVyksvvfSjMKf/KbN9+3Yef/xxJEli7ty57QL1xo0bqa+v7/BYrdfLgK1biZerCcZwVLtbIYgGWvxod9Yi9AYlDQY8Rhs7oi5jv7sH/Q1NxBmcaIRM8KhIyXfaHpSa4omPB6vRR12TDpNJZuRgDxFmLz53Cwdzmymq6U750Wptu12mf3/o3h2MRtFGoXT//v1UVVUxfPjwLq9UHjp0KGRW0VGCIssyTU1N5Ofno9Fo8Pv9oe0Yv9/P0KFD0el0OBwO7r33XkpLSxk+fDiPPPLIT2ZCa7cPY8KE7Z0+n5c3LORSeDLOiSANStXfmjVrWLRoEXV1ii5sSkoKo0ePZvTo0XTv3v2UGU9jYyMHDhxg1apVrFq1CovFgkajwWQycfnll/OLX/zilC1fjY2NzJgxg7q6Oq688kq++OILAoEA8+fPP+3lZFmW2bNnD08//TTr1q3DbreHREYyMjLo3r07iYmJIYs3SZKQZTn0BWidqRYUFLRprzEajVxxxRVcffXVIVexHwOtwQ9gypQpTJ069azvsR88eJD6+nr69esXKno51fjy8vJQNlFcXMyDDz6I1WrlpptuYsyYMWf1+lR+GN555x0++eQTwsPDefbZZ9tIXO7fv5/8/HxlufsEJL+fi5Yvx9rcTDBKg5yoA4PSmkUdSLm1iCB8ab+eGGMzg4I7kY4ui1ckTMBvikMrtb0F+5FYZ+iPNt6CySDjcmsYlOWmV6KDstIg2w5YqahXRFjsdpm+fYMUFHzNpEmXdmjwk5OTQ0NDAyNGjOhSF0NtbS05OTmEhYUxaNCg0wqqreFECEEgEGDOnDns2rWL7t278/zzz/9kZGhBCdLjx3cehA8fPs+CdCtut5tPP/2UpUuX0tx8zAjDaDSGAprdbicYDBIIBPD7/VRUVFBUVERjYyOgZJ35+fmEh4czZcoUHn744S71Y+fm5vLqq69y5MgRsrKyePrpp3nllVdYvXo1drudv/zlL50Wl3REXV0dL7zwAtnZ2Xg8Hnr27El0dHSoUvJ00Ov1XHDBBYwZM4Zhw4adlqTm+cRXX33F/PnzkWWZhIQE7rzzzrO2lB8MBvn2229DqyOnwuFwsGPHDqxWK4MHD8bv93PvvfeSn5/PpZdeyp/+9Kezcl0qPzx+v5+nnnqKHTt2YLfbefbZZ0M96i6Xi6+//rpdAakEhDs9jN6yCeFyKr1PnmMWlHi9ofJe2WSmRJtKuTaFZF0FcbomqrtfpdRVnEBlQh55fbbgtdQiZD2ifiwXGCewNz+Jshpl0mq3y2RlBUlJ8XPrrTchSYIPPvigw9dWUlLC4cOH6du37ylXfTweD/v27cPhcDB06NDvFVTfeOMNPv/8c2w2G3/9619/tJ7lnREZOYxx4zoPwoWF52mQbsXv95OTk8PGjRvZvHkzDQ0NpzzGZDKRmppKXFwchw4dCjmd2O12LrzwQpKSkkhOTiY5ORmdTkdLSwv19fVUVlaybds2Nm7cCChi/H/961+x2+14vV4ee+wx9u7dS0JCAjfeeCOjR48+qUZtUVERGzZsYNmyZTQ1NWGz2Zg5c2YoMLjdbg4ePEhZWVnoUV9f32alwGKxkJKSErrejIyMc77/+WyRm5vLSy+9RGFhIQDjxo3j1ltvJTw8/HudV5H13EW3bt1OuSoSCATYu3cv9fX1DBw4kIiICP7xj3+wePFiEhISmD9//k8qK/gp4PF4mDNnDjk5OcTGxjJv3rxQUKurq2P79u2hJV1Zlok0GOgRGUttvZ2snf+nBORAQAnWDgfB4hKkgP+Y2fzxvyssmYa0icjatj8vSd3N4awNBLXHenfkoAbZE03L9ueJDDfSt6/M1q0fUFNTwp133sn111+PyWTiww8/7PB1VVZWcuDAAXr37k1cXOdbRH6/nz179tDU1HTKsafi008/5e2330ar1fLMM8/8KLbkTpfIyGFcfHHnQbi4+DwP0ifS3NwcapZvaGhAo9GEHtHR0XTr1o3o6OhQoJNlmZ07d7Jw4cI2S8UnYjabQ8UP/fr146qrruJXv/pVm72blpYWHnjggZAFWkREBBdffDHR0dEYjUaCwSB1dXWUl5dz+PDhNjZogwYNYubMmWesrPZTxe/388knn/D+++/j8/mwWq1cccUVXHHFFWfcupGfn09RUVEo6J6M1r9jWloa3bp1Y9WqVbz44otIksRzzz13TsjAqpx9XC4Xjz76KLm5uSQlJfHss8+GPiuyLFNbW4vX6yU8PBydz4eutJSCYDKxW7/AWldMowjHgBdjfQXs3asc17Mn2Gz4LTYqsyuJcxchDBYaRozGlLYNSd+CtyYDR9kQNoz/F4GO7FUDehLFjVyQOomcnO088cQTDB06lFmzZnHttddiNBpDZhUnUlxczJEjRxgwYECn96GWlhYOHDiAw+EIeSycaffA8fUlM2fO/NH7lXdGRMQwxo7tPAiXl3ctSP+AbsinR1hYGL169eryzVEIwdChQxkyZAi7d+8mPz+fkpISSktLKSkpCck72mw2Dh48SFhYGA888AAjR45sdy6r1cpf//pXvv76a5YuXcqhQ4d49dVX0ev19O3bl8rKynbXOmrUKMaMGcOgQYPUVpkzQKvVcu211zJmzBheffVVdu/ezfvvv88nn3zC+PHj+fnPfx5qh+oqLS0tCCFOmZEHAgFqamqw2WykpKTw3XfftREsUQP0jxeTycScOXOYPXs2+fn5PPLIIzz99NPYbLaQk18rfr+fvJYWMq1lFCQNwVpfQjjN1BoSMDbmAiBrtYiICJAkdLKPmEv6UrDZTubIlUQN2w6SHyHJGOL3YOm7BKucRGNHZeIaL27DekymyaGtLo/HE2rv9Pv9nZoWtVamd1Q05vP5KCgooKqqCr/fT7du3dp0PLhcLlwuFx6PB6vVGrKm7IwPPviAf//73wghuOuuu36yARrOczGT/yWtbT4n29d86aWXWLlyJWVlZZ2OMRqNTJw4kQkTJrB48WKeeOIJwsPDGT16NA6Hg4iICBISEkhMTCQzM/O0LNtUOicxMZGnnnqKffv28dFHH7Ft2zaWLVvG8uXL6d69OwMHDiQqKgqbzUZ4eHi79731hiKEICcnB1mWKS4uxm63d3rDKSkpweVykZSURGFhIXPnziUYDHLNNdcwceLE/8nrVvnhsFqtPPnkkzz44IMUFhZy3333MWfOHJKSktqM02g0VPl8WF0OrHFxBHMNCJ8Hk9dBoLYBDSCSk5EzMxFeL+zahSE3l8xujTCkCqHiVwLeAAAO2ElEQVQ9Vogmab0IGUbLxSynvRAIEGrxat32alVENJvNOJ1OWlpa2hWS+v1+XC4Xdru9XR2Lw+EgJycHt9tNVFRUqP/++Od37NiByWTC6VTMNi0WC1lZWR16Lf/f//0fH3zwAUII7r777nPCHfCH5ryUBT0Xaa24brX0Oxmtvs1JSUn07duX3/3ud//ty1MBsrKyeOyxxygoKGDlypUcPHiQ3NxcCgoKOj0mIiKiTS1D643slVdeQQiByWRi5MiRjBs3jjFjxqDX63G73RQVFYVWWBYsWIDL5WLs2LFMnTr1f/BKVc4FbDYbzzzzDE888QSHDh3i/vvv59FHH22ztyqEIDY2lt2HDjE6SU+tsSeyT08wqKF5cG90zWWERdSjt1hg0yZlrxpgWCWyrr1RhRBgwYsND420Dagaoad7mOIa2Bps3W43oNTQOJ1Oampq2gXp2tpaHA5Hh0YtrZPR9PR0kpOT201YS0tLkWWZqKgounfvTm1tLWVlZRQXF7dZTZJlmX/84x989913SJLEzJkzv5c87o8FNZM+i7TOTFs/9KfCf/Sd70o7g8rZJTU1lTvuuINAIEBOTg65ubk0NTXR0NAQMkRpLbMwGo24XC6AUP9mXV0djY2NNDQ04HK52Lt3L2vXrsVisTBixAisVis+n4+Kigqqq6vx+XyMHDmSP/3pT+q2xU+MyMhI5s6dy7x589i+fTuPPPII9913Xxu1rISEBILBIP46PQHHUUMToTx84UnUB+KJXr4Ejd+pSIoBhHk6bJUCIKjBqoHGNpVCEgZNOOm2cUDbTBoItQZWV1e3K4h0OBwAHdZxNDY2YjAYOgzQoGw56fV64uLiMJvN1NXVodVq29z3/H4/L774ImvXrkWr1TJ79mxGjBjRyYv7aXG2ZEHVIM2xD3BZWRkulyv0JWht8zq+3aupqYmtW7fi9/vVJe0fEI1Gw8CBAxk4cOAZn6O8vJzVq1ezYsUKiouLQ202kiQRERGB1WplxowZ/OxnP1MD9E8Uo9HII488wuuvv86KFSuYO3cut99+O1deeSWgyBuHWaxUvbKFdoZrQkJGxhGRRXjtDiVVFgKqLWB3Kj1cJyBJgqTwG2lwrMPhrwFZIk43mAu7/x6dRlli1mq1WK3WUEadmZnJoUOHKCoq4oILLmh7CUf9BzrqdQ4PD6eyspLa2toOW7MMBgNer5empiaOHDlCXV0dkZGRIWtPt9vNc889x7Zt2zAajTz88MPnpfLhfxM1kz5LtO41ZWdnc+21155yfEtLCz169FA/kOc5CQkJ3HTTTfz2t7/l8OHD7Nixg7q6Ovx+P7169WLMmDE/Wq9bla6j0WhChjkLFy5kwYIFlJWVceutt6LVavHXOOlEthuEBrclBatjLx6bjbqYGAJhw0iRXkfgaTNURkuDtwfRpolcEftrtu3YTMAvc8HwEW0SAo1GQ0tLS6hoLCYmJqT+dSJ6vR6fz0dubi5xcXFYrdaQyFNqampIUyIiIqJd0qHT6QgGgxw8eBCDwUBUVBR9+vRR9uKrqnjqqafIz88nLCyMxx9/vJ2c708dNZM+i8TFxTFr1ixWrVrF3r17Q8tIkiS1afWSJImwsDCio6O58cYbf5K9fz9GhBBkZGSQkZHxQ1+KyjmKEIJf//rXxMTEMH/+fD7//HNyc3OZNWsWdsnaqZUqgMdsYut119E9NRWPy0VZWRkt9dfRK+I9hNAgCIKQcPjiyW28haEmk1KtHZCwhYe1C56tWXGrAlprcDxw4EC7Cu/Y2FiampqoqqqiqakJk8mEx+MhJiYmpMFQVFREdnY28fHx6HQ6/H4/TqeT6upqvF4vkiSRkpJCWloaQgiys7N59tlnaW5uJiEhgcceeyzkSa1yDHVP+iwihGDMmDEhicfjpe1UVFRUWrn44otJTExk3rx55OXlcffddzPjj38kQ69D9nVgpaoReLqb8HhdFBcXh8x2/P4EtlUNwqbZiVa48JBBrTOBbt26o9fr8Xg8eDyeDg0xWpUYW2VtU1NTsdlsVFVVceTIkVAhLCjZcJ8+fejevTsOh4OWlhbq6uqorKyksrKS1NRU0tPTKSoqCvkMgNKuFQgEsNvtyLIcUlpcsmQJb731FsFgkKFDh3L//fd3SV73p4qaSf+XUIOziopKZ/Ts2ZP58+czf/58Nm/ezNxnn+WWCdczSpsG/uPuypJAY9GTNnEQCUEvzc3NFBQUUFBQQJ8+fUhLu5j6+oHU1tbidzqJidGHtt6OF2U6kdraWkCp6gYlsx49ejTLly9n/fr1bYJ0K2azGbPZTExMDKmpqTQ1NZGXl0dZWRmpqakMGTKElpYW/H4/kiRhtVoxmUwcOHCAqqoqAObPn89XX30FwDXXXMNNN930kzHLOBNOlUl31cFYfYdVVFRUThOr1crs2bO544470Gq1vP3l+ywq/wo51ghaCWHUYh6cQNTUQWhMOiwWC/Hx8QwePBi9Xk9ZWRnBYBCz2UxjYyM1NTVUVFSwffv2kAdBRx7PcCxIH59ljx07FoD169d3GNiPRwiBzWZjwIAByLLMkSNHQsqN8fHxxMbGYjabqa6upra2ltraWh5++GG++uorDAYDs2bNYtq0aWqA7gKdeUmfToatZtIqKioqZ4AQgiuvvJLevXszb948vtm/lU2HvuP666/n6quv7rD7w2AwkJKSwuHDh9m/fz8tLS1otVp69uyJVqvl8OHDZGdn06tXL5xOJ1artd05TsykAfr27YvdbqeqqoqDBw92SRVPr9eTlpZGSUkJhYWFoZoMn89Hfn4+BQUFfPPNN+zYsQOtVktsbCyPPPLIabsB/lQ5VSbd1Q5eNUirqKiofA8yMzOZP38+b775Jl999RWLFi3i22+/Zdq0aQwePLjd+MTERKqrq2loaCAYDJKamhoSG7FYLOTk5IREejrKivfv3x86T15eHqWlpdTU1GC326msrGTNmjVdlq6Nj4+ntLSUAwcOUFNTg0ajweVykZeXx+LFiwkEAuh0OqZMmcKNN974kzH5OVucjT3p88ZgQ0VFReVcZ/fu3bzyyivodDqKiooYOnQo06ZNa5d9ejwempub0ev17bTkm5qa2LlzJ0IIevTo0cbb2uVycd1111FeXk7//v2prq5Gq9Xi8/lwuVzk5ORgtVp5+umn+eUvf9mloOp0OsnOziYQCLB//342b95MYWEhBoOBnj17ctddd9GjR4+z8wb9hDAah5GS0rmBhs32I3PBUlFRUTkf8Hq9LFmyhA8//DCkeNenTx8mTJjAmDFjuuQF73K5OHDgAFlZWaHxDoeDJ554gn//+98YjUaysrKw2WwMGTIEi8VCZWUlS5YsCVV0u1wuxo8fz6RJkzqUBW2lpqaGL7/8kpUrV1JXVwcoIi5Tp07l8ssvV/eezxCDYRjJyZ0H4chINUirqKio/GA0Njby4YcfsmrVqlCwNpvNXHzxxUyYMOGU2Wlrz3NtbS0rVqxg6dKlmEwmdu7cyYgRI/jd737H8OHD2+x9+3w+Nm3axLp169i6dWvo51FRUfTq1YuMjAz0ej1er5eKigr27t1LaWlpaFxycjKTJk1i3LhxHe6Hq3Qdg2EY8fGdB+GYGDVIq6ioqPzguN1u1q9fz5dffklubm7o5z169GDgwIH07t2bjIwMYmJiEEIgyzLl5eXk5eWxceNGtmzZEhIu6d+/PzfeeCN9+/Y95e/Ny8vj888/Z8uWLSEN7+NJSUmhuLgYvV7PyJEjmTRpEn379lVbUM8Sev0w4uI6D8JxcWqQVlFRUTmnaHVxW7NmTShwRkVFhSq2JUlCkqSQiQ8oMqCjRo3i8ssvp1+/fqf9O2VZprS0lNzcXAoLCwkEAmg0GtLS0khJSSE1NVX1IfgvoNMNIzq68yCclKQGaRUVFZVzEq/XS05ODvv27aOmpoadO3dSX18fej4yMpLMzEyysrIYN24ckZGRP+DVqpwJOt0w7PbOg3BKSteCtDp9UlFRUfkfo9frGTJkCEOGDAn9TJblkOueXq//Aa9O5WyganerqKio/IgQQqjLzj8yVO1uFRUVFRWVc5CzlUmrDXAqKioqKj8KZFlmxowZZGRkMGDAAHbu3NnhuB07dtC/f38yMjKYMWNGSNltzpw5JCUlMWjQIAYNGsTy5cvbHFdUVITVauUvf/lLl67nbGh3q0FaRUVFReVHwRdffEFeXh55eXksWLCA6dOndzhu+vTpLFiwIDR2xYoVoefuuecedu3axa5du5g8eXKb4+655x4mTZrUpWtpzaQ7e3QVNUirqKioqPwoWLx4MVOnTkUIwciRI2loaKC8vLzNmPLycpqamhg1ahRCCKZOncpnn312ynN/9tln9OjRo0s96qAEadUFS0VFRUVF5SilpaVttM6Tk5MpLS1tI4taWlpKcnJyuzGtvPzyyyxcuJBhw4bxwgsvEBkZicPhYN68eaxatarLS90TJkRTUzOs0+ejo6O7dB41SKuoqKio/CjoSPbjRAW1k42ZPn06jz76KEIIHn30Ue69917efvtt/vznP3PPPfecllTq8Uvo3wc1SKuoqKionLe88sorvPnmmwAMHz6c4uLi0HMlJSUkJia2GZ+cnExJSUmHY+Li4kI/v/3227niiisA2LJlCx999BEPPPAADQ0NSJKE0Wjkrrvu+q+9rlbUPWkVFRUVlfOWP/zhD6FCr1/+8pcsXLgQWZbZvHkzNputnQNYQkICYWFhbN68GVmWWbhwIVOmTAFos3/96aefhmRY169fT0FBAQUFBfzpT39i9uzZ/5MADWomraKioqLyI2Hy5MksX76cjIwMzGYz77zzTui5QYMGsWvXLgBee+01br75ZlwuF5MmTQpVbD/wwAPs2rULIQSpqam88cYbP8jrOB5Vu1tFRUVFReUcRV3uVlFRUVFROUdRg7SKioqKiso5ihqkVVRUVFRUzlHUIK2ioqKionKOogZpFRUVFRWVcxQ1SKuoqKioqJyjqEFaRUVFRUXlHEUN0ioqKioqKucoapBWUVFRUVE5R1GDtIqKioqKyjmKGqRVVFRUVFTOUf4/9QqOO8q1dD8AAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plotting.plot_connectome(feat_exp_matrix, coords, colorbar=True)" ] @@ -3104,30 +3041,9 @@ }, { "cell_type": "code", - "execution_count": 70, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "plotting.plot_connectome(feat_exp_matrix, coords, colorbar=True, edge_threshold=0.035)" ] @@ -3142,383 +3058,9 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": null, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/Users/isabellesimard2/anaconda3/lib/python3.7/site-packages/ipykernel_launcher.py:1: DeprecationWarning: The parameter \"threshold\" will be removed in 0.6.0 release of Nilearn. Please use the parameter \"edge_threshold\" instead.\n", - " \"\"\"Entry point for launching an IPython kernel.\n" - ] - }, - { - "data": { - "text/html": [ - "" - ], - "text/plain": [ - "" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "plotting.view_connectome(feat_exp_matrix, coords, threshold='98%')" ] @@ -3526,9 +3068,7 @@ { "cell_type": "code", "execution_count": null, - "metadata": { - "collapsed": true - }, + "metadata": {}, "outputs": [], "source": [] }