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@reflash
Created March 4, 2019 13:31
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## I&I"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:35:23.353501Z",
"start_time": "2018-10-22T07:35:22.113957Z"
}
},
"outputs": [],
"source": [
"import ipywidgets as widgets\n",
"import os\n",
"import sys\n",
"import skimage.io\n",
"import scipy\n",
"import json"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:35:23.985719Z",
"start_time": "2018-10-22T07:35:23.981316Z"
}
},
"outputs": [],
"source": [
"with open('json_config.json') as f:\n",
" json_conf = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:35:26.363734Z",
"start_time": "2018-10-22T07:35:24.614332Z"
},
"code_folding": [],
"init_cell": true,
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/gidi/anaconda3/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n",
"Using TensorFlow backend.\n"
]
}
],
"source": [
"\n",
"ROOT_DIR = os.path.abspath(json_conf['ssd_folder']) # add here mask RCNN path\n",
"sys.path.append(ROOT_DIR)\n",
"\n",
"import cv2\n",
"from utils_ssd import *\n",
"import pandas as pd\n",
"from PIL import Image\n",
"\n",
"from matplotlib import pyplot as plt\n",
"\n",
"%matplotlib inline\n",
"%load_ext autoreload\n",
"% autoreload 2"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:35:28.582670Z",
"start_time": "2018-10-22T07:35:28.564929Z"
}
},
"outputs": [],
"source": [
"data_folder = json_conf['data_folder']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### SVHN parsing"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:35:44.568263Z",
"start_time": "2018-10-22T07:35:44.538031Z"
},
"code_folding": [
0,
77
]
},
"outputs": [],
"source": [
"def read_process_h5(filename):\n",
" \"\"\" Reads and processes the mat files provided in the SVHN dataset. \n",
" Input: filename \n",
" Ouptut: list of python dictionaries \n",
" \"\"\" \n",
" \n",
" f = h5py.File(filename, 'r')\n",
" groups = list(f['digitStruct'].items())\n",
" bbox_ds = np.array(groups[0][1]).squeeze()\n",
" names_ds = np.array(groups[1][1]).squeeze()\n",
"\n",
" data_list = []\n",
" num_files = bbox_ds.shape[0]\n",
" count = 0\n",
"\n",
" for objref1, objref2 in zip(bbox_ds[:10000], names_ds[:10000]):\n",
"\n",
" data_dict = {}\n",
"\n",
" # Extract image name\n",
" names_ds = np.array(f[objref2]).squeeze()\n",
" filename = ''.join(chr(x) for x in names_ds)\n",
" data_dict['filename'] = filename\n",
"\n",
" #print filename\n",
"\n",
" # Extract other properties\n",
" items1 = list(f[objref1].items())\n",
"\n",
" # Extract image label\n",
" labels_ds = np.array(items1[1][1]).squeeze()\n",
" try:\n",
" label_vals = [int(f[ref][:][0, 0]) for ref in labels_ds]\n",
" except TypeError:\n",
" label_vals = [labels_ds]\n",
" data_dict['labels'] = label_vals\n",
" data_dict['length'] = len(label_vals)\n",
"\n",
" # Extract image height\n",
" height_ds = np.array(items1[0][1]).squeeze()\n",
" try:\n",
" height_vals = [f[ref][:][0, 0] for ref in height_ds]\n",
" except TypeError:\n",
" height_vals = [height_ds]\n",
" data_dict['height'] = height_vals\n",
"\n",
" # Extract image left coords\n",
" left_ds = np.array(items1[2][1]).squeeze()\n",
" try:\n",
" left_vals = [f[ref][:][0, 0] for ref in left_ds]\n",
" except TypeError:\n",
" left_vals = [left_ds]\n",
" data_dict['left'] = left_vals\n",
"\n",
" # Extract image top coords\n",
" top_ds = np.array(items1[3][1]).squeeze()\n",
" try:\n",
" top_vals = [f[ref][:][0, 0] for ref in top_ds]\n",
" except TypeError:\n",
" top_vals = [top_ds]\n",
" data_dict['top'] = top_vals\n",
"\n",
" # Extract image width\n",
" width_ds = np.array(items1[4][1]).squeeze()\n",
" try:\n",
" width_vals = [f[ref][:][0, 0] for ref in width_ds]\n",
" except TypeError:\n",
" width_vals = [width_ds]\n",
" data_dict['width'] = width_vals\n",
"\n",
" data_list.append(data_dict)\n",
"\n",
" count += 1\n",
" print ('Processed: %d/%d' % (count, num_files))\n",
"\n",
" return data_list\n",
"\n",
"def json_to_pascal(json, filename):\n",
" # convert json to pascal and save as csv\n",
" pascal_list = []\n",
" for i in json:\n",
" for j in range(len(i['labels'])):\n",
" pascal_list.append({'fname': i['filename'] \n",
" ,'xmin': int(i['left'][j]), 'xmax': int(i['left'][j]+i['width'][j])\n",
" ,'ymin': int(i['top'][j]), 'ymax': int(i['top'][j]+i['height'][j])\n",
" ,'class_id': int(i['labels'][j])})\n",
" df_pascal = pd.DataFrame(pascal_list,dtype='str')\n",
" df_pascal.to_csv(filename,index=False)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:35:45.173106Z",
"start_time": "2018-10-22T07:35:45.136354Z"
}
},
"outputs": [],
"source": [
"file_path = data_folder+'/digitStruct.mat'"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:45:50.327643Z",
"start_time": "2018-10-22T07:45:50.305226Z"
},
"scrolled": false
},
"outputs": [],
"source": [
"p = read_process_h5(file_path)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:44:42.338458Z",
"start_time": "2018-10-22T07:44:42.127247Z"
}
},
"outputs": [],
"source": [
"json_to_pascal(p, data_folder+'/pascal.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the trained weights file and make a copy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Init model"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:44:43.736359Z",
"start_time": "2018-10-22T07:44:43.684810Z"
}
},
"outputs": [],
"source": [
"\n",
"\n",
"task = 'svhn'\n",
"\n",
"labels_path = f'{data_folder}pascal.csv'\n",
"\n",
"input_format = ['class_id','image_name','xmax','xmin','ymax','ymin' ]\n",
" \n",
"df = pd.read_csv(labels_path)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Explore"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:45:35.912222Z",
"start_time": "2018-10-22T07:45:35.881055Z"
},
"code_folding": []
},
"outputs": [],
"source": [
"def viz_random_image(df):\n",
" file = np.random.choice(df.fname)\n",
" im = skimage.io.imread(f'{data_folder}/{file}')\n",
" annots = df[df.fname==file].iterrows()\n",
"\n",
" plt.figure(figsize=(6,6))\n",
" plt.imshow(im)\n",
"\n",
" current_axis = plt.gca()\n",
"\n",
" for box in annots:\n",
" label = box[1]['class_id']\n",
" current_axis.add_patch(plt.Rectangle(\n",
" (box[1]['xmin'], box[1]['ymin']), box[1]['xmax']-box[1]['xmin'],\n",
" box[1]['ymax']-box[1]['ymin'], color='blue', fill=False, linewidth=2)) \n",
" current_axis.text(box[1]['xmin'], box[1]['ymin'], label, size='x-large', color='white', bbox={'facecolor':'blue', 'alpha':1.0})\n",
" plt.show() "
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-22T07:45:37.221485Z",
"start_time": "2018-10-22T07:45:36.999022Z"
},
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"viz_random_image(df)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"class SVHN_Config(Config):\n",
" batch_size = 8\n",
" \n",
" dataset_folder = data_folder\n",
" task = task\n",
" \n",
" labels_path = labels_path\n",
"\n",
" input_format = input_format\n",
"\n",
"conf=SVHN_Config()\n",
"\n",
"resize = Resize(height=conf.img_height, width=conf.img_width)\n",
"trans = [resize]"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-18T13:48:24.581095Z",
"start_time": "2018-10-18T13:48:22.985792Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"data loading and preperations\n",
"class_ids [ 0 1 2 3 4 5 6 7 8 9 10] should be numeric\n",
"input format: ['class_id', 'image_name', 'xmax', 'xmin', 'ymax', 'ymin']\n",
" class_id fname xmax xmin ymax ymin\n",
"0 4 1.png 62 24 126 70\n",
"1 7 1.png 91 55 97 41\n",
"Create subset of 20 files in /home/gidi/data/extra/small_pascal.csv\n",
"split to 8000 train files 2000 val files\n",
"\n",
"loading weights\n",
"classes are: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10]\n",
"last layer indicies [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 162, 163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 243, 244, 245, 246, 247, 248, 249, 250, 251, 252, 253]\n",
"Shape of the 'conv4_3_norm_mbox_conf' weights:\n",
"\n",
"kernel:\t (3, 3, 512, 44)\n",
"bias:\t (44,)\n",
"Loading weights from /home/gidi/models/VGG_coco_SSD_300x300_iter_400000.h5_subsampled_11_classes.h5\n",
"created encoder with 10 classes\n"
]
}
],
"source": [
"learner = SSD_finetune(conf)\n",
"learner.get_data(create_subset=True)\n",
"\n",
"weights_destination_path=learner.init_weights()\n",
"\n",
"learner.get_model(mode='training', weights_path = weights_destination_path)\n",
"model = learner.model\n",
"learner.get_input_encoder()\n",
"ssd_input_encoder = learner.ssd_input_encoder\n",
"\n",
"# Training schedule definitions\n",
"adam = Adam(lr=0.0002, beta_1=0.9, beta_2=0.999, epsilon=1e-08, decay=0.0) \n",
"ssd_loss = SSDLoss(neg_pos_ratio=3, n_neg_min=0, alpha=1.0)\n",
"model.compile(optimizer=adam, loss=ssd_loss.compute_loss)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Data loaders From utils"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-18T13:48:31.120748Z",
"start_time": "2018-10-18T13:48:31.096327Z"
}
},
"outputs": [],
"source": [
"train_annotation_file=f'{conf.dataset_folder}train_pascal.csv'\n",
"val_annotation_file=f'{conf.dataset_folder}val_pascal.csv'\n",
"subset_annotation_file=f'{conf.dataset_folder}small_pascal.csv'\n"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-18T13:48:32.541399Z",
"start_time": "2018-10-18T13:48:31.958377Z"
},
"code_folding": [],
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Loaded 8000 images, with [<data_generator.object_detection_2d_geometric_ops.Resize object at 0x7ff84480f7f0>] transformations\n",
"Loaded 2000 images, with [<data_generator.object_detection_2d_geometric_ops.Resize object at 0x7ff84480f7f0>] transformations\n"
]
}
],
"source": [
"train_generator = learner.get_generator(conf.batch_size, trans=trans, anot_file=train_annotation_file,\n",
" encoder=ssd_input_encoder)\n",
"\n",
"val_generator = learner.get_generator(conf.batch_size,trans=trans, anot_file=val_annotation_file,\n",
" returns={'processed_images','encoded_labels'}, encoder=ssd_input_encoder,val=True)\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Train"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-18T13:51:43.725708Z",
"start_time": "2018-10-18T13:51:39.484115Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"changing\n"
]
}
],
"source": [
"learner.init_training()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"ExecuteTime": {
"end_time": "2018-10-18T13:52:11.517108Z",
"start_time": "2018-10-18T13:51:45.802267Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 7.5874Epoch 00000: val_loss improved from inf to 7.04152, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-00_loss-7.5827 _val_loss-7.0415.h5\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 40s - loss: 7.5827 - val_loss: 7.0415\n",
"Epoch 2/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 6.6095Epoch 00001: val_loss improved from 7.04152 to 6.48973, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-01_loss-6.6071 _val_loss-6.4897.h5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 6.6071 - val_loss: 6.4897\n",
"Epoch 3/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 6.0514Epoch 00002: val_loss improved from 6.48973 to 6.13927, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-02_loss-6.0516 _val_loss-6.1393.h5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 6.0516 - val_loss: 6.1393\n",
"Epoch 4/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 5.6588Epoch 00003: val_loss improved from 6.13927 to 5.69829, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-03_loss-5.6637 _val_loss-5.6983.h5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 5.6637 - val_loss: 5.6983\n",
"Epoch 5/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 5.3728Epoch 00004: val_loss improved from 5.69829 to 5.39932, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-04_loss-5.3695 _val_loss-5.3993.h5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 5.3695 - val_loss: 5.3993\n",
"Epoch 6/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 5.1709Epoch 00005: val_loss improved from 5.39932 to 5.10974, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-05_loss-5.1785 _val_loss-5.1097.h5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 5.1785 - val_loss: 5.1097\n",
"Epoch 7/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 4.9706Epoch 00006: val_loss improved from 5.10974 to 4.85505, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-06_loss-4.9696 _val_loss-4.8550.h5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 4.9696 - val_loss: 4.8550\n",
"Epoch 8/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 4.7608Epoch 00007: val_loss improved from 4.85505 to 4.15754, saving model to ./logs/ssd_20181020T0927_svhn_classes_10-07_loss-4.7622 _val_loss-4.1575.h5\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 4.7622 - val_loss: 4.1575\n",
"Epoch 9/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 4.5393Epoch 00008: val_loss did not improve\n"
]
},
{
"data": {
"image/png": 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6LiMIa1Zc2p9KX+pui9HYzVW404Q9TBieIXVZ+cvV1BMPVzBcfY5u/e9nBOYj4aKe/1oh60HzRQSfZbi/FJBLHj+a1zMPzc9eJpOi6uy8MwYHUEcyDDr6r7t8kWmZXfWsv0bDsryPS15oQUSajpnhnNOsQy6sygnMOF43Nc9XGI4fVkysg1pPjv/CaPXi6q5TcRCtH1+jJ/2sbN29UwJWgnNC9lkDsK/jIweC7/jRhnIKZsnNN5v8+vjSurncF7Xtr4wvl6hk3kpouM8P4SuhN0amMM9wZAuC61qMtQ/Aw5X0fI48gp5x7p6YxmfPMfOpwWL3fywvtujYpZwZG0tQ1jSdAl51VJCt9/Ux9l/tVxoJkVwL5PUik526mu6ZawiF83SpTzkc3TtnqdemPMaTXUy+nMW9y0Nduq9zb+Onjiy+DJD7hjNrEs8A19zkxrL9XPPPxbd52h1UtEE1zQlUH0AItqHbaTaOXCnHnTKD2AiQBoZmm2l+z3WpAbKLjT225dw/QGpkPLQABuJHPn3VQ7BSrA+3BC0ZMRQD1ANkbTR/ank5e2MDMTIdZZ0kc3cHuVLKcYaCEpIS3SO5rrSkxdjpmsxUDjMpmsuVHvMRDNOi81btGVKMwCpGEoypHx64utX+5w3oT3Ek8WWAfBCKHeXpwr5HAWcQ+5w0z2L3ukinld8GTwZIVDxdwWGRTLZklG9U+h+4UQRI2kXN67RNu/DGuEbWOqQDx5uWyVFYgvAuj/rOBkLdgbPoCz+acuzbo9eP0zPhZ6tHOWOHnOVhp2aWqhbUycM8b0YDQ6RYv+zi1sLIckfrl6HAYDrvj+pUDvpOdWyYZ9sZSY5cRu1k0DyakdjYWHrFxg/UzK/5e7Z8KR/5S17ykpe85H75soz8E91JhbB+Rov6XC3unpAKyozMJ790WknkSTJ+uG2ELfPAM6dT8pGHRxxjGUg2meZ+W2Fxmp/tkB9dOMaa4htZ9F0glorlTd8iRBM3XfWij+6uonxd8iyuCecS4Tyi6nG7V+j1mK38B/cKjP0BboJTJjujSq080giN0heysHYC5IzlzkcMl+VkgHddeBJXVtCf7sgplFuxf6KTd8HN3IY+aRk1kz/c3wulq58Abl8WyD9XHBgOr0+/Vy4OTy9Fzwe/2pXxnGYJeL6x5Fr7mfe+sInKuXYouafI6yiNvYTILPPtMeNKGA/m/vvYkSofub4YwAKN3qqOlhYjpQBp70N6NK4uaSAengg924G4Kw3/PaxYGb0JIHcOQQaNIf9qKEYRYOIhhyFU/19MZl2jvmV8FL+izpMONW2+k5ywy2cRwBtlSZW9645iHv23HOczymAmP0ogH1+qkMH8anHPwo2tqZ55P5M0UsiwMTll8TpgV98vPpdYcmAuxYHfpB3eRaOgyqkTJNBOzLz1j4KlExkbT6tU5K1ISIzXpxqQjQSkUs6H/p7zHeP0+cq7FEWffFSQ/20rVQzEuW/KyUDLxJZCKBfYaCWgTmFK0/Vxtc9TKPbjMtSbI2UuTChPDTu2dN/DxpHXGEbbiE0IIX5z9aEtqDLez5UfmY+c0/efYqOcntTkPy9F5KJjhHw8uKrnc460mLB6l6Cu/67Ytr9WL9EZU5RVHe53ZLgja1L2RKaPrknvBsPfk8BXtvx4/p5D++7eovT5jvzfAN+5s+R3D0jut2fjAYR9WRNixWvWEhM4/X7S5vIg5skSVDrAS790cybnrs9coxcydrHtflR+lIw8ygxgP9L6Plpbxr/9GOE01sus/5N6Vkg7K8PpTmLsBZgbukzSIgSg9u6Satle/+E/kr7pw4MmhNnaskeK2ZoKDf+P1/VrHy1aGUkoawnUE1ZzokAuSspIxgxPSsKl2e85FxANw7pYd7V8puMgShzB+BGRv5fa13M1KK+VJfDM4y0P5EcC5L4wZ+6Te8H3vHJG9ncUqgjj2qIf5s9PoaOip1YhnQ9vluC9cnU04LDFVoDKRJ8LgHGkoK/Xcv7e4D4Bw/uBp2BelPkwMdhVYTiW7BlwzI65dFy04iP1rwUbxZ6UuMVlEl8RQZpHWgDZkCVgrkZmmPC0Arc17Vb4uVeU8rPkNDPJ/iifHgHgSBXa5YJzpybvXXCThFFlii4CdmufxxvoHpEfCZCfSa6Ys1K+cp8PGnG6UQ5TbcgfXLoeKSo9LjJELtvdlaFlTle6yBlbK2LrrdlWa1g6Vxt6tfqk8vPGT7tv06spzcE371wZHW09MEv9+Amuytj48BiG6oBMiGZjWxlfUZG6juTyEF1WxtKZ62nJtsmMz4n19N7kxoGlqOr4sndQWXdB0diIz9nZiSHfLp7Yoi0udr9saHbkr6GiaJ7P0n9EQJ7B7zlUoY5NGsYsjdyVcrgM9DSJyl8kDaq/p8cPZF1mes3CuYY4a5OEakVhHbNbendFPDPP10zD1Dl19pCHMLQYGHr9WV0qvmwPvONHM9pUP0eTH5buhM17EO9h/YgmMPGZvpUuJCB41S2RxyRXZQzL7v/Tp6mF9a9VLI+87UyIDqIeVjBN9JPLNk4SSD+gMBWOiy5SRU8A9R8RkIt81BrmDlUD5nFzlCHuEZjHFO81OxWIHrGdwy3slEcEDkBdM1RTqfQ0l40wmDFP4c3k3hgdSMnGQx48A/eqsH3PhNhPBiq7NjcGXN6GMnbr4iMz9zk5gUUrvP7We7menzcfOfX7YULWPUQwcDZWPgMvt/JlUO5Q9VqmUY39MFOFcylW/MB5V1yZ+RXmk6gSt+JiyHCN5Y9PVDcCkn9YfoRADjwG5mP4uIqhBpZ5XLvT5bkiINI2fjhmJcBy0E9rHDdAGIl+GGwOaVlHSwwvMdR7GHklAyM/XCXkvvcOG1eswDKbAF7vc7jdr/USTEZRbUWYdEw8jGDeHLLtKyG98EUdQo6RJ9cKEI4WCEUi7UPLwd97iDocXx5sxiz8SSO9+kjmW2dxJMNWIoQ3pkLxH26yqT19UH6cQP5Q2WUK54w2A+dLl3JclD4vCmFwyY2Nrl8pwl2JP2fVtnuYxzayiTgotpxxvjBVerqDTn4dKj+MPVKpjiMN8VbF8USsW9smSlbZYQVMZPvcmb6s8x601And8bbqS16nMWsC9GAGHTZkyd2wv9WButsHGQrs/rZccV6afPfPPUWObDbNAhxHUmrmVT7quh7wJ9n080LPwPIf2Tryl7zkJS/54cmPkpE/ZgAnT7G/H90Hc2M9svFTziCjdoxH2ApDpxA4s6z5KBcn1/09Y42ZUlejAl88FO5UpRl3f0b6TvHnkJLlbXRp5LGUMdSCNUcfQ7/o2LhQ+ZHk9wuWb9ug5MYyohuFhxDnGqy0x3GKrPO2lnTuNogpIXymDIhL6bRFjuMv07fQSIYBZUXWrSH3p/yU/k7upzi4GEdr8/R8JFdQYlJOR1Folls7esiLVcj3H8iHwjorlaswfq171Kl1/4fbD302VDtqqBrrbPXKgNDOaUA0+ItnS3BjfFWDLyDRDyOzO2QadwS3phNpgAj5AFggt0bo7A0KLhUJ7vIcHqcEquwqRNZokh8KT8fKGmd5hjiKre7cQUjXLouiWirIpZjzKt9saWRQCrmusrcoxJuMSy1Zn3IjupUpjxfvdbNozuSDS3Mb6liujzEf9WtO388wYNpTYwzDURqsN5/lWvk6QP7hzFwzazmZMdkxxP0GMyIGhc453rcfnitOOjBJfEWIvpIiS2n0D8rbgCJ1lx5RtflhKCXtyHxat7bVfOTQci4K+culrpHLl/au37ByvCId3D2wq4GBdlKW9OXW1EfumDmhH3QlAUhBdtC9/8/EoY4DgE8yNJKEDFhX5Qzgu5bViow+WglQfsBGSSxLSZ7nTKQy5EHHaLHSszOzNBF3mmV9fxbNE5A7yZcB8sfXUj4wLhkA9APRH1Tmw9U1aeC+gbHvwEfT9QCqdeiEcyYQiKEw6IK1jWucHbxW/bmSvHQOcHSlLxf0QK9A2K8kqppZm1PWGcqqABxIK03mEVQ0GKdrrDdnYN6yW5semvwfpxLVouq1OcuNrNy+pQlhx9bvlYr5DvqEyL1xP2iEVH4NORufIR3hMNoSTo2ADp4DtG3cJZVRCG3e/vfZV4NyYFjukS8D5B+W5xs5nNY8u88Juy5ijM+PGDuJITNg/4OOXSWYk5iaMNSReXcIDRmpnwgpKaut9CP4NdSeifvVQScp1EPuIbwDxaN2o8AsKOf0y4mzHDMrWRzBPLtW/I7daCR93HHMYf0+7StV8PDhI17qKwNdQY0G9l6GrpCJbFwuVYiGmdLXKnAReaVePfKgsRU8V5KKtoT0ETN5TX4Yq1buqg9jPvPHMsO8HO1cZo0Yrkt6pSZ0WTZ+DCrOqVlMLxkcAYWo0wm6PfJa80PiJcbBWHn+rnGIfnIpsJ8e5KDDEFJ5u0jmT7EDG/l9XAbV8sKD0GoEZkLuv1CNFJsKEwpfd4IsToaMiu+nwuWnL9Km7ll7OW9L1CMkghmKs3ZeJDNe/jxgLRWpWdNTUvphMPIrxvyhCCO7OZSzIGeMGXHga9d8GEpP+MhlU9JBGs5rIN9IqNoFOe1AB8/JUL7iUcL088FWc5Z4PvygE2AMwfOqlCE6h3RptYG5JvpOz+5CsJdf1Izbb5gCieESe9HdMzkDwzDAdGjxyaihl6lmqZVtPtI35NHpeW1PhD1hv090PY3veqpHcaiv2030h2rNXefJMtvk41dlKXl50mznDwPIPyQzsJYhPkA02eCb2/JRMxvwMrUm1889OFyb1KEIKk7/4aGQQLzc8snjjVLr69bTh5z1G/+2efNvi3tCAx2mE9+wQ33S7TjdQb90jkt8G5ExeVb/ZowlGLsesTBKfyuPKPQCS/xJx3CmQGEKWbS0cmSWLex++aNY81R/YoiS6yXKMYwmje60+QftqVyRc1FIymTUvV6A+jGZnj7p9Ins7MXIPygZwMeGJLZzxA/fAWZNYWw4x9CXRwAGKHa0ZqH+I3LYH4+nAqNcZ258dUIngfi9+cxgfjmSMsONLpMrfN2Np49UbaFoUxmM1FAUqhwarON7ZldiPTJZvNP4e6aus3L/4LmmbjXnp0u917QIl/rU492KLmPyk7A7yIeAnIj+GoC/B2ADcGPm305EvwrAnwLwcwD+GoDfx8x/92NqfqJMQI3Df5EuH9fDpBMcPSfD4mOVRv3SDxu4+VhoiK+MvyAO+X4YRF9t8bpaYTbyMTE27ADIAXrIQxg4xDLP7740uB1LR9Pubgmfb3F7GNN2YO6zNuQrsvrwfWBsQYMYx2zlzYGYDXPU3o3sZiDuW0uV6tiK5Cn/8wyhWL0/I8eunz06i6S8I1m9NHjIo5L+WLXu+1CH2jpF3YsRwRMR/RmTnf8CM//TzPzb++8/DOAvMPNvA/AX+u/PlbvLgyff55e1T/sfuZ7ytRQBp99jCvW9cnLzXGW7Xvp9J4Ev6CPX6OQPVA9YaCgn779l5yL2rpGDXkljp5j7KY+kBrAM4haPz6x8uMO3+ict8VAuIsIi32GFJcZmrs1Ea3bv8oQWnv6umHg0QKbrUfttf5JnjH/HWpZfj+Ua2M/CDG+aOo2/XbsPToq+mZfS5vI6UulB+YxVK78HwB/v3/84gH/tE9KI8sh46LRQpVPEn6PPa3z+njqikp0cNaf7rlv7mYE5h6cp//BE8gTbq7TNTWJ/zFEfc9v6CUpf9mMFV1VegTlVoHNZLPMk8YvRkO/yT8BYsd0BNxYF9MWBeAXmVg5m2I4a+Hjqo/xZWQdDKffY6v2sSI6Z48nTZldOpDCiUvz594nPPPCrE8YS23VKMMQ4iWewNSMY+D4obeUDXv9SPgrkDOC/JaL/mYh+vl/7dcz8twCgf/7aD6bxkpe85CUvOZCPTnb+c8z8N4no1wL474jo/7j6YAf+nweAX/Wrf83HtPiwcfNOtRyZc0BfTdCo6HDZBygN/0kctY423OdZuMm2vStuushwZnpNnqWRjVVJ+gndkpWHwEfp0eBbHlU+iCC58m3NuY1rLMhs1YO5Y4xNUvj0ybWB0VV/eMzNWOcubkabb3CrVz5PThjrNOl6WFyu9pBgMx+lp+5hI9bxiCCOHK+DSd0L07X7onxYPsTImflv9s84q0uQAAAgAElEQVRfBvBnAPwOAH+biH49APTPX548+wvM/NuZ+bf/yl/5D31EjbtlBC8a3SNpeHx9bH4wDC5/U+qWGc2PpAjv/ILmJpHJtxq4gyvRfZ/m9s6GGQ7EmkTKzNidr/fo70KCp0FY/lNfBGQuLszNqgOCvbkkUTo+HyK3z2gMTpV3w/DkovFuG+/2mfqCC9dKUQ5pCi78zV0TZ86NCuZynFW5tDBDcYqh80V9oEKtdzYW+VYdIbnbPsQw91Sk+Zmm08vDQE5E/yAR/Ur5DuBfAvCXAfw5AH+wB/uDAP7sR5W8qBGuIAy5/49juNeMGhLMKi/YA/fUmB6Nl9JD0fccQ+mbYlIWYujUVUhGCDzer4CXsuf7WPI7JUNcbjKO92Libh4pKgPLei9lwPtq1S+vnvs+oerSnCRNgA5wLHSu+GQRkb2iuSWSAwoPcKTPkv/n/esxtZSOKJqMjlwLQWPrdxwg5anIY5m619/tSOXEGApkbpPkKd7BGAnbGBnKcKRcmHwsspJHjVU2hqRz+U2M5UnnyK24gIlT+Yhr5dcB+DO9gN4A/JfM/F8T0V8C8KeJ6A8B+OsAfu8H0jiXe8f6VRThV37zypGVHdPl+vJByi5wGNb7lbDZMXDPeM3CkrtyqBVdzMKRCndWiTJuF62dFigjCjE1ro4KHU4Pf1IQPwBsV1itOqwMOX0LUUzAXJ72AOE7eK4bGtp1ehbQnaTE1M9u8+vIWXX2iy7NWBdWftAGuHwcQ2i7hRDMUFT2gAnhJiH8vneDkbm9HFVSWzCL6axfuTqZvlV5Ei+LVifRPygPAzkz/1UA/1Rx/e8A+J33xvfYmsqjHjhLqPjN6TvlwLNGbw9z+C9xrwEZexhKCWsZ5Mbn2GbR4c58gFlxUyfpmr+mbB+X7BhYdwoWYQNMZbeJ7LjxT5Dfbp0Nba5AwQay+Nz9YGwnACQ4mGoypefi9sajf19Iclp3er/ZK0K2fbOsZoPMVpHdcg0lXWyMYjiD6IrZHZ0fcXWqXY47l1Tmq+yCUXqCLNFpI3N1F64ctMqCuRwtSx1eVUdjzrnrWsZyCmEnhsJDwJ3yPd/Z6ZD33oOc1PBTbKuTSgoVSo7NBU0iOsRdfymioaPkDmP3rgC1bFKZ9OgxfM8H/J/XvwLxk0bGvq/2LxQyngCYVePkTklpkwCrAHN/HN5d45kShywMNhS9rtgxveG1Sz6d7IOs6qonm8vAfT/vpH0URlbeA9jBylTeAcr5VVCDpEZXGa/h8bM43cM+GHs9AyWZcAYq71cxRA7T+wanNAYNR2Z+j8x65WNy/ORYJtflew7kz5WqGcwKddw9WMRWPRqAZ9ZZzjrRNMWQrkx0XX1WNZrqfZryaZggiRXr2uchtD9uCIqIdzV3Hr8rmJN09wROCcSpazJzyfjDBcg9UXXRevdkN04pLJCMAAHkz3rpSyOq+g7H6GpEhuQcixS5LvmwneZceUN7Tx0d9bWjtOlcNeDaiJUA2xL6mBy9DrvXEHAQxgW8W4sfLZCfLcj35G9kd+PZIR9b2UWI65R85yFTgIenhm9DgLNGfkW7i61KXaAjoa9T9P2X7WJksEbvbAkf3GqiHL0is1aKuRI8qPVrQLlETNK2KToaA8HVe59E9Bhv79a0i77ZxB2XcSfmbGJYNScXX2+k/hnvhgqEw/nOUTW5Ir27QLwlehD++TJ40B6Rq88eZe3ADlwukQdAHPghAblHkSvB++eMC9iJcbl2xG2S/HXSsfzvp4nTpLOLKzvDDrtgjUsPEhJHX081OrjrgNo+beldtU6SBiNYaOcqm9y1evWYpWG/i8Li+IX1TxpBP+udXdmEZuTOIGdbMWPupc7PFaRs+WHUN5aHMWx5+UV2zeWxR+VnsbDWzg9aU7r1WNO/RCkmOlx4luCt3qfIFdfZx0PU8gMA8lQ5F0dHQ5CijtkdPDRMqkTS1689e+Nt3fDqwfckBopANjzlwKF1ftbue58xumdYGsNldu31aeWc7/ut7RYfdTYeAFSudzBliVd/JM3UJdDAUdi/pdOeZUnCu4f68r4GuuN56Mr+JQaWeOR7jnAsE69jHE20/JGfQA/t9riP6MizqEKDc6dPfrbQ83li/WDYUOUNCGHKys8g3IzVeDXGMo9/fpPCqP4o2KNQ/gMA8iTFyo9aCiaSa1tad7hB6f4T5JAZS+uk08ZYirAQSskUv091Okpm2lDnEfsh8QjkHUS7ogOQdwsUSGln5yRDF2HLCnDkfld4FlEhrtP2IV3cmv/4mjfPgKtaYwFudq6VAcQZ4wod/8tXIoVTBV1uS3DLZdKiODfGlL/00aGS3buW5YUYp7ePQlxfsdXaxnEHKsYq1YB85HRzCyZt9ErnvYcLJflhvOrtJS95yUt+xPIDYeTO3F22ahP+SNWLJHyk7jtBd6Ddf3K06TG8wSRvBnE6EVAfSzsjG8JuKyfmQTmVg4Q8HD/yORLaRpWD+GXYP/qqKbBy+/SRe9dKQYiSEzyuzkjMy1GvuH2clJnbNZ8Gksei2gpfl0A4dsBHFoY2lFwHDOFe4gZrL5AAfFkBiJuDeviSYupAk93orR4ixpG/K1Cet8t7pF7j7UfCF/pYGYW1tmkMJOGKpP3PIf7jThRazkyBYZhzv/xAgBwIQCslfvdLgg2g63GViAdz0kf07h3Jztt+Uetph8KwTn2SsGk43h/Tl3Kjk3Ao4xsS5nzBRehXkXgQKoBcrks84Zuviq66Vp9kqetrB0hJfBaIg19d9KBwzWedYVkwf7m9dq095AAyGFt/fowo29wrgte+iBoQE7ybKbtWWhPIZSX6CdqGLAytu6h5mMkdr/vfH4Hxa/0gG/Ror2v33mjQymXDV/ts9kYBVaKirQvFmAV9xszaDwjIszzKkJF2JCa2PC10u9464Hn6FL5l1l+HaN+PdDhIN+GoXVaYy7ZiCFulZ1kt9FYw8tcoBCNQ6JD+kKjyuc6WvQkNtzKpdABKqah97ZJLI5iKAj2CodDLHAA9p20ptjj8IWEtOeHmjIVjmXSIN62GSqG27NMVBI+JD1K16hrMxwzr6PWk2V2RGWWy9O+dfHfP5uFqlR0lQtYXgnIAegHHaC7o1NrcjEh9HMSBHySQ+245a13HhZfL/N42ei08tXMyrqt1HujeDiUgQReTzo9TY4A18ZYOcdQ9JYyxY/+CBqHSqetAHmI4YJbbbPccZgbxg2xzbEknVWsCosUx8mqc7d6+o4d97bo8lJhAvMBGho6PczsgbOfdGX02Y8o7mBcwN1fKwgRaAMYSts9T+O6gnp3rSYkJDVmpGeIMVp+A2BM5a38fYvtstd0KI5utMYVpTgsScC6pwF2S1+M4lh8gkANqhadMYgiNoTjrRwsZTX32T1bqhS+qa25U49D1UjeqAnr6oO/EfA4bkOKuWKL/0JYbLxoTB3laPtcunD3jXAaKh8KYIyseRw6jrv7c8LDEsdju2lapdCDnvQHzLht6ZFQhZoKDRWnH9jYQ3/emvF9+uCyEdVmwrg3IeVmAtcMRLc31InorPru5ECIsIOyMThis7M1wj3k6XwJnbZOHa58oF5nvFa+JX9jGviQEoHUEKWUpH3nO50ypEaZnI6CPyg8GyEdmaxXh19LORzLKy45iHsLHS7M45lHZkrHK8BSN4AzNHcu+kHwcu+RJ1qME5BfBj0hDmLKjux4TmLYu08phXUSDK6MHU5JlQ+jo2kruH5dpZfUVkMO5VQhmIEQXZmD3jHzvf+KLdwy/A7nZmh17Z+QK5G4t+bos4HUB8woAWNfWisVArCBdc+any+MEb1/CKZPOPc9FVUHN+j3Ds88h56McdcErjxPcxLzDhbK520Xzpz9mqNSEsyMlgzE9evq6fCEgf6ywCp6U7uYtEbN0KjbJGMDkQNj9P4veIDo3rMzIOT6QQpzrUSY/hMuDA9FtcPtMY6mYynH4fF/egRmBz+ejck3AffdlxXY/gXmIIdhKb1JIP8NGpW4syPtR2blWOrPedwbvO3RVjRq1DuQ9/M67gvi+725d+d6gXEBc87Y2UN7auz5ZV4uYvs6iddvYw1Cvoa46pzZV/ziW0I5njXLW6C4FPLnLkxHBpU7iiYTfudrvziZENW3ggBFaPNpULA3/mDrCwgjhMev4ZYD8ST5/jDXpLGzZJI4Svj50qutdOtUwuAsAYkNibzWkg+TBHPXOeE/v6Q2EroR06RyJ0XgIhoQOMjGAEXgc++3+aPFfuz4wzln0cmFfPrsH+WwEhboXGXBHDTY74nWyDUGewSsbZwQg5w7iwrCzj5ozkO/tbxMgFx87GLyvLWxn5EBzt+wkvnO2g7OUsBjNk01RWwf3aGzZ8hsK5bwTZvAM9tDHNOnQNVDNWa+fA6hM+xC+uHe87mBGTgyvx8evgdXIuuOEtfx+hnwZIH+WeFsbrW0EskuzxaEGZ+HNSAxw7Roh21d9aj42MDCbhjpjHneyK89Jz5ZtWrakldN8qJjBMwA+6XUFc9gYSktAmUqgLu0bx9/Sa9l9Vz3Cckcfn62SiUscjZGb4bSxVGDk4loRRt7zYertEcgVxDcH5GYEIMaghydqQL4sS0tj6XExqwFiuKojtMlWkuWW8pl3i0Ljv5cLHrXhqcwc2WVQzwa8JT98aghQrZzywfNV1q2/xzk8zbtnIwG+3fNFJJw+r8gPBshndlW36gwBZlxijFTexNIeO2Ia97Eba0UF7TxB6undhw38mWWYJZRB+d7n0dn40kAKokYrz8N3TfIeAV3ZsUYypkgWfsQzA+6BkYeURQH3U1ahdICW+Gz0YD50ANg6E986mLN3sXSAbkAuZdQmP/dlx74ylr0RE103boXpyrWvnAGruyC6DeJQfzKIijk/7gZRl8m9izD++JNnrpELKTNmKUZAPm71nL77mIvnr9u4QX4wQD6XWbVcB55DZpxSCU/NXm2lD4lehODfvNRg62Z2bW7GnuW8OuTSs/n71bLshiu/1ku/W0tWXO6YxtxYb7vZV3v0G3piIGPegcVm9jIXwiXqdDc90IEWC4GwO+C35YLbtunf7XYDgHBt23ocHJl7CeSbMPK4gkXKQUuKCOu6YF1X7PuGfV/ackN/ONcwWU06/wAlmQLmH7D5TqrmdnQut2aK84UU5DnW4KEHLjHih4YjUZ62agyvs1Ze8pKXvOR7Lz8CRt6FEc38Bc/KXdEXLIPpLJGzxO+mHl0Zdtn17HcckTQenMNc0Ivd97Ow1aWDbOkQnpvLSicSO5v1v70rIr5AYRwQ2aIYe6mzrPYQV4qdF9LzuMiIwBjzdtuw3Robv902AFB2vm2bc5Eg6LsPjLyx923fHGuPPhvRZlkIt9uCdd2w729dH0LbMMSIdSKZ7aMPUGfubsRnvpihnu5pddrE2F/Lk3r5mfbAUROqXV/93kXdBkUvPngpqB88H3SB8Xbhy7o78VF+QEA+8WXmSzJUPvF6zGKelfE42cnOWHR/74W0LMULoUtPjF+rfDJERSqEqlcOTzzuWhHToZ9UPd99HgwFQwW57lrZuU0osnyCEX3LySCRZU2MG6mLpSG+7IpUHzlTG6+Kj1v838wNtLcNt1t0rQiwb/tm3hGWrfhiCAzI923DLUx2jiC+9CwsC2FdO/BvG9ZV5hVYszzUQphY7IYruFWexWKKn8zhWN1Bum5zDeYIGVto1R7PnjmWWGIX1DsA87tL+EfvIw9sJJdGUSVPZuSAkaDhnLWH/GnnTc8vjfvI5E6d9tHVRwstAndVBd4/af5lmE8csB2U+25b3NkYe5WusHFlp/JJMiHewTyP2hY0MNbNOztuW2Pk4hMH0EG8A/m2DUZIWLoA+b5vuO3mb5dzUZomrQUtAJauz7IseHvbsW2ybJE7iLd07A13bqTFMuKg4CO/snLkLmJYEgq45ZGTx+hxV7OskR/I0+no95n95DE5WjEXzt2/I84fCJCnLMub1CuZsZerKVEH6umkGk226J812Su8/+TxahASlpvNG3M8CfAsIf95NXz6fbAF3xNTBfHdMfK+MoQ7Q1YXy14DuR3AJd+NnULPJ+HeLvq0Ee/KyHU7vSwZ3HZs203BGwDebzfc3jOQs+nejYAYXGH14l7x2/O9nsvS9FmXNgL47m0LYG4vpaBwKgX3Mga4L0M014oYrsyX+Y6lgUUpm6GQ+LKDRdc4mgk/5tCnSUpC1zQkAHx+5LT0hNNoWSKFlVuGonzpicTRyw8AyGlS4hmYvBvhzsYaojo/8+R67DNw9ylcBFg/ANC1x2fs5Oj7kdz/jLo0uH+GZ8n9ddYNA3Q7kMoYubDyXVd8mHsib3SJSwrTwVzUgE30IGoMG7w6MLe09n3HdrspIxcf+e29fX9/fzcg3+2Ew11GD+Ja2XYH5D1N2NzGQm0H50oC5AvetjcF8W3bsa67ruih5EezhbdSpuJOAmRNea6/qsfcC+tuwW9xT3J5IZ6LTTEebHgR/E8UuHskchDxJ+H2ID8AIBe5yGjVit7RRMtFs/M4Lq9j9UPPQ2fcBXmk193Nrs+eYfd/C6PZYw8pB8LxM7hWEiNXZs72GTR1YOW329uBVt0ou40ndrbKDtl+rkDsGPlNfeKNkd9uN7y/v6t7JbtTsmtFGXn3eduCcQPytR+cBQDruqrx2Ld4QJed7TIpU8mnVkzVUMy03g/e/sfg7xgDh5UBdXs6n9/x8V3TUx8ZNnnlKG3Mchh1aMx81yDi2fLDAPIJ+T4K/qH44V0sdcyeDQsziunS1MXjt30DcTVGbP5+lOF1o/gJ/0LiMSwt7aS8NmnY9fWrLuQ3gHoNuNdMkvEsV7QAlr4Vn9Am6jQFdUHAwKmD1bbv2G/GXHd1LWzGyLsPO+Rt8oNoaZOIXZfFAfuis4sEcCsbMyS7Tmq+v9/w/u2Gb9/eAQDv7+/t2vt7B/LduVQ4uIEAYeQ3BfSmV9dvARYQFlqwkAPyvuZc2L2NEswXZXUPmTMu/QRjU6idgfdKjjeMK0tDEkcN43UvFbQ6shAuX3ETTaC6Xx5dTUMPjlL4UWwTPk3CPEe+90Du4fIsDIcH5kBUPk00BIsjeKdJBv1+j/0DJYh7MOTwF+73RkZutymRMUt/Yp93YijzdK6XBmSLG0UwsHM7/tRPLrJtchk0F/BPuntdLC3GSguWhcC7gKZj7MrAoX7vXdhrd2Ps+9bB3C31U/9zXY+aFyAB96J/tCyQrRWL36zVDZz6x/tqlW/v7/j27RsAKIi/v7/j9n7DLoxcATyuvNn2zujdhKm0iWZYm07CyN/eVtxuG/bbFg7n2jfGvkrdEEhORCTzurNELsb5EYROcuE9zZ8imQ4dZ2U+atTbR68rPHPBhD48ca2kCd/PKrbvPZCrXCydebB7x2gzd4vDfI6Nplq61yE+zgEhuxT2cL2lQYF9qf7e/ws/MrAhb3CAkB1YRXIeCGh0ZfDe0TW2Sj9WCAdIMUMmu7zB4LYUoz3cGfnSAU7OD+FdkBzKOv0uyr2Du5/0lJ2TlfidlWAGLYuBOLXdkuu6YlkZi9TIEm2WriHfNty2NrH5/v5ujPzbuwL5++3W9bIli9koi3ESMJd6bH+ElZpb5a2fR357j4zczxG09kGwidte727A2Pm61BQiE3YZtdpMv1GGC09U3aeMnooUjmJv4c+6eM7NzHHiTFvH8YrUtfIsiUsKdiQj2M9K/GPyNYBciM8jcmX0VF0IH65o82qXMv5rB8xXk41poOWej4y2fdrKhOhuAWhZhm250nkFDDRLsDM/xpzIemQCbxImgY7z8RoyxFeJyVpu0Zv3DuRkh08ty4q3temzYNENU7w34BT8RmLkwoKFuYqfWBn5zpBt+5pNN5YPq054by4Lx8TV4BLAiytndqOp4FrZ8H5LrpVv7/j2/s0Yuffj9yGGuq3QgfzWjUI3UHpwV2fi67ribW2nH373trVJVs27rVzZNwawt2MF5IQBGeWQnEUe3QScwEsPEUujq9Bqrg5iC/GY1+qI0tV+Z+IYn61v8T0nTu4id6v0VHuixvFuOPgkixec+GUIbW/Pg/IvAeSdQ35CxCNcqgSzKGx2CDU2BukY09Z9qNCQhPSvnExm5ALE0gYW7Nj7OLqNvknLMZyjDQfqzr0gnVz8wo2V24G63NkwAAUwBfLOUry7AmzuF/8KM8/Gm0+8M39iPdZEmDi5PMva8J0Z+9YnGIWR9wlCATS4FSt+2KEdvO+iFPZOy6InCa4dKKXc9sW7kKyyMpAbI++ulW/v+Pb+jvdv3xojD2DrRlT9c3OTpbfbLRjfZVnwtix4W1d899b0u92+a66VTXzjkZETATuW2OSJ1Jh6am5G3QLPDH2QgoFebv0lKB4/fYHwptiEYDkGX0TAoW5Hph9vH2gQZmTrsrs8aftBeZ218pKXvOQl33P5Eoz8Q/KotSP/RYaVfCm+ZulzwMqNMns+jxS4YOOsLoGw8UMDLlgWYcALaO1L0Fz8g2snb16AsPLmYth3BmjX4bXspNx2xq0vedOMydfkvgAQ/Na6zG9ZsC4rFizYacW+s1vX3CcT2b7rn/rI7VyTfdsSIzcGz4H6if7t+b2v216XVd0q+1tbZrgQYVkXzaPNRfQa6iOU5ua5NdfK+zveu2vl27dv+NbdK7d3O3Nl2/zLlU22fesbiBIjJ9nFueLtbcX7e+uiEqesI7cjc1nLknjXVTfCzmnp55RLPmSGhLuD8IQujprbUPYziKYfKIu3h9y1WfhR5r7883AXfUZx+FM+VzlSNRWuz4Z/RL7/QP6glM1wVqZ+aHr5oerOOC4NPr7gwxQfMau/Oa5gAXRAtTTwWn28xUSocwW7Iaj/6y4VtmE7YEe08i6rHrgGcrf9XHzq1N02Cy3glbuLpYFp3HG6tyWQurqjuyW26M4QfXbZEbkZkPvJTl9OdrzsrT23bFiWFeva/OM64bnt4DdvXBqSsMufHV/b/eRdJ1162D/F0Mg5Klr7Pc/b1t0zt/cO5KRgvixLA/nvbKWOgrhzrfAOnfQkYiwLsHdXwCL5l/dF0rhR517XhcTnsvF0IW2klQ995id3Lr7zFC6GP3aZlNpU6v00/Cr4EQP5XXLHpM7d8SpJjiAOBW50ZuxWPgDdnxxBJ6+M0AOS/DwAoO97VCWE/Q/g6Te7tAk8ODCP6cP5yDed5FuWPplKhLf1DeT+yfPLwljXN7TT/Gy35r7vCpYClIAD5ttmyw69j9wNHABg39rKkH2/9QOnVqzrjn1fwehrtMPBVW5EwLae3UZJfbmjM3Z6b7d6YxePFrkawHFOxAxuTCvUsTq57Y/UDnt6QgYiup/AG/BrUkwRfUDOTYdfDJCPapk9fW/3vBL+0jL0Kz5yHOT4iRj/AvKfsUhHl+/9WwRlDyC9E+++W1JnsAvphKFOohKUzYv4SSBxaSxu8mzb5ZhWORCqbT3ft12BjfXN76avMXI7zEpWiBAt2N/6csS+UkZUWleAmfqnAblMcN5ubVnfNwHy2003CO0DkKO7WEz2zsa3fWvLFtcd+1vb4g4A29ub5c2NNCIw+wlGtlFLf0DOgmn15Bm9lNN856WvdwA2CnPny1h7MANRiwEhobvOwl23SeUCkNwDkjVombPk0gjAHf08HLp1iqwXpXAxDnIlrexaaf6qGOTo8ZNDxe6RF5Bfkdr99QmS2SACgHv3gZxHDUCH1gpEygIZ852YkmQLvAPOddA/hZF3RtzWbhsbteV+UTc90AkC5G3pIe9tnba4WqJufdVI2H7fdLi933Bz/mg76+SmAAwY6AEFkO+bumTWfccbyzp5Kg6hqkc54c/tKJX60HrSHaqJkXPq+2HOw0Zlezbkqo8zEByxhsRPp0Xqf1ioxnnzi5ifIDrcyOBE7j5sFc2VKH1UaZT12XIpnQuMfMrJn+xyeQH5Fbmj9RwPyeacJA61PZOzT8/K2pBaQJ0MQBbr6NKpjpoMo7luiL1rxc7bBuRkv771XCfYvG+6xeQZuehq67W3xsiJQLRiWdZUFh3ImXWzj/qidddkW+q3vctLHByQe9BLeWxALpOdO97e7FVxRNTdLtm1Et0bNm9gm3xkC37L8xz0JT5xdfk6t8/gaAnGG7CJYGkaaXwlJXg4MWh3Rub4iIS2Louuhy2f7AJfiNS9KEA4PMO5zI8evar3XT714/SiK6uK8fNBHHgBucnhGAiXal0Gtefnv03EdWz5awBpjHdXlwbpOm+iHTuT+s1jA5szAk1DGbmt2ZZt6IAx8lvfsbj3STe/UoQZerLfzrYJZnErRNTVQu/N3SJ66e7SRV0q+24vbrCzTRojv91u2ESfzV4soS6VVPj7vvV15O2P+c0MDVFn99m1YiMidm4TY+S2oqiFZwfu7OqvZuQ1iEfXjrnSoLtdbdTVWfnQ0gzK7eXRFTPPbeMRWHPzLimvWYIBw9H7g9QyxFAX+98lW3Hh3bj3D8IZdVdLF2me84/IC8hF5mT5DlPvJpfmtPxCIpF9V/5aAuvOSHWtLD58H0ZXvYrIyAPLS4zhzttOR7TeDMjbaozN+ZQr9mkAtyxb33jTthoutPYzRFY9EMo2DC26Dd6/3NifYwKgu1qa79zroUCeZN9la/vNMe9WRcuyqq+9dq1kdr6rb9xPdu4B7MVNYqOVykeuTSQA8jgCM32cgdEWc8EpS3DtoMUjTpbPcFacmgfGMJHpVLXvEtFFFe/tpkdd9P5SqRXNJuszQBx4AbnJExi5DZ9ngWtrETt/ZIPxKNTGyhvr2QFZbUeNjS8JVPNQXgmwG5pzT9DWa0cwB+BY8XtzT+S34HSH7Z78xWBugL0u2LY2ubnQioVWrPQOUiBfQNSWBPq09ajX201HBQAUxG/db+/Bzhe1/BImLqxcyhiwUwXzEQQZwAdm7s5QsToc61EKXv75yqBg+KUcEeLLjF8nUIXJM2sUxsDd94EBkttNPKS5LLgAACAASURBVBs5+tCu6V9FoQtEfxqVt3beTzSJ5/lm6DRJCzMb6PhLucsfEcYPyAvIRR5m5FVN3ZFsAg4A+mJhO0sjHlsq3c9Sap11Wwi071h4CW4C26IfPHqaMLOsHfcgvjsg35QFh6V/woATe9QNQQC2Zce6NxYOJqz03tZwd3cLgO56WXWtul8GuW+7TlT6s1bsbO5NdWgfrmxUH3u+Abk5wTKQs0PywIAVSB1oD6tKojHJxyR4oOWFdSNWM2i7jihmPnbRL+hJ8l+FInK7pe0NRWw5GFqUbyUCatkgjGHZJSrRjXo9gmOi2Wcx2iq9qieHsigwY1ZGVNx9pnxvgPwIHu8tnucX5x1mlhnD6Q46/JYg9mqzthzQDl+SScY0CG2dNZy9IWvIR/DW/sU27aMbcNImHKC7VvpfANAJI/c7O5d1bW+zWToj76C99k8A/feKfX1rBksB3BuVPQJ5B3Nj2NZCMkOXzUBbX71i8EVYb/2tO1vya0tdVS6W3dhxXucdCzgCaTixkrkfp7v0s1CaT3gclbUogxHpaXBPp5w7k1UrnqV3kGX1rWTeedCGabzP/hm/Qio0zwKCr072+XgujYov5uWyiMG8Cs8Tk5cufQacv85aeclLXvKS77l8Lxj5mSG+x+10RBTukxzB6Bc9espf8MN3AMb20gl38iZ3ZWUuTl2DrW6VNsFWuev9JmVlfJ3xbzIC8AxYVo8cuVYgx6nasbdgxrLtzUfeGfm6rFiX937eSZu8XJc3vK3md9fJR7cMUdIEYOx6u+lko5aFuh+sMm7brfnZ+0jCqodwW2+d2ctxuD4e6BjbfONuojO5PtQd48oZ/fwUfwokADC5c9FpwRYmLg5cK2x5zC3Kn6AYnC39usRlb6BPjWPoSGTPoxD2IaPH/awfXJLi0QoLvIuR+2j1Guk/ofnZvzLEmaYyW0ec5Nix99ORxf3yvQBylaqEHi2Ue9rXxcnOKKN54XwvobGOzJ1bhcVXzOJicUN411q3fcci4XfGssiGob5KIQ2NreP5ddLOteJeCuzfTylvid9umwFm/9Tt6s7nvCwLls35yJf3dtZ2d6cAwG294ba94bvN3EebA3E5JEtewCA63LZNlzyGclbQ6zs3b7aUcdtumn8C2UqctI7cDOzEveLAHOhLN6XjBxvvzmP3rhU5rIyWdh4NO/85ol8eSLoEyLT4Koetv0p9lrNsyuJmUTe3952nSO2hdCef038sdy/Em/b/nOpFlna5X9fxjdPI58ldC3m/nAI5Ef1RAP8qgF9m5n+yX/tVAP4UgJ8D8NcA/D5m/rvUWtN/BuB3A/j/APwbzPy/PEvZqszvxePZtcP6vPvmRCsefzS/KBQYANjkY2fI0U/eV4QQgq+dHGtvOw6pnfmtDDMyNDen1w3HCOLbza9a2dRHfnOrVlocHczcOzXl7JLmC991YlNAfFnesa6t+b2J7/27yWTnFlfRiP9+27Z2aJYAD0WgFcMiL29QIFfQI7y9uRMFHcgJo/e+as/GqzoTJi2FrJ5pBfEG2kA71Grpa+fb3w5dvaKgbWUblzZCR0GH7U1HBGSMvK9wklGcMed6XBvfPVvE7+/eS3iejWcubSMvVYKsv+7iZ66Imo3u7D9HX5VjfvbJcsVH/scA/K507Q8D+AvM/NsA/IX+GwD+FQC/rf/9PID/4qMKasc6wcY8CjqTgb8cle5z5k2G3/7lzRXbCwC7y+SfgZsuq9ts2WBY5zywN0nblqB50IuTnf1N8R3QZdWKrCe3g6xutvvytvU/O+L1m7z+7P3Wj3mVFzDYq9FuHcj3wMIlz7biZPi7uTfR6/LCvQ7nNhb542ONkXcQFldKxcAVxOOafmPKxqal4dgkp7lRDMDbSz0Wss1R7Xm3OkXqx9VndoqEFXt+YhXSzm1UIA8cseG2xyD1kNONLJLST1d48r2SbtM+lFooFU75ZVtkmv9Mwc8poVNGzsx/kYh+Ll3+PQD++f79jwP4HwD8O/36n+BGI/4nIvqHiejXM/PfelRBsZoz6ylbd68Paw78fZ/ZCgnp1VEexI1tAXkpYD8D24H5CM7U7zFWOQOEF+fjZbS38sowvD0T2JYHdU7H2HqG7Naa55UiujnGnZmNrgNze+lxY9n27knAH7J1BJwWngOoSSZJ3UXCPjOstPhsGaf85fI/EgNqA+9YE52Bq/+b+huJ7D2hIrZHoM19LH21EVENiVKfMz0p72Mv2rPuVctBSUZtdEjwz9HyJMyz+5hPL39/crqnZurCG6k/C2Ie9ZH/OgFnZv5bRPRr+/XfCOBvuHC/1K89DOQArqH0QeMZR1hjLbe3jh84WnQt9okuR9J3VAYWEYbvMozeA3gZI+9bydU3rd5PEO14U5Dq7HLn9rLjUZEBxAHPQA0sRcfA8sV3mxBFwyPGwTtjh51PYu4J75bAAKY8QyzLBUCyHpv6emx3tGzfvrrsafMNar2zZEPFLs96q38R8KWlvY/UvxPUg7gAuRgbrWduI6xlJzAvzuedPKtDY2aNz7MRDhNxI4O3kKTZOGOrVwyd9qWZsVEy8UxI63F6w1qcgTuqdLUzz3win83+rsuzJzurXJWlRUQ/j+Z+wa/+1b/mvhirIL6sjQgW6R7Fks15bu6WWMO+BxyCCuYOJHQYbdu9d8cczXVg787kNwfjBOw7YdtXvHUmLAdoBR0pfbofBqbthwdV2aAUXAo6s0dW/hM30Y6+SUlGCyEOKQErjRZHBFF3ayhXD5J+ZYYAurgx4ossJELP6lOViu2eGKxSDyKwex9oBvQKyKXu923FtixdbwqugON2K/pTbMHM4IlLpFUXiR+ljWaO2vOdbf2pOH2YkmsW0ZYVwge/irhry5nicAbzIVz3Mx2PF9qjQP63xWVCRL8ewC/3678E4De7cL8JwN+sImDmXwDwCwDwW37rP3pYplO3SmYr+Qf7pl2GHOJL3KV4wl3LW+AP0pGOY3khA0s21gs4BuzZ+GY+cgYDG2GTNDbCsri3x/gjVXs5+BGzDP89Y2v/cwfxDsaDPtE/3IpA0khHo/Z42goaW97oDwBTfJZCKMSPCkLdkLG6ZVn0rJamk4G43A+bcRSg4XSA5sdnI+ji9JERjBfzhQPL2o4mWJd1AHQJGydmNyzrArqJrpK/WXs9b9eCKwO+BNLjGPxsWWKR2kfkChv/qLf9w3aEgHHDVCHcRn4P6+vT+IDSj24I+nMA/mD//gcB/Fl3/V+nJv8sgP/3mn887nyLu+CO/k5ipf6f/yvS9lGFyQq9dQD+dKwhwQ0nNb0YX/YLDwDuzz/ZbcWG/bnJzn0PKxxGiknxJ9BAWAxKoU9gjeVxrYDS+eQqyvmSowfiaYJRTWPgIzuXyzYa6W1lWRp4FgzYuzcqEOHwneBXA7H/4kDcLKTo0f5rupAtsXx7w7queHt7O/xrYL8mPT0rj+3mHFg5fXpFbRRrXcOju4uldEk8S+b9qjImV+KLBOVEDpI4jiONOB4sIJ4YTeDMiI9yZfnhf4U2sflriOiXAPwRAP8xgD9NRH8IwF8H8Ht78D+PtvTwF9GWH/6blzW5IBUO50uE+SiwhHFC4RsvrORs2cws4jJQ75zOl2eg59lhZuS2LV4mCX1FE23Y9yVO4KXlaoujZRnQRl1YRwkAYBuThEn7iU7xiZKLx0C6Pd+Ze2DkHAF7qLTYxEfW3hCIgOaX7uDZNdJ/APoqkbqSOKU9HCktxsS5fGpw6517aemLa+VtXRWk13XOyG+3N6zLu641F1ZeNy5Oel7v8BIlY3Tx6SQxnbhZrqZVqkXhPk9Y70/LNXMm89HDBbZeiB8dDYeWpZHzPXJl1cofmNz6nUVYBvBvPaDHVLS4TnPnGkhh5wbAJwr3OIRi5Iqy4H0o+mBDb7H6uFl95PuBj9yfPSJALnnYNurvoBwZMzSVWAZ5pCGuCwGq+mS/Om4FMQ0/uiEAUkYuk6U+fgsHjSPeG7G+kWA7AtevCPGDj/YC6JGNV3VYMqRClxrKxUguCuQNzN+am6WPGIARyNfuiiHHyD23zHgSSn/aN3qtF74VdYm5lvA0EJ/45XMY+aiSY/48MD9l+1cw+sEiOiLyMj87m9c4ktdZKy95yUte8j2XL79FP/goJ2YqXz5cRvhBPS6+QlZDH8Ypo3rxJ/f5Ob92OrLxXY963WgHUdvpSCTvnTQ/9u52H4oujt+ZP9f/OYeEbQqp8iRsyvzTzcUhx9K2naVw7FP8sH4FiU4+KgttywfjxOSog8a12IoV8UMDCC4mAMEPnSceJY7BNxymbp0rzP1FnSSONkKQtFaXrvxJnm0p5471bQ366S7QRf1hcVRY+RRVQ2G0Qi3FTdi+e9fe4Dn0cxV3tfVClcthKgr8eb4VcUtN0eECbDwDWfJohNLnPfLlgVyq+Hi0410EV2K8KIVfnN3/j6Th/dGAgW3wKYuPXHc32m7FvZ9HQtuGXVwrtI+ulQA/US2dmCtAufsH0rg2NjEPxDo555b+8bKCV4MB8fW2XY3meojnkcsbgvYB6FULkjKUpX5t/fi6Lg4k+wqeAcgb0N+2W/dbt7cWrQLmuYWxOr20zq3ufSuQQoWWZ5t4XdSdsr69ma+8AzmIIC/geNv3bmje9DnvZnElr3VEaowxFVsal1pCR5C+SKVdYnsmmqruJ3uyn0NcJzpRbsq5/z9LTojeBdBpNvLKqzl8tKP19S7Jj8iXB3IvH+EGDFzZePUkya0g+2b9Z1zlAaCfN2JgrqtS5JM72Mk6abfr0k92gnMbMUCmzuqMJS8DuFdCHeRpseeWpQN5B+b2yrnFVpeIfejh8nJB+U7LggXy6rrdgZcZg6ZDR4FF1o+vjpGTroyRA6febrfGjN9WvN3WvjTQsfMAiKO/Xupo9K4aM9YRTS8PGyWsNhp4a5Of6GWhk9q8Y31flZXr6pXFGbOl66iGdtRh1NtYNaW8zXzTEmrw3+Ji17kjkKVfICYd3HtUOH45jflk+eGV1YkirvkWNz8OSt8rIL9WaJPSrVqmBL8ax2U5GCQlQAiMXF7MIG4VOSyrM3FxrbS3v+9YqE+O0o597Wy8mOysO2ztVhGXi3ehqNr9krJxIgWtxQP5moC8i5wz4p8BIsDvAGjZQbtnnFEXImqrQ3aZVDTm2wjOEo4Q2L57w/utseLbW3+pxVq7VyLv9pxc1svPWoZz9ayLGop17W6dN5v47JkIB4RlF4wYOzlkSwyoTSQasFvpFHCrDCbqqmBGFixWdorPW+WpXJmkm6JZ1sKF9c88z10aovtAEpd2qX7yMpwvA+RtthyoSvFoIHS1eALhurtM731gkkggeWkdtTsS1Q7Mioxc1owzM3basXUgp8Wdjli+BHgEQgFIc6nENbix3fkORSBw9+EuxrA7OLasMbifPx6eVtCMboOwWaavnFCDUhSjsdT+rK4OWcNqkMq1st4EyFfVeSnTkeFMdKh4oPfP2BwAWbydhbe/ZkjEjw8i7Dtj5b39fTPXi4xOAiPvz4hbLFaJoTl7EOY+eqnKTlwuJWj5fHswz3l+NjjR8H0cOVRpXkBeRypGR05PIxYNhvM0Km0vgfh5EAl3/3qVJl8GyIGq0tL96zEd3Ltqbp/RSA9pv4VyYA6Yj9wflCWuld27VsQ1ITs63TG3caIz56kDslI6A/PgXin85ESky6PURy5AzM1twEsEcimLhYyJy3cgAjkzx3O7k/uiF1gDX3QXxrIo883L+gDgdntXVvz2ljcNUTAqHsAYfcSUYDziiioXymNd4oTn29sb3tZmUCR8q6tWp2Ey1oO5RL/40YlU4RmoeZbr80cxSH68PzYOYh+FmVliV0J8dHRsYjl3o4xKB8n7M5Kl8zJ7hkH8UkAOQDviHU+kz6vhnzxEK9OY62R+cXTyZ+zIXirhJz03A3Te+5b8fv73suj2fO9akXRKDcnAXDehwAG6156qZ23ru7DiRSc7F+zr2ta2qj+iu09oiQwcI5D7tdQt+chMSQ0JBl90BeRvb9+lHZSWXvstIJl94JGRH4mu3lmsPJSJp7/+QJjTkLBrn4htrh8z1oGJh5HT0YSnB2228vQVyyl/CuIcL4TPR8DnYvhUz/J5hAkS7jBM8X1m8oRR3otF5QqrO8M/Kl8OyO+fwb3gKxmi/EwQl/iPQVzCVZtsqq36fhXLzg3Ql6UzeDkGNp1QOG+EEairfS4R0G2liZ+gbb7pxjLXZTVw6Z9bj1yMlLF+JPeAW55o4wHVI7haADU8C6BMXP6ajnbAF4AG8s7/7FfbzCrH7+AsN0QNoB/1HTcGxQ1B3qAYkx+XZzpY03KJBva4LfttP1IH2s6Kp49XYVAI91F+Xor6467tMmX/zEGg0COL4HHwaG3gM+UhL+9EvhyQ3zMTfFmGOH3xfUZlXauezMaHnZR+9YoHdbbvAIy9y/s82cUPi9czMgNqGWZWuZDwfYKSlrCFTCbvhEnGbLeO3gxM06+xVmORYa24ApgoCPXuELXl1LbKhdQ1I0w8ArkAbiuf9/e3sARwWD/vGF0854UdSPR7HK+Z5bNytVUr/gTEVUHdl59cs9EKuZU0zph6FCcGiENx0yFKUQfxuIZlDG/fo5szM3l82gqwa87I4oHp/ULRk4XkikF3YNG9bFzVeFIZfjkg/xRczRY53COMs/qfo0P4qW1JfLFpHTkbuw6sXL4v7kUOzhXjJ1CBGasIvC6pZ4jhgVZdB+7auq54++4Nb2/fNTAqYqSNsIOwY1PGqejsAGIAV8/Nhd06l87a/zyIf/fdd8rIdwfkTUdbOSL6A9CXIVu9eLbq66ZVmv4LgG5lFyY8/YqatCGobcsXgHdzB8LM87EC5Mqjqk5osEIcPDJOgWyItIzxXj7+GGrNWLGMDI+fbZ9DqrPHMnhfZpWTfB24Tp7oVQHwFYE8UoErD/TPu225iVTYJzCMJh24OHZEI3jJtbIj7O7U9ca7rU5Z8ht2htME88A5Z86z8fjZSLFng+Im4AC2DUC/i75fQIGO2e+xldUoAqKjD9yDuDxovnvY+y4FIBfPxr8bXCvmI+/un/UtMOIWmYF6PNdF/Sph+tPijW1UBxJk7pHMxDOQ20FawtppYOR50jcDQGpRGMThZ3NVwC4EnCqcKjT98QCdfG7nurYVZ2IEMmSgFwX5H3cpk34f5/UzYOZ11spLXvKSl3zP5csx8pOlm0dPXr9bkonPcM6fiPO5xslOz8K59I0LCwfk3Y97mOjU6EOCnmEnX2lB3uPKiAULcV9q2Pzl3qXx9vY2+PjBjBuE2O7GVhHd86DEyJNulr5b5SJrx1UHc63s6ahdv/TPM+K21LF2rWiYXpBx1MSwlR1u/N51z64S7wuPjLw4M11cKt5PDoz1lepKwqTMGBvX+vRultze40iD3P8/dTkh/Kc9dZjBd+2pf/ecvozvAhjlOvlZbQ76ckD+OJI/6lr5LLfKSYQ2ctc/fVexulvkRQyyDJEHXzlg54XzPk50zsvSxpFjUANUoDXO9goz8/suya3x3XcG5GDuE5zm4tgXeXM81Ec++uDJ+c+z39xcK6u+eUfWhlerVmyL/ndvb2HnZADlyWSn5cV85Zo3tivZ/o0+8rRb0y25jEshKXyX8vA+cudxilUIIG/88eClbnFxh3g/uYa+r9Pdv2LlPlfM0aqYK6tJ4lHRUYPq+XYdCI9dKJL8atCflXw9IL8bxB+bRBmeeTSaq8LFz+wfL16tZiAtjJydT1zeKm8MVF9qnNhjFFkR4fSpyt1PtJEHmtWA1C3/27duWN42rNuKfV+bP18mSR2Iix7yESc8I7PR1SB+snNd2k7JNb6BZ1nt3aByvrtsBBJAtTcVjVUeeJwAtvjKFcD9ny8ucmVFiW1HH3l7BZ4sP7Tt+OOKGispN4DJ1QlDoMwy/eqWBuLcAb2FLir+Uwanz+tc19SL5RBOLS185OyvEwwPjhIaDOt5Hp+5dtzLlwLye1nBLJZjkdLn4fLzxbcM/xdFWbn8dkfQKqMVkPabfhzwa3iZkBtTCd9tMu9Ad876c5iMjJOU/qS+tEklouPAasfyQgIZSwNwrpbCNbHQgn1hgKmd14IIsMpSc3k5d5CU6aj8qCflzwTENoGZJi/J/1VpJDeZ/7PhgTXnCnSGCUm//NBGHEM+2cp9zPmjHeU+pkTaR2t3Ep2cPEhuOtRaZb+Xs55VvMjIB7fKZ5PBA/k6QP50BuAkuAZnpf0sBYq4q1Gvc6moa0WBuYP53l6TtmcA7+w9rHn21iAYgQsGMjfcqY1Lfka/VDC5SiIoR5eFB1CvAoUkWJNUtq4HSB28l3MhLLscvgXVx8Acjjn5FShiOqwQOBRIbXR40HME82rNupXRcc83nM0jAadPtiY9eIx55qxwbc5HG3wNpJe+hB9BiYSNbMsg7AOZnK1aIZqMUHMChU73PfM8+TJA/pk4DiBVKOuA01fgcxJxn2WmJuM1R8l1/ThzOAAr/nb+8D2C49WRTR6EH+tONjztICT/i9sju0OqPKphqdjvkLTvaRb/6Lawrf9EhH0BaHewJfoGt05fHpknMgNDZZyXpqtzIuc9MhYe/N6ah1RGQ3l5Nw5c3brwR+023HMgLkyXxRCN6QLoU1UpgQ+7BeZM/7EkPO8ub+unH/ScTXaGAckk8qznFbXpEyn7lwHyj0H5xQIi/9UN2y9D31HowkIPv6lns33nvuNOibQCW3OX847gL/culTwxF3Yd8sw1YPHfJ9Yj9J93H5RsEwHYZWLRuwyGckzgZB0q+s3l7Tm6Tnu17e3LAvDeJwqda8VPskpJSJnHdeGujPRyNCh1yXhdaQDz9l1fmuTCyPOxngREzbXiRwpFmQ0sU4yu7x0OoYhjO3AuHBfkWCrUvadxXcK0s77tmPDFtKtgYQAi1xh1T38ExX3AWfgPQOAXAvKPynUojj/vLD2l8FfcFTVDzwN1j8EAghsl+MYziO8+QmG71tUDg8uJejX97c7EOOmdc+zZeOU2qJY2euYb/b8cYlV7V6QFREa+roSFbEMNLe0MlnYkAJs+wpbhSfnoIx9dK7HQpn2WjInP/+LO2HHiK6YXVleIrqnEgmJGtB3+2VuCBu17u5Gvg4UwCl/kfHTT3ItD17npMZgPNuwkHWkXoXiLgHV85+VwJtPVOB9A8h8QkB9LZCV0TysCEIOTdJppyGMGIaNbwIG3B3JxpeQXRRSAbuGjyyUun5vhuIN9ZxPqB5wrRQHX2PlCi2ugsXwFLKnrCgfiudgM2xyoFobCTlGU3ZHmWmEq3vvp/OQavxu1sFqxCJWcdUGq3UAEOsteoNvs42TnOFqJrNzHLXXrRhBSdu5+UMhb28gd4Iq1lU/i6Jbjax2jCtU4Dl1gxlwYsTPJdLm1xaOliDIprxMG2r+Oof9ojD4ahSu6X5QL/HAmPxogj+V9NlyrIkgxnDbYbN6tmyp8OOD24CZArKDswTwxSHteH0RuDfNBB+n/dYM0yCjZ9PACiwiMQ3gqrl2SDPoGigPD9bRbEZI6wHtQ7NA16J7TLa5T/YOoHqVUoxbReZqaGlZXx8UogYQ1Z9KtFjndkKWHiYJPi2Amk+5z31ssPyIX+u8syGzZihvFfCTZR+UDOP7jAfIgRWWcFmKmNjoW870nMoawfI/sGb+mVTpQ7kcG9uyABwkEI5/KIHCUX7ulyBfYYFjeuLfz0GVVjei9rhvW/lLo7bbgdmvno28396JoeYeoA/xZXv3adoOtaMBa2rsdLNbfzakbpIj6yMXvfO1H2u5mMNXmURqApLIKNeur17Fr093015/qn4/5o/QZcq11zgDLW5f2WK1iiLpeJY5rnUaeL+asYbkzvnrPx1aTHuaCVfPjQHQuOS0+pcNtFDiGqSY7w3OHkWZVHiCFs6g/UHivs1Ze8pKXvOR7Ll+IkR/7rT4q0W4manVGJSoGr56Vgo1LguVDY1gd5Xqfy2CejUmqy8O5ZpxLfPCPFp4J01iZ46iubHGX94bKkQCNjQO3263vVrxhWRZs/Y1Fm74setPn9r2dteJHE0EtdTtYO1Am7txJll92zLx9bryDQO4I4D2GVxZq8SslN0XcpxRM+yTwyNjTIMwmVs3VoxOtFB+n0HR83na0l1fL6A02IilGY2cyJZB+creXBcMvzD2WQYOz4zXykOEuIls8cKEImPjSeoY8gLa+OCYb4me620/+Gc6nLwTkPz2pBls6KVKGr2tqBHP5Tg60c6qxlVS+T+9WkU/tu95FkfXl9Jl0rVwBBji2sgMaf99yz+21ctu+dxBvaa/r0sF6w227BSDfenh/NowHcq+6h2/BzeBaEnCD6MPhz7+NnojCa/JiHGmeAb08pciKagyXpXBouOh84K5syV+nGGfyuuWKa2BOOjFnE52cQno9rgNE3XQEzM39coJil9Mz182lmO+I8TSQSSoiP82lBj6FaYatck25EBz71l06PUm+IJDf1yDviTVeiN7AdonuTzlUYAbvWerSOeWzXa0e9Uv0Knaqz5/5JwujQqp/NFUKcO50xfa+0E2NSGPkG9b1poc/iY/81tl4e1n0pmC+LN4AJcNVMfKU32jY7OURwsj3nUEL9KXGEn53h3fllT1DnWfw7j8ST1eGPYZ3gB5YuTF2Hyn5SGHlI+TWXNh+niCWnxlB0vCUFB7W9PcSDj5yziOzj0JtNSoUOH8GlN8rEVuqg7XOo6j1zoBfSTmv8CT5gkD+yVKUYwDzOyPzHbh9WGeqAFzq0SCsRvHgLhFXi34IoLmwBZKf9kkd8qfVFPArUfqLKzrL9qMBffHxesO2OtfKrblUIivfge72YIk/qacjAlcGCmBgdfX4I3v3nZ17ZceyUzhszMrSjX4YSQdf+4aAfu36rGF4Yk7OGEVWDtgXFz7Hq/o1Nk4OZz2IX17tMySQxNVBcDNFe/ohoVTCSMncE9NM8PaAPgAAIABJREFUzlS0kUAMOVy5oNDhCR8/bbvk5AsBeYbT57JyLed87uQVH3kplD79nYrZ+xUElp74vD07iuubPeSLn9QzW5fBST44OwnDED+xR5ixkNMDjZHvCuT7zlhXcatsWPpKFcC5VrZdV66Y39fcG6JrZXA0vz3P3ucdXoHX3wmqq2OIkN8QVDFx/dT8xvSj+8TddJQ8GJ7gSsmfBuhhtUqwEaKL+fJ3ttUI3ghpJZ3IEa6wthcfj7g/zp6+R6JF+BS8OykLKV9ZVz41hF65MOLtIx86HkeMI5qfnnwhIAc+A8B9zE3iIOj6WuYqtjmYe5HKb32HtROxApKBlegUgMinTL2NJRatepB9SHjZxKNrrgEQC0fxDNUN3T26KdoxeN+x9QZ7u21Yl1s/Y5vw7ds7AOD9/Yb39xtutxtuHdSDj7woH/bJJKOW3Ul7d/NsSzMi77cblvcb1vVdfeT+xRuVLlrWCqYUynRY/+1GU0F3h1N+FFO2K+/i8Axe4+153dn4RqCyGJrcUJoBN20TV3AISzjO4QsQ/2iXnD37TMA7GT34/jdLloBw5lLYJzIQv0kcL0ZeydVSeayVHQJ4YFpRl/EbDX2N489OlL2FTy9S3rewKkTcEZl16y7K4e0xCXAkHBHIHSZFLh5TBt24uL89pgtCf/Fyc4+gs+Nt2/D+/t7Y477j27dvAID392/49v4Nt/d3bLv5yInciAJWJsqu9019235STwBy68C8bDtuy00prl8XbJOdVp5//yc/wU++fcP7t3e8327qt2dmLFiUMS9LLNOF4qmKedlJdGe50UPyybf4ej3Je0dpCSCubHxvIyHipRu1iNzk6tvaE6MEdNKE24tBXPjcEsg1+KcCkjOU3kd85k8uIzm5e24zjvq8/07tMDW9VfX//Px5fj7LPw58SSC/lwLcTxnaRoH+XWLxgM0MJorXIrKHT+pxwhlxYZghlc6SxKe77dxcFgLme3NNCKDt2kGFGRQ7GfX7goFF9jfPN0AqGLyw7PS366jBcijx90ea2+W2AdxcHQ3UBcjf8X57x+32DltOt/e39yCANADzcW/egEUQlzAAsO0b6EbiUu5xtTAEmJHs4X/y9/8+fvKTn+Db+3szPOrescqXMvNv8JGDuIJ7JHVlb4zYTbKai0TqMO7sbIYBBZh3o7dwO4bViXfVGFLLSA/IxwVomosYPGmnraESmaE4hKoz/LnY/e4HsqvhpR/EdnseGw/3w+gZUecj/Z9q+xJ5vCJfEMiB+9n4dTDPbFlXLvTe0MowDi1DUw+duXckRojDEhDAIrsc3Cnm2932Xd+ws+kbgNyEnPpZGzOmxR/AZKwyg/lCcs5HevEDHAvsLhN5s44ySbUfxu517fa+N2a9NxBflgXvtwbkt1sD8uYzN7Q1N4kmbte7UVNft7pXogsKADbsYL71MuqGZWds2w4iuOWHxsi//eQbvn37htvt5qtWSbYHbAC93OwVbDLagbgpUovy7p89Abq2G2coMquWfIrBWtKLE7Tmkg/el2vuNeaXT2mpW6nixWZVfI86ZLtnlHh4Zta/rxiRgox8RA6gps11XYj/ClxdNWIPsvYvBOSxNVzLznlBl/E4NhZdF7lxC3hXVtkYkcQpYZmbv60TQktD2aww8t0x8vYJdB9wYOTSYaRDLgrQolMAcbRGqK6Vzsx1upVEGdMvulX2VC7dEIAAJptcBIO2revEuG0NJG/bO263G/Z9C6Cze2BDNKbtNXYbsktJ7ImsGW8FtLXf2+7A3yZb/WvxAOAn4lp5f8f7+83OCSfHWgnqSgHQDKU7iMv7s62leneZlGF8CbYxchgDh7lxJO3BqDL1RmTP+jaoE9O+LNk1VbVS5mozL5DxTu9SkYgYetvJeY+sQpT90+vIMXTM6GmSl3Q4Cx/GMUQ6YtdDTjO4pt+jAT3W4oh2PsrsvxCQJ7lMyufFUhYo2+oAuM/+QEi+D4jTPenJ9ts0cDQmMAXZCCO3zJe671sAJMD7yHfHyGMHrr4riAdXwXheuM9hdqsYG4/lElwz3F4Ezbypq4T3HdvegHzbbrhtt8YsF8K6LFhWKwPNkyuPXRi5vDRZXCtaXrCXTYNAfXPQ4naRvt1u6uoRMAeAb9++4du3n+Bb95G3lzcvoP7+TC0vl0eZh/Dv1YQvQ8U9x8jBmrZfJaPNRtwc6COAJbYleV7WxLtBEczgGPiLBdD6Su1XDLrPl7pWwJ1xhuyYayFg6kFnzN6cJBRijoF8+rO4z0BxeH4WnMcgh+N5dT9NxyylXHIfeTfXQTz3kPPXWSsveclLXvI9ly/IyOnY5A3BuTCnOInDD92766K7RMiPT5XWeDabJkHFvePGozIitmFv82BKOGFc5h/fBteKLJHzc+cgNHYF6j5ycQOkSbnuVrGJzrTKRbiQ+KnVpeLcKyFlslUWgPrIt92fcGiTtdt+w7ZvYN6xrit4ZbzR6lwmOn7ROvBLBuMqjLgdH2iuE3S2SwC2dcPttmJd7KTA3fnI32/veP9mK2nAb6A3wrq4VRTihnI+7OBWWUY2DriBS3Ct9NGUjClcG1tCnZm7xkZHMhpbSreEn+yUZmillV5vJ64VfUbmg6LbbMwT673R817LvY4XdfPhwM1wgZKS8z5NZbhflCtwKa8fXXlyZcL0kRS+IJDfieOY4fg8lvnWXPMd5g235gK3MOIycc7H9FmkoM5M7wKJE23iEom+WcKCRTf3jMsPob5Q85Pngey8RIJbSJ/wX2j0FbIHYQNOfQFGgJiuQ/JLYxK1L69mb/Yh/rZMr68CWnbsy9p1MkMIALd3W0O+7TsWdVutZtD7/3G4y0GRvKa9bVByrhXvPoMbOmeP1kxSOHGTAdGVZuVYPDiNX85tOfPO+vZtV2bChLtfshWSm3fgOyI6dJIMIufSDxYgp5mtxBmIn+qcAszif8BYfEkgT+6+U4nW9Lwip+E78imIq58w+7vhniWFK8Z56kTciRLpZJq84WZdbenbsjQ/rqycYBD2ndBeDd+9937gEHzkMEamYtoN+9NOlK6ZwrXeZ8zL6euMk/9NuuQvmiFbzWGMXDf8MLAyAwuDFxtlsQNyOSdm02WJblI3AHMcqeWzXMa5BLjwvoyFgbtSOMOAYIi9kbeiHa45Viu/5fwen17rT00vP08Rw+X6vHbukA5O7wDzmpUmH3pqosfx9Ueu6lAE1OpzGcrZOlXnROecbSouPsr4vySQf3D0gksDvdQZ4ndrVMwRNO1+Dsvp3lGrklUS1F4e7MAcQP/eXiq8Lm043kCKsDdLM2xekTyJa+VKEWpXFRAB3F+Mxedf4WOaxQj9fnLOA9Wi9xddTqkAL5NzQJgcBuTsF1uuKfcXmSQNjBnuzJctuq10IFIBeV/C6OKyPzHdfnVPHNFk79xQhhT/gmH25eUM4VC+hFRrJnm+OooYm3jI1jDHjXN8ZjzAyIfuw+P1Z8qQkZHEEVAfY+vDn+p3rPxnZQ/4okDe5DrDBj3QmMLzVrxh+/7gYHHX3JA8MvRznY2R26qIwMgFwD0j35eWSaI2nA2uFQcGyuo6CGRS3oLpj5A7hziJJ0wycmyshNWQ/+ddBGH5JAW/sRIjcV30t/4ACPMK3Bk574zFM3IHynLuy7a1TVhrwawxALkH8ORWAQO6RFNAyI/LUjH4ajhpqMEYkzfSccUK0QjtZ+bbg7SNeiW/nsLD7NLZSEL+u6f/paT897iO5k7ou6jH9OXLFQmjOzSYnqh1HE81T3GNipl8TSB/xMyXDPuOR+mkxtgamFW6PB1dK2yXg07+kkymyQmC7SjYthxu7Wzcvy1+B4N4aa4ZUdf51KyDe5Z2rRgptFsairIEe9fJDhuolKsHItinlIVMBEZGTsrI/c5OYeTbrS9/XBqIL7y3MnasHABubqORbt8vXSX2TJto3hHZeAHuatBzQXMsmKos/W2yOo2ulVhGuYQBK6tK1GfvPvM1SX/QqTN2ogv4eHEYPQ31ESLm4r7y8ufqbuibbjPWPYA6r9v6jpCv6zHN5UsCOZMvwKueuntbwqRn9cI129ypiXSopJPf7ONVaGDuhmRDMhTWKXtGvi4L1mXtPnLCuhDAS/MD95c4e0a29PgEBCMWVo2CAR6vk/sc3TNzw3DCMbu+Th/HwAEYE9fVNwhlZ6s5OsPuK3xu+24vgN537MuidSYsG0gvumBZGdP94y2BAfxlbbsYkArAc/hcEi67hXSgcPcjiMOMGiIzT0V7Onoq55xYDA3pTy3vHk/8PJPz87hnz4X/7RSzh1wRl1Bj1oblpLJH4EQiKfFkJmPgKbafyJcE8nHQ+ARznVPwb9KesXmuL7db2uIdhs+HVT5OIoAW2GSnA3OguVaWNYJ8Aw3S7xQRQDt0Aw/v8RYF2aFw8vmrUbDP0KJ8+ZCEM8NWcwozhn7ycnD9iL6LB3fLl6ieGbmAM++MZW/nuCwBVO1zCztA2YE5O0NRuVaMiZdgHqw3OzCv22sE01gH5MtYymRwn5kRF//5zEdeiZRl0x1x0FAy8qs06hEAr7Qb039ITlh52Bzl0uJUP3fjTmGxz8smz789JqcbgojojxLRLxPRX3bX/n0i+r+J6H/tf7/b3ft3iegXieivENG//JBWoRI+A8THa9F2cPxUPVxnVxBP34OMEC+uD9k6v64Llu5asb/OyNcI8rrbUFwRy7hMMXT8rkO5GpjtumeO1ONc+wih/a14W1e8va14e3vTv+/e3vD29h3evvtOf3/X761vK9a3FUt/e5D391f6GjOMox1mxo7MgmXliU1c7u7cGpkYna0y4Y5iHri1Ej0mHtnl3GRozNf4h/A9x+rdK2JczV7b7wPVJmITu+MdbdnQZu0IyqdLHmlcs0lOlC7EaA/GKeVEcK7Pe1R4RDTfzynlK4z8jwH4zwH8iXT9P2Xm/8RfIKJ/HMDvB/BPAPgNAP57IvrHmHm7qpARwQddJUc0Gq3gom/Qsc8pPRGXhhQ8QTsHBMyF/bb7lT1v11o6y0KNdfPqAFNcKwbmi6xmcSAGRtigk7fh+0ZcN85ooIRbhw1EztXztjZQftvfQido4XYsewu/7X2zy7aA9nbA1pszRtGFkkYUYZ5BnR7qIxc/OeBeLCFlsvewi2fHLoeZcXMENu7UlFwTEIML99uzbynQyKrNwEbwdqMSl+X8J2zbu6Fs1IJUXudi5VnBGo+BJ3LMTWtdjnpvxaPaSNUA2RuvcyRIzDqnU3XE4R7p//55vujfKZn3wXMerapg96LfKZAz818kop+7GN/vAfAnmfknAP4vIvpFAL8DwP94VaH8Ap/rcjXrvqEIA0w92ILBijpUbzFo8FUSq0efJs9+qYMlAhMHoCx4WRd3vU3m8b6AsTfm7NiMX+0hgBTL0SOXTdgG4FKWv6ghafo0Ji7nf0iuMpAvm6yDJ9CG5gpaFzVGi1tmiCWyUoYs9eToAkisXOpMlwfuextX8gJwO4UlzFsAo28b8TN05gSSuS0SJdBXbI2Mexx5jIZCaknIhAd9xe0q/v+fvbcJta5p08Kuu9be55tofk1ip23QNp1BMmlBkoETIaNk0jhI0IGJQdIOuglCD2J6kkwaHMQOjoRPDEQwMQ0KkSAEE8hAiErbSIz2REgTm/7oZCB2Q6Dfs9e6M6i6f6tqrbX32c/znud9Tr3vefbea9Wq/3XVVVfdVQXHYCeOuW2Dq7Ja8q9NNLbrQEjSaGkaV0sr+wsH/iPvIsgK7S5b5AD1bic9REyTvdqknbi/S+C4hdM+N5z0TPekMbp+ZH/s3qKR/zQR/YcAfhHAzzDzPwHwwwD+lvPzq+3aofMvxb2OQ8vwjWHc13kJLTRA7z/gsrUwTi3KA9u8+26aNpvpYCkE5gIwjJE74FzEmqVUIGSuZ2Ry2bBttrMh0FZ5FjdBlvLSMZNm+QJXBgIOZhJZOxdJz2VZsF02l6cBkMvk5VoD3XhtZpQUGbm3ToF8CEi3v/yfY+Q2EZksSba28lUlAg/8MpQwLTvXpe/8fBOaYqYr77qnVgTvkYzk6ycMSqQcFNRtPiGm0D49g5USnE1NZmlFt1ZOvIWnHLG/7OdJzEMGxj1nAC7lEUJ3v414WQ7GyWtAfDL6+KSFXHPiQP1MMJrW88jf+XhQaXl006w/B+D3AvhxAD8A8Gdm6cIkaUT0k0T0i0T0i7/5G7/xYDI+3If7cB/uwz3EyJn51+U7Ef15AP9T+/mrAH7Eef1dAH5tEsb3AXwfAH7Pj/5rZ/fmGbh5Dzxi+cwdBdFhrl/ZlcgBRuOroMN6741RCmPxwzSCMK7SFrBQmOgETFoRNr6UpdlKF3CpMku1uxZm5vYbFyYHzzC5rVUwaaUrKyIUktWmFDT7S5u4vOiIo03WJkYu5oRozHPdCKWgsXzYvuilZ6eVIJoyrsxc/5yNt5oc1r8NG4BqnhnG9yqteCml3XL3Qj37JA2G+Yhe3C3R/+HmKzJLdwyc8p/UnXzPEfjwYKOZribnziSrdBGZifesfE/KMd8crs1cCrky2KxV75HZqc7SM13WkfLsiTTiIVQ78jiJMkq4u0bz36NHdm8/RskfAnIi+iFm/kH7+YcAiEXLXwPw3xHRz6NOdv4YgL/zUMrOOp5lff/EaxtVUdCvaylHcYzZD/NMArBPecZ/xri8+iMva2nD8bVNCJpG7iZAnbXHUggbUQBEIIGFZCEDgUuXtxCOlis1bI1ziRq55FXkkQ7IM0ht7nsD9G4pfisQbqlSsEmySmfj7U7hKdzMM7dtNAbvrVcako/MBXcGvQZWknSilGfqOqpuwlMBOFWStj/z661bImw7+MnJ7EBn7y3Irvm9E0ti2o5ljeEbMtTIfcdiV/IuKI5aNVoXQzizSCg90b5RI2Q5Fd531y3th35QFQ8qK8dATkT/PYA/COB3ENGvAvgvAPxBIvrxFu+vAPgTAMDM/4CIfgHAPwRwA/BT91isPORinbqLYxZhViuhz9aqGzuGX6jQTYJ0ID5iNM5/A3HmunKuY+TFJjlL++StYGtnb27sLD+QT5ux16rHcveWp6wqELnJzktLz62ZHtapAtG4m+32sqKsEcg17LWWdwUnVkuboJO7Mo76OBRsGYwNxp63wcIc0c8VbP1oqbNY8ROqluTAdIdNIWnq5NpYx8CRPmtteAD2AC8dqU58wnlE8qtNcYbivkzLcK5z6jJbP/EcwxGd3R0WnfMJGmrkCGGeU72tk/T+z6XI4udBGO6GfyKHcDqNz3ZnrFb+yODyX9jx/3MAfu4tibrb3dXj9gCv8LtTxlqpabTVQvShwFhWkjJc104OMITFyWShLM+3w5OFAXvm7aQV+c+D+e6bax2TjgxkklMtZS64XGr6r81Wm6hgvS1YyobbumFrqyXrqsnVJjvlYOEi5dZO83G28KEOyBWM6B5srxF7xMX4hREgjPUR74cSUAsZdiMygqlDGYzhwBoOTC0LMUspxjzbaDdspCF0YjLKtM4Nwb/3wK7phZHkLPrgKBbdSczpSPSZeDo36DW4koDcN/Sve/8+P+J8Cs6Ecb+FXe87xPlowvFOV3be60j/sS9zHMstrTb2WqDn+n3Wf6TwW3WQ9OV77wN1afULZgB0i4DILaQpILCAe2BrDWTgGd4ofsuFZ3mqjQsbvyy22yBfwVw17rXUzaeWlbFudTOqrX2Si1CGpHW/EoKYTBobdyDYipADW84LdjxwSfM/+yaNbDmiJYsUpO9gTY9GSC+kjLNUohUwLO0cO9iDshvdRULBdn8A8FPNO6U3DB7lr0Pg9nknmN8NaH5zqfwyjdK081KS8zBjxNk6aepCmfTPCE6k1O1cyLcHI/W3oLdz3wkgry6X4rxUx4zcoCfc2ynoYHoodMg1BG1Ygxo30zJj47pEPy/dp6LsnEqpm0MFGUU6jzisPzPYk2fsbM2lmRtu2C4GInV4XrAs9bT6TYBcGfmmI5AKUhuAairJXOUg1fbJ539UrgeNWzsshNEN0L4zJ13UHzIsPDzwcUiHbtJKYt/uz9QUx3i1qqXMe5kj5C2Ab0LpafbNw9AMNgOqgja1zlXcqL1K6uXrOBfZjeVLf2pWdzNF6f1FoLMwJnFw9m+kQK/dCZRD/4NmmvN9qI1PSMdzYPw7BeTmjhZLNF/NL+D5Y2gEkyf7upYmxBrEuGKTRtqQwXY57Bm6MGWRV7IOK/kda7OawXkZeFaujHzBcmFcHOYwgFKWuuvgwgrkckRdPcHewIp5BUP2AAewAXKIsYF5Lte86Kdn5dOcJLmG9J/wxWUohu3L1Z4n6zTkTzpIV/YWP6LnQdTZ6Qgk5mbvCfds/N1JK+TIt/YVtZ2Otrii7hsNqI3zv9O2ZsA1z06zm9FJizyeGID5JIK8ehvAbj72XO2UUjgp2tjWRoE8EPGd7t0CuTWSvlL2n+vD6EzMHBs04sbpN+I7MkhE3+b2Gna87Se4CpUhI1eAl/sirQRGH4HdhvuEoxYkOJ8nOZdlwWXznVqNby2MbWmLcVZuuxAamAu7rRYlKzbesK7GBiWesY5vw+txWd/ZCHj88gtl8/Cp2jSZRu71cPgihXWQlCrVxyZAFnLYsegEwv7HjguPjYm/HcEW7tdyCZe6E4UoeJ+1oVNc6QFn46Ncf4P6JHfL+1RRPZboEA/2wp+4OKI4fubcJOjb3PsE8gfyfbaweqZAOkQHctWn4TAGLAjScCoTkDBDDPmF98wZTVpxB//KknZSWcWsPMRiRJ6VkMn/pyz7sDAUXLct7o8ehq0NeBcB8Y2xbXbAQ2XkFbwBVBa+3rBta03DWrWZcJixqwaCyDe9Pp7BbpSH/HMPBj2MhfDdyKRluaXRWZJ4YIdj4bAO1PI1S3dsU6zfm9jDPksz8sChHZr0laLxQJcbecKtPIoMTHTQjqJJ7tsco61z6LnvPAEDl8vtSfLzLJLRz4H3z0DH8V6BPHGbE0rdoET3h32ezdYhKQ+iGcU9FVwQ3xx0b5ZnaQJoapXi9k4p+bqz9IjSiWfkMMDBuZfM83bZSbEsBcvGYF6gE3Qt7nWtALJtDN7qvuDLtlQwXzas2w0AsK433G4X3NYbdLfCbFsNisCxV76TKpC660wvk0buO1KtIZU0Em11QG4PDNJEiP4G9+RJr8XHfon1gscxH5sODruRSj9SvcvMMCXU6sJ1ThjlPDP4Z7g+pvP8+ExoZwObSTh2N1w/E+bnwfH3CeT7S3lGbuRfXpyz4cyqa/+yj/8w1WnUaqPZZAHhAW8Y4ED7GYUbvlvq/CKHiuIEYutMBNQX3UCp7QuDCiZEbRVs+ouHRzcZpRBoiyzc8sSWxsTQ49B4DqSW514jVz7nZBKxUzeAltWeNhoA3MiLN5cWNzkqH5o0z6rjoqOwH4yGv7U4nX17yrOky7tspRLjt99zkPHllNtX/7tddez8PpZ86AhmxDJk+cfx6DPsLkg7lc58QBpiycZ4/LPzpHwmlD7hHt1r5cN9uA/34T7cO3HvkpHXXQJbT3qSUeuEleegfE6Yqc+hLTyg1qEn5nUuERZYujDLRSC1Olx37FVYUhfACbnJ+9XZr3rPpGGbdCXHxstSAh9eABAxNq6fnpHX9LGbrHWnG2VNXEYdKYmOI9pvHhRl9q/atFnCyFyXlGeWHEguuvJhz6TlCsOuCxMOtud9HXi78G7bXBazTCeVcGT69hwao4fzbwXBLvp6L7HZkDRfumE8Fvx0E57DRvsgC9UKzxKmvKGEeMjCYFx5MGgWWZHZDImHljX+2p6QnsHDD7kno7/8+Cn3BJ3qXQK5t0E9t0QHsSR9PZ15Xl78Ns6rdSuNh5GXlnXbn7qKGBt22V1yA9UoJcTJSzfb5iKyofsoC/l3AMHc2pwHAtSWXW3amZwsVdpLwaCt6s8ZyJk4SSttYlO2120eNVrikH/pyHy6I/jO6zFOHg89tIRacUhPkeUMj8QegE36UNgfSCEcP5s00x8Phw7gzVrH349Sj3Uoko7YFn2HZaqML2VW2UFAz5fhpHTTtzukldkEggIyK75TSGvv370Z7XU8gE43RzJNHtDmUmb3437l/hWiVtjyrtYkHepaIX1vh29z7wzIZ33b3H+2Gd0H0lmc9nTf7ScQH4RwOMk0QNnIKKFAJNfU+gRjTPcJyYA4TegsWQKwnpEzwZS3DQvqhl1S3lkjXwjJ6mYwSQtgYBPXES7NN1cA1+scHwhWOz6eRPpi/L6uBEAzOAsT32xuQP2Oh2ieiQuYyx4wFagN0C38PlYfbtiBL0V4aLUSW4O7Jnvjx7KMfvIT9cvem+WBduo6MiFgS9NXvxslDILJPkTfHurc2R3c1sVN88iC393hwvTX2927AXKz8Zzcr57CNdeWo5sia0KffEsZqFHYLvjdincdQYe6wkbbyS3kUyJAKmlxNsodgkt4YzDUr7stxfcCxpKpEMrmgVx8F/EKngA5yCY7l7StQDQ59AwrpjeUwTAPMpJxL7/kgWTRVAUc0IZgI62Bs/45Lq1o6BckSQOLbFpYO6cG6MIV1uyYuB5LN5JW2D3nWTp8B+HlGah/q8paJh0p7NqrB570O5U5uzuHwHPkwbONSdPt+qGdwGMwj8PiaHL13JqF/S4txrGfvmeA+rsB8mM3q8y+ZbQmPXxmN3zZSlPCHPbo40oWBiB+dscFFF8aY+MUfgsTn8efmvIhgvfDYiFnRBXEt0IoXLAAMApc9/uu2Fh18hGQ5wVNUVpxedVU5PRTCNKwMVHszG6STl5bRT0ST+7PZBcB5yyV6BUveTj2Hsuz/VJgtzDRmD140/CqX2e1AhdHCC8Cehh5uoGB2PyP+Atrm2ijqfZQt8R8AGijr2N35j3z4fn6PB8PNbLFjmjlKFQjd6wcfFqgtYjCez/uFa1N74D/YQf3DBh/h0A+LZRJfudSWH5gr8CsUYguJvjRN5dBA8IwQ0IrAAAgAElEQVQMcGn4W8ytyN9yvk0yiJ/O6yCuWQ496Ix9BJAlqnuHs1vlWEotE2qTao3seqbL8OaHJtFoJ9XC8otfQhqlwFO6rFOLtv+FCFwKCH7b38WGwm0CsMa5YROTSJZFSY6kSyqESbcfcVOrMXiPy9qA19h8BObquw/LxzmMwQN6AvYhJqQOUHDdtiaYvxfjln6no8H3jJF8Bu+E9aA1l0HKZk38hF7uE3g632dAeGdHsSdhOID3BuSTCjoamhxX1MkSY//hZ/jvH2r1/M8aidDNyhjypNkgQY7lKcDo0H7gHRQfgYBaBHy95LIoAFcIKpEzCAuAre2fDiluEsZX02N7xVDYHMvyavnmLcoMVvjue2NYunCqMX4scn0FgXC5XHG9XHC5XFpTYGW7kqdaEJUVL8uCUpaw0lRyGiVwDtc0UUEM8KMb+33PO5o7Kd/cu7bvojwHsjtA7fVdxyxC26InAXpOE8U4jiKolihOr743UXf6jzboLQ3SmqkPaBb8LnQ9ftJ8594NkLP7N7gT3VYuxENFT+lk/zSH7z4GSY4xvcead0ybWTgAKmVI/Qa6mJiYjJH9/UHK9afbOpT9A+SfrQHnJfSFGFyo7XGNmn+OESzgIK2olBEYr4H4FhbHuAnB3EGJ/u22+SWur3QBgUrB5XLB9XLB9Xpt+Yk6s3Q0G2/YsNmhHW0TrwiWrkPRMh+3yygZRVA/84L28kZ8PgCtm8gdJmcS8fHrQ+GjfiXlAq0bPhPCna6GTPHnruPU3u9yh/6HVL5/kAb4MuBUwBkCOhtC3O/eDZDPGPX5vM5eIo8k7WUbLYPybNZRhb4Rx/uhMR4ktL/rGF8kohZNAsxOLM3JT+PLmP48pgVMP2LNi2jzRfwU0iG/gDhLb0MEUF39uHhGLqfKS8w6oecm/rYI5B4zyf3Jzo9LA3IGoxDAVCdVr9erArkwKdYVme0JrjsxMm8oC+kZo5LGqq1a0Vr32te/Xxk5n1RPbgIknWykqfFEw4XbBW1d8CglU+lWRwBwnzTpuOYoe1oeOPL3JMo/06r3LVjGicsDfZlP6uJ8OPHzQjk34Wru/QB5ctqQQzsevSAcb83y7xcWsT1AoNjYO52W3KsiychgntNIozuTpDsUzw/Ieyv+BMeR9dv0kAMw/RTwlSRq88sMuHaenk2UNgqRo+kqXav5lAlFZmPko42xAGPJxso9+xUUjeAZFipRA/KlZbNU9n+9XHB9ueIlAHm0QNl4bTs1rlgW2za4lAbGWtCWppCsVjgm1bZ6DgAs5T9yxy+mWvQ4mhqBdh5+f5WGV+cP+bYRF9XMY92/M7ofSIpHxtbuHgNFacmOOAxTsrcaYeyy+aEmfZbvUV97FEf71Lf1ThAH3imQz4YkQ8ax60lYZ2I1uRpODOtiwDbozF6yL4sxucaE7ZTvAfMLZgriZTSO4/QX42dGkOPEysF3IKont38KrNiYCRuhmk1ys+yWlaIkIaWVncIyBSAZEcgH0kqw0W4dRtXCS9gdEqgTsuB63un1WkH8en1pbWfDtllZMK9YtyvWte7KKAdZm4276240CbFMu84yd1Su8+qqBoMqk9z5NKRGSen3KFy5PrWS2kEVib8mXyq75r23n74XngbxTeayhn3UWxn6xGDiOBcj5p6g9qBM73WsZf94pj/2WvlwH+7Dfbgv3L1LRj5yU5Y+7uSTJyjDU6d0uTLfIA2OO/PZLb17Ss834tPI6mAwGSYKg+4TTNpO9eCasdGwQ/LdmKcQjoGlxMLCHIrKKrRV+3IAWMCqYZv+7Am5MNvIymv0HO+3tFEtirCdb02OWcRURl718ZeXqJELs6pniq5Y1wXrekEhoJRqmVMciw768GiQJIURvucKjxLLrlQwoKK9du3C9yOH9I1mje9uLcE/U3+cGrA+FsHg54lye2JqorPRyVjeoANW/8CoxY+U739a3RcD5FOXj9hWt1+oJnukJuMA30JmfYnMaiqCowGvfwknETd0k3nGDOZZyYvBnKluXyb+cxSSAai8RjK0DuERTGtpIMooKNjAqNvcNgkbKjsTYkPl9k/qiPq9RmJpVPPDgqUsLXrSAzcubZLz5fqCl5eXCZDXo+hu6w3r7dYmYtvfYpYrs8ksSYN82hYKWZroJRrNX7oWQqde5vDx6DWpCr0HrbNeirGw+9xE2c/S39J6ih3d5+6GuL3e41Ph+MSdBto7rFC01p5kgvjugHymMUn76q6fBvF5uC2gzrc19gDpCeYjA4u//HcD/grgBJCxz/ji5LQO8sjpe9JMQ0nqfaXcLk7HhrvcS56qPb1MhBlwcANEt/BH4ybzqyOL2ZCHvRwdnE12FhRZcER2pun1UvXxl5crXl5eUIiaVUxm5Dfcbq9Yr5fG9Gval7LoVgK+9IxtF8tLAvCor/eWJn6yVDqx3oRUejsJr3UsAuwJ3O3EKHsGPg3uJfGsnqQjbp0VMadnXZm7tvBUNn5HQMQjizG5iW4/naGnu1M+G7mec3fhsVZZD/4T8WHXvS8g38sBGbO5M1D7ONnDEwxXc28cg3GMfMJ8ZhHVl2mnN/YUHzAQ4COGxwpBfuIuTIa5XlFXQYItTjJ2rmkNSau/ChGYBNAdjAnbHeTbRjDsExg7EzaGKuAlB0MDDXyXBUupE53X6wuuLy/43pSRr1hv9dSidb20Mqr35Eg9Y9TWXjrghgNaiouJbLIy15n7c5Xm+yyLVfJLZhoZwHjQiUhZp4lWzY8D+bgIZ+dd4+7LY65r3vvAnK+1l36cuPbq9YSpfX94UPHWbmuPkM2K3TBErcLudO8HyJW1TTLxjKHeiNF7i5FdVt68UAPg7k77FUBQQIs0fM0hWZx+WbglbJSBKQ13aY6cEtyiykMap4uLOaPh0D5DoHZRNgDLjFxts8mBlNfhPTOVe05uyS+knWlapZW6oOdS9fHLVU0PX64v9fzRBOTresPtesX1dsXt9gobjWx1haeTVmIuFSVBcODt2bIHSlfPLqtax2H5fSAKnpGTY+Qllunoz498kMH8MZaogzdGd2L8fcH59mbhTwfR3fWE1FKo+kxM4IhwPG7j7UOdObJ/j8ppVBcj8tfK4d5yfz9AHqs9anZ3hmNhINWDq3SWXjDakRtpsUrKfSxPhmCZgdJey5Who3Zgc3oR4Zu7a7OOyN+1dPuOhRXEfa40en2xG/MT0PDgUjyYDxq2z5MiRPvMqDboSIWh1kOhGyNfFlwuS12af700aaVq5KUtXtoykL9+g9fXC26XC2zDKnIrPB0Qax4aaKNMQbRoWQhwWhducgprFeeiUNt++a87bHsE5Dk9cOTb0iM58eHMTOvM/LC2gq1NRKuvR8b72Q3aZ37nffoqEE8eTM/W3wnK9zqOp7gW34miocGv6WP3dsB4R0A+S3gdbgy76zNPD+8HcuCGuhZFbEIZi6yDGJ+3MkqNB3kjxzQdaQgcdGEl7NPvvh+YFYcOInyeWQGdfAtKzE5+C9MW9ufZuMkADZi6BmmJJ7VUgTFWSFosYgG3qokbI7+0vVWqtGKTnaX4BUEVjNbbK16bv9fXS2PrG5gp7bmCUIjSkez9RSB0hadMXNi4FrUrCldgArjogVpSo9eKTxeiv1BveZQh6bSRQYfPtGdH/fndiMUG6yL3huZ3tXqnycHqZ9zRQ335Dn0FP309jcKNn8fu3QC5d6Pe6/4wHPLk+hjNnGrjjQOyESOH85FZ96gKlHTrmImF+NTnE2PzbIr1X5/UfQYeGLHkTXsguBYvTNwmPOE7GZcZAXkBctHzKlhwApN9ENcRsmaDLY3uemDkbom+SCuXywUXZeNXfO/lBaUUZeMC5LfbK755fcH1m9/C9XKpe65sawNyz3zJtRsBZvenbDiyZuiTkdX7FbjdalMdAZGNaDxYd4zcALuQ217AteO975Ht1jY4A5Me90YQ+WwXWeo+hPohNEJ7mYV8P44fP3G8VbaUsa+L47JUQnSYAnPvEsgjY5YrZ59ozhfYEMwxv5ec8XN7OA8DDdJngZnAkRutop7DWbmffLrg9hOtk0dRjHYpmXSX5P1KghhM3CRJVrnA27PnJfEelwEPkSMW6YALAtyJ/XrLEioqt9RTiCpbL0v9TqDKuJs6UErRrW5LKdqLbJts8CV/XSnaN6JUZn03xZp324aAuf8DUO9tdQWq7j2jefVA3WznS7JWget8UlmGHASKjkQWxlCRicsnUyZGLkg8Ey+I2rdmcfrIfblg/6ruhHLuLLJ+jHAiBSf9mXs/QD7SMIARPTgZXqaE6SWk6HVujx6926xyXMZM8Z+UlvR54AJ4uxexgqPxZ4R/gyeNMN7zEbgXwXGLkPrE4LhdE/a+CRg50NLHVEvwUZH9R6YvFwHmtglWBbFoGWLA5dgpoIAvz5dSKoijgMWuvdhOh6WUek4GMeAlCs1n7jrrNQ6/s0QCQXFl31srj23zfxu2rfYuBuCbdnx5BFLSZKdOysKNevZAvOus81hz4BJx4j2/n8LtviPtHSVU88Q02TkL7/4JTxs5d9HPfz7NjQSDI/d+gDw5r58+xWm9JCblQO/gwfqraQqy3i1LK/aMXcohz/oXC6sfWylkKzCOX8kIxMMM1Vsj2pUaT3idfTk1iw8BKNlbPOxmCNaOx0cjLLM0oAagACvgVYJG3FuUmATRrDuK/VWNvNQNuVrUytzbX80qo2zWEdTVTLl39853c1a/huOW3yylCIBLeWkZSfnxZsUKn+eiG4VRFcbDKEVHN66Tk4KacQolH4O24SnC852rw65djBjcPBwF8yO2y49AeNr3PAU7gZFJSh+HelvtfM597LXy4T7ch/twX7h7N4ycwU3WftKAZRSMI9e9BHekozk6Qa3PntiT97q2F9364a4/KX6c/ty3884vucjh61x1M5moS7kPo/1TWcIGoO3fvW2OWTq2yfaM5aCf0ANsv3HSHQnb4c0iLTgtGACyxFI8yy8FYEZxNtuy6KfKK0s9/YgYG7FJOLn4EqWdtkonreT5ApFTOF0DoCxdZRgRMUQjF1butgbOuzWaZt7LKt71vHVkX70nYd6v2XZpyMrmbOXmUCPP76b7nV/Btwwo3ES0Bjcp1/3S6EfUO5E6C6LHy/jdADnwjObiwuK8Xwhs/UCo7L72+7Ywai3VWoNTok/WXRz7Vs1h4LG/JkP3oD0bytanul5KkHw01raXKsC4C0LtoQHVnwHTeTcHVPKAglrOjuq6RY+G08lLBfA02emlA1gY3o9OfpKcL7qB2R0GrSaMhLZJL6QD851F3w1nScV++7zpdECSVTygV+A2jVxklypN1fAtL5KfGlfRDsd3hPbMFMU0b4PrKf1z94a3cvaol0Z8W9sNaAbufTj3KuP3+N3FW51vORNpTONb8O9dATmAx5T+QfaHIdC5TnvPT+Ov6iN2FiPVOt0asuM7enAOH30Ys3jDwxSirBhPLggKbFon8SBAVTfKChr5NtpfHNbhsPJxmNZr+5dT0Mf7ZfAjm2rAMXgB9NJGCiiaHp3sdLbotaNn3Wcl5h+dRs5Dzbwv6wjeHsQ5aOTVBJL1gA1vGphNHAHEckhg7kHd1zQ5UKFKLwPbNJ+T/ODtJJf4oG2nwGl8eZgamaQf3b53z8aRb27l18WxE8g9yNWl7iHsq+7dAfnTWHk3g+/+pdGLeRRcP8zuTSPPhylEiVw79y+dcb/ERpHjPB+tvrIdJvlRBhpLBzawPuflko0boAurdOZ2gEgMOQpq7XQkEZRkSmiySklgLmH5cLwpIpWii40ykJtVC6MUz8iLdTKhUzUmbkDp2J+emOSZ+JiV+4lPoC87X042yesmhEtx1/1kp/+EhjWkNmST89Gm/BM6P5ByDc9WVqN18vcFSM2+1lsZh1HF/hDjjpjc+36QyLdMbr7VvTsgf1pRpN6t1nf7NwBwH+OwCQTvPVAJhY18Yewog0SXFkFTQXp7sU3nzQxVHneKuybG/A0dsyPpvktx92GyTgCrzQOYAHkENoCUkWv3lNOfQFKrSJEypxkKhJ751vgFOGVl54Zt3YIuLbp+ldQ5RAUfbbuho4uUP2HYRFvLwwqigtttxevrDcvyqp0YuzTebjd881vf4PX1FbfXG263W9szfa1pLVUaCnKV1IF2Uk7CSuUT/GLQqQhnzc89AQC7hAC1CTBPKf59BI53frXoaO+MzrHzz7xFrx4H3r9/Xef7hijfHZA/lpvUDHaGcY820wy1HrLHDSYb3kFlhb6vH4AnGRs30zo3adf+ABgrC2FIRyBRjqUB25XPx1uHlTb548Er/zlzO1cenMGlUS8P5sZ+ayLD5J3vhNjKQxKk8TutWY53Ey1agXxdsa7eBHBzowgLr3byVicC3vqp6SEFcan7CtC1EyVacbtVcH59NSDftg3rZmn6rW++wevrDbfbqn/rWs8WLVvRTgfwHcoYlIcNux2UrRXstS59xAHXoB2rnwf3zWZhzh25cM7V9/H7GSiZPH747FHSw/ud3xU3SJvFcTzZ7P5t74IU9/DZgBPH7l0B+V6y94qpK1zGsEMYrvnRxps+c13udA4xqJ5bpHm6AZj3zYMgIExBO/b20L31wqjyBeR3MsH1hTOQLaHx6YvfAShURukYuRSFB+SWBv+fpt+zcjssVJk8ccqb60R00lUX2whorwAqaG7bhm0VPd/p1cUAOxSJA/H6VdLmOzZj5PXGVgeCIKzLitvrDaUsINT5hHXdsK4tjeuK19fXyshvN6wC4s3PUjZsi7MESuw7yzhSjuPK5YbpaVLa1Yu/NlJdmM6tYxxFn8PaczNQ5pYwzePwHY9PiXXOmaj1LcwSKkV8aRB8IsSWgu51pHBv1AnbSPW8ezdALsA1vnf0bO5RJx4H5T+ukh2PCXelUu2F812LvCRSfwaqHsg6huoYvE1sRZ3X66ed2N6lIH7LGVHCRq78HHBymySLLFy2ixU27hi4A/z6m2KOHAPXq34ib1TwRCEvlh7T52VxjYC4AvltMzDfbJIxPK8diMWSRx/tTXdgbp0HGOCCdh51ZeSlLM0cEljaKUXrraZp2zbcbq94vRkjXz0rXxZc3A6OGqckDNKJ1vQLaGkJEWk9yfYKvseq4VobkFEYSWMYYCSjtwQ76+wdmNxvaYgdf8eSdgMSDNEyCyM7C3UUd47RE5+uc+kCScTNU3h/3REvm8t4bKST3bsB8uxCYZzoAA/bF/svcevaxx2nX42dpookj5I6myhPTTLoZkNVXtFJvSWYppl1Qt8Z6LfUw+WRdC0V62Ky/WwG8cBYBR/cu4YM7inPcWJRysT9abgtZwKiLsHKxt0fEWMTrdkz8iathP1PNgZTYuSu8wnYp8TJGOy2wVZqEqPwBiLgxkApK6jc6ku7MZZ1wbIsuJWbPn9r6Vxvt7rVrvzWTscxcgfaQfOW720rC6+7kswktubnO7++7VKrs1jMuXWa1cu96MMNg30bJOunQ+EPnGXlvpgzw54HDVfJEVASFB3mfXC7XwNh9fQM936AfEQYgVC3A5Kw43KV228e3kshZi/5u2OckYm6Hc+UTNkQq2K5AVfs830U2cysOBDfIAtoIOE5hut4mYsnmaIJs2SC7i7F9kwAWjgGyqRs1tuP+yF7MD2EDzOmtWPkcqxa6HShefCJYY1HNPLKjgmk8sS2ih4tv9nJMPWTnERhaRXmi3iP5eUDsEHjrWW6NXO1Gt7ttoLoBkItp7KuWJokJmW0yghh3YyJez3fM3IIUZjo5Bw3chMQZ0ab75B8sF6PjTy2W1JJIb9lb6OPdeyzA6kDsXyOdTOW11/v6Y1PkzzRSyFWDilRsxQNGCX5lz+lTzvb/qm7ivr9ALlzoaJbPkd5GmD94O7AwyOd4GD8NezJgaaTwhqlgqKBIwGNpVs/H+61L8qSG5jLpKfYXgOuY4B7cPC1u0jCwvIquwEb37iZHTZZZcsgWoGx+rfJzvgS5k5Cdogo7S8lVtEUgfErQ/ZxbxWsiQS4KygCkZEbQLYVqeQ7oJ7xT8EcSIwZ8FZRvqOq1jEFtzaiimVU035rssvqrWs6Ri4dmJUNu+IBR+lDVQhtkFkj9yBC5j+4BDT+0UfcEaUevJszqJvd1YV6A597IeSQrCzOAcaog4qCoBCv+uuZJqAfe618uA/34T7cF+7eHSMn/eetbt71izlYjHXQ67ogutF+Dq/RpciOXQ8cRkqZQffRejIa4nWsLJimhaQ5pjakGHUI6Q80yOEyQy0sRJpYt2qut21iTmda87ptOpF3c9KGrv7UUdVskOuH/MaC6yjAWCoArNjAWBuDrPbal+WG26Xqz5vqzi09zRRQ5AvZPnYTOSJvwZtS5Vm56Mx+m1rxSRA5g5sUthorZ66HVbt4ZAvbKq+sjYU7W/eBXCWSiJcHbayXdYFJUe9T3EG9jH4/5SXtYxsNs2evZyuLEQ9+bNg9SMw92RwV/+T5J0nj6t4dkA/h96he9uSD4fM5lgCBXYJmFWJNqIbnJxB7QI/grUM5H12QDtQeRiAOnc13eLC+5VEG8H6cdKM6dZUDCGaRG+SKtV5d1w031ZgbwG6w5eUNyG83M63b1mozrSDJ9b2oX/vC1AlUxM6Ek3RSPaza6RA1e+3bDctr1aSrrOKA/HVtE4l1QtFPFG5E3X7qlgaEMg/X3Hcpa50IJMK2rVhvpKShFAYXW+CTgXxt5eVPN8q2+NIS+gZjVTxagdwX9vjyhPbEBx60Whkmg91KU8Q3JCdxDAFnJY8H00dsWwyE2HoNahTHjEo+fdEVTgA5Ef0IgL8I4Heibnv3fWb+s0T0LwD4HwD8bgC/AuA/YOZ/QrUl/VkA/x6A/w/AH2PmXzqboOFEyEP53hPjKDWY1ky8UOY+PXiSt2fS1kXm3QvciF5H1/WaA4LMjP1iG5eUmFuO1zkiQMi16LfVMqW0zmrTcNDA3BaviOYsjNwD+WaMXBlwY+S6F4uE69Njr61edmBpGjAHMPf53Upl1LfXG27LDbflFQApiG+BkYtpn0wgNiAv5EwRUydo/WNLTgRwsUnXPLBZZhBtINqA24plkbpk8GZ5llEBbxvWzcwj42IjA36fnlSj6NrbLuBOYPEEAX0+D28kyP2KsXH4PsKHozHCHhIcJa0jdqPwJkzvIbv7B90ZRn4D8DPM/EtE9NsB/F0i+hsA/hiA/5WZ/zQR/SkAfwrAfwbg3wXwY+3v3wbw59rnsXu0t5/SeHc/PzIg5GHBkNcrUlCVSRNArIxL9rHg5qGXEdxbopOc7S8z7cTClBHCXugOFzXZbjiuz2VtJ9ltU1vWryZ3MtwXhr01W+ytATicZGKgL9KKWl6sZkLH3NjNsBdyxe2K3eSVyMiZgY2AstUyvy3CyBeAoOaH0rG83tpKS7Xj1lLFRsX2O3GF6nBTE6Nlz1bOm0u4XCcQVloRJx5lSwCZlrKJTmaTVkZb32q9arqt5sX0vY6ueg1lDCZjZrRnTbInE9zrOBNaNluW6QpPyZ+8YPrsc9IUI+KdcPsbvaS1o6c8cUTj3SGQM/MPAPygff9NIvplAD8M4CcA/MHm7b8F8L+hAvlPAPiLXFvg3yKif46IfqiFM3S6SGTuYb/Cho+6Ch887xkyY9x6tKf3bcfVsYdp3QQ2eO5frFHyctY8iCmIwDMxuZ4SmkAQXXt0jFzKvHUqxHX7VwGkoEk7Rl6BBlVmSWz5pkDu9HFll5I2LzPFcuplCwNAn54KloyN6rL4CuKveC1Ls1pZh4x8vVWJxeoJOqLIo57AyOHnHLxFjmPkCXixEohWzVcpdaMuGyk1nb4tYqpltjpJJcpk7NOkV9RIVYsxWEn0RH3gKHz4r+G1OaTqbVR6Sjawxm+5sHDqjXE4YuIpbdsTphnzvgc6qzx6BOb7z8/cwyODE+4ujZyIfjeA3wfgbwP4VwScmfkHRPQvN28/DOAfu8d+tV2bAvmhe3qveyJKz4oJtsd3YBKtwj3ZHrKgaIQ0jtA6A0/PDcvrt8AUXcHY4hBMyst3lgSo6WLNW9WvbSJPlpQDaLJJY+VNKll1qbuxyJsz95Nn6va2qWOyLLe0I4JWAnID87U9UbSkAcLyuuB1WbCotFIXA0n6dbKzAbya9RLsmDq2TqxLk36Kbt86mDZaAKCdwcZbY5WrWpayl1Y8kOueL7200vln35m0v1DRcdR1egWm4vhbICYB8Skw984Y+Shs32ioeg/c5SjlpwHUt4tBO40lLl3QJJDP7E4DORH9NgB/BcCfZObf2Gkop8ZyRPSTAH4SAP7F3/EvnU3GOOCjmjpoVx1h7/xbBYZoBuPNOWAbSIsWae8oq1YKyF7VUb4ILLADHWGFwh77ZwAOjTM2QdL7ImNsbl+QVTd1cvtqKzs3tnx7van/9VbBXFdUdkCUZJbAxi39OtEZJjtdbTC3RVJL29ekjQg2J63oxlQVzOtcb53sXbZNJ3Bn+OPB3RLbytUxcj9qABHWtYJrZPK+87XDJvqVpz1sxG+RMJxj385zS8fwkTyRN1HE9H4YXr6VdR0/3++ZNHw7hyHv+vCTBEcqgEf9dOnbcKeAnIiuqCD+l5j5r7bLvy6SCRH9EID/p13/VQA/4h7/XQB+LYfJzN8H8H0A+NEf/bHD2svc47Q7065apWndhUrkcQsg9yXf4/CBIMizDAsrCwGTShHR3G91zDLtE8J2Mg8AJ1+Ymd7a/vyhBlQy4BuAKQtv+5K8vt4UmF9fX/H6zatarqw6iRktSl7Vf9WsbYFLmxgsuUOSIrF9uWPHZfq7Lx9jypKvb9qJOhXNhI0Lg5f0iLxStzqoIxTZmIq14mNlcvrSMXWt1phuNeuUZ/NohGUkYJYrMqrqmhg8vjRrI8e8w+6XPdPo8nSIUam9H71CjDZifUT/DQV88vk73mn5eu7RmgZOHuNoezT9Kf6+PSQ/Y7VCAP4CgF9m5p93txKFV00AACAASURBVP4agP8IwJ9un/+ju/7TRPSXUSc5/+mePn7KpZbX9b9TtcJse+fM2e5aT+8GbrlRh/ZK4XsimBHQ2z/sg+baKKrpmVuJeFuDPKBAH4DZjjKTIX3ed8S2bN2wcVF5SM+z9OCzQcFyvW26nzbQgLCx2rVj48aYX19f1b8wYLXCYEZhRHNElSVaWbjJ081JFwLmIt14/9vG7pSgujp0azKFMfK253fb97seLlHaaUKRJecWMt9eVfIg7cLSU4F8gwdSdv9JQ5J6q9Yrm5YLIG0sQblec1sc6Ogij7Fo+H7EZfzTbN/tuOVpz5G8ZGSEYtJtjq9x5EQu5P6KOw3pji4CmrCp65fxu+TtxvMpgf4MI/8DAP4ogL9PRH+vXftZVAD/BSL64wD+bwD/frv311FND/8Rqvnhf/y85EYIZ/u67925YeOWBiKsXH5MyHh8PH5jeeE49twsrVAAzLHSVQB781YfqzLzzbFr03RJF6N4CwrTrWU5urFnnZgLzLiZEwpgtn0/brcVrzcD8m++ecVtXQMjN0Cv2vk3Avw3AU1ns80xTi9lKAg6MPf50AVJYkWzbeDVL8svgDs5R9i4yBy+I7rdViy6PWzRiVhJS5QM447X/v12mKu/RZYSRg5s1jq4BFZeR0S2VYCaIg7aWmhpmY3Lfxn4Sfzuac/9tSF7vRsJM+FxcbZ0ziB2D0NHncV09ikys9Nub7K2l5hSBnfLaTByf6I7Y7XyNzFPwr8z8M8AfuqN6bJWsFez097ZDdtn3rzvXWmlhRL6EGFFxpzstjAeC6Sy39YKBMwEuFiY8OqkldXJK2kLVse87SDf4sBQ/AhIbDqpVoQBe3kjAWdd/LM2BtsY7Te3tm9261A8mAvgruwYeduedb0N5IQI6lI+Hsw3LZso3fi9vGWUUjcQo/An29jaZOdrA/Iq94ABLGh+PSM/oqgR0DvzQJdmwlbblIA3R/+AA28nsQB5q9jMs9tn8yOsfMwU0yi0Y+O05z1cvg8OgfTCdGmb8WWTMXwY8jWnoufzobQkj62DnOHAbudJO2LKIE/DWA4kp5jnx9zHXisf7sN9uA/3hbt3t0Qf6PVr+WZ9/CmePQ131EHOWQdPhonylHKkMAyP/MDrwqbxmplfY97ODtu2MxXZJWrgIqUAgNgjb+w1dBf+xihb1cmrf9jIQOQVblJJS8dII399XVWvXttpO6szQXz9xvwr+3XDfm8dIqOSmp7eWkUndFvYfuWonqZzW/WkJNHHifwJQcbI5RAHKWMQQBuFuFMrsRaQJJXZp50funVtmMEoXFxgbdQBZ26419akqZGVp8gmfqdF859EAMfG+4APRv13yypSr3EO6dSzE3rasWIZiHC4NA4Tj40qhlvStjSO4hpdP8w1NTkW2FcfDty7BPIRTHO+vzOMjA12H/TV1reF4QdSOppz2tioojjbfskKSR0g2qZaupe3A1wF7s1LK2lval1k0ybHtqJAuHGUJEyCSXbJGTj9JGOzDV/XamYok5WA08jbZOe6cpf+bWN8EyY7b21Pbqpb75Kc6sO6ZF9B0Esqg+8yP3Bz0tPttW6M5S02bNvYNnm4JTvy1gEIIBYSjXzW6Y/BfHQt6/qmjcsfAYUhg2DRyEVaUc9J8lA93KXLLFeoAftIvjiJvjveBPzugZdYTund8wbaQTUxK3JHfXbj8YugjhK4b2uy41ry/X4wPo0z/weXYtoc+r9FWnmXQN5rhNHwZ7TgJj+/N2kxj7fF5HXMYQzpoZQOBfCkpQrz2wQIG9O+rW0irjFgvzeIfvfAvm6gsqK0fTtoJe0M5JnLbcFtWbBcViwN8KRcK4vN7N1M/G5rneh8fY0rI19fb81qZes08nVlBX4dYWwbChEKCriQ6zA5vcgYtOLIMmUUYeXZALNp4sbYCXm3RG+26bV5yByHdAZk56CiRN3da9LyJyaM+fpsjYXvvHyLUWIik5e657wd5ycHi8hB3KN0udJs18Z8O2jlw5TmkM67itWaq0Fe67/+cO9ja44+JSH0A5H5YYCcjYxm3ofy+EFPmQN4kJW/SyC3WX9AX33X8/ZDmL1+785xYX6Wdg5vVVLgTQ9bQ3XDdTVLEysPtcKouwS+ttPWvfme/BZ77lsy6VNG1txSbrjdljaxt6AsBdQOoCgl0jqZILPFPN7Eb3MdiVihrBp/P9kZmTkAt7hlA5c0DePq0IrMGKb+KViZNYq9KXkEBJWt5F3o+wVjr3KYtZy4tOh3O/ihuHgraMeDrxd5dllqEoSRl02fL0QgJ/0si0hAAIhRd3zcjI1KGRTCslywLBb+six2QhQVJynJXysD5PdmBJMjEH/Le9IX9UgiYvcvIaZiONJ1v/aPPjlIz2N8fOz2oIYH2DTXZbuAdHT/AJi/SyAHsjwSK+NYI388nvsejsnoRnntRzALdKZ0MtQ3DboC5zcNwEWieFVpoIKpALkfXd5K0Y2jSnlFWdxJQks7fUfYWwNCtQwROaaxfj8SANDSUK+Z6aEs1/esvGnYzfRP7OR9Gc/mJ4SBC+gVogCupVQArmFQyH8Y/ruhO6cYaraF1TpgXjxIy6jFGLeAZgDzZcGyFAfkVe5auP6WjsDnQ1h1TYsbpYE1T8LGL5elAXn1vywFSzurlToQb4XhSIcUw/gtaS31edjdx5A1oZqqsZ+hdJ8AzTP4cQ8xdW8F8fz8DJttQ+gEChM3wrFHO513C+S9a4V0YMqjvkNDeLzF0onHjVl4KSCapnlb8DWwXgPyb8Lk4msFULeQRUz6uB1pZmmsoLO8FrzKwcwlAiHBXgB5+QVkGQjyhAdzAAHY18TCozRjJ8SLll+pdzaOGohjbrSQmaz/FD99pVRKzkQTXDDZogJqz7JtURH0ewfiJOemLoExb9uGZWGVc0SzL02CUSa/eI3cOjrpNATIJWwJv5QldTgFUdpJuOf+TUXfMHxUhkOvb3Rp5DS6O4koS6QEUiveU2LMdO5j4Pe040HZSgbaZLW7HCd83RM7LP0RMP+CgBynhyjB/6hEdoc79yTHqjSwP13406LrdOjV9i8JMkqTVr55dfJKXMxyu611Es8N4YgAuhHKslY23thklVfsk4ox2kIlFI2y7Abar4mR3zIjd3niJK3YuZOMUoyRu24O6QKMkQMjJisgp/ltCMAuSAaa3XZajCWE1YO5B8SBtOIlnSKdSwDaKK1I5yW/PZBnNl+TKy8+KSMvLV2V6ffSyjLseGInqMA3ad+6qd8Q4yOEeBp0DCxjADr9lhG1tO3ERDVVx5r6OM00yclR/qJY1Xck+fk4lzfodo6I4QPQ9GUB+WdxuVpo9AEga/lQcGVEScEm58yM7rauyriztOIB3CxATFpRIHfD10KEm9PEBciVkYeJsQIqzuKDjJHftn5l5x4jZwfqa2DkHEYlsfTioNIDeJBXirDiPInoOtBKvXTCNJ2f7PxXxCM4pt1kFVo8OHppxTpAKpkNl46Reysh7TQIrqNw0grE3LB+hlHUUnBZFpVXgCqtFAfmWVo5PcHfabBd99q5M+xQOlZ9e07Q5mypMkLUfqRxDuWG/I3Gz8/Y+25YbHlGC/dM+esze34eUBC+I0C+02p0KHnKdyPx7e6oYghKCfvhEemfn+zcnK68OZvx26tJJ56Rf+PYuPhZdRvWG7aNAyMH0OSIm00SZtbpLCCKaK2OZbKYQd6sk4mM3AM5RyBnrqfc+FPrt82ASsw1XCOmjhZKpyKsN1qGZAsR0/thIyBgvI201lkBsDXZRiYtlwDYebJTP9NEp+jXS/O/LkvbSXHTt5zaK+n1cQNygfIK/CKbiO6+XBZl5VJnMsFaEph79i1ldO/cjz1312PjsPSfA18j4G4P9vZidyasm2ObJ6gm48y4Y2e8cDZ5954DetJ9R4D8oIcb1JFfqjwyCRP0H4E+pWt+ok11Z11yjWBfHBi5MnP7AxCvi2YdFgltjekJsK24NbC5NRCsgFAtWSro3BQUbuuKZRUb74LS9m2p6bONujww6+ZdW9til6OsIr+tbE1bolbQgjlZ4vbXTSOPurJnv5dlwdb+AGC5tPvtYAlhR3LeYmGqZ3MWAnOdSLxcLrhcKlBe2rOLB/Ilxp9BVsO4Xq0NtE6rsnEDx0LyrIVfCYOx8tI6hdLiuF6vmkYAmtZl6TtnH9f9AN7/7oI4I0rf6cLgKgwQRI88SNOdThbp7xK4O+IwOUsuYKwY5nR8Ghz/rgD5484qT1prAyEAovsF0BlUgz7lgXwzYLNtZfMeKgbq/miy9Rav6e6IrRPYmEEroZCcdtMAcC0oK+G2Epa14LIuuK0rLusNa/sOAEtbfEREdSfEUtTqxPZ9sU2nNK3b6tg4IBs+qVUOG5AHQAnSiQdt6UwpADk5icGD+OXSLETWBdt20UMrKqBecLksoGLWOAzZ3106nRUMxvVyxfV60c8KmIuCLQAH4BRA3HcC1+sV1+vNZxNEwLoWbSk6Eb0smh9rM/tA/vJyxbV1FJLOpcktfrJzPHGWGe1Zd4aZvt1p39ARrPvD0uyHJtdLHfeURFJMW/Dt7adxIkf10FvYPGd+LruPvVY+3If7cB/uC3ffAUZ+sncjnOjuBxqLGgE4HVLZlj1VGSCprCLLzAHYSTlpR0P/J3IKkLex9Uy5MnveNmwE3FYb1xGtuK0F5SYLSlbc2qrO22XB0uQUHz5RXXFJbEvhVzdpF61Q1nAOJw8+lQG5lbG17Dzrbp+5TB0rl8naRSUiYcKNkW8XHfUAjMvlqqxcmNgGS4/u+b3VI+IqGxcW39i4MF2x23bmfsvW7l8sHZfrpYbTGLOXqlW/bi1EGLm3O5fyGTPyomz8ejVpJcsrfiJYw+ua+BN0kaPHH2CYehCFe8f2LFZmk7nTmAdBVdlr76mmls/8UPdl3428SX6fTMq/A0C+71TvvrPkYp1R+E0yeZZdW1JY9y7ZnNTg9XGRSbz+beAOoJ32vg0BfV0rKNFKIDRgJqCsQLlVjZxuDchvK5bLqpr4RRfsyPL5av5Gpdhkp+9sNrNCMZBvi4jc9re6F3qSVjy4+RWIYs2h3RBJucbJTT8BKJIGIOXbOkoGrtelAvNlgdjHb6LTA7rvSr22VQC/XnG9XExaSZOXCqylYGvgelkW3FoHcH294PV6xcvV5C3Jp9SjaOVR5y+Wad4B8utL08lrRyGyymWRY+3ShGcDcUnHMyYtxR2JLQ+dDtTJIaNZ6vxML2SHN5vSxSGYm6SXMaHB+DidoyBHeaY9JR4tm9GE8hmY/o6A/Iw297Ysx3bgJlX2es4GOsFKwnnyYQp02CZVccm6nQRUl8LLknjPzAE5vHh1B074w3nXesCvT8wq2vIKuhGoAMtacFuXqpPfVlwueb/zFazMERXotnSghR6+bHu8DI9kS6aGOtkpFipe/9bytPRH3dxM/5TJXkQjj0DOW+Vwl8sVl2u9X4E8mn/K6TsyAS1MN+rjC4pn5G5ScWE3ybk6jfxywfpy0faicxWuXEHkGPmCiwI59KVmZotvqX6viZFfrxdclkuzZPELgkpjq6HRnnIz7JU2rXM/B+E8RDDTZlHDV5AAdntzSHl2kQ9TtBM1W7uMEQL9astYpkqoRxg+KVACoa7kzWmUF2A3uafc+wByYW48X9NUC+OBsA8qmsHAdPXVLFByQGpsSAw16m6Em0orGwubHcsqWVoxixY7As7vkMjbhhVUqThMpqgACJQbcFvMEuZyueG2XnBrDPsi4TA3q5Umrawmq3TSisg6Xk4Z/Gm5OpIW2LjsFgB/335780Nl48rIRVqJp94LsHZADutY2IH5tU1UXpplyKKTiCZ9eFND9pOdi5NWbtfIvtvfuhZtrzrZKZ2RSCuE0PFFIPfSijFyW7a/2EKm1vtRkwT6yftzzsOVJyafzJH75BkbJ1AHgINwkrXIcbr3JoI9U6ZwrdXWUHqZhjQBkWdz8vcB5OL2CMWjeW1h2uOeNdq1CjzkH7EgkpYrAZM9rmGK/Xi2WtkaeKq84gDds3IAuvKzk1Xas7btqXdiTthAfZHO4NaYuQu/Wahwqed4qtXKljoOkVbWzcU9BvB+6+BYRpmRB2nF3y+2rL0ugokmf0Bl5FU/qRjgmbVuPRBSsyn4M1hN+xTQm2ThpY+w+IdNp18bI79erlivK9ZVNHLrrJayQKQiCUue15WfDcBk5KAWMk1aqVYrF9PIr6aRy3J9kn1jMJAEtB4Ip0CdoOdcjtdoPtntyB9dwvSBJyfhSBGaDROGfoXlzwJMmX2y9cr7AnLgkzWirEsdJMLSMU1KCzHTBWGKDk6iWeKm5nAqmTgtHDApJhzvliSMLGWYKRss7inTQdfwbLIxrmIEHDtdNvBGkY1DFvwAOTJhomayt6jOW8HZ6dEC2sTYtoKNC5atKPt9uV5xe3mp/mX3wrbAKTLyglj6NV269wsYLy9XvChQVq1cGHneNCvvyaITr9cFl/WCa6uzyMhXLU8gboJ1uYihmNujnjmsxK1AftFJXKDazov0U4os/Z+1za6yD31UZaalp322QfKdgs3znL6zw1Vex24gqd8Xf8Pap+Xdjx4cIXyGe3dAPuqA573cPcHuh6H3w1DNaONwFacnOhk02Q1RhaUrY2+Tb8q0V7UWAYBsPeJPBFIwT0PzAKxwev2kIYocU4evAuZx18Ew8bcUMC9g4sri/eiDI2xKsQmACYh3f7LAR61GCkCMjQs2XnDhDZfLUvXslwtebpX91r1Pmk02w6xWLheg+GGwlL+dicnMeHmpHcPL9YKXl6vaoC+Dzqv+bWpjvlwWLLcLLpcV16vVGTngX9dFRxigVg5N25ZRhUlybEBejJVfnZQCIFmrOPtxokPA6nfkGzSKUH33kalH3s9TC2Me2XTEPz49fFna+5uCH8c5JYy1DrqSfVIa3h+QAwnEnxDeDqXQEY7i+JkWBkjFRCLK8bupjk3PbVqtHsvWa+YAICfAq2athylnRi558EO2lNdBvuO+K1A5Qld6ylJwv4XqUgJwb1vrMjQdDN8XgoCllATejpW3zxq+W4xDjI2XNgpZ1LLk5eWqx7TVJfIrltcCMOFyrTr3Zbm0jcE4ATkbmIPxcr3ielnqpzDy5aJWMgAc66XIxrcN62XBul6wrXYKUaFSV9dSwbqsDmhhS/ovXiMnp/O33Q/dCMCXGYDagbj9WLwMGCu6r/AsrAjTPnSfAOjuC/ptY/NZB3c+W3yyx0mPjF861cxzXTzDvUsgF3Oq9usTx+aa+T29BqMN+VpaHYAbW21XVHlgmwzVJfur2YlvcXJxY5Nh/KcMx32DCfLKQFwY5S+wOiAASWm7+wGyN8uCZbG91W0Syj795KUB+WXIyr3mXZfYl46Rb7zhcl3UXnv9XiufZa1AXoTRy6rHqwJcz8hZgfx6ueDlakz/0nRyMeurebatApir3LFtBdtW072tF5t0BfQQj1uzO/d286WUIClpIbHp9nlrgurfGLxa1ZS4Adp9zr1X3LeH3q/79alfwye63RHKnfmIoEx9r4izI5LRPMV3WCNXJ5QhjAj7jJ/aW2JnGOmdV638ySrKOCeB6/1Mijrpw9ihnnUpbLxp5YBNLgZpxZv4ubBi+JxSNsmfG5pHdk5RI0+MHABoYzCZRY4vn2ClUlAX9IwkFQHzFqYAXHFAzljAvLWl8JWRq/RUCrayYFlWEFOzOjGrlZx3Wa4vZXe5LrheKtt/ebk0Rp408jaRWNr+LMLIt41xWS7Yrhs2vmg8YsNf2sSxL1uZsL0sNgqRgvNALuBvdudF5xHCPitaZ+caNvkvqtEOvdozDrN2m/+DWDSCtWc5vwFWn89nx3oyvKxuPTkp7xfIc6/3xlyfnezsh6w7PfxIwnAgzu6i15LZM/K0CAeAgbg/bNlpvEjA7dm5TKyOkpgyqrnUSTnqt2sF2s57y9JkKMa2VbOwPIxUIC+EQmha79JANu5TImZ8QGTkREDbN7Hq5E0jv92uKmOsy4J12doCJ1JZZcrIYdIKmDUt10vbnEo0cr+plbOeYY7yynbZcOFLaBMyt7CWNQJ5cRp529Gwlja30dXWypAiK18odKBew5cdLo1g7JMZafk7CuOxezL+0SdE8pjPJ0Si4sCIjt+fkWfM+WX3sdfKh/twH+7DfeHu/TLy7Cad2NkZds/GT02hkD0jW5PK996xauCjGFQrd8xcT3pf1/aXT31vujjb4ptNJhYTE55Pc7mhpRhvt+8kl4rsU85h61iRA4DGmG9ygILo4z0T1NFMgTLy5XLB9bq0ZfGXMNEZJjsvopEDCwqYCzYUNfN7WVctyHXdsC2brjxdLtcqrywXnWAMtaOTnTXNl7bcfrkUvAT7bJNWbIFVlVaWZQNzaWEtYbIZaFYu64ZyK7DtCZzm3Vam+r1WvHafJa5qjmkHZ5tGbpOoUfbYa9ONNT5Kx78gffxzu7cqBc9yXw6Qz9wD48WhVEL2d3fl5DlFGcqS6K1u2Bz+JM5eq86n0HApKG1VJ7iC6yUAoQCkbXVqy84X3csDMCuKCthVUmCgrVQ0C5mcq7q1ren1o3IF0BYlVW39e997wcv3XvDy8lLtt1+uuL7kxS6L7nVS8aaZOoJxW6qWvV1XjXNZ7dg8atLKslQwn82j1InOmq+L2x7X6/Ul1YGZZ5qG7W3LqyWPDWqlOjfuNXLRx+0oOGBjamVpNuc2QWrSjpRtEP1c731MTNx8U/DKcMc1O5809v5MFyaknhQW54tPSr2fZMg69ydV+8+79wHkzcJjVzqalNeZuU7yFV1nMpFVtPbKngJxM1CJYbD0EMLGVIOmHszDfwhAXhyLW9c64Vd3PCSgmdctbuLscilhqbktuDGzPgF1AGr94AEfIKzXeFwZfO6IsN5WG1Fs54BcAfx7Vwfml7aXiOzs50BOgZwrI78s2LYF62YTi7zK6UQbgKLaszLyUOm91crSbORlIyy1zy62yEY6WfJ/hUAbtXM1haEbw6bWKZet6ApbkO3g6A/HIKCupKQNee8PjWtwKpJ/R9iGZ92Etx9Fzl6eOInvYCn1FU8HdJ8UbhcIhy/z0XxreK2H4L4fXldC+QLN7vHsRrocpo+f6t4HkAMQ64/pRMDO5aNiYUD3gq/+OwoNY0Pp2VHZDxqcth8Bac/u3AEAHTOXZ8hJE27SURfilAoQzAwC2wIaoLcGuSwol8TIi02chaXvbRKOiHB1kk4uHyLCejEgb8eGhoIht7GfWF8ICw+M3G1aBcgSe1sQVC1WPJBf6gRii2dboJ0JkXRSl3ZCUHHESVIoE8Z1clEWO5VCuJQZI9dm4eoNtR6Y2v4rBpxEwLbKJCTH59SOPB4sQRuBC+kkrid8Mtlq7TGv5BTAnsl9vv5mIJ7Da+UVOgH3DjzJZbJEg2+Wpvzt7sg0gDM4oY/YP0PQpql9+TgW6hIye/4x946AvLlPMFLxddJheKgrQoy8mdSdaAQ5QgFowEsrYgPcQKN5ltGAHN1mw+rSrEW4DuGLMeUK2Ga+Z7KKHV9WHAuMjDyeurNcLihEKptYiRhFJCp1fxY2ELXstsbtgBxUJZzry6VuyfpyCdLKta2otLy0/KxtLgFVI98udREOszMt3ISB1k5vKUtb0LPYSCgxV7+608rXy0yUGLl1tOxAmRyQ1z1Skv+tyiVwjFw1cm9HDoAaG2dpZHrDmyM6Ru4yJesUgrXSwPy0Mn+pFO7usv+JCOD6xDPfx9ypZBY9kEe6S95xAuAu8Oppushz8HQ4pHmUd2XX+7H28Xjqw65e3u7eH5DPhoHDq/cBrNUlIZ4NSPDDaECkHr+Zff4Uf15nlHgGmrdjZ1Erb08E/4mNq9liUSrlgdwfeqCSisombXGP26JV97N22nopS2Os1kBNKqkAtq31aLWskdcsmB25lGUppOz75XrFy/demj5+xdVr5BfPyJu0grooiDcGX+seKQoybCtqa1nJjoCVkWuZao3J9rsVzKUT9ZtzCUOPK14TMxcQJwIvJbQFP9ri0nRC2cCs9NIK0Bj5timQe3PVfpRmbcXaockqvj3qfQGKlo8hC9dr43fumW442vb91zBOd5UGckh+aEbYAFvNGnsv9z2x5FOkOQL6Pi4n8A8dwtkwxu7dAfkMsGd5m3a0B87XaSy4GuKsMKPC4sGd3FBcwLuFOJJUyICmkq0KlkB9wUupIL4sgLdJF4sIv2+HLrpZlqA3ew3cb9FqurmzpigLwGydUHHpaYtj1rVOtFYgR1dO5PQrAXJZ0CNnUAqIv3iN/Fo3k1KNXBcEtc4Llwq8xW041TpgYeQC5jZBabVsbLwCepERU6ubRTasclKGn4yuoN+YWiEULgA2EIrGUUo7lHojkyYKAiNfilsQJESBmk4O60QZcXGVfZI+ax+ekfu22cAb/foJdn7sWltG4+TNR9+tu1yIhLQNjYwRRmnxeBGww2c5b4/tyFqIIoG4XTxTCvdICW00xBl7Hpcj3h2QAxjnZ5rHs00tV3l0pm0DtZAn4cpLFN8CH5L+qbTiwLGQ+yt2Cs3CLpzF9Hpj6o2Vt9AvlxLM9y6XoocrXC4LFtGdddVi3IDJyy4iw4TFRJ79NSTbmrQCZshOuuQOojVGXq+VQu1ItcUB+kU18bD8vDFiRttLhLd2ZF1pHdkCY3S+jA3IS1natq4jIGc98q0+qWMztUTxIzIFcRmVaQfMGkeBsfKNpa42yEpNCTCy/qJthgBsvmZbhx3wJDFy4e6tx0saedy2oVbFgFZO2u4TR/q9Owj40MjgcYw73SO9JQqJ5rybSTOPpeJ9AvlwBGbDQK+BnmcMY1Yy9x33Zh4zcfnuAI/hAMFeQgFvkj2n2/as15crQNRWd9ZwV79/eTsvs0orNeVE6CY7l0WA3FZDvrx8r00yvkQrkXRyvEzGloWwbAV8absPXgSk6hmZayFl5L4dkpSoOEF1EAAAIABJREFUFkMDySKrNm35u9+Myhi/1InsPbIBbiUrW8W7D2PeWQahttpuJMdq7bcOqRuaab4YUVi1nlaYvJeTpE1Wu3Nogmz0Jb9dOyKLkoChjhvbGpCB2jNySbZdncOCX9sgvz/FikNxuyH7ck9kS0t8cnL9m9JEvk87Y6+2786uHvfx99e+K4z8RD4U1A/8doXqdV32DWUWd2tAji2zvQGDl8ozOmPk9kK3fbRLNXure3281B3z3EEU68Zuv5W2dF/GvQLkbj9v2V71Ip+XejBBteGOliIAwhapthwf2LaCsjAWLNgYar1yaV1ZtWOHMkFKebaeNqXTHZsmZn7CgF3luElJ0eA32KucZiIUtOULIJOEdq+rTQiTVfYqioaMerRTsa48OrZm4YC5ANgKA1uscxCcpObaZOsEtP/gFMcYfu2bmhv6Ntm3yP7oMhfWTqcRRmRvcEchTO/7QnlC/yK1GVw+Ru4Jzsdw2HmduXbSvT8gv6dIdzrpYLnQmGxg1WeTMfDYWwfEYZKCibzkTnNWG/G2z8e6bW2jJbaj4TY7eELsukNiSMBbrFbc4b4XOWHm0hbitAU47WgzALbKsk2o+gOP60RjA+9mI83tv000cp0UdfMCoRwEyBmyGdaykK5UjBs/STk1aSFZmIxXkFqcYrOuoyCx+ED/XpCm0oP5uA4dT3Z/7pI0L5kI2Roba2qL2n0DCuLBnJCts+FwTTmyi8yclEm0ER+JKr6wxk4GJRJusFhp0Y9Tcc7RQfz3ON5Jha+5nA/1M3qcUKUnMJ62+Qs7Vr4T3PjW42n42Gvlw324D/fhvnD3zhj523UqF9Tgwn28Ig68em3S62vK0LQz7qUVYaFqLXK94IU3LM30T2yz697jwsrrJJ3E2YILO+Pp7oGlsnQ5Ycazca+RXy8XXC+LLjrSybuFYMbgF4ipuHC+rdlOi04u8wAiGTBqOkUWIaCZPvrj0pqs4g5HEMabmbgczaZ/quVEFj7WyT0ZTCIJczvOrI0CdNLS17Oj3q7Oa5azHwCFULYqBikTFTlFdXJLEyMFLVdDU0v6eBgJiqyig4sHXZRrrM3anVNBD17cM4qxlvCQMXvNaZIK7u+JZZdPlNRJZ8RAAPMTcQdx7H8m5GfMTbwPIKcTmWn636lMD/3kCpQ3Kg/byV2SZmZa7WjhhT1c/zFQMalFrVYaoF0ui4azLnI6PTQOBXNu2rmhUAfkRaUVd/L8ZVHwvupJOE5auYjNtWi5YlbHNfGb0xSpDj11T/Q22SnyldWJAPnWzAbZgbgD8KSRE8mByQ7Q4QFddGnpVslkcQVKqwLSm3ataOrIzgIREEhmpPH7QFaxqnb+ayRl42YXLumQiW7rZHxzCdeoa44mE7vJPptgPw+1NAIxR0YExPVThSjEYpnH8BAYhvJIaaydne9QB/kkYGAgPu9E+gmJZ6k/5xzlknpO5O8DyA9cZyXSFUZ0IneZJurD0m/z5/WuNaIRdkdbavfyKhtPQE5+w6VF78mZnGALd0tgHtg+QferBqA6t1mGFLVcuYjJX9jb5KJHiEnHAxA21HBJNN7ALOpmUGirKoV6+pWUzB7IKyvPR5gFq5Ws8zrgHurjjpGD4LY+kLSwImNk5P7FZtcqxCqmxd3GFbEVZJAwJHdQZ65Z9nRmg27CM2eni0J/+gukZeTv6oTnnZS8Phsj9YycmsllTOjMPZfRZrebMx5/n0neE9z/NI4xOCku/XpSwX0RQJ576sNm4194JnhTMn09WV7r7u0J1xg7DHzSEnSSM5zIXqUP1gMa7IBf3uIIUYbRto1tZGQVyAsWCV/YuHYUcjLPRdl3PCPTtmv1+fTAQhCGDiwLAygoG6GuhWFwiZ1WJToCNtTAvC6Dr6ORaK/tma7P+8bV9ND0AoaMDfKqy5ZUgBhmndHXCcPCsod8/fn7pJUgm6B5qxCJ3zrxUVtMslOIb++1RncvkhB2n55ZcizEUYoyC931ne4dMHJ640RheHIwUt5Nq7/pvu8dtWld+iRU1wnHFO6MDHZjmv9+lvsigBxAT5BOOK2oTGwE3AHXPTfwFHNDuzhPkhumkfNPqBYKMsQWtgyW02GElW9Y18V0ZwWRlpY29FVG3iIiIOxVrfJFY6m6AGVZ1KLFW4kcZEvz4yR+yEpF6RNpg0oHaiEku/hxUZZY0yQdl8aOuh+7y1P7k3MwoylcY8oOh+tfA19duefZKmlnrcxbwM6ZtfnmxLD5CKtbCulhoVnuKfs8hkYPxmJpYqG1Rq5YYQm0DkFGEnCdnTxC4ffRqxI7IY7x+dwcBOTJ+/0ugaaCcjMYbOWwd+qADezkvd5PjOXLI39O0XGaj253oE29p7d1gea+GCCnriBOuK6nbs3dkRlPAGq9uklMN+zOqTFUob4VCzDJoQBcwIs8ckGhDUubxKxbxiZgbcAkIC4Q4sFc2C0Aky9kGF/qsnPdvlYmNcNLesQqLL66fwiphg8SxkPK3itBlFWLGxgFaKsz/ZwBUQMw3nQyVTsHIGyh21U3dV80rZA8+brzREpy7EZclv52f1gkKsI4+Wv/9esYeCDQm90CDKBc3silPXNC6eTJ5cd99InQDmiaWv0gyOwDGpCe5Z6PQJGXmchdsxjZEy5EPhtHDK6H98RsBhnh4SHquklfXwqhQU0dDb7pY5Su89ky3ndfDJC/yXUV519Ex+LkpWB018JQTysjLYxpz1SianutoBQsEJZbsBUBMnb7lvj0GpD7jsS3gbDBU4FKFvKnmnRYUSkJzT1HLAlqfnxbrmAunoytGhCSA05RmktIk3RsaJJR2VaLt92S05B8pZEVerzWwjJYNpYr2Yx5828Nh6bQuPdgDsXqIjakMZiPmCMDFZzdE8aoU36AcPB3xzhaHlT2ab+HrZoi6wvyZJqfqJVHrm0/B2A6R1FeIHe9i7Th+CgdoZMJbCz6G+aBxh5GoE/hTgb0+9ynXDn7boB8rnuPuWMs4O7GLJJB50r6w8/g58/QaNgC8TKaTJeBGriGvrnUbZbIwCpvdKQ59vp915AHO+PJopiWDg/mNtGYpJXd15RiAxcg9+Xn6A51L77s0siaHhDXbXpJ2K0xcl8vuVzIReWvaYSkEOwQ6yiHHDogLZFR/+6ZfBfgIAaHqLm0fR48T1ZLKWqjoABmmd95Ju5HCNEXpbTN5nl6cMkrbhNojsIYdmpjOtxd6iKzCtCRGgs9iqgb2oF/NtL1nZSnBGmfSeFzJ/Xn3Lgo3hZmcodATkQ/AuAvAvidqOPC7zPznyWi/xLAfwLg/21ef5aZ/3p75j8H8McBrAD+U2b+nw9TMs1Pq8Curd5RAGTszNhb++12W6tnURqAgvW1yanpIvAvrQJEUxoWImwC7lsc4gdOxu57C2vynkYgb30RCTUDK5gr6CcgH/YggSr5xel1sjIPdfOD1F0ToOLKxATUISaGmk316+fvNG65ECJo+znr6ACuo+kZNPl/BiMci9tDbIjO+enBruYTfqDSPZ/bkh94GPzOd96UZFBfSBoGU+8fMJsdSJn59MIwkFLH4ZK4n6Z07RT59CyIfItxgYbynCjlrvPtyiAXyDD1LpwU/D0C09D1PdfjYe24M4z8BuBnmPmXiOi3A/i7RPQ32r3/mpn/K++ZiP4NAH8YwL8J4F8F8L8Q0b/OzOujiXxIH/eua7z+BXcQ7FgO+8+cnoNWqhYLFklltEzAIi/7Xm9/nFkBb/str5x7yT24U0zP8IVgyZuAuABxg4LpRNIoL9Wv39rWwLrSW0tBTou8tlbvwS7Ye2/D6V4Os26SwvN+CbUZqNrE+LyjsnbUJLVustD7jmXFwjCNPjr/5ObpxnVv2XNzJgO/lL550qB3RHLhHJ0jBuhrZe7uZ67+vYtauVEthti2I13vvIdwyLetw6S0PM86tNzbv1N3COTM/AMAP2jff5OIfhnAD+888hMA/jIz/xaA/4uI/hGAfwvA//6E9D7sZhA09svh8xHXvyBCOWQBDgxcyfm5I539++PBvP7NOsEZz1B5yIevL/w9DZr8g8j7TAcYD+DZYHemiWuSRmnxTJUT3fQAypOSntU3n2B22bnCG4Z/X5jD+momknelLHT+UBkvxnOvXXh6u06x8ck17r93ec+cp+MBoWf/Ktxde60Q0e8G8PsA/O126aeJ6P8gov+GiP75du2HAfxj99ivYh/4P7s7wxfO+jzvXKtsE4kNy53mffRnC2m6c0BLXYtifxR33Zs+n9Kn7IfTuDoz/py3DFhp+L/zXnWgfdekUIJkdrVHjmENn5XO7sRLPxgOjHXnO9I+HGLsew8d6r0gDnQQ7csoh/lo66cjEJ0GPHnOy3mEsbr3lbvTQE5Evw3AXwHwJ5n5NwD8OQC/F8CPozL2PyNeB493RU9EP0lEv0hEv/ibv/FP7074h/twH+7DfbjqTgE5EV1RQfwvMfNfBQBm/nVmXrmuy/7zqPIJUBn4j7jHfxeAX8thMvP3mfn3M/Pv/+3/zD/7ljxMnZPW7nCOjwTJg/A4R2ELzokCkY27ycABHQ/Muoy8UPpr1wrSNTTrkdGEnckfkVTlQkwSRrg+khLEHn+veHapc+eGI3Me308k9rGq5FG+0BVWN8Jxz/TZT2GOVbDkosXS25yFMQrzUY38bhXqMEIKdfZw+N9hdwjkVGv3LwD4ZWb+eXf9h5y3PwTg/2zf/xqAP0xE3yOi3wPgxwD8necl+Q43e/mmAl3WC10D0r/BtXHkg5/xhe8sS0QmoSyTOAAPwOxlkkGYI78VyZPsMpBC9PuOxrvrbxTe6DcAkpczTIH1/nIoofxlMmwcPjAAv3sVnIH/vRJSnX62wMmn7ZE0PdW9JeLc1vfColDLs1DGi/A+EHzmzlit/AEAfxTA3yeiv9eu/SyAP0JEP45a/r8C4E8AADP/AyL6BQD/ENXi5afeYrHyuPNAkpnGPtfwC4LH5keZgfCETbiZm2YUayaCnoGPQp1FOYA6itc1bgWuXAbU5oPkei6rmQ4+CmvkR+IfXR87Qv/+j3fsc/4n8RNJKiPj9M/qJ40W+8wcu4SOy2FWejK32T/B3UOfY67OW65M/eBcqfTPTcpmOorYa1PPStXncd9W6s5YrfxNjEv5r+8883MAfu4N6Xqjc6s08cAoOryswFH17O8E4VLhwcSxxKFFSJfoGYDPEtWDeJQvxK48L0ryJXYS3Dq/AuL3NWkafp93pKPsj2psBOJvet0O3tbYAVmKjtuh80u5Xj6Ni4vEEPJ1rvUPKUR3bS/v91vJvGNH5NasfD5IfzcrO5/p9o6FOnbkWvSI0b6lchpPbCCXV2haEvab9WzHvdhT5PiADJWR+R11efm1zkzef+bvDzjt6AaAprtZjh8bAXj3OyttdyX3IXqwD1iZPBx0FMBIfjjnZiVnsXcC0a7LJpDD9rnXpg923VIZ7WyCHnHPoNKUPj8jNf9OAvnjddKY3icZ2mbwG7yMBw1AiPtsc6fqqam2DJVxZnmxPU2OpJXPOVik/aQcPn50uuNgyM/3dv4zySr66McRZzvLWQg+7j0/M9fa3FDi6dNwOvQMxMNsPtL5jd0nkS/eMIIPYXxLQ4vvJJDHhe/3lKyriXvR/AFWJ4dkdIR2tgxe/c4iiqBsuRl1IgyEvV68nyOweQsbP1dQ54vy3NvjBiim/HSpOh7pxNQfjJwAgOTUHRwhaIhxulvUmwbsLS8ToH0eON4nrhyulAbiPjg40YrufB/zu3Iwfnp37jsJ5Mea9adzwyX90wbB7X/uLmchPOzM1zV8B6YM7QjqC5DZtn3nBub7HYPE6UCge1FHYH7k9l6SEy9QeFF7ZNaXH1lSiSMiY2KzYYuN0mLq7LU/TKpblTRMUxfnQahPaNp7g7q3uz5zM2CcvhsJiH19poCHIdzP2hMlf5BdPyp3vdV9J4EcAGyPhvb73ucBJ1m+bTA3asS2d/YxA+7Y4nDDq8iICR6cxoxc9xjpWHkO290XkxD1b/+eL+OT5bn7UrS0TiPthY39FFHITbjXPXqmo+lHdHFbAvQTjZ/TZYr7JndyRHTHjREZy61mf4Wn7a1ztmz1LeHZyU/v131ngRxwL+Dpt4TSr7PMXmjWGX8ia/iwB3Hoe5YzMclUZuJD6SNru+z+Bvk5zIvEEyHwbe/AHQ9TLpMYjtqUhy13neP8RPIhHa105nt93MBl3Z04tqfQwbMvz8/p5mV4PiWxU2Aase8BG98flgyv3kWp5P05y5I55+TLcd9pIPfuXAX1vkhw9+Ap/3k+Rceks56oA0wBPIW3D+KRkcfn2AFPRj125ZBZeYy/5mmwp3Vn6vi2Uc7IUcDEOEKxONtnSAcGfsf375HtRBdX/znLg0aZwf7Z7sBAJKYFj9XQSC7Jo9Lhzo3BbPMg9nsSdpSRUCd3FNA7cndtmvXhPtyH+3Af7v25r4ORE9xBvLnnbx7CZ/fwbo9Oic8eJEVdPzEyejrLIUf+R0xU5I8RC3JD/4MU9EUxzvOYjdcAbEVpCPmNLmqaQ4OjIdGaTZO5h8Id0s/TrJma/4PhvbTJTy2tPEI2j9r1GT15zwLkXj36XmOGQ//PHxx+dvd1MPI01J4D6KQ2Dyv5EU354BmSl24EzLM4z7bGI3+5A5g/P9wKqite3rn5DHfcwY2x4k4xLB0B+FYXJjs/k7XDI/EctpYTYe4evMd8V7qeXlZfOIgDXwsjB3Ca/T002+G69In9+ShY0Y0P/Q7T0wuu0duYTXZBTN24dfPBfaAHzbDy7xOsturi632g9/HYaODNIDKadMVolPip3Pl8P5qakZXWqQ0KppvcRfdIE9pl5WH66MvTx4GvhZEDONMsGdAzPP3Ve7bN7CwfhpH4H94voWvyjpXT5K9PgE2u6RYA4SFvgTGREu6YENPvNHsPzr2ge042EYwmpTSeNEtlSF2deib8UHLudk5caqkbF/CnXoRCdL4uzqckgfbwhbm3oOexP1Jl/Xs9jlLFsy8Mz78iRr7vvPoSF+BRPANwzwnbmjGGznZXItoX6Y7a1Oz+COIei2HmrIPZdw44HxAkWf/N4vtelCcY4CxcH8azkP5kWJ+6X4lGGc+bozgK694x0LPnCs5YlWtnK+9kIDzv231FQH5HjYSzEM81Kd3IaGZqptfiwHM2tXZf++Ee405N7PW34gBU8jRi/nOWO0qe3n7o/cxzGI+/YH6hWK6iri5SWuuOCtw6+kcSMImxtYuRj+e7z4FMfYu5u7z2CuHRAtptg1IXufV/+lHSM9xXBOQHnCCx5cDI79hSVLTOoSaXJBVKaP6c5sI7ViNHT44ngfuGfO+b9EYkHzxyxoLkqC/LdSq1Zv7ZRmmOv4MxWfSy74bbFWvcn8cR5br4FCA1k1a+fUAkkEml3IP2mzugb8l9HRo5panAE3XjJ16eMrrm8ctKJIrpGYHC/E5FkgdBXGIYuTcfrRU2Knnmi+GlqTO+x9JMmOcKQj/1nsV9MuT9tJB+T1s+7fXUyUtPrPc3BjWcofBk6ksTyPFVMXLnhogar3vTv8H2Ive7vTFzs1451/uHsUK6Z6wnbvI0liJ4mCmfUId0D4/5KQbHOY4zIQw2gO3StFvA9sz87m6SpIZ8m3i+oyCzfHp3tgPcry1KqyHP7FUy93NKyHzTwRtD66AwEONPVcGfzH11QK44Ir/ZemgmgDrEqM7DpxtkDyLoh2uB8Un4jv2F5e9TR4l8ZsDt5YsZgBvYx5OU8v2Yr3w/DjHGOvoei53Bw6jwOUnyDjQGIcxcP9Ucy2e3XmEd+vOH23bYyCfH8DuSLjV0lKS+XM+5MV4eS3DHotq+i1s5DNKFu4rpXbivCsgjxPaTdfNRuu+u3dOcvITtYy0w27wpxocwij8rrlj6OTT6Ft5oomnILsgm70Daqid42b8wTm8x/dhS55M1fj5FMIl3cmF8baYB5XxM4z6GhWeD+JmzM5/qQvPYh6xHk3R+9oCH+/Kcds4gAThfhsz+vRkE+8XB+NeikX+4D/fhPtx32H09jDyQcDckIygzvWdA1XP6Xpzo+vs0NNch4olhtckA5K4kLdtr5Mjj1j5vOoO/N8bMjw+9JiY+CuN4xByfIYplSD5vOe6DQEPV3sm2jsbhX7R7FvNM4cz0yeGj0e9jpSxSIU5IlBLnPLIv7XQg4GsCcmD6zk9Wys8uTgKj7mU37BpE0DRycgL90RCz17z9j6yRS+Oeg3k8VOIAEI+wnk3ZOFKn9l3MYyzDUZhnx9Nn4+9Sow8/G8q/jcML7onyRBfZXATje3C8thsDzgOMPXYnEn3EKb6weU4AXxuQAyO8FQIotxs+9Bq63efoV0OZRtmBuRFEidjPHA7Y8xTAs+NOb+/Z/IhgPjLFk946+Um+tB5wOphw4PBYSLvu6DT6ELvrX/r9zt+ejmeHOXM9//0EGvmp+Z6JuwPJiWj8rh6souUjKD95tup7cl8fkKOvZ8qf3FexH5nb5v8enI+oQIzQv0Jdm9lpRHRw/0z0EsTbYWO8fQH5nvENYX8ud++GVZ9g369PEubQvUVmmrrjcPa6DBqmab8wpBMeteM3t+0vDMSBrwbIc82Mq1rb0+C2sfCdE18O0zCIk6VL8Pf2xPK9Nz5RYwhrGfnvW+tDjX/2Jr3FfZaxrYvjkYw/GXk/1xFv95Ts49JKnp85HEOee0OpEQcf9mSn0T1HMwutwLW+LDT/SoC8d3s7qezy6je+vEHVDvtrHAP5lDm2kaANz3ngvx892D7Qj+dp9OQjIo13M43Vd6ZvdcOpgzuK4eCskXOu5fONVfBIlKf9AseAnsMbSSv3tglO7XVmpjtWCI9E8hbCvnXBF+W+AiCf1Eh4eZOie9dLdQ8tzxp1fm4O5hnEg4asoFIRQbeNOdnpvKVv8pYvT5m8m4QROrC7ZtNGUQzmIBAXeh2GTu2ZtxVec58JxR90R6nrbDze2pOjDXhaLzdrVqOyjxP4s+fmcYZnv6BZz3cD5J9rBr+bFxm0uHtGzWeXClsb8dq6AwIC9kAkgvhscsxJK6492wEWvvfqQehRbfFpNTeZJMvp/FQrqOmR3M9R5vjZd74U/OH2MOhoH8ll5SpOsjmYnB683GgsY5C+4yoifLvVc0/U7wbIP4+jfkz8lJmR4wAcDNu1DkgH2l2KyrNAmx9qaWCRHzLoz9P3tFNpntDipyEMi/iA9tEDEoynZGc78uHVc4r3t2IccQd1Pt8yYjij1ZpvlttO7y/vntF/Imjvruzs4vk2O9rzcX9FQC7yyYkdGu7EtrvmvcI8DU9IQx8YNY+qE8vQswbknmNl60ca+Xtyu+/pI0T58ZQ8HqkL49RI7QkSxN0uxHky8qM+843Yd38RpPY7LWiZB4v+9yTyysLf7yhp5j6W6ANdS2Lip79gs+BUIYlfen+8/ztel6Hj+wLrfXdfgQ8XCL0hvOe7syD5eevonlI5i/ec1j2MJKo92eqwBHStxWz8czQZO5IgR088oxP/dtwHkH+4D/fhPtwX7r4qIB/1w/qbso59j4D5mNipB0S06NyX3m+2y52wEzkcoe6Qa3LS+3c7LOjeoS49NG35fHci2Yw2cvpMzPx4JDN86D4Pz86K7rXsJUTvRu8NTb47/5SvTYL/AtxXoZGP6mVWV911ldeG9hTJ2772PLybtuKsl/ZetsGeLDoiFOA2UdOvgOtSfleD/dTDznmeu3ITjXPkl+TOo53XM/N3fi6i1sfnQJDzZeNJzl0xvGWJ/ulIes1bLLX8JKfe2HH2/rVv38Yk9BvdV8TIefBt/Lt3s2odwuN+SG1YQM3yzB/DHE4Zmz0/uE/G7Q/8GnOhSVjfmjs0BRswLBr8tS+nsyZsWP+O03LW3Vu8BzZLT3H3QCylzyN/+vtTdEhpNSYPG+/ZFIsvXxofjPwLcZn3RseIPbt/Zo9YRSuYcwzMMwYaXRxarRxLK3423i8Yyn7P7Fo7SLH7/gla+gm0CGOXiX/hVVPe+dk2NZHoJhN04UxY//3TpucetjkTMnp/abXlMI63sQaO/wz3+AEBNIx89wUeKzVfmPuKGPkdEsvJiuyHcPc5bf7dvhT9f+H+ofTimPcM8AdRfyntN7Ko/7+9qwnZ5CjCz0MwOWhAY1SWGJKN5JKTLkECSo5q9rLmllNyELwo6MHDSi65KuhBEEExEEXMRcVcBEUET0ajbDYblk1WDRizZBVBxYOKlofpmemf6pmen/ftd8Z64Ptm3v6t6qqurur5S1zywZphxD3dam7x1rQAAc8lWw7TQfVLTWusUPmouu98uJ5aId4KMo98G9C2VhIvjkoBABj5TFQpfCPOgAIMzqBA5einhZ9sa5oOjXnwdGgRB0fwxOdgLILOOV9LbbA3notv7XTD2X8m7zhjq25RLUYU/yx8hcJob4cYKl+9N7hWn6AhH1k9s/ljo98by7AVGbELA95FkjVFwxp6ptxfkUQAneJJdwh10VsgZin/tC2jZZgx+Se+Za/90na77E1FsuDOggSHVmarvISruH+OnIcY4zizeYQkAgryotrq6wo0yyr+g8wZKFuTampPZ1x2azghQ16ixkNlxlUt3M0uvbQUK1O4n0nvTWtlBsJX7ngixX36/ab0pAongwtD2FPJPTZDdK5hduj9n9BmsA9aSkc6WcOaw/pD9PJ268EKFyclokUKdagcIZ85A56WTMjMWLdegt6nt135QBeF0N5KyOwciAnQ+i6UoLe3rvHCZFWg26jTWhyjVfO05qK8/gkZ8hhDxszPL1k/e+nFD+iXr766QY8nc5AbK0yrUM617m+VC/toI9O+bc9od45Lz5M4ly7n/YiEtzgqS1JHfWigckq5lqGZG8tKH8tojpzaYjuRY1M5zEs7bp0UuuIya8rq/ZYvp0Nlxl2IIQ88ZyyHvmbbRyj9Rcbc7BLlQqQf4VDZkYnaCopLYJ+73oI2otnqwWflAAAHFklEQVQZ+SDBPIrXGeYiirFRXm8RnoITNOTaQJQYlbwxiKeu5vXktlc605doQ/xTgrx0Ne9i+sCo+hMr7lszqqGyev1F3dEnuTNEMWIaW24101BqLuZgjkH3xku9U0GiZkP626TRV1L38xzi141ID8fba0P8YrrOhc35XmxKT3wdMXFyM4tauIAMyTelqDkEyhvlMzjVIiz6ZYJ22nteWu+lHdC4G9+7CWWIYIzbplJp+N/1SniQvlTzm+5WkDUcysMb95Mx5KFx889jDyIuE3vIY8Yg9UqHanQTuKuQKS3Rj4zCp96jpGxF/Tf5EWeCwBVtWm956w1yiZp5r+IKWkvpPyzGrhfkzeC4gcw6A8nYK4ZUHWuEq4AyZGPfN/BlluZMj1MG1Mh3AzBNvsy0K0G+RjOTlNRxCIx4PPaMtbeXWW4p6hZMz9nxWw7sTLDwtP/9lVswfIU8Z4tyZQ6H/6vbDw0Gg2GPOBmPPHR//GMLjpTpV1Q1xM22OrZiFnouXeSpP6jQ5qVuW0pH6wwkN3knTqQSPmpxP3R/Id1iyoXdGEhfA2XPG8axV5iq/fK3BZAJtzNjmRQt4Hto+JR2VFpHkHqX05FGvzpFTSkXSXZjGW99xJ55Dv5jQ/H8TX33UFZ5bzf299NtnWgvPRuC9xnt+JCMPpIxFr9nor7kvBATBLwBjzxnvOcZlF6J2784T+t/rC8Jtj7SPsLJ222XZOgI2/DIKCGt8CbbTlmThnL1S8ZhLmRB0z1dVNL03+NgdFR2Bbr8pGy2HX2xYC5faUezDeXzvUCPVb3VdCPWa2+7Au3dU5p+620xSM+dh33TH9zYgWFYJ/jZNevTGRYg1AqZY8m4HhYnasinMH74QZrr+fgK1n1e6ghEJHq9AeQuPeQrjCRMGOhDvCuxe13C3PolGUqhMdkfhNdJZQoFPUJmsECqDk1ZN1qby3FIp0fHiRnyJcxrntmamCGcoEoYPk6eUEXF+8XiuGq0HGMXBoOyhWmlKO56hn+RhvrTULooH2rhntxu9jbYFoXjMMXeT/VcKAV0xsQMxV1D5Y+DEzPkUwZLq3M4E15Oh1fDI2npQx7Fj5dzjZGosAxMJTgp77vAnBbBFA7uUV+zMrTDpZyLf7Ki+Mqa8gnJb1CGGBnMDJ9qK5N51mdIvomSrce64Cl8DozknwD8A8Cfa9NyANwJ42tr2Ctve+UL2Cdv94jIu0oKnoQhBwCSL4jIg7XpWBvG1/awV972yhewb95KcGJbKwaDwWCYCjPkBoPBsHGckiH/em0CDgTja3vYK2975QvYN2+jOJk9coPBYDDMwyl55AaDwWCYgeqGnOTHSF4jeZ3kxdr0LAXJ10i+RPISyRdc2h0kf0LyVXd8R206x0DyaZI3SV7x0lQ+2OArToaXSZ6rR/kwMnw9RfKPTmaXSJ738j7v+LpG8qN1qB4HybtJ/ozkVZIvk/yMS9+DzHK8bV5uq0FEqv0BuAXAbwHcB+BWAC8CeKAmTSvw9BqAO6O0LwK46M4vAvhCbToL+HgYwDkAV8b4AHAewI/QPGXxEIDna9M/ka+nAHxOKfuA08nbAJx1unpLbR4yfJ0BcM6d3w7gFUf/HmSW423zclvrr7ZH/kEA10XkdyLyLwDPArhQmaZD4AKAZ9z5MwA+XpGWIojIzwH8JUrO8XEBwLekwS8AvJ3kmeNQOg0ZvnK4AOBZEfmniPwewHU0OntyEJEbIvIbd/53AFcB3IV9yCzHWw6bkdtaqG3I7wLwB+/36xgW0BYgAH5M8tckP+nS3iMiN4BGKQG8uxp1y5DjYw9y/LTbYnja2/raJF8k7wXwAQDPY2cyi3gDdiS3JahtyPWXDG8bHxKRcwAeAfApkg/XJugI2LocvwbgfQDeD+AGgC+59M3xRfJtAL4H4LMi8rehokra1njbjdyWorYhfx3A3d7v9wJ4oxItq0BE3nDHmwB+gCake7MNW93xZj0KFyHHx6blKCJvish/ROS/AL6BPgzfFF8k34LG0H1HRL7vknchM423vchtDdQ25L8CcD/JsyRvBfAYgOcq0zQbJN9K8vb2HMBHAFxBw9MTrtgTAH5Yh8LFyPHxHIDH3Z0QDwH4axvObwHR3vCjaGQGNHw9RvI2kmcB3A/gl8emrwRsXuH4TQBXReTLXtbmZZbjbQ9yWw21r7aiuXr+Cpory0/WpmchL/ehuVr+IoCXW34AvBPATwG86o531Ka1gJfvoglX/43Gw/lEjg80oexXnQxfAvBgbfon8vVtR/dlNEbgjFf+ScfXNQCP1KZ/gK8Po9k+uAzgkvs7vxOZ5XjbvNzW+rMnOw0Gg2HjqL21YjAYDIaFMENuMBgMG4cZcoPBYNg4zJAbDAbDxmGG3GAwGDYOM+QGg8GwcZghNxgMho3DDLnBYDBsHP8DZeqd/ZhNF9YAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"100/100 [==============================] - 24s - loss: 4.5346 - val_loss: 4.3763\n",
"Epoch 10/80\n",
" 99/100 [============================>.] - ETA: 0s - loss: 4.4258Epoch 00009: val_loss did not improve\n"
]
},
{
"data": {
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