NimbusML-Samples/samples/2.6 [Image] Image Processin...

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Image Clustering Using NimbusML Pipeline\n",
"\n",
"NimbusML implements TensorFlowScorer that allows to use pretrained deep neural net models as featurizers. Users can use any intermediate output as the transform of image pixel values. \n",
"\n",
"In this example, we develop a clustering model using NimbusML pipeline to group images into 10 groups (clusters). The images are downloaded from Wikipedia Commons and English Wikipedia. For more details about the images, please refer to [readme](https://express-tlcresources.azureedge.net/datasets/DogBreedsVsFruits/README.html). The image files are loaded with NimbusML image loader and processed with pretrained [TensorFlow](https://www.tensorflow.org/) deep neural net (DNN) model (e.g. Inception V3) for the feature extraction.\n",
"\n",
"## Note: \n",
"The user needs to download the Alexnet tensorflow model from __[here](http://jaina.cs.ucdavis.edu/datasets/adv/imagenet/alexnet_frozen.pb)__ and extract the \"alexnet_frozen.pb\" and put it in the same directory as the notebook."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Preparing Data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The image loader of NimbusML uses as input a column from a pandas dataframe that indicates the full path to the image. Therefore, the user needs to prepare a csv/tsv file that includes the path information. For classification, the label should be in the same file."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import pandas as pd\n",
"import numpy as np\n",
"import math\n",
"import requests\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.image as mpimg\n",
"from PIL import Image\n",
"from io import BytesIO\n",
"from nimbusml import Pipeline\n",
"from nimbusml.feature_extraction.image import Loader, Resizer, PixelExtractor\n",
"from nimbusml.preprocessing import TensorFlowScorer\n",
"from nimbusml.decomposition import PcaTransformer\n",
"from nimbusml.preprocessing.schema import ColumnDropper\n",
"from nimbusml.cluster import KMeansPlusPlus"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Label</th>\n",
" <th>Title</th>\n",
" <th>Url</th>\n",
" <th>ImagePath</th>\n",
" <th>ImagePath_full</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>dog</td>\n",
" <td>Bearded Collie</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>images\\dog\\Bearded_Collie_600.jpg</td>\n",
" <td>https://express-tlcresources.azureedge.net/dat...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>fruit</td>\n",
" <td>Muntries</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>images\\fruit\\1200px-Kunzea_pomifera_flowers.jpg</td>\n",
" <td>https://express-tlcresources.azureedge.net/dat...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>dog</td>\n",
" <td>Griffon Nivernais</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>images\\dog\\Griffon_nivernais.jpg</td>\n",
" <td>https://express-tlcresources.azureedge.net/dat...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>fruit</td>\n",
" <td>Ziziphus</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>images\\fruit\\1200px-Zizyphus_zizyphus_Ypey54.jpg</td>\n",
" <td>https://express-tlcresources.azureedge.net/dat...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>fruit</td>\n",
" <td>Papaya</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>images\\fruit\\Carica_papaya_-_Köhler–s_Medizina...</td>\n",
" <td>https://express-tlcresources.azureedge.net/dat...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Label Title \\\n",
"0 dog Bearded Collie \n",
"1 fruit Muntries \n",
"2 dog Griffon Nivernais \n",
"3 fruit Ziziphus \n",
"4 fruit Papaya \n",
"\n",
" Url \\\n",
"0 https://upload.wikimedia.org/wikipedia/commons... \n",
"1 https://upload.wikimedia.org/wikipedia/commons... \n",
"2 https://upload.wikimedia.org/wikipedia/commons... \n",
"3 https://upload.wikimedia.org/wikipedia/commons... \n",
"4 https://upload.wikimedia.org/wikipedia/commons... \n",
"\n",
" ImagePath \\\n",
"0 images\\dog\\Bearded_Collie_600.jpg \n",
"1 images\\fruit\\1200px-Kunzea_pomifera_flowers.jpg \n",
"2 images\\dog\\Griffon_nivernais.jpg \n",
"3 images\\fruit\\1200px-Zizyphus_zizyphus_Ypey54.jpg \n",
"4 images\\fruit\\Carica_papaya_-_Köhler–s_Medizina... \n",
"\n",
" ImagePath_full \n",
"0 https://express-tlcresources.azureedge.net/dat... \n",
"1 https://express-tlcresources.azureedge.net/dat... \n",
"2 https://express-tlcresources.azureedge.net/dat... \n",
"3 https://express-tlcresources.azureedge.net/dat... \n",
"4 https://express-tlcresources.azureedge.net/dat... "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Load image summary data from github\n",
"url = \"https://express-tlcresources.azureedge.net/datasets/DogBreedsVsFruits/DogFruitWiki.SHUF.117KB.735-rows.tsv\"\n",
"df_train = pd.read_csv(url, sep = \"\\t\", nrows = 100)\n",
"df_train['ImagePath_full'] = \"https://express-tlcresources.azureedge.net/datasets/DogBreedsVsFruits/\" + \\\n",
" df_train['ImagePath']\n",
"df_train.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dowloading 0/100 images...\n",
"Dowloading 20/100 images...\n",
"Dowloading 40/100 images...\n",
"Dowloading 60/100 images...\n",
"Dowloading 80/100 images...\n",
"Done\n"
]
}
],
"source": [
"# Download images from url, save to local image_temp folder, update the full path to local directory\n",
"base_path = os.path.join(os.getcwd(),\"image_temp\") \n",
"base_path_dog = os.path.join(base_path,\"images\",\"dog\")\n",
"base_path_fruit = os.path.join(base_path,\"images\",\"fruit\")\n",
"\n",
"for path in [base_path,base_path_dog, base_path_fruit]:\n",
" if not os.path.exists(path):\n",
" os.makedirs(path)\n",
"\n",
"for _,row in df_train.iterrows():\n",
" try:\n",
" response = requests.get(row[\"ImagePath_full\"])\n",
" Image.open(BytesIO(response.content)).save(os.path.join(base_path,row[\"ImagePath\"]))\n",
" df_train.loc[_,'ImagePath'] = os.path.join(base_path,row[\"ImagePath\"])\n",
" if _%20 == 0:\n",
" print(\"Dowloading \" + str(_) + \"/\" + str(len(df_train)) + \" images...\")\n",
" except:\n",
" df_train.drop(_)\n",
"df_train.head()\n",
"print(\"Done\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The \"ImagePath\" column that includes the full image path can be passed to the NimbusML image loader."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Training Model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In order to extract image features using the deep learning model, four transformations are needed.\n",
" 1. Loader: load the image files from the \"ImgPath\" column of the input file\n",
" 2. Resizer: as the pretrained DNN model uses an image with width and height 299, we need to resize the image\n",
" 3. PixelExtractor: we need to extract the image tensor from the image to numeric features\n",
" 4. TensorFlowScorer: apply the DNN model to the extracted features. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"loader = Loader(columns = {'Placeholder':'ImagePath'}) # columns = {output_col_name:input_col_name}\n",
"resizer = Resizer(image_width=227, \n",
" image_height=227, \n",
" columns = ['Placeholder']) # equivalent to columns = {'Placeholder':'Placeholder'}\n",
"pix_extractor = PixelExtractor(columns = ['Placeholder'],\n",
" interleave = True)\n",
"dnn_featurizer = TensorFlowScorer(\n",
" model_location=r'alexnet_frozen.pb',\n",
" columns={'Relu_1': 'Placeholder'}\n",
" )\n",
"drop_input = ColumnDropper(columns = ['Placeholder'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We create a pipeline that only has those transformations to see constructed image features."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
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" <th>Relu_1.4093</th>\n",
" <th>Relu_1.4094</th>\n",
" <th>Relu_1.4095</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>dog</td>\n",
" <td>Bearded Collie</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
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" <tr>\n",
" <th>1</th>\n",
" <td>fruit</td>\n",
" <td>Muntries</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa...</td>\n",
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" <tr>\n",
" <th>2</th>\n",
" <td>dog</td>\n",
" <td>Griffon Nivernais</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa...</td>\n",
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" <tr>\n",
" <th>3</th>\n",
" <td>fruit</td>\n",
" <td>Ziziphus</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
" <td>C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa...</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>fruit</td>\n",
" <td>Papaya</td>\n",
" <td>https://upload.wikimedia.org/wikipedia/commons...</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 4101 columns</p>\n",
"</div>"
],
"text/plain": [
" Label Title \\\n",
"0 dog Bearded Collie \n",
"1 fruit Muntries \n",
"2 dog Griffon Nivernais \n",
"3 fruit Ziziphus \n",
"4 fruit Papaya \n",
"\n",
" Url \\\n",
"0 https://upload.wikimedia.org/wikipedia/commons... \n",
"1 https://upload.wikimedia.org/wikipedia/commons... \n",
"2 https://upload.wikimedia.org/wikipedia/commons... \n",
"3 https://upload.wikimedia.org/wikipedia/commons... \n",
"4 https://upload.wikimedia.org/wikipedia/commons... \n",
"\n",
" ImagePath \\\n",
"0 C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa... \n",
"1 C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa... \n",
"2 C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa... \n",
"3 C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa... \n",
"4 C:\\Users\\v-tshuan\\Programs\\NimbusML-Samples\\sa... \n",
"\n",
" ImagePath_full Relu_1.0 Relu_1.1 \\\n",
"0 https://express-tlcresources.azureedge.net/dat... 0.0 0.000000 \n",
"1 https://express-tlcresources.azureedge.net/dat... 0.0 0.000000 \n",
"2 https://express-tlcresources.azureedge.net/dat... 0.0 0.088755 \n",
"3 https://express-tlcresources.azureedge.net/dat... 0.0 1.692611 \n",
"4 https://express-tlcresources.azureedge.net/dat... 0.0 0.000000 \n",
"\n",
" Relu_1.2 Relu_1.3 Relu_1.4 ... Relu_1.4086 Relu_1.4087 Relu_1.4088 \\\n",
"0 0.000000 1.420249 0.0 ... 0.000000 0.000000 0.0 \n",
"1 0.000000 0.000000 0.0 ... 0.000000 3.416956 0.0 \n",
"2 0.811384 0.000000 0.0 ... 2.170286 0.000000 0.0 \n",
"3 0.000000 0.000000 0.0 ... 0.000000 1.000454 0.0 \n",
"4 0.000000 0.000000 0.0 ... 0.000000 0.000000 0.0 \n",
"\n",
" Relu_1.4089 Relu_1.4090 Relu_1.4091 Relu_1.4092 Relu_1.4093 \\\n",
"0 0.0 0.000000 0.000000 0.000000 0.0 \n",
"1 0.0 0.464706 0.000000 0.000000 0.0 \n",
"2 0.0 0.000000 0.000000 1.110376 0.0 \n",
"3 0.0 0.000000 9.258146 0.000000 0.0 \n",
"4 0.0 0.523427 1.542979 0.000000 0.0 \n",
"\n",
" Relu_1.4094 Relu_1.4095 \n",
"0 0.0 0.0 \n",
"1 0.0 0.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
"[5 rows x 4101 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ppl1 = Pipeline([loader, resizer, pix_extractor, dnn_featurizer, drop_input])\n",
"transformed = ppl1.fit_transform(df_train) \n",
"transformed.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that, for each image, 1000 (for 'Softmax') features were extracted. We then create a full pipeline with the kmeans clustering learner at the end."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# Creating full pipeline\n",
"pca = PcaTransformer(rank = 600, columns = ['Relu_1']) # Add PCA to reduce dimensionality \n",
"kmeansplusplus = KMeansPlusPlus(n_clusters = 10, feature = ['Relu_1'], number_of_threads = 1)\n",
"\n",
"ppl = Pipeline([loader, resizer, pix_extractor, dnn_featurizer, pca, kmeansplusplus]) "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice that for clustering methods, no label is needed. However, in NimbusML, the users are required to input a label column. Therefore, we use the 'class' column from the input data. This input is not used in the algorithm. #TODO: delete this part once the bug is fixed."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Automatically adding a MinMax normalization transform, use 'norm=Warn' or 'norm=No' to turn this behavior off.\n",
"Initializing centroids\n",
"Centroids initialized, starting main trainer\n",
"Model trained successfully on 100 instances\n",
"Not training a calibrator because it is not needed.\n",
"Elapsed time: 00:01:19.8572341\n"
]
}
],
"source": [
"# Training pipeline\n",
"ppl.fit(df_train) #no y label should be required, need support serires\n",
"\n",
"# Generating clustering result\n",
"result = ppl.predict(df_train);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The predicted cluster and the scores for each cluster are generated with the .predict() function."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
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" <th>Score.0</th>\n",
" <th>Score.1</th>\n",
" <th>Score.2</th>\n",
" <th>Score.3</th>\n",
" <th>Score.4</th>\n",
" <th>Score.5</th>\n",
" <th>Score.6</th>\n",
" <th>Score.7</th>\n",
" <th>Score.8</th>\n",
" <th>Score.9</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>9</td>\n",
" <td>48.715694</td>\n",
" <td>196.892700</td>\n",
" <td>176.272949</td>\n",
" <td>39.086586</td>\n",
" <td>196.296570</td>\n",
" <td>89.849045</td>\n",
" <td>180.898560</td>\n",
" <td>93.460846</td>\n",
" <td>42.809196</td>\n",
" <td>31.105650</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5</td>\n",
" <td>110.141663</td>\n",
" <td>133.176605</td>\n",
" <td>81.525513</td>\n",
" <td>111.708939</td>\n",
" <td>145.776947</td>\n",
" <td>53.723076</td>\n",
" <td>174.292114</td>\n",
" <td>83.029350</td>\n",
" <td>75.193245</td>\n",
" <td>81.721832</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0</td>\n",
" <td>16.016426</td>\n",
" <td>200.293549</td>\n",
" <td>212.317123</td>\n",
" <td>91.493248</td>\n",
" <td>233.072662</td>\n",
" <td>108.143402</td>\n",
" <td>246.047821</td>\n",
" <td>143.894958</td>\n",
" <td>101.994789</td>\n",
" <td>78.159943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1</td>\n",
" <td>323.128021</td>\n",
" <td>57.072067</td>\n",
" <td>224.685852</td>\n",
" <td>310.462097</td>\n",
" <td>201.771286</td>\n",
" <td>189.325775</td>\n",
" <td>309.505157</td>\n",
" <td>206.023773</td>\n",
" <td>302.829773</td>\n",
" <td>244.442841</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>7</td>\n",
" <td>116.025093</td>\n",
" <td>91.397224</td>\n",
" <td>123.987152</td>\n",
" <td>80.798065</td>\n",
" <td>151.489105</td>\n",
" <td>62.102425</td>\n",
" <td>115.235840</td>\n",
" <td>43.938499</td>\n",
" <td>62.096260</td>\n",
" <td>54.576447</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" PredictedLabel Score.0 Score.1 Score.2 Score.3 Score.4 \\\n",
"0 9 48.715694 196.892700 176.272949 39.086586 196.296570 \n",
"1 5 110.141663 133.176605 81.525513 111.708939 145.776947 \n",
"2 0 16.016426 200.293549 212.317123 91.493248 233.072662 \n",
"3 1 323.128021 57.072067 224.685852 310.462097 201.771286 \n",
"4 7 116.025093 91.397224 123.987152 80.798065 151.489105 \n",
"\n",
" Score.5 Score.6 Score.7 Score.8 Score.9 \n",
"0 89.849045 180.898560 93.460846 42.809196 31.105650 \n",
"1 53.723076 174.292114 83.029350 75.193245 81.721832 \n",
"2 108.143402 246.047821 143.894958 101.994789 78.159943 \n",
"3 189.325775 309.505157 206.023773 302.829773 244.442841 \n",
"4 62.102425 115.235840 43.938499 62.096260 54.576447 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Evaluation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We evaluate the clustering performance using the Dunn index (DI). A high DI indicates a set of compact clusters with small variance within clusters and long distances from clusters to clusters. It is calculated as the ratio of the minimum inter-cluster distance and the maximum diameter of a cluster, i.e. the maximum distance for the farthest two points inside the same cluster."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# plot clustering results\n",
"def plotClusters(results, df_train, label_name, plot_cluster_nums):\n",
" figure_count = 0\n",
" for plot_cluster_num in plot_cluster_nums:\n",
" print(\"Cluster \" + str(plot_cluster_num))\n",
" image_files = list(df_train.loc[results[label_name] == plot_cluster_num]['ImagePath'])\n",
" n_row = math.floor(math.sqrt(len(image_files)))\n",
" n_col = math.ceil(len(image_files)/n_row)\n",
" fig = plt.figure(figure_count)\n",
" fig.canvas.set_window_title(str(plot_cluster_num))\n",
" for i in range(len(image_files)):\n",
" plt.subplot(n_row, n_col, i+1)\n",
" plt.axis('off')\n",
" plt.imshow(mpimg.imread(image_files[i]))\n",
" figure_count += 1\n",
" plt.show()\n",
"\n",
"# computes the maximum pairwise distance within a cluster\n",
"def intraclusterDist(cluster_values):\n",
" max_dist = 0.0 \n",
" for i in range(len(cluster_values)):\n",
" for j in range(len(cluster_values)):\n",
" dist = np.linalg.norm(cluster_values[i]-cluster_values[j])\n",
" if dist > max_dist:\n",
" max_dist = dist\n",
" return max_dist\n",
"\n",
"# compute Dunn Index for the clustering results\n",
"def computeDunnIndex(features, labels, n_clusters): \n",
" cluster_centers = [np.mean(features.loc[labels == i]) for i in range(n_clusters)]\n",
" index = float('inf') \n",
" max_intra_dist = 0.0\n",
" # find maximum intracluster distance across all clusters\n",
" for i in range(len(cluster_centers)):\n",
" cluster_values = np.array(features.loc[labels == i])\n",
" intracluster_d = float(intraclusterDist(cluster_values))\n",
" if intracluster_d > max_intra_dist:\n",
" max_intra_dist = intracluster_d\n",
"\n",
" # perform minimization of ratio\n",
" for i in range(len(cluster_centers)):\n",
" inner_min = float('inf')\n",
" for j in range(len(cluster_centers)):\n",
" if i != j:\n",
" intercluster_d = float(np.linalg.norm(cluster_centers[i]-cluster_centers[j]))\n",
" ratio = intercluster_d/max_intra_dist\n",
" if ratio < inner_min:\n",
" inner_min = ratio\n",
" if inner_min < index:\n",
" index = inner_min\n",
" return index, pd.DataFrame(cluster_centers)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dunn Index Value: 0.25\n"
]
}
],
"source": [
"# Compute the Dunn Index on the clustering results (omitting the first\n",
"# four columns because they contain text labels and filenames).\n",
"DI2, cluster_centers = computeDunnIndex(transformed.iloc[:,5:4098], result['PredictedLabel'], 10)\n",
"print('Dunn Index Value: ' + str(round(DI2,2)))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster 1\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21880179f60>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster 2\n"
]
},
{
"data": {
"image/png": 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4OQ6Oz7FzdIIosYRGEjXqOJFACNuWRU6vdHOydNJKDLa1eds6vx0EaA3OiQSqtbYl+ViLsZzishFCYNqJRfsEa6FsP790boqodWtPcMJidN/SuDUITd/KBVIyhecGSBWTyaaZmZ0l2zVPKttNEAS4roc1CV4qww9+8H3OO/cSBlZkKVcjduzYzrpVl3L86CjZ/CixOMgl51+INnWKHWlSQRblHubAkSlCPUsxfQEsaIorq0zVY0ZLexifvoW162NqTcuHP/aXvOYVXwDbIvkT19qJsS9G9osc0v5yWhPcSfva2l/72xfRzx47jC6ETDcOsVA5RNofpDMTERd9HHyCIEAQE+kIHId8l0/vUA+dPXms1TSbEc1mkagZUqk0qJaqNCo9NGt14maVpCGwfoRuJJhY4egIPyNo+hYjRcu7ikvKSSGlJLIJxkakcPCVxBLjBi5Yge8GYB2UEkv2L0cohBUkSROA0MZYoaAeYVMWrQ3WGpo6xlqIonjpAoiiiCiK2gfTkCQhSrrESUgjqtNsVEilfHQzaiWl2hdTbCOk9Em0SxI3MW5AHEYoIRGOJXCzHB3diUxckqTZjhhicBTnrb8QxwosFpOAEh7KgKOC03pcv/Kd2zGhS3XyGIXeHDPHE6b2HWf/eIlCSpBN9/HZr72dF1z7CqTMImSI0RI/kMzN1li3cojDx0e5b8fj5HIdJK7m9a98Pt+8/QFCY3nZ8/6C+7fdw+6Zw4we1Zz7+y/D8wV+U5FKBRjRJAotoYHQSITWCN8hXDhIb8+ZZJ0i+45so19fT37Nl9mYuYLj1Sm+MnoFueCdDKgN3D3zbTpW5Bkf28vm/qvoqC2AFDy+Z4Lz113CxOwMb73xUW784Cr8kiGd7SEMQ9SS+8NibBOQ6LiJkh5JYtFx3JpglcYt+MSlaGl7XziYuktttomrXIQrSBRkPYFKpWnoEF+4dGTSpIMUw1GGSj3HQl0wOVehIDyaToRQ8hQiPF1YjMKRScs/bxZppF0MJFt6+1LBVJvEtW7LEkK0rJeiFaHLxYRtW9qy1iJsK+FohURbjTVtucM+wdkDCGmYKE/wjW9+lM7MHMVBKBbTBGmJtiGuk2J07D5GVhcJUv04joPrpLG6Fdz85Ec/5ZKLL+SeB79LR7dLb2eBgRWCmrmLoYELUV6FzStfx87HjtCzos7k7OP0FxVSGrY/tItHH9mCV6pz5vm9VLQlV+jClR30DGeZLt9PIhs8+/nPZLHoazGZ3Do2i/ZR+YTI3kEIRZJECCkRJ5G667rEcfxrHbPfCKLfvncXTXeS8sIR4sgQeJq+TodGt4NZYSkWixibIHVLYpFS0tnZSS6XwpgEP2vIJAkmisjXIyqFJrVShVqlQm2+iU009WoZXYtRcYLCkKiWfctH4asUrtMiOc/zcI1Lo6lJBTmwLi4exUwBr5lqzbpSYq1ZypIvZcsdSZK0suOR0e3EiU/SXpZGSQS0yL1cLZMkrZWDEIIkSWiG4dL7JUlCvVGmUg1Agu/7S8vZJEmIjSGOY6RxELitAMpxyJkcuEUy2YS6rZ6idbay9obLn/qsE7Y2aUiSJmHUAJGc1uPanFKkOnN0D62GmubY3gPk1w5RyASEYUi0MEUu7mV4YJCjkxrhlCh2dDE+WcFzU8RxwlBPH3OlMtXKNJ1+L3tmD5IkZSbnF9g92kOiSpzRcwGz1eN89oH3Ua1qcilDR1pS1z5hopBhgtQGrcE1cOiWbZx101M5OjZLw/qYs35BdPxcyo1xiObpXb2OGf0dxh72OJK+iyt7XsVTf/9sjhysUG/WiITl1Ve+ggfmd3PFOTfw8ndsokP14hQtWsckwkLSIqUkNsSA40t86ZJECSYyELeKjmwgCZMIaQ0mbqXjVKDQRFiaJCqF7/oIINKG3pQgm86TDiS1WpPxsQqVuTLWFbjCkksU1pUkKkstjAibBv1rJO1+VbSqWM0p55cQv1w12nLOtF8jTmj0Sp5IvlprMaqtzy8mX9uefE4i9ZOLkE5+f601X/rSv1JML5AtBjiyRspLkZL9BIUUUZTQ09tBJuNRzI/gu3kGBwep1ubZ8egE9XqV0bFHuPi8J5HLpwm8Ap4X4LhQb07x1Ev/iJ17drFlz1cRjwvyRYf9e/6efKaLbF5w6e/34kSSYs+5NOPdbL93gidf+gK2PfRTzli/EWnmUXoVAg9Lc4nkF6/BxWh+sdbg5HoAteSucZBSYW28tN8n6/z/FX4jiP7Art1EUZNGwwdAqgVmsvspDWmU8CCxaBtRXljAWks6nV76IpIkIVEaIwzClbhpj6zw8F0Pz/NIu3VKc/PoZoZIV5ENQcrPEqWaaBnjKQffTRH4WZAax3Fo1mOy6TxSabAu6VSWfKZAd7aXgxwiSRKkPJEsWYzOTxR3SEySYAxLkboxi0Ub9pTZWMqWfQwg5+VoNFqWsiRJaDYblErzaGPwvNb+aGx76QdRFKGNxGhJEsWtPIMwKC9NnBgSTxMmIY7jEMcxcRxjlWbNynOXpCNjErRJgIQoap7W4xoXBZ4fce3FV/Od734NUeig5sYUPJfyQhPH8ShVp/n4F9/PmnUrSWXOJivGSed7cMKIscouBnpGmB6fYii3hkeOPMqZ3b1sWPtcDu1/P8fGD5LvXM3k1H7Wn7GRmVKJ8cZh1EJAx6oGUZLCWokUAa4bY62lWFjDX1zxJ6hpy7nBuehUH1+47xvYibvxN5zH9MRh9nYf58/P+B7/07uIbzxjjI8fexsf+9QP6Ux34oo+ejt9vr/3ixzcGTDOQZRRJNLgKIXjufiRoJgpcNtnbuFJz346iePgCINTF6TmNaJsqdVjPM8j6LRUUi6mnbQ0hCQqgZSL0mkcLYiTOo51ma05CBmRLyq8IKEWSQ7OlqmU62QKAVGUMDFTQ1iHlC/J+B4WTTUOT+txRQq0ba1kFwl50RsPYsk6qdqkbhd99liUACMkBtPefkmVb0fybRnIcTGAOsmN88TWXFJYjBBomvQWO1m5ZjUx0+S6JF7Wp9jRTXgsRB6bZWTdIE5HJ935AXLZbkqlY/zkJ98H63LRReeQyggefvReegpD6GZCLucxF04gVcyeHfcgrWD1igI4Cus0SAWD+L6L1oJU0MGatc+kUh9lYmEPnf1ZKtG9bN54DUlsmV3QbL3vezzpKQErV12IG+aQKkaIEJ24baK3S3IVgNMOGo0R7RxH0uaZdtDmmN8+e2VpKkLgo9paMRp0STHRnCKlskjbcmIsTNdIBTlcJ4VSLpGOSKwhinWL8HWzleBIuSASHCxIl7ws4LkxvgwoORWsH6P9BhmZa0XwbkBrVaUwBrLZNNJ30QaUBZNoFubnqJbryEQiXYjjGKUEUioWy5K1TlBCIJIEIUEqn2YYksk4gMSxkljEgG67CyyeVEhlCRyXDZvOZdu2bUipCPwsnudgXUUtrNGIG8jGSctWI/A8jyiuEdfK1LxsyxFgQ5QjiGVMkkTYOCFJWpGQ40ikSuEpS6VWZb60QC2sEycJsbE46ldP7vwqePKmJ7Hr8H4eOPAw73z1W/nnr9zMkQOHWNO1gfGpVn5DxoajhyqYaIJrrjuLmekZhlIeMu2Qtll27HqYM1aeR6lR4+K155OICrsPbePVL3onH/7aZwmbozzlvCdRmy1TSPXSUTyMilNsORBSj3ezYdXZxEKgHItqDvOaq1+LSScMFNZgvYSj45P8/XM/zU+O/R1bjx8i4xYYKL2Mzr55trxrgTd/4S3s3vsYuVyODCOYZJQH944xsvZsGo05Gscm8JWL8B1cVzJfP8xbnvtz/vHWP+DC659OIiKcOCGcitGzEa5KUZCCwA1o6BgRKlzPkM6DygtmZlMYYhJtUXkXT1t0VWBijYNlOm6iIgGJiw5CJgJNY77O3HwNVXOoNy2OYxGRxfNbRUDN5PT2LjzZF77oklmMUE9+bPH/xYhVtaPxk106i5bCk7dbXDXDiYh2sdjo5O0e3reV/Yfu5My1TyLwszTqMSO9A6TdQYRNcGv9bOjuYc6ZJBn0URmfnq6VWOMzMbGVlJNi/bqz2XloK935IisGOpE6pL9vmHI8xYaVZ1KuHsNEio7sACqdZq6xn478MMLmuWTjDfR1ncdjR24j5aU4PPE4jZrhwnNvoNaYgzhFR5dGy5CBniPo/V/hu/e+m0a1Cx0VuOp5L2Ok56L2d3qi6nWxL08rcFtUDfSSfm+MQck02N8yolemFdUKFJIW2buOi0IxNzmH7x1HeA6Bn8X3LEEQtHZYGiKjSXRCo9Eg1hW01jRNQsr10DLBOjH4MUHWJWlIUiZNJZ5b+tJ838dz/ZaM4mdb5CMEcWJQjouDwPUcsIqp0XHSXmppebWYID3Z8gQgRILv+1irlqL12LTKvIuFLOvWr2J2fprrb3gFKuXzmte8hve///288bVvwvM8BE57Fm9piGrR3XPSMlYqSxTXaSSGuqiTT8c4oUNMhJIuj2z9EXFSRycOQiRL8lIm8JibnKYRt76zRrNGs9kkjGokya+n+/1XuP2en/LkzZdw4PB2PnbXHaxbt46x+izZjj60nqAZaVKNmI5ckaPjZb53y1fZu3Wav//AP7Iwb8inB7n6qWdzcPcx1q5cx6PHtzB3vMFAMcdMpcS1lzyNfQe38OiufVxz2e+x7cBuZLaD5174eXbP/YhjDQ8pDSKMCVxB30CdfWOjnHXp2TQdy8E9e/nDv30973rHX7PyqTnOO2eA+dlJ3nbD62jWYPweOHDkfvK5Pg5MHONTH/xXPnnri+h7+HoOTd9OKhsQVH1SHQHWarQJufldo7zprcNoXWifCwKvbIlnNM2qJXGbBEFAPtCkfMWs1YTzHhdeKunt9/n+z8ok8YnCo8gRWBUhY0WiYoRvyXcoqkjiRJPqdzm64KLGa3S7Ma5nwAryqVaex/VdYv/0TuBLsoFptxfAgmj3sLEWIQzWWKw4lfATkyxdX8KC0a1rTGuNAYSQrZWCcjDatqUciRIKo1o9YkQ78tcqZveW28gVc5RnHqOrS1GtNpmdMMwdb/DM5/wefd19lKYmWNHdx8G5WYLODI1wlmq1io1grjTDA9vuQjcs4wcmGMx3UilXOSS20UiaIAMuu+YcMv0pHGEQlOlL9ZFOreCM1VeT8gcZndzJ5MQ00j2A1Wmq1TrNnEbgsXrtMOmsoqOji4GeiyktzNBnn8J4aSvZuJed3/g8Hzj2fv7lHZ9BCmcpQpdSYmyM1bYdwRuUcgHdlrA0Ao38Ndj7N4LonaBlE/PdYGkmcxyvJWuoDAsLVYJsilyugBQKazVhVG2VXFsLUYJIQirVCqXyHNbqdlbdxRMKq8DxXQgSrG6gqSGQrcy5CJDWJRNk8GSr1FoFCilcpBI0m02y2Qx6pokvMlglkcrBa0c1i2Ts+z4jq1cwMzPDK/7sRsIw4ZOf+SIChze9+XWsWLmCQwePsmJ4kM9//tP8yUtfyAMPPMA9d25Bhh5veNXf8MxnPYM77vgRgR/Qcq2JJWdPHMf4vr+UA7C21f9D0nLwlGslXNdFk+A5eY5O72yTfLSkb1prcZ00o8cPLU1KYRgSNuvEcfRrJ3j+K2zoGWTLwW2kjWDX+J0cKHs4OqDnDAe1xeCncqgUzDYaFDNdVKM0w+e7/MP7PsTfvOkNhGGNHXsmyGb6mC3P4psM5WQPSdRDPHMANyhw0e+tZlPhSn541x2858Wf5LpbhunenOWvzn8dxx+aAztPjSIZYwjjkA7PZfP6FXz5wR285U2v5+v/8GlevOLJPFqP+Jc7buIDl97JDV94Cpev6ufeRycIvIQH9jwEe/dzzd900Tv/fLrPnSbtDOLUYkbWucyPzxCKMnsfC/nr95xPQ/ZgbdjOJ7kkfoyXCTA6wkQhC+Uqur2CjRyQwtAIYXWH4TV/2Mfs3AJ373KYmE6IHYtsgDWaXF5RTzVw0lmsCJlvhhTyneRTCpVyGMgHzE5bwsSQJJquIMC6gnL59OZeFqs9nbbTzNCOxFmM1B3AIuSJSaFF+LJ9PqslK+ZS5O7IU2yStPX+XWM7GT22D8EMldo4Jqzg+z4revtZt2E1UobIMKJ79RDaNIkrCU/asIKZxx5G9BVI961kfr6ej6x+AAAgAElEQVSCtHXqcZUklvziF7+gUT5AdwbqNYMOPDZsOIPZ2hg9QwHjx6s4NkcmEHzlw49y8UVdMBjyB9fdQMrrRdoUVs6y98Axzlh/LpvSV3N0+sc0G5act5lq4zie6qbQ4VBvzuMHghUrVjK8chMLswv09ncxPZ9wzgtj+o9r7t7+HS4/9/olbX5RCpZSnKTln/jeW04nfvukm8DPtjzpqCVicz2F67okbkgkm1Rrs7hOQOB5+M0ixyYtQrU0epNYwrDO+PxRJibHSKeyFAoF0uk0aaeDzmwPnue3e1wISnEZ33FR0ieVypJN54iiCIUmnU63VxQpGrqGUq1xUJekPUU6n6JcLi+NvUX2Ltdccw1X//6VHDp0iMd37CGXD/j4p97L/b/YwczsBJOzx6lWGuzY+RA3vfZV7NixnWYzYqE6D44l5Qecsf5s7rrzFy1XgOvieaklK5Xvt/IXjvPE5k6WOE7wXEUcxyRJQjWcJnRDTHiqDU4pRSqXZWpulmyuNanGcUwtqhKGLWvn6cSscRnMedRcxYpgIzN2nKnRaUzTQao0QhuyhTR+4tEMGwSej+cVSKIyH3jf+1kYm+aDH/0gX/nxhxiPp+juzPDMJ9/IoHcOb/vcX3HtFdfxwHfu5simfTQyKYq5hJd/5rVcONmFclK86Mq1NLs0yiZUrWBg+DLm5ur8bMswL37mBuqlBoNrBtm7+zHWd7+Mj14xzgfnb+SyFWfy9OBNbO/4O0bv28oXbvo577nrHTT3VxjP/pRobJDNPedy34Gvs3HF5Zx7ZczPvlphOCiTmhkmdHXbYWJRrqSadZDdddJGIGoppGdoKhfjCrSJUIHl0b0hZ6zTXLFxiM2rMnR3TfPJ7wvi2JLEllTaIdOVprMjz0w9IRGabN5nZEUHKQ1JJMjQcra41pINHIqdilokSTi9tlmeIPMtFXdZjWxbJZWjEKJNShawtu0kka2IVC6uWjSOK8FGzDcXuONH/4iNm3TnXLxOQ6GrSKFQg1GPXrebyXlL7+Yh8l054jhEuQpBlpA58p0ZjlenGau5rL/wEjKeZGpyHGUN6UjiVT22H5mkwNmI1DTprEVQIZVO04gm6S1sZOujD9A/0E26QxCkLReeO8wF7hU8XriP7Q/v5swzXIZX5qnVItasX8HU7GESUyOJIU7q9PdsZGZmihVD/fhODi+TxSaC0cndgKXWrOGpDL1ZzdTxaQaHnkuP3M3R2tvZc6DC7EyOG57xRlTioRwF7UtyMSdoTMt7L/jlVsn/J/xGEH1/3zDNZhMh215vCU6gMEoTOlXK9Tlq1SrCdfB9nwWnk8lGlsrCNFprPMen2WxSDuex1lIvJ8gowCsUkfkUxaCfjJem4HdQSM1TjypEsSTwfbKZAJsYhAUvFZAYyZM3X8jKwXV844ffIteRJppJyDp5mrrCS1/xYrZs2cLmTRew+bxNNBo1FC0JKBGaDRvXUa/FfPjfP8Qj2x/lpte8nM9+5kuE1SaZdJEHtz5CPltg/Zkr+PinPsfr/vIVvPMd/4tMJkO5XOXmm2/G2oR0Ks1L/uyFHD40yt13/hytzdIkKKVCyhONkZRaLL4QIAxIgRR1dAhx0moQJYQE69CdG2a6dIwwKeJ5aaK4Rq1ZI9bJL3UQ/P+LN7z8Yj777XuI5mJqpsmfvOBqfviZrWw9eIAIg6cN1ibEcWuia0YhSeRw0Z/mmD8uyUcB/+NTryKZVijHMp+xbP3Fv+K6Lt2Bx1su/wT/uvftzKWO8Fd/ei2xWMWf9X2Q/33zX/OCG28ich1u+bjlz17ZQT7n0ZOxWOFw5plHGRi8jJQHolNz9nlXUE8p/vq9z+Ptf/w9bt3xTd7VeQ0pt8onX/YDXvPNa6mEIV/6s+/ypp+/kiNHxviH53+e0dJdPLxtlHjicp7yzD3M3jtBo5pgpSBxW26QJDaklKLueMSdMZ4nIJK4OYMWLrrpgKtxfIc77vLp7j3IRX0FVhZynDfQ5BeHKqiCS8OL8YqKM4f6iBLFkdlxVvZ20FVMQViFMcvMTEK9GZLyPVIO5DMeY/P103pMF3FKdSucQjonIvhW1K4WbYUnuXJOroDVWrNl652MTX2blevS9HX3UVAWnR0ilc5iK3C8WWbl6j5Wux5hqoEJI3yvyIED++jqGMZxYsJogR/edSerLr+R2VqDyTJ0dI2QJAlzo7vwH12g5M3iySp9fRfSqE4zdFYvRaWYq+0jqnZxzoYLaegyMn2cQq9HOp1lIggxjYhYa46PGkz5MJ0rOtg7+gBh02CiCG0azEwIVl2UpXfAY/zQFLfffpDLn/p0wnCaXLZAubLAzMws6ew0U5NzBOZSAi8mpYbQmfVckJtg9PuP8Il/fwPX3fBWBgaG2k3OTs2BANiTpOJfBb8RRL9u3Vm4rkujXubo9B4iUaLuWhpxjfnGNCQnTgibNJiZPMb0FCc0cafcljk8AHwClHEoZIoMda8mUP5SUZLvpXEcH8cJyGaz6ESjEkNnroD0XS7dfAkb15/NQzt30JdVSK+TkpnleS+6jnw+T6GjyAXnX8xHP/Iprn/es7j2WU9j9OgYg4OD/MXLXsnr3/Batj38IO961zt49z/9O56bYWhwmLGxcXbt3U8Uxdxxx49Zu/4lbNiwgWuvvZbrrruOW2+9lWI2w1+/4ZUcn5jg9tt/zKdv/gxXP/0y/uj5L+Bb3/pWOzkj2gVeaslquQhjDGkvwNgGxrakGGNsO8qyKCnxlUPcCJmPZwj8DImOiaKIZrNJo9E4rcf1W/fsoHx8HB22ovqb//02opzlnN6VjIkIoyWlhTrauISiydorSuwb1xT1M9h55G4Ges+iWIhwhg39QcDs/oQ6gt7uLnLaMF+xfOCf/paffc3l0O13856j13OR/yzmju8gowe44Kk3ELZXNXEcc/2Vf8A99xyluyvFZHmKizf2cv4lz2bn1gdZ2PcTnrvqb3nr9rW8rX+UgSc/m9L0LCNXjKC+lOYbf/oznv6+q7j8qhH+8e238ci972H+22W+/PMjvOsD13BofILNz7mAQ48tYLY/gpdrrRKjJMFPR9z68dv58798OvkRy0VrIhqhT2RieooO9SjkgYdcerISEdVp1DPkvC6Ghwy9VUWwupOx8RkmZiLWjGj8wEHJgNnpMo1Gg+JcggvMz2hcV+FLQ1feZbaUMFdOqIWnuTJWiXalqzwld0Q7v7bUl77dC2dRu1+K/I1E2IDETnPP9q8jxSH6RxQdqzrp7Bwhk+oll+mlo6PAvfffSXkmBt/y4IEHsaJOEATksh34Xpp6Y4Gh4W6UDBBmmOHUGm7fto1rNp1JX/8KbLkEWpN2c1T9hKGOFTgqRTnaw5qVRY4c2Y/28iing0J/F/WoSrN6kHSgSPk+tWQca2dI4gJnrbqe/Qd24ngRYl9IrGJwJeVaQm/vIM+8ZjOHj+wjl8vRNZQj09vgoX0fJ+OPcODgTtLeCCsGNrWKvuI03T05/HRIGIWoxFCPanR2d3DFQMKOg+9kcORT2PCk1hK0Om+Klo8V89sm3RTyRYrdfZRLYxxOdjA9MUkct3zijm7r4L7EBayUyHb0YETLUhg4aaQyKOG1/Ki4ZFN5CtkO0q4DNibSCb7rIU1C2k3hujkQEsf3OH94PQcb8zR1zFMvupxvfOtWFioLlCfhple9kHw6w96DByg3F/i3t32MV736JZxx1ko2bDgLYwxvf8t7+df3vYuXvORlrBkZJjaK6blJUikXP5BcdfWTKWT7eNUrXwNY/uEf/4650jT7du0mbGrGJqdIF3Pc/ZM7OPucM/jwxz7DS176IjKexHXSfOvWb5FN+4BCCWepbatSCuu1NPrYyiXJZ7K5hzhxEDpB0qqMDZsh0vXQoaUuK3jax3N8XMdDCkUS66VfuzldWNmZwxl8Kvsm9jA5O8vQyiKhMohItVrdRglGGSRQWz3BxlU3UJp7lIXdU5yz+ny8os/YnimuWncmN9oP8cbKtfz+mssYXZjksa1HecMXr+ff5EcRicPXdr2cd/7RXr760KvpPusGdu6eYfOal3Fg96Os7Otgbq6EF3Tz9GesIVTQIRIOTJYYHxvlggt7ufOxWXLDId+5dJQ3/GQlH+Y+ftw3xz/f8TfodQPctbuT//3qD/H5H32C8mOdrHzam9n7b9/izdenKOWfhrumwL33P87a9YO8dOgrXHHZ5bzgn85GhQ0IU9z4hqt59xtv47Gd17Np6Cxi3epXkwogiqsMdU6joioj+S6qOo0JJEFqgSSGAEUQpAmTmN2HSnR0ZpivJth5S9GPSJohR4/GJEIjLKR8xfh8k7mqotxs4i/aXU4TlghbnNq3ZpH0pTgRtUP7F6fak0GlUmFs+gATE4/g+FU2joxgMuAHikK+BytT3PrNz9PRmaazo4+MXyQoZAmjnXRkIZsZoFgsYnUKZBkv7SIlpIMuorjOS6+4hv95881cs2k9jUYF2Wid/w+XxohTKSa23YkjyuQ617Ju+CX09DSQqQ5mJncTNqq4niDREULFJHGalUMXMz65D+nWaUTjbNhwNpGeYuLoEbxYUIlLuH6eA4/tZueuRxge2kDYTFgx0kOn20kcuvR0D5Dzz+XIzJfYP7aPMAyZPtrJZZddgeenMVrgKYdq6DD96CTZp2s6PIMVdVy32Lq+4/gU48evUxULvyFEP9WYRFjLvulHODJxEJkYrJbYGBwvaPfTaHnck/aSJY5jHOHjOz5pP42jfDwnRTqdRqHo7Rok7WSJrSGMEtLpNIHjUivNt97PVThWkFIel191JUdu/zad0qM8N8vz//A6ejt6mZ1eYPfOXaxduYqNGzdyyy238Po3vJoPfOD9vPsf3kk66GLbA/vo6s6Syfps3HQBX/7aV1gxNML9999PX39ny//uZpifn2+1HaXJ7t27WbVmLaVSide++X/wlVs+z9zBI7z3vf9C1Ay54fk30NlV4JGt+9iyZQvZtCLUppWjkCz1uGhVHyoc5SFlSz5SSlGenj2lInLREeS6LvlsD9IR5DJFdALIlhun1azJO63H9f57HqSjawMvfv5z+cgnbmbs0DhkNBeds4ED9hiNuibrZFl71TCTpXl2HN1LT3earqERdhx6lCOP7KUz38XXfvFjvl25gP91+M3sGl5g1fBqLk5fi8iFPOf/2cTVT7may6sfxZmoUks20P+U42zqXsXKNUN0X+6w66GPcTw9yu6DZ7F59Vpqk00YUQSeICgE3HbnBM96xia+85HPo4vPYHrB8O59z+Gm6CE+fvA+isU8Xz6Y5U3Nn/Luq7/AB7deTvXDNV7/vI+w/7Gred45f8n3v/tZ/vgZl3D7XRM8491X8fNdt/P0VS/jx7veT1VLLujtwS8f5cL+CzCyhpEJaccyH9YJrMNAd45meY5SPcRYh7GpKnuPTCNSQ4wvzNHV3YkwhqmJBp409PgpzshabGWePQerHJtwyKQMjqdoRDBhDMfnGiAFueD0XuaLlbHilEr9E10nrWApyQrwo7u/jUn/pCUzyQbdhfM4uzeDsSncbA3XTfHAA3eh3JDOzi6uuuJirDVUSoJYz4Gzm0s3v5jOjl7mFsZohvMkiSWMDJXIp2ugl8QqkgUH6QW86nkvxJWg6oLYtST1ED/fTd73mXLz9Hp5Nl3Zy3jlczS1h1+TpPxuCp0++VwPUVLCmjFM7DE7M0FiarhK0dHlMDtziN7+HE5vJwuVWXIyDQLSnTnm5uscPPRjwrqiUTqPcy64kkKhA2sFxU6P2dDHxt2Y4hTKn0A6IWEoSKU95ucmwZ2kNFTBd1ehw5WkRDdGLtboLNYrRG0Z59drbfEbQfSPH7mXB/fPEpOgVYRMfJRQJDah5bMVS7LFYtsB13VJ+T6e5+G7Pp7TQeCmSAdp8tksHZkuUn4O4YFs97BZTD4qpYiThFw6R8ENGD12tNUrPKrx5e9+Db8nzaP3PsaXPvE55mZmmZ2d5Utf+yo33XQT1lr+6nWvBavIdc2z4eISb1wxQLn0SUR0LdFcxEPHHmLjOZvZtu1eRkdH8ZwCb3nLW6hWq3zwQ/9Cb18Hn/r0/8t9993L7h0PM7J6JVdc+VQ+/KFPIhF8/JOf4utf/T5SOLi+gYZHV1cPOgGpLDf+yR8xPbXA/fffj6DlTorbhSu+71NvlNH61F4YUrZ+TQfr4zgGx3FbjZKkbrl1tF6ygp4uOKqLo8cf50u3HqcoPK580XOoNefYc3gPZsLFdxLk2fOEzSaxzdHXP0h5YpJK+Qjze/cSFLqI4godKkNuTTfPueGtrDlyjMltd1IaajKqZrjq925kuNDHF7e/Er5xC/6FR7ELPXzxgX/jiDzEpc1errj879j+i7ex9soyP/7MRyiedTFOd5Z6PU9fdy89HS7ddogzV53F3mNN3rHhKPcPfJPX3j9IfaKXN171AB//8TW8a9ff8bfP+RiNbfdyzooX8sjDT+EVf6xprF3gJYUq3V2DPOnGy7jl0ddha91Usof54JseZtu+u7nuqj/m5q8/H1U8n03rHqJQnaeZpEjrhKlKnWbo4Os00lrK9TpHpxscWCiiXMhlMxSyASmlkdYw0p9nvaPJzGjuPjrHw0c0KWWRicBVrT7mUU3jeK2fz7OnOfcinRbDP7EP/RP/EBHaKaO67qCn20c26tSiOlkkkZ8QVqcZ3bWXhcoxegYGGR64mIwqkukYYvuun5HPJKzruohU9wvIZhoc3LWFifl5hNvymldrJTzP4+iYQ602TTOsI1NPQjenGW0WOeuMbhpzMd//2b30XzxA3/AQ9/+syhuvvphVg+dxdOJBvOIIgTNMrTGHjAWmlnDmmis4OrGVtO8Sx01y6a5WTYuo0NldYOXqC5jLHMVMHqMZTxFGZXTskesKSBUHWJipM5c8wpe//kOee/0rqZUjEnOMzvSl2OY487UJHKkATRDkaTarKFcSlxVrL3w29argaZfcuORATJJk6acQHekiHYW2v15U/xtB9KX6AqCQwiGQaXBaUajnO612A4Cxcbspl8RzHHzlkE7lUMon7Qakghy5TJ5cLofvpVv2Su/k34c0xHGDmcYk/x91bxltV3nuff+mLde9trvGXYiQBIcEp0BocXdKyymFUiGlWOG0UEEKLU5xJyFIEkJICHFPdra7y/I1/fmwkkDP+47xnHNGPvS5x1hjfZ/XPa953f/7Ly6nl4gzhCAIpEyL8rEu7j35Qtas28X6b/fQt6Obe2/6ObpqEImE+cl9j/DQffchirBty0FKCjXyvPvpaD5A2rRRlCIczhzS6jpCnho+/PQ5bv3p1cwcM4/1n65n0aJFjEYTaCkDNW5jhuHNtz7g6quvIhDys/zDj8jJKUUURe78j2W4nF4qKsp58umneOudd/js4xVcdeU1VFZW8ujvH+ClN17i8osuR1XTiMLhqLTsUdlUM9jyMMaogW1l/bwt28I0BcLhXFKZARACZKRklvqnGUeOhubRRW7oHI2jJeO4Qg5+ePopvP3lKtxuJ/093QQKfYjlNuGyQoYSPZT4Iuzdvwkdmcz+If5xSzurNr3E3pHnGA3I7NvfgCsSo646zcxLrqRveQO7BhsYWz6RPiOPkWMkJrg9bB0eYkJ5DdHI+4yVZrC1/nN2DG/kgim/YMsXL5KUFrP0XIWmFXXkLuli65bdjHZ4KE5V0tLbxLSTe7j442N5b2w3G61L6TEtlv31ONY+spyb77+LJx86l/lFveSU/p3ZlSfgMEWkvV8z7Yal7H+/mVSuyqtPfYrXkmg50M8fb/kbP/j9z3nhswfQHYPY6YPsOViAUlDK+LrZOFIr2LQ6SRqTCZUyY8ociGoSxbKwMhkUwcfkaUFcTj8drVEM3UYfjuH0igynRugdMMiYAoJo4rQcaEjITgFJFlF0I8t0OcoWCN+31f2++On7svzsKVzm9feeZNx0CbdDwZQEipQQa7d+SX6hTSDgxxNyUVA2ndzQOPzeInzeMOs3vUFVfjHlJXMJhEt44aWHGTO+lpLC8VQGw2zY9DWRAovy8vFZzYmUIRSoIxmX6Y4mKJownYgp4M0LEtN6OPmqc3AAq1evoCzQR/KEVkbjQXLDtWRSEvm5hSTiYTSzFUN30N3fTDAQRpQsivJnYtk6I7EWUukEZfmlbH1jOdNOXoBcVE4q4yeW6ME0TQLBKhpaNhLOlUjEfJRXKKz9+gPa2/q46PybMTQDjysP25rJcO9ehoUw7uAAyfQgYKOmJWw1zPQJpyLY0hHh1GHL539NyfrXMJP/2/q3aPSi8N3EbZnZTSKJ2cldPGTLqQhZDNrCxuN041YcyC5vtmm7w/h8QfxeX9YvQsg296xVQRbjDyouhqJDhwzSZGwp+wExLJu8fBdqJs6JJx7DtHEzcOk+BNnP6EgcGwFJdPDuu+8yeeZ4Tjq+gJ6eT+gacmFIpTgDIfo799Cb3EQgJ5eTz/DyxMvNDDYqHNzaTU3ZeF58/GMcspOrL72OPRsbeeW1Dbzz4htceukVPHb/b3j6+dd55R/P8IfHn0CWZe574Gds/HYdf33iUW69/kYuuehsvF4v8Xic3z9yP91dA/zz+dewLSkrIRFEIHvZnJ2kdCzzOwWjeSiz0+nMspNs6zDGbx15TqZpHvXL2Llz6thWnyLfncsn324k3jPEuJmzGRkdwBxykhkcotvqwOmSmX3iQjI7N2IlQyw7/2s+6vkVHx/8kEm+E3h44tP82byFxxwPc8X4u4mtBEEaIt7QS3ciQ7BqCcckZ+HKm0q8eT9y3hLuqlvJ6i8gb8Y9TIw9iCtg8ty6K9n74n107lKZfLaFnnAScOcy5ZRxfPtxLwsWz6LpLYgM5uJwd3Fwi8I3DxygybCRtDCZ2Lv8/LwtNLW+hMcdQU/MoGd4F5PDJQyuMzjQESX95zcZm6nkqbs/5c4nTmPBxWew+5+d/OiB88mf2kp0m4NwfhGrv3yXpv2tjPY2UnXsVCqkELFd9QgVNkXFLnw+kaQ5zMaDcTJ6kIJ8mX6fh0xXHKfTQWcsQXu3hWnaBGUbW5RIqgZOp0R5VYhk0iCupvH4ZI6ys8WRZpOdSrMT/vdVrXD4AtGFIoCsGXQNmsTX9VEyt4iKUoHR5iTeeUWEfZX4/X7yguOxlRQr33+a8WOnUVZ9AqOJNr7+7EPGjC8kUpiLIabY37Cd/GKbvEhN1hVWF7AsL5v3fkxxvhfRHyTpdpPvr0DPGIxYUbrb1pAbmIC/OEhd4WQcuko8MYIvrwzJ7SSVjIPaT2lBOVEzicYILqcPn9NBOp0imBvA6S5BMMqx1BCnXjSf5t5dhMJeRhPdOBwB4vEk0XhHVuXsKMbnTTMw0kFQ91FSkebzz59nyrTjcSph+rpVLNOJITQQG8lFceYiiuCVJ1E7IWt+ZhlWVpVwiHGTPXGLWddZW0Dkf3ZK+7do9Mqho6BlfKc4NSwTRZawDuPMooIggMfpIccfxu8NEskpzGLvhxStqppGNQ1kWcbrzfqzW9gELBeSmcQwFRxyCFFwoaYGcLscKLZKU/vX5IZr8RkpdCHDJ5/u5vXX1/DcM89hZAR+/7tfcfevb+emGwvp6NyCKRQje5309jTS3/gZkingFTzoPc2knFHGV07n3b+sxnSryJlJ1HftxKsEiXcKyH6Ts0+6iOUfruHay67kmVfe4ZOP36GtvZl9+/ax4tPX6Ovr4/bbbyMei6EbKh7FRTSWxd1DObk0NLXSNzJ0yOMmxRHfasGJZo6iCln+taZlxVWG6cIpGriMIKIkYZgZNM2DbesIooKmp4nFhslkjm5HaN4zhO3NkBmJIjmc+N0ekqlBamQnDYkhgrURTCFJ1KPzyfovUBMiJ04+kTUD/2RH4yvIdgWDUj13Nv2Yebsu5iePn0vKm6E7v4e80FxOyClmdHCAgeENRJzTkFQ4L34GYu1Wnv1yDYvrHuXljlbyWwbpGXibitIq+uslehq8hCMO4sE4pTWlGBmDRZcX8v5Lb5N/vMELhbt49fnfMH92FfesrCSy80ka+q7n+h9tYeP6Z5DUKZRMK0MurkJwracjMR4h2U/FeAcvf5TgimN/wZKfj+HFx7fx0DuLuO7h2Uiyjy0vjvLBs1v4wT3TKSyqobe3H6fLR9/2FjK5ZcRkifZWk7vn+BkRbUrpx7INLNPGxkR2RckvCDFsOujRDdLWKKZDJ1DgQpRFErpATokPd7EbNZHCTGcgoGAkj64Q7vsN/fsT/PdDM7IiH4MzTruSp5+/C1fGxbRZAdxlGfIL5jHmuPkMxwYIhj2IgodEaoDt6zcxZtxMSssmsXX7akIRkcLyMB5nMV53Dt9s+pSi0jD5kXHouo5DcZLWDboHNpGbK6J4LFzeFIo0SjQaQrZ9tPQ2UFhawEisjfKKOt56azULj/0P/C5IJFKYRhKnUyQv10/aTOMfFelNQTKRpHBCFbYUpzBnCgPDDXgiNj7FTX+6F7/soX+gi1hslKCvikgoF7e3CodQRUlhDbomIsW+oVveSrFaTdTVxZ7N3xDIm8zgcDdLTr4aTRtGN2B0RGV0OMm7b63ilz87D9MQEMXMIZ+g7DrilCsftlsx+X+OR+/xeACwTeuIrYCqa9lLCCPr3+73BckNFpAfziUnkEPAG0LxOtE0jXgqeUQ8dNj8SxCyqtZ0Mo6kOGgd6sSWfMiiE4dT5dzzxzGuZhwiCt/u/ASJQXxFYRwOmcq6MmJJnfIyLx+/tY1TTpnBE39aTNdwE7K7Ak1I0dj6Lf2DTVimTNgbIJ6K4nWojK+7hLnVcdr3dDAaG2GgrY1MXpQ6YSbR/hi99T1IeCgrLiVUpHDBheeSTMXYtWsbr772HJJsYNlpent7CQWDpFLZRq6qKqFQCFVLUlpWxFN/+wNLL7gS3TyUSWlnzdMEOUpGS2CZypHNcXiyV1U16yNkmuj6IbaOYd/ZAcQAACAASURBVJBRk2TUxFGf6Lu6W8nL9SEHNNraeskJ5bDvQBeldR5MG1L9CeRqiyKHlymT5pDjq6Srs53tzVu4bfFLrOveRG5eAXvf2cWU8wO8/+xG3tVu4/JJn5Bp34RHlMgrDOPJm8noroM0bd/KkHUy43eNwb3jLcov9vL3E/7JhS+fzm/LVvDsh7/kmUf/TFHpscya62QgXoI3L8pI6ybijU1MnXQNAauLE56sgjqFNcsOEtsNS1/I5epzH6Wh9yV+fNfDfPRRC6PWBsojDgTXDIYbd+ApEmjea3HOvCt4+PlHuPLsl/no85e4cMFzjAmXctOfzySj9HDroyehqmk8xXm4kzaKUMxItAdzsJuxZeXs7Wrhmf1jaR9oRTvgR7KcBEUFXTXobM7g8Jv0Z5KMZBJIARHDo6C43RiKiFMUsb1eom4HPbEEttNNPCNimNGjWtfDrJv/Ct1g2Vl79SO+NDJ+dw39nS6OL+hixqSTWHj6r/h8/aN0jHxBOFBLRjXJy/WzYd16qqtLKMwbx0A0jdOTQZHzUZQQnqCTTz55k5q6QjweF4hpHA4ZLaXQ2LYWf1AgP1SRVY/aAQKuEPs7VpOfW81QtANbdjNnzlQKSgsYN/63fPD+P5gzcxE5BeXk5gVobttKWdkijJhKOkejwFNEYm+M5ME2XD6R7v6NePw+1JREV8/X5BRU4vcVgmlRlFuMxx/CNCRaO7Ywd9Z59LWoKFacSCSCSziVEaWNYHc5meQ6Rg90cvkDv0VTe5CEMSSHuklpB6lylXPcWTKvrPgxS09/HNmSss6dh3QKlv3/zZ39nwgcj+4tzf9yRfx5RPx55IdLKcqtIC9UQmluGbWldUyomsycKfNZMGUhsybOYFzVBPIjhbhcLgzbQjV0bMEA0cwqZS0dzchywwXT4pjxM4hrGqbsQZQdyDJoqRSvvPo8HZ3NDA13M3nsAgb6eoglR3AqHh575EkeXHYPyWSQigkR4qk36RkZQHDm0TXUwGC0g+37W4nGMrhEhWQygVcaxOeayHWX/onPP/6Yg02bSIx0kPC2c2rd2Qx1DNNysIMTjjsRwTQYjKbYsmEbXW1tCKbBcXNPxNBUWluaiEQiaHqGgYFefD4fg4ODhMNhBgcHaWioZ+PGDVx94/UMjPQzMtTDyFAPA/FeBkcSRFM9mEkZy9TQLRNLANnK4POGsVMGpqqCYaBn0hhqBtPSse0stfJo0ytvvvg6hqMiPcMSU2ZMY0RVYUhDjvjx+hxkFIPTFy7iuHmXkI6a1O9sJl+pYdHk03l22x9Q0tDc2EfdvAhrDr7MzAtrmVw6m9LeFnxpN149hHtsNZoWpaBqDNV18znvgrkUkcOPLrmYJ567l49XjdBZn+DDnU+w9j+GsOwuzl66iF6nRveqPYxYLcxfdCJNTTZTju+nYZeD7Z+tYZLfzelvhRjZ2cht11yGxx0kJ34LLzy9k/a2Riz9eLYvb6V1xy4mzj4bl3UWj669m096bqZUcnHxxdNoaDrIggnTuOhPp/DcL99AS2QorywiEpZJJnQmjl3ElKnjOXfx+cwaU0dcHcFhu7F0g6qKKTgWhTBcGs3tcbZsb6a1P0rbYIyhlEpCMBgyTEZtGFKTJFSTpK4yGBule3Aky7KyhGzurH506ZX/f2Hgh7ne//UnyzLHn+pi3NlzqI9vYfWenxH0F+N1lePz5LFn705WrXuesROmU5A/k7UbN3Gw5WN83lwciotgMIQtZPDkJnAE1CwhQ/KiiHl09uwjGFYIBD0EQx4i4VKC3hokIUQ83QZikrzSXKrLbHz5Dqy0SH6hhxuv/SVOv8hIrIXhaBPTps7FNp1kRBUsgYymIZY78eVHGE3EGepvZaCvk5aeTXhDfhKpfjJ6L5Xlk7J6huEuhkYbcHvB1LwsWHAKhZXjWHLSr0jpaU6cdAH98U5MXSCdCbBq+bN4xBIkJYMnX2Le1JvoSnVjJ9OkY/1s2/8+8B1Edlgo+f1gksPP9r+7/i0m+rkTjs1O7+J3fFzFlcXkZVE6dPOcxZINQT+CKWu2fsi3PY5hGHg9gSNpUZA97uxt3MOsOXP4ev239McHcUoCAY+XSM6xDA72k/HGCBj5TJ0yg83bN5AXrOCVVx8lxz+F1t0pygs30TWwC8FTzd6mr2hq24uqBRmMjTCuqAArOUTQK+J3TuaMM//Eacdfy94Dm7EEiOqjnGCfyqvPv0NNdRnbm9ew75EN5JSWUFFcwYXXLCGvUCExaCMFkpiqA5fTx2BvH5YpUF07Dk3PIMsyo6Oj6LpOa2srxx13HA898ih6Gjxiln4q6BaGoKIrcfS4lRWlHLqolUUnLpcPxXRjHvIlESUZTdO+5yWeFWIdzdUQ6+esxaey/PPP0IY18vIDJEWbvvpu0kkRimF4xMF42cfoYJKQcxzHlV7JaNygMTZKi9rJrAlzaW85QMZO0/qNk/ptrRTP+Ipa+xh6d+9kkt7HUDJNKOwjqpnseHM/joCOeDDEiVN+TSL5Ict/+gU/XrGY8JTLKKyt5OUbf8tpv7wXraiZCjPEuk1f4tE9PHVxAxUn5fL4Be/wxy+/5M3r17E891eMS9zNhuHVVAidTDyphv07WvHYYSoX/4AvX/wWq/cj7h86m98s+Ia8/FwCP1TZtb6Nbv/HyO67cQsy97/9Oy6/4mZMHRyOXooKK7EtnZYD/exVd+BQwOHNxeUdQZC9HNy/DXc4h9rppaQcvXTsSGMIFlbCxOWWkUwJzdKPvPC2ZSEYIogiTsWBkVYxNYG0pnHDrWcd1boebjrZYBERST7U9A9bFgscEUoBpPVSumKtFJaFSY9oKL5WEBy8+cHjVBZVU1U4D38gzLsfPU1eoYQv4CNlxvHIEsmUzDdbP6S4Ige/14eoC0iijWAHsZQOfKEgiuwhpauEvRFM3YWuZd/9ZELHNJoZ6gwze3YJgZIKUrEkwYCTiZPG0z/cQ9AfRHRJWOkUSsIkOKYQvQUUJwx39WL5vAgypFMaYNA70oiqR4kmSsnoSfzhPNwpH8OjXWi2yp6mfxJP9rBx25vYpo3bMZUmtY2Caccw+l4bqqcYh2Ty/Ds/59QTLmFgqBWTL3GnRYoFN91OEUl2HTIxA1s6pE84lEx3OFnqf3IRC/8mE31BYRF5+QXk5eWRk5NDKBTC7/Lglh3Yto2maaS1NJqpMZpIEkulSesGqqqSTqcRkfF7g9giaKZOPJ3C1DP4RYuOwT4+XbuKabOPYcrYcUS8flwOJ/0JiY6+YRqbtrH/wDZ6e4aZNG46I2ojncN7GBpp4+uv72d/61bSkovt9V8SjxoM9aY50NBMJjHI8OggbiuJrkvc9ONNuJR8uobr2T+8gzv/82x27X2Qv72+lM8PPkKLvZq42EHc6EMdjFNbPZWg5OSD9/Yh+7uJdfgZ6O5Di0t4xAKCUoSOrkaamxsRcROLjZJOqSxZfA6pVIZf3v0Lfv3rX6C4ZJweB16nC4fDhY6ehWVsNQvnmKBLkCMHkR1uHIobp8ODICvITheimPW7PtopRAABl5NAqATRiDNvznxygi4yRgq/w4MLm/LaPPJK8tBsP7++6G2ChSqv7LmWXbHHUJz7ESqGOXbkTlbu28NZkySeW3sOnmQ+Jzt/Rt34yeQHZ7K9tZ9vdiUI5s5kuL+UWfMm4rDmMZyop7WxnvzkfAZ39/JD7mZD/woEvQTzOJsVd7/LnlW7wOOlKlJJaXU5HdZKtKI+kovTzLklh96i1Vxx9u/wVrYyxlPOzPklDGdymXqsD7czRXPn04yZ7cVTPYmPHrHpO7CVR3dfw02fn8WW2Ov8eUkjT9/3J165ajOjX/q4Z/FDJBL9LJo5n7risQT8Et4whPIjeH0Ruob7mDH1eExDpqC4Br+vmMFEklz/bCbNW4RhKtiWRSoTxbQNJNHCNDJZ+w7FhSzLBD0OIl4HIT9IQoZjFhUy7Co/qnU93OgPQziHYZzDk+f3qdCyLHP6CfcgGrX4lKm45Ar27W1h67YNjKmbgCfgJ6XHePuDv+INqPj8borzZlEQKsDjDbJh00fU1BXgcQfJqClKisZgGU5SWgu+gHLkbsAt5qAnZWxLoWdgN7JiUVU+HVkOMP34SkSXRSLWiyxDJpMkEPDg1wXMxAidrXsZinUxShozEcMb0NHNGHrExuu08JgB3HIOmbSOQ/FQWjiVRGqAVDqKqo/i8FnkF5UT8tUS8tWyY9/7VFdMY9b0kwkV9tA2/CFR6xvS+QZhoxdvjp+K8jze//gpEulOevta6Iq10jqcxukpYtaEU/7FHff7Ierf//9/jkffHx3ITp7Cd8cV61DAhs13OauHN9fhBCbTyrpUJtUMKU1FkrKbzCsK5CsOenu7GVNZjex04LEtFk6by9dspKHrIHG9nzffa6IyPxe3YwR9LpRV5BGJROgZ3Y0iCtROnoClHGDH7iYEySQ6tI/SvFxwJ+gd7qd9/x7mnXgqF126En+4HI/XwYH6Pbz9wXMcf+JMDENjNN2JqX3Gm2/cgj9SgREv5voz/8C4MXk8+tenuP3es9j0doqpsyU2r2/n5JMmsvnbDZRNcCI4A5SURejpb0AQDcbWTWdkJMoNN9zEX/7yJwoLSnju6ZeyhnCmhCQniWVSWCZYpsB3+8DC685FFLLGbtm4xEOXOemsJN3tCh71zNhUUmdotB1/WQmffPQxA8YgS+afxY74djI749gCRIwI3qBIXq6DeGqUYyadR1tLJz849QrqW9Yyan3DW5euZEXXC1y59FjW7X+WxzqvQf6qgJbMcv628E12KwdRjAbG5sR59oH13PjTyxktup6Opv34SgrYs10jFC9lxx9a6V8xSvW1fnJuPcgPl/6IjO8BbKZSXOxk2gyFjGsh7c94ubX7d+RXvczbf/wje1syDJizEYPNVCxcT7l8EXtDXzO38jZ6o+u5/s2Z/Lzsb7TmbuaGeS9QlQuCP8gzTy3jjLN/TN0kuP3+O7nlhRsx0hKhRC6b9mzGLKonmRGYMWUyenqI4pJxFATzCflTdLWPsm3PPo6bdzGd0R3UlUzivMuqcXucfPyP50nqSSxVOiSUc+OQHThsE6+gEPBq2G4BLePjjNNOZWtb+1Gt62ErcZvv3td/tULITvaqkSCasfjjE7cSkNwEg0E2vPE2UxaVkpdTQsBTghSScYhujL0ix1x7AZqjA0lRcSgeUppOeUkxlfmnMqrvBjGNnlbwuwrZ1fwm/rCITxBxOV14nEU47QKGYs20dzTgjzho7/2KoYF+EtHFDDlMwl6BuJnAtPuxTBdJU4a4gKGo6IaBLwCdvd3k5uWgiX04ZA9ICqqZAEEjNzSRmLoTM5oiNziJgd4oyWic/EKRaKIFlyNMWuvCHzaxxSibdn+CacdRDYVUKoWZ64fICAlhK25fiOqxfnbtq2dC7RTiAyE64uuZPW8hDski25otbPvwfcjh8HP+V0PZv8VEPxAbZigxeig6b4SMmiCeSJDOZMjo2XCRw4Hahy08D6tAk8kkKS2DQfY443K5kD0ymUyKIVIsOfFkWhqbWL1+DYYoc/W513L7dT+hOCeHoVaFjSuHEY1ykiO57N/TRXQ0hayE2X5gJaJHo7GthY6+bjo7m9ETOnq6n1SmF13Xyc8/kQuuX4fiKiKp9mGaBrZtITj72HnwHeKxHRiCF81VheEIMDC4n3h6Fc98fiU5Uwa5577L+NNPV/LxG68iFSRo7GxhSG2idoYXIRkhFCiku7sTbInS4hqiwxbnnP0DHvvjn7nuuuvo7e1Flh3Zn+RFVkw0TUXX7SNHv+xkALLkR1ay8Mz3A8EdDheiKCNLbmTJfVTrWhQsRtBNSnJLSIdcmAmJrzatxZlJ468Q8Nt+CiIRvt70KY9+di2PX/AGbekEk6sLGFLSDJJmrf8vrF69nKtPuo6+lj7OdD1L88F69glfUCldSOOUIjYdiLBhv4Q8eRaXXHMH+/asYLSrD7HAYEvsebr3buLDkXdJ9ZfzhbGCKdbVXHPjGAYi9XSo5Qw74khlxajeCKWl27jtiwLc57/ErVdcz/L9TQw4W7n0mBqqxouE3TPBnaRhRzfrD7xCTcmx/OMKi73r1iINK7zy2IOU51XRuxumVoylq3kbLz+7m5L8ElyiSMCtMKgdJDI2wGd3NzB54ok4NT/JjJPRVALBdpHvmcRIt0pJ1Xhi+lbmTV2M0xfE6ZE4UN/ADT+5CkETcQkSPsWJU7QozZHIDYt0t/XQ05skNiJy6plj2H9wMy2jzUe1rofhIkVRjiiuv7+nDFNlcKiPVV+9y4ovrqWsIEplncq+3d2M1WuYPuFCLjznF/g9RQQdRThMD3nFFnGjBd2IY+gCkuRn41efMTjUheRI4iKIx5yAkZIwMio+d5KA04vT6cG2HAi2n3RCQRTcjKmbDIKB129xwzXLyCuS+PLTN+js2YemZwALUTLJqElsDByKl9F4B31DuxBEE1WLk5OTgyhCItWPII9QWlIOgo6LyYTcM0EwcLjT2GjIQojhfonBLpXkiE4qLrC3fh2DQz10tWl0NSTobwzQ3NjDokXHU1WyEEnw4/fmUlPj5OD+bUhBlRnHVPL0/a/x+ydvBEHNvpeHolP/6zT/XRbGf7Nmy5YtO6qb4H+z3nr/uWWmnSFp6uiGhqqrGJaOYWnZEAPdxLJMdMtAVgR0DKLJKKqmYgtZMZUg2GiGhpZKUS25aRzooiCQQ31LG5OnTqGht5Ft9ZtZvvYjwoEgC8cv4bYbbmXCxPGs+XI9FbV5+Jz5pKLQ1thEbnEYlxFAFL34HTplboWIJ5eKklM52LEPNW0gCV46d0roVgafJwfBMjFtk5TZRSjfhe226Rn6GpcCoWABuuXHsBKMRL8h4B/GFQpQObGCvR2NrHpvHz/7xXk0b+9j+9oouVUuAv40ua5qZIfCgYPN/OSO23j66Se54447uPfe39HV1c22zTsQBBtRtIibXYyke9BSIpZlAiKmaeDxBCjLqUUQbQS+4z5bloVlGmBbmKaBIkvccNOVvz1adf3tG79eNrFmJge7WvCJMjXVZXT3dFKTV0lz1xBXLzmFNxpXcMtxv6K+qxVNBp+aZGjARW4wRGzQSaLb4sQpl/H+1kfJcJAfLFjC+Usup6zrBvJNB3/eeR6zw2cx87bJHHhjFe888zI7D27h1ONvJn4wD19lO1bRIKVdi2gs3MBdF9+O4KpE2zPCaDJIfOvfKZrQTMsXedjKt+Skp/PVhi+YM6eSv/z1ES783THcc/mz/P255xnTO4u31qxlXGE1514/m483Pc1nB1/m7IkXUjbmRCZNWcwF589jx/YY0/N0YlUS+Y4iXIFBMiMWtbluvu7ZyD0/eJfja07j3td+yh0zf8FbB14nFAhTWzgFSUzR2L2f/KIKBHeKRJ9C2GNREM4h5AqzetfH9PQ0kcnYmMMWetrAIys4ZRNiOiN9Fsk+lVTG5JRzpvLWM+vIH5PLJXOvPWp13b2zfdlhi4PvN/is4jxD1Mjw59d/gmDtxh+CnNwCKqor6WlppahcRMy16O/vx+fzkRPMAyHJ1sZ9VBQtICdcgYCCpYt0HdyB7PHhdjkQ7QLsdJRQIIDgdBJLNeMQw/i9EYx0gIBQiC2msCWBhqZdFBVGGFOxGIdToKSohunTF1KcW02kyEdVdRV7d9WTjg+hixaqkUC3e9CtYfyuseiaiW0L6HYSW3Ig2DIjyQY0PYXDKWHoCoaZIJreRzTRiW16EAU3aTXNxJp5JHokkj1ODD1Cd2cf6QE/0aY0P7rqTCSnC9uCZLofWfSgJVUGG1V21rczflIBu9c1MqWsGm9FLhFvCXAonpHDjET5X6CbydPK/1t1/bdo9PXfrlk2GB9mIDWELWioegJVN7FFG90ycTgc2AhotkksOUJGz6CaGlg6qpoGIbvpFEkm5PRw4QVXUFhRQ0GkhKVLLyI9HGda3SQ2bvuW7tQgy197nzWfbubYYxcgKTCtZj5+Iw9VSuBQ3PTudCIacQbVHQwcTJNK1/Diiw28814rb7+/nQnTfNn0nmCExg19SA4vkqSQTERRXE7qt7cxcUYKXTQJOCvZvGUtDo9GLDWIz1eEbQVJawnSsZ0EC8eya10980+fzHN/XYE7EGDppSehJyUa94yQcQ7ScLCRR//4B15//XX+8Y9/sGTJ6fzp8Se59dYfs3LFZ9y77G4uvPR8li69nOef/xuGKaFpxpHggqJAATnOUnTROpLJaWEfgcRU9btM0aPZ6De07V7W3NRAYVEuqp5m+65d6JpGwbQQPUMDuCK1FHoCRId9uJ0edvVspaZyIqJf5bVVn1DkdeP1BhH3+MnJLWdr7Bse++R+Xn/lVQrmvMPbu78kGrdotV/j9bd+xcH2Ln797O+ZWjOdb/fuQtq3n43Ld6G3ppj4i6mwupOOTAfRdJyCW9cyLfeHRJ3n8ck9Q/Qc+AqX5wq2Peli2kWTWbNlJ+OOFynJqUGuWMW0JVN5/OFvmBaeiFG3jUfevpefz3+V+r5R6qNvs3vndvS0RHdLhJOW5LLmmyEcjm4UM06kMJ90UzU3v7GQTE8V62JPs6rhGQKRLj5rbqSgNIJDctPf20na0LI5oYpOX38npfkT2NL0LTnBfGRR4qQpC/hwz+sUlDsZ7RRxWQbJqMpIR5LRHhMrZiNlDC69Zxo7urYwssmCMQbXLrz9qNV1766OZd9ngHzf0ExV0zz7ym2UF8UIhA1cbgfhYAWy5GBHfQMxtYiq2gCCpBEMuUkkYwiCRGy0keUfrkESdWTJpLq6kBkzj2Ogs5WUbqImRzlmwXwsxcbQVRpaNnPO4v9AUZwIZi6ZVIBh/WtEK4+h0RaCeSNEcgPIQgTbAt2Io6sZTFFFkgRyC/OJ92ewcKEoOXT1b8HtcZETqMW0dETBhcMrEHb6MQwnBbm1WIaXWLKV4fheEqledHOYUChAT/cuMpkhZIeMaIQp8XiYfsJcciIRcnL8BMMRjj17Nnn5VaSSKdSkD0XyYVhRFPKIDUbZvrWTGfPqqBxnYHsTVFf9gKAzn+/wV+vQMz5kFHfo+U+cUvrfquu/BXQTLprE1JIaJvqDeGSJYSNFyooTzwyTVOP0x/tJqAkymSSSImdjgi0b41BcWTZ1RUeQ4KQ5s/nz808S9LtZsf4LbvzFLaz8eiUzjpnDUw8+xYM3/ZoTZi/GtJL85PY7ufmm2/HmDnH60gLsmERupJBFFyziD/euZKBFYv26tfg8UXr7uwCBkNuLnjGx5Wyqlah4cIsWBSEfPqeMlogh6E4mjj0Tt8/JG++9iqF7+fTLz+kaamF34yoGo/3InrFYjhKSI5/zz4/f4cR5i7HFEebOmcddN/2BuBZnzmm1fPHJF8ybfRzzZh2DJCis/fIr/v73F7BteOpvjxNPjbD/4F7efW85tg0TxixkwdyFKI6sQZksufD7SrAwEazvKHGH8fjDsur/irEejdV0YDeV4+po6+4GScOn2EwZW0nnQAdB0cdQZpQdO1soq/WQU1DAeQsu4rW3X+ST9e9SUVyA7gBFhnWuW6grOY3u9i5MQ8RduIHOrnxeO+kT8rw2fUaSW6Lv8vsJn3DVXQvYsakbKdWOZkuMmzuds5+7kC9/+ixfWs/y87/exhV/iFATOZuBzidY+chfuXDuiVS+dj7hBSNULTUQM33oW/N5/2et3HTRvUSCx+KvGGHmYi85CwfpfF1gYfk5vFf/N04dfx0nj1lGdcU0JpfMZu70CK88swVdbqDQVcvOLbtpWb+Db1qeZW7BuTx8+YdMPvBTbj/nZYZ7q0iM7mF037cUVWxl4uRjMVWNRCLB8PAwdTWllJWFKCmrIjE8yOrdX9DUH6fOP5me5iR3XHYVZ507m6IxuZBSENBxKhphp4OwN8LWh/pId6nE47H/e7H+B+vwfjkSEqQoRyCG11Y9QXFJDIdDIhAWcLvdKFLWUnf69DwO1jfTfMCgu7ubaDSKbRsoisSMGWdy423XcdV1N1JcXoJsK2SMUc790aVcdO6VXPiDq2hrb6e7qxXZpeJW8tiy80OGh1OIqo+O/rX0xNoxDRHdGsLjymfaxNMQRRld18mkB/HIIqPdw4x0dyNYJlPnT8IQkiSiMgg2ghVgJLGfZGoYXbORLRex9GgWBh4aJJ1Ok0kLmPYoTpdIfmQCaiKPImkmxkiSZKqHaNxHW/cABzd/Q7y7BSOVIiDZpBMqyXQvXo8fr0/BxkSwwjgcBYg5EpV1pUTcM3F78ygK/4B8dx2mDXA4EFzkcDb1/+Y9/bdo9JbkJlw4jtrK8UxwhalSXLhtm3gqRjoTI5NJMpocJKlFSSaTaJqWpVoaxiFBkI4gWpw2cz6vfPAOZ5x1Jr9/8s9cvfRifvfjX7Lg+JNZetlF3PrjO6gOTmDZXb/kyb8+zWsvPsSG1fdRUWOQFHI54cJaisu8rHzvQ1ZvX8OLL+1gbN1xyLrF/b+4AadikYhruN1evMgo5iiRUJyqGgNRbiI3N01BocYd/3kqe4bWsvtAM+PHVLDm83dxixYBhxfZDDJh0rFk5CQjkkTDgJNJY8ax7MGHaW3pYubCUu7/+5Vs/HINK1/dRl3hQprqW6itqGXpeRehKE4sW+XJpx+huamNF179B2+++z4X/fBcFhxfx2+W3cW11157xP7Bsizcbvd3F9iHpvjv0yoPY64Ox9F1rxwwRwh5HdSU57C/oYWkrBDrGUDRLKSwh572/YyZWMGe7RuIDw/z4Cu/wR8KMpyIMbdoHPmCi7a+Jsabp+JxHOCBCV9ywtzJPFTSzx0TXmDj8H7qXEGu6nmYOX88mRWlH/HQce/QMtjPc+33wqDC1zu+ptwxnktLbuWSiZfQk7+buLoXiQL0jjKKfAa9rU28PunPbN+/CcexEr/6wdv0Ol7iiqVXcFrOYrzOajw9Ane+S2Md2AAAIABJREFUuInl3Z8SO2MvA5uKSPZ4CZyyjdbWz6iYNgHb3URS7KRusk1Orpf4QBtCuovfrf0Vr3bdys9/9Hd8tshN551Hy4YOHr/tUTx+D/sGRziwM8C3u19hS/2bTJzuZtKEucST/QwPxZlWWEReeQUnTZuKV9aZP3khWtDBl+vWoQTD3HDZrfz8ges5+e5jOOGHCzjpsansaN2MgISq6tSU1h7Vuh7mcX8fQhBFEUsRSKf34nBK+AIyHnfou7AcPBQVlTBnUQSHWyeTyWQp0T7HEaZOOBxm5+4N6OYofYP1IKRRVZWWlhY2bPuK4WQnTlfWkuTUk89iuH2U/Vt2UFVXRNpuozyvlKKiAgAs3cs3365GEGx6h7fg8fjYuG0LDo8PKRQkGo0iCBL+gCtLCdXysYgzEu1gJLUVxZVCUy0kyUFegQ+Px4OhC3g9waxXvm8yOf6xYIu0x7oZHorh9ojUd7xCqLAEYziFmIJKu5SQI4wUtUknoa+/k1RSQ1cd6MkCogMhmg8YXHTRJfT1tzPcOYcZk684YntwODXucGj44XvK77vT/nfWvwXrJp1OYdsupEAVOaIXT7+DNksl3d+FaeoYhoUsObI+NYKIeoj/LXCIt6so+C0b2UqRtiSmTJrMDVdcypsf/pPWpm62fbuNTz76nCWnncGsVRPxyhEe+t09VC1RGBhOEMiZR39sPZLgYd++lUwaP5ulF17O8hWfsuSkJVx71fHU1g1y/yM384tbn0CPe5AiYJHEXyfg87vw4cLUNU48exbto7uQEi6iPRozpi4meJzBaEYkPzKJutpZ9A+2Ieo2siaghEz2N+zirQ/eIxVPceuVdxFvkqgZU82e4bXsadpB0hRRBAHR1rnkskuYP38+oihTX1/PZZdczvMv/J29O3dx4+238/ennmXegmNZevaltPc2sXnzZkRdQBMzYAsYRpa9ZNqHzdCsIzS5o72mTZrGaDLDojFnksk4GFV72bd1A4nPbdyzLOYtPItoqhtvzhjyAhanHHMWbYMHGJOZQG/SoL5xH6qhs0Er59WnL+OkCVMQh2bxXOD36P0dDEf7iNsK7Qs/4In/+BlV7smY7jlcMu5+hLc7SDmc5ObncOfJP6RoroNlj19M+/rdVJfVEEtq3PfESupsg2OXHsvVDy9jkqzgEmQKtUGGVyoUf6Rz9UWnEUusxzFhImZ3IT9bNIVb7zuTJddMosznZuBbjdLykxGaTYZGVPIn5iPZNg4cRCaYLCz/I6dV/ZF9n37DbnUT8R74zc5FnJR3BR0v5/DS/M+5zL2IDQe2sOrpJn779rm89/4qisZsxcq4OGZRPqruIj7cwoFoB6dOO4VXP/+YkmAJgyOd7N/QTqpymJIBlbrTFhJekI+hxijJn8+x/2mi2jaf92w46rX9r7ANgKRoiOk0zmIHgqTS39mO4s3D5xXIKHHkQTcpNUF1bSFuTzFer0LAFaG/vx9BUinJn0zjpp14PC6qaiOEgkWEnGG8lflsWfkZSlDD46zC6ajG5y7m/AuvJpXM8M3WVTjdNk6HF6/HiZZS0GIJVF8vhlmaDd42IL+4jJHEKBlTxeuTyejDjBs7mc3DvfiDIqJk4nEVIogayUwnsl2Gw2VimhqJVAwRDVPqQ9CCiFL2Y1WQV40i+ulqT8JQPrKwj57RLtxyCr/Xj+ZVUEadSIJMTl4Jo0MZMqrFtq3NtHavpXqcj/MvOYmB3h30DiRxKH4yQhchRzU2JuA81NS/G87+n230o6kRHIYDF35sVxCrYDyl/fsR/BEOaiNgZL9mhmFgW9+F4oqHAg+8EjgNg+fefYeCglo66rvYsm4T86ZNZ/qY2Sw55Wxcls5nKz5k05Ymbr/9QqbPG6KpY5iC3LMZSmxm14Gv0NIe9uz5lsuW3syTzzzDN2vX8crL/+SHFy7lvocupHpciulzchgY7CI/V8KhiIQjIoGAA1VVmTV/Ji0dB5CMCGXlE/jZHRehWk5wnYml6WhGkq6+Xei6jqbp2BjE9VGqqsupLqnEFXYxpXoa511zMtFkB1anj3NPuYa133zLT+66DtNy8ehjd/LiC68AIg88eB/V1ZUE/EHuuu8ndMYPYKTg7eX/RNMsXn7yVdyCl/62GIJgZA3i7OxEZorfZU4envSP9trWvoGzplyNaWnUlE7hxbffo7iglpaWBjTN4IvlH1FaWUGf9jqfZ4I8f2sjb8Z+yUY+4Vz7bvoKD5AeSdOU+IiJYycS9bvoT63AawVo2tEKmsjL575F7944zgs9NKT9rGv/EatGfkN04nbO8Szh+quW0RVpZsyMfno69lM4dTafPPgFTZv28MzqO3jsgV+izAiT+KKVVZ43qFDmcP/eB/li9QfURMoZWFmONu1OEoUXUOgPsewPv2Fx0Y/o2RGjoK+I6k+qGHw/SftomsopE5CUbgSnn5GWrezcuoUvDr5GYkBn0i1j+eq3m7nv1naq/NV09W7gb9duZeEvHSz/fZQzlx3Lo78+k16XxkhCZbxYQtnYCmIjOusPrMHnciIG48RHoyiyC28wwK7WPbT3FTA0sI2mWi8zOnIQ/CNkVJWQr5ikLaJINqpx9D/ihweDw8yPw0NDbMQgktDIzQtSMX4srW2NjA51kVc+jj6zg7GTnRh2P4IUQNNc9La1ksHEH8pj7YavyNideJ1uZKEGy5TIGBZb96xHFdO4LQgGIqhagmQyQyaeIZ1O0dXZhzc3REHOVBwOB+csuY2nHvwZNZPrmDDNwDZdJIfaMLHwBhy4nB50awhVk5AFEdOOkkiOUFRcR8BbSixdT0aNUV7sJBHX0TQDVdXRjCgpLUEoGCGRHCIYUMikk+R6C7n24Ud57Kbf4vT1owWSTCgai+rQSKsZxJCHjG7R0LyFhsZepEQuU6fncc4Fd2IJKQajuynM9/Lha8tZcFKIN99+kGsvfgxZ9GYvhXUdUeRfOPX/UwuEf4tGn9KTWJKJmBJJGDp+v59UYQkVfQa2JrK3rx9BMEmkTRyiFwBN03C7ZETJRrFMLFNjyclnkJdbRHFRHgvnn8CYMWNYv349E8bV8qNrf0hT4wA/veMaDux8la7odryOaSTN/cTjQ5SWzqfhwHbyQ9M5e8k5REcz3Hvv76guG4+IwZOPr+Cevyzmzj+cRzhQgyTqbNr6Db07l5ORBRbNP4WqwjomVIzHJUkktBhrtr1KOp3OmquZEk6XDwl39qNlZnG/Ay397Nq9jZ8/fDObN25nyxe76fpNnOKcCSj5abRFw3hq2rjtl0uZN+tUrrziJqZOriRtxKmpHsfZZ55OKmlmg5lNUAQ/yBoul8i1P7sarx2kMjwGMBFFG80yEQQXh4lZGStLCbUs46hP9afX/pC9DbvZakSpLKnEIzipLvHS6nMQyXNz8sQlbN6xjdGhJJ/d18WpjwfQEwaRwlL+Ll3P9bUf84Xzcc5dMplvvlpP2OFhONFNKYX8+JhzYONPeX3tE6D6eeDmG+j/qI065xXsaFjJ5PaFlP20mIcefIzpi4oZM1umMHwKOan/xKivYtKsaax5o42rbv8r//nb2znj/1D3ntFxldf+/+ecM+ec6TPSaNSrJfduY2ODjcE2EGM6CaGEGiChBEgPSUggQALJJZceSkhuKAFC7xiwjcG4V1wkN/Wu6X1O/b+Q7ZB7X/yS//JdK/dZS0taeiOt2fPs2Wfv/f18r5tNi/NEfPIiuoize3WB9ffey23fu59Hbp3L1W9WE0v0UDWrjgmek8l+thpfi8p4VwVb9vTQnRmgWBDxh8p5872/cvkFy6ksP40Pdn+BVbmdNe+u4KH7bHzOGMZ+F9+c/RTfeeM85BKdq184g6+cupiRoWFI7aamrpo1G1dzlv9iSqtEpk04CZ+oURNuIRJLIKomX2z4BFOVaKopZUpYoHV/F63WGpYcv5hF025j1ac3MFSwGRYh7soc07h+mXVz5IiiiGS5KC+bjG13jPrD2kEqQ9MRsLF0Ec2KUar6D6uwJRSHl4KtY+k5smnI6ftx+U0U2YNliaiyn1Q+QUfHHsK1WULuk3A7Q2QyWVx6dtSHQbGxHSlkyUFffxvN9Q0caF/NhRdczvRTFiC7i9SEJvHSm0/i91aTzQ9TVenC6ZYpFgxUP7Tv+xBPRZjYnn3ULJyJZVnktG4Oda/DJddjaBJer5dkpotMrg9BMHE7wwwM9+C1TarFxdz7ve+jBkMUYi7cHpkDA62EwuVYbgVTzOF2lxAQ66ltzFHhnIIs9eJ2e+iNbiAQKCWVkIi1w1ZlDw2TG3n6rz/kuiueRLRsXC7Xl9qt5v/gDP0z598i0UuSRC6XQ5MMVFUllUvjdPmwy8fRMHIQLeihLZoALEyHY/RxUTrMmcfCKYr0pZOcVFHOpJoxbNu2jXfffZdly5bx5JNP8vjjj/Paq28TcFYQS66iP/URpj4RX1WR9sGd/PEvT1EUNaqqqvBKPr515xg8rhBOoQynUM6PbtmEz+nlgduf4/b7byUe34bikGmob+LMZRfhl0twil769w/hGyOwZcd2vnLm2diSA5fLhaZpOBQJh+zCIbgP9zhlHDIsNTJk+6r4/T1/QzMzLJ4/i8qaUpxSmr7WCtLbGzh13jc4ZWkaZ8BmQuVEtHSeFR9vYGTkbSaMnUcyGeeLrhXomo1qWNzx818TKCvlmhuvoCrkP1q5m6aJcBg49WW13ZFq/l/Zy/1nTp06lXbnXvzuKjoHOnBW28Q6C1RLAYin+WjtRmxdZ/Hsr7P49hNxCjIVVaWkUlnksSXcd3Aad0/awC0PHM+Ji85lcVkjMybNpt6eyLjxJ7HN2sGUTIi/ffw2Dz+bRwMKosYtpyzm05E0f3ztFjbt6aa27A6KnhK+e8IcfnPGJ7zx3ne45qNrGOdv4SfH/4HScVWkzCqc6RTTplfww6mXsqjxDB75YjdPrXsKRa9EkDRUd5bHfvczfnj1w/jrs2wc8wETVtcxIrk4/oS5bNzyGX9bt4zuvJNPnvk2z97ayuXn/4hNm1dw1Xl38NC9v+HXv7qN+5bs5vYPBQ4N1bLxpLc5Z+e1jKmawFChF9UbxC3EwXLSFG4ml45Qonpxqw427N2C2+NDstNMqJ1GdVMp2/a2IrobmTdzPJObZ1FZVU9/7DccSEj0v9NK8jSVSWOmHtO4fjnJ/CNoS+K6K3/Ny+/8EtPoIJfVsSyRdDJFMp6kekwpdVUTUZw6kegA1ZUBpGwGv7+STze/RHWdD1GUCPlmoulJkulBsB3giOAWmhlbdQ7d0bdxq7U4RB8RbQSPIjB/7um07d1ITc0k+noOMHP8PGyfAsLoNtlwpId8xoVhH8TnDWHbFpmUjejI43S6qW30kNIESsdOprxiKUP7H6JQTGPmq8nl3Xi8Kr09IyTSaUrLmohGB4kSx+ccR1yMckBbQ7jcy9C+DpwzfKTtNOHqEMGGShLRGA6nRDGfRVZ1AiGTQ12fUls9iaBQAFsmmR6koMOVt36FgwfyiEoBX1kP733+BOcuvOHwssnfBVMwepf/z5mDZ7PZ0dUsvUhBzx0WQ8m4pAAjbj8TNAGtRGLbYA8hcXR4o2naKO1SsjELRXLY5NMZ1u/ajpmzuPvuu1m1ahV79uzhpJNOwjAMyv0CL778LSyxFJc7yOYd7/H5tg3MGD+L/d19iKaPQkZn7b5DhCu7cRguBDvBGZdWUF5dSyZVT6GYIRLrYfPGzVTXVTKmpAkrqPGHJx9Fs2Q6O7tJGCLvrP8Unw1jx45l4sSJ2KqB1xck4PMTDAYJ+GpxOhXimXZmLq7hleeKgJuNa7vxWAcJuAOodgvDjjjVFSFaptcSLQ7zYds6Royt2O4CYmOBccJJOMxFWCUjfPzg0xRH0rgUla6+Xvx+P263GzP7P98U4pdaN0eS/b/qQ/n/Ot3yLi4/5zqe/OuTxPIdeNUgc+0q8pPL6IzECZb42T88QNveTXjj03n8wY2c8b1TaKjYhy8Gw0mRW585jnvOXEFveiWJIZsTJ8xn9boEe9/7IyedOI98ahEzq5ZSGpLw1vZQUjuOrk3refpPd/Lg3R8SDqzkwK43yf7iZh7+5QC/+8EP+OGzP0BKxjlz4Wnc9f3n+GTVk0x2yvzgwse459X5XPHWrXQ+lyP9scJ8zzQ+8LSh/bKOGx79IfcPn8dkyaCpahbGkI/dd44w866JHHpsJ7IvxDdP/5RMpIvwHC9fFAd4veuHjBRFXvrw15xx3HR2HljG996dhZyazWvXr+TyjxajhiCqbyZCN3I+wkDECeECa3re5IymZcTzAXQhjewwaOt9n0PdQ8w7/ji2dLfjsg1WHTzIOZOmsLN7O4c+30PzvDDpzX3Ifg8FJc3+A7FjGtd/IFZyuBV42M8gnhihJnQqe/evwT8pjGYOI9hOdPbSNOY4TCNNoWAhmW6Ge9qpCDWRziQoL68CIUltxVxkh4tgoBqEIjYatm1RyIl80f04PmcLqWEBZ1AlXRxBELxUljcRCqp07/mIeSefRXnlRHa27qEy1EBBiyCIOooqoiOgqCKmnUFV/Xg8NQhCntqGaezduYeelRspLXmDtD5I0DmOVCZMIOBH02KUemogpWKkXZjpMnThEOnYQUTBRVRag616GCnxs7BlHgG/jNcnY1sOHIqLRKqPopZBUVxYJPGV6kSTrRhmPfHUMLpukssXMYwyJs6aSt/AfhJZlaH+D0C4Fofk/IfXfhRXLPzfc5iKJ+OjSjtJRlEUREQKUh5VlgiVNBHNb2GaWkIiPUx/NoqqeLFtkYJdpFGAXj3N/KYTsHAwb+o0/uu559H1U2lr28sLL7zAVVddhWCLrPjoPrr6NqD6m9k7sJKhaIzykkoGBgbwoePOZnjulX3MnN6MrsoMpQaQRBnNjDIw0IcoqJx56mIss4pweRmCbXEoug9f1mZ/LEZ1bR1nXnEeW7e2sn51G4oHCq524mKc3tYRTN3gkksvIJsr0G/3UtALRDJx1rwzhF4Use0cWakIsg/BlqgMyJx2xiRG2M++dCcNjbW4lSo8zlnkiyYzph/HuKYWEgmLZefP4fipM5gzfx5f7NrBDTfcQC5psmTZciQjSKGYJF9IkMmNTvFTqRTFYhE9l0GyR6sxgWPbugkHy+nrGGBz3ypOP+EkDnS1UkEVfSNDhLwqDttgrM+HIAh4JnXx5/su4opgH5u2DJH6TOPc75/JzCUL2L9/BYW0jFIcR+3iWVR4N7C/YyoHPpnBtLPWctzpWaI9Og5Z4tDHO1m98jlUMkw7oZ78+yfR6nyNqkvGsjn+Hid+fy7J/cM8cvdtTKsbx9qND9Ne9z5/+Y8EuR4HQTPI2Yt/y4ttN/Jg009Z/5fXuOlPp0G4l7/85E42vNFP1Y1NHPi8i+bF0xhbanDZ3SHEqIgsOSFSimKJjKRT/Cm8kaXRR7nw1unkG6MkNxic+ZvLufhb17Nu1TN4qwWKbQPoIwnCt80j3ZPAXVOObmYIFdOEfZUI3goGRj6ivaubfQf3oRR9gM3OFTshYzDo0Gks9aFWl/POa2384uTZaCGbQlYnmzNxK7WormOreP4yufJIkZBOp4nEBti3bw9vv/8MyWSSDRscLPvKclyeHE7VTTqdJuCrZmRkEFk08LndSIKbdRvep6ZFJeRtpLJ0PunsAJLgRXV6SSbaqS+fwkC7TbKQI6AeYvGpM9jdtQ7d3ovXeQK5fJLGsTMpnXkBoVIPqbyOywPReC+iKJItGMRiMWR/gXCFC7tYjc8TIJ0dJFCiUFG1iLf+8hJ1U6eydctGQoEJqBU1nLRoGpZtYtl54p1pFs07hR0bPuOz7g48rqnEhg/hcZUxODiEKMeZvWgaiqRTUlKObmRG75SkoTplFKWMdCaCbmioToFUpp2Rgxpde6vZ13aAoeE4DS1ZlpxahdvtJpa2cHmso5tz/70/D/8HWTfqYe9XWxAxgUwhTy5fJJdKY4dFxNBkWtvWsqB6HM+3rsPQTRQ5gCFo+GSBTt3gqmtv5tQLT+ORX/8nN9xwAyMjI+zZs4eGhiYeeeQRysIykcSn2A4/+bSOltVx2AKqJFJZ6kfKZCmrOpVMd5Ruwc1Z552NJ9/Liy/9mdnzqhnM9SAKoGdEBENEL4romoFpaXz24WZuv/12MnonsWiCKbO87NwkUkzJtO2OU9Hso6GpBrft5I+PvcYlV3ydZCZOT/8Imhlk7bt7cLg0rrvqRl588UXiwzEqQ1UsXnY81aFqKhGQHF6CuoNwVR0uvw2KQTYbYdVHG1i6+CRiqTQ//emP+OvLL1EWKGFiyzi2rPwcU1TZ39rPGWcs4I47fk+t6EUQRgc8pmmS1XLkcjny+Qy5XO6YxlUsuGg7uI1gqZPO7jLCn0kcqumiJBiiodpNpphHkSWSuQKqrOKpW8m4ya/yywfmE9VVtrx3O1ahjNKAlwq1lCg5MmaUscfNQ7DWk4+0c2B1GUZnmNKbeji0sodkpZuTTl9AU9+5BKaOwMQDPP3a2zzzu4eIG/24chYXfutEnv7G93j3gSHi2/Lccc/HnHfczUSLOQolGZadUMIFDVfxxo73ufwrX2NQsYnu30OlPsiDV93Bnzet4O3H3qDnxQOUnfsV7j7/TcZ5jiMRFVGMEFftrOJ0ax735W4nGt/Ey3fL3HfxJi58fgG/PP0l7nx9PG2/sfm4byXuhImuOdh0/2q0KpvhzSkWfnUu7Qd76R1up0XaT2T4EInuYab5phB39FNMq2iGDU6bKjnIcCLGm+tWsqy+mbpwE7/83UtoWQtPnULOSCBJgWMaVzjSshExTYtcLkc2l2JgYIDNWz8jnU4CFoah0dV9iPqGErZty9Ey1kOGHMlEDtUbIRiaTcrM4w8LNDY2UqrMYmrLPBIpE9k7zOadr1IeqmfS5PnU1WUpC5fiNn0MbO0kwTYCbj+4ImSLWTz2WAxNx+31sPmLtZh2ihrPRLK5BJLgR7N68DtVdKuAIPWQSMcxrQwj0RwVoXKap8xk2/ov6D4gs+ArUU697XYcok5JsIpdO7dQ2dxAMBhmxvGLqGpuRtOzWPYUcrkclimS1tOYRha3oZNNJHAHAkQjnRiCQUFLUlM5nkIxiVupwTB0ZEHk8zdXsfz0m1g4u4H2eAdVVXXs3r2DUNiN5PCSK8pIovPoEvyRgffoz/9aov+3UMb+9e1X7khnsxS1IolkgmQqiW7pZLU8mUIayeFA8flIxbuZUNHMto79OGQ4cewsUukBTlq4nAOHurjnrnsYV9/C1GkzWLToZM4662z27GmlrW0PPrcbkWFE2ctItIt0Lk8hO4RqmfhkDac8h2u+9QBBbwmI0N3ZTbS/h0IhidNbpKq2HJdPYcHMBXR39NIz3EYhJ5KImWzYuJ9obA/jJ0wgnhqkWLBQFIP2PSkypkB5uYFTUNAyQFHlxWfXsOHzA+zZOsiE+plkcmmwRTZv3YZmGCiKkzGNLRx34gxaJo0l0CTirNLRPElERxKtoFFeHyaeTOH3uYnFU7zy6kus3/QJqdwwXZ39GKbN5CkzuOG671DfFCZf0NmydQM7d+1kODpAIpVENzUkaXTQVBGqoqqimgUnzz5mCsq7Xv7ZHd7SMDf5juOFhx6msy1BX28URI2gx4nX48HlceFQVJyKwm2XfIFultG1M0mwoLKuQ6SiqpIi1TR6w0yfMQHTX0brjoc5fsYFHDiYYfy5g/Qc3EtHoJTAiJuwOEK4fhItp4skXq9h4AWJba1/4sknbqNuxnRmz6mjZVyOlAMmnbyU5osvZCSbZZHWz5IrTsHrGcftP7qT6bOWMWfCAEWzEkEJ0Rj6AEm9Ex51EF4+kTXCR5jjTSKhNXSlduDSi7z/8pM0Tz2FMYMXsWTh9cx2XsD7Xb8mWV7knS/epSGd4Zypl3N+0y84/+1p1PaXUL+sir2f7hlF/HoFTNlF/7YM+Vgas1Ngza61ePdbCPtM+geiWNkcgtcLioLbpSI5HMxpqieRivH1lmlQJbBtz0EMW0afLBAur6KkpoZLZl10zOJ6cN/wHaPFgnGYLlskHo/S3nGArTtWYxj60bZgOp1myvQqBiMHGO5zUD/Gg2HYuP1FSkIqqaROOjuEKpdQXzGXtZvWMphbTTSxA8VpYukyAX85hlmgpqqZ4a4IqSoYGdrAmKpFTGm8kt7kWlSqSSYGcDpdDEe78QUNykqaKBTzpFMFBof3YztGsIQCAW89shDE6XSRy2XwuCspr2rioovO4utLljJ27nQcXhWf7MIoWHhlN5FiP5Yh4vO78fhLUA2BTDaDzysj5kTsaAJvZSUpMY2subBcJoKtEU31gZgnlmpDohzblnDIFrpmYg40460opb7cS9HTi8dnYotZ0MagOuu5aNntyA7f//Djhb/PSRqbg/9UXP8tKvp4PD76eGKPcqRdLtdRkUA0GSevGdRUVZOyVCbmdabUVLA70cv1l3+ThKGhOAKsWr2Cp556iovP/hrbtm076sp08cVfwyELGJpFT7eLz9c+TENjNaloB06HgFcO43Iu5srL7iOgBtGFPL29MVwuF6qYoqImgKxmwWNT467ATAqk4gIfvBWhuzNJqLScqiYRVZVJRKJ0tPURLK/EFxBxuhUcukws5kBx5QnIMlrRxOn04FTdzJwxj46ODkzTJBqNIgijfXS/s5TengFWvLaWzsY04xsaCITKUF1VCCU+Ag0G0YE0bkUB0Ymm6TQ2jKdxzBguuOg8Fp98Kq+8+jyrP/6I0xefz6OPPko6lefKK6/ivQ/eHwVROVyoqoosq7hcLhBlfD4fP+baYxbX7Z9/wOd8QLxqHmZ0VGQTiRbYubGb/t44tdUBauvKkVSFBXM/5JHfn0a6ZxfXX7MGrbwKsT/OpPkLSDWrlLV3sm/7DqyASaX/O6zd8jJTZsylr6OLqfMvpWVMkUSnyltr1vBU582cVjGfaHSItvSr12G0AAAgAElEQVTHlH+QZAInce4Fp5GWYvz5/Rf48bffZyjTS5hP6Uh18ulIPfG1+5hXMpWJU5u5+AcZvPMa6OlYT23xOO79lovlv8vwlvo0u5/chy70Ub7tQq55/Xp2fraKdbv3EJo/hl3dTyBPlAhVfo89b3US9ES5IPA8X7loCb/4+AoGxQ7Gj5G42HUvf3n/q3i6wviuKkN/MYVRKCCFFUwhgyT5yVsa/riHvr4MsqFgpSzMuIiq51Frwa2GEESdmpoq2oZz1I2dzproTuK6RHY4geT0MxzpoNY8ttdcFI9giIWjQh7TgFQ6iqaNPhUe4dOfcNxcXP4iE6d7kO00ezZlqJkYw8agb6CdsDCLzOos2ikRtjtep9QXxtKgYHvwuiqxiib5TA6n4kArZKhuqSLRth3bcFHIJDnU9w5esYFCLo9T1MgUDDZt/ZgJE8fgsBqJxwoY9gjd3d1MnO6iUMihFxWWnnwF7626n2RcoKJUxyHbSK4AGjFyPQMU80mUMeNwijLeQCmWJmLaBrFMBr/PiVjqotxVzXBvN4LXolyuIVKMUBH2k4mAp6jgq28gVRwimU6Sy+cw7TXIUpB8RiKRGiBerKNRdpDMJvGUuLDFFOEqaN/fyzeWP4xgO4/mhCNtmy9//1fOv0Wiz6ST+P1+FNmF0+k8PNgZlW0LsoNsJkUyFae+vo7tfetZ0nIiDfZUfnXvz5h58mkMdA5x6ZnnUdVQw8DAEAgGQ8PDeDwePN4AtiWSScdJDJcS8p6Mw9pIqd+HkWrhR7c8DsIGVFVCF22KmoHgEFBV8LpD+FwipeEAHqcHU/PR0dpDSciPLRf52e++zoatH9HX6aBoWnT07mXhwsWoapAtmoNZC/ezYcUgqYE09ZNq6e8eQXYECYSCfP/HP+C8c7/KtMlzicfSzJg5l7EtDTS3NDG2roWaqjGUl1bhcvox5SK2rWMLhdH/T3DgVF0YhodkPks+n8ISBTp69nLldS/T2d2FwwEeXwmdrZ0EfZVcfumZrFy5kvrqxqOq4mKxSDqXIBmPIYg2Q8c4rsWig6DfxQd/3YZHkXGYJqJtYQg6scEcyaEckcEorqCTUHgfqweDfLxygEevuYzOJ97knCtTPPf2/TRXVTDU3ktvl4vysJv62kc5FDmeyrFbCZun0bOtg6H4Xj7v3I5vTgmP/nY9P1l4KZp9Hy9knuHEict4581WjJI7Gfkkzt9+3sqbtzbz2oEt9EgOlOoGlv/eySs/68FOaSw/30nj3FMw9TBjS6bwmzMeYsa0meQ39TDpG5OxVpbQ1ZskOX4nq1+J8eYjHdzxq5+wseNVpKBCIZ9mxfu/YMK0Zr6nvUnL2GXcsfkUSppsXn3nEQKmi87Ov/L4sq18d9vXqchW03VWJ7GNDtyCheQR0G0LQbMwkiZ21kJULEQEHIaFPKQhWQKFyhSV5V72dLUyu66SrJTjL8+vgBERwRRRXTbV7jFUVNYd07h+mXNjmiYu1+i9DYfDuN1ustn8aDIyLZxOJ5HkJgKlIuXhADs2H8QfrEAQdQLOWSDq6HUhBow0rpE+UrJMqXcqFaFGUgmD6uoqCoUcudQA0USE8WNnUls/kY07Xme/vpGKYhNOYRotjTKGVUo82cMF53yb99/9T+TsWCw5Ql31BCxDJp2QUN0mDtlk0+7HkWSN8tBYhob7Ka8IYMs5PFVB1EIfiUKaghbF5yshW8gh4wEpB+hIYpBCPkOhWMBTEiCfSaLWegjEJBL5LgSXk+FIgaySw0EN8ZERsoUsluFDK4jk8zlKfHOYtTgKnrUY7jk01E4gntmNrpXiKd+CiIsjqOIjr/cRXMmXWzj/7Pm3SPSCQyKTz2Fm0ui6jsvlQpFlisUisiygSg6S6T4OteeoaRjL2s6NnDV1MdaZM/EFQkxqGsdN37+Jp5/6K06nQiLViy0USaYTJNJdWKYABZkSv0p2eC5d6ytYvWovbZ07mDF3Kddcez2RxDB3//oe+oeHkASRTCaD0x0EWSKSiDFx7lgcCYkdezez5NzzqG/y41BMxo1roWBsJZZO0qw2sPKzD5g1fQbjxjfQ3bsP2zapqmhmwrhGbvzPH1PqrSSeTGMVLfTMJ7zw3FN0dfXx6itv8MYbb1HIm6jY1NW28Mu77mHmjLkopoymawiiSNATJJ/PUywYWJaNnspSXlnBSGoYj8fHju37MLBxyA7cbjeKolDpCoJuEw5UkMsV/s78tywMy6RQKGBz7EVT5pCDTA9Isohu2OCQQLLI5SQqK0UCThe9vUmsoSzfvErhx5f/gcQ++Iu2naeeTfHt74+hsyDyXMWbbMjuYeaZApmIxoSZ3+E4F3y0sp9FC8poE99ly9vrueyUu3l/1zPoHw9wwZIlPLbyIHcf18dPbriT3518G9f+4RoeveUesvUOfnH5nVwy9hwe2T0JtfwkjHyM6397IU//dg2SaxaCUcBpx/jDqdtY6vsu+azNYzf/ikV/+Cbe0AjhxCCB9m/w2crVfO8317ArfoiP163n7t/+Bxs+f4OyUCUusZS2PZtoa9tAoz6X3U0HseccYvduOG7Wrdy0eTllnRUcDO3k48e+4C/PPMRTT/4XvqbRvelcpoBa0FGcTgQFZGsUB2yJFvqIjr+QY85JC/hw42bOOc4JsouAUkIyFWPsTdUkLIVcOoG7/tizbkZx4RIulxNVHUViC9Js8oU0H696g1w+hUt2k8z2Ul4l4JY8FPIWLq9OwYhRHZxMqb+KvsFWDF+UrZ8UCPlDjJ85jlQ+QFCP4HEFGBB7MIwiqieLz9NALlfA6/dSVlrDF2s/Y29yiFt/dDI5DURFRpZBFGHp4ssYU3kC8WIHh7o7qa9rIRdJI1bB4NA++oZi2EaAkLeKdGaEsjInsZEUfrkILj8lHp1MNo6lD+LzBZBFlWSsQCDsoae3g/KKAMMHe5EVAVSNgcEY4VAj/nwVI+keRG8FWs5CsC2a6+azYc0hDnQfIDIQJZnIUdcc48bvXM9AZBvx+D7yuTmochmFYjcqtYd78KPqV8fhlfIjGzf/fxymhP8NZ6F/9Uw+bbatKAp6QUdRlFEQkuMIjtPGtDR0XUdHo7q0hnOWn80Mp5O0T6RvJIvHrVDq81FX24KuazhdCtFIAssCARPRFEFX0XIaeizD9g0ZsoMJPtv6Ia1920hKI5iiiaWLLFy4kHVr1qObaQKhWqrGDLH83BPpjR3k2vN/yt59G8gmZfb0fUFJSKG/f5j+oX5UVcWlyEyfMQnVFSSeHGRcUx03XvYcn3zyMiVBHw7Zwi6CLKYpRr7g6uuexnaNZXBwkJ6eHkRDQcRDrbua2nALwYpSJs4Zz6RJjdTV1RAs8SE6Rqs9Uy/g9XoRnQJdg51sWL+VieMn4Ha60HWdi6++hIVzTuCXt93FU088Qyo1etmtw9N6EeGwIlY/HIXRnt8r7z5zzFZvgvN9ti4IqCkZpw6TSjyUBqBYsClze1AkB7FokiIahjxMe/Z4Hn5pBYPDvRBs4tHFN3HJ73/PfY9eQN6zjRIhTE0qx/TZl9JSWUrnZokJ3pvZoVyGo/ViaqacTmX5JmqqFvG3v92O3dnKu70Gq3bdy9avbyd9RjmxxAxm/HCILff+mciBU6ifvhNn+2LOfK6Djx/awbq2fvzNQ1RuK+Xzjmpe+/Q3tJYbnO0KMOOic5BfCjJz4nKIJdk7MUKtGWNq0/fpdO0i3jbCwiVLyRZVDsVfxi14SPT2UF5dhdA5QrHGy8zTp/PaKx1cdPepXP+L+UT3l7Dp9gdZ9tpd7Nq4hltvupSXX3oFh9dFvm0EYcBGccjIjlGQ4WhlB25BwntmNb6CQGTHANdcNIdC2MWTj39KoVdC/qqGYirMnDyeD/ftZujhyDGL6+oVh+zRqpLDPPrR/nEul2MkMszOXRtYt2EFhVyeyrERquvylHjCxLNp0kmblglhKivCeF21BPzlDA2O4HRbdO2MEaguo6zciV9QyBUMosU0qruIKXXhdFQypm4uiqJgFA2GejpoapmKQ5PYvvsAgfIy0oVeaqrrURQ3XtWNjk5HTzdWscAj//kgi5fPQ3amcTkDOK2F1NT7KStTGRjsJlTqpGgU8dg+EoU0DrfF7Bmnk0olsAoiAX853SNbKGREgqUuioUYmWwcTPGwAZKG01FHLNNGPmeC4UGSDaIJk+7VQwjlLr7Y/jHHnzqFucedgm4IpIu7iEZHeP3lz1mydCG6UcnJs76NWxl1BTuS1E3T/AfNyxEEwvELK/6puP5bVPSiZJPLp3GrLpwuB6ZVRDAMJEkik8mBMKoGMwSdjp5O/vTK01Tnkyxf/HXGzR+Py+fGLbtRZC+KYuB2eSkN1lLIa+RzGbKJHIPdCTr3jdDb1Y1uZKiYWcr3r/g2noCLXKrAWeefiaFprF69GskhIIoufIEu6idU0KPvx+/0ozo0wpXlCKJF3+YeRmI6kqhSXV09uoeuW2zd3MZxx7dQX1PN559/xiNPXofDGcfAQS4yjN+hc99vn+aFlw6iSfDtb8/jgQceoLGxkXOWn8Hbb72PJ+8iXFaJ5PBRjIyyu4NBP+UVIUwLLEvHW+IblWSni2iFItOmNIFD55JvXnbYmMVAMCX+83cPItgStmEgyzI2IrZlY4scJg6OxuB/w05QEBX8fgXFryJi0FxbRXPQA5qBZuggSgRLZXQN8kYZvtwQt90yncaxN7Jr+6coCz5kyQl/wv/JSsILYWdvHzNnlXHLJRWMu6aVydOqGOx6nrPn/YGNRoqe/c+S3TefU1+Gm2f/irvueQrPwK/4/Rm7mPytucR6Wln84yAPLbuX1zIPsPkv32PL7zuoXdZL54ECg5vHY2ZdOLb6qTn1Wt5eNZO4ej/3LXmde2auZ+mVMudtuJXwmN3syPr59c2XUpKt4rNtf8KXqubUC75GJrCO7rb17F3r5ud3X0Fr6w6Sw/1kam1EwUlPpBlH32M88uB6PHYYzxwXt773ACODbQRrBB55+Q+I3RZ1cgnKkIzgsHE4QJaOxAlkwQKzyOym6ax4aCUFvYDmc9DVlSbWk6diXghbFmhpbmDlzl24Hd5jGlcYfe+YponD8XdGut8fxOPxUV5exoTxk3n7w8eR1G5cbj+2YqONqMi6h7LKMoaHBzADAfI5ndJQkKGhfkrLg5RWlGLaWbJaGlsQ0Io2fdHPaWlYhG1nyOl9iI4qUqlhVJ+KbhpIqpdIOomuWCiKg2w2i21LmAaoDpu+rm5Kg/Vc+I3L+eST5zDtNGOaq1m2bAHxWB+KMomgL0AiEyPoLwNBRChKeDw+2jtaCYea6IttpWiNRVU8OIIFhqO9jB87gd17ItSHG0inkzgVi3SuB783hESBYl4mm4wzMtTF1BNn0B87xNkXXkBVfTnZXJ7+4Z043RaGlebM086jaIhMqr4Uh12NJMqjc0vxsEH4EZHa0aT/rzlN/VskessyUFUZQYB0OjVq7Kvro59aloiNMZqUVAGHnmf6+EV89biFHEoO0TdygHK7CUtRUBxxYvERLFPC5fRimjYOUcYyLIJNLmpUBbmigYMHOlnzwWbef3kt+/Ye5JKbzziqOJNlGdM2qGlw8dVbphIZzuJS3GgJA587RHOZjK6PsOrdYcqqC9TUuwiW+UaHyLKXVELjiQdXMmVaBVOm1zJj5jQCymRy8b24tBTXXncv+9rcCBJYBYGenh4sy2JkZIT/+tOL5PIZaqqzXP2zWygYUTxKNaHAhFEj80KBsgo/Ds0iW8yRzg3z6ttv07qjjYsvvBh3aZBx02aRTaaIDfbjlt1YuoUAOBV1tLd3+DW3+fuK3Jd54sfylASDKIqIKDhxKgrt8QK5wSGMrEmxYFFW4Ue2JNr7oyiKSD5VoEufQ/bQIzz8zDa++fOpLPt2COeORp674VMWnx6k8I7KV296i69cVMXDP7qfmtLjGOn4HMUhYBZPYNYZNay4fwg9m2G8kGU4fDFbon/mhI1j2XroRa598z7meBZzcE2BZ5//jJO/+VXUQgVdHZt49rO7yOU1Hnj8OW65+RIuq/s1lwUXcetra2gw4IpvPcy8+Cl0fJFBFt7ijw98zMTIb0k4opRMmszmthdYesLFbE2u45IrZiAYoIsppp1wBus+fYPGcctJtu3F9kxk0pCI2OAlowySyiQ4Y8l81u3YRzo7zLhLLNoeG8KluhElHcswsS0HoizidzrIFy0mLJ3OgfUbyVhJvnbhiRiig/ee3UxAlHBN9uHyaXzSthW3w0dhOH9M46qq6j+YyR8hVNq2fVjsGKShfiw9kZ20jC9go1A0UqM+CekGOvf1I7vS4PMQTwxg2jkcop+U3oox3ElF7UT8Hi8jhSz5SC9aQUC3BqgLzSaTjlEs9BL2hNA0A91MEfRW0je4F1OVmTxhNl5lDIYdIZlMUlcdPkzKLFISUrjssh/i9wdRXRZaNklteSX7duyitCpIekhEUSMYmoogChiajKoW0IvKKDHXLBJLDCDJRfI5k66OIWRZwhJlLFEFNDRzmFzUg0Uc1dmCo+Cn3DuFXCKGVkhiSn4ikRiS4CXoOp7dB/6GVSxHEeKESk6kItyIy+Uedao73KoxDhdpR6p7SZIwTO3/nmBKVV1YtkbR1pBksG0dCx1bsHF63BQKBrKioGs6Sc3mw5XvsGHLai5edhqqGqDM10QinmJYiyFJCrJjdJtElkErGmhYuBSZ8soApWGBlpZq+vYdYNkZS/nZz3/Agw8+iCBlmTR2PLt2tTF+XBM/uHsRO9vaKS938MGfWrn86rMZSA5S6Q0jubpwewoMHXIyvN+kYkyGSdMDxKwo/Z0Z9FiQn9zya9wBJwG1hHxuD3ZxhHMvvIvhpEwsGwNz1IqtLFROebiSTCaDJNjYRYFTZi7n3u+8RE3TRCbMLjB+VgzV72Tdoc2URcIYwI7Nu9j/RQdnn30237jsckRkuroOsX/nFpK5DGMbmhFwgm2B8HcQnC2IowhjRT5cGUijXrsI/ytgMxCxLDCLOgO2xf5DCXI9aURRYZZuITldbNqfpCKokCs6ycQ/wlFSQnNZHHdS40df28Q397ZwwTVLOWX5tVxzytXEB+DTN17C4c1SWZKit+94dOHPfPVrZ9I5MEBseJBocSPlMxZwauYAG1NdPLX22/zwt09T+c4mAtPP5yvjy3AH57Mx2Mypp8zFkbD565brOfT6ccQHBJaVnItvbh8//nQFSgfcff0TxPZFkW8Wadx+KqdMWcxw8Avue34adcEGHpj4HfwVs1j/xaucsuR62ndu5IvtKzjhzNMZaN0F2mRigwepGpvnlkXX8PCTDzG3t5KCv5q/dL1HQ/04Wmp1imIN+w5tJSfk8OtBRFVHdakYuollFsgUJQo5m5op5WTW9nDinBB2fpBEsoDfIVE9uZK0aOKJVlLSl6bOU4XZPXhMI/rffWKlI+1iwXH094ahUVEFXq+CaQi4VQ+BQBkbdu7iwKF6MpksTQ2HmDQzhFAVxKt6SeTTlAeLxGOdKOXj8Huc+MdP59XXduH07KG0bCyFQpTCsEHpmLFkhUO4TAc6MP/EE9i252UisUaK3m0UEtUgDzMSM6koayBbHGT67Fn09HbQ3LQIQR6m45CO4lapa6xEyEj02imGBzUCARVBylHQdArDftTqfrLZLMNGH1WVDcSzBxElE0QoFkXSuTSiQ8apVJDNGWiuOIlkgVR2E6buQhJn4XEpuI0oZsSkWFrAIfm4987fEarLcfHFM8hr7Ywft5RgoAzDMEbd4AQBSZL/AQd95MuBgmH/81CzfwsefS6XO6z+Eg7jOM2jVYKu6wiCgKaN9ukVRUHXdUZGRvjDs09RWzGeYsFCN/KYpklZWQWSqCIgY+hgmiAgoWka+azIyP4Ce9cM0b5jiHCgBKc3yLbdr7Or7WPeXvk0+/vf5MEXrmHFJx8TrlTp2CGS6/KweMFSUC0S8RQuDyw6o46a8QUEl0akB1a9OcCWj2L0t1pMm1lPoESgRA1ipXpx5xM88fv3SOhOTFtAtdSjl+WVV15B0zS++93vkkrHuOPO2+ns76ayqZzt+z6nsqIO2ZyAXKimVm3Eypt89tEmBrqSuCQ/jz7xe05dtpRFJ53ClVdezW/v+x0fvP8R5e7Ko5sRsiwfXodzHGXPH6niHY7Ry3nEfP1YnlEmkY1lF8gZGlm9iGZLWA4nDoeD7rh5dKiUN8AWh3DYAkXbZMGy40nlFdTpzUweF+BX33uTLz79CU/+7A8E900gXHYWNX01ZA/NIVl8jFPO/g55c5io4zMUR5QK5Sxmzp3D5sJBSnov5qzaJ/j5b0/HH5mCb/cKPnk3zmPPvsNF5vn0vPcRxy+/iJ8ufIa7Hj4DXyLP3ur17O+NsvrKDdz52kN4pvmZ75xF71+TlEw+yPBnIcQtV9PsnsieKpVT/9DM2k+3IwsX8Mkz71ESXIwuyrz13PMkTINpzVHKMgWcsp/WFau59T9uZ1jMUeOr5P0Tb2dwqJeyslJkh8qYmqnUXTqVgpw8erGdLonqaZUcf2MDMy6eQHywm3BlgBp/Ke6aMKv+PEDA6aJx9glkB3Ic2NdHYI9Gx5pWqv3O/0ek/rVz5H313xWyRzZDjlShZl5Atl3Iio0ilVNW0kJZpUjRGKHEFaC6BMrTIVI5kYIWAzFLoZjGEmLk83mcTicut4Mzz1pG1z5479m/0t7RSsg3nfbeAwylWikUNIrFPGMaphMZTrJr/wbaBzcwOLKX0tJS8nmNjq7dxPMbaG1/mwnNS2g/1El7+yEk0U00GsXv9zPYdgjdTCDZVZiGQDS9Fd3I4HI7yOfzOJwxcsVBhkf6yOeKGGaaTCaF11OGInsI+CpRBT9hXwumCQ61iOQYbeVodoToYC+yZeIUNLJpi479GrffdRnX33Adbq+ER5nIm2uuRJbl0dVuVT3qyzu6Bi0fNXg54gdw5O7+M+ffItFLkoBtCViahmHoGLZ5tC9/RMGJYCErEqZoULSzRLKD5A2LH97+fQ7u3o7icOF0ukglM5imidPpHE2mloCIRGkgTDYKWlaiqqKKYnGQLZ8PcP23LqSQbUXSTLRiCoEgAU8VCxaewK4te7n+Wz8gkYuQR0cWZRyKTNBTQWPtJE47YyZnX9JCeXMRd5mAr1xi2vwafnf/3TiFEkw9giTG+cFPH+Ld1fvJpPMkU3ksh3h0/7h/oJ9oNMo999xDS/ME/vjUn2ndf4DKJi9nfXMaw1onebudqrpyPL4SZk47kWuv/AYLFk3DVeogr2cxbAtbEfjba69z2223c+655+LzlyHJMqLjcPWlOLAc/+jzKQgCkg1Oxyh64lgbj0jSaJ/U0EUQLASHhBpSkZyjHwIlTolSVcGjOMnls+QzKqZoozhM7v9VlOd/9gSv3vtbrO4kTzx+G1dfv5VZJ05k9uU2kb7NRMZPperccurqKziw8xA7t29gRs00Evpk7m2fxXu372Fv917Eydt5fffPueLc68jOfIe+ljiLly9n70928E7+Raadfw333/ld4jRSOqjw8OM3cuPSu7g0dBMbXS/ifCjAmuffYf/cp/n+Q/eTOCQxUNtPpPJn3HLGC/xt1h6CXoE/HbgLtR7uj/yG72+chu5aiGiMoX1PG3bARzY0RKGYZKfZz/4Vn1Jf1oTDL9PdUE3P4C52t2+nb7iXmRPmc3zDfBSPTtPpYU68soaTzm1k3DiRiqib6tpKAgmZ9k09vLEqwVt/3oEpxXEqFvs7d5POFynKOgORPGU+J2Ul7mMaV+AoaMu27dG5z+FhvsPhGKU/Zou4HbPIpD3EhgS0golpx5k2eQGnLJnL7OOnMWZyIznHEFbewnY4cXlceNy15PU4SCnSmQiWCR5nDeHSMMMHFcaWnkmkq5tsIYmou6isbGJguAfTzjG2ZRrxjmHaN42w9LSFiCLkCwUiqb1Iqko+H2bnti4Sud0Mj/QTiYxiQPq62wlNL2f29BNJxmPs634XkyLxxDD5YoRJ4+eRSpjkzH0UzSRO1Y9tOXE7vShiKYlkllwO1n7eiuKsYFLLyRhFk3SuH4sMB9s/Ityg4q7wkTGHUfUQJZ4kXo+C6MihqDZFDlJe4uGxv12IKIhgi4jC3/1hjyT2o0Yu/6I5+L9F66ZQzKCqKpY16n4kyzKWbaNrozZjAILDptRZyjfPv5oTFi7g5JNPxpTypIoZXnnxaX78s1+j6zpO1YskOrFMAdsScTl9FIs6iaEiXQd78KvlVNe7+fa1P+XVd19n+6ufEAzfzIKTB/CXeCkaeYKuGo6ftpxJdXOJpPZy75M3ITqKaBkNVR3dGT5ryZmsW7cBI7WLa6/5KrIsMTI4RCgYQjCLiFIesxjhi50RPls7gqh4KGato6tpo2AiB6IgsmTJEjZu3MjAYB+i7uJHt/yE7Rv30Jh342z0EUkNsmbT6/i8ZUQSg6iqyvRpM1lw4kn4/T/F9kAxo9E30E8skyIc9uByjV7u0UdrEdO2sWwb8Us8myOV2JfhZsfy6AUd4/Df0IqjO8BC0IXtKUCxQCig4HbZlJcYFIsKJbJKT1LDHXLx81dLuGX5yyw/6wK63nqBH/7iO2x5+r+YOPdKNr+4iqFD2ykvCbN21TtMn3Mje1c+jXf+hRxwlPH7XTN48LTV3PXRYh6/dSe2XMFrJbdgrj+P/vb1eG0Ln1hCzGnTr+3ks3V+zP+PuveKs7Ms1/+/b129T2+Zkkx6L6RACE2CgGioKkoTEcUtUnTb2bjdoIAgKLBB2YoFkSJChAABQoCQkEp6Mkkm02fWrFmz+nr7+z9YSdD9P/jp55MD93Mys97PZw7mud91P/dz3dd9XW1DfHphK+89NoesMYkdj/yZobYDBGYLJNos1m36Pf4DcPev/pvlZ9zAMy9/kY+d9Sh/ePlS/HInv/9aN197ahp3/PRWnvn3jdz20kJ++PHJnjwAACAASURBVOtPUnX6XiaMLubft13HzJrLeOT7v2aw/w2U9iAP776dvt29SBs0VBWq3CZ29hwA0WTJzNnUrZrANE8AMScj5R327RwnPCmBMzZG95Yj5DMOYU+ekF8hHvIgyjI1eQiVqtj9YR95wSXklVDUkxtXWZb/bnjnf1eWjuOg6zpx/1RqQrPQ3HHsQpnRgkgoWINWSCGqBobsEmnys/dwCsFXwPGkCfjjOHaAQiFLJAKF8gCOGWLO7IXMbVdI7zpK67xODmT2YjgZDh/Zi19tIV9IsXjBx2mrn0NTQyfFgs7w8Cjlko4seYkEZWKBBH5VJ5XJIskuqgqxWAzRNjExSSbTrNvwa5acuoL0+AdMbZ1HOtNPuQgIOqIQYGz8KLY1Aa/XS7lcJlncQTBYTUkbZ/npS1AUiW0fbqIqOp2iMYhtSXjiecItjTjpcYaLvXiLOrIsk8mNoEv9yFKACY0L6JXepVTuQleGEK2qE8ya44cn/C219f+gBMIvnnzsDlESkFwXx7IRXQVZBMe2sB0Hw9SpVmrYs283mw5t5Ik//DfekMj7a7cyd9Ic1m/YzPZde5gycQbZfJ6JE1qxZYFcagzFFyAai+IJWNTUxMmWSqx+/m0y3lFu/t5nqa9v4/Zvf4eWttl0trTiSv2UTAPVCZIpjCLYCvnyCPFELYoqoGl5/L44kiLSc7CXzHAZwRHZumkzhw/3cOHZp6PKGo6to417uf6GnzNWKFHSDCzHIRqNUCoV8Xi8uK6LIiv09PRRLOlcefml5PpL5NImhw51ce7HP4kvWvlSxWJV5AsZMsVRVL+EppURBRmtOI5dsLj7ofu444ffx1UsVNdDZ/MMVBTkY1ds3TSQZBn3mDH4iY69oCCIMogygqRw4aqPnbRR+Ud+8/M7DNFCsl3iip9iOota0BEMEwWBSU1RfKqMU7KIBySqQha2LCI1hSlaHvbvfxl/qZ4LF17K9rUf4LgORjZJRIDOWZ3YvonI+QS5VBd510dbrIM7184ntc8hOyjSW7+b6EiAjimzOTy8kVM/9hlmzZiIr2AQbZqGaEcZ7n6d4OIa1r+xB0Oz6VKTeAyXWzfcyIFnQ0SMBeRmvsA9N77IwLCPWdPO4rdP383szlVo0m5OaV7F6jffpGf4Pra/lUBZtIVTq29gZ+4DNHGYhy59lwdf+zmWnOXflj6CnR2latKF3PXKt8ib41SHG8AjMb1zHr3ZAZpbaiiXDbbv30owWsvI+gOUD9toBZmUK7Bo8Uw2PLeDkg1eWSAeUKgOB/H5vLgCFHI5xjLj5DUXUYHGeJDqhJeVF9940uI61F+4Q5IqbJvj1SZwzNu0wqAbTvbx7vuvsnbda2zZupXduw+xf/8Btm77gJrqGPGIiiiP4FpeerrT1DR5cRwL5CKKx0XxmHiVOsYLB1CEWnBs7OECdZPqUFE4PNiFNzpOZ8cyMtkRAoEQtgX+oBfV66D6VBzXJpex6e7ZjeVmCfqayZW6KBRKKDSRy2fxB0QKjkE6nyYeCLH7g824ipeqGoVCqcDi2ZdTLqgcHnmeUkFDcEOUtQKNDS141AiFoobl5EimdzI8toty2USUHAwnRaGYQZYVfGoUWYmhyDIDA/sJKxNQQgaiZFIwRilr44zn+tH1ImYWZs65DsGUUBQZURQAF0kSK/Ra8Zhf+DGtm0St+H9HAsGQTCxcIlE/2VQJSRDwilC0i2BLKIbE4WIXls8gPdKPrCrkbYu5y2fSVBXD4/FQyrnccf9PSNTWUHzsJ4xk00imQ0dDIz/85o8YHBlEVjzEm20uv3kl2UMDfOOaJ9l/dDNNNa2M5206Z3+STe/egxJMUrY9JOJ1jCYzLFq4DM3Q0Q2dYilPLKKAo3P2+WfTO/IEr61eR21NPT5XwrU9FLM2o8UM19/wMIYlYlkO4rGJtlwuR319PaOjYxVoyjBRFA+11bU89/zLnHnWClJDg8zoXIGtuWz6YAerPruCdD5F0B9i6qyFbNiwgXBEo1Co3IS8niDXX3oVP7j5O5Qtg2eefZZMj8H4WOoE//b4RJ1pWieufsfX36rjncxVGkohWgIdrQn8rs1gt0FeLCM7Kn5HxDKFE56Y+YJBUSpheQPYsohHlfnStM+QSkexcjbTJnYiHU6RmDyFTLHIwovOZNeTT7G2u59zvnAlg7vD3LpmNkrZ5rUfDnPR/Uv4VOEW8H2KF1++k0lLJ5HUnmTpygVM/bfFTOnKMfRUhPNv/zP//ejL/OKG++m4KMloeBB1Swv7V9t874Hl3PjtVUwzrmXVBTEmtpzL6xuf5tzz5pN3dArm+xw41Eso1M1t17/MZVf6eXjDGUzz+Hh9zdMsPf0UfvTa/Zw659tcunQyXT3beXr7i3x83lfIDKioteN01M4ja9YRFmVqvM0IYoGx9F5Ufx17u45QkzIRvTZKKY+/Lso+O01ttY/9XSki1TKxQAivT6FU0igblQM8na9g5D5VIOytDB6ezKUoyol35ThWf7znY1kWhmGQy+UYSQ7guMaJd+v4ZGckEmQkv536GGCWCUcS9A/uo7ElgCQpeNQQ8eAURvPrT2DmjulQ0xrH71cZEW3yxSTOWIb+3lFi4Q4y2UMVH1ZznJraBDFDIaGGScqwf+8gkaooI5n3cG2VUi6IGJmH6+knm3WICAHidQ1Ea9u4/Iqr+O49d3FJzSnU1KusfvVxYgmVXNlCFl0GRg4hEiKV20bY345HCSOLETTTwLDGiQQ6yBX70co2kXA1mdwQoiTz7oZXWXH6ucRqQoQlKFsRAkGLwX4drQyCUCGcFHPgkaPIvgox4vjeum4l0VeegS2Abf8fY93cOGVuBVdXfJRjlaaqLXowTZP+sRyiC7ZsoLkaluiQ0svk80UKZo5gSzMRJ4HjOKTTSR68/yEuvGQVtg2aXWLzof2c9YVP8epvX+Ctv77H6bPP5OieJE+vXcOE5RJfuf8OfvSl/+TxR3/N448/zne+9TB3/sf5WMooZWrxx0SKGNiWQ1ErkkqlaGv2Iqoio5l+Zs6ZzVOPf0jfkTyoFldf+whlzaj4sto2tm0iKwKiIOP3BXBsnbHRNF7VQ6lUQsCkJtyApUvMWN5J/84CpTx0XPchm0fSfGLRpWjZHKLgZcnSBby27mXi8SgT2to5ePAgmlHGFRySWY3+0V48Hg+TJ03hw9KH6HkNDPDJIUKyjGvbGF5/Jbke/6KKYqXSFwXKhnFS4+qbFcUoGRQsi0DRRrY0vKofj+Tgii6aVkKWvLiujarYZLQARUFAFCz8ro5LK5MnJthxYD9CSWHirNnsOzKKNxDh1Xtexdt4AZNXmvisLA++MA2PZvO9zx/G47OpmznCxLpz6JzoYXCkjaCbIFdMs+FnCeZ/w4++1c/ESRYbHyzR2jCFwBKT0fdreX3HNrw1bzPwQZkPN+gsbLuaUHgFI4EfIJQ+zs23XcLrv0kyOPJbFqy4AMfdz/kr/8Djv/0jtTP7efiW9dz8i6VsfqzErS9cTMxfxmMU+eGTFzBpwSnsKR3kyB/u5z+veYYfr/kU+bKBJHlB9SOoIj5fAqF6IkGyaIUx9Gw1e9NFhmSJlSsXUHz9EI7HZUKDH8dWyGZypMZFLLGC60YDKlVBDz1lC02zSWUKiMrJxehdV0AUpYofBBVNG1mUQBSAiql1vpAhnU/jOB/5HRyHGjK5AaINOpYF4ZowJUOjkK4nPbAfQQ6gyCKjY71IcguiW0VZz+CXqjEVgaJg4xMlent7mV5TSzp3iJrqCew5vINYYCatbY2YpslYIUNDfTOCkKWjbRaZAQknX6A6fjo7t66mYeUQohulXLJw/AWymXHCiTZq2qaxdOkM9HyIrD3C4T9sxT+9HrtJQbDriAdOQStmGMs2UArpeIOjmM5RcGWCYYldh36PIgcJBhKMJYM4gky6MMTcWavwenyIokj36FYao8vY35VCcc8i4MTYtucwDQ113Hb7t3B1QPwIfxcEcBz32O/HDlVJwPm/xqM/EqxB13VUWaFgikSroniODQxUtfmREdC0ArZRJq2NkRgaJiB7qamfS15VcItupYLxhvn856/kvBVncM21V2MYJQKCH8XvpTxuEq+qZ7Q0xA9+9VXOO+9Cls8+n788+C43fvNquo4MMNLTT65kcPFnf8XVV81l8oxhciWJ9qnteLwRHMfhg01bmNp5CooiMTSaZPvOfZR1F9cqY2sVjQ9RUjCMCs/V6/VQU5sgmRzFsjVUWSGXy53AN20zQLFYYsb0aSTX5XGjOa64ZiWeYifj9PGH/vtY5jmbjoltZFNp5s5ZQCweZtMHW5AlL6edtoz169fj+EREUUYrW6hemXkLpjNlagdhbw1bNu9isG8YXAkkCVkSTwTedStfRFn1V9x8TuKqiycwgyWMYpk+TSOU8KHnLGojAQqGTs9Ikc5GCY8vgCsKJFNlUGXCtkUqUCYeqSGdHGXe3IV4WlvoeWstUz/7OZKvvUpa2c6ju25EtjpIbtuKrhtks16+/qsaNr5iMflXF7F4+QyKjk4qNU7QNwHZ207iFAW9W6N/U57SXJGaOV4+dtl8uvbCG13fgWiBmHQ582/opPv9bpauWshXbz+Fu36wkTdf/yvvPzFMvi9N44w4G955k6pmWP/uVvoza4i4rXz5t9+nvrQEKy8zMqaxSGjh9q9ewW2vvsju/X0EghNYvjJBbUeOQTtJixSiId7M0NgA4XADvoiO1H8YIVSNWcwiHzP0kMNeSu5R9qSHaQoGiQU85MslskWB/oxFTVjBK1d6XKFgkHZJYiSjMZC2Keknl0f/URX/kfmIKIoV+8BjSd34X0XDcRzfdV0EuYgg2gSCQVxHJRyBp/+8nTmxEmJQwevVMa0eBCdAdawJyy4SCEVIlQ4T99USCqicsfwijgzuQJYPsm1fD7pZQC1Mq8zB2DY+yYvsClgkWb58OWvf+BlKfiJuzSau/swX0HWdIwcGqZ/kweeXCIV9DI0cIh7uZNni87nn3h8zecYEqv1xxo0aRg+7uIOw8gILwRelv28MR4xwpDuDGooSjUYYHNqErGrUN4mMjRco5WXKeoZ1Dwxx52+upVAcxu+to+QZ4GjPATz+Zja+000qtZlFi0/hKzf9O1IZHMnBcj7C4I/j85UBNRlJErBtTvQv/5H1L5Ho/XKQoBpGlgSigegx+l/l6qJIKj5FJRQIkaJEVTqM6QTptkcRA1FqLS9jShYArWwzbdpUrvnslWx8+z0eeeS/Selj5LUSN3/peu556Kf85bd/YnLbTKoiCf7jvtu44NIl9I7UEw4b/PyeJ5g4fRIrz27mh3c9w8fOOp833lvDLXeexfzpiyiURtm5cyfp8RF0S2dwZBjbETFtwDFxnY+arce75YZhMDg4SCKRYHhoFFM3aGpqYmRkpMJycXTKJQVL9xOeC/VGK3v3FZizspfEeJzFVd9i1LeLwWQvomuRMctMEtuZO3ceHo+HSCTGOeeci6IoDA8Ps3fvXmxTRhRV5i6YT/fhXSw7eyaysITh3hRrXn2n0kATKtCNIFQolqZho8iekxrXgR1DRFCQQiZ6VMIZtojEPPgDLulRE92RsWwXSREJCAEM0cQf9FIoWwSMAvqwxvT2KYwne9mw9xn+8PMnMe/5GmJcwJaKROvjlIwPkUuN5DUXb20vdraddU/sZWFrNXc/cB2XXHkG55x9PprhoX9wE3p+BVZwnK0793LTF07ltl//mIm3fZt377oZKTaRieUvMnF5kfXbX2L21It4/r9/zIWn3curz3dhhj4kEerk+m9ex8BAF13RD1l06gU8/+wvaIzNYFrsYlJdt/PZZU9y0wtn8bvL/8yOjaN86nc3ceucB8m532T46FG29OcQVv+ZqLcG3U7TPTzMjJZmBu0WEtEsm8rrUSWb8qhOAB+yKXPuxVP5y/17aEoEybkl4rEg/pCXYMEkEtJQUPH5ZcYLGuVClkg0RGc8SGa8xGg+f1LjKggV5gfiRxWmIEmIggCIlenY6kaq4wnS6TS4ZgW+cSo0X8Wbx3EsRBEKxhFMK0p7awi71I7+wVHGV4wTCoUoZPNkh46wYvE59I8MIIVdLKuIV+1g/sIGXvrhczQ3RYlUexhPBjllcY6xDNRUdeCV/GgWvLfxRerqGrnk0ttwXB1bq6Hg9DK4M0l16wTyhT7yZQev36Y6PgnHOUp78yzOXLGEjW/v4WDJpCbUwxlLLyBxegDR66KbWdobHRRZQsqqZAyHD95bhyRqNDVM5sD4OB6/jmgPQdniyh/cRE/uVQI+PyVdQ/CUMH0l9m/O0d45gTnz5nLFZ7+AbFo4x6aMFRUsy8axXRRFPgbTHMdu3GNUdPejZ/+P9S+R6AVZwLItBFE6JtrkIooSoqAgiwquL0TaHmMiPo7k91MSM3x+2mn8caiXVKZAMavxm4cf45Z/v5mug3v5xI2fRtQtCtkMCBKSa5PNF5EdhYuv/RxXfvJKfvTwf6JYHuZ33MHql3/Gh+slvvyFL/P7P/+JviO9fO3LN/PY4w+xbPEZPPc/Ozi6JE02U2TPNj/3/eQZGid4Ed04v/3VRkRXQ/EolMsijitgWzpTpkzh0KFDOI6AgISiqIiSSzgUITk8zJw5i1Bcm1S/S7E4wEhfH3NnLiYf3U042kqTuIyRwGHGvFuYO/1UCsU069e/y2lnL0X1y/g8XkZHRznc1XUC+29ubmbWjJns2dtFQ0MDsmATjVRj6A6u69DUXsNXb/k8j/7idwiudOxQcpFUBVdyOcmkG4a2JcnXeIgFQghVFq7rQdJL5AQPpiuglcqoSpyiVqZU0IlVeyjlHNL9OTyWwtc3XYGgqLiizjNPrePhJ5+kSfNzx8sbuf2yZsz0MKbs4f61fdx2Xiv33NXHPfcvZrCwhjMu/iYzLyzT4utn3/5+Jkxfwu7V+7jyczA6lqS61cvWgxofFJ8gM3grsYlTKGVDpAKvkNs/GU19hbz7ecpylkvmncYr62DUM4KqTWLz7u3Yvgg9R5Okzd10NDczuXMypbGZJKqm8GzpSb71mVfZNSqzLvoogeFdvDX+V+yxFB1NbQwUxrn+2gVcJ1zFXb/7KhnNpKpuKlu3P09DbDIFQ6TQP8LUzlq00RK2KGBWG1RHJBzLYCin4vWZRFQP1fEA/oJCJltgLGcxliuRKxo0IVGTCFHfkEBOntzAnmB9IFfeH/kjLr3rulRX1XHKomVU18YZH08TCVZTV1eHx6swOjrKb/5wHf6oi1Z28fgMAiGBObOa2fTqINM7l5Ic6uLo/iLTp5zGlEkxvH4BS3BxnCIuCrgqlqXw5Ztu5JF7HyM1pnP5ZZcgyQK2CYPDXdTEJuHx+Jk7dy79A0fJZIfpHX4Pv3sWbZMlEs3VCJLNO+ve4YKLPobqEXBsKJWzeCyL+XMX0DylgabwbPBmGesZw8Em7qpoePA3VRP2eumY1EA+X+T05UtwwnleXP0nuraPM9Knotk+mtoLTJi2j3LeJJ0aQ/U69G5NUds6l6WnTaN3qI+2CZ9AKil4EiqCULllywoojoDrSFiWiyqLOI6AYwsV+QOHY43af2z9SyR6x3EIBoMgOGiaxnFTA0WWKIgGSuogp4SaOcAQ+2UXv6+R5w/u4oxYMy/qI9z0hS9w+fWfYWhgEM0ocvsNN/LAY4/gyCKyK2LZLlVVVZVrjyjT1NCCanhZvXo153/ifFZMuRZR+YBfP/oKTdNjzJpzKg8+8hArzljGunc2suzMWTz7mw1MnNhGYbzE2pd2IgguluXgYuFRvUQiEcrlJIqi0NY2gX379p1oQtm2zdDgCG3tjQz0ZVi4cCG7Nx3ilGWzmDZrOu9v3UxDSwPFnMSstjPI+A+zP7mWzpYF+IMJ9ndt5onHn+Ghn99PfX0tjz32GJ1Tp1SEpMpZfD4fiaoIqbFhxtIjGFaeQslDVXWU5uZmhodSlMvlyg1CLHL9DVfy2//584lEL8syioeTPhnbeFYDWraMrRlIBQF0mXRZpZwuYTkuisdDvqSjuS6aLaLlNUpFDb+tgKgjyh4UycFx/HzuM+eiToGAFuKnl89CLSg4ksMdXy/zhdM7uP87a/ncrfNYNO2TTDvzGqwS7Hv9RULnTGT//tXUJE5l0YJFWKVBqkMtbO1+hGmJb5EpJSGU4i89bzFh9DQ6ppgIY4co5FYyKr5ATWQe63ceJj5B4KwVP2Pf/ncZ6FuP33cOpyxcwEByIw7NRBsaefvN71KMeLAjAtv7HmTvwEYmp66lvWouhrKDps7lZEt7yQ0UueTeGzi7YwWtbS30psZ4/8DbeMUgL69/mVlTJ7H9zU1UVdeTlHqYODvO1v/ppjao0p3UkT0W2bKAKku4joyBQ09KJzmexURGcaF/SEOVKlf9eDx+UuN6nF4pCB8ZzENFykSSRBQliN8fpLam4RgRoGJqnc9nKRbKjA9XEW9MkstkSIiTCPqnIyVk5i5pYNv+XYQDXuYvnEhrlczo4EHCMQ9j46NI2iBe1UN9XSe7DvwVSZL54s3Xo+Vs/Ah4omEOH+ymvX0ishRAUWROX3It9z58Kfn+CUyespL61gheWSGfGySVO0pYrCM1liQej5PR9+PxOsxecAuHsz/ByqcYKqSpUjpo7KgmNZQmmR4g3FaDLpUYdwXi/iA+f4h0foyqSC0Xr7qUgcUpFKeOkVQfpYKNa8jkUhm8aitdW0s4ei2TY8uQxVFcRCZ2TMYbVrEdG0kSEMQKLOY4DgIf7V9lzwG3gtn/n0v0Bb2ILTr4PCqiLCJIAogyOgYH33mLL553IWu7PqQXB6UsYbguvmCCt3p2cNNnb0KNBmieEEcRTX5w6wN0Dfbyi588wL2/eJCjg0fweFSmdHZi2hbYEnqhyMMPP8jKi87izlt/xvtvbaEmPp2hwx8woeMU1r2xEZ8YwLJ9YJe4YNUqNryxg8amKEcPDwOVnoDjOLS1tdHf339MSKnyfHBwkHA4jKZVcMpKAhVxbS8TGpvYv+0Qi8+cTq4XjoYPMXv2fPySj/qpYWbOW4BhTWNP77sM57qJCy7z5y/i89c53PfTx0AzcSSBTZs28862t/jEhRdz3nnnEY83oHpyFUlXj49ioczOXZtxHYlIJI6iiIyNjyKrGl61CtPWQPSBZONKYOOiC//4SPU/smo6wuQGZcZ3ZVFLLq5RxtBsSqZZOXRdh3yxRNl0cBwZwXLAERBkF0WQCQf9qIKNjYmJTDCt4Ah5+otRNMnhkf96nYAfPPpCOlY28qtlL/Gtqxaz5w/V2HIBx+dyYJeJrDYzOPYOiq5w+IjJmue/z7uhx/h+5AFqaiESayTdn+KTS6eRiBdoaFvGzvf2EkgkGD26lkSkBlkx2b1vK6nsJmLNWWbHpzHiXcfgPp3ahBct52PqvCCpnM4nVtzGri0bOWX2BfxX/3/S6sbxug1UKRnSZS9TJk3h8Mge6jtK+L0T2dH3IbVVIbqOjjKhYQbDqUMoqo/0xl7AZsYZHfTkRxGsMr6wguFaFHSHoN9BlhwCskQ8IpPMSqgChPwefIKE6spYlv7/w8tPxjqO0x9ndVV6TuKJA0AUhWPqlpVk5Lo2uqGRGkuSKZZIHugkFovhCU6kv7tALptm0qROamt9WOYgRXGYUV0gEFc4MLQDTVNQBAXHDNHdvwHLhFxpP6Ibx6NGSBXHmepvRPUIHOp7hY6mlXgMD6qiceUlPyKXzeLxKOzbvY8JtZ2YNTaSKlFNmNFMF5YYoDo+kbI+zpH+HeQKAxRLRQqFAorQCJESlljCU6eSyu0m6G2lKhEmoxdwMSiWNTz5DANDh9GNAqEAyJ4cMWE+Y0mTN1/dgieao6aqhYULZ6CXRzGkMpo5TCAcRJLNv2EzuYCIoYMsUykoHRFRPDbpf6zqtywb+Mdw+n+JRO+RZFRRIp1OM3XqVA4ePMhAdgBxeIDLTzubP23diusGSChecm6ZzHie1Og4huzjzLNWsL/vIIW0wV3fv4urvnwtpZKGYRjcf8ePONjby0O//Dlf//pXeeOvr1PK51iz5jWuu/0r3HzdrcyYMY27f3QvNcoEps6exQuvPkdVeRI/+O5/cMcP7+JL/3Y1d3zpbhKtJd59ewceNVzRbz82yDBjxgyGh4cxDOOEkW8ul6eqKkFrayuaplEsFhlP5xkeytIxIYZX8VLqU0l0OMTFVvbse5+5s87EF6xmx8HXiYajXHjOZ3nt7b8QCqX4YMs6li45nRnTF/Log78ETSBTyOPIGs+sfpo//Pl3rPr4RXzmM1dg2Ro1tY2IYxKmVXGSKpUK1NY1kS+mwI7x+1+vAwV0R0N0dBxXQkfE/ScqhH9sybiqiIiFU3AJxbzoqoWTc080mo6kKvr4kmOjKgqqXRFyCof8tFWrCFgUVA9uyuW+rgG+eHqUdr1AVozS6F3IN358Hut3Ps2cWVOJRPMokkLfyE4+cekqalrqiYfjmJ5OBrvfxRA1mpomcNRZx4UtD6CNwxfPXcf4xhGy6hBqJIhPkchko5TdIxiHpqPIy7n/r4vYO6jx0Hfe5y8bnmdWSyuTP9aFmbVobIgzpeNcZP960oW5DHXt4IOta3jpnecYrN0AuVqc2VUM7O8mOqWW1pYGLEnHcBt4Y8ce2m0vcjBALl/GF4xTLI5S0GwisgfHp+Cx/Vg+D/GoSsGSaAkHKMsS2ug4Y4UiAZ+AGvBSFbOYULAZK5SpCQsIooQiyygOZPLFkxrV432o46P4FdqkeKzKFP+uQXucMeK6LpqmkUwmKZUL7Nq/C1EU6T00wDnnn0k+m+PAgcPU1DnYQh7bMjDtHKWyTVZLU18/neFkEtuGfEakZHYhOBFy+RwRScLWdXr2d7F3/3aC8RQe4TAzpi4nk02iqCqy5KVULDNjxjSOHhkllPDg9dYSjEb4YGsGwxhDlGyCvgZ6k2txrQjp9AAeOngNdAAAIABJREFUoYP6KdPoG96CLBikRkcRfTqyOEYm48PrieHzBqipjoBgovjyZHI5fEpbRXQtP4almVz/lUvIl8YYHTtKpriH6vg8QqEwopIirfXSIM8E/pZOWVECcBwbSQb3WN9PlI7p0tsC1j9Rl/1LJPqyo1HIlSnrJXbs3g1KjmzvAb561kX89eBezGAVdtlEN8pg2ehlAwcXBIcD/T08dPdPGBzs54IrVlXkU52KPs5N37sduSRyyy1f456f38fys1cgCzqLZy3lls/dzLSFs7j8ms9w/WVfwtR8PPjs91jc9nFiToLfPfEydS0JhgdSiLKPFees4K+/3Y2ha4iSQ111gtRonlDYiyiq2E4Z0fUhSBp+JUQ6nUYrF3BsD7qRIxavJTOao5iromNOgni+nbCSRQvkuOITN9Jd3IYvZNDWfBpH+rfw0qt/5oqLPs97W16nZKXZvHUdquLl6hsuZ/KkOVx9/acppgxCcQ+S6PLiK39mzbo36JipIkUs6iLTaZlQQ231RKbUtJMvNZLKDbL2ldeRnQAIFo5rYjkmHtGDadoVY5CTuIJyBMFvUKwHMSdTKNvgVtyyZNmHiIxWKiF4REIqZAoWLhWlPgSJsmkiqzI+Lc9/vZnn2qUx6uWp9Ktevvv9R7n2K9O45+d7MUMQjGfBdiln8rQtn0h2XOfI8G4mTllAKPEhWibDjI9dxKNfuorD0lG+ddoViDWHqEor3Hzvfdy9ai8jb36D0oLZzFlqEo62kBuLIhyOcl7H3Qin/pGl8+v43ktH2bFxA9dd+3sO7VmH6JPp7v0Fo84pKLSy4jMS6bEuuhPvU1s7FTPiQ5ki8vhVj/DIyz/EEHMMZkY4pXMOB/t3MzY4SCzgJ++tpnv7+yQzWSSPn+ayB1VWyFhFxEEb0/BCXZquwABLG1vJ5RU2/s7B8hXoCJjEwl7sBht53KVctCgKGgGPSMiRMPWTa/r+vx2PBPeYlspx8a2K6wGI4OIiiA6u5WIYGvlCGtMs4wpguw5Hxw7x2G+6KhCQ4/Kpy84Cj43riiAX0FydcllH10sM9vTjDUKp0MfYeIGaKj+RSC3Z4W4CwQbsgkln/RR2Jd9Gdg+gyH68cjPeQBHNKKObOQJiE6IXCjkH5DymY/D+hm2c+/EZuG6RsfEDqGor2dIQhhkmKi5gYGAIs1DNwPh2mpqayJfymN4ckUgMrWyjyGEC3lq6B9eSy+UIRbzI6hilUhJ/eQ517SZFI4PqtQkmRtBKAjq7iYrLCXmb2brtNWZ3zAbAsY/BYZKAJINjV2Cxyo2p4gHgODaSCJLyj8fsXyLRF/IlXHR6+nqwFA05X+JLK85gfaofEvWoukAZk1KphGEYuAJkCnlMp8xVX/4irZEgS06ZReqNNIZhINiVzRAVgYsuvYA/PvscquvlgQceJBqs5snfPMYDv3yA2J9ifOOam2lpncmN37+YSMBPnb8epcpG3h3A8pU4vLVANORFy+t4nQiTOjvYtW8/Cxcu5M033sMwDIJeCUOrJlYTJlEVYc/OnZy2dDG6VmSgN8+ChecQr4pilU3eWdtDdVRG9x6iLn4hGf96kvYOLr7o02ze+Sax+mb8YxEuvWwVr695jbPPWkk4FmXtG38FUWdg8AibN29i1apLePGFNahy5SbR2tbJovmLuOCCs+mcPY2h4THe2fI8b216nuCyr/D8G98lm/Ki2hFcQ0dxJFxMimYZ2ZTxKQqm8c/Zk/2/VnH7EZwaGV91jPxoGr3PAMfFdVRUVUCSbVRVxZUlYkEZyzYp6x8ZLBQNBaGsE5bbCEcz/Pwn43z620uI6KMMpaKU5X3cels7RRc8roigiNx89UvYuUN0NE1i1tRF7N32e5L5Omq9Z/PQDbfym/wzvPfjEna9y5vPrmHC7JX0bnyWL/zkGW6/4N+pthIc3PAevqppvPLSg8ya00AgNMYnOy7ksq83EmgQaB7rYOyIyZ7d65i9YDqtzTX0P/8EC5YvIWUPIvXv5Hvzz+bAoMajR56nNXEupz43A1XxIMlJhg70c7T9NNonT6K+LYehNTLQtwF/VRWFwTHEwhgzG2bw4b5uqqpjDPcM85qvjysmNSEeknlt82HEoMLMy9uY0uyj67keGiMqYa9KURURHAGt6CIrLoGQiq9wcm9qfytmdvyz44AoH28UVp4fx5ZFUcIWK5izpml/J4B2XIoXQFVVdKNMe3sjA8NHcbHQNRBEg8Hkbrr2j6ON68TbqnGyrQRkl0J6AI/XQBdSyHKURDxKeotC1VSTbC7FqDFCTW2YkLcNxe+SGRpk89sbmLN4IYoUpr4uyJw5k9DKLslBB8QyWW0jQWsxvZsMEnNdkkM6PkWiKjqVUiFHIOxF9pQZSu6hrfEMBNfHkYG1iHKJuroGDh7ci+g4KOYSEnU246UcgVCQUMhHKm/h8cloepade9ajKiLdR7uwbbtSyTvHYbG/3evK7MJxCPj43v8zPbV/iUQ/lhlCFRyG3T5qUzJfO/0C1nYPUlITuGax8o87LpqhEwz4GMtmULwyjuZQNm2u+vq/8ehPf4TiE7AdBds1jl0ZHV5c/SIb3t7I9q27ueGWL6LbFo5h8pv7H+fZp59n5YXncsrKhaiqyo+/fR89fUkeevg+Fi86k11bLVTXR8OCEsntfmKJKOPpPGHqMZQigukhPTxGTayasUGX9pYJtNe0sG/3EDOmzsc1c1QFYXinyNvam0QKUeRgAX1wJTTto7f4Fitmf4J9R9/mlXeeZOXHVrF79y4aGhOsfvF1li5bQiQU5v4H7uXyyy+nWCwyOjpKR0cbW7ftpHVyMwe3f0jNpAaSA92szaTZc+gQPl+Zb//oW2za/0dmzl7K+k1PkB8ViYVaKBeKmLqMbmgIooHuOOgGGIqNKJxkUbNhE3u0TGJCFKPWSyQPZUMgr9nHlDMFFEXAq7gkol6iAQlRCmM4Eh6PpzJwZhr4pV18u30JXe0W/iGLcEhh4bJ6jGAtuH5kK8NN//E+v/rBWUyflmAknSdaW0dh4HXqWqaR7E6QPPQcF3/5PjpTn0aOw72/WcbnVz2PF5k6n8pg+wGe7v8d32xeR1/3AzSQ5ro7L2PbH18hNuXj/HHvTKJ6DfpghrCiceSgy9tvvstbr6znsqs/hdyqUA7MI7NfpG/oVRrEIFPiYX6x6Dqufv+XTKzzEq+dgGNM4RNzL2bnwEEM1WJQj1AsdVGmRET101hbRbJ3jJ7+XgKOiNLpYc5pfsT9Dk+u78EvieiGjceFHaWDfNgt8bXPTWfL6wOETR9Br0J1LEwjJqriQzMdcoWTO/H89/pIHx0ilQYiJ57/7TyPJIPX6ycUCqEqQSyzjChVkpZlWaB6kSRI5w9RrzciqwYg4/d7cWyIhKtYtnwKr6/ewJTCBFqntRL2eNEYQRU1PGqQbHEcx5SYNr2TvqMHENptHNFi/JDN/Kkh9HIONydz1jnns2v/XmKJICWjm4ULF/K73z5NnRKgtnUSon0u24fWcd6M0xkuFkCXcbwyasxHICKRz40hW0VcIcWBntUVxU4jDMoo2ew4otOIVvBTl/CimVFkbxq/P0y5lMUx4hS0ATweD5ZjIqSzeBo7UT2VzXLsjyaNAUwTcCt76brSMZxeQFb+OTvBf4lEPzzSz0h2lNZQjE/PmM6a/g8pBVpwCsUTVYAkSUSjUcZSSUzTpGzq+LwKxWKRutomzHENr+OgqwKq4D3xd7rsMH/5Qn76o5/y1vNvIqsChw92oapevvL1rzJv+TyCcS9PPf48luHh6z/4Btdfdisbjj7D1Zdfg6xFeGrtO5xVNw+5ahv5bAhPFcQjfqKhKob7xokmqvGWQriCTV17IzOb53Jg8y7GSwX6+so0hacwvb2Zy666nEIvHN53FF/NInLmNta+/hbT5zfhykU2b32LT110JW+89SLBsEJr+wSef/oZrrnmOkzTpKdnP1VVFb3qRQsXcunll7Fx+wcM943QOLGOqNdDkyeIqQZ45Gf34w82cfRAN+heBFfELJcpFl1wVVxTx3ZKaHZlRN2QJDyek1v5eT0SmbyO0Z0mMj2Et2Bj9tmEFAiERWIBhcGRArLqxbFsvMEooWgM0zTBEUgmh49Z1C1A6+wnkHMZtXV+/NkubrnkMopjGR58ags3XzedR75/GqVylsHUfgr94xyu3UWxWMQrnkK1+xLTvruKvR+keer1C7jvaS9P3NxF3XiOjz88nUS0jkimA1s+ilPcyfILb+Xg+uewj9ahmTaLVgW571NVRPVKsyxlC/zwMT9337mToL8PMXEuT3wvyEulPQyaEq+99yY/+NJC2prr8fv93DX1PO783W/hYh9eO8Kz7/yZyZNr2bXrCNOmNjOpZS5ee4jV7/fRXhekxhmj+tNN5HQXb3mMdzakcf0qNYqCNg74HWRLoLG5hl0Hu/nlu7vpqG0i2KIi7TQxNROvR0GRRQp5A+MkD8L9rWRGJR9Zf2NafXyCUwL3eOOwgt3X1dUxf+5SxrVxUskRwuEwfr8fy7Lo7elm1473qEo0g2AhKUbFJcoWAIlS0SXgj/GpVRfgs0KMZXSSYyUiCQ9FcYzqSDuiKmGUirS2TmDtq+vRNZtgMEjU00nBBMNy8YkGfskGMUdBG8UjOMTDtXzmyotZu+Zlekb30jIhy/JZnYS1IGq+hFbQOHSoByXeRHWdh4yZxx8r4A+oKHhwxRyaMYhd1ikVXLTCOC3Vy5AVDdN0kKkiM2ZguzalgkuhpKBpJTqbV3LI2MTdX3wU9xhl9fj+fiQYJ2BZLo5TqfgFJCS5cjj+M+qV/xKesU2L6t2Yx8MNCxZywJ9n2KhGscKgF7Dsj3i7mUwG09AQVQXNMtC1LIZhkBwcwhsWaPVHGFIESqnyCd0NxywhuSa2JVN0C4iuFyybPe8coHPOFCzZYsNrG+jfc5DhgQzvbd7Ei2tfwha9NKtBxk0dKQCXzr2e3dlX8afb0XFIzOkjf7iedHqYztmdRFITycf3MZwapS44hQMH9xKN+bn08qsw0w4Hk2/QPTJCwGli9twYubSC7htkqG8Hk6csJxD2kE5nkBWBM05fSU1tlA1bN1HOFQgHqpg3bx6CIFAul2loaGDD+rdpnzyJMz9+Fq4l07X/IPfe/VNKaQ3TGcVSTXS1iC2I2EUwSi5W2aWsW+h6RWZCN3In3LtUf5BgIMrqP/31pGX7Ty6a4I5kcxxJa8w5fybF7iTDe9MURRtZ8NBeqzI85jCWLzGh1kN9LIbHF0IURXLFMUzdwkWkZFlU+SquOvv6iiAKuI6CIxqcUreE7cM78LhFBFHmzLPPY+78u6jz9SLrKgVZoSg1cefaK/jdV9/kc9dcQE7ZxjO/eIcrrzmL/CSxYqA+oZ4fL3mBwS0vE1lwKsPvf8C8yy7j/dWPsKe7h4unfxdrssu376zFI8fR4zbuIYdvPHmY710eJp6oY9rkOkznKPkPg+zUM6gShMJeojFoj9XiCwWpu6GF//nD60Rq4uRGs2SNPIsmTWdfspdp1bPYuut9CobG1KYqRN3h4HqBiaeazJw5ibWvHKWlvY1t47uRsyqyIWBKGpIEv7rxP7nlLw8wb1BivC+NI8p4VRlJEEjmTT48kj5pce0+YLsfmY9wIilxnG5JhXVju5Wfglgp8yuiZ3+/XFcgmymzdfsHPPX0L2luCGEE1lDbkMDvU/CqMbLZLD5hOjgeyjmNmOghW9YRfEF0dT/xGotopBZZqtwYMtkhdN1izZo1tNTNpXPiPFQpSX1zO2a+0q+495H7WXbGZFoa5qCGDSSnCa00gEeup7+vG5QALU4CJeIl9eERwo0J3t+xh8FxlVNOW0jB8zKqUyYa9WMJHhBM8jmNchGk8hnUNOcwDRcfS3hj7Xp8nijpzAATJ06kpqqWYKieiy78FE0t0WN7U9lP1zmevD8SHjwO2RzfL9d1j1X5LjUN0j8U138JPfpoROHas0/lrWw/A5kozqiFqRXJ5Uvouk5R1xgcGSRfylPWDEzTQCsX0HM6d37nTsLROD4xyGO/epbLz7iCZ558Cq8oE/b6kSUfghzGcgQinmpWLj6fF555hRnLOxFlh95t3Tz6yM95es1zfPu+b9E2dQYaWR772U+45xePUBCGOX3pcmoaqtmycQdNzZPx12TwliYxaWoT06dOqvjUNirMWTKDcEJm7mm1NFS3seKcxTjiML25HShOnPKozopzFlBVXU8grjFn2iImTl3AyFg/hUKJL13/RSLBALv2bOT1tWtQXYXa6lomTW5BM7IoHoeq6jB79+0mUVdDdVUdt950OyNDA8xfMp/+w4e54IKP09jUSVitJq60EHVriYg1BMU48WADMX+CkBrC7wsTDtYTD9YRD9YRCVThlUMnNa6SJFEb8FHtCyIUNJpagySCFhRNdF0nmdZBMPF4RTIFh6OpDCPJAdLjSYoFk1zZJFMoUi5Z2DaYBkQDHqIBHx7RxmsLbO3ZgUcJUB0NUh+WOLzlXRKTwuw8kGR7z1ZWP/ccoWA9xcIBMpbDzd+9GQNIjrQxt/3T6OUCvoCHYklnoM/Pt/beyFjZz+mfO4O3H/0lZ332S0yfuIh7X2inpTNAZ/tjfO1rL/CTH+7if/44wq/uWMGk1gm4WGiaRrY8EXfSUqbNaaActhj2aRyVRdYOjfLUW5tY+0Y/8+YtYHx8HMuyKBR0Zs+ZQWHcYs/BQ/x/7b13lGRXee79O/vEip3j9PQkTdIkjUY5IVBEgaxLFiBExsb2MkE4fNjGYNK1McYYgy2QAAkEQjLKKIBQQAnNKMyMNLnjdKicTtz7/nGqukffx12fWHfuWvKsetaqNTPdNV1d+5x697uf93mft0cOsmGVzQtPzBF6aS5/+xpO3bqVA/fkkM/Wmb9rP+8/9RwyWRtX+XQOpOhJDaBbHofn5nmsq8ZU1aPqKXLVgIIbUQ/+fy/VH4QWZdDK6GMtfUzXCHGkLYK2MNBcCIFp6gsGe7G/uo5haqQzDgMDS1i9ej3P7Rxj/kAGv1DHd3VKpRKEQ0RallrOozE9j6n59GR07r39lxTmI2Zmxwj8CNfPkSscoO5PoAmfyy/8BK8+9xKU1Ag0j2LjECKpE+gh73jLlRTyZcq1MVJiFEv3KbpPMDk5ji1PQpcGdctDsyJGzl9F1+ZOXvOmNWjGOFPje6mM27iVkMnZIodnDpCbLxL4klqhi66uLtxoP7VajT179tDf3wN6kVI5z0MP/5rb7rqVQGkIMmiagRAmMoqVNPH8hsV1jtfNXFi3RS968QdRN68Im+KxB+/93Cx1Et1LCRsmc/Uqgevhex6e56GbBpHy8AIXDMH83DS2ADeKuPvBB1BunXtuv5vL334O+57dzp0PP0ij6jEzMcebLn8D77ji7eiawTPbn2WmcJAbf3o9WuDwyD0PcNNdP8OwNC697A08/9RTbN62hW0bNvO1r36N2351C1W3yqUXXEBvt0DSQ7rDpsIBsumVSGOOFcPbmK3tZ+3KE7F7G9xxz02cuO0UNm/YikjP8sLuOWYL+9i4/lRWrRvBSBTwyt1kh0y00GPzCadQq5eoNebYt+cA5ZLPm9/yVrbveBrTjgiCkFKpvOBhf/jwJPl8nmqtxPj4GJdd9jo2n7iJhx76LVvWbuGB+x+kUa2TMDPoOBAYRJ4BkYamJH4gAA2hBWhKYWgOtpkkaSVIOxle/4bLj5qd7de/9HefSyZNbEtQmK6Q0U0OTlQpR5Bx4nqAYeg4poHvS0rlgEBpWJbA1KEWKQ7PujQaIbYVF/bKdUUjCKjVQ0Ip0QyTdKWMlS6SrzuUPYNf3/ENhLGM79zwGa75+nVc/Z2NnLrks/SUBtm24iT2ju3mjFPfyFjXBzk4VcP365QrDR6uXMdNn5pgdsdNjHlnsmpzmskHrmXZCVez9uRPIqkzMryJ4VHJdV+7ksee/HO6uv8HkfsilubTsHR21g7zfHU3E/UCqa4skaFw7DplfFRnktzhwxw6MI6rl7E7esgkDRrVIuGMRqUecsaGtQxXhtlfzlMtJzn+jDlW9byKW/bv4oQzVtMx7yH3lRjvKZHoSFAoSjzZ4IJ1r+K2xx9iZCCDWJohMwOD3TadaYe6J/nwH3/yqF3XUp7PAbGpmSYW/LfioA407XSF3tKEywXtd3w6F82va3HmLwM8V7Fn/17wSpQKAYYe4msZGvkh7HA5e7Y/w4Y1nQws68TMKDqX9LJspJdy2SLS8wizQtIewjEHmS++SBQZpBihXs6jhQmUGaBbdSJCvLBKuqOTF/aNg8oRqoA9P7yVWnqA0lQ3xephsk4fqXQCYUG2rwPLSaAMwcYTN/KTG64n46yNu+B1D0tIRDVL47DAMTfRO1LDD+r49Q42rD2dG398A4VCERmCJQS6k2bzphPZePzJpJIRfhg2N0gd0GIrYiGbBdlWraPZRBUpdKGhUPFQloz2sq7rKyKj31M+yK7JMvvGyszMz9Jl29RqFcqNCsLWyeXjAQJCMzANgTBM6qFEGBqGFmI7HXzowx/lcNFn5Ypl1Go1Qj0iM9jJLff/gk99/hru/e29JLtsfBFhKIevfO0fuOBNr+Wu237BprUncPDgfv7677/AfQ/cwbZtJ/LTW39OrlbG1A1OOeVcdow/z/nnv5qzztlKz1CCbRtOoEqVVEcCN8yzZGWSXH6OrZs30ZPqRCQrJFLdjK7o5vxXn8XQihSdvZJsdpBb7vtnNq/bxljuADMzhznzjHPIpAaYnp0mX54m8gOSyU6STjfbTjyFc1/1aiYmJnjxxZ3Mzk1h2hLdiDDtkKeffphv/su/c87pZ3P/fb/CSWcQmomGDcqOB7CoKOY7A4MwDFFSR0UCvVl8lVKiCZsgPLqdsdaKLHsPV6l7Pmkidj03zXwtxLFsjOaULVsXaLqBoUMyYeAFkkI9wBSSJJBMCFABnqeYyTUoVV08L0KqkEhJMlZAdkkCP+qjFmj4ok41DLn3sX8mEMfzkWuu5jsfn+Sg912+vPNCrvjoB9h4jkO50uD5H64l2dFLd/8glnRRxXluvPWnfPr6j7IyuJ306CoCczXB/G1871sr+OJfbmTZkIYmOjk8n2P5xj+lNHsLhh5Sy5g8VBqjWK3hBAGEOtW6hxvUmC9D4IIWCRr5BFFRYbvD1KcLqALs3TvBnF9ART6Pz4yhH8px9dqtHL+yyuyBAR7a/gijmQw7Cwd4wJ5n3GhwWnmYchhx0vHrCUseKVUnmUhQbUBB1pitWyipkc0mWTl8dE9qQJM/1hcCeCu5bKlFpFykdHRdjwuuxPdaGNAcEQq+DzLS0DWLw8VJntn9IltPPpf+/kvJqNMhGCYMBKeesRXR5VASBcKMT+Q0SPQbPPP8r/HKSzh8eJ6puac4OPkbXNfHkEuojCncwwKRFNQaszTcKq7r0tkxQCrZwdzeCSYnU+y44WGmi0soH1rLyEAvq/r7kVGdUl1SDRrM56aZnt3NzPwLTM8/xWsu38IT259DhVupTg0zuSvJgz+vYFjnIRI5qlWXYqEMMsnU7LMkMmmEZZLq7iI9uoq1p76KtWeeQXefIEKQcSwsJ8KwAkwrwjDDl/QjhKHCcyW+JwlD8DxF4Eui8OWzca+IQD8r06D3xEeXCOo1j2w2S2dn54ITXkt+5Ps+yWQS0zTRdRNTjzndRx99FFMl2X94mjByUSqI9btKkUwmFxbtsvPewGeu+Qv+9E//lDe/+c0EQcDVH/swO597jne88wqOX7+J62+4gYsvv5BLL7yYt775LaSdJD/+xU0MDGToW9lJImnS02djmBH9A31oliDVrfHgb+7DkTr33X0ztXCepX3DpLMawklSD8r09C/FdgTSUcwXpvnej29mdv4QHR0ZLMvhHW9/N5l0Jz+67nouvehicrkcTzzxBL/5zaOYhkN//zBLlxyHbWZJpVKkUimkkGw8bgXnnXkOfaNLKM/nFwrR1Wp8YzcaDRqNxoKjZhzsLcJAx20ERCFUq1Xq9aOrtxYjHcilSYp1n/2lBvsKASJSWCKKbS8MQbehE1WqNEJBV9ZmsNtESMF8QzLQm2bNUIbhrCBEIxSgREgqaYKhozeHnk/UK3iRx9KhJANpm2TKpCOls3Jonv7O51DqGb7xzh30VlP0XlTnLZd/k0/dfDnv/eQdFEr7mcwVMGwD3xU8W/s6vp3hge2djOzfRWJOMrF7ED9MUHU91m6x+OQHNxBkLmb7/deSr/g8502zR1ZxNAccHXPIZnTDIAOjCXqWD7Jk7SpG16fpX6HhuB6vcVOcVu1CNQzcUCFVgCayJIwE7vRBftNRo+F5XGhu4Sw5wHmJpbzz5BMQfoO+JR08Fc1x674XuGrTa3h0+xOsXTfKTbt/i9ANpg/PYpZNxLaAct3lcLnGVHB0r2sYhnHhFRlHEE2hAKVk01KjFfglcTavvcS9UugRhmERhnG2bxgCgWK2XsQPC/z81h9x889/ws0//wn3/PJ2fvZfN1OoWeRKDWw7CcIlCBuYSYOzLzyeW29+gErOxK3oSC1E+Um2PzzPzkcewa17TIzPMDtTIIjKIOrM5w9RrRV5zWUns/N3e6jIk9hXsxk+TmB3aHR1pkhGDeYLE/i1BMXyJMXyGH5YpuEW6evvZMPmIcbGJnj04Vmq1RNIDm/hcGEPdT/P5Ox2KrU6A5l1RJZOKpVhaOA43n3ln/HNr3yf737hC1xy0lp0PRYdBEoio1YhVkNGRnMt45GqQsgFqkboEYapMAwd3fhvZlOctvuRMsIP4zJ9xWug+bFO1LR0HMdGEuF5Lm7gL3B+tXpsOyBkRHawCyEE4/lZNg4t4YVGgFHyMBwDW7NxOhMUi0Vuu/s27r7zHkwzwdXvvprzbvwpV7/tbWhOkkhIth6/hflygQiN+35xBx/75McwDYkWGIyu6OG/fvkzZkpz5IMquia+X4ZOAAAgAElEQVQYGgX5Sw2MgMwQnHLauTz90H3kJ6cIl60jkezCti1M02J4eISxQzv57Cf+gi98/Wvcdv1NnHvZuZRrdd76liu47/776envQJM2u57fzatOO4dUR5aym2fHjh3kCvNoGAhdwzAzIOpkjSQzcwU+81d/wbf/5Qf4tQZ1PySMPAI/JAxDwsDHDUMUBlKG8Rxe6RNJL+ZZNe8lkq6jhTmlSB7fjdWbovj0JJkowkzGvjoyjANGZ9pBdzqZKlTjrM/UWN5lMl/1mZwtMNyTxU53Ml908VyFaZlkhcJOJfC8BmU3hHrI6MZBkuk0B6ZrVAsFHCeJ45hUx4r89Y2XIcY20P+6YcKJXWRfhJGuIl+6cw2DnUP4EUzMFzCVyfTOKdae7lBwfsL+8juIlkKfcRD16zK2CHl6R45kJuTC157GQz+9iWSnYN7IUivOowKJZdjUSxqz0TzLVy+D/DQT+wsksxaNAw2sfouCD/t27cfZNEi+PM3H3/JObrnnlxiVDL3L0qhoKVK61DTFyq40fqD47cFx3nLhOfzquX1IU1Hw5/i37/yMKz/weraNOlxz/W2s7BzBHhpg+9QeUnmfmpXB0BrUxNFthGvZH8QSSrVA2bT4+tZt1OKQj7RJME0T3YCYumn9H52O7gynbTiVA088tJD9w6Jmv5Cv0amlKYs8/Uvi6Uu6bjAwbHHxG1bwwO1zbDu9l46ONNt/e4B3/Y8zMIZy2D027nyVmbpGIVfHS85iWxlMPY1mwdve+2p2PV/lvLVnQKGBXy7QSIXoUcSy3gw33XUTl1x0FnZSR0V1Ar9GZS6JX+tj9+7dBEHArt3bGVySpJhbzuDgBvygSOBG5KKDvPG1f8Zl5/eQSCQZ7nToyhgoPUSpAEvoeDKuY5iiOfjHCJpGiLHCSxMBmmbSEtgoFZ+OhK69TPOD5rX4P7/s/+fwvYjAl9Tr9Xh6fBQtPDwvDkKe5xFFEbZuIP0A6QcQRmiRXAj8Uikcx2Gws48/v/qDCCeMjdK8Oj/97k2csuZkzjzpLO69/T5WrVjJF/7u8/zT//xHQkPjxu9fz79/8zssXbmU++6/G0WAr0PGsAk0xQ3X/4DHnn6KW+79MYmEzchoF9VKQCaTwYvKFEpFJufG2HvgIA88/Qj3PfQLlFJks1my2SyR9JmdPYzp2NQ9l/Wb1nD3fffhhgH/z+c/zw9u+BEnnngi6XQay4mYOryPxx9/nEceeYRHHn4My0wwOLCEWr3MwMAAnl9Hw0AXNulMkl0v7OPg2CQHxseZnBpjYuIgh2fGOTwzzszsGMXSHMXSDKVynmIpR7E0Tz4/x/z8zEseRxOdnT046SzpjStYfekpDG3sx04kSVqgCw3TEigRoFGnO6WTEIK0ZpI0dTYMZ0kZgrl8g1q1hApderribtFpL6Iz4ZHqSBBGGolsikTCYa6QY2yqSM4tkytqvP6111Bu6MiyQK7Zy59s+SqHnktQ7IApb4pE0sQ1DIJCQDKyGFbdrDxtFV2da7noko9hn3wKHZ2DfPnHH8YxIoY7DSqDPSzttHj+p++l0ijxmNFABDq9Q8swMxkaKQM6BGtW9/D87n0czBdID3Rx8tblaKZGIwVdkUIPBao+TXc6Tbk+Q1DQqc03ePTZCXbd9RQ/L88RORLTMnAcQeW34/zHD+/lrBGTzccNIc2IrRf1obvP8PhswOYV6zgwO8fM+AxZ3YF0P9U+k7CvFzOTPqrXFRYlgFLKWAEiQdcEmor9WGLdd2xbHBcQtSaNs+h9E3vixBSFlRGcdcprOPHs8zAsHccwMQwDwxBoms4999yF5mepVnwqlTLrll6IIVJkM32cedYpnHJuml3P5dn5VJ73vPUKNOWiuh1C4ZHsttn7fJFKSVIuV5tTzSTlRh7Xq7F8yTrcvEcjXSQ9aGF12iQHUwSaxhsuexU7tu/k4Ngucvkpgno/+1502XziIL2DGl19Iaee28PbrjyfdRt62b9nHiNcztjeOrlcB9uOW80pGzrZvMqmrxMMEWAqhSl1NN3HMOI1qvkRntSQkUkYaEipYmtiZQAStAhFCFqEYZioppPly8UrIqOvNuqYpomTiHXxpmmSTmcolUo0/HIskwzjG0USZxS+7+M4DkIIgsjHFDrlShHLcpgoSp7+wXUEuolOTANd+sYL4iYdW/L4M09zYOoAe8f3cPfj99CXGeR9H/kop55+Ou/7wHuQKkA3YNXAcmwS/PUXP8t73nolF7z2Iv76y3/F0iUBmS7B8t5Rfnznz4gSASLy2PNkjgO/u4HVy9fx4oEd7Nm/k2ymm3Q6iy4ALSIMIYo81i7fRNLWuf/2X/OjW27g4Wd+R9mvcfqGbZRUGUd3iESA53t0dXURhiH5fB7LMpmYnEQIQcLpIIqgVMmxYmU3z7/wOEIz8F2fMAzRRLjQSazrJpl0Z5zhhyGRChaonNjVc5ETPGqQAX3pFDXhkOhLMXjuRjIvHqC2L4esROiOycH5kIobIhyH9etWUsrNMZF3OX6pwbIBiwPTNZSVYGOfjR8F7J70iCLJZFHDlz6VSDGatmjUfXaPx12XK7ozuA3Fdbf9JX/z7z/hb/7xXXzu/T/iE99/O3/5kb/gQGUSv9yB7WhMl3L0dg8hCjYnnX4277nks3zhhvfSke7mux+/iksu28rhF3KMbhmmK61z51+tpaOnTlRJkk0ZGLbJ0qFOnn3meRJJm2x/Eieo8eyBObZsPoVMl8PU+Iv85pe7iHrBNHS2j4WYKTh5dAP37HqeX9+xl5I3T+RprD1uGYdKL7Jh9GS84S6ypsX8TA7DFJzpD/Kdm3eyoruDs07bxOSBQ/x0e42Tzpljz8EJtmxYydxMnlLZY4kSHDZskpqOSB/dRrjFzlheouVWTTmloulvQzxVyjR1fD9oPkdvSjFFcyOI60JpB9Yft5z3vvMTbFy7ic7UUgZHljAzc4Brr/s6pZlpHrj/IU5/9WoKhTEqlQqoBJrKkEiEXHDe63jNuQFRPaIxH5HqMglCH8tQ5CsFtm1cS+GAhVr+HNXKNLP2FH5UJywMs3Q0TYIaDUsgzQDHMdFSFtItMJOfIplKsPNJwaYTljO2N+K0UzdimSHvuvL1VBr7sVIeQVRmdHQlnWmD8YkDbNq8no987BMIM0RpelMDry0WMZpeWQ0XTE2iE8+IiPCb7qCL7pRCCMKgdTqSyEgtjGZ8uaZmr4iMPgh8qtUK1WoVXdeJoojZ2Rk8z23OOY2DUusRhuERo/riRxAEpFNZpBSUK3NE0ieVTKOEzdRMnkZUwUiCLnWu+cTHMHSHVCqNZSb5yue/wqlbT+CCi85n195d/OTGn9CoNfjQxz/KwYlxDhw8yM9+/nPOf+1FKGnx8G+2c+311/HGK97O7r2/Q9c1KqWQ0ze/BREmUUSoKMW//du/4TgOiUSCVCoVa+CHRjAMkzNO3crdd99M1IhYObyW1573JoaWruHJfc+gCZ0Nm9ZiW0kSCZtqtRoHbKXo7x9YGBYipaSjI4MiolzJIwTMzE5TKseqnEqlguu6uG5s8lar1Rb+7bou9XosX/U8b4HTP5rQEEgjRVLLEgQR0obMqhSp1UmMYZPxekiViM6MwZbN69iwaS0rjl9LrlFl73iFqBEhdQ0lQ1xfEiLoz+qk7ARFV1KoS3ozNiDZmy/juw0cM8TSk1SDBtPjRT531Tv41ien+NJffpUf/tntfOnet/LF/zyXRKLAbGWM/t4M5ek6K0/dTK5R54vXfpFAJHBWHKA0tJ8bbv0yy5d3Ua2FFIoBpVyewpQicpM81OtRnppmfH6anu5hMgNpzu5bxcqVJ3Dhq9+MY5bRVJGRYY1UJo3SHZYvOZ5Ev2DZ2kHuG5+kd80wM7kSw91LqWs+tqHznotPoTp/gEMvZjkkIkRSo1xvkJtzSe8KeXHSQ096zCqXSEru//ETeGGNF8ZmyBfKZGoRrinpJKDLDulxji51EytnWKBthB6rbBCxv43QJaalYRhiYUCGYRiYloFuxGoc04y/ZxiiqTgRJNOKU7es5CPvu4p3vu0CXnPGJi59zcV86IOfBstivjDHiqGTqJZd5kuTLOnbiO8pqmVJEFaZy00grCTCDwgCE9/JURdVOgczDB+X5oWxu9m7I0M5pwgbfUzsWkvGWEFl3KBQgjCIO7KFA1bKwbRNhF5jYMRj6QobpWxOOHkFStmEWki206ane4R8roDn1dCwSCQSLB9dxpaTz2XpQD9whCHNEUNfNS1WwelGiIwEKUNDEGChIZr9CJqmoYhAkygFnhuhlNb0u/lv2BmbTFl0dXUxMTmzENB0Q72kUm9ZzoINsGEYCwG+VquRSDnxuDXDJgoVZipEugrbTKKEhZUQ+EGNcjXADyV93Trf+u73uPLKd+EHATfdeRv33ncnMvKJ9JB3v+1KHn/4CZRm8P1rr+Vvv/j3HL/qeF5z/nnYjuTS117OL+64nTdfejU+ZaJGRG7OZfWyDaxcuoKp+TH++I/+jA99+H2kUikKhQLdXR1YlsXExDSDg0Nc+90fMrZvjH/4/Gf4u3/4Kjf+7FZ0XSORWsIv7ryLqekDjAyuQxEPdlZKkUqlyGa6yc2XYvdJzyOXn0XXFZ7v8a/f+mcuu/R1aKplG9v0EREaum7G3F6TKz1yw4x9rxdHlh0thMKm5JVIJx0MCWFoouw+QrNK1xqTvlU265MdDJgm0kyg6gX8WpHOjMNM3kUQke7oIJNxcIVHsejjexKhRySTNp2GYCRrghlS9326elOklEb/QA9mhyRZsCnP+/zJR1MMnGnwvq+dQSDXUpMFZKAwgywXnnsJdxUeQfPjrMtzZjlr1Zv5yhf+HFkdp+ZFuKGJGyoK1XqcjeqCYbvGsN7HeCogCAXJrgTbTjiRuVyAHoHya4jQYrhnBT+/4xBGSrJ22QpWjw5y+MUxyvkCy8/cgpMQLOk4yFPb50HL0jU4yG85yFRljMOVX/Kbuwqcs2KEsC6xo5Cty3rpO2E5d2zfSdbuJp/IgaHIdmTRbY3BgRFq+SrnZrsQCcHzuVl2lY+uTXF8Dy3y8kd2wEqpoRtHcvfaQmaqWAxgrQ5apRY7Qlv3rBACTcQnAMPS2bhyM5tPPJMdv/01X//Gv3DmOct46tmfsmu/g9A6sLXVlEsGCXsLfiNEpjU86VMLcnSmAtAFhhPwxrddzI+vf5RKcSmpdJozz9mE59epFyo4Rj+W4VGrF5ChTRDmMO0QoZkoKqxfeza1cgZDdWGZBm5dpyCL2AkTJU3y8x7dCcnzz+xHOiYf+tDrSTkKFYrFRjEFaBqq5VHTWrNIInW5MLErfl78WRQY8fqKCNvRgVam/4dt3q+IzthTLj5L2bZNiMKyLObn59GNeDGqNY9EIkHQpBloWqFGUYQXxF+zbTteMKWIVJ2ABhlpopL9RJ7bnExfj9UNTS1vwkriux5dmSzzpfnYW0VKQCeKfHTdopyrcO2113L1Ve/nh9+/jivf/26U1LjrF3dz663/xejyXv7r9us4acvr0Opp6nVBEDSQUuD5Zc599ekcmniOzZs3o+sC246z88HBQTKZOMP/wFVXsPq44/nMp/+KO+64g3K9Qqlgcd+vbuGDH3oPJ510ErlcDiklpmkyODjcDNTxIBHT0gnD2CJCRgZvfP07KVdrC8OYW9lUwkmRSKQXTkKe51JvlBcaMVoDUmqVo+eAdenfvlNVqvPokUcikULHJIoU+ed30ziUJ7nKYqh3EKeuUZoqMVcsUvEkIu+T6ITu4QEMO4mZSjFXmqEWNAgLHvVZScoSJCyNnoyJbkJ5WJGf9+jQbVZk1zGwdAVTk4d48snnCD2XnvOGyFcC0j0KzzRRcy6VqotjZxhdtT7+hXVF5IeYjo2fz1P+zQsk0Bb4aF9q1HxJ5CoygybTXSYVr0FySQ9rlw2QSY6QdGyyTgbpQ6ZHY6BH8NVrv0UQ2Gxat4rBrkH0+/eQX6Oxu1amXi7wpou3cfOdO9GSHWw7fgPjc5NM7t3F8IrjmK9Oc/oJG0gmBzF+9DhupNEIQuQQPF2aoRoA8zrpFTaEESkjjaYkr8mOsHakk4rmc//kLE/dtv+oXddDe5TStDjzVCoeBQlNAY7GIk+gLcoEjwzmusGCtXHM5UfNKVVyIfFoFXylhCjQeOTxHVzzDx9DFooYMs1VV1+B6zWo+RLfC9G1eNyekzDx5TiZbAKPZxBmHcOUJOwuNNlFKWfFM4Tt1UCEaZpkOm2efGIHvYM+qe4p+ntWsnx0M7v2PI4vp/GqCXrFFTy3ey+pVIJKpcbY+D5STgdbtg3S8Gt0pFYizT5yos6nP/AxliYdYtVRfF+14mxMuTQHfCtJQwmiwMIyvJhaRhGoRcO3QC5m7VIurmHL1bKr9+Xxra+IjL5S96g2/OaRzmzy9TblchyIgiBY8MtoVetd10UY+oJGt6OjA0mAbhiITAdayaOu6RjYBEFs6h+EESqKb6KCWybpOOTqxYXNolQu4zhWbJEK2J0ZPv7xj3PVu66k7ntIoeE3PG6//XbWrd3IP3/rGrZuvIyt607k8ccOAUHTWqCGkhqPPrwDP2iwZk2Njo6u+AY2FK5XxTDhhd0HmS/UCV58gbvvvx09YXF4fIxCLU+q2+FrX/06s7MlvvsfX6e3txeAubnDaJpGMpmM10Qz0fXWTZGjq6uPSi2W07Uy9CAISDitjEsu8vTNzKJ1Ex7tjH7mqR30rB2lHAY4WhXH6qFUlwz0dJKcb1CqKMbqE+hJh6AHZF8PVqThJDpIOCnMTCdS1wjQyaoB0u4c1YkpEkaAIUPqJY/x6QCV0Viy1iAVJJB1CBJVDG+GpGpQL0t8W9L47Rg9W4bwSrDs5ARPl6sYnqJrYCi2hDAFnY6goXRC1+XA9j2YRY9sp4OnJJpQaI5Al+DjM6An2FMrIGybU5cPMz7nkhh1qbkulpMg1S/ZsWcHcldIZ7aHWhixbfMpROg8lH+EeV3QkBonbt1Cp72SzOgM8wUd3Uxz4dbL6TpvK9+4+QZ8ETF7uMKG1Sdyyqf+iDu/ch1mMoleNaiqGU7etownHjiEaRv4QXxCW9o1wsOPjTF9eI4NK4ZYGh79ZE4pBc1h4K1pR/EUpCMfi4EJOCLgq4VTASz61rfQoiUhbhyyEoL1a9bz7jd+gO99/x8JqfPv3/s3dOHw/iv/FJWJqLs1/KDEoYPjZDvSWFoPAWtI9DyHZaRouDVstQoZedi2jS4cdGlQnCtSnKnSlxrBr4Ycrk3ie3s4NPEsiWSWSqVGl72Nulunb1AnYaeR1NA0jZ6hBI88upOevgHe/MaTedvrLkFTgB4XTQmawf0IhqWlSoqiCKUZxFYHIIVBEEVEKCJ0oqhlGqeO8Kj//zqHvly8IgI9NI2SDB3Pi213KxUP206hKY9KpYKOQuoamUyKMIytPsOQ+KLpOrVaDYRCygC/UOO0dRt49tAsXq2C0iQCPdbuEjYbdQxUJDGseGBxtVrFdkz6B7r46FV/xBVveQezhRxXXPEmfnDrDVz/k+tJORl+8p8/5n0f/AA/uva7XHT2VYS+zW8fe5KO9FLGxuap1+tNRUHsSyN0jWSihyCIb7AwDHHdGpVKkZtuvpZvfOO7/PyWG/nP713L299xJRdddAl//9XPMl+qoIsOnnj8MV7/xguxbJ1vf/tb8UWXOpZj4wX+YjFMC4hCjVNOW8f+G19AqcWjXSzEEsgIFC21REiscf6/dwvM/Hov/liR5Mp+qkM6dKTIGn3U3Al6Oi1Ev8AtRFT1DB1LhlHKJjIESZEkacTyskgJdEOjEbq4IoHb04fV6WKbFj2WxdzOaWbKBdxIkOxKUzicI2fnWd5t0pGo0d0BsxWBKgoCUaevc4h9T+YYClP4PRaa8AgiB8sA9DQJQxHmi4iZBp4maHQn6Fg/jJbUUTaMTU5hTJcodBsEk5LuIYOJco156WIUKqxevhKhS6JKnZM3nsD3bvkZGd1iWe8Ium2zLN1LbskQk+khjJTJ3vm9nLIKVF1wxRmnsv3gs1TrZY6r9eK6EWaQ4LnqPpLZDFXm6f7g2byQf4JTn/LoPtzLMw/OQEbgOA4qEoi6x6H8OCNGglzZY9ehuQUN+9FEzB835ZHEqhuaXbHNXCyu0cjFWcQLnjgsZqytDUEpSfNM0FTtaAihiEIASUfGYvPa08kO/Iz69BhKphGaxjeu/wZCCDo0ize88RJGRnspl6pMTk8gpU6fYaBkgKn3Ebr9+O4UFquIGi5hJcfS0UFKfp7AV9xw4z2cf/5FTM4+QCqpo0URQV1DNwcJRBErAZl0il3PlCmU8pR2FEg6KRqRzcknnUmk3HitRcuPJo4Dmnzp+gsV74j1QGFazY7hCIRmoAgRROim1uxV0Jr0VtPVUmoLFHaMl3dtXxGBXhOSwPcRbvzrRCpEswwCP86+M5kM6aTJfKmwwM3rejxw+0ieOZXM4vk13ChEKLCFJEo5yFojthBQcuFkIIS5wFfrtgaGwA8jJg5P84Wvfo5Pffav+OdvfJV8YR6hJbAcOHvbGRyemOSH37uOd7zv7Vz7zRvZ99wEmV6Tu25/hDCKi8amYcWSMSuJZRrMHJ6npy+B7/t0dGYJAhc/cOnrHeaz1/w1P/zRf3L33Xdxztnn8YEPvQMzafOVL32JzatP5MyzTonniXkR7/7g+/mraz5Nf/8Qju+RSqXiTVDXmZjaRzKZ5LHf7miecv43a32E//eRx8kj/zxa6D1zlPyOaSbHZ1l69iiB65MddpgYmyKveQx2ZkiJbuylx6FEgmqjiKmZGK3mECFQTRpNSLAcjRQppLIQwkDNBwSEDK5KUlMBjUKe2rwiN1Mg5WTZ1OewtEujVI1PftGvTKKLIW3adFhp0oM6+XKakJAg8gnDJCnNgrkifYPd0J8iuW6UlJNF12F87hAFz8PqTzMjPZKRoJRvkExV6M90MtzbxUCPRRClsESKH955LUFk4qez9A4tQ3mdfPfx73DFhz7GaODz60duwahBuj/N8qX97Nk3w4lrT0DTO3CkxcUnXQ7OFGdvOYUf/OZeGrMehw9PkTVsfu24eH4V04KhgQF8TeIjyaRiJ9DW8O5aNWDV8SNH9bq2FB8vlUseKSiJ7Q2OvJ9aVGL8mdOOrEv+3p8dhbH8NmpKDU0D1q1fwYff82f8x8++gVvMsWrFZgZPWEdPTw+/+N51/Ohnt3L5xefR0WXiJG2KxSpPP5Riw6bl7H5+knR6H8MjXZhWlWSHwhm2KdbGkNYMkSY558I+HnzgIc4583QK4w/y+DMuJ593PLc9eDdKmhiOw6ZTs7zqsjdQvuc25kuzXP2hT3HFhedjG+5ibYxmxv2/KZa21iHl6ARKLqyPEAJbj+mrULUW00RGEUIohNDx/NghVEP/gz6vr4hA33qThhGPKPP9AEIVZ0bNOtJM3SWVTuH7IZaVXMgojOacxbBJmcgIqDcol2vowsfRkyhLR0YBQSDQzYhIhuhY8bFIKOoNiSYka9asYe/eveTyZbq7u/nkX36GzlQHwq1RDarcfd9dfOITH6FUrHD8xvV88jNX8cmPf5177r4D15VEUTyM2dCTzXcm8TwPx0mi6QrdkLgNH9tOkEhGjC7ZiHnOABdd+AbQTHw3ZO3qE3jh4GNkzW4uet352J1WMwsSaFbIV7/xeTSVRHrw1a/8E5mONI36PJmOJIbo5ODBWeTvuf6LH85msFchrWEGi0fDoxvoO9cNIjtCjHyFTHeaXKPCxP49dNQDUiNpaiWB35MgbVrky7NkUx0kdBtd1wjxicI6UkpqoUnClHhujUYdHE1Rr+QolH3qaQNpdBBpFmYywFg6hzsXki8XqfYvZWSkl+2HDuAHBrWgzAp9FOEKSqpGfzLNimU9PL1zmrpro+k+palpRK5Cz5ZV+F0OQovI16eZGZ+kqgRrh1YjlY8hBS9M7KCuTELXx+zS6EkNUfWyZEUdBwPd6OTEZctJ9w4w0N/Hb3bfzR+/4X8yM3OApw49iG2brFi3hFS2Az3Rg3AUUdhDf69LtWGS1vqp+hZfvvNG3rjpCnoHsjz65E85OFZCWYqRNSNMbT/M+J7DjG5bQbLio0WSzVs2sHfPDqhppHoSOEd5cljLTVbTxAJdE3+DmM7R42RC6GLhG+L3yHdbxdsYMX0Te7xoGGYzIDYVPZoO2azB5Re/issvfhWRoeFocc1SGAHvv+gtXPO3n+aB+x5lsKeTrSefRHZJH3O5Eo/veILj1wyQyYaYmAgDlDQozteo+xVCVUc3olgxs8blwIESK1ddwlkDOk/u3oOWydDZ1cMHP/InvP7MczAFfOBdb0MDhFIILQJMNNH8/LQKzXoz4C84izSDOjIWKEURaIJQREQqXp8oMJC6hiQAZSwWq7WIlm9QbCDHH2SB8IoI9C14QYBlWRiWFY8akyEQF14ty3pJh12rICulJAgCbNuO/67qdHV1xXNcTQnCabb8R81MV6ELg0atjmFqWLaBUhG2mWb//jE0zcRKKCr1GsnOLKVGDsMMyXRnKZfmueOhB/nmv/4Tpq4Qls1NP7kFYehNVZC78F6EEGgY2A7YjkAIhecHmLaDaZokM92cdXY/EwcbBL5BLjdHT9cIO3bsQBou737Xe7n+R9/n3e99J7qtIXSFkjoyitB1n0oj5IMf/QhJx2Hrxs3seXGM6alZhC6RvyebX/APbxYWj+RNW/8+2oG+WJzCStkkLCgEJRoNj4xtMLJ2CQ3PJXBsjO4MVb+MUAF+WMKruESahRIaSTuLqTsQ+UjinoD5YoHAa6BhEQiJCiFXrGIpDctJoff0kewTlGTIDjdiIKGTSjvMljx0zeCFW3dgjSboPWkNk4cCpubnY6VXQ2F0JIg0iXH8Mqz+bgg9puenqFbq6GaGpd3dWFYSxzaxZIqG9zu6BjKk+hJ0ZIpKADEAAAmISURBVHrI+WVWGGkmSg2UHGfzyhE6OpbSmejHq3mcuPYEpsZeYE6fIzeRZ2Aoy9zcHE7FZdPxa+nwuiiFIb96YhdnbV3K9L4xpr15zh46m189fTOFfJVEIkGmL8vBXYcQNRvX9dB8gbAlnZ2dGIbBbKFCPXLRlUGlLvDqR1c225L2SdmiYuRCdh/Ph403Ad9rPa+lrInvL8OMp0/FASxcOL1JqdCOILSVjNUmovkaQmjIKB4sb2ohpiaQRkwRdVsh//Q3X2bvzBTf/v63+a9HHiasFFnWO8zG/hWYyRyZzAB+PaJQnKJ/KIUeptDlEpRMUSjtRjdChkd68Cs9eF6aj37403xt0wiGBUKBHrhoIkJpEksCSNQRw3oWqSle+jUWtfPAgtpGE7Fn/0LjGbE7ZUz9tCiu1lrEVPVCc+iCOdzLwytCddPGsYk171yrgpKL70DC1zD9kIG+HkaH+tBMgwNTB5j2FI16SGc2waiwcYw0lp1BJZKURZ2iV8GrFPFcSc13kcJEkwpfRohQ4skQjVajnUXGScZjEYOASCo6lEa24JGSOoVCmcm8glGD0VPW46sAR0TUGzUCX+I4DulUJ5bdhVQu1XqOqbk8PXonvh6SSCRwvVqcoSUsKFTIDpl0969mqjDJisGVDHSuREsqntv5AKaVwU6kWDO4heGBbqg3mJ2c45nKTqZnn+f1p72FF4ou5w+P8u9P383ykfWsSS7H1WuUCnmK88/z3OQcx3Ut53cH7yXZ1U95ahLXFtSfc8n0JbB8g9KhGisuWE4tXwQl0JIR3pMN9Jxg0+oMPb0Zbrxz91FT3ezd6auXDgDXaFkVx2qcOMuPmxsXaZ2Fh1j0sW9tGlrT5ljKaEEf3uLwgQVPe6EJVDOrBdCQCF0hFIQsxrKZXMDdD97HDTd8G7c0x7rVa1i/fhWRK6k2fAr+Qxiag8koPdnN+GGOfPkF/EaFPS9qXHD+Zbzp8vdx3GqbIAjRdTANo6mWafk9/L9j5+IJpvlLE6HQFQunHZQianpwRVIghcD3IAppDgNvWiAs8GCLJ6GWYgdo1i6gd/C/keqmjWMTq5eu4eDsDqKdFUIfXD0iEei4qQ7MhKISKOr1OhoWAx3drMHGKMyjPBd/TlK3fWTSpKt3KaaRJAo1PBki6yXmygV810P3JGEU0JlIoSGo1+uku7vjKVVAxdJJr+hgJNHLsmpE5+5JplIBJgFh2KAW1jFEhkxXGhDowiGM6kTSRdYhZaSRIkKqgHoj9py3dIuwUqVeLVIq9HCw/DQnrjiJnqyNpEatWMNrGCQTWTauGqIweYDny4dYObKcebtMOjC54MzzGZ8LqZb2Yi1bzxnrX4UeJpmae5EgY4CsMl4ss2rZepRfZv2KEyi4Ecu3reDF6Sf4wJZzuS3YS3mqRGLUR3N9pGHT0WVQn3bpSkKnkyDj2NSqR9eQvlUjg5cqtqJIxjOAVdy+r+liQUrYUpvExdvWIBJtMdtXxEoTJVBoaGJxEwBaOTFN+n/htWO/HUkImEqLm7aApf0GV7/hdbz5tRfxtW//K3ffczPPvrgfE4FXK9OVHSKZMSgXp/HCHTE7EIHhpOhfvoxtJ51LT18SiAikidTAaPLpC/MS1RG81ZFFimZjgZKSIAqJhMBs2kO0fu8gCPCiBLoeF2GDSMWzdpUJTUo1PoVHC71Drf/7UjXTy9u/2xl9G2208Qdh9zP12CFd0xb07vHGKpoiCW2BYoAj5JUCdCMOaC1JpVRRk7phIWgfSX8IXb2E/hHNYqVSsunm2By71yxOxnw50PTW0YgHbmthTInkA8EPfvAD7njsFwwNDHP5JZdSr1S5/b57OGHlFj72vqtI2CZCRZhGrNDTZJzJG+Kl8mPZpGD0ZrCVvyfmSinxQg3HFAgliUT8xAidMIoDua4b1Cqt99p6f4sjGVt7SBRFaOh4nkRGAl2HwaUvL9K3A30bbbTxB2HXjpo6Usu9OOsULMtCSn+B0omDdGx3EGem8YhP04ytAQyzyUNrQfOUsGhS2KrFqWZn6JEack1rjS+MXlInUE1tv4paVE+E0COiUKDpAg1FFEqEbiO0mPKRepxBC2L6KUJDENGqraqmXFLXoqZs0mxKH2PoIlb+HamCaAXr+HfV0VWIVBqhppDKJnZobs2KELi12JTRsmO6Kq51HBGbF2oXiijSCIM4+A8ve3mBvk3dtNFGG38QpAyb2XwcrFtd1WHoYxi/T8KrUEpv0jvagtrLNGMJtWEIpDQQmoZSreapZgDXFCiQkY6mKQxDQ0ZNb51m45VUCjDQRKxMiVS46AMjdGSkiEILFcQeO2EoMTTiaWta2NSyK6QmCXw9tlGxDMJgcTOJ5Z4Guq7juj5Cs9GNmK7SdRu0kCiMBSLJhIEuo4WNQNMgxEDJ+H1LIZsnlLibXUqJ0gKQsR3xYu/BokOlVK1MP94cDFNrjhx8eQXZdqBvo402/iAsKrRawTgALbYIP7LAemRRtWXF0fr6kRLzIIjQDdGkvmPeeWGjQBEFFkrF2X+tFjbnqAqiSGKYscInDGIvmMCPX992mnLFKAJ0pIyDpO8DCAIPwlDGdJIump2+IYGnE8l4tF+8KammQkhHKRk3c0lBELXqDEZTOaPTUhX5oYYhdOQR/QbxumlowlyoVUShWjiZaJpGGEl8r1XcbpUC5EsyexnFDZPySDXPy0A70LfRRht/EFoy5ygKkFLi2DaKuFtT15uMdTPgxyociS50lNSaXlMhEoEQerMDVhBFIaDHXbaAppqhSS0WbGWkxRSGip+v6/pCR66u67FRmqYQehzUY/mnvqD2gUUjNgXohgBEsys3/tmGCQTxa7900DmgYgmorpsYxmLmHYbx6wgBmm6gIYmO8ItvFZbjH6XQMOL3EMavG2+cgigUSHOxUN3y+onjvGhaQCtaDpbxmr28EN7m6Ntoo402jnG8Ivzo22ijjTba+L+HdqBvo4022jjG0Q70bbTRRhvHONqBvo022mjjGEc70LfRRhttHONoB/o22mijjWMc7UDfRhtttHGMox3o22ijjTaOcbQDfRtttNHGMY52oG+jjTbaOMbRDvRttNFGG8c42oG+jTbaaOMYRzvQt9FGG20c42gH+jbaaKONYxztQN9GG220cYyjHejbaKONNo5xtAN9G2200cYxjnagb6ONNto4xtEO9G200UYbxzjagb6NNtpo4xhHO9C30UYbbRzjaAf6Ntpoo41jHO1A30YbbbRxjON/AUn2D66yd5G3AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21899078400>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Cluster 3\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2189959d3c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# We plot three clusters with ids 1, 2 and 3 from the result.\n",
"plotClusters(result, df_train, 'PredictedLabel', [1,2,3])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cluster Center"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this section, we visualize the cluster centers in a 2D plane,"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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"\n",
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" vertical-align: top;\n",
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"\n",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Relu_1.0</th>\n",
" <th>Relu_1.1</th>\n",
" <th>Relu_1.10</th>\n",
" <th>Relu_1.100</th>\n",
" <th>Relu_1.1000</th>\n",
" <th>Relu_1.1001</th>\n",
" <th>Relu_1.1002</th>\n",
" <th>Relu_1.1003</th>\n",
" <th>Relu_1.1004</th>\n",
" <th>Relu_1.1005</th>\n",
" <th>...</th>\n",
" <th>Relu_1.991</th>\n",
" <th>Relu_1.992</th>\n",
" <th>Relu_1.993</th>\n",
" <th>Relu_1.994</th>\n",
" <th>Relu_1.995</th>\n",
" <th>Relu_1.996</th>\n",
" <th>Relu_1.997</th>\n",
" <th>Relu_1.998</th>\n",
" <th>pca.0</th>\n",
" <th>pca.1</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.000000</td>\n",
" <td>0.770278</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>2.127736</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.241895</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>2.464712</td>\n",
" <td>58.028538</td>\n",
" <td>-25.203957</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.228809</td>\n",
" <td>0.901769</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.039454</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.291523</td>\n",
" <td>0.000000</td>\n",
" <td>0.061099</td>\n",
" <td>0.000000</td>\n",
" <td>2.449302</td>\n",
" <td>0.000000</td>\n",
" <td>0.040497</td>\n",
" <td>64.011467</td>\n",
" <td>21.972214</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.000000</td>\n",
" <td>1.417163</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>2.992362</td>\n",
" <td>0.954273</td>\n",
" <td>3.689380</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>2.057017</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.041073</td>\n",
" <td>0.000000</td>\n",
" <td>2.484595</td>\n",
" <td>57.588615</td>\n",
" <td>23.309061</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0.696920</td>\n",
" <td>0.345958</td>\n",
" <td>1.290344</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.096300</td>\n",
" <td>0.392115</td>\n",
" <td>0.361147</td>\n",
" <td>0.556113</td>\n",
" <td>1.252363</td>\n",
" <td>...</td>\n",
" <td>0.527576</td>\n",
" <td>0.857266</td>\n",
" <td>0.366822</td>\n",
" <td>0.148124</td>\n",
" <td>0.089877</td>\n",
" <td>0.069620</td>\n",
" <td>0.000000</td>\n",
" <td>4.311934</td>\n",
" <td>44.485729</td>\n",
" <td>-16.087826</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.000000</td>\n",
" <td>2.992896</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.631954</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.271308</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>1.466947</td>\n",
" <td>0.430880</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.088744</td>\n",
" <td>0.000000</td>\n",
" <td>3.349486</td>\n",
" <td>51.239796</td>\n",
" <td>61.413853</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>0.645710</td>\n",
" <td>0.385184</td>\n",
" <td>0.239119</td>\n",
" <td>0.070293</td>\n",
" <td>0.000000</td>\n",
" <td>0.502116</td>\n",
" <td>0.755390</td>\n",
" <td>1.064302</td>\n",
" <td>0.000000</td>\n",
" <td>0.061806</td>\n",
" <td>...</td>\n",
" <td>0.001848</td>\n",
" <td>0.459876</td>\n",
" <td>0.218065</td>\n",
" <td>0.125919</td>\n",
" <td>0.391552</td>\n",
" <td>0.167139</td>\n",
" <td>0.149729</td>\n",
" <td>1.965848</td>\n",
" <td>47.304817</td>\n",
" <td>1.525293</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>0.021455</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>5.803978</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.148099</td>\n",
" <td>0.131280</td>\n",
" <td>0.223501</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>50.060257</td>\n",
" <td>-44.289791</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>0.776750</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.155621</td>\n",
" <td>1.924262</td>\n",
" <td>0.753425</td>\n",
" <td>0.167777</td>\n",
" <td>0.000000</td>\n",
" <td>0.206684</td>\n",
" <td>...</td>\n",
" <td>0.000000</td>\n",
" <td>0.576076</td>\n",
" <td>0.000000</td>\n",
" <td>0.051706</td>\n",
" <td>0.152729</td>\n",
" <td>0.226890</td>\n",
" <td>0.000000</td>\n",
" <td>0.898393</td>\n",
" <td>40.932320</td>\n",
" <td>-12.638844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>0.135691</td>\n",
" <td>0.077364</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.250649</td>\n",
" <td>0.274890</td>\n",
" <td>0.031139</td>\n",
" <td>0.402118</td>\n",
" <td>1.666890</td>\n",
" <td>...</td>\n",
" <td>1.217962</td>\n",
" <td>1.767914</td>\n",
" <td>0.107368</td>\n",
" <td>0.798248</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>1.263315</td>\n",
" <td>41.468811</td>\n",
" <td>-16.915419</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>0.547199</td>\n",
" <td>0.698203</td>\n",
" <td>0.446988</td>\n",
" <td>0.035139</td>\n",
" <td>0.035749</td>\n",
" <td>0.741727</td>\n",
" <td>0.048929</td>\n",
" <td>0.119037</td>\n",
" <td>0.629345</td>\n",
" <td>1.212344</td>\n",
" <td>...</td>\n",
" <td>0.483827</td>\n",
" <td>0.637361</td>\n",
" <td>0.027065</td>\n",
" <td>0.006085</td>\n",
" <td>0.003015</td>\n",
" <td>0.901033</td>\n",
" <td>0.000000</td>\n",
" <td>0.818498</td>\n",
" <td>36.079082</td>\n",
" <td>-10.916731</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>10 rows × 4097 columns</p>\n",
"</div>"
],
"text/plain": [
" Relu_1.0 Relu_1.1 Relu_1.10 Relu_1.100 Relu_1.1000 Relu_1.1001 \\\n",
"0 0.000000 0.770278 0.000000 0.000000 0.000000 0.000000 \n",
"1 0.228809 0.901769 0.000000 0.000000 0.000000 1.039454 \n",
"2 0.000000 1.417163 0.000000 0.000000 0.000000 0.000000 \n",
"3 0.696920 0.345958 1.290344 0.000000 0.000000 0.096300 \n",
"4 0.000000 2.992896 0.000000 0.000000 0.000000 0.631954 \n",
"5 0.645710 0.385184 0.239119 0.070293 0.000000 0.502116 \n",
"6 0.021455 0.000000 0.000000 0.000000 0.000000 5.803978 \n",
"7 0.776750 0.000000 0.000000 0.000000 0.155621 1.924262 \n",
"8 0.135691 0.077364 0.000000 0.000000 0.000000 0.250649 \n",
"9 0.547199 0.698203 0.446988 0.035139 0.035749 0.741727 \n",
"\n",
" Relu_1.1002 Relu_1.1003 Relu_1.1004 Relu_1.1005 ... Relu_1.991 \\\n",
"0 0.000000 0.000000 0.000000 2.127736 ... 0.000000 \n",
"1 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n",
"2 2.992362 0.954273 3.689380 0.000000 ... 0.000000 \n",
"3 0.392115 0.361147 0.556113 1.252363 ... 0.527576 \n",
"4 0.000000 0.000000 0.271308 0.000000 ... 0.000000 \n",
"5 0.755390 1.064302 0.000000 0.061806 ... 0.001848 \n",
"6 0.000000 0.000000 0.000000 0.000000 ... 0.000000 \n",
"7 0.753425 0.167777 0.000000 0.206684 ... 0.000000 \n",
"8 0.274890 0.031139 0.402118 1.666890 ... 1.217962 \n",
"9 0.048929 0.119037 0.629345 1.212344 ... 0.483827 \n",
"\n",
" Relu_1.992 Relu_1.993 Relu_1.994 Relu_1.995 Relu_1.996 Relu_1.997 \\\n",
"0 0.000000 0.241895 0.000000 0.000000 0.000000 0.000000 \n",
"1 0.291523 0.000000 0.061099 0.000000 2.449302 0.000000 \n",
"2 2.057017 0.000000 0.000000 0.000000 0.041073 0.000000 \n",
"3 0.857266 0.366822 0.148124 0.089877 0.069620 0.000000 \n",
"4 1.466947 0.430880 0.000000 0.000000 0.088744 0.000000 \n",
"5 0.459876 0.218065 0.125919 0.391552 0.167139 0.149729 \n",
"6 0.148099 0.131280 0.223501 0.000000 0.000000 0.000000 \n",
"7 0.576076 0.000000 0.051706 0.152729 0.226890 0.000000 \n",
"8 1.767914 0.107368 0.798248 0.000000 0.000000 0.000000 \n",
"9 0.637361 0.027065 0.006085 0.003015 0.901033 0.000000 \n",
"\n",
" Relu_1.998 pca.0 pca.1 \n",
"0 2.464712 58.028538 -25.203957 \n",
"1 0.040497 64.011467 21.972214 \n",
"2 2.484595 57.588615 23.309061 \n",
"3 4.311934 44.485729 -16.087826 \n",
"4 3.349486 51.239796 61.413853 \n",
"5 1.965848 47.304817 1.525293 \n",
"6 0.000000 50.060257 -44.289791 \n",
"7 0.898393 40.932320 -12.638844 \n",
"8 1.263315 41.468811 -16.915419 \n",
"9 0.818498 36.079082 -10.916731 \n",
"\n",
"[10 rows x 4097 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Dimensional reduction to 2D array using PCA\n",
"cluster_centers_2 = PcaTransformer(rank = 2, center = False, \\\n",
" columns = {'pca':list(cluster_centers.columns)}).fit_transform(cluster_centers)\n",
"cluster_centers_2"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x218a84d97f0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize\n",
"fig = plt.figure(1,figsize=(10,10))\n",
"plt.xlabel(\"X1\")\n",
"plt.ylabel(\"X2\")\n",
"for i in range(10):\n",
" file_name = df_train['ImagePath'][np.argwhere(result['PredictedLabel'] == i)[0][0]]\n",
" image = np.array(Image.open(file_name).resize((30,30)))\n",
" figs = fig.figimage(image, (cluster_centers_2['pca.0'][i] - 30) * 20,(cluster_centers_2['pca.1'][i] + 60) * 3 )\n",
" figs.set_zorder(20)\n",
"plt.show();"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}