{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Imports","metadata":{}},{"cell_type":"code","source":"import keras\nimport numpy as np \nimport pandas as pd \nimport zipfile\nimport matplotlib.pyplot as plt\nimport os\nimport shutil\n\nfrom keras.preprocessing.image import ImageDataGenerator\nfrom keras.preprocessing import image\nfrom keras.applications import VGG16, DenseNet201\nfrom keras import models\nfrom keras import layers\nfrom keras import optimizers","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2021-05-27T10:29:22.401021Z","iopub.execute_input":"2021-05-27T10:29:22.401419Z","iopub.status.idle":"2021-05-27T10:29:27.438244Z","shell.execute_reply.started":"2021-05-27T10:29:22.401337Z","shell.execute_reply":"2021-05-27T10:29:27.437402Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Working with files","metadata":{}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"with zipfile.ZipFile(\"../input/dogs-vs-cats/train.zip\", 'r') as zip_ref:\n                zip_ref.extractall(\"./\")\n\nwith zipfile.ZipFile(\"../input/dogs-vs-cats/test1.zip\", 'r') as zip_ref:\n                zip_ref.extractall(\"./\")","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:27.439600Z","iopub.execute_input":"2021-05-27T10:29:27.439911Z","iopub.status.idle":"2021-05-27T10:29:45.043678Z","shell.execute_reply.started":"2021-05-27T10:29:27.439876Z","shell.execute_reply":"2021-05-27T10:29:45.042868Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's see how many photos there are","metadata":{}},{"cell_type":"code","source":"print(\"Total train images\")\nprint(len([f for f in os.listdir('./train') if os.path.isfile(os.path.join('./train', f))]))\nprint(\"Total test images\")\nprint(len([f for f in os.listdir('./test1') if os.path.isfile(os.path.join('./test1', f))]))\n\nprint(\"Total train cats images\")\nprint(len([f for f in os.listdir('./train') if os.path.isfile(os.path.join('./train', f)) and 'cat' in f]))\nprint(\"Total train dogs images\")\nprint(len([f for f in os.listdir('./train') if os.path.isfile(os.path.join('./train', f)) and 'dog' in f]))\n\nprint(\"Total test cats images\")\nprint(len([f for f in os.listdir('./test1') if os.path.isfile(os.path.join('./test1', f)) and 'cat' in f]))\nprint(\"Total test dogs images\")\nprint(len([f for f in os.listdir('./test1') if os.path.isfile(os.path.join('./test1', f)) and 'dog' in f]))","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:45.045363Z","iopub.execute_input":"2021-05-27T10:29:45.045681Z","iopub.status.idle":"2021-05-27T10:29:45.634715Z","shell.execute_reply.started":"2021-05-27T10:29:45.045654Z","shell.execute_reply":"2021-05-27T10:29:45.633750Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Sample photos","metadata":{}},{"cell_type":"code","source":"i = 0\nfor dirname, _, filenames in os.walk('./train'):\n    for filename in filenames:\n        print(os.path.join(filename))\n        img = plt.imread(os.path.join(dirname, filename))\n        print(img.shape)\n        plt.figure(i)\n        plt.imshow(img)\n        i+=1\n        if i==7:\n            break","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:45.636387Z","iopub.execute_input":"2021-05-27T10:29:45.636729Z","iopub.status.idle":"2021-05-27T10:29:46.729425Z","shell.execute_reply.started":"2021-05-27T10:29:45.636693Z","shell.execute_reply":"2021-05-27T10:29:46.728439Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's create 3 folders for training, testing and testing. We cannot take the test1 folder for testing, since the names of the files are number there.","metadata":{}},{"cell_type":"code","source":"base_dir = './'\n\ntrain_dir = os.path.join(base_dir, 'train_dir')\nos.mkdir(train_dir)\nval_dir = os.path.join(base_dir, 'val_dir')\nos.mkdir(val_dir)\ntest_dir = os.path.join(base_dir, 'test_dir')\nos.mkdir(test_dir)\n\ntrain_cats = os.path.join(train_dir, 'cats')\nos.mkdir(train_cats) \ntrain_dogs = os.path.join(train_dir, 'dogs')\nos.mkdir(train_dogs)\n\nval_cats = os.path.join(val_dir, 'cats')\nos.mkdir(val_cats) \nval_dogs = os.path.join(val_dir, 'dogs')\nos.mkdir(val_dogs)\n\ntest_cats = os.path.join(test_dir, 'cats')\nos.mkdir(test_cats) \ntest_dogs = os.path.join(test_dir, 'dogs')\nos.mkdir(test_dogs)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:46.730790Z","iopub.execute_input":"2021-05-27T10:29:46.731121Z","iopub.status.idle":"2021-05-27T10:29:46.740619Z","shell.execute_reply.started":"2021-05-27T10:29:46.731089Z","shell.execute_reply":"2021-05-27T10:29:46.739771Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Our models will be trained on a small amount of data so as not to waste a lot of time. \nCopying files to created dirs","metadata":{}},{"cell_type":"code","source":"files = ['cat.{}.jpg'.format(i) for i in range(2000)]\nfor filename in files:\n    src = os.path.join('./train', filename)\n    dst = os.path.join(train_cats, filename)\n    shutil.copyfile(src, dst)\n    \nfiles = ['cat.{}.jpg'.format(i) for i in range(2000, 3000)]\nfor filename in files:\n    src = os.path.join('./train', filename)\n    dst = os.path.join(val_cats, filename)\n    shutil.copyfile(src, dst)\n    \nfiles = ['cat.{}.jpg'.format(i) for i in range(3000, 4000)]\nfor filename in files:\n    src = os.path.join('./train', filename)\n    dst = os.path.join(test_cats, filename)\n    shutil.copyfile(src, dst)\n    \nfiles = ['dog.{}.jpg'.format(i) for i in range(2000)]\nfor filename in files:\n    src = os.path.join('./train', filename)\n    dst = os.path.join(train_dogs, filename)\n    shutil.copyfile(src, dst)\n\nfiles = ['dog.{}.jpg'.format(i) for i in range(2000, 3000)]\nfor filename in files:\n    src = os.path.join('./train', filename)\n    dst = os.path.join(val_dogs, filename)\n    shutil.copyfile(src, dst)\n    \nfiles = ['dog.{}.jpg'.format(i) for i in range(3000, 4000)]\nfor filename in files:\n    src = os.path.join('./train', filename)\n    dst = os.path.join(test_dogs, filename)\n    shutil.copyfile(src, dst)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:46.741886Z","iopub.execute_input":"2021-05-27T10:29:46.742253Z","iopub.status.idle":"2021-05-27T10:29:47.432232Z","shell.execute_reply.started":"2021-05-27T10:29:46.742218Z","shell.execute_reply":"2021-05-27T10:29:47.431330Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print('Train cats: ', len(os.listdir(train_cats)))\nprint('Train dogs: ', len(os.listdir(train_dogs)))","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:47.433582Z","iopub.execute_input":"2021-05-27T10:29:47.433943Z","iopub.status.idle":"2021-05-27T10:29:47.442662Z","shell.execute_reply.started":"2021-05-27T10:29:47.433908Z","shell.execute_reply":"2021-05-27T10:29:47.441755Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Data preprocessing","metadata":{}},{"cell_type":"markdown","source":"Prepare data for the VGG16 model.","metadata":{}},{"cell_type":"code","source":"datagen = ImageDataGenerator(rescale=1./255)\nIMAGE_SIZE=(150,150)\nBATCH_SIZE=64\ntrain_generator = datagen.flow_from_directory(\n    train_dir,\n    target_size = IMAGE_SIZE,\n    batch_size = BATCH_SIZE,\n    class_mode='binary')   \n\nval_generator = datagen.flow_from_directory(\n    val_dir,\n    target_size = IMAGE_SIZE,\n    batch_size = BATCH_SIZE,\n    class_mode='binary')   ","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:47.445612Z","iopub.execute_input":"2021-05-27T10:29:47.445973Z","iopub.status.idle":"2021-05-27T10:29:47.765675Z","shell.execute_reply.started":"2021-05-27T10:29:47.445929Z","shell.execute_reply":"2021-05-27T10:29:47.764456Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"for data_batch, labels_batch in train_generator:\n    print('Data batch shape:', data_batch.shape)\n    print('Labels batch shape:', labels_batch.shape)\n    break;","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:47.767619Z","iopub.execute_input":"2021-05-27T10:29:47.767950Z","iopub.status.idle":"2021-05-27T10:29:47.943999Z","shell.execute_reply.started":"2021-05-27T10:29:47.767914Z","shell.execute_reply":"2021-05-27T10:29:47.943145Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# VGG16 Model","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:da8f777d-9b79-48dd-9721-019395749cae.png)","metadata":{},"attachments":{"da8f777d-9b79-48dd-9721-019395749cae.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"","metadata":{}},{"cell_type":"code","source":"conv_base = VGG16(weights='imagenet',\n                 include_top=False,\n                 input_shape=(150, 150, 3))","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:47.945273Z","iopub.execute_input":"2021-05-27T10:29:47.945788Z","iopub.status.idle":"2021-05-27T10:29:51.094247Z","shell.execute_reply.started":"2021-05-27T10:29:47.945750Z","shell.execute_reply":"2021-05-27T10:29:51.093376Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"conv_base.summary()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:51.097382Z","iopub.execute_input":"2021-05-27T10:29:51.097655Z","iopub.status.idle":"2021-05-27T10:29:51.111342Z","shell.execute_reply.started":"2021-05-27T10:29:51.097626Z","shell.execute_reply":"2021-05-27T10:29:51.108571Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Freeze the layers","metadata":{}},{"cell_type":"code","source":"conv_base.trainable = False","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:51.112649Z","iopub.execute_input":"2021-05-27T10:29:51.112968Z","iopub.status.idle":"2021-05-27T10:29:51.117191Z","shell.execute_reply.started":"2021-05-27T10:29:51.112936Z","shell.execute_reply":"2021-05-27T10:29:51.116333Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Let's add our own fully connected classifier","metadata":{}},{"cell_type":"code","source":"model = models.Sequential()\nmodel.add(conv_base)\nmodel.add(layers.Flatten())\nmodel.add(layers.Dense(256, activation='relu'))\nmodel.add(layers.Dense(1, activation='sigmoid'))","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:51.118280Z","iopub.execute_input":"2021-05-27T10:29:51.118605Z","iopub.status.idle":"2021-05-27T10:29:51.189658Z","shell.execute_reply.started":"2021-05-27T10:29:51.118574Z","shell.execute_reply":"2021-05-27T10:29:51.188921Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:51.190755Z","iopub.execute_input":"2021-05-27T10:29:51.191118Z","iopub.status.idle":"2021-05-27T10:29:51.201844Z","shell.execute_reply.started":"2021-05-27T10:29:51.191082Z","shell.execute_reply":"2021-05-27T10:29:51.200261Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.compile(loss='binary_crossentropy',\n             optimizer=optimizers.RMSprop(lr=2e-5),\n             metrics=['acc'])","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:51.203016Z","iopub.execute_input":"2021-05-27T10:29:51.203332Z","iopub.status.idle":"2021-05-27T10:29:51.223754Z","shell.execute_reply.started":"2021-05-27T10:29:51.203301Z","shell.execute_reply":"2021-05-27T10:29:51.221764Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"Adding callbacks","metadata":{}},{"cell_type":"code","source":"callbacks_list = [\n    keras.callbacks.EarlyStopping(\n    monitor='acc',\n    patience=1),\n    keras.callbacks.ModelCheckpoint(\n    filepath='vgg16_standart.h5',\n    monitor='loss',\n    svae_best_only=True)\n]","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:51.226373Z","iopub.execute_input":"2021-05-27T10:29:51.227755Z","iopub.status.idle":"2021-05-27T10:29:51.237133Z","shell.execute_reply.started":"2021-05-27T10:29:51.227506Z","shell.execute_reply":"2021-05-27T10:29:51.235257Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Training","metadata":{}},{"cell_type":"code","source":"history = model.fit(\n    train_generator,\n    validation_data=val_generator,\n    steps_per_epoch=train_generator.n//BATCH_SIZE,\n    validation_steps=val_generator.n//BATCH_SIZE,\n    epochs = 10,\n    callbacks = callbacks_list)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T10:29:51.239464Z","iopub.execute_input":"2021-05-27T10:29:51.240633Z","iopub.status.idle":"2021-05-27T11:16:03.856243Z","shell.execute_reply.started":"2021-05-27T10:29:51.240597Z","shell.execute_reply":"2021-05-27T11:16:03.855304Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"acc = history.history['acc']\nval_acc=history.history['val_acc']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs = range(1, len(acc) + 1)\n\nplt.plot(epochs, acc, 'o', label='Training accuracy')\nplt.plot(epochs, val_acc, 'bo', label='Validation accuracy')\n\nplt.title('Training accuracy')\nplt.legend()\n\nplt.figure()\n\nplt.plot(epochs, loss, 'o', label='Training loss')\nplt.plot(epochs, val_loss, 'bo', label='Validation loss')\nplt.title('Training loss')\nplt.legend()\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:16:03.857889Z","iopub.execute_input":"2021-05-27T11:16:03.858248Z","iopub.status.idle":"2021-05-27T11:16:04.134172Z","shell.execute_reply.started":"2021-05-27T11:16:03.858215Z","shell.execute_reply":"2021-05-27T11:16:04.133266Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Testing on test data","metadata":{}},{"cell_type":"markdown","source":"Preparing test data","metadata":{}},{"cell_type":"code","source":"test_generator = datagen.flow_from_directory(\n    test_dir, \n    class_mode='binary',\n    batch_size=BATCH_SIZE,\n    target_size=IMAGE_SIZE,\n    shuffle=False)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:16:04.135493Z","iopub.execute_input":"2021-05-27T11:16:04.135820Z","iopub.status.idle":"2021-05-27T11:16:04.247239Z","shell.execute_reply.started":"2021-05-27T11:16:04.135787Z","shell.execute_reply":"2021-05-27T11:16:04.246283Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_acc, test_loss = model.evaluate_generator(test_generator, steps=test_generator.n//BATCH_SIZE)\nprint('test acc:', test_acc)\nprint('test loss:', test_loss)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:16:04.248422Z","iopub.execute_input":"2021-05-27T11:16:04.248738Z","iopub.status.idle":"2021-05-27T11:17:36.309641Z","shell.execute_reply.started":"2021-05-27T11:16:04.248705Z","shell.execute_reply":"2021-05-27T11:17:36.308762Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"here I reversed, at the beginning of the loss, and then the accuracy","metadata":{}},{"cell_type":"markdown","source":"# Data augmentation","metadata":{}},{"cell_type":"markdown","source":"We will perform turns, reversals, displacements of pictures","metadata":{}},{"cell_type":"code","source":"train_datagen = ImageDataGenerator(\n    zoom_range = 0.2,\n    horizontal_flip = True,\n    rotation_range = 30,\n    width_shift_range=0.2,\n    height_shift_range=0.2,\n    validation_split=0.2,\n    rescale=1./255)\n\nval_datagen = ImageDataGenerator(rescale=1./255)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:32:42.541369Z","iopub.execute_input":"2021-05-27T11:32:42.541701Z","iopub.status.idle":"2021-05-27T11:32:42.546306Z","shell.execute_reply.started":"2021-05-27T11:32:42.541668Z","shell.execute_reply":"2021-05-27T11:32:42.545429Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_generator = train_datagen.flow_from_directory(\n    train_dir,\n    target_size = IMAGE_SIZE,\n    batch_size = BATCH_SIZE,\n    class_mode='binary')\n\nval_generator = val_datagen.flow_from_directory(\n    val_dir,\n    target_size = IMAGE_SIZE,\n    batch_size = BATCH_SIZE,\n    class_mode='binary') ","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:32:45.795747Z","iopub.execute_input":"2021-05-27T11:32:45.796037Z","iopub.status.idle":"2021-05-27T11:32:46.116516Z","shell.execute_reply.started":"2021-05-27T11:32:45.796010Z","shell.execute_reply":"2021-05-27T11:32:46.115341Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"img = image.load_img('./train/cat.1666.jpg', target_size=(150,150))\nx=image.img_to_array(img)\nx=x.reshape((1,) + x.shape)\n\ni=0 \nfor batch in train_datagen.flow(x, batch_size=1):\n    plt.figure(i)\n    imgplot=plt.imshow(image.array_to_img(batch[0]))\n    i+=1\n    if i%6==0:\n        break\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:32:52.265883Z","iopub.execute_input":"2021-05-27T11:32:52.266267Z","iopub.status.idle":"2021-05-27T11:32:53.190808Z","shell.execute_reply.started":"2021-05-27T11:32:52.266233Z","shell.execute_reply":"2021-05-27T11:32:53.190054Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Fine tuning","metadata":{}},{"cell_type":"markdown","source":"Freeze the layers from the 5th, last block. It is best to take these blocks, since the initial blocks encode more generalized features, and higher values ​​encode features. We will not take more blocks so that there is no retraining.","metadata":{}},{"cell_type":"code","source":"conv_base.trainable = True\n\nset_trainable = False\nfor layer in conv_base.layers:\n    if layer.name == 'block5_conv1':\n        set_trainable = True\n    if set_trainable:\n        layer.trainable=True\n    else:\n        layer.trainable=False","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:32:56.732747Z","iopub.execute_input":"2021-05-27T11:32:56.733117Z","iopub.status.idle":"2021-05-27T11:32:56.739016Z","shell.execute_reply.started":"2021-05-27T11:32:56.733059Z","shell.execute_reply":"2021-05-27T11:32:56.738210Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.compile(loss='binary_crossentropy',\n             optimizer=optimizers.RMSprop(lr=2e-5),\n             metrics=['acc'])","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:32:58.921486Z","iopub.execute_input":"2021-05-27T11:32:58.921805Z","iopub.status.idle":"2021-05-27T11:32:58.935825Z","shell.execute_reply.started":"2021-05-27T11:32:58.921775Z","shell.execute_reply":"2021-05-27T11:32:58.934925Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:33:00.644565Z","iopub.execute_input":"2021-05-27T11:33:00.644882Z","iopub.status.idle":"2021-05-27T11:33:00.653704Z","shell.execute_reply.started":"2021-05-27T11:33:00.644851Z","shell.execute_reply":"2021-05-27T11:33:00.652575Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"callbacks_list = [\n    keras.callbacks.EarlyStopping(\n    monitor='acc',\n    patience=1),\n    keras.callbacks.ModelCheckpoint(\n    filepath='vgg16_tuned.h5',\n    monitor='loss',\n    svae_best_only=True)\n]","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:33:10.258202Z","iopub.execute_input":"2021-05-27T11:33:10.258521Z","iopub.status.idle":"2021-05-27T11:33:10.264047Z","shell.execute_reply.started":"2021-05-27T11:33:10.258492Z","shell.execute_reply":"2021-05-27T11:33:10.262132Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(\n    train_generator,\n    validation_data=val_generator,\n    steps_per_epoch=train_generator.n//BATCH_SIZE,\n    validation_steps=val_generator.n//BATCH_SIZE,\n    epochs = 20,\n    callbacks = callbacks_list)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T11:33:17.286886Z","iopub.execute_input":"2021-05-27T11:33:17.287227Z","iopub.status.idle":"2021-05-27T12:14:38.972223Z","shell.execute_reply.started":"2021-05-27T11:33:17.287192Z","shell.execute_reply":"2021-05-27T12:14:38.971322Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"acc = history.history['acc']\nval_acc=history.history['val_acc']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs = range(1, len(acc) + 1)\n\nplt.plot(epochs, acc, 'o', label='Training accuracy')\nplt.plot(epochs, val_acc, 'bo', label='Validation accuracy')\n\nplt.title('Training accuracy')\nplt.legend()\n\nplt.figure()\n\nplt.plot(epochs, loss, 'o', label='Training loss')\nplt.plot(epochs, val_loss, 'bo', label='Validation loss')\nplt.title('Training loss')\nplt.legend()\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:14:38.973847Z","iopub.execute_input":"2021-05-27T12:14:38.974211Z","iopub.status.idle":"2021-05-27T12:14:39.281128Z","shell.execute_reply.started":"2021-05-27T12:14:38.974170Z","shell.execute_reply":"2021-05-27T12:14:39.280204Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_acc, test_loss = model.evaluate_generator(test_generator, steps=test_generator.n//BATCH_SIZE)\nprint('test acc:', test_acc)\nprint('test loss:', test_loss)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:14:39.282890Z","iopub.execute_input":"2021-05-27T12:14:39.283274Z","iopub.status.idle":"2021-05-27T12:16:11.322614Z","shell.execute_reply.started":"2021-05-27T12:14:39.283237Z","shell.execute_reply":"2021-05-27T12:16:11.321776Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"here I reversed, at the beginning of the loss, and then the accuracy","metadata":{}},{"cell_type":"markdown","source":"After additional training and augmentation, the accuracy has increased","metadata":{}},{"cell_type":"markdown","source":"# DenseNet201","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:59624b6e-d2a0-4908-babd-e4bac8406694.png)","metadata":{},"attachments":{"59624b6e-d2a0-4908-babd-e4bac8406694.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAqYAAAIECAYAAADLr+x6AAAgAElEQVR4AeydB1RUV9eGpZdhhmHovYM0aQKiiCgqKqLYEOy99957i0ZN7C1RozG2RBOjMZrYW2Ki6T350iNgi+n1/dc+OvODzL0wDDhg9l2LzJ3b57knK0/2OXufOuCFCTABJsAEmAATYAJMgAnUAAJ1asAz8CMwASbABJgAE2ACTIAJMAGwmHIjYAJMgAkwASbABJgAE6gRBFhMa8Rr4IdgAkyACTABJsAEmAATYDHlNsAEmAATYAJMgAkwASZQIwiwmNaI18APwQSYABNgAkyACTABJsBiym2ACTABJsAEmAATYAJMoEYQYDGtEa+BH4IJMAEmwASYABNgAkyAxZTbABNgAkyACTABJsAEmECNIMBiWiNeAz8EE2ACTIAJMAEmwASYAIsptwEmwASYABNgAkyACTCBGkGAxbRGvAZ+CCbABJgAE2ACTIAJMAEWU24DTIAJMAEmwASYABNgAjWCAItpjXgN/BBMgAkwASbABJgAE2ACLKbcBpgAE2ACTIAJMAEmwARqBAEW0xrxGvghmAATYAJMgAkwASbABFhMuQ0wASbABJgAE2ACTIAJ1AgCLKY14jXwQzABJsAEmAATYAJMgAmwmHIbYAJMgAkwASbABJgAE6gRBFhMa8Rr4IdgAkyACTABJsAEmAATYDHlNsAEmAATYAJMgAkwASZQIwiwmNaI18APwQSYABNgAkyACTABJsBiym2ACTABJsAEmAATYAJMoEYQYDGtEa+BH4IJMAEmwASYABNgAkyAxZTbABNgAkyACTABJsAEmECNIMBiWiNeAz8EE2ACTIAJMAEmwASYAIsptwEmwASYABNgAkyACTCBGkGAxbRGvAZ+CCbABJgAE2ACTIAJMAEWU24DTIAJMAEmwASYABNgAjWCAItpjXgN/BBMgAkwASbABJgAE2ACLKbcBpgAE2ACTIAJMAEmwARqBAEW0xrxGvghmAATYAJMgAkwASbABFhMuQ0wASbABJgAE2ACTIAJ1AgCLKY14jXwQzABJsAEmAATYAJMgAmwmAL49ttvuSUwASbABJgAE2ACTIAJmJgAiymAkJAQE78Gvj0TYAJMgAkwASbABJgAiykAR0dHZGVl4caNG9wimAATYAJMgAkwASbABExE4D8rpn/99Rf++ecftGzZElZWVjh58qSJXgHflgkwASbABJgAE2ACTIAI/GfFNCkpCTdv3sRXX30FjUbDrYEJMAEmwASYABNgAkzAxAT+M2JaVFSEixcv6nD7+fnh1q1b4nt1iilFZSk6ywsTYAJMgAkwASbABJiAPIH/jJiuWbMG06dP19Hw8fHBjz/+KL5Xh5j+/vvv2LRpE9SOjvj444919+UVJsAEmAATYAJMgAkwAf0EHloxffXVV1GvXj1kZGTgzz//xOrVqzFz5kwdBW9vb9y5c0d8VyqV+PXXX6skskmyu3jxYjir1fBXqVCnTh289957uvvyChNgAkyACTABJsAEmIB+Ag+dmFIS04YNG9CvXz8cPnwYrq6uOH36NFatWoXZs2frKDg7O+Pnn38W36lbn77/8ssvuv2Grvzwww+YNGECHOzsEO6oQg8XNWb4usNZocBbb71l6OUqffwbb7wBigaTEFtYWODpp58G/b6EhARcuXKl0tflE5kAE2ACTIAJMAEmUN0EapWYUuRz+/btePPNN0txuX37Nv7++2+xbcSIEWjUqJHue69evbBr1y4hprNmzRLH0PlmZmY6Ef30009BYlmZhc7t16cPbK2tUc9RiQFuGiGkJKX05+rggMuXL1fm0pU+58KFC+L3kZzSEIbk5GRddLjSF+UTmQATYAJMgAkwASZQzQRqjZhSFzlFAhMTE0vN1DRlyhQRGRw2bJhARZ8UHdUuJKYvvvgiNm7ciNTUVFy6dAlDhgxBly5djOq6p8hkbk4ObKyskOSoxHAP51JCqhVTd5WyVNKV9rmq+zM/P19ETUlOX3/99eq+HV+fCTABJsAEmAATYAJGE6g1Yvrbb7+BIp6jRo0SP5rks3fv3ti5cye2bt0qxpPSjqFDh2L37t06MCSjVBLqu+++g4ODgxDbb775Rrff0JXjx4+jcWoqFDY2SFM5YKyni14h1Yqpl0qJM2fOlLkNZevv3bsXJNbVsXz++eeiPiuJ6dq1a0vdgoY4LFmyBO+//36p7fyFCTABJsAEmAATYAKmJFBrxJQgPfHEExg9erTgRVI6aNAgsf7999+jbt26Yn3w4MHYtm2bWKfyUO3btxfr9I/Klm0iidyzZw+i69aFk50dmqscMNHbVVZItWLq46jCiRMndM+gzdYP8PYWEc3ggADdvqpcIRmnGa1ITD09PXXDFt599120atVK3KpJkyb4448/qvK2fC0mwASYABNgAkyACVSaQK0S082bN2PMmDHix1IXPckiLTQ+NCIiQqyTrNL63LlzER8fjy+//FJsr8w/SCIpkcrPywvuDgq0VSsx1cetQkKqFVN/tSNefvllUZpq8aJFcHFyQpBKhX5uTujvpkFyXFxlHk32HBqLSzNanTt3DgqFQsjpnDlzxDnEZenSpWKdhj0cO3ZM9lq8kwkwASbABJgAE2ACD4pArRJTqgs6duxYwaZHjx44dOiQWKeIaVRUlFgfMGAAZsyYIbqqr127VimOlEy1cOHCuyWflEp00agw3UAh1Yqpn0qJzh07imz9KEcVRnq6YFWwj/gb7O6MhOjoSj2j1EmUaEXDF9zd3UVGvq+vrxBTmnZ1x44doLGnTz75pDidJLW6hhJIPR9vZwJMgAkwASbABJiAFIFaJaaUwDRu3DjxW7p37y6SmugLjR+NiYkR2/v374/9+/dL/V7Z7SS448eO1ZV86ul6t+STVjIN+Rzq4Yx4OxtY1KmDBJUSk7xddUKqFVM6JiY8XPaZqnrnxIkTsXz5cnFZGhaxbNmyqr4FX48JMAEmwASYABNgApUiUKvEdP369Rg/frz4oQUFBThy5IhY/+mnn0S2PX2h+qXPPvusQTBoZqbePXuKDPtYRyUGupcu+WSIkFL3fISNFazq1EEjhR1m+7qXEVKtmFImf0RwsOSzknCPGDZMFOyXPMjAHc8//7xubG6HDh1EjVcDL8GHMwEmwASYABNgAkygWgjUKjFdt26dyMQvLCxE37598dprr5WB0qdPH7z00ktltuvbQGWUctq0EUKa7KjECE/9JZ8qIqbdXNQIsLKErZkZWqgUWOjvKSmkWjEd5emCUH//Mo/20UcfoU+PHqI2KiUvaSsRlDmwEhso2Sk3Nxfz58/XRZ8rcRk+hQkwASbABJgAE2ACVU6g1ogpzdLUpk0buLi4iDJH2oL69xO5devW/ZvKfKdkpEYpKaLkU2OVA8Z5yZd8khLTaT5u6KBRwcPCAkozM+Q6KbEs0KtcIdWK6VgvVwR6e+uej2qs5rRqBTsrK2Q7O2FjiC86a1QYc69Elu7AKljRTsdaBZfiSzABJsAEmAATYAJMoEoI1BoxpSgpRUxpTvvKLCSyzzzzDKLCw6Gxt0dzlUKM+5SSTrntU7zd0NrRAU7mZnCxMAdFS1cEeVdYSLViOt7LFT7u7iLCm5acDJWtLbq6qLE9zA8HIoPEX76zGkMHD67MT+ZzmAATYAJMgAkwASZQqwjUGjGtLFUqzE9C6+PhAU+lA3IqUfJJK6kTvF3RVGkPhZkZ/KwsxfSjj1dCSElMHwvyFuWn7C0s4KawF+WjdtUN0AmpVky7u6gxsF+/yv58Po8JMAEmwASYABNgArWGwEMrptSlT+MonVQqBKhURpV8Gu3pggYKO9jUqYO6NlagsaHaqKehn48GeonueWcLc3hZWoryUfsjAssIqVZMqTIAjTctb5Ea2lDeebyfCTABJsAEmAATYAI1hcBDJ6bffvutGJNpb2uLuo4q9DKi5NMQdw3i7GxEhn2CnQ0me7tVWkiXBHiijdoBDmZmCLO2EoX6n4uUFlKtmPZxc0L3vDzJ9vLOO++gbevWYkIByYN4BxNgAkyACTABJsAEagGBh0ZMP/zwQ/Ts3l1k2Mc5KjHIiJJPfd2cRGSUSj6lOdhhjp90yafyIqbz/D1E9z9FWxPtbLDI31MyOqqV0ZKfA9w0yMvNLdOUTp8+jVaZmVDa2YkC+tr6rmUO5A1MgAkwASbABJgAE6glBGq9mFIme5usLCGkKSoH0TWuHRNq6GeBixr+90o+ZakUQiLLE0+p/dN93UX3v3WdOkhX2osxpSWFs6Lrg9016JCdLZrTv//+i4MHDyIlPh4uDg4YnxiHK906Y0hMFMaNuzsjVi1pd/yYTIAJMAEmwASYABMoQ6DWiinVKk1NSoKDjQ3SjSz5lOukgruFBRzN75Z8onGgUsJZ3vZxXq6IsbUR41Gp635TqK9BEdL7hZVmh2qTmYmtW7ciPDAQ/s5OmJeahPd6dsWnfbqJv+Gx0Rg1YkSZl8sbmAATYAJMgAkwASZQmwjUKjGlBJ+nn34aEaGhcLa3F4XsaapPQyOjdDyNF23l6AC1uRncLCxA2e+VKfmkFVWa9z7Y2kpk7Hd1dsRT4f5GCSkJKmXp01ACku9oDw883qQRPu5doBNSrZiOia+HIYMG1aZ2x8/KBJgAE2ACTIAJMIEyBGqFmFLt0jVr1sDb3R1eSge0M7LkU4bSHvZmZqLbnqYfrWzJp5VB3qCsecqupyz7/m5OeEZPyaf7o6Dlfd8W5ofOzo5wsLBAfVcXbGvZtIyMaqWUPscnxGJA375lXu79G3755Zf7N/F3JsAEmAATYAJMgAnUGAI1Wkxv3ryJObNnQ61UIlClAkUip/u4VSpCSiWeUhS2oDGfNJf9aC/jSj510qiEjPpaWoLKScmVfCpPRLX7N4T4oLVaCVtzc2T5euO5tlmyQqqV08mJcejdvbtko6KZrsJDQzF79mzJY3gHE2ACTIAJMAEmwARMTaBGiuk333wjxkza2dggwlGF3kaWfIq9V/Kpvp0NpvhUvuTT4gBPMeMTFdineqaU4KSVSmM+aQhBY6VCCGleSCCOd2hbISHViun0pIQyJaVo2MPu3bsRFxMDL2dnmJmZYeLEiaZub3x/JsAEmAATYAJMgAlIEqhRYvrBBx+ge0HB3ZJPKiUoI70y40fpnD6uTqJeKJV8aixKPnlUOqFpjp8HqPufSj6R3JKgGiOi2nPn+XkgwcEOCgsLDIyqiwt5HQwSUq2YzkpJRJcOd0tK0UxX69evR6CfH8J8vLGyRzd8+dhyDGvejMVU8l8D3sEEmAATYAJMgAnUBAI1QkwvXLiAVi1awNbaGg2MLPlEc8tTySc7MzOR3EQSqU1QMvRzqo8bku1tRYF9EtNVQd5GCykV1aeErTBbGzjbWGNiQiyudu9cKSHViun81CS0zcrCgvnz4ersjPqhIXhyYH98u2olvlv9mPgbndUCY0aPrgltjp+BCTABJsAEmAATYAJ6CZhUTI8dO4bkxMR7JZ8UGO9VuQz7aT5uoJJPlF1PJZ86aFQwpuTTGC9XRN8r+ZSjVmKzkSWfKEK6NyIAwzyc4WNtDV97eyxITcL7JUo+aSXT0M9zeblI9/YUUebMevVwYMxInYxqpZQ+x7XOwohhw/Q2At7IBJgAE2ACTIAJMIGaQMCkYhpTty5oqk9jSj5l3Sv5RHVIe7ioQZnyhkZG6XjKzKfZooKsrcS0oQXOjthRBSWfng73F2Nkna0sEal2xOqMNL0lnwwV0pdz26JzaDDsLC2RmxCPV6dO0iukWjmdlN0agwcOlG1zf/75J7766ivZY3gnE2ACTIAJMAEmwASqi4BJxTQuKkpk2hs6jnSCtyuaKO1Fd32AlSWohqgxJZ9IaD0tLOBiYQ6aAnR3FZR82hrmh07OjmL8aAM3V2xv2cyo7nqtuD6b3RItAnxhb2WFvo3TcGnOTFkh1Yrp9HZt0a9PH73t6Oeff8aKFSvE1KYzZ87UewxvZAJMgAkwASbABJhAdRMwqZgmxcWhs0ZV4QQnKvlEYz6p5FOUjTWoy70y0VE6h7r6O2pU0FiYg0o+jamikk/rQ3zQ6l7Jp1a+PjiQ06pKhPSJ5hlI8fSA2s4WY7Na4t3FCyokpFoxnZXbDj27dSvVnoqLi0Ei6qRWo3H9+gjz98eMGTNKHcNfmAATYAJMgAkwASbwoAiYVExT69cXclhexHSIuwb1bG1EElKSnQ0oKamyQkrJUDTjExXYj7SxwswqKvm0PNALafdKPuWHBuGVTjlGC+lHvQqwonFDRDg7w8tRhbmdcvHpo48YJKRaMZ3XuQMK8vJEu/ryyy8xfNgwKOztkdO0KV594gncvnQRI7t3w5QpUx5U2+P7MAEmwASYABNgAkygFAGTiml6aqpIWpISU6pfGmZtJSKk6Up7UNmmygopnUvd/1TyiaKuj1RRyae5fh6IU9wt+TQ4OhIXu1au5JO2q54+3+2Rh9kN6sNXpUSYuxse69kdXz22vFJCqhXTRXmd0aJpU3QrKIC9nR16tW+Hy3t2CyElKaW/sb16Yty4caUaCH9hAkyACTABJsAEmMCDImBSMW3WuLGYXlSfmPZzcxJjHls7Ooi6oZUVUiqon3Sv+7+p0h6rg40v+fRsRCAmersi1NYGLjbWoJmXjC35REL6RkEn0Lz3Tra2SArwx7ZBA0qVfNJKpqGfz44egShfH9jZ2mJUj+748NALpYRUK6aT+vXFqFGjHlTb4/swASbABJgAE2ACTKAUAZOKaVazZmirVuodY0piSuM/KyukNOVoVDWUfBrq4Qxva2v4KxRY2DAZH/TMN7rL/lyXXPSNqgsHKyu0iIzAwbGjjIqOkrhSDVOqZZoYFAhXtRozBw/GV8eP6RVSrZhOGzgAw4YOLdVA+AsTYAJMgAkwASbABB4UAZOKKRWFb6N20CumA901oiapIWJKmfl0XqCVJZRmZujm7IidVVDyia7R01UNjZUlop3UWNu0cZWUfDqam42O90o+dU5KxMlpk40WUprlaXm3AoR6eSDAwwPLJ03CtdOnZIVUK6azhw7FwAEDHlTb4/swASbABJgAE2ACTKAUAZOKaW5ODqgOqb6ufJqO1MHMrEIRU5prvruLGh4WFnC1MBf1SPdEBBg9S9OTYX7ooHGEwtwcjTzcsCOrako+7ctugeb+vlBYWaF/k8Z4fe4so4X042VLQJn3nk5OqBcSgq0LFuDG+XMVElKtmM4fMQJ9JUpKlWo1/IUJMAEmwASYABNgAtVAwKRimtexI1qoFHrFlDLxaVpRuYgplXyiWZ6czM3ENKQ0c9T+iECjhXRdiA9a3iv51MbPF8/ntDa6u57GkG5p3gRJnu5wsrMTMzG9t3ih0UL6zqL5GJ3VEmqFAukJ8Xju8ccNklGtlNLn4jFj0OO+klLV0Ob4kkyACTABJsAEmAAT0EvApGLaPT8fmRJiOtzDWWTQy4lpJ41KdNnPqqKSTyS6jZQK2JmboyAsGCc6tTNaSD/slY9HGzdEuEYDH7UjqGxTZUs+lUx6ujB7Bno1ToO9jQ3aZaTj5NYnKy2kWjldOn488u+VlNLbWngjE2ACTIAJMAEmwASqkYBJxbRPr16gTHl9XflUTN+yTh3ZiGmesyMaKOyMjpDO8XNHrL0dHCwtMDQmEpe6djRaSKnk06yURHgrHVDXwx2revUwuuQTiemxyRPRPjERdjY26JXTFm/u22u0kGrFdMXkyejUoUM1Nje+NBNgAkyACTABJsAEpAmYVEwHDRggaovqE1Oaicm8HDEtcFGLUlAHIoMMllMq+URTm4bY2sDN1hpT6sfhre5djBbSy/mdMOpeyafkwAA8NWSQ0d31JKT7Rg5HRlQklPb2GN2jOz4+/GKVCalWTFdPm4b2OTnSrYX3MAEmwASYABNgAkygGgmYVExHDBuGNAc7vRHTcV4uoo6pXFc+JTwl2NkYJKWUFDXEwxle1tYIUCiwuFEKqLu9ZIH7yqyf6dIevSPDRUJTVnQUXhg3xmghpZJPW/r3Q3xgANzUasweNgxfv3K8yoVUK6brZ81Cm1atqrG58aWZABNgAkyACTABJiBNwKRiOnbMGDRU6BdTimbWqVMHjwV5S3bn93R1ElOVViRiSiWferio4WRpgRiNGuuaNcYnvQuMFtKX2mejQ0gQ7CwtkZdcH6emTzFaSP+38lE8WpCPYA93BHl54bEpU1B45nS1CalWTLfMnYsWmZnSrYX3MAEmwASYABNgAkygGgmYVEwnT54sxojq68qfdE9MaQ56qahpHzcnRNvKR0y3hvkhV+MIe3NzpHm64+lWmUbLKEVU97Rpjkw/HzhYW2NgRjremDfHaCH9aOlizGifAw+1GnGhodi+cCFuXjhf7UKqFdNtCxciIz29GpsbX5oJMAEmwASYABNgAtIETCqm06dPR4pEV/5UHzcRMV0mI6b93TSIsLGS7cqnGaS87O1xqJ3xJZ8owropswkSPdzhbG+PiW1a4/0lxpd8envhPIxs2RyO9vbIqJ+Ig6tWPTAZ1UopfT69ZAnSGjaUbi28hwkwASbABJgAE2AC1UjApGI6Z84cJCn11zGlKCp15S8J8JSMmNIsT2HW8mI6yF2D1r4+RkVJaQzq0rQGCNU4wddJjYVdOuGz5UuNjpCenz0DPRs3Ehn2uU0zcHrbNpMIqVZOdy9bhpSkpGpsbnxpJsAEmAATYAJMgAlIEzCpmC5YsAD1VfpnfiIxNatTBwv9pcWUkpiCyhFTOqaFj1elxPSdHnmYkZwAL6UDIjw8sKZ3T3z9+AqjhfTopPFol5gghLRvbntc2b/PpEKqFdP9K1ciMT5eurXwHibABJgAE2ACTIAJVCMBk4rpI488gkRHld6sfBJTizp1MM/fQzJiOszDWcz4JJf8RIX6M7w8DBLT1/M7YmRcDJxsbdEgKBA7hw42Wkap5NOeEcOQHhEBlb09xvbqiU+OHK4RQqoVUxpCUC86uhqbG1+aCTABJsAEmAATYALSBEwqpsuXL0e8jJha16kDKn4vlfw00tMFPpaWsmNMqVB/uod7hcT0dOf26BVxt+RTq5hoHBo/1mgh/ebxFdjUry9iA/zhodFg7vDh+PbVV2qUkGrF9PC6dYiKiJBuLbyHCTABJsAEmAATYALVSMCkYrpq1SrEqaUjprZmZqDpRqXEdIyXKzzLEdNxXq5IdXeVFdNXO+UgN/huyaf8lGScnjHVaCGlkk/LCroiyMMdwd7eWDVtGorOnqmRQqoV05c3bkRYSEg1Nje+NBNgAkyACTABJsAEpAmYVEzXrVuHempHya58ezMzTJcRU5JONwsL2Ygp1UNNcnGWFdOp9eMR6u6GN+cbX/Lpw6WLMb1dW7g5OiIhPBw7Fi9+oCWftJJZmc8TTzyBoIAA6dbCe5gAE2ACTIAJMAEmUI0ETCqmmzdvRrSTWlJMlWZmmOzjJhkxJel0tjCXFdMp3m6I1zjJiunMlER0SIgzKkp6dcFcDG+RKcaPNkuqj0Nr19bo6Kg+cT2zbRt8vb2rsbnxpZkAE2ACTIAJMAEmIE3ApGK6detWRMqIqaO5GSZ6u0qK6WRvN6jNzWTFlCKu9ZzUsmI6t0F9tI2tVykxPTtzOrqnNRQZ9h0zm+Hs9u21Tki1knph5054urtLtxbewwSYABNgAkyACTCBaiRgUjHdsWMHIjROkhFTjbkZxntJi+k0H3eoyhFTGqMaoVbJiunChsloFRNlkJgemTgObRPihZD275CLq8/ur7VCqhXT13c/A1cXl2psbnxpJsAEmAATYAJMgAlIEzCpmO7evRvhTtJiSt30lOAklfxEJaUUZvIRU8rqD1MpZcX0kUYN0DyiboXE9JnhQ9E4oi4cFQqM790bn9awkk9ayazM55v79kHt6CjdWngPE2ACTIAJMAEmwASqkYBJxXT//v0IlRFTSmyiklBSYkrSaVOnjmxX/nx/DwQ5KGTF9NHGDZERFiYrplQ6KsbfD54aDRaMHInvTrxa6yOk98vrOweeg4NCUY3NjS/NBJgAE2ACTIAJMAFpAiYV0+effx5BaunkJw8LC1ARfSkxnevnAatyxHRxgCf87O1lxfTxJo2QFhwsK6Yzc9shJTq6xpd8ul82Dfn+waEXYGNjI91aeA8TYAJMgAkwASbABKqRgEnF9PDhwwiQEVNvS0vQlKJSYrrA3xPm5Yjp0gBPeNvZyYrpmqZpaBAYKCumczrlIq9li4cuSlpSXGlYgoWFRTU2N740E2ACTIAJMAEmwASkCZhUTI8dOwY/mTqmvpaWGOiukRRTiobWKUdMlwd6wd3WRlZMN2SmI9HPT1ZMF3bphA7Nmj7UYvq/Yy8LntLNhfcwASbABJgAE2ACTKD6CJhUTE+cOAEfmSlJ/a0s0c/NSVJMlwZ6CZHaHxEoOc70sSBvuNhYy4rpluZNEOfjIyumS/Pz0Da98UMtpjRVKon+X3/9VX0tjq/MBJgAE2ACTIAJMAEJAiYV07Nnz8JLRkwDrSzR21VaTB+9J6Z7IgIkxXR1sDccrSxlxXRri6aI9vSUFdMV3QvQqmHqQy2m106fEmL666+/SjSX2ruZflNxcbHuT/sbf/rpJ9022v/bb7/V3h/JT84EmAATYAJMoJYTMKmYXrx4EW5KB8k6piHWVujhopaMmK4I8hYitauutJiuC/GBg4WFrJjuyGqGuu7usmL6eM8eyExOeqjF9Pq5s4LnnTt3anmzLvv4r7/+OjIzM8Xvy8rKwvnz58VBr7zyCurVqye25+Xl4c033yx7Mm9hAkyACTABJsAEHggBk4rpG2+8AVcHaTENs7ZCdxkxffyemO4M95eMmG4M8YWdubmsmD7TujlCXF1kxXRdn15okhD/UIspJUJRV/6NGzceSON70DcZM2aMqDpw/fr1UrfOycmBm5sb/vjjj1Lb+QsTYAJMgAkwASbwYAmYVEzfeustaKAjHc4AACAASURBVOztJSOmdW2skO8sHTGlbH2zOnWwLcxPUky3hPrCysxMVkz3Z7dEgMZJVkw39++LRrH1Hnoxpaz8wsLCB9sKH9Dd4uLiQBJacqHxtE5OThg+fHjJzbzOBJgAE2ACTIAJmICAScX0/fffh6OdnaSYRtlYo7NGJdmVT2JqUacOnpARU5JWKin1aZ9ukn/Ptc2Cr9pRVkyfHNgfyVGRD72Y2lhb49tvvzVBU6zeW9Jvomjwhg0bSt3o9OnTYvuRI0dKbecvTIAJMAEmwASYwIMnYFIx/fjjj+FgYyMpptG2NuhYjpha16kD6q4/EBmk929HuL8QDzkxPdSuNTxUSlkxfWrIICSEhz30Yqqwt8eXX3754FtiNd9x06ZNoh1kZGSga9euur/Y2FjY2dlx0lM18+fLMwEmwASYABOoCAGTiukXX3wBO2trSTGtZ2uDXCf5iKmtmRnWh/jolVKSVUqMokjZh73yJSOmL7XPhotCISumzwwfinrBwQ+9mKpVKnz66acVaTu16pj27dsjOjpalMKi7nvtH3XvZ2dn16rfwg/LBJgAE2ACTOBhJWBSMf36669hbWkpKabxdjbIcVLKduUrzMywJlhaTKmUFInpuz3yJMX0eIe2UNvayorpvpHDEeHv/9CLqYtGgw8//PChau+///47FAoFpkyZUup3ff/99zAzM8O6detKbaexz2PHjsWlS5dKbecvTIAJMAEmwASYQPUSMKmY/vDDD7A0N5cU00Q7G7RRO8iKqcrcDFREX6orn4rvk5he7d5ZUkxPdGoHpY21rJgeHDsKIT4+D72Yeri54Z133qneVveAr3706FHRBqhubslly5YtYvtXX31VcjP+/fdfhIaG4v7s/VIH8RcmwASYABNgAkygygmYVEypoDlJ4wxfd71/Sfa2yHKUF1MnC3PQtKNSYkrb6R6X8ztJiunZLu1ha2kpK6aHxo9FoKfnQy+mPp6euHLlSpU3NFNesE+fPrC1tS0zoxXVNQ0MDCzzaN988w1SU1PLbOcNTIAJMAEmwASYQPUSMKmY3rp1S0jjNB83vWLaQGGH5uWIqbOFOZYFeMqKKWXlX+raQVJML+R1EJHb71Y/JimnL00aDx9X14deTAN9fUHF6B+G5eeff8aECRNE7VIqgzV16lTxs65duybKQ1E3vlKpxPLly0v9XEqUmjdvXqlt/IUJMAEmwASYABOofgImFVMSB4pmTvHWL6apCjs0VdrLduW7WVhgSTliam1mhnNdciXF9PX8juI55MT0lSmT4K7RPPRiGhoQoJsVqfqbX828Q4cOHXD58uWa+XD8VEyACTABJsAEHmICJhVTSkohMZ3k7ao3YprmYIcm5Yipp4UFFvjLR0xp5qdTndtJiumVbp3Fc3zz+ArJiOnp6VPg4uj40ItpZEgIqLbnf3X57bffEBwcLMaZ/lcZ8O9mAkyACTABJmAqAiYV03/++UcI4QQJMU1X2qORwk42YuptaYm5fh6yXfkOFhZ4pWOOpJi+3SNPPMcXK5ZJiunZmdPhqFA89GIaU7cuaP74/+Jy584dkY0fFBQEKmXGCxNgAkyACTABJvBgCZhUTOmnUsR0nJeL3ogpdePTOFOa4Unqz9/KErN83WXF1NHSAkdzsyXF9IOe+eI5Plm2RFJML82ZCXtb24deTBOio0FZ7LwwASbABJgAE2ACTOBBEzC5mFpaWGCMp34xzVQpkKKwlZRSktUAK0tML0dMna0s8WK7NpJi+nHvAiGmHzyySFJM35w/BzZWVg+9mCbHxuLQoUMPuh3y/ZgAE2ACTIAJMAEmAJOLKcneSAkxbaFSgGqZSkVLaXuwtZVInpIrF+VmbYWDOa0kxZSmKzWjIvyL5kuK6dsL58Hc3PyhF9NGiYk4cOAA/6vBBJgAE2ACTIAJMIEHTsDkYupgZ4fhHs56u/KphmlcOWIaZm2Fid6usl35ntbWeDa7payYUqH/qwvmSorp+0sWiqjqrYsXHmo5TU9Oxt69ex94Q+QbMgEmwASYABNgAkzA5GKqUigwxF2jV0xp1qd6tvIR07o2VhjnJS+mvjY22NOmuayY2lla4vW5syTF9ONlS4SYFp87+1CLabPUVOzates/9W/GjRs3MH/+fLz55pv/qd/NP5YJMAEmwASYQE0jYHIx1Tg6YrCEmLZVKxFlYy3blU/7R3u6yEZMA2xtsDMrU1ZMldbWuDB7hqSYfr58qRDTH06dNJmYXn9iM26dPlWt989KS8P27dtrWjutluehzPsRI0YgLCwMKSkpOHnyZLXchy/KBJgAE2ACTIAJVIyAycXUTaPBQAkxba9WgiKicmNMo21tMMLTWVZMg+xssa1lU1kxdbK1xZkZUyXF9OvHVwgx/fqV49UqhrcvXdR7/RsHD6AoMQSFyRG48czTeo+ROteQ7dkZTfDEE09UrPXU0qNoZqsuXbogLi5OSPiff/6JOXPm4NSpU7X0F/FjMwEmwASYABN4OAiYXEy93NzQ301/V36ukwo0hlROTGkM6hAPeTENtbPFE80zZMXUxd4OJ6dNlhRTmhWKSlt98fLRapNCOYG8vuoxFCUE41rTZBQlhaNo2qRqeY72mZnYsGHDw9G6S/yKf//9V1QbaNKkCTIzM/HSSy+V2AvMmjXrPz2xQCkY/IUJMAEmwASYgIkImFxM/Tw90cfVSe8Y004alci6lxPTBDsbDHLXyEZMI+xtsTEzXVZMPR0UODZ5oqyYUmmrjw+/WC1CKCeltK94ycK7YtoxG9ef2obCRrEozGmBmy+/VKXP0ymrJdasWWOi5lj1t6XZxbZs2YKYmBh069YNV65c0XuTmTNn4syZM3r38UYmwASYABNgAkzgwRAwuZgG+/mhl6tar5h20ahEnVI5MU2ytxURV7lyUdEKe6xt2lhWTH1UShyZOE5WTG2trfHe8werVATLE1Lt/qJZ04WYFrZpJu5/6+QJFBZ0QlFKJIrXramyZ+qa3QYrV658MK2vGu9y8+ZNLFy4EKGhoRgzZgy+/PJL2bvNmDEDZ8+elT2mpuz89ddf0bRpUxHBpyj+0KFD0atXL2g0GmzcuLGmPCY/BxNgAkyACTABgwmYXEzDAgPRw0W/mHZ1doSflaVsVz4V4O/j5iQbMY1V2GNVRpqsmAao1Xhh3BhZMVXa2eGt556tMgnUSmdFPosmjLkbMW2WWur+xY8sQlFSXRQO7IPbVVAxoHtOWyxbtszghlRTTvjf//6HUaNGCSFdvHgxbt26VaFHmzZtGs6fP1+hY6vqoIo+m777/fLLLwgJCRFyWlBQgOzsbJw7d07fobyNCTABJsAEmECtIWByMY0KC0M3CTGl7d6W8mKaqrATYisXMU1wsMeKxg1lxTTEyQkHxoyUFVMnBwe8sXdPKTGsiFRWxTGFwwcJMaUI6f3Xu/H8QRQ2b4TCjGTc2Le3zP77j5f73qdDLhYtWlRrGrD2QanUU35+PurVq4cnn3wSf/zxh3ZXhT6nTp2KCxcuVOhYYw96++230aRpBiKjooy61HPPPaeLmo4fP77UtagEFo2bJVHnhQkwASbABJhAbSFgcjGNjYwERUZn+LqX+aNIqoeFhWzEtJGDvRBbOTFNUtpjaVoDWTENd3bG3pHDZcXU1dERF5+uvox4OWEs7NMdRYnBKEoMxc0XD5WVz/PnUDRq6N3EqDkzy+6XyPa//54DOnfCvHnzakX7pYSmw4cPi27tjIwMsU7bKrNMmTIFFy9erMypFT6HylFlZDaDrb0dNN5ucHFzrfC5UgempqYKOaXfX3J57733EBUVBZJgXpgAE2ACTIAJ1BYCJhfT+vXqgcaS6hNTGnvqamEuK6ZNlPbIc3aU7cpvoFRgUcNkWTGNdnXBrmFDZMXUS6PBuaeeqrT03S+Bhnwv7NJOiGlhk/qg7nupc69v2YSi1BgUdszGrePHJI+TOn9I1zxQIlBNXigaunXrVsTGxqJr1664fPmy0Y87efJkXLp0yejr3H8BEmWKbMbGx0GpViG2ZSN0nD4YmQM6ISgk+P7DDfpO187KytJFTV9++eVS57ds2ZLFtBQR/sIEmAATYAI1nYDJxbRBQgIo+16fmFK2vnM5YtpUaS/Ol4uYNlI5YF5qkqyYxrq7YfvgQbJi6uvigpNbnzRY9qQk0JDtlIFPEdNree1R1Ke77DPceuU4CjvloCg1Gte3bJQ99v5nGNGtANStXROX27dvY8mSJWL8KI0jrcpu6okTJ+K1116rsp9N8kz1YAOCAqHxcEX99s3QZfZw5M8fJf6aD+oMvwA/o+736KOPYsWKFWJ8KSVB0TCGv//+W3dNklaOmOpw8AoTYAJMgAnUAgImF9O0lBRQvVJ9Ykr1TdXmZrIR00yVQpwvJ6bpKgfMSkmUFdNET3c8ObC/rJgGebjj2KZNBone/eJX2e+FLRvf7cofNRSFGUkVeoai+XNE1z6NT719/lyFzhnTqycmTJhQo5ruV199hbFjx4pknwULFoDGT1b1Qr+5KiKvd+7cwSNLHxHd9B4B3miY3xpd547UCalWTFsMyYOXj3elfgaVwOrbty/Mzc1FBYWcnBxd1LRTp066a7KY6lDwChNgAkyACdQSAiYX06ZpaWgvIaY0I5TSTF5MWzg6IEetlO3Kb+rogGlJCbJimuLliU39+sqKaZi3F46sX18hwausgEqdV9g05a6YkmwmhuDWiVcr9Bw3nt0POreweUPQ7FFS19dun9C3D0aPHl0jmu/Vq1dF7dHo6Ghs3rwZJGSGLj/88EOFZrKi5KE33njD0Mvrji8sLMTkKZPhoFTCr24QMvrmlpFRrZTSZ9bwArh5uOvOl1opr8yV1Hm0ncVUjg7vYwJMgAkwgZpIwORi2qJpUyGW+iKmQ9w1UJQjpq0cHdDa0UFWTJs7KjE5MU5WTBt5e2Fdn16yYhrp64PnV68uV+60kleVn4XpiXfFdMEcFKbFG1a79NxZFA7pL8pKFS+aL/v8Uwb0x/Bhw0zaVo8ePYrmzZujcePGeP7552FoQlPJ4zdt2oSdO3eW+3vGjRsHyuw3dPn8888xYNBA2NjaIig2Ai2HdpUVUq2cth7ZDU7OGsnb0cxUAYGBCAwKlDxGbsc777yDoKAgzJ49W+4w3scEmAATYAJMoEYRMLmYZrdsiWy1g96u/KEezrAtR0zp3JYqhayYtlArMT4hVlZM0329sapXD1kxrRfgj/0rV8qKXVXKaMlrUdKTyMqfMQWF3bugaOQQg5+jeP1aFDWIQmHXXNx69RW9588cMhiDBg584I2U5qvfvn074uPj0blz50onIhUXFyM8PFwXXaUSUl988UW5v4eK8EvNCqXvZIrm5nbsCGtbG4Q3iEP2mF4VElKtmLYZ0wMqtWOpS9P40F27diE6Jgbunh5ISEtBcEhIqWP4CxNgAkyACTCBh5mAycW0fXY2KOqpL2I6wtMZ1nXqyI4xzXFSgsaZyo0xba1WYnRcjKyYZvr7YkX3AlkxTQwOwp5HH9UrdCUlsjrWhZgmBKOQCu3Pn4PC1hmVeo6bx46isF0WihrWw/VtZRO55g4fjn59+z6wNv/jjz+Kgv5hYWEYNmwYPvvsM4Pv/eGHH4oapuvXrxfn0rUo4khLcnJyha5HwxdINstbTpw4IWqQ2insEdUkGbmT+xskpFoxbTu2N+wdFOJ2NJPT2rVr4Rfgj8DQYIycOwV7Lx3D3A3LEREVWd4j8X4mwASYABNgAg8NAZOLaZcOHdBSQkxHebrAshwxpcSpDKW9rJi2dVJieGy0rJi2CPDDsoKusmLaICwUTy9ZUikhNFZWdWI6YjBo3GhRUjhunz1T6WcpmjH1bs3TsSNx+8J53XUWjR6Nnt27V3sD/+abb0SSFc1eNHfuXFy/ft3ge37yySeiFFPHjh1FMpCLi4u4BpW7omk6qZbnwApGfynLXyqD/Z9//sH+/fsRE1sPKidHUfKp04whlRJSrZjmjO8DK2trzJs/D84uzohOqIcpKxZg/+VX8Owbr4q/BVseR0hYqMFc+AQmwASYABNgArWVgMnFtCAvT0Q89UVMx3q6wLwcMe2oUaGxg52smFJy1eDoSFkxbRMUgEV5nWXFtFHduti2cKFO4oyVTUPOv9uVH4LCAb3F/WnMafEy4yT5xp5nQNcpbNVEV7T/kXHjUNC1a7W1Z5K/nj17iuLvGzZswG+//SZ5r59//llyH+2YM2cOYmJiQNNz0lAAe3t7cTwJqbe3N1atWoVnn31W9hranSNGjACNyyy5UMknSrryCwiAs6cbknIzS5V80kqmoZ/tJvRFSFIMLCwtkdykERY+sUono1oppc/FW9fAPzCg5CPxOhNgAkyACTCBh5qAycW0d48eaKZU6O3Kn+DtKsrgrAr2kezO7+LsCJqWVK4rv4NGhX6R4bJi2i44CPM6d5AV0yZRUdgyd64JxTQU1/I7ivsXTR6PwrbNjX6WW2dOo7BvdxQl10Xx8qVYPmkSOnfsWOWN/vjx46CC740aNcKBAwdAUUiphbrm09LS4ObmpjuEMvIpkSchIQFUv5MWmnJz+vTpumMcHf9/zCbNekTH0lCBiizDhw/Hu+++Kw6lcxYvWQyNiws8A33QqKCN3pJPhgppm9E9EJwYBSsba6RlNcPKPU/oFVKtnC7dsQE+vr6yj09CfubMGdljeCcTYAJMgAkwgdpCwORiOqBfP9DsTfoiphPvienKIG9JMc13ViNFYSsrpjSzVO+6YbJi2jE0GLNy28mKafN6MVg/a5bRMmhIpFR7rIiY1g9FYZtm4v43jx5BUf1Q3DysZ3rSCk4/qr02fV5/fCWKUiJwrkkqOmdnV0n7/euvv0RGfGJiIjp06IDz58+Xe10qoJ+ZmSmK3WsjphS5zM7OFl3+FMG0s7MD7aMu+8cee0x3zZJiStOqdjdgSAKNbz116hQmTpoIhYMD/CKC0bRfB6O667Xi2nxQF/hFhohEqTZdc7HxxWdkhVQrpsuf2SySoHQ/sMTKTz/9hOXLl4v/caPoMC9MgAkwASbABB4GAiYX02FDh6KxhJhO9nYT/+F9NNBLUky7u6iRaGcjK6Ykrz3CQ2TFtEtYCKa3aysrpllxsVg1bZppxJTKRdUPAwmqVigL27dC0fjRuu/a7ZX9vHnkRbydGou3YoPw+zuVn2OdisyTNFF2/ODBg/Hxxx9X6N+VvXv3ol27dqJbvuQJJKs0w5F2iYyMBEVVKVpK3fXaRa1Wa1dLzYCk26hnhUpLbdy4EWqNE6xtbBAcF4GsYflVIqTpPdvBI9gXCqUD8gb2wrZXD1RISLVi+vi+rWL8acnHpqoDM2bMgNpJjaSGKSjo3wvxiQklD+F1JsAEmAATYAK1loDJxXT0qFFopLDTGzGd5nNXTJfKiGkPFzXiyhFTkteuoUGyYtqtbigmZbeWFdO2CQlYMXlylYmgIQIp6pgm1UVRSqTu/sUrHxU1TQ25TnnHbpo9G8tjI1GcXBe3164u07B/vXQR//z0U5nttOG7774DzTkfHBwsutmLior0HqdvI3VJUyF9fedQlzyNI9UucXFx4l7Tpk3D6tX//4wLFy7UHlLuJw0NoIiro5MTLKwsEZYSi7ZjDSv5pI2IlvzMmzMCDTq3hLOXG5zcnNF3/HA8ffawQUKqFdM1B56C6t7wBJp+deiwobBXKJDZuiW2PvcMLn32LtY8tRnR9WLK/b18ABNgAkyACTCB2kDA5GJKc5TTGFF9Xfm0jeYAXxzgKRkx7e3qhGhb+YhpT1c1OgUHyIppz4gwjGudJSumuUn1sXT8eJ0Ylid5VblfiGlKhJj16fbFC3ef4dxZ0f1+fesTVfZMWxcsQNMmTfD722+huGkKrud3xF9FhaIt02dxagxujBhSqm1TslGfPn0QEREhyh6VlMhSBwKg0kj6FirD1K1btzK7aLxnYOD/F5kngSVRpWXKlClYt25dmXPkNty8eVNk8FMUk2qQRmVUvuRTSSHtMmsYErKbQOmshnegL0bPmypKPmklszKf6w/tEsMWuubnw87eDrn5nbD3+CEhpCSl9Lfhma0Ij6gr95N5HxNgAkyACTCBWkPA5GJKUa8GDvrHmFK5KMrKX+AvLab93JwQaWMl25Xf180J7QP8ZMW0T2Q4RrVsISumnRskg8opVaVwVvRaInu+QZQQ05svHdY9A2XpF/bI032v6PWkjtuxeDEaN2okGvA/v/yCG6OGojg1Gj+/fBTX8zvcLfKfGIyfnt0HksnWrVujQYMGopySXEITXZC632k2J30Ldcvrk0ya6tPV1VV3Cs3kRF37tHz11VeySVS6kwDQDE30rFR/1F7lgLhWaTC25BOJaYepAxHdrAHsHOwRVi8S0x5bVKno6P3iOm/jCtRLihfDC3oO7ocXL54sJaRaMd28dweCQ4JL/lReZwJMgAkwASZQawmYXEwp0zr5PjGlqUjjVErYWFnB0twcc/08JCOmA9w0CLeWF1M6JtvPR1ZMB0ZFYFjzZrJimt8wFfNGjKgyCZSSQ33bhZimxoiu/Bs7tuue4cbuXaIe6a3Tp3Tb9J1f0W27ly1Dg/uK0v904DkUJ4ULKb2WEIyNvs6ItbVGTlZWuRnhJWX18uXLSE9P1/svS0FBAXbv3l1mH40BpeQeKuc0duxY9OjRo8LjR+liFy5cQP369WFrbwdHV02VlXyiOqThDeNF1JVmaFr0pP6ST/cLp9x3qmE6adlchMdEQuPijGETRuOVqxf0CqlWTKlL3z9AvqTU7du3cfDgwTJseQMTYAJMgAkwgZpGwORiOn/+fCSp7s781NtVjQiVEnY2Nhg5fDi+/vpr2NvaYo6fu6SYDnZ3RnA5Ykqi29LHW1ZMh8REYWDTJrJi2rNxI9CUnRWVvKo8TohpWpwYU1q8cnmpZyhsmoLiRfNLbavsvfetWIH697rKtY31t6tX8FV8MJZ5qRFiaYGeUZF4597MStpj9H02bdoUNDZSu7z++uto0qSJ9qv4JPGk7H0SU0qYKrl88MEH4uvLL78skqjeeuutkrsl1+malEhFc8VTd72bnxfSumWj67yRRic1tR7VHUEJd0s+pbdujsf3PWl0hHTPxaMYNnMCvAP84O3ngynzZ+HM+2/ICqlWTHcc2gcviaz877//XkxiQMNh/P39JXnxDibABJgAE2ACNYWAycV08eLFcDA3R5BKBbVSidmzZuHGjRs6Po4Od6VVqpbpUA9nBFhZynblD/NwRjNvT1kxHREbjb7pabJi2ie9MaYM6F8lAmioOJKYXmuWCpJQmrWp5PlFc2fdzdbXjj2tRLko7fUOrFqF2Jj/T6b57rPPMNrXQzAe3yQd373/nu7dlLdCWflffvml7rDXXnsNJKu0UPLRli1bEB8fL6YhpXZASU1UBopElTLlW7VqpTu3IitUVoqy913d3GBpbQXfukFo1r+j0TJKXfbNB3aGb2SwEN3sgo7YeHi30UK688yL6DV6MJzdXBAeHYGFqx/FhU/erpCQasV015HnxO8tyYeqIPTr109MONAxrzOmzp6BpKSkkofwOhNgAkyACTCBGknA5GK6bNmyu0X0V60qlXmtpeXs6IipPm6SEdMRns7wtZQX05GeLkj3dJcV0zHx9dCzUaqsmFJEdULfPqWkUCt01f1Z2DgBhdmZuNa8EQqHDiz9DOfPobBRLIoXLyi9vRKCemjtWkRHRoKilf3790eYnx+W9e6FO+Vk2D/99NOicL72vdEnzVlP40C1y6VLl9CsWTPxddy4caLc07Vr18R3EliqQ6rRaODk5ATKsKdEp4ost27dwvjx4+GoVosM+yAq+TS8wGghpQhreo8cuAf5QKFSouvgPth+4qDRQvrEsf3o1LcbHFRK1G+YgtXbNxkko1oppc89xw8JZsSJxD+3QwcoFAr0HdgfF9+6jG9uXMOuZ/cgLj6uIij5GCbABJgAE2ACJiVgcjGl7kaKkEkt7hoNJnm76hVTSoqqr7CDs4W5bMR0jKcLGrm7yorphIRYFDRIkRXToZnNMLpnD6PlrzISK8S0Uw6utWqCwg5tyjxD8SOLUNSwHm6fO1tmX0Xv9/3JE2jbJB0Ke3sRYaMxn3///bfUqym1naYZ3bdvX6ltoaGhYjiGduPFixfF7E/a7/d/Urc/jQmlaGpFFpJeGgKgdFSJCGl4ajzajutttJCKkk+dWkDj6QqNuyv6TxyJXeeOGC2k657fiVad28HWzg7NWrfAtoO7Ky2kWjl99uRLImO/SUYTOGmcMHbSeLz96ftCSElK6W/vC88iOia6Ikj5GCbABJgAE2ACJiVgcjEt79d7u7mBpiYt2ZU/y9cdaWqVSI7KSE+Ht4NCVkzHe7ki2dVZVkyn1I9HXnJ9WTEd2aI5hhfkV1r8KiqI+o4jMS3qlS9mfipMiyv7DBcvoDAjCUUzDZ8A4NMjh5Gb2QxWlpYICQ7GCy+8UN5rKbOfZlnSzku/cNFCfPrppwgJCcG3336rO/bYsWPo3bu37ntlV65evSqGBCgdlbCxs0V00xTkThlgtJB2njkUCW3SodSo4RPkjzELpmPfa8eMFtJlT29EWsum4lnb53fG/lcPGy2k5z9+C/NWPoLgsBBonJ0xZ9F8fPz156WEVCumzx15AeF1wyuLm89jAkyACTABJvDACNR4MQ3w8sI4r7tiSlOU1lc7wtbaGgP79xclgCjT20vpICumFHFNdNbIiumM5AR0SIyXFdOxrbIwuEvnslJYiS5zffIpt01ETIcMQGGrJqJklL4s/OLVj6OoQRT07dN37dd370aj+HhYWFiIkk9XrlypdMOjGqTPPfccntrxlBiaoVAr4ermim+++UZ3TSpov379et13Q1cOHz4sivCTkDqoVYhv3bgKSz6liJJP4XFRmLFqsdEyStn3c9YvR3xqkpj5qdeQYPa9/QAAIABJREFU/jh8SX/JJ230syKfp99/AxPmTIOPnw9Cw8Owct0q/K/wW71CqhXTF44dRlBwkKG4+XgmwASYABNgAg+cQI0X0xA/P7RydECUowpKe3tMmTQJVNtSu1Cmtls5EVMaoxrrpJYV09kN6qNdXKysmNLMUP065JpOTCeMuRsVbRCN609t0/schS3TUDRhjN59Wjk9vHYtIoODYWlpKeawp+oHUguN8zxw4ECZGqPHjx8XY1DPnz8vTqUudZJOSjpqsrwNMh7LhrWHEg0z0kBjQGlGJyqUT9OVGrLQ/Tdv3gxf37tTezq5uyC5Q3PkzRludIRUlHxKjRMJTYnpDbB46xqjhXTf68cxYekchEXXhbOrC4ZPGltuyaeKCOnxK+cxeOwIODlrkJhcH1t3bcfX13+QFVKtmB45eQx+/n6GYOdjmQATYAJMgAmYhECNF1Ma70jlbpY+8oheqaFZh5zt7WUjpjN93RGhdpQV0wWpSWgdEy0rptNy2qJnTltZ6dPKX1V/iq782TNERJSSoIrmzdb7HNe3bEJRcl3cevWVMvs3z50Lbw8PWFtbY+TIkXp5alshjfOkBCQPDw+RHW9mZiYSomj/U089hbZt22LMmDGiRihty8/Px7x582Bmbo7wbvHI2dsNbXfnwzcrDPZqB3h5eeHNN9/UXr7cT5rxia7n7OIsapB6BPqgcfcqKvk0shuC4iNhZWONJtktsGr/NqOFlEo+DZ0+Hl7+PvAN9Me0RXNw9oM3je6yf+HcK+jWvxcUDg7IbNkC1C2vFc6Kfh4/exKeXl7lMucDmAATYAJMgAmYmkCNF1OqYUllgKQWKo3jaGsrKaaUIBXmoIC/UikrposbpaBlZISsmM7KbYeC1q3KCF9VS6i+64nxo0sWoigxFIWD+6Gwfy/J5yjMaYHC4YPE/lsXL2DO8OFQq1RQKpVYunRphbLdqVueMuipfBMtKSkpIjHp+vXryMjIEElR9F4cHBzE/q5du+LQoUNiTGmD9IZwifZB8w25aLe/O5KnN4XCRYXxkybIJrrRhajrf9SoUVA7OQlx9IsIRuaATkZHR6nkE13HNyJYjPVs260TNh3ZY7SQ7jh9CD1HDoTG1RkRMVFYvGaFwSWf9EVMd7/8PNp2zhVTklLJp1fPnzJYSLXieuLCGbiUmD1LvDD+BxNgAkyACTCBGkigxotpecxoqkkHG5tSYvpcZCCmeLuJKKmzSoX+/fohzN1NVkyXpaWiaXi4rJjO69wBXVo0lxRCfUJZVdsKs9JRTGKaEIyiWdNR2DpD8jlu7NopZoMa3S5HTFbg4+2td1YlObaUyESZ9rRQwfrExEQRYaV6o1QIn6YFpXJQNBsTLXl5eXjxxRdB40CpiP7goUOg0CgRPy5NyGnWk53gkRyAqPgYkRglTirxj7ffflvcLyoqCnPnzhVR8lYjqqbkE0Va3QO84eCoRMGQvth+8nmjhfSJl/ejY58CMX40KS0Va3dsMTo6SoK6Zf9ONGnRDPYKBfoNHoDX3nmz0kKqFdOzb1wUJbhK4OZVJsAEmAATYAI1kkCtF1MqGWRrdXdK0n0RAaCapX5KJfw8PcW4yN9++w3nzp1DSDnlolamN0LjkBBZMV2U1xm5TaWFsKokVN91CnNbi4z7oqS6KFrxqJiaVN9xnx99Ce2bNcU6X2c8He4H7RhQfa2PhPOHH37Qtwv79+/Xieljjz2GRx99VBxHY0mpW566+W/evKk7t3PnznB2dka7du3wySefiO1vvPEGfIL84JsZhjY784SgRg1IgsJJiS1PbBHH0FjVrKwspKWliWkz6Zk+++wzMac9RTkr+0djUFM6Nhcln5w93DBw8mg8c/4lo4V07YEdaNkxR5R8ap6dhade2FslQrpiy1okpNSHWuOEcZMn4N3PPzRaSLViSvVMtZFt3QvjFSbABJgAE2ACNZBArRdTqoNKY1D7uDnBVWGPmPBwER0sWX+TCo8HuMiXi1qdkYbUoEBZMV1W0BVt09MkI5X6RLGqthV264yicaPuTkm6fq3IzL959IjuWd7YuwcN4+JEQlPLFi3w+dUrKG4Yg58OHpBsdmvWrMHUqVP17qcpPZOTk5GZmQkfHx9dwllOTo6unBR15e/atUucTzVPKcHp/oWGAvTo2xMqL2ekLc4SckqJUUo/Z6jdNGKsKtUuLbnQ/2zY2NpUSkqp5BNl6zs4OcI3OABjF86okpJPS3dsQMMWGWK8a8fueXj2xBGjhZRKPs1dsRhhEeHw8vHG3MUL8Mk3X1SZkGrF9PJ7V2FjY1MSMa8zASbABJgAE6iRBGq9mJIMkZimN2gAGo+qb6GkGx+Nk2xX/rpmjZHk7y8rpit7dENWagOdDFaVdFbkOoUD+9wdW9oyDcXLloCSoYrXrcHhdesQSXPCW1ujb58+paKYPx99CcUNovBX0d0qBvfPpPT4449j2rRp+pBhz549Yq75bdu2iZqh2ulBJ06cKLrqaTuNO6Uu+IosFIFVOjsiNL+eLjEqoG0kXLzccOrUqVKX+O6772BpZWmQmHaYMgDRTZNFpLVufAxmrn7E6OgolXyavW4ZYhskilmaeg8bgCNVUfLpvcuYMHsqvH29ER4Rjsc3rCm35JNWMivzefXjd0VJsFKQ+QsTYAJMgAkwgRpIoNaLKXXVv/7667Jo33nnHXg4ymflb8psgno+3rJiuqpXD2Qm1zeJmBaNHYnCHnli1qeiGVNwsWkjzPVxE/Ohz5o1SzJB7MbIIbjesyt27twJW1tbvPvuuzpWK1euxIwZM3TfaYWk8J9//hFR5z59+oh9tI0Sp2jaUYpmUtf72rVrKzxDE50/efJkBAQEiK798hKj6H82qApARbrxc8b1RliDOJEolZTREEu2rzVaSKnk0/glsxESGQ4XN1eMnDwOJ96+ZHSE9OU3zmLgmOGiuz6pQTK27d5R5dFRfeL63hcfif95K/Wi+QsTYAJMgAkwgRpIoNaLaUWY0rzvLhJZ+R/3LsDjTRohwEmNYHc3WTFd37c3miTEm0ZMZ04DjTM9lpqIGZ4a9HLX4L20RNmfT93o/9y5g+LG8djSrq0YG5qUlKSbZnTFihWgove0UNktmpWJkpxoithnnnkGffv21V2fxphq57nXbSxnha5JchsZGSnG+/76669CehcsXlg2MSrp/xOjqO4pRcFprnopOe04bRAC4yKEkGbkZGH1s8aXfNp94SUMmTYOXn4+8AsMwPTF86qk5NPzZ48jv29PkdDUonVLHDz64gMRUq2kfvTV54Ln/RHzcl4f72YCTIAJMAEm8MAJ/CfElJJx1Pb2pbry3+/ZFfNSkxDgrEFYYCCoizoyQL4rf0v/fmhYL+aBi+kPp05iZeOGeC7EA7MCvPF+p3b46/vvUFw/DP/eN688JQ+dPXsW9erVEzJC40h/OX0KXyWEYO2sWfD398eyZctEQyPZnD17tlgfP348jh49qmuANHa0f//+uu903YouJ06cQOvWrZGamiqmKaUI7P2LdGKUCmvWrhHP3mW2dBH9NqO6i2M2v7TX6AjpU6deQI8RA6BxcUZkbAyWrHsMFz99x+gI6TNHDyK7YztR8qlzfh6obJNWFh/k56fffSlY0f8Y8MIEmAATYAJMoCYT+E+I6f/+9z842NoKMb3SrTPGJ8bBValEclycLhP8zJkzCPf1lY2Ybh00AEmREQ9MTIvPncW6mTNBkwwMjo3Bt01T8POLh1Cc3Uy0qeIm9fHrmdOl2hdJZ/v27XHp0iVRymnQoEFi/wuNG+DtxvXxyvHjovufZJ2OnTNnTqnztV8oYrpx40bt13I/KdmMzqGILN2fKiGUt0glRqkDXIVIUSKTVMQ0e0xP2CsVRknplqP7kNurK+wdFEhJb4R1Tz9ptIxSyafNe3egcfMMESHtP3QQXn/3ikmEVCu/XxZ9J3jSpAW8MAEmwASYABOoyQT+E2JKRdupa3hATCSUdnbIatYMp0+XFjrKDA/y8pIV0x1DBiMhPKzaxfT7kyeweMwYMUtTbEyM6Ar/+fLrokv+j08+QXFyhGhTN0YNxa3FC0q1r0WLFuGVV14R2ygiStN50jJ+xAh8lhyJHzdtwODBg5Geno5HHnlE1AwtdQEDv5BcUjmpunXrgiSYJjwwdKHEKJWzWjdjVPauruJ9UXe9lJi2HddbFMqnBCVD/9YceArNc9uI81vktMaOF/dXiZAu37wGcUkJYtrQ8VMmgsZ2auXQ1J/U/mlyBF6YABNgAkyACdRkAv8JMb127ZoQnYIuXSSzyC9fvgx/d3dZMd09fChigoKqTUypBumk/v2gUauRkZ6u61qnmZZ+/+wzIaT//vUXiuuH4q9rP+DO7l243rFNqfa1YMECUFf67du3kZubq0uKGj16NPbOnIHi5Lq4cfWq6NKnYvbz588vdX5Fv1D9Uyo1FRISIsapFhbezfyv6Pn3H/ftt9+i5IxRJFKUaS8lpu0m9IWltZVBUrp0x3qkZqaLkk+deubjuVNHjRbScx9dxexHFyEkPBTevj6Y/8gifPrt/2qMkGqF2NLSEvTvAS9MgAkwASbABGoygf+EmNK879SdL7dcvXoV3q6usmK6c+hghPj4VLmYvnvwAAbndRFd9rnt2oHqrpZcaCalv27eFLVL8c8/KG7WQIwb/fPbb1CcVHqcKYkmJS15e3uLsY3azPqRI0di69atuLVkoTj/1YMHhaxrC+eXvJ/cOiWS0djTiIgIrF69Gr/88ovc4Qbto7Go2sSoOuZmaD+xn6SY5k7uD3ML8wqJ6aw1S1EvOQFKRxX6Dh+EI6+dMlpIT737OsbNnAJPby/UjayL1ZvWVWvJJ61gVvbTzs5OTPdq0Avhg5kAE2ACTIAJPGAC/wkxrQhTyiB3d3LSK6bvLl6AcW1aQWlvDx8PjyoT0ws7dyKvdSvY29mhX9+++Oijj/Q+KnW7499/UZwYgr9v3sD13gX4ccsmcWxxeiJ+PXtGdx6NGaXZmUggKQqsVqvFvhEjRoBqj9JyY0AvXO/SHl998YXuvPJWqNZo27ZtRe1SKr5fcgKD8s41dD8lRplZmCNnfB9JMe0wdaAQa7lufBpDGhgeAjcPd4yeNhEn33nNaCE9evkM+o8aCrWTE1IaNsBTe56ucdFRffKqVKnwhQHv29B3xsczASbABJgAE6gKAiym9yiSFDo7OpYS09fmzkK/pk2gsLNFu+xsPPnkkwj09TVaTI+sX4+WaWlQOjhg/Lhxonao3MsUYgqgOCUCf3z2GW7NnYWbUyaIU6hOKUVBtQvVNKWsfFqo6zYoKEisDxs2DNu3bxfr//72G4qzM3Fz3CjxXeofJJ8koVRIn6T0/kL4UudVxXaaK77t2F6SYtppxhAhpnsvHZOMmq7YvQXWNjY49+EVo4X04Jlj6Nqnu0hoatkmCy8cO1wrhFQrqU4aJ91UsVXxfvgaTIAJMAEmwASqgwCL6T2qn3/+OVQKhRDTV6dOQqcGKbC3tUWfXr3w4YcfiqOuXLkCH0/PSonprYsX8MzSpUiJjYWriwtoLCjV66zI0rhxY3EYRUd/e+My7uzaiet57cW2n/buRnFOC91lpk+fjvPnz4vvVDyfkqFooaoDJcsF/VV4DcVp8fhx3RrdudoV6p6nbnrqrqdue4q+PuhFpXZEm9E9JMW0y6xhQkyfOf+SpJiu2r8Njk5qo6R015Hn0Dq3rRgWkdctHycvnq1VQqoVUzc3N7z//vsP+jXy/ZgAE2ACTIAJGESAxfQeLprRiBJumsfGQqlQYNzYMaCEnJILzZrk4eZmkJhqSz7VDQ5GoL+/KDRPs1UZsugipq0y8Msrx4ScFqfFiUv8ffu2qGdKyVC00BSjNJaUiuVT0pRcl/vv770rEqpo6lJaKIGJCu5TQhMlNlGCk6kWqinaemQ3STHNmzNCvK8dpw9Jium6gzugUDpUSkw37t6OtGZNoHBwwMBhQ0DzzWslrzZ+enl746233jLV6+T7MgEmwASYABOoEAEW03uYvv/+eyE68+fNk4xkUne/i0ZTITG9v+QT1fiUk0S5t6UV0+td2uGnfXvuzuaUGIJ/7iUeXc/vgB833605SlN/hoaGisx8uWtq95GUXksKx7S8LqLkE5V++umnn7S7TfZJ40KzhuVLiill69P/SGx79YCkmG44tEtk4FNt0Yr8UVH9ZRtXITYxXhTbnzBtMt7738e1Wki1Eu3n7wcau8sLE2ACTIAJMIGaTIDF9N7boWk4y4tkUne/o1IpK6ZSJZ+MaQRaMb3Rv5dOQIsb1cNvb10Vl72z7Ulc79RWrN+4caPCt6Ii+FQMf254ML5MisDvP3xf4XOr+0AvH2+0GJInK6aUlf/Esf2SYkqzQllaWZUrpTQGddbSBQgODYGPny8WLFsMmi1JK3UPw2dQSDAuXrxY3a+Nr88EmAATYAJMwCgCLKYG4KPufpqF6fali2X+3jnwnGzJJwNuU+ZQnZiOHYnby5aI/SSiNL6Ulr+vF4vu/L9vlF9AnUoyPfvss2jYsKGYNpRqntJCiVDFbZuDEqNqwuIf6I/mAzvLiqmFlRU2HdkjKaZbjz8HMzMzWTE9cPpluLi5IjI6Ems2rwfNkvQwiOj9vyG8bl0xzrgmvFt+BibABJgAE2ACUgRYTKXI6NlO3f3W1talpLSiJZ/0XK7Cm7RiemvOTNycMUWcd3PCGNxaOE93DSq0f+epu+WgdBtLrFDi07p168QsUlTblMpjlVyocD+VkLreowv+/eOPkrtMsk4Rvmb9O8qKqbWtDda/8LSkmG4/+bzo7peb955mfVI5qh5KGS0pp5HRUXj11VdN8i75pkyACTABJsAEKkqAxbSipKhcU3GxiMBRxNTQkk8G3KbMoVoxvb12NW4M7if2/7hhHa7366k79seN63G9oJPuu3aFnnn27NkioYnGn3733XfaXWU+//n5ZzGTFF3n399/L7P/QW4Ij6iLjL65smJqp7AHTS8qVcv06bMvCjE9+8GbklHTZ44ehIury0MvprHxcXj55Zcf5CvkezEBJsAEmAATMJgAi6kByKi8EyXcJMXEGFzyyYDblDlUK6Y/H35RdLfTAb+cOilmcNIe/Nf334nu/H9+/FFs+vTTTzFkyBCEh4dj+fLluHPnjvZQ2c9/fv0VlGRF5ahM2a0fXS8GTXq1kxVTe5UDHt/3pKSY7rl4VLwvucL6e48fEiWlSkYXH8b1+sn18eKLL8q+e97JBJgAE2ACTMDUBFhMDXgDP//8MzQaDdauXVtuopQBly33UJqSlJbfP/gAxanRYv2fO3dQnBiKv0vUQi3OaY4rC+ahY8eOSExMxM6dO0FJXYYuJKSU6U/jWLWZ/4Zew9jj4xLi0bhHW1kxdXBSYfkzmyXFdP/lV4SYvnL1gmTE9LlTR0VJqIdRRkv+ppTUBjhw4ICxr4XPZwJMgAkwASZQrQRYTA3A+++//1a65JMBtylzqFZMSRiLqEzUvXJOxS3S8PPLR0HPdfDgQSyOCsfhmBAcP368zDUM3UBd+de7dcb13NagLv4HvSSlJKNRQRtZMVW5OGHpjg2SYkpd/JT89NLrpyXF9IVzr8DWzvah78pPS2+Mffv2PejXyPdjAkyACTABJmAQARZTg3CZ5mBtVz7dncpE/f7O2+JBikYPx4lO7REdHY2ePXvi7ROvojgpDNpi+8Y+7b9//onrPbuiuF1LUTvV2OsZcn7DtEZo2LWVrJiq3ZyxeOsaWTGlclGHLpyQFNPDl07C0tLyoRfTjMym2LVrlyGvgI9lAkyACTABJvDACbCYPnDkht+wpJheb98K3z+1HfPm/R97ZwEW1db18e9e77UVuwsDRCVEkFIElBAkFUVFRAQVEcXu7u7C7u7A7u7uwI6hbFTk/z1re2dkgHOYYYaad+/n4T3n7LPr/Pfc9/7u3nutNQpdKpfHBZPaePHihazRqPatZS6lZJkq3DBrff+2kLg0BkWZyqxkbdMI5t4OomBarGxJjFk0QxRM8+bLB4pzL+Rgf/+lk2y7P+m2tybeN3F0wIoVKzJr+jKlH/I0QcZ90j9pyF0KECHNo2ta/okzZbC8E64AV4ArwBVQSAEOpgrJlLWFpFv55OA/wrwuhmuXx+TJkxF98yYkprogeJQmClkqaWgMJCZKs1S+JiYkIDqoPSRNbZAQG6Nye4o00NihCcy8moiCaYkKpTFi/lRRMKWQpFuO7BUE08PXzjIw1VT/pVLIdnJpiiVLligifY4pc+HCBTRu3JjNn6OjI06fPs3GfujQIRgYGLD8li1b4vLlyznmm/hAuQJcAa7A/7oCHExzwC/AzMwM3t7eqFu3Lo619YGke7Bs1BJLA3y7kuRfvImJDEy/HDwgK6OOGwanXTpC0tgSPyKfqqNJ0TaaujjDxN1OFExLViqLYXMmiYKpVtEi2HBgpyCYHr91kQGMpkV6kgKp9Orq4YYFCxaIap4TX4aFhSFPnjyIipIPLuHq6opSpUrhezbwyZsTdeVj5gpwBbgCWaUAB9OsUl6Jfrt164Z9+/axGp82b5SFH6WMqA6++DBvjlxrcVMmgrb01Z4SExE7egQk5rXx9eQJtTeftEE3D3fUc7URBdPSVcpj0IxxomBarGRxrN27VRBMT927ysD0buQjjT5n6tnCC7Nnz04qsUbcGxkZgSA0aSJPFEWLFkVISEjSbH7PFeAKcAW4AjlAAQ6mOWCSkg7x2+VLkDSsK8uKmzNLztE+vfj57q1ajaBknf1382nLJkjq6+HD0sXJX6nt2cu7BYxdrEXBtGy1Sug3ZZQomJYsUword24UBFM6e0q+aW89uafRYNrCpyWmT5+utvnJDg29fPmSzV3yleDjx4+z/L1792aHYfIxcAW4AlwBroASCnAwVUKs7FCUznhK6lWXhQ39dukis9RPPrYo/zZqNYJK3v63q1cgsTJETN+ecmdck5dL77NPm9YwcmogCqblalRGn4nDRcG0TIVyWLp1rSiY5sqVC1fv39RoMG3t2waTJk1K73Rky3rh4eEMQG1sbNCqVSvZn6GhIfLly8eNnrLlrPFBcQW4AlwBcQU4mIrrky3fSsz08P3BAzY2MnwiA6gfz5/JjfXL4YO/V1bVaAQl1wGtzL59w6z1yRF/Qkx08tcqPfv5t4eBvaUomJbX1UbPsUNEwbRClUoI37BSFEzz5M2Di7euajSYtuvQHmPHjlVpTrJbZXf3367SaOs+6R9t77u4uMgNd/HixfD398eVK1fk8vkDV4ArwBXgCmQvBTiYZq/5UGg0ZB1PjvWlKcqzKT5tXC99/H0lIyjrevh8IGPjo5Mj/ujgQEgameD73bvyY1DhqWNQIPQbm4uCaUW9aggdOUAUTCtV18b8tctEwbRAwYI4c/WCRoOpf2AARo4cqcKMZK+q8fHxKFCgAAYMGCA3sNevX7OgCvPmzZPl37hxg0Vro++3srKS5fMbrgBXgCvAFch+CnAwzX5zkuaIogP98GHBn3/xxo4chpg+YSnqxc2dDYLWzEhxM6eBVnI/R6jnXF/XkK6obVtfFEwr1a6BkGF9RcG0as0amL0iXBRMCxfRwslLZzUaTAODO2HIkCGZ8VPIlD7IGJDOBp88eVKuP1oZpfxnz+R3EKjQnTt34ODgIFeeP3AFuAJcAa5A9lKAg2n2mg+FRhM7ajhiBvSRlf28LwISx4ayZ+kNxblnFvRnz0izMvTKxmGmh7ipk1T2oxrWMwx61iaiYFpFXwddBvUUBVOdOjUxfck8UTAtVqI4jpw5odFgGtw9BP3798/Q+c/MxmlbPm/evGwLP2m/5NdUW1s7aZbsvm/fvrh165bsmd9wBbgCXAGuQPZTgINp9puTNEf0ceVyFsdeWpAZRJnUSDUyE3Md5eMlLZrhV9rOlzS2QJSXC368eJ7u/vr164eaDYxFwVTbSA8d+4aKgqmeYW1MCZ8tCqalypTGgRNHNBpMu/Xsjl69eqV7PrJLxc+fP6NPnz7MdykZrQ0cOJAN7e3bt8w91F9//YVChQph6tSpckNet24dIiIi5PL4A1eAK8AV4ApkPwU4mGa/OUlzRORDVGJnLleOQoaSj9Pk6deHD8y107drV5O/yrDnxG/f2Ioube1/3LAuXf0MHjwYNS3rioJpVeNa6NCrqyiY1qlniAlzp4uCabkK5bH36AGNBtOe/XojNDQ0XXOR0yutX78eR48exatXrxCXiWF1c7pufPxcAa4AVyArFOBgmhWqq9jnz1cvITHRkdsuj5s8AdFB/qm2TE7xyX1UZqcvR48wl1J0JlbZUKYjRoyAroWRKJhWN6mDdt07iYKpoVk9jJk5WRRMK1WpjJ0H9mg0mPYdPABdunTJ7J9AlvdHZ07J2T5FTaMwpb9+/cryMfEBcAW4AlwBroCwAhxMhbXJvm/I4t5UBz9evpCNMf72LWZ8RO6jkqeE6ChI6tdUq9V88j6EnhNiYxEd1J4B6pejh4WKpcgfM2YMdMzSANP6BmjTNUAUTI0tTTFy2nhRMK1aoxq27t2h0WA6cNhgdAwMTKEzz+AKcAW4AlwBrkB2UoCDaXaaDSXGQjHrvxw7KleD3EMlz5MWiBnUD9FdOkofM/1K7qwkZrXYFj9t9aeVJk6cCJ36BqIrpjrmhvDp7C8KpqbWFhg6cbQomNaoqYONO7doNJgOHT0Cfu3bpyU7f88V4ApwBbgCXIEsVYCDaZbKn/7Oozt1ALloSprIUj+ptX7Sdz/fvP7tiP/p06TZmXpPK7zkjJ+Mo+KvXxPte9q0aahhoi8KprTV36KjryiYmts1xMCxw0XBVE+/NtZu2aDRYDpywhi0btNaVHP+kivAFeAKcAW4AlmtAAfTrJ6BdPb/Yd4cRAW0k6vNznRa15PLS/oQ3TMU0d2Dk2Zl/n1iIuLmzGJHC8hjQOKPH6nk/ddEAAAgAElEQVSOYdasWahuXFscTBsYw7O9jyiYWtrboN/IIaJgql/XECvWr9ZoMB07ZQK8vb1T1ZpncgW4AlwBrgBXILsowME0u8yEkuP4ev7c75CjSeqx8KT19RB/506S3D+3zGiqfk3QedSsTvF3bkPibAuJrRkofGryNH/+fFQ3qiUKpuTn1LVtC1EwtXZqjF5DB4iCqZGJMZauWaHRYDpxxlR4eHokl5k/cwW4AlwBrgBXIFspwME0W02H4oOhc5oS8l0qeS9XiQyNmIN7udw/D7HjRiPK2/1PRlbeJSbi44plkFjUQVT71vjxLFI2GrKmrmpQUxRMa9vUh3MrD1EwtW3miO4D+4iCqYlFfSxcvlijwXTa3JlwaSYfP14mtobenDt3DvXq1UNiYqKGfiH/LK4AV4AroHkKcDDNwXMqcbQGRVtKmpiRUbMmSbPk7lk0KEuDFPXkCmXyQ0JcHGL692bb+7ETxoCge/ny5dDW1xUFU/3G5rD3aiYKpk3cnRHSN0wUTM0aWmLOovmZDqYHnpzHw/fPM6XfWQvnwtHRMZNnNvO7S0hIwM6dO5l7qFGjRoEiQXEwzfx54D1yBbgCXIH0KsDBNL3KZYN60WHdQCugSRO5ZyIfpz/fv0uaLXf/cfVK5qA/NddScgUz+SH+1k1EeTSFpKEx9vTtjSq1a4iCqYG9JWzdnETB1LG5Kzr37CYKplY2DTFzwZxMAcQX0W9l/Xhs8YPnto7Y9eikLC/pe3Xez1uyEHZ2dpk8o5nX3bdv30DHP8hf6cKFC0HPlDw9PTmYZt408J64AlwBroDKCnAwVVnCrGuAtsGjfDxTDIDCgdI7wUR+UJ0a4cPC+YJFsvLFp00b8Ny0JrbpVkCnsHaCcGrk1ADWzk1EwdS5lSc6du8iCqbW9raYMnt6hsNhctB02+yLthG94LU9EAPPzMaD988ybAyLVi5FQ+uGWTmtGdJ3dHQ0C0vaoEEDbN++PQWEenh4pMjLkIHwRrkCXAGuAFdALQpwMFWLjFnTCHOqb147Redxc2cjyrdlivykGV9PHIfEvDZohTU7pm1r12K8djk8M66Gpfbm8B3aJQWgGjtbw9LBRhRMXdu0gH/XIFEwtWvqgAnTJmcYFCYHUukzgWnAwSG4+voBuh4dg5a7QrDtwbEMGceydSthYWmRHac6XWN68uQJfHx84OXlhbNnzwq24e6eTc5TC46Qv+AKcAW4AlyBpApwME2qRk67//UrVd+kP54+ZflpObKP8vNBzOD+2fKrd+3ahQrVK6NTmB8OmtXCg7rVMd3NBm2GdZUBaj1XG5jZNhAFUw+/VvDt1EEUTO2bNcWYyeMzBAilEJra1X1zW/ju6y3rd/mdPWz1tN/pGbj7LlKWn1pdZfNWbVwLExOTbDnXygzq0qVLaNSoEYKDg/Hw4cM0q7q6uqZZJrsWmDFjBv766y/83//9H+rUqYMFCxawe19fX/wQcLOWXb+Fj4srwBXgCiiqAAdTRZXKpuWi3J3wafPGFKOT2Fvh047tKfKTZnx/9IgB7PfHj5NmZ4v7ffv2oZx2RRmE9u3ohZMmNfHAuDqmuf8GVBN3O5g0shAF0xYBbdGqg68omDb1cMWIcaPVCoKKgCOBqffOYLl+r795iNDj49FiZzA23T8s906RNoXKrNu2CYZGhtlibpUdBMW337NnDzs/Onz4cLx/L++JQqy9Zs2aib1W+7uIiAhcvHhRbe326NGDwWjx4sUxefJk9OnTR21t84a4AlwBrkB2VICDaXacFSXGFDNkQKqrnhQVKqpt2g7VqX6Uj5cSPWZO0UOHDqFMpfIyMPUZ3Z3d9+3oKQPUYSa1YGJRTxRMWwb5oYVfa1EwdfX2xOCRw9QGgUJwmDyfwNR9czs8krxI0ffquxFovqMTep2cgjtvn6R4n7yttJ43796G2nVSHvvInNlMXy/x8fEIDw+HkZER5s2bh69fvyrdkItLxrvIIk8Aa9asgZ6uHoPI1atXKz1OoQpxcXEgKKVV0ypVqsitlNLqcceOHTF9+nSZsZdQOzyfK8AV4ArkFAU4mOaUmRIY56ctmyBxT+kGiKzyJaY6+PnurUDN39m/Pn9mVvAf160RLZfZL48fP45SFcqmANOkgHrYoCruGmrjWP9QbDkdkSqgtgkOgEfrFqJg6tnaG/2HDlQZ/tKCw+TvCUxb7OiM3Y9Opdr3rbePEXZiEiuz/t6BVMskb1PoeVvELujo6mT2NKarv5iYGAwePBgWFhbYsmULaMU0valp06bprZpmPQLl2bNno3zZ8ihTvCwcDZxQo6IOli0TMTxMs9WUBaZOncrANE+ePHjx4gUrQDDcq1cvHD16FObm5pgzZ07KijyHK8AV4ArkQAU4mObASUs65B+R/50nTUhIms3uyQAqbsbUFPnJM74cPQyJWS1RF1PJ62T085kzZ1CibClBMCVAtWjpBJ+a1XDXzhzP6+ulCqjtQoPQzNtDFExb+Pqg98B+KoGfEBCK5bttbotOR4ZjwqXlon0TlLbY2Rk9TkwEwapYm0Lvdh+KgHZV7YyeNpXaj4yMRNu2bUEGS6dOnVKpLWllJycn6a3argTOI0eORBGtIqhcpjLc6rmju1MYejTtCb3KtbBo0SK19UUN0dnSXLlyMTgNDAxkbZM7rE+fPrF7Wk3u27evWvvkjXEFuAJcgaxSgINpVimvxn7Jup58gCZPn3fvYv5Kk+en9hwd2gVRHXxTe5UleRcuXECxUiVEwdSqtTN0DGuxldK9C6akCqj+PYPh5NFMFEzpDGqPPj3TBXxCIKhIPoHp0LNzEXQ47WMEtJ3f6+RUtr1P2/yKtJ+0zL5jh1ChYsUsmcu0Or169SpzhN+pUyfcv38/reJKvVdnUAFarewe2h358uaDTkVdtDRvxWCUgFT6V7tKHXbsQKlBihS+c+cOC4ywdOlSBqYEqDdu3JCr4e3tjXv37snl8QeuAFeAK5BTFeBgmlNnLsm46Yzox+VLk+T8viUH+hTu8+v5cyneJc+g6EsSS4M0DaaS18uoZ4KVIsWLiYJpw7bNUK22rtwWPgPUxuZ4aaqLs0Ft0bNze9i7NhUF07ZB/ugaFqo07CUFv/TcE5jOuroeHlvb46nklUL9b35wmBlMdTs2DmQopWi/h04dRZmyZTNqupRul7bn9+/fD2NjYwwdOhTv3gkHhBBqXOpEX+g95Ts4OIi9VugdwWHbNm2RN3ce6FfRh28DPxmISoFUeq1TRR+zZs1SqN20ClHAgDJlyqBJkyYseACdM6W/GjVqgMZE6dixY2pfoU1rXPw9V4ArwBXISAU4mGakupnUduz4MYgOC0m1NzJuiu7RNdV3yTPZCquFPhJiY5K/yvTnW7duoXARLVEwtW7nhio1q8uB6ZZLh9nz7lXzcbmVK14aV8eeOtVwcfkCnHt4I1VA9evSEZ1C5K3jFQU+VcqRH9P51zcz/6URj88qDJn33kWCXEqRY/5lt3crVO/YuVMoUaJEps9j8g6/f/8OWv0zNDRk5zO/fPmSvIhCzxSy9sCBA2mWJahLb6LjJE2dmiJfnryoV80EAbaBgkAqBVMDbQPQmVChRNvv9J7Ohqqarl27hokTJ7JmFHGdpWp/vD5XgCvAFcgMBTiYZobKGdzH530RkDimHtXn+927LAb9LwUBIDrQD9EhnTJ4xGk3T1uTBQoVFAVTG38PVKxeJVUwlQJqzz4hmKBfEy8s9PHcyhDXRvTHuSun5QA1ILQzAjoHKgR4qoBo8rpkkT/tyhq2RT/l8iql+9/+8BiD2uCjo3H19X3R+qevnIeWllbawmdQCbIuHzFiBDNo2rhxI8h4R5n08+dP0Cq6NDVv3hxv3ryRPgpeGzduLPhO6AW5pjIzNUPB/IVgoWOFzk2C0wTSP2BqJIPFpO2Ti6vBgwazc6m06rl27dqkr5W+v3v3LooVK4ZatWpBV1cX9vb2SrfBK3AFuAJcgeyoAAfT7DgrSo4pIUoCiUkNCDnUl7g0xse1irmwSZC8ZxGhvhxMezVKyWEqVfzx48fImz+fKJjadfRCuSoVRcE0dER/WNg0xNkH13FpyVw8cm2CtyY6uOvvgwt7NjNA7RQWgnYB/qJglxwq1fHsvqUdxl1chkW3tqPzkRHp6p/CmA46M4etni6+tUOwjXPXL6FAgQJKzYE6Cj9//hz+/v4gf6LkaUHZ9OHDBxZSlFYYy5Urx+4TExNRr149hZqys7NTqByB76pVq6BbQxfFtIrDppYNQhxCFQZSKZgaatfFmDFjZH0+ffoUwV2CkT9fftiY2WL+sIWwNLbCihUrZGX4DVeAK8AV4Ar8UYCD6R8tcvSdxLoevp5O3ZL5w7LFiPJU3G3Op43rIWlglKXhSglo/s2TWxRMGwe1YC6lpKujqV3DxgyGaQMLuRXS84f34HZwAN6Y6uKJgxVmebjA17eNINSpA0JTa8Njix+Gn1uAcy9vwnNbBzyLep3uMex6dBKtdndjgHv51d0U7Vy6cx25c+fOtN84bTPTKh752ZSeh1S2c3Iu//fff2PIkCHMZRSdtySjOFo57dy5s0LN2draipajowQzZ85E2TJlUbZEOTgZNkWoYw+lgVQKpnW1jdnKMBkotWrZihlKudq6YtWE1Ti67Dj7s65vjSVLloiOi7/kCnAFuAL/qwpwMNWQmadzpLGjR6T6Nb8+fPgduvTJk1Tfp5YZHdQeFLI0qxJt05IFstRvaWpX+84tmUup1IBUmtd7wnDUNTeVA9Nzj27+fr55AVcnjcL1erp4XLcanoUEITJiB15EvUkBdqmBpap5Hlv90f/0TNZXi51dcODJeZX6ffj+OYacnQfPbR2x8MZWubauP7zNwltm5HzSSiYFRqDQp4MGDVJoqz218UyYMIEBLW35T5s2DQ0b/j6m0q1bNwapdEZz27ZtqVVNkUfhS1NL0dHRGDZ0GLQKa6FKWW241/NIN4xKoZSuOmV0UKN6DRTMXxCtnH2wafoWGZBKwdTW3Ja5gEptXDyPK8AV4Ar8ryvAwVRDfgEUflTilPq/hOkTo7t0FATX1CT49fEjJI1M8WH+3NReZ3ieRCJhFsipAak0z6GrD4qWLC66ld9v8kgYmNRNHUz/A9SeQ/oj1N4Oz3p1wxsLffb3rHcoIo/sl4M7VUE0eX3PbQHMgT7lDz47l/0lL5Oe572Pz8Bnb3fmhurCq9vsG249vc/0JHhUdyKDppUrV8LAwICtPn7+/Fmwi9evX4PCdiZNFPedzhRLx+bp6cmcx1MZyjc1NWXFybepvr4+vLy8QFv8iiRra2u5YrQS3y2kG1vJ1K1YE63MfVQGUvJh2szYDeVLVGDnUjt6BWLX3D0pgFQKpk2s7LlDfLlZ4Q9cAa4AV+CPAhxM/2iRo+8YSJroCDrJ/3L8GCRWRoASUXTir19jhlPfrlzOdG3IWIaMRFqN7Ca4aurUrTUKFysiCqYDp49FLSN9UTDtM2IQXD3df0No1Bu2akqrp2/NauF1g7qIHNgbz04fUzukklW91IfpscjL7JxoauFJ0wOn1M7I8wtB8Dvn2kbce/aI6UkQqa5EcEjnKc3MzLBu3TpRgyaaT4rCROFFyT2UNO3cuRMVK1YERTXq2bMny/bw8JDBK/k1pfYpEbhSWXqvaJKumJKXh9Y+rZGHuXwyQLuG7VUG0m6OPeCg74CShUuidLHSCGvXE/vCDwgCqRRMHRs6sjCiQt/w8uVLpgW50+KJK8AV4Ar8rynAwVSDZpzOkQoaOSUmgs6hKmvU9GHhfFaPjgNkZqKzfwSm3sO6CoKpcw9fFNQqJAqmQ2dPhG4dPVEwHTBmGJyaOacET8krRG7bhOdB7fHOtCZe2ZgicsRgPLt8LmXZ6LdK59H2fZuIP479/fb3U9j9k6KwSscDqI8OBwbh39IFIbaaqej8EjhRBCJnZ2ccOXIkzWrPnj2Dnp4eDh48KFeWtv2pDbJYP3fuHPPZSQXc3NxkhlK0YkqhSaWJfHs+ePBA+pjmtW7dunCwd2ArpCbVTNHRNkhlIO1q3w3WejbQKlAE2uW0MbTLMBxaciRNIJWCqYuNCyZPnpxi7GRpT4ZiZChFv/3169enKMMzuAJcAa6ApivAwVSDZjhu2mTQ2VChFDd7BqK83YReC+ZH+bdBVEA7wfcZ8YJW9uhfzs2HdBEEU5cwP+QrkF8UTEfMm4LqNXVEwXTIhFFo4mgvCpbP3z5H5IZVeN7eB+9MdfC6iRUix45QaSWVjJVo1VQKmXQuNODQENmzNF/V62PJC4w6vwhNV3lj/rXN+JWYvtjztOpIIT4Jnuhe0URGUKn57aSzqLS1T4lWQ/Pnz8/uXV1dceLECXZPsGZlZcXuFf0faotcUxXVKop8efLBUqcBujTpqjKQdm4cDLPq5sifJz/q1NDHxF6TFIZRKZTS1dXWDePGjZN9DkG5m6sb+/62zX2xf91BWFs0wurVinnSkDXEb7gCXAGugAYowMFUAyZR+gnxN2+wmPdC2/Vsu7++Hr5d++MPUlpX7MqiQlnXw4fF4WLF1PqO4ILA1GtQJ0Ewde3VHrnz5hEF09HhM1ClelVRMB0+ZRxsmtgpDITPXz1F5IrFeO7rjbf19fDGvA6eB/gicslCPH94R+F22kSEgaI/SaM+3X8XCY+tHXD25Q2F21AGWvNXLQbfiF4IOjIMjz+8SnW+4hPkt/ppHggq69evj/79++PVq9TrpdoYwACTzowmT7SKmtRins6Z6ujosGIuLi6g86SU6AgAGSopkr5+/YqgoCAUyFcAWgW0YFPLFiEO3VUG0gCbQBhVqYs8/+aBhaEl5g2dny4glcKpRxNPjBo1ih1XaNigIQPoYP+uOLn9FG4dvc3+7BrYYdmyZYp8Ni/DFeAKcAU0SgEOpho1nYDEygDfLpwX/KrYEUNBTvSVTd8uX2LnTeNvXFe2arrLk6sgj/4dBcHUvW8H5Pr3H1EwHbd0NipUqSQKpqNnTEKDRg3TB4OS14g8HMG2+F862+J9vRp43cQSkf17InLXVtBKqxA8+u7rA3IZdfHVH5jte2o6Rp4PF6wj1JYi+eQu6tnLF5hzayO8tgdg0d3tSEj84+j+wvs7DFq/J/wAgeKaNWvYmVCygv/48aPgPBIQnjx5MtX3BLMUpSl5ovOTZMQkTXQkICTkd/Qyiv0eGRkpfZXmlVZdaZU1b+68KF20zG+XT05hKgNpW6t2qFWxNnL/kxuOVo5YMW6VSkBKYEpb/qb69VGubDmUK1MOA0IH4sLeizIglYKpQyMHHmo0zZnnBbgCXAFNVICDqYbNanRoF8SOGy34VT/fvf3tOurpU8EyQi/i5syCxMY00/yb/vPvvyD4lFrhJ796DAjEX3//JQqmE1fOQ9kK5UTBdPycaTCzNFcLDD5/9giR61Yy11NkOPXORAcvWzRD5JRxiDx/Sq4POlPqvTMYZEUvBcv9T86h+Y5OslVUab46ruRgn6zSKd2NjYT/oYEIODwY9+Oe4+vPeNAKrvPqlmjSzYtZwtNWMjmeTystXrwYoaGhqRaztLTE9esp/2OGVmHr1KnD/JPGxsbCxsZGKRilzqhdc3Nz/PvPv6hcujI8TDxVhlFy+eRt1grVylRnoNvCwRsbp21WGUj3LTyA7r5hKFuyLCqVr4xxA8fj2qHrKYBUCqZN7Zpi3rx5qWrKM7kCXAGugCYrwMFUw2b307YtkDiLOxWPDgtBTJ+wdH0582/q7YZEBYAlXR0kqZQ3Xz7Qdn1yIJU+0zY/bfdvvnhIEE6nrA1HyTKlRMF00oKZMDEzlcGhOiBQ2sazqxcQOWMKXvh4MgOqN5YGv7f9p0+E77ZQtN3bCyvu7JHru01EL6y9p35XVYW1tEARtaTp568ELLizla2ettnUExUcqqOiaQ3M2Ch+ZIMMkpKmRYsWgZzhp5YoXGZqDvbj4+NRsmRJ5v6JDJSSjiu1dpLmkbupmjo18U+uf6BbQRc+Fq1VBlJy+eRazx0VSlRAofyF0cEzADvm7FYZSKkNakurUBEY1a6LOePm4uaRW4JAKgXTZvaumDVrVtLPlrsnB/4tWrTA7t275fL5A1eAK8AVyOkKcDDN6TOYbPzsPKhJDVCYUqH0/eFDtmoqVkaoLoU9lTRrguieqa+QCdVLT37BQoXgEtZOEEzJMIrAdMPZ/YJgOmPjUhQrUUwUTKctngtDYyM5OJSCpVqvZOW/fzeejRmGF2284DXBGV4jGmNkSGM8CwlE5PxZzJhq1pV16Q5RKjbe4iWKM7+gSefi9u3bMLWzhL6zGXacTts9Ea2gamlpJW0C4eHhCAuT/w8dqQU+QWdSIx46IrBw4UJW/8WLF0pZ2FM92gInIDWoYgg/a3+VgZSiPDkYOKKUVimULFoKPXzDQKub0vOg6b1umLoJLRy9kT9vfjQya4RVs9ekCaNSKKWru5MHCy4gJzTAvBU4OTqhcKHC7Le/adOm5EX4M1eAK8AVyNEKcDDN0dOX+uAl7o74uGFd6i//y41q3xqxY0eJlhF6+fP9O0ga1EXc3NlCRdSSr1W0CMgllHSFNPnVe3gI+5fzmpN7BMF09pblKFxESxRMZ68IR239OhkPpslcSoUeH49O+4agz8b+eDakH140d2HGVPdMasB1rQ/2D+qMyGXhoFVXMeBM6921B7fQvXcY04qs3MmgiazeyT9oz+6huPHotuB8EUh++/ZN9p68JRQpUkT2TDcLFiyQ+SClaE1kbU+W+5R69+6NGjVqsIhQdGaVtu937dolV1/sgUCYQpKShX3uf3PDpFp9dLTtpDKQhjiEopGeDYoUKIrKZatgSOchSrl8EgLW5WNXwKmBE/LmyQtXezdsW7pDKSCVwmnzZi0wceJEJg3NF0W6MqtvhlIlS2FIv6F4eP0RbBvZYe3atWLy8XdcAa4AVyDHKcDBNMdNWdoDjpsyEdGdA0QLfrt4gVnw//ryRbSc0Mv427cgqa+Hz/vko/gIlU9PfvGSJUBO9JMDqfS51chQBlsrj+4QBNN5O1Yjf8EComA6b/US6NaqqRL8pQWHqb0feGY2Qo6NRfDR0XJ9P7t+ESNWD0Tb8HZ46dKYuaci6/+X7g6/V1YnjGauq+jMqphx1ekr59G+YwfQ2dLmLVowX6EbNmxgBk3kR1OR6EmGhoayVU2CUtqCL1asmNx0km/RXr16sbw5c+aA/JxKE93Xrl2bhZft27cvs7KXvhO70tg6dOiAQgUKoWC+Aupz+dQkGOY1LJE/bwHUrlYb43tOVHl1lCB19uC5sDJuwFZIfZv74uCGw+kCUimYtnRrxSz3ly5dipq6NaFdRRtTxk7B83sv8O7pe/Znb+eAFStWiMnI33EFuAJcgRynAAfTHDdlaQ+YRWwyr03OIUULR3k0xYd5c0TLiL0kKCU4JUjNiFS6bBk4BLcSBFMCVNrKX3ZoqyCYLtyzHnny5hEF04XrV6BajepycJgaSKo7b/zFZaBVU/Jnmrzth++focWOztjx8DhekOX/2RPMHVXksIF43qENXjlas9XV9/Wq442VIV54OP6G1oljcGLyOAQ52qNwvnzMfdK1a9cwZcoU1KtXj4UOpVVQRROtcD569IgdAciXNx9WLF+B4sWLy1UnGB00aJBcXnofyBqfIkSRy6eihYvBtradWlw+kWN9Y+16zOWTuaEF5gyZpxYgHddjPAx0DNgZ0q7+ITi147RKQEpgen7vBdTVN0bRokVhqG+IRXMW4c3jtzIglYJpUwdnLFmyJL1S83pcAa4AVyBbKsDBNFtOi+qDkljq49uli6INfd6/j23Jq2LIRNv5tK1P2/vqTuUrVoB9Z29RMP07Vy4s3rdJEEzpXa5/comC6ZIta1CpSuUUcJgcFtX9PO/6JnQ7Ng7um31x711kiv7nX9+Cdvv74HnUmxTvpGN5/uQ+Io/sQ+SSBTjt3wab6lTDQd3yeGZcHbf0KyOwTAk0qqqNXeHiBk1Cc0ernXQOVbdGTTTUs0bZ4uVQMH9BkIsoaSKfnCtXrpQ+put6/vx5dgSAHOJTH02NnBGqBpdPFHq0VsU6zOWTvYUDaKtdaBte0fyDiw9jYNAgVK1QDWVLkcunQbgYcUllID2+9QQ6+XZi50fNTS2wceWmFDAqhVK6urm4s2MU6RKcV+IKcAW4AtlUAQ6m2XRiVB1WdEgnxE4Ym2YzkiaW+LhetXNqMb26Q+LSGGQYpc5UpWoVNA5qIQqm/+T+Fwt3rxMEU1pNpVXVc49uCv4t374e5SqUF4Q/KQSq+7r6bgQ6HhoKn73d5VxGSfuJjHrF3i1PZrUvfU9XgtZFK5eibj1jlCpdGuPHj8fly5fh7u6O1i1b4vKZMypNSa1atRDQIYCB3Wz/eZjabgaMKteFTvXf1vZ0BrRmzZogh/npSVu2bEG1atVYDHvtstrwNPVS+fwouXxqZe6DGmVrMJdPXk2ag4yRFAVPoXIRC/ajW5vuKF2iDKpXqYHxgyeKunySbsundd239gBaufuwUKSuTd1wYMdBUSCVwqmnmxdmz87Yc97pmVNehyvAFeAKqKIAB1NV1MvGdT9t2cSs59Ma4se1qyGxb5BWMdH3tOJKoU7JoCox4Y/DdtFKCrysrlMDtgGeKcC01ahQNGjjgnJVK4F8ndI50i2XDqf6t/LYTgamp+9fEwTT1Xu2oFSZ0pkOpnsenWZx7LsfH4851zam2j+5jaKt/ieSl3LvH795jkkzp7IjCNWqV2OW7uQblOLK9+zZUxQUCSbprCkBJZ3jlKZ379793kYvUIAZ21A+xbi/dOkSbKxtoVupJsb6jMfcgAUg5/NFCheBu5s7unbtKm1CoWtCQgJmzJiB0qVKMx+kNSvqwceijVqA1K2eByqWrISC+QrB36ODelw+zd6F9u7+KFJIC8Z16mHe+Pkqr44SrG5etBXkryM3z90AACAASURBVJSOSLTz8cPZo+cUAlIpmHp7tcT06dMV0pwX4gpwBbgCOUUBDqY5ZaaUHGdCbAwk5DYqRjycI0GlpIGRykZMLNypsy2igwPTPNuq6KfUrKWHRv7uMjBtOSIE9T0bo0S50qhYuRKDsSLFioIs74XAlCz2acX0+O1LgmC6fv8OFCteXA78kq5KZtT96efX0XxHECZdXol+p2cI9u9/YABmXVvP3t+NfITBI4ehTNmyMK5njPXr14Ms4Y2MjDBhwgSQs3qxRG6cyH8oWcuTA3eKrvX582cW6YlChBLc0rlFiqREieCVnPKTZfiY0WPYuU+KO09wOsRzGMoWLYtW3q3w6dMnsW7ZOyrTr18/FCtSjAGpgbYR/Kw7qAyktOXvZNgUpYuUQYkiJdmqJq1uCq18Kpq/fupGeNk3ZwZNtpa2WDN3rVqAdMm0ZbCq34Bt2Yd27o4b528qBaRSMG3Tsi0mTZqUpu68AFeAK8AVyEkKcDDNSbOl5Fglrvb4tGlDmrU+LF0MiUND4NevNMuKFWAwbG8F2tpXR9I3NIB1OzeQv1Ijp4bQKlaUuXUiEPv131hLli6F6RuWCIIp+TglMD1y/ZwgmG46tBuFtQoLgmFGgentt4/httkXG+4dAkWBEupn7+PT8NrWEV16d4NWkSJo3KQx9uzZw1YdyaCJYqqTxbwiadiwYcwQSlq2UKFCLLoTwejMmTPZPV0pohIlil9P/kYpkVP3Y8eOoUypsrDTb4yZ/nMw3W8WGtZqhCqVtHH16lVWLvn/vHnzBgMHDkT5cuWR6+9cMK1uhkC7zioDKbl8sqlli6IFi6JSmcoYFDQYdP5TUfAUKrd0zHI4WDkyl0/ujh7YsXyXykB64/BNTB85A/p6BihV4rfLp0c3HqcLSKVg2r6NP8aOTfu4TvL54M9cAa4AVyA7K8DBNDvPjopji5s5DVF+Pmm2QtvvElszfFyzKs2yaRVgPk5tTBEzTHUrbe1qVaFVujhz99TAuiGkTtuTjqFsuXKYvGahIJjSSiqB6YHLpwTBdNvx/chfoIAgGAoBo6r5dD7UfXM7HI28BI+t7fEs6nWKMZDLJ7+A9jAbbIcmo1oyf6DkzJ5WN/fu3ctWMpPqkdY9+QSdOnUqK0Zb9AEBv92KNWrUiB0BoBXS4OBgPHz4kJUhH6Tkksje3p75IKVjADExMXB2ckbV8tUwosVotnoaYBOIIoWLYtbMP9GKKOITtU91KXxoUGAQzKtbqAyktGJroWOFAnkLQE9bD2QZLwSZyuTPGjQblnXJlVR++Hn74dDGIyoD6ZUDVzGiz0hUrlgF2pWrYuq4qXIun6SQmZ5rgF9HjBw5Mq0p5++5AlwBrkCOUoCDaY6aLuUG+/PVS0hMdUArmWmlz7t3sS19dRgw/XjxnFnqx04cl1a3ou/rm5nB3MKCnXEUKlipciVMXDlPFExpu3rvuaOCYLrr9GHkzpM7BRSqCp6K1CeXUCeeXYHX9kCcen5NNoZ9xw7BzdMd+fPnR+fOnbFy/yY0W98GboEtRfUgnW7duoUzAkZPgwcPZmBKLqQcHR3ZNj3VIQAll08Sye+IYV/+829bvXp1ODk5pRpWdMb0GQxGyRUTbe2PaDEK2uWqwsqiARwcHJiTfelqK/VBZ1FVAVPqp562CfL8mxf19etj9uA5KgPpkaXHMKb7OOjXqMOc+IcGhOL0zjMqA+m5PRfQq3NvtjpqWMcQi+cuSdXlU3qAVFqnc0AXFnxA6J8Nns8V4ApwBXKiAhxMc+KsKTHmqObN8GHJIoVqRLk7IW76FIXKplXo++PHIJdVqkSHSuu8JI2havVqGLd0liCYrjsdgX/+/QcEn0KW+QStBK+KgKS6y7Td1xs7Hp5A4OFhWHlnL9Zv34RGtjYs7OeAAQPYln2DBg3QvXt3TDi9BP6HBuDnr5+i8gcGBrJzp6kVIvgsV64ccufOjUqVKjEfpVSOwPTKlSusCoW5pChNlKKjxc8okweAyhUrw7q2DWa0n42Z7efApo4dypUph7Nnz7I2pP9DK72mVesrvWLarqE/6lTSZ54Bmpg3AW21K7MSmlpZ2vIfEDgQVcpro1zp8hgcNgSX9l1WGUiPbTmOwLZBKFSwEKytGmHLmq0qbddLITS1a0inbujfv79UXn7lCnAFuAIaoQAHU42YRuGP+Lh6JeisqSKJRYOqr4eE6ChFiqdZJv7ObUjMa+PDsoxzAq5TUxejwqenANMVR3egTXAAipUojn9z5wZt1wuBKW3z03a/uqFTkfaCDg/Ditt70H5NP5j1cWBGTWTEtG7dOmbQRGcIaeucUkJiAoKODse0G3/ce5E/0ePHj8vNBW2fC8VQp7Oe3bp1Y2dSW7ZsCRsbG3YcgGBWW1sblpaWGDNmjMJHBGhllQxwihctjvLFy2Oo13C2etq5STBbTR03dpysLTJ8MtE2VRhMfSxaQ6ecDnP55NnYC+umbFQZSPcu2IeQ1qEoVbw0amjrYOKQSbh+6IbKQLp39T5QtCaysHdzdsfBXYcyDEilkNqja5gs4pbcD4A/cAW4AlyBHKwAB9McPHmKDP3Xp0+QmOrix9OnihRHVEA7xAzoo1BZRQp9u3oFEjM9lX2lCvVFMe5HzJsiA9NFERvg7tsSBQoWgIOjI4sJr1VEC2TgJASmZBhFYPrk7YtMhVNy+eS9IgR12llCz8MUnuuCmEGTsbExFi9ezMJ/Jv/u55/esW3/i+/vsFd0fjNXrly4ePFPMAVyAbV582ZZ1bdv38ocsdMqLLlqokT5WlparK+PHz8iIiKCWejLKorckGspOq9KYz1w4AAzRgsPD2cupHwb+DE4HdNqHHQq6qKxbWO8f/8edIyAoi+Rn1GxPw8TT1QqWRkF8hWEn1t7bJ+9U2UgpTbI5VPhglowMTDBgknhKsMouXzasHATnGydGJD6tWmP88cuZDiQSsG0T/c+CA0NFZkl/oorwBXgCuQ8BTiY5rw5U3rE0UHtFXK2Tw3/ePJEKZBVZDBfz55hcPph2WJFiitVxsi4LobMmoBZm5fD3sMZefPlQ+s2rZkFubShEiVKgFxCCYEpuZIiMH3w4kmmgOmdpw8xcPgQlC5dGhYDnBC0ehB6DOgF1w1tsH7HJtkKo3T8Sa9PnjxBr1Wj4bMnFJ9+fEWTJk3QuHFj6OvrM5dPVLZ9+/bYunUrqxYUFMRWXlevXs2eaet31qw/Bkpr167F6dOnk3Yhen/v3j0W5tTOzi5VK3w631qjmg4saloyZ/yz/OeiaV1nlC5Zmo2rrraxKJTSGdJ8efKzVU11uHyiVVbPJl4MHO2sGmPtvPVqAdLFU5fAwsQSWoW00D24B25duJ1pQCoF0wG9BqBLly6i88VfcgW4AlyBnKYAB9OcNmPpGC8LPWpjqnDNmP69ER3op3B5RQqylVPz2iBPAepM5StUYCFHyUioa0gIKNZ68kQ+P8mJvhCYkvN9AlMCRkW239Nb5sq9m+gaForCWlqwd7Bn2/X2Q1vBflIrUEjODocG4eDLC8mHz57JWIlcQxGA5smTB63X98DQC/NAgEgunMiafvjw4aysn5+fzEE+uZUiH6TS1LdvX1Bse2XTyZMn4ebmhrZt24o676d26XiBv58/ypcsj4Hug9nqaTfHHqBwo/qVDETBVL+yIQKbB6m8Qrpk9FLYW9ozl0+eTp7YuWK3ykBKLp+mjpiO2rp1UKZUGQwfOAKPbz7JdCCVgumQfkMR2DFQ2ank5bkCXAGuQLZWgINptp4e9QyOuYOyqAM6Q6pISoiSQFJfD98uX1KkuMJlvt+7B4mVAWJH/QYohSuKFHRzd0fPXr1k1uSpFa1QsSIo7KgQmFI+gemNR3cyBExPXT4HX38/ZmHfslVL2UojGTWtvLQTQUeGsWFPub4a468uS+0TQGWlZ0npPOjsJfPgvSsYVgGODGrPnTuHvHnzspXidu3aYceOHam2Qy6mpGdWUy2QJJN8xdKRAIomNXToUIXrSZtYs3oNO2fayqI1g1MnQyfola8lCqaGVYzQwTMg3WA6Y+AsmBmao0C+Amjf0h+HNx1VGUiv7L+KYb1HoHKFyqimXQ3TJ0zHi/svswxIpWA6YtAItPdrL5WbX7kCXAGugEYowMFUI6Yx7Y+gc6MxfXumXfC/EnFTJyHKs6nC5RUt+CPyKSSNTBDTr5daIkRJHe2L9a9dVRtLtqwRBNOIC8fZOc3Ld2+oFUz3Hj2AZu5uKFCgAPMN+vjxY7lhNmvWDI8+vGTRn+jF8ddX0e5AX7ky0geCQylQUj06H3rs9RW4rPbBgbNHWbE+ffqwVdXWrVtj586d0qpKX2nFk6JCUTQpobOuijZK/lDr1NKHSQ1TNDN2Q63ytUXBtG4VY3auNDVLeqE8cvk0OnQMalevzaJKdQ/sgTO7zqoMpOd2n0fPTj1RolgJGBnUxdL5y/D2ybssB1IpmI4dPhY01zxxBbgCXAFNUoCDqSbNpsi3fLtymVnIUwhSRRL5M5VYGeHz3j2KFFeqzM+3byBpbMnCl9JqbkanGro6WLh+RQowJUv9ln5tkL9Afvz777+4cPOKWsB03daNsLaxRpEiRZhvUDIUSi25uLgw10/uW9oh6lscvvz8Bo8tfuw+efn69esz101TpkyBj48P4uLiWJGGw1zhv3sg267/9u0bdHV1UbBgQezatSt5E2k+kw9TOg5Qt25d5rxfEehPs1GAeQAI7hyMgvkLoWa5mqJgSsZRbVzaKrRienDRYfQL6I8q5augfJkKGNJzGC7vv6IykB7dcgwBbTqiUIFCsLW2w9Z127INjEqhlK4TR01EixYtFJkCXoYrwBXgCuQYBTiY5pipUn2gEjtzpUDz46oVkDS2QEbAY0JMNCQudiwyVaKC4TTTq0CtOrUxb/USGZjSedOmHs2QL39+Fpno/v37KFy4MCjKUnrPjz6TvMb8peEwMDIERaMigEwrfryzszP7pLb7euHCf1b25A5q9/OUxkimpqaoXLkyGjZsiGrVqqFNmzasrpVtQ7Ta2V3mQooc6xOcvnz5UmG5aFWTjGgo+hNFg8qo1KlTJ1QtVVUUTMmdVEsnH1Ew3TM/AsE+IShVrBR0q9bE5GFT1OLyac/qCDR3acEMpTxdvXB4z5FsCaRSOKUoUp4enhk1XbxdrgBXgCuQJQpwMM0S2bOm07gpE5k7KIV7//ULEvsG+LBgnsJVlClIrqyivJwR5e2GX58/K1NVqbIEi7NXhGPBumWwsrVGwUIF0btPH7x69UrWTvHixXH8/GmlwfTR62eYMG0yKHyqjq4uli5dqnDceoqoRKnn6cnY8PgQu591cwNGXgqXjUt6Q26ZpC6hyD0ThSSlZGVlhQPnj8F7V1dsfHJYWlyhK0Gsp6cnW4F9qqA7MYUaFihE7qRqVtITBdP61czgZd9cFEybNnRGxXKVED55kcqro+Tyaf2CjXBo5ID8+fKjg28HXDh+MVsDqRRMZ02eBVp154krwBXgCmiSAhxMNWk20/iWH8+fMVdQvz58SKPkn9ffLpxnhlA/Xr74k6nGOzoyEOXnA4lDQ1Ao04xIpcuUZsZNJUuWBDmsl26DJ+2rVOnSOHz6uMJgevvpAwwYNgilSpVCfbP6zAo+qfV70raF7qVgOvX6Gky6tpIVO/fuNtpEhKWoQuc9P/8H7xS7XuomiBzi04rvzZjHzL/piTfXUtRNmkHb89u2bWNAS87204rslLSuqvcE7TUriW/lU8hSN1t3UTB1aeSCXp17qQylBLZmxubM5VNYSE/cvngnRwCpFEznTpvHQr+qOi+8PleAK8AVyE4KcDDNTrORCWOJ8miKjytSt/wW6p4MlaLaegu9Vj3/1y/EDBvEQpgq6jlAmU7Jr+fs2bNBZzCFUvkK5bH/+OE0wZQMpIK7h6BQ4cJwdHJkrpqE2kwrXwqmW54eRfeTE1jx7wk/4LU9AE8/vparbmBgAIqyRLHn69SpA+kKJxkqSdPhV5fQfEcg7sU9k2bJrvTtCxYsYAZNdBXTQlZJzTerVq2CTiVd0RVTSx0rOFu7iIKpm507Qjt2TxeYUpSnKcOmopZOLZQtXRYjB4/E41tZ5/JJCpnpuYbPDmfuwtQ8Tbw5rgBXgCuQpQpwMM1S+TO/84/Llyptbc+iRzUwwqetf6IJZcTIP65cDkn9mvi0eWNGNC/aZhXtKthzeJ8gmJ64cAZt/HyZyyef1q1x/fp10fYUeeno6MiKXYm6j9Z7e8iqDDg3Cwvu/HaQL82sVasWOnfujCpVquDCBWG3XysfRqDV7m549/V3GNOoqCiMGjWKGTSRQVRCJhibScec/EphVmtUrCEKpla6DeFo5SQKpp72zRHcvqtSYEpGUWQcVbF8JVSvWh0zJ83EywevctQKaXJ4JS8BdOaYJ64AV4AroEkKcDDVpNlU4FsS4uJ+R3ZSctv8c8ReSCz0kRAbq0Av6S/y9eQJ5j0gdvyY9DeSjprVa1TH9n27U4ApwWozN1fm8ikkJES2UpmOLlJUoXCilD78+Az3ze1Aq6WUDry8gPYH+7N76f9QWfJBqoil/Piry9F2Ty90Dg1m4ELO+7NDIp+o1cpXEwVTaz0bNDZrLAqm3o4t0cm3k0JgenbXOfQI7IESxYrD2KgeVoSvzFYun5LDpjLPK8NXwdzcPDtMLR8DV4ArwBVQmwIcTNUmZc5pKKqDL8hPqbIpuqMforsHK1tN6fLfHz+GxNYMFEqVzqBmRtKrpYcte7bLwHTN5vVoYN0ARYsWZTHhyZWSupMUTKld711dcP+/Lfj4hO+pbucr0j9BaPMWzWE/oxU6HRiOhMSMd8elyLiozPbt21G1nLhVvk0tG9iY2IiCqY9zG3TwCRAF0yObj8K/lT8KFigIO+vG2L5+R45eHU0NWNcuWwcTExNF5efluAJcAa5AjlCAg2mOmCb1DvLznt0g11HKpp/v3kJiVgtfjh9TtqrS5Wlllqz1JS6NQf1mdDIwNMDaLRswd/EC6BsagEKdTps2TWZwlBH9U5x7aep8bAQinp+VPiK17XzZy2Q3ZHRFDvWtra1BTvYJor/+jEfA4UEYe2VpstJZ90jhUSuXrSK6Ympb2w4N6jYQBVNf13Zo16KdKJi6OrhCv7YBju49pnFAKoXUTas2w9DQMOsmlPfMFeAKcAUyQAEOphkganZvkpzsk/P8L0d+uyhSZrxkOCVpZJopK5k0zpjePSBpYIRv164qM0yly5YoUYJZ7tfU08Py5cvx48fvbXWlG1KiQuPGjWWlyUXU/Nt/zvDuf3E+xXa+rPB/N/Hx8Vi0aBE7PzpnzhwWoz5pmfdfY+GzJxRzb21Kmp1l9/v370el0pVEwbRJnSYwN7AQBVN/jw5o7dFGFEw9m3ph2IDhGgulBKfb1m8HnT3miSvAFeAKaJICHEw1aTaV+Ja46VMQ5eOlRI0/RaO8XBA78nd89z+5GXf3YdFCZhT1YXFK/57q6rVHjx5sq1lZl0+q9J8UTJfd342B52fLmqPtfM9tZJ3/RpYnvaHQpGPGjGEW9uT6ScygKfLTGwan5JIqq9ORI0dQvlQFUTB10HeAaR1TUTDt6BUIb1dvUTD1dm2JQX0GazSY7tq0Gzo6Olk9rbx/rgBXgCugVgU4mKpVzpzTGG2VkwX893v3lB7090ePWN34WzeVrpveCiykakNjRAf64dfHj+ltJlvVs7Ozk43n+Our8D80UPZMN/3PzcTCJNb55CIqNDSU+SA9e/YsC0MqV0Hg4fWXKLTZ1xPjrixVuI5AUyplnzhxAmVLlBMFUyfDpqhb01gUTDt5d4Gnk6comPp4tEbfsH4aDab7tu1HVe2qKs0Jr8wV4ApwBbKbAhxMs9uMZOJ4Yvr2RHRYt3T1SMZTEmdb4NevdNVPTyV27pSc8duYIv7mjfQ0ka3q2NjYyMYT9S0OHlv8QCul0rTvxTn4HxrAwoS2atUKHh4eePDggfS1Ulfa1m93oC+GX1yIX4mZN2dJB0kwXapYaVEwbWrkDAMdA1Ew7dq6G1zt3UTB1Ld5O/QM6anRYHpo92FUrFAxqcT8nivAFeAK5HgFOJjm+ClM/wcw63dTXSRERyndCDunSuFK581Ruq6qFeLmzPq9tb9siapNZWl9MlZKmiji04X3d1gWHSnYtnsHmq1rjcCBIXj//n3Soum6j/72gYEuHRn4+SvzrfUppGqJoiVFwdSlritqVa0lCqahbXugqW1TUTDt4NMBoV26azSYHos4jrJlyqbrt8ArcQW4AlyB7KoAB9PsOjOZNK4o35aInTQ+Xb19u3SRhSulrf3MTixUaoO6iO4cgF//herM7DGo2l+jRo3kmhhyYS7m39wCCt1pbGyMGTNmYOi5eZhwdblcOVUeyGdq4JGh6H1mKn7++qlKU0rXvXbtGopqFRMFU1djN+hW0RUF055+vWHf0F4UTAPbBqFLx2CNBtPTh8+gRPESSs8Dr8AV4ApwBbKzAhxMs/PsZMLYmEN7S30kfv+zhaxMt7HjRkPi1Cjd9ZXpK3nZhNgYFiqVXF/F37md/HW2f7a1tZWNMTY2FgFz+6Dh2GYgR/Q/f/6GxtuxT1mY0W8J8bKyqt58/vkVXY6NZGFQkx4dULXdtOrfunULWoWKiIKpu4knqleoLgqmfTv0g62lnSiYdvELRsf2gRoNpuePXYCWllZasufY9xRul1yfSf+k4Xc/ffoky6N3WRFeN8eKygfOFcgBCnAwzQGTlNFDJLD8uGZVurpJTEhAlLsTYgb2TVd9lSslJiJu5jS2tU9b/EhMVLnJzGqAjJ+ePXuGsLAwmJmZYf3R7Wixs1OK7mmFc8vToynyVckg0O12YhyCj4/Gl5+ZE8Tg3r17KJi/kCiYepo2h3Y5bVEwHRA4ENb1G4qCabeAUPi37aDRYHr55BUWkUyV30F2rkuhd8lzxf/93/+BwveePn2aDffQoUMwMDBg+S1btsTly5ez82fwsXEFuAJKKsDBVEnBNLH4x/VrIXFIf8ztHy9fsDCiFLY0q9K3q1cgaWzJIPnHkydZNQyl+i1YsCBcXV1BwEaJzpV6bQ/E4w+v5NrZ+vQYAg4PkctTxwOFQO15ejICDg/G2y/R6mhStI3Hjx8jf978omDavL43KpauJAqmQzoPgWU9S1EwDQsKQ9uWvhoNptfP3UDu3LlFNc/pL+k/2vLkyYOoKPlz8PTPTalSpfA9nTs9OV0XPn6ugCYrwMFUk2dXwW9L/PEDEisDfDmW/lW5z7t3MTj9+VoeqhQcglqK0XGE2BFD2LlX8n2a3VdP375NGdEq9OR4bH5yRE4P2m5vviMIN2Mey+Wr44FCltIZVu9dXXFForzrMGXGQKvDeXPnFQVTb7NWKFeivCiYjug6AvWNzETBtE9wX7T0aqXRYHrn0l389ddfykxBjitrZGTE/uMt6cDpmAuFCg4JCUmaze+5AlwBDVGAg6mGTKSqn0Hun6LatFCpmZh+vRDl5ZypLqRSGzAzjLKtj6gWrvjx4nlqRbJt3rzbmzH84oIU45t0bSVz9ZTihZoyaFXWa3tHbHxyWE0tpmzm9evX+Oeff0TB1MeiNUoXKy0KpqO6jYZxnXqiYDogdCCauzXXaDB9cP0h287OzKAQKWc143JevnzJvm/BAvl/Ho4fP87y9+7Nuh2ajPtq3jJXgCvAwZT/BpgCZEgkMdXF93T6yaRGEuPj2ZGA2InjslzVX1+/snOvkvp6oDCqOSWdeXsTvvv7pBguRYCiSFAff3xO8U5dGdejH6LV7m4YfXlxhljsk8urv//6WxRMW1u2RQmtkqJgOq7HeBjUNBAF08FhQ+Dm7K7RYPrk9lMGaJq6nR0eHs6+j/z9kh9f6Z+hoSHy5cvHjZ7U9Q8+b4crkM0U4GCazSYkK4dDceljenVXaQgEtgSDX0+fUqkddVX+euokJNb1ENW6OX6+ea2uZjOsHTJEct/SDrHxKaNbhZwYi5UPIzKsb2pY8jUWQUeHo/OxESCn/+pM5HmADFm6O4UJwmkbq3YoUqioKJhO7DUZtarXEgXT4b1HoKm9s0aD6Yv7v1cUP+dQd2lp/bbc3d1Rp04d5qGCtu+lf7S97+LiIld9woQJ6Ny5s1r8/co1zB+4AlyBTFeAg2mmS559O/z+8CFbNU2IUc0Q5uPqlZBYGYFWYbNDIj+nBNwSs1pgZ08zMVpVer6fQpMeeZXS0nj/i/Pw3d87w8OK/vj1AyMvhbPVU3WeayU3PwSm3Rx7CIJpu4btUbhAYVEwndpvGnS0dUXBdHT/sbC3c9BoMH3z+C3TMy5Ovf8BkZ7frLrrxMfHM48DAwYMkGuajoPQudp58+bJ8ika2pUrVxAUFITk2/6yQvyGK8AVyDEKcDDNMVOVOQONauuNuCkTVe6MHN9HtWulcjvqbICtnja2hMTJBt8uX1Jn02pta+yVpZh+Y12KNslQqe2+Xoh4fjbFu4zIWPf4IPMSsPPZSbU0T7BBYBriECoIpn7WHZA/bwFRMJ0xcBaqVqomCqbjB02AbUM7jQbTd0/fM0gjX56alvbt28d+KydPyv/2Fi9ezPLJkC5pItdS5FLq+fOcdaY86Tfwe64AV+C3AhxM+S9BToEvx49BYmkAstRXJf0iJ9iNTPBh4XxVmlF7XQqlGjdrOjtuEN0zNNus6ib90F3PTjEH+EnzpPdbnx5F+4P9M3zVVNrfxfd34L2rC8j4StVIUQkJCQwqgu1DBMG0g01HZrl/dNlxQTidM2QeKpWrJAqmk4dNQQOLhhoPpuQuilYRNS35+/sjb968skAT0u8jv6ba2trSR3Y9duwYatSogdDQULl8/sAV4ArkTAU4mObMecvQUUscG+LjujUq9/HtymXm+D7+xnWV21J3Az9fvURUQDtILOrg46oV2cq11KvPEnhs9U8VBCnGfeu9aO4pYAAAIABJREFUPXDw5QV1SyLY3usvUezcqf+hAbgfJ79SJVhJ4AWtmHZuHCwIph1tg5D7n9yCUErAOn/YQpQrXV4UTKePnAFzUwuNB9MCBQqwIA0Ccue4bDov26dPH+a7NFeuXBg4cCD7BnKtRu6haBu/UKFCmDp1qty3vXv3jm39/8rmx3TkBs0fuAJcgVQV4GCaqiz/25mfNm2AxNYMFNVJ1RQ3dzYzPkqIlneQrWq76qr/5fBBSGxMIXFzQPytm+pqVuV22kSEgSz0U0vk0qnDoUGpvcqwvF+Jv7Do7g7mUoqu9JyeRLARZNdZEEzpXa6/c4mC6aJRS1CqRGlRMJ01Zg5M6ppqPJhqFdYCBS74X090ftnS0vJ/XQb+/VwBjVCAg6lGTKOaPyIxERL7BmpzsxQd0glRHk1VPh6g5q+UNUeO+eMmT2CruxRa9dfHlBbxssKZdDPx2gqMv7o81d5oS91nTyiOvr6S6vuMzKQVUzpKQJb7kZ/eKN0VbT3TqmiPpj1T/aPVVFpVFdvKXzZ2OYoVKS4KpvMnLIChvpHGg2nx4sVlkcOUngwNqNCtWzd4eHigV69euH//vgZ8Ef8ErgBXgIMp/w2kqgCFFyXLevJNqmoi8KMVyejuwao2laH1fzyLRJRvSxbB6sP8uVkK0mff3mJb9kIfvPbRfgQeGSr0OkPzCYxn3lzPDKNoHMqk/Pnyg86RCoEpnT8lMD205IggnK4cvwpahYqIgumiKYtRW6+OxoNpmdJlcPNm6ivrysxLTi1LW/fJw5Xm1G/h4+YKcAV+K8DBlP8SBBUgmIybM1PwvTIvEqIkkDQ0Vlt7yvStbNmvJ09A4mLHjiB82rwxS86f0llSr+2BuB+XupUxxblvuTsEJ99k3fndq1EPmJeAbifG4c0XxVyMFS5YGGR5LwSmZLFPYLo//KAgmK6ZtA4F8xcUBdOl05dDt0ZNjQfTCuUr4OrVq8r+xHl5rgBXgCuQbRXgYJptpybrB0ZO8iXmtdW2tR1/5zazhv+8f1/Wf5wCI/i0bQskjUyZe6kvR+Xj1ytQXeUiA87NQvidbYLtrHiwF52ODhd8nxkvvv6Mx7grS9F8RxB2RJ5Is8tiRYqBfJUKgSn5OCUw3TM/QhBMN0zdxCz3bx29LQinq2avRjXtahoPptqVtUGuknjiCnAFuAKaogAHU02ZyQz6jigfL8SOG6221tkRATM9xN+5o7Y2M7Ihci9FTvnJej+qlQfib97IyO7k2ia3UYFHhsnlJX2IT/gO711ds3TVVDqe029vMof8fc5MxbuvwoEVShYvCYruJASmFBWKwHTn3N2CYLp5xlb8888/glBKwLp23npUrlhF48G0RvUaOH36tHQa+JUrwBXgCuR4BTiY5vgpzNgPIFdPkvo1kSB5r7aOmB9R63rIrpb6qX0o+WWNHT+GaREdHIgfz1Vzm5RaH8nzPvz4DI+tfqKhQclCv92BviDn+1mdPv74jBGXwtkRhEV3t4MiSCVPZUuXRWvLtoJgSsBKLoG2ztouCKbbZ+9k8Cq2Yrph4SaUL1te48FUT1cPx48fTy4zf+YKcAW4AjlWAQ6mOXbqMm/g0UHtETOgj1o7jO7WBVHuTllqYJSeD/r57i1ievdgoVtj+vfGj5cv0tOMwnWCj4/G5ifCxwjIbRNZya9R0ghJ4QGkoyCFMQ06Mgzk8urwK/kIWxXLV4SPRWtRMP3n73+wafoWQTDdPW8vA9Prh24IrppuWbIdpUuWzlQwffPoLVYPXIfja09lWr8GdQxw6NChdMxSzqxCxk4RERFo0KBBzvwAPmquAFcgTQU4mKYpES/w/fFjBmLqXCUkS30C0+jQLjlS4O+PHiE6pDPTJbpHV/x48iRDvmPFgz3odXqyaNvn391Gi52dEPf9k2i5zH5JoUzJQIuMox5++A3w2pWrwtuslSiYkoP9dVM2CoJpxIL9DEyv7L8qCKY7V+xG8WLFMw0QKTzoi7uvMDdgARaHLsWmMVvw5GpkhvdvbGTMQC2z5zaz+6NwtkuWLIGhoSHmzJmDJk2aZPYQeH9cAa5AJinAwTSThM7p3VD4TgIxdSaZpf7sGepsNlPbIhdT0hXU6M4B+H73rlr7f/bpLTy3dQBZ4YulvmenCfo9FauX0e++/Pz2n2upADa+6rV10by+tyiY5s2dD2R5L+TL9OCiwwxMz++9IAime1ZHQKuQVoaDIQGp9O/57ZcMTE+uO40DCw9hYdclOLP5nOy9tJw6r/VN6mPXrl0ZPY1Z1n5sbCxGjBgBCwsLbNq0CdLITs7Ozlk2Jt4xV4ArkLEKcDDNWH01pvWfb16z85XqBi9mqW+mBzKKysmJ9IkZ1I9pFOXfFvHXr6ntc+gMaVrO9F98fg+v7QF49OGl2vpVZ0PPP71D7zNT0XRFSzQKbIHuTcME4TR/3gJYMW6VIJgSsJKB1OmdZwTBdP+6gyCfqeqEwLTairzxHHM7LmRQSmVvn7iLFX1WY+OoLXhy5WmGjMXS3Apbt25V51Rli7aeP3+O9u3bw9XVNdUztM2aNcsW4+SD4ApwBdSvAAdT9WuqsS3GDB+MqPat1f59n/dFMDdS3y7Ln0dUe0eZ0CCtAseOGs6+J6p1c3w9f07lXqfdWIuRl8LTbGfGjXXofnJCmuWysoC+qzns57WC04J2aNO+a6pwWihfYSwds1wUTP/++2+c2HZSEEwPbzqKPLnzZAgMCgEqbd3PDwrH1gnbZf2+evAGB8MPY2HwYpzaeBZvn7yTvRNqR5l86waNsGHDhqycUrX2fe3aNbZNHxgYiLsiuw8ErDkhff36Fba2tuw/pOg/poKDg+Hn54dixYph4cKFOeET+Bi5ApmuAAfTTJc853aYEBsDiZkevl26qPaP+LhyOfOZSiuompAS4uIQO2k8+6YoL2d83rUT+JW++PJXJPfYWc20dPn88ytzH3UsC0KVpjU26Xtjo3poVs8Nbj2D4LKmLRyntYevb4gcoGoVKILwkYtFwTT3v7lB8ClkmU/QSvCqDOSpWvbx5adY0GUxVvZdnaLfOyfvsvwNIzeDyqnal7S+nU1jrFmzRipvjrwmJibi4MGDMDU1xaBBg/DmTdqhbt3c3DL1WxMS0u/14suXL6hevTqD09atW8PFxQWnTp3K1PHzzrgCOUkBDqY5abaywVjjpkxEVPOM2UaLmzsbEkt9kLGVpqRfnz/jw4J5kNjW/x35auY0EOArk8jyvsXOLrgR/SjNalufHoXv/t6gsKHZMZmZmsGlrisD0a5uPeDSv+NvQJ3uh7Z+v1dQixUqhvnDFoqCaf68+UHb9UJgStv8tEKl7hVKKRCmdqUV0wVdFrFV02c3n6eAz9cP3+DQ4iNs9fTk+jNqGZtDE0csX748O051mmP6/v07VqxYAQMDA8ycOROfP39Os460gLu7u/Q2Q68xMTHo378fzM3rq9QPHbeg3yP99e7dW66tLVu2oF27dti/X7nwvnKN8AeugAYpwMFUgyYzMz7l15cvkFjo48vRwxnSXeyEsZA0rIufr7LnWcl0f3RiIj4f2I8oH8/flvxhIYi/fUvh5ii60tgrS9MsT6tPgUeGYt7tzWmWzYoCVhZWaGrkLLdC2tU1DM36BsJldVs4zvRDOdPqmDNkniiYFipQCGTgJASmZBhFEPDywasUgJgaVKoj79nNF5gXuBDrR2zCxZ2XBfu9c+oeVvZbw8o9uvREsJwiY3JxaoZFixZlxVSmu88PHz5gzJgxMDMzw7p165Ce1UhPT890969IxRcvXiCsRygKFsiLooX/Zb8lReqJlSEDLvpN2tjYyIpFRkYyLQ4fPoxChQrhxw9xI0dZRX7DFdBgBTiYavDkZtSnfQhfAEnTP//nqu5+YoYMgMTWTK1O/dU9RlXa+/7wIcgHKgUuYNv8O3ekuc1/K+YJC/uZlnU+jYtcM5Eh1L24jA8CoKwONtY2cDJsKgem0ihQXZuFwbV3IByXtoD7sk6YtULYAKpI4aIgl1BCYEqupAgCnt7JeJdNUoB8ee+3u6jDS49i98wIUeB8/fAtDi85ylZPT6w7jbeP03f21N3VA/Pnz1d2GrKk/MuXL9GxY0eQRf2RI8K+eRUZXEaBKZ1rbefbGnnz/As7s5KY2a8WpvbWQ7myJRUZlmAZ+g9GR0dH9puk32Xy1VFaLe7SJWe6zhP8aP6CK5BOBTiYplO4/+VqiT9+QGJdD5+2ZtyqXHRYCCQODZEQG6uxUv/6+DHJNn9dxM2YioSYaMHvJUf6e54rFn4y/M42dDg0CD9/pf9snOBAVHjRxM4eDvoOqYKpFFDLlCoH/yn94LGpI1qu74EZK1amWD0tUbQkyIm+EJiS830CgIfXH4kCohQq1XEluCQ/plcP3MCynisV6vfu6ftY1X8t1g3biIcXlV89be7RArNmzVJhRjK+6s2bNxmU+fv749YtxXcJxEambjA9e/Ysmjk7IH++3HCzKY1Fw/SxbboJ+yM4LVWiiNhw0nw3ZcoUTJs2jZ0vpd8lHV+QrhQTsDdq1Ii9+/btW5pt8QJcAU1XgIOpps9wBn3fpx3bIbEyBIXqzJD06xeig/whcW0COqep0Um2ze8FiakOyN0UeSpITGZwseLBXoSeHK+QFBSiNODwYCy4k71cCTk7OaNJnSaiYFqueDlM7DUZB5YdxtCVc+CxMQjeG0IxdcUyHFl2jEFqmZJlQWFHhcCU8gkA7l6+pxAgqgNMqQ3ayn96LRILOi9S2EUURYyi7yLL/eNrTim1etqqhQ+mTp2q0G8iMwvRCiGtipJBU//+/fHq1Su1dt+8eXO1tLdnzx5YWpigSOF8aO1UFqvGGMmAVAqmcwbWRtEiBdPVHwUG6NChAzPEmz59OnN/Rb9L+kv6DWQgRdGsaDw8cQX+1xXgYPq//gtQ4fuj2nojZmBfFVoQr5r48yeifL0R1cIVifHx4oU15O2PF89/W/M3MmWGYDHDBuH7vXvs62LiP/w/e+cBV2P7//H/83js7bH3XkVTkZXsWRFCSEhSKTN7k5ktDZKQVZEtZY9khpCtxSkNGkY+/9f38px+rXOf0+mcOtV9vV4959z3fd3X+F7xvH2v6/v5wsDbFFFJor2qGc3wIv4D29KnT0Up+oP10UNJjxNM61evj9W2Dule0ot7A7DUYycMj0xhP3P2b0K9Zo1xcKcXJ5iW/KckHt8JyVcwJbgkzdJjq7xx6/idXPX9/OZLltL04KLDeBn0WqJ3TYzHYu3atYqyvOyMpKenJ/MIkocwMTEx12OjoChxxcjISFwVkc9//vwJGmPbNs1Ru0YFTDKsD6+16tmAVAimuxYqo1LFciLbEz6IjZXsz6WwftZPOzs7hIWFZb3NX/MWKHYW4MG02C257CZMKUrpnGTKwweyazRLSwSkpAIQM3YkCFSLU0m+cZ2lbCUbCwbqIcHNBTOvrs2VF3TX0+PMc0oeVEUoRkONoNtWlxNMG9ZsiBXWK9PBVJgBiryKW/Z5wOTQXAw6ZIzRHjNx5LzoAKgypcvg/vUHEgGerDymrtZ7GVRePXgdJzb45bpv5j11v8Jkp654XhPrPR0/xpQFzxT02n79+hUODg7Q0tJi8lUEf9KUhQsXSgRnw4cPz3Xz5JWk6P/6dWuiSYPKsB3TGMc2aIgEUiGY0rZ+2TKlRPb36NEj9O6lhwYN6ousI+oByWTR2dMlS5Zg9erVoqrx93kLFCsL8GBarJZb9pOlc5EsEEpKjU5JRkRb+YJBvRBrPgH4/VuSV4pUHVJCSDzoiZihA+Gl1xYG7qORdOmi2IApMgKdMaWzpnTmVBHKqJHG6NaGG0wb12qMpZbLsoGpEFDps2n7NjBzmw9D78kY6TMd68+4407Ag0weVIrcD7pyN9dwmBdIpbOldG6UvJ+u1nukloR6cSsMB+YfwsGFXnh5R/Q52UmmkxnUFNTaRkZGYsqUKQyuCLJyWwgW6QyqsFCkviRQmxswJU/mkiWLUbVKRbRrVQ0LJzUTC6NCKKXPPUvbo+Q/JYRDTP+8fPky+vXtybypOppNUaGCeK9q+ssZvnz69ImPxs9gD/4rbwEeTPnfgTxZgLyYgt6dkbBbvpHBFAQl6N0FsXbWeRpvYX855d1bGHiNw6lBtNXfHl9m2yH52lVOSKXofIrSp2j9gi7jxo5D51ZdOT2mTWs3xaIpizjBtGXjVnDZ4IoHAY+x69wRjPWdC4NjprA9uQ5+FwMYoFatXBU3Lt3MVzAlGagnl58xIHWx2oMXt8Ok7p+8p4EeV5n39LLHVdB1Vmi2mDSVidLn97o+ffqURddTFqPHjx/nuvu4/4IaXV1d2dlKaiAmJgZ9+vSRqK2RI0eKrUdpTW2sp6F8udLoqFodDjatcgWkQjjdt1wFf/31F+uPzs76+PhAW0sdtWpUxWLb/nh9cxkuHbZBo4Z1xY6Jr8BbgLeAeAvwYCreRnwNMRZIvn2LpeCkfPHyLD8/f4JAryNiba04QUyeY1CEth0fH8KioF0gu3+ZPweCLmpMW/bLDBskXQ7MFjRFY9719BjznP5IK1idxIlmE6HTsjMnmDav0xzzJs/nBNO2zdpil4NTJg/pmYuXMdNvIwyOT8AY31lo0l8Z/mcDssFcVriT5fWB+V545P/nXOvJjacQ4H4lz/2Tx/TAAi9Q21lB12qKNWbPlt8574y/7wRlV65cYfqjs2bNAml95raQTufQoUNZ8M/evXtB3swyZcpAIBDg6NGjWL9+vURNGhsbi6xH0Dxm9Egm+dSrY01snaskFZAKwfTAalU2XoLo1q2aoWmjWti4eCgi7q1CTMha9nP5mC3q1qkpckz8A94CvAUktwAPppLbiq/JYQGSd4oxG8tRQzaPfgk+Q9C3K2Injy92Z06FFnybGMk8oEk//yctk3I3CF8WzWPZpQSdlEHrkRTgn24jOmNqcXmZRCL9wn7k8TnVYio6Nu/ECaYt6rbEHLO5nGDavmU7bF25PROYCiP0gwMewvHMfuhuGsy8qDMDNsL7QSDCX0fmGRLFQeyR5ccRfOo+6yck4An2THcXe05UXJv0nKSoLu+/xryngfuupHtP7abZwdbWVh5Lld4mba17eXlBRUWFgSMJ5EtTSKfTysoK/v7+sLGxYdHq1A7pmlIGKMojn3Fbn6sPSu2ZtVCazwH9ejHJJ/0eteG65H+ST0LIzO3nIQc1mAyogzKl/4GKUmO4bRiDz48c0oFUCKY3TsxEzRrVsg6Jv+YtwFtACgvwYCqF0fhXsluA0mwSEFF2I3kXykMvGNwbMaON8LuY6v6ZBy7BsTc5i5SnPLiPuKULIeiuCUFHJRZAlXTxAqLjP2G4nwXOfLgp7yUS2b6NtQ20mmlzgmmreq0xY/wsTjBVba0Kx2WbcwRTIaDWr9sAe328sObaXhifssVQn4mYHeCIEw8vI+J1lFwg1c/xNEgwXwibHrM9cf/sw/Rr4X1pPyla/+DCwyx6//mtMMy2nYNp06aJtHdeHpDoO+lvampqwsPDg/Mc5KtXr7KJ5lNA1IsXL9KH0K5du/RkAKdOnYIQLglKSTqpV69e6XXFfRG+S15cPz8/aGupoWqlshjdv26Okk+5BVLavh/euzYqlS+JzpqNcNx5UjYYFUIpfQadnoOqVSqJG7ZEgV1iG+Er8BYo4hbgwbSIL3B+Ti/R6yAT3k9LTpZ7txQQFDNcn2VOkpuWqtxnIX0HR98EgOBUXEl9/AhxK5ayIxCCDq1wwnIYDI6Ow8vQIHGvyuU5bQFrNunACaZt6rfBdBNbTjDVVNbE+sUbOMG0UYPGOHXsdDoU3njyAKuv7cFIPxsM9ZmEuYGb4ffwKiLfZD+7KS04+rsG4MJu//Q+r3ndxNGV3unX0rab8T3ynpLeKUlTrbZ0gIW5bDMGRUVFMdjt3bt3tgxFWX8pSBxeQ0MDOjo62LlzZ/pjJycn1KxZE//88w+2b9/O7isrK4MAlgrpdY4ZM4Z9Jw9s7dq1MWnSJHYtyX9oK59guXWrpqhTswLMh3JLPkkKprsXtcOALjVQtkwJDOzZFv5e1pxAKoTTe+fsOYOf/M+fgJpKa5B+KV94C/AW4LYA/6eE2z7801xagDRH45YtzuVb0lX//f07YsaPgmBAD86MSdK1rthvffuZDEMfM9C2vqTlx7u3SHDZjaWLjTB40yCE9+jAUqOSlzu/PM/z5s2DRhNNTjBt20AJVqOtOcG0o2pHrJnvwAmmzZu0gK/XiRyh8OqTe1h51RUj/awx1Gcy7AO34vSja4jKI6ReP3Irk0zUx2fhTGz/9b23OY4jI3Dm9nvY3ddwNN+CdRM24vO7z5L+Gois9/z5cwwZMoQB44MH4iXggoKC0LZtW5BcUsbi4uLCtunJ43rgwIH04CaqKxTaJ4+piYlJ+mt0tpSi08UViuInofqKFcqgWcPKsDNpjGMbxUs+iQNTx1lt0V2jGsqWLgGToZq4c2q2REAqBNPH/vNRpkzpTMMnb+6RQ27ooN4GNWtUgfEwXZQuLVp2KtPL/AVvgWJsAR5Mi/Hiy2PqlAeedDdTnz2TR/PZ2qTsSLHTzCHoqYOf0VHZnhflG0uDnbHmwd5cTzHtdxosL6+A/ckl+LLQntmOZZwaaYD4Hdvw/eXLXLcp6QuLFi2CWhN1TjBVaqAMi5GWnGCqo94ZK+au4gTT1i3a4JjncbFAeDkkGMuvOmPESSsM8zWHfeA2HL53Aa/D3ol9NytM3jvzAF5LjmZ679SWM7jofCnTvazvSXu9fMFyzBo3B86WbkzQ/9fP3OnVEjzR2cxOnTphxowZoEh2SQoFMdGZ05dZflcopSZ5RoWpNUkwnq6ptGnTBiQvRYXAlCL6JS0Usb9wwXxUKF8GrRqVw6LJzfMU0CQE1ZWWLaGpVAUVypWE9YSueBq4MFdAKgTT0MuLUKLEH0mp1NQUOO1YhxbNGqBpo9rYvGYqPocdwf0rO1GtWt5Sm0pqL74eb4HCbAEeTAvz6ino2OPWrIRAv2/+aY7+/s08f4JuGiCvYHEprxMiWBBUXGrus+vEpMRjxClL+L67wsz1I/wjEva6/fFAk6B/V3UG/Ike7vj+3/arLOy6fPlyqDZR4wTTdo3aY7LRFE4w7dahO5bMXMoJpkqtlXHI3StXQBgYEoSV19ww9sxc6B8fi3Fn5rLt/7OPbuDjK/HBU8+uP4f7DI9MfYZefw6SjooMk/251tVLVoO2tb9ExeH4ah92/vTT2+yeR4rmT8ugNUwBTRQFr6qqyoTx4+Pjc7W8e/bsyVENgNKQTp48Ob2tZ8+eoX///uy6VatWiI6OZt/puAB5P8WV9+/fw3zyRJQu9Q/U21TE2umt8wyk3ps0YD+hKdo0qYDqVctikW0/JvkkhExpPsOuL2VjXLNiLurUrg7Vdk3hvnMW4t55I+GDL/t5fH03KlaULrWpODvxz3kLFCUL8GBalFZTQeZC2ZoEuh2QuC/33ry8TCFu5TIIOrfH99DQvDRTqN6dcWM9djw5KtWYgz4/w1DfSdn0TUmblrJOxa93QMwIfeYBF+i0Y6oLCU47kRryWGq5Lspuo9JElRNMVRqpwmzoRE4w1euohwW2CznBVFVZFftdPTNBYm48k2Ev38Lr3nnmQaUtf4PjpphyYRm23vICnVfNqa13j95jl7lztmck9xR0Ijjb/ZzayM299SvXw2jYn/Scv9N+48H5R8x7euPobfz68cd7GvEyEjvMnHDbJ4jB4ObNm9m5UJJr4kr/+eXLFwQHB+f4u0WST+RpzVronGlG+SpnZ2dQf1S6du0qEYxSXYrONzQYhJIl/0Z3jaqgfPVCL6e0n0c3aMBqZCM0rFMWDetVzib5JA2Q0juhVxbDZnI/JrTfo6sKThxclg6jQiilz9A7rihbtkxWk/HXvAV4C2SxAA+mWQzCX8rGAqSnKdBui18xAtk0KGEr8VsdWSQ6RaYXh3I/5gWMTk5Byq9UqabrEuoLk/MzkfDjm8j36bgE2ZO2+dmZ3o5KTLc2ZtQwxDtuYHqqv39Ipo9KZwnbN1HhBFPVxmoYr2/KCaa9dfrA3noeJ5hqqnTAXid3mcHgg+ehcL7jAxt/BxY8Ncx3CuwurcfeID+EvHjJ+qHApB0TnfDhaXimfm97B+HQ4iOZ7uUGQEXVdXRwhP4Q/UxrFxcdD28HX6Z9Gv48HJ72B+Ewej16KOlBp2NnnDlzBrSFL67Y29uzFJ451atRowaScwhydHNzw+DBg9krdCyAjgjQWVNJy9WrV9G1izZKl/obg7vXkJnk04Qh9VCjWmkot6opUvIpt2AafHYeJozqjnJlS8NwkA6unt6QI5AK4fRl8F6ULFlSrClu374ttg5fgbdAUbYAD6ZFeXULeG6xFhPZdnB+DyNhrysE2m2Y1y+/+y6I/ig6/8Ar6WS6CFDsb2+F5ZUV+JkmeX7z7y9egOxMayzoqgY6oyoY3Itlokrcv495VcnzmrVQ4Eq7xu05wVS9sQZMBo3lBNP+Xftj1tTZnGCqrd4RLttdZA6DBIkUJEVnUzfdPIBJ5xfD4Pg4Fkg13X8ttlk5weeiP96EfUjvO/xFJHZburF0paIgU5r72zduZzqgWe1M60pC/0tHrACBvm4HXVz0404ZStvuGcvcuXOxbdu2jLfSv9N5SjpnmrUQjJJgPkXqd+/enWVzylon6zWN9cSJE2jbpjkqlPsHo/vXgecq1Tx7SHMr+SQpmAYcmwnDgVoMSCeM6YuHV3dxAqkQTN8+8oCoqPxfv37h4MGDqF69usg6We3GX/MWKKoW4MG0qK6sAsyLieFrt2XZiPJ7OF+PHWFeva8+3vnddb73dykiGKPOTAeJ6EtTvv/6gcmBS7DkrpM0r7N36Izq1xO+TJoqxtiQadoyWB2oB8pIlei+BykPH2DHli1QbqzMCaYkJ2XcfxQnmA5GwZQgAAAgAElEQVTSHQzbybacYNpZqwt2bd6VDofSgJ+k77x/FY7zj2+xbf61s7ZjnMs86B8zgbHfdNheWs/uezp7w2uZbL2mc2fYg2SdspZbt26hg7oWjPoNx5P7T7I+znYdGhrKYDLjgzlz5qRLPdF9gqdLly6xKpUqVQL1ISy07b9//352SQFPkgRREdjSWdX6dWuiWuWSmDKsAQ6vU88zkEor+SQOTL33TEOPLsqoXKkcZkwbhrB7eyUCUiGYfnhygEFnxrO+5HUmOa3GjRuhbesWsLMxQ40a1YVm5T95CxRLC/BgWiyXPf8mnXjQE4LOqiAB/vwuSYEB7DhB3Lo1+d11vvZHHqexF2bh1IcbUvcbm5KAUWdtQVv7sio/I8Lx7ZQf4lavYMkQBDrtEa3RHNfbNsI5tQ7Y26EPNnQeiXk9p2QC1Q5NtWDUZzgnmA7RM4CVmTUnmOrq6GLbhm35AqYZAdZ3/UlcP3yLeUwpaGrLrUMMTkf62GD1VEeMd57PjgBsu3UYFx7fxttXH3M9Rgrq6typC6pVq4YdO3awJSNwpDzuampqWLB0ESI4UgRnDTyiNJ4kpJ+xkOassO2tW7ey6HpSVaBiaGjItEtp653OlTZv3hz370t2fIaE99esWYOqVSqgfq1SmDlWMSSfcgJTyvK0d8skqLVvitq1qmH5/PH4+PRAroBUCKaRzw8xME1NTQWBPAUCVq/+Lzppq+O4106kxD3Dw6BTPJhm/CXkvxdLC/BgWiyXPX8nHTvZFDGmf8S087dngMlX6XZArPkEUFBWUS3H3wZigv/8PE2PovyHnTDH2Q//84TlqcEcXvZw3ITx9RvhiHp3XFFRwVPVVohSb4b3as1xX6UNLqhqYm3T5liooYNraz0R4BaQI6AO7T0MFuOmcoJpzy49sWnNplxDX0bIlOY7pQw9ve1cjv1e9b6B3TPc4HjdEzb+azHCzwpDjo2B0QkLmJ1bgFkBm7D++n4cCD6LyyF38SqDZFXkqyg4bXFCO+V2aFC/AdPzpPObQq+buro6KJ87gY+4Ur58+fRzpuQtpUAoLS2tTK/NnDkzXTR/7dq1DKaEFUi7tEGDBihXrhw2btyYLg8lfJ7Tp0AggK3tdJQrWxKtG5fDkimKJfmUEUwj76/G5hVj0LxJbbRoWhfb1k2D4NVRqYBUCKb0Pm3lW1tZoUKFChjYTw8B5zyRGh+a/vP0wXlUqVI5J/Px93gLFBsL8GBabJa64CaalpDAziHSdm5BlF9xcYgZNgiCQb3w83N2KZ2CGJOs+6TzoSNOTcON6JA8NX3701MM9Z2IBzHy0TKl9JOtGrbO5CG17WeLpbpm2NbJAIc0euBgyya42a4ZojRb4ZNGc7zvqIqXvfrg8QhT3J26ADfnbYGF7kCYG5txgmlf3b6gqHVp4DIv75CW6aFFh3PsN/rNJxyY78U8qsI+6CwqCf6TAoDjzQOYG7gFE88txvCTlhhyzASG3hMxZP9EdFzQGxpWepjpuQq3IkPw7EMYyKtJZzkpLSd5ziUtdA6UCkXlKys3ZcDUqFHdTJJStra2oGCmvJa3b99ilPEIlCpZAh2UKmOdrWJKPhGYvrm1HEtmDUWtGlWgrtIc+3fPyST5JITM3H7eDdiG0UZ6LBPWGGN93L91Mh1GM4Lpi8f+DFrzanP+fd4ChdkCPJgW5tUrRGNPvnWTnfmUp3g7lzkoECfWzhqCLqp/5I64KhfSZ27PT2La1VV5Hr3320AM97PAx295zyaUdTAU4NGiQctMYDq9v12ma52WXdCvS3/mKb2yxQe3FmzFvcmz8cTQGGF6PfC+oxreqzXDZ/VmiNJqi4+6nfBuyGC8Gj8JL2YsQOia7XjqcgwjuvcB6XwKATC/PinLk5OFKwhCc+rzSeBTpmtKWaFyei68F/boFebOnofaSo3QYVQPzPVZh9X392K81xw06NoCrXuq4cBF6c5Qly1bli3NzJnW0B9SB1GRg6CjUwm6uh3SszONHz8eN25IfzyEvKo99bqj5D9/o6dWNexQYMmnp5cXY7p5f3Z+VK+bGvy8lufJOyoEV39fBwzoo43y5cpimoUJwp4E5AikQjh9E3oZpUtnziCV9c8Qf81boKhbgAfTor7CCjQ/JrzfrzsklRaSx9ATdu1ggPzt9Cl5NF+gbX79kcx0SZ/G5T3JwJYQL3ZuNZFDRkqayR45cgTN6zfPBKIZwXRqbys0qdkEetp6OW7hB+69wu6PHTwOZvoj8cT9BELXO+HFnKUImzgVbw0N8UGvKyK1lRGt3gyR6s0R3UUdUX10ETFUHxETTBFua4eIpSsQvnkHwt0PIuLEOURevYuox685QVEIjOI+CUidLFzw5r7oNKQ+a0/gwm7/HPt7dPsxLM2noVLFShjQfwCuXbvGTH3nzh2mBWplZYXXr19LY/70dwhMyVvavHlD9OpVHV8TDPD7pxFWLG+N2rUr4/BhLzRp0kSiLfr0Rv/7QiL7aipKTPLJoEct7FnaPs8BTYcc1PBH8qmUTCWfgs7YY/zIP5JPwwZ3wfWzm2QCpEfdF0JHWwn/VquMhfbTEPn2NieQCsH0Q9j19AxSWe3KX/MWKC4W4MG0uKy0AsyT9DAFQ/rgy6J5BTqapIsXmJwUaXAWtbLx0QEm/5TXedG2MMlIkRRV8k/xZxYl7c/b2xtN6zbNBqaT9aZAq7k2ypctj2ZNm6GnTi9OMJ1gaAZjfWPOrXyjAYZwsJyOCJ8ziNjjifCNWxG+eBnCrW0QMX4cIg0HI7JXN0R3VsOnDq3wWaMZPmu2QHRHZUTpdkRU3x6IHNwfEcMNEWEyGuGTJiLCyhoRs+YgfOEShK9y+NPmTheE7z2ACC9fRPieZaB7cOYe3Nvti8hT/og4fQkRZwIQcfYyIs5dQeT5q3jpfQlO5rsR5huIiIBbiAy4hSAXD8zt0w89KpbDkp56eLptK+IPH8JhO1u0b9QQSywsEBMRIdLUlAaUApEaNWqEpUuXptd7/vw5OnbsiCpVquDu3bvsPp0NpULvWFiYomnTigi+qwekGeHa1W6oVaskevbsmqMkVHrDGb7Q74uXlxeaNq6PCuVKwGRgXRxYrbiST5eOzIB+/z+ST5PG9seja055BtLYN8fgvMUWym2aoGH92tjgMB9fIu9LBKRCMCWAFSUplcHc/FfeAkXaAjyYFunlVbzJ/Xj/jkFhUuAf2ZmCGiFlh6IUprHTpuD39+8FNQyZ9/sp+QsMfSbIZBuezq3a3VjPNE5Tf8nGRnQWskmdxulgatrdjKUoLV2qNAz1DXHv3j0GVz11enKC6aRhkzFsoBEnmI4YMhLzZs7L0SuZk9cz+kU4om6H/AHIQz5/YHaHM8LXb0b4itUIn78IETNnI2LaNESYmSFijDEihhkgcnA/5pElmI3uqsE8tKcGWyKwnwmidVT++2mP6E7tGPQS+H7qqIzz/UzhM8QGER1a45VqMzxSboRnai0Q0b0Dwvt2w4b2bdGuRnVss7NFciJ32lk6C1q3bl0W6b1s2TLUqVOH/W5RjnnKuPTgwQMsXLgQdnZ27D4FP2Us5CEtX74ENm5QYnD6JWYIBg+qDW1tZbx58yZj1UzfSQmAMjvVqF4F/1b5BxZGDXBkvWwlnwbotYG/l7VUOezp3GjGn+Ouluiuo4QqlctjlrURXt13zzOQRr3wwtplk9CgXi0otWmOPbvX4ltMSK6AVAimgo/BDEwpZSxfeAsUVwvwYFpcV74A5800RnXa41dsTAGOAqz/GP1+oJ/8zlAlz4mvuOeKhUE7ZdIFaZxaXV0Nm2sO+JGWXVA9t52cPXsWDWs3wujOJmjbUAllSpfBRLOJePXqVXpTlMayu7YuJ5hOGTEVBn0NOMF0lMFozJo+W2IwzQlWpb13/fBNnFjvx9n34T2HsWn8Fqg1V2PQ+PnzZ8TGxmLevHno0qULfH19JQ5oGjNmDKtPRoyIiGDyTfR9/vz5OH36NEsFOmPGDJiYmDA7ZwTToKAgdo+kn9q2bYwhg2uDwJS8p46blFGzZkUcPXqY1cn4n5cvX7L2yMM3a1wTHN+okecte8dZbdFdoxrKli6BMYYauHNqdiawzAiZkn4nySc3RzOoKDdGnVrVsHKhKSJCD+UZSN8+3o/5M4zxb7VK6NxRDT5HnKSCUSGU0mdc1AMGpjll1cpoe/47b4GibAEeTIvy6irw3GItJyPGZESBj5DOu8ZaWTDvaWqWzDcFPjgpByBIjmOR9aFx76RsIfNrlO7U4vIyzLy5AT/TpBPxF7bo7+/P/sdbvlx5FlEeFRUlfJT+SdJFXTt05QTTaaOsMajnIE4wHWs0DrbT7DjhUFrwFPdeSMATeMw5kK3vqNfRLBuVSjsV1KtbD44LNmPfrP14GRqGUaNGgXLQZxSuTzeKmC/0LmVPonL48GGmE0rfGzZsCEotSjqjBKnR0dGsDm3l09Z7hw4d0lOI0gMSvZ8xYxoaNqyA69e6MzilLf5mzSqxLX/a+qeAKAMDA4wePZodDfj777/yDKQrLVtCU6kKKpQrCSvTrngauDDPQBpxbxU2LRuNZo1ro2Wzeti+3irPkk8U1PTstgssJw5GhfJlMai/Li5fOJhnIBXCKXlaCfQTxXjI2SLy/+EtUEQtwINpEV1YRZ9W2tevDAYTXJ0VYqjx2zazoKhEr4MKMZ68DmL7kyPM05nXdoTvf/uZjEkBi9m507TfacLbuf58+PAhHBwckJCQIPJdyiDUSa0TJ5jamNiiT/e+nGA6wdgMVlOss8GhOKiUxfMPT8Oxc9JuRIZFsf4/PP+IDas2oGmTpmjdqjXTDSUIDA4OxrwRC7Bq4hpQxiSucuXKFZF1jI2NGZgGBgaif//+LD89nfukCG/aaidReypCYf2//voLpqam+PjxY45dnjrlh1q1KmHVyjbALyMkxuvDaFht/PtvGZibm6drmpJQPIGU96bce0vpHfsJTdGmSQVUr1oWi2z74fXNZXkG0tc3l2PRDEPUrFEFmmotccDFHvHvffLsIb3jvxXGw3qgbNnSMBmljwd3/GQGpEIwpU+yJ3nO+cJboLhagAfT4rryCjDvlOC7EGi1Bp33VISSfO0qKDtRrLUF0pKTFWFIUo+BQHK431Rcj3osdRtZX6QIfRLxX3x3l8RbzFnbkOSaPHnaKloiwdRjzX60a9EOXbS6coLp5DGTMcXMokDAlOB2r50H7p4NxsI5i1CzRk1oa2mzzEx0LpO210kQn4KUwt9HYN/M/Qi98YLTPLq6uiKzK40cORL16tVDyZIloaqqysCRUl+WKlUK8fHxbL3WrVuH69evsz7onrgSHh6OLl3UoKtbDdFRg5j31MVZFTVqlMfevX/0TQl4CaSObpAcTKmu1chGaFinLBrWq4wNi4aCvJsxWc6D5vb6SeBiWE/qh0oVy6KXrjpOH1mZZxglD+kF7zXo10uLeUitLcfh1dNAuQCpEE5LlCiBT5+Kpt6yuN85/jlvAbIAD6b870GBWiB+w1oIendRmKxMvwSfETNCH4KeOgoDzNIu0MFXF2Dqby9TiIxLTcS4C7Ox8p6rtMMS+96xY8eg2U4zG5juWuwEXW1dlCtbDno99KDXRY8TTKeOt8TEcZMKBEwf3wlhXtAhHfTRt09fXL58mWVkovOzBI4UPZ/xHGH48wimbRr/6Q8wxsXFZdvSJyF9CmLKqYwYMQIbNmxgUfYUgW9mZsaq9ejRg6US1dDQgKenZ06v5niPgqYoiEpFRQWjRhmhTp3y8L/YhcHpk5DeUFKqDBOTYaBsTgSmXmvFBzzJS/Lpzml7jB3eFeXKlsZw/a64cd4xz0BKHtbDexagY4e2qP5vFSyeb42od5JJPgkBU9pP8nLTPwr4wluguFqAB9PiuvKKMu+0NMQY9scX+1mKMiLg92/Eb1z3Z2v/wH7FGVcuR0LnQU3Oz4Tvuyu5fJO7ekxKPMacm4E1D/bKFHqFvdJZSdU2qulgunbGOmgoaaBqlapYvHgxgyEPDw9019HlBFPriTYYP3p8voLp7cA7GDtqHEvVaTPaFp5LDjLvJeWY79SpE44fP54pu5JwzvR56/gdHFlxHGm/0tC0aVNUqlQp01Y7RdfTUQhhoYAxsgOV4cOHs+xP9J3q/PPPPyA90cjISFy6dIlplgrf4/qkNi0tLVkkvzAoiupTG/XqVcOC+S2R9mMYUpIMMWliI7RoUY+BKZc01LGNGhjeuzYqlS+JzpqNcNx5Up69o+RN9T9sh8F9NVG+XGmYjx+AkBu78wykJPm023E62rZqhEYN62DTuoUsIElayJTmvQoVyuPdO9mcD+daa/4ZbwFFtQAPpoq6MsVoXD/CP0Kg3RbfLpxXqFkn37wBQWcVxE4zR1pSkkKNTdLBXAgPgvFpa1B0vSwLyVKNvTCbRf/nNSAq67hom7ttCyUsmrIIrZq2+hMk5OjIzk0K6x46dAhdtLtwgumMKTMweviYfAHTCycvYshAfVC0+9SpU5nEUujDUGydsAMG+gbpW+jC8Wf9DAkJgcc+DxxdeRy3jt9m4va9evXCwIED06tSpP7jx4/ZedFhw4Yx0CWVAypGRkbseICw8rZt20D6pZKW27dvg9okz6so8X7aXu7Tpwu6dq2Ojx8GMO/poYOaDEw9VojWLCVPKXlVz+63lAmQHnWZiq6d2qJq5fKYYzMcrx/syzOQkuTTmiUTUb9eTbRTaol9rhuQFPtErlv2oqC1SpXKIs8SS7qefD3eAoXZAjyYFubVK0Jj/+rrA0EnZYXLZU+SVjGjhkGg1xGFNWqfRPIpXamsC23rTwpYxLROZaVzSmO8cOECA5nWLVtj3759yEnTkbb7O2p05ATT2ZazMdxwhFzB9Oj+Y+jeVZeJ11PUO8Ebbbf37NmTBQm5Td+LqFfZlQeEa3Hu3DkWMa+pqQkKSAo4G8C29DurdMHTp0/x77//goLBqOjo6IAAls6HUiBUxkLR/EJIzXif6zsFR5F3mjyxc+bMYZ5orvr0jN5Zs2Y5atUqD7+TnRiclijxf5zZnUjXlMD0Q9BKqcH008M1cNk4Ae2VGqNu7X+xatEE2Ug+PfKAve1IVKtaEd06a+LEMecCgdGMkFqjxr8IVZBz9+J+H/jnvAXkYQEeTOVhVb5NqSwQa2uFmKEDQHntFarQ1v7mjX+29j3cFWpokgzmfswLDDsxGfHf/0RmS/KOpHWSfqZg2tVVTE6KUqLKorx48QInT57kPCZAGp8aqpqcYGpvPR8GgwxlDqYk+eS6ww1qKmqoU7sOKKhIKO9D4EbnOYXBKxddLuGu3z2RZqHUoMJofDoPSsD5/MYLrBm9DpEfo3Dw4EFUq1aNyTzRUQCC1ZyKj4+PxOlDU1NTQWdd1dTUsGPHjkxnXXNqO6d7JBnVqFEN2Nk2Q5nSf8FlcTuRklG0lU9g+ubW8lyDaXjwKqxfYowmDWuhdYv62LXRBjGvj+bZQ/r0lgssJgxC+XJlMGSgHq76exU4kArhtE7tWswznpPd+Xu8BYqDBXgwLQ6rXEjmSBmYBIN74cvM6Qo54uTbtyDooopYi4lI+/ZNIccoalCzbm7Euod/ziOKqiPtfRLen31rE4vYp/On+VFou1+1nZpIMD248xBaNW+NXj16ywxMP74Ix8bVG1nK1JYtWsLV1TXb2U0CU9L4FJZnV5/hxAY/4WW2z6pVq7J7FKnfrVu39BSgU/tZwWfDCfxO+w1DQ0O2zU5g+iwPWrskQbRixQoWfEVgT33mpZBUlL5+b5Qq+X9wWqgsEkx9HP9s97+8tkRiMH11YxkW2BmgRvXK0NJohUOu82Qi+XTr4maMHKqLcuXKYNwYAzy6e1phgFQIpg0b1BOpvpCX9eLf5S1QWCzAg2lhWaliMs6fn6Ih6KwKRdE3zWr2X19iEWMyHIIe2kh9EpL1scJev02MhKGPGcK/fZbLGEnbdGmwMwuKikySf0Yv2u5XbtMuG5g6rd0NLXVtEPANGjQI/fsMyDOYvg55g8X2S1C7Vm1oamhyBjARmNK2urAkfE7A7qmuLKBJeC/jJ23Vk2i9lZUVZs6cmQ66jRs2wYFFXrjieY15S8lrWqFCBam2eCmlqLW1NTp37pwt0j/jWKT9TsFHO+YpcYLpPyX+wjMJRPNDAhbBamJfVKxQFn30NHD26Ko8e0dJ8ona6aPXARUrlMN0K1O8fiZfySchZErz2bRJQ9y5c0fa5eDf4y1Q6C3Ag2mhX8KiN4GUhw/Ytnny1czn6BRppvHbtzANVvpEmvSC8/k5p1X33TDvzja5drnx0QGMPGWF1wkRcu2HhORbtWjNwPSR/2OsXbgObVq2Qf169eH4X6CUu7s7+vTqKzWYPgl6Cpup01G5UmX07tWbRaaLmxSBKQURZSykURr16k/GpYz36TvpjNavXx99+/ZF7dq1sWTJElaF8t5HfYiGx2xP3DvzgEk9aWtrZwoAy9pW1uu7d++yYCYCZeFxgax1ZHFdo3oVbJnTlhNMS5f6G48uzhfpMY28vxpjhukwyaeRQ7uDPJsElHn5Ickn8rRqabQBjXHpwumIfndH4TykWeG1VctmLLuWLNaGb4O3QGG0AA+mhXHVisGYvx4/CkFHJfx4+1ZhZ8sAundnCAb3xncxWXsUYRK0zT7UdxIexXJnGMrrWF1DT8Do5BQ8iHmZ16ZEvn/t2jU0qNcAC2wXokG9hmjTug0LlKJsSsJy4MAB6On2zDWY3rkchPGjTZnk04jhI3K1rUpgShHyGQs7Z3oy53OmJAn1/v17Vt3JyQmTJk1i3wlSKTtWbMQXuNnsxYtbkq0Z9X/q1CmQGL+dnR0+f5aPhzzj/OrWro5NM9twgmn5sv/g3jl7kWBKGZ/oHOqja055glECWTqDSmdRW7doiMaN6mHLxsWIj36o8EAqBFSlti2Z7m1GG/PfeQsUJwvwYFqcVruQzTVuxVIIeumA0pcqavn94wfiVi0vNN5T95enMf7i3DznvBe3Ht5vAxkEn3h3VVxVqZ6TvBGBTKeOnUQGSlHO+K6du0kMpv6nLkF/kAEDUkq7SZqeuS0EhqQpmrG8DHqFI8uPZbyV/r1WrVrp30mjdePGjeyaPKa0xU8l4mUknKe54eMz0aLr379/h5ubG8smRSlIhalH0xuX45cG9WthvV1rTjAlDdOg03NEgilF7NN6fg47IjWYRj4/xKL169WtAZV2rbB/z8YCk3wSQqY0nyrt2sDf31+OK8Y3zVtAsS3Ag6lir0/xHt3v34gZO5L9kOi9Ipc/3tMuf7ynL+XnKcyrDegsqNmlBXAJ9c1rU2LfD/4cCqOTFtj0+CBnhL3YhnKoEBERAfKachVvb2/odOwsFkyPH/CGbrceqFy5MubOncvOdHK1y/WM0oBSetCM5UfqDzhZuCAxJjHjbfadPKNUSBRfSUkpPac9Rc5nLK+CXzMZKcGHzOd3KUPUmjVrWIYmktDKSVorYzvy+N60cT042LTiBNNqlUvhxomZIsGUtvIJTCNCD+UaTN883Ic5NiNQtUpF6HbVgp+3S6HxjuYErhrq7UEyYnzhLVBcLcCDaXFd+UIyb/KWkteUvKeKXjJ5T7c6KuzZ09C4dxjqOxHvvorW15SVrSnYavzFOUzr9NtP2chJSTo2Pz8/aGlq5Qim0W8+Yc+uvdBQ02BBTQ4ODmzrXNK2RdUjMDU2Ns72+PTWs3hw/lG2+1WqVMHo0aPRtm1bvBVzbOXhxcdwn+GBr7Ff2fa/ra0tE9kn6Sby1BZUadWiMVZOa8kJptWrlsaV47YiwVTw2IGB6fsQT4nBlDI9mY8fyCSfDAb3wvWAw4UaSIWQqq2llp7Fq6DWlO+Xt0BBWoAH04K0Pt+3RBb48e4tO29K504LQ0l99BCC3uQ97YXvCuo9JS/mtKsr88WcBKR2N9YzQJWXKkBOEyHBedIa/fT2c/oPST45OjiiRfMWTPZp9+7dLId9Tu9Lc4/AdNSoUdleJW1S7zU+2e6TsD4dS5C0HN/qi3WmG2A4ZChI71URinKb5lg+tQUnmNauXhaXDtuIBNOYkLUswQB5P8UFPN0474gRht2Z5NOEccPwOPhMkQBSIZh26awF0qXlC2+B4moBHkyL68oXsnlThL5Aqw1SHtwvFCNn3tPVK/6cPVVA7yllahp91hZ0FjQ/Cnn0HB8fYlv7dz8/y48u2Tm99srtGZS+fvIGS+ctZYL46mrqOHLkiMic9XkZHIEpeUCzltSk73Ca4oKkeOlS2xJkUzYpaytrnNjsB5+1J/DrR950SLOOUdprlXatsdi8OSeY1qtVFhcOWnGCaamSJfDi7h6RYBr98jB66WqgUsXysLMxw9vnV4oUkArBVLdbJ/b7Ke168O/xFijsFuDBtLCvYDEaf4KbC8tdT1qnhaWke08H9cJ3BfFwCW13MzoEw06YI79E8alfCoaiYwTH3gQIhyG3T8qiVP3f6rCdZocqlatAr4ceLl68KLf+qGESrTcxMcmxj5ObTiEk4EmOz3K6SQoDJHmlrq7OgqK+/ZfU4dfPXzix3g++606Czq8WdNFUb4cFE5txgmnDuuVx2mMqJ5iWK1sKz267iATTd4/3s+3+wiD5JIRMaT579+zKMn4V9Lry/fMWKCgL8GBaUJbn+5XKApQVSjCoFyhLVGEpzHu6ZmW69/R3HjPuyHLei4J2wv72Vlk2KbYtkpEa7jcVq+/vAWWNklehs5cUUDNs6DAEBwfLq5tM7RKYjh07NtM94cWTy08ZTAqvRX3Gx8dj7dq1aN++PUhZIKeAJvKWntpyBkdXeiPlW+ZAKVHtyut+J2112E9oygmmTepXwIk9UzjBtHLFspxyUeHPDrL1/BYTUiQ9pUKI7d+3B5M+k9d68e3yFlB0C/BgqugrxI8vkwV+//yJmKEDEDvNPNP9wnCR+vgRBH27svOnyW+MTNwAACAASURBVDeuK8SQ41IT2fb6lcgH+Tqe6KRYTLm8lKUxlVcQFuWrf5nPZ3wJTMeNG5ejLZMTU7DL3BkpX//IQGWt9PHjR5b9SUtLC1evXhUb0JT2Kw0Xdvvj0OIjSErI38CyjGPv1kULs8Y14QTTFo0q4LjzJE4wrValAu5d3iHSY/rp5WEGpnFRD4o0mA4Z2JtJf2W0Mf+dt0BxsgAPpsVptYvIXH/FxkDQTQPx2zYXuhmRtzTB2QkC7baINZ+An1GRBT4Hv/fXYHzaGkk/cwYmeQ3w1+9f2BpymOmdnv5wQ17d5Gu75N00NTUV2SedDX12LTTTc5KKou3/AQMG4OnTp5meibugs7uBHlfhaX8wRzkqce/L4nnPHp1hN6YxJ5i2blIRh3eZcYJprRqVcPviFpFgGvvmGANTwcfgIg2mhvr9QMkW+MJboLhagAfT4rryhXzeqc+esmCobxfOF8qZ/IoRIHa6JZtD/OaNoO3+giw21xyw7qFHgQzhRnQI29pfFuwMCsoqzIXAdMKECSKn8CTwKQtcogoXLlxA7969YWFhgcjIvP0D5cbR26DUp1+i4kT2La8H/fr0gM2oRpxgqtSsEjy3jecE03q1q+DGuU0iwZSi9eloRuTb20UaTEcYDcL27dvltVx8u7wFFN4CPJgq/BLxAxRlgW9nTv+J1A+6I6qKwt9PuRcMwUA9CHpoI+mSfANzuIxBMk6UrvRxbO6zHXG1K+kzQXIck68izdPXCRGSvqZw9QhMzczMRI4rKTEZOyY7oYeOHkg79asMs5oFn7qHPdP3QfBeILJ/eTwYNKA3LEc05ATT9i0rw91xLCeYNqr/Ly77recE0xIl/saHsOtFGkxHj9SHo6OjPJaKb5O3QKGwAA+mhWKZ+EGKskDigf1sWzz1qeTRzqLaKrD7v38j0cMdgk7KiBk/Cj/evyuQoQjTlcozIIlrYpSVatfTYwyQfd5d4aqqsM8ITCdOnJhtfImJidiwYQMLaHJe6IorB7mzVmVrQMIbjy+FwNV6L6JeyT95gnBIhgYDYWHUgBNMVVtXgev60Zxg2qxxDfj7OnCCaZkypfD6WWCRBtPxJsOwfv16oXn5T94Cxc4CPJgWuyUvehNO2LUDAp12+P76daGe3K/4eHyZO5NF78c5rMTv/3Kl59ekCAwpIKmgtvSF8wz6/AwjTk3D4ru7kN/ZooRjkPaTJJ4mT56c/jqlTp0zZw46dOiAwMBAFtBEgv8Ej/LSIX1+8yWcp7nh/ZMP6eOQ55cRww0w2bA+J5hqKlWFk4MxJ5i2bFYbZ4+u4gTTCuXL4sVj/yINpmamI7B69Wp5LlmBtp2cnAyBQJD+Q9dUaPcg4/2UfP77r0CNwneeyQI8mGYyB39RWC1AICfoqo6fkYV3G1ho+9QnIYgx6M/m883vpPB2vnxGJsXA6KQ5AiMLNpFBbEoCyxZFQVm3oguPN5zA1NzcHCEhIRg/fjz69euHJ0+yj//w0qN4cStMbmv65v5bBqc5pUGVdadjRg3HBP16nGCq1a4qtq0cwQmmSq3qwc9rOSeYVq1SEU/unyvSYDpl0mgsX75c1sukMO0FBQWxZBF0Xrhv374gWTcq/v7+bEeB7o8YMQL37t1TmDHzA8lfC/Bgmr/25nuTowW+zJsNgV5HUNR+UShfj3hB0Lk9YowN8T1MfhCT1Vb+4XdhdHIKPiV/yfoo369pS3/YiclYcc+1UHhPv3//jsqVK2PSpEkIDw8XaS8S2vd28BX5XBYP6Kypx5wDTFLqR+pPWTSZYxum400wblBdTjDVUa0Gx2VGnGCq0rYBfPYv4QTTGv9WxsOgU0UaTKdZjMWiRYtytHVRuWlra4vSpUsjJibz39WDBw9GzZo1QX+O+FJ8LcCDafFd+6I389+/EWtlAUF/XaQlJhaJ+aV9/YovSxZA0KEVKLnAz+j8OTu46v4eTL2yArS9X9CFAHn69XVM0krRvack35SQkCDWZN+Tv2O3pRu+RMoX/kl8nzJOkdZpwmfx4xI78BwqTJ5shjED6nCCaRf1ali/0JATTDXaN8JR94WcYFqndnUE3/At0mA63coU8+bNy8HSReeWqqoqCEIzFjqfXbVqVUybNi3jbf57MbQAD6bFcNGL8pRJJzTGdDRiDPvn+xlNedr1x7u3iJ066c/506UL8StOvkDz/dcPjL84F7ueHpfntHLVdmHznoqbXMDey7h2SP76rb/TfuO29x12rvVdiOzPnVpaWmBk39qcYKqr+S/WzNPnBFNt9SY46GLPCaYN6tXC7SvHizSYzrKdxBItiPv9KazPaSeBtuuzarVSCmG6f+bMmcI6NX7cMrIAD6YyMiTfjOJYgNKVxgzXR8yY4aBMUUWppD57hphxxhBot0H8hrVIS0qS2/RItokkpO4Jnsutj9w2TBmjCov3VNzc5B0ElbX/1/ffwsVqD+6evCc2q1TWd7mubafbwKhXLU4w1dP6F8tnD+IE0y5azeHhNJsTTJs0qoNrlw4XaTC1n2WB6dOnc5m8UD9zdnZmAKqrq4uRI0em/6ioqKBs2bLgg54K9fLKZPA8mMrEjHwjimYBAjbB4F4suxJ+/1a04eV5PCl3gxAzbBAEndohwWknCMblUY69CWBb6Ak/vsmjeanb9H57Of3s6dcfBZeOU+oJ/PfikRXH8fTKs7w2I/H7dHTgwHwvnN52FnScQBaFVAcM9WpygmnvTtWxZMYATjDt3qkl3LbP4ATTls0bIPD8gSINpgvnWcHS0lIWS6OQbejr60NZWRm0dZ/xh7b3Bw4cmOOYSdEiLB/P2ec4CP5mvlmAB9N8MzXfUX5b4FdcHMtLT2czi2pJCrwEwYAeLIKfNF2RJvszofa3t2LWzY0KZ0LyntrdWI/hfpY48e6qwo1PkgG9Cn6D/XMPIk0O6yaq/+8pP3Bm+zkcmH8IsRF5PxIyf/58DOnODab9dKpjgU1fTjDt1bUNdm+25QTTtq0a48KpfUUaTJcusoW5+f8kx0StY2G8n5qaivLly8Pe3j7T8Cnz2V9//YWdO3dmuk8Xt2/fZu+QFjBfiocFeDAtHutcbGf58/MnCLp3QNyyxUXaBt9OnoCgZyf2Q99lWb7+SMKos7Y4+OqCLJuVWVsBEcFsfKTB+jz+vczazY+GKFjq4EIvuUpHiZoHZYqirf3QGy9EVZHo/pIlSzCwaw1Oj+mALjUw17I3J5j266GEHRusOMFURbkZzvjuKdJgumrZLEyYYCqR7QtbpXPnzrFt/GvXMieYcHV1Zfffv8/855ek1ihhRc+ePQvbVPnx5sECPJjmwXj8q4XDAj8+vIegswrit2wqHAOWdpRpaWCZsLqqsTSnSYEB0raU7b1HsWEY6jsRLxQU/ChYayfLGmWGNQ/cQTBdWAoJ4h9ceFim5z4lnfvHZ+HYN8sTp7ecQVK8dDZbuXIl+nfh9pgO6lYDM6focYLp4N7tsMXBkhNM1VVa4uRx5yINpmtX2WPsWBNJl7BQ1TM1NUWZMmXYFn7GgRN4NmnSJOMtvHnzhgWB7d69Gxs3Kt6OTabB8hcytQAPpjI1J9+Yolrg+/PnLOVnwl43RR2izMZF503p3CmdP6VzqMk3rsukbbfnJzH2wiwk/0yVSXvyaOTjt8+Ywbb3p6KwpDWlbfz9cw+AgpMKotBZ0wD3K3Cz2SuV59bBwQF9dLjBVF+3Bmwm6nKCqUE/VWxYac4JptqabXDca2eRBtNN6xZi1CjjgvhVkFuf3759w6xZs5h2aYkSJdLlsKKjo5k8FG3jV6xYMR1Aqb6Ojg4OHTqE7t27Y9euXXIbG9+w4lmAB1PFWxN+RHKyQMqD+yya/evxo3LqQbGapQCw+I3rGJBTINi3U37ISyAYbTtbX1uDBXe2K9ZEcxjNlcgHGH3ODuaBS/AsrmCAL4dhibz15PJTHFl+TOTz/HhAKUz3zdzPzp8mJ0geUEberJ4ducF0aM+asBzflRNMjQapw2HpJE4w1dFWxmHPbUUaTLduWgIjo2H5seQK2welJt2zZw8D0oYNG+L8+fMKO1Z+YLK3AA+msrcp36ICWyD5+jUItNog8fAhBR6lbIf2OyUFCa7OEHTTYGdQEz098PvHD6k6iUtNZMDnEirfrEVSDS7LSz/SfmD3M292BGHVfTfEpMRnqaE4l79+/oL7DA+8l4POaG5mmZr8HZfcAuFm446woNcSvbp161b00OKWixreuxYmj9bhBFNjfU2sXGjKCabdO6vggLtjkQbTXVtXwMBgiES2L+qVCEhtbGyK+jT5+WWxAA+mWQzCXxZ9CyTfvgWBdlsk7HEt+pPNMENKPvD12BEI+naFoLMq4rdvRdq33MtAkb4ppQm9GB6UoXXF/RqZFIN5d7YxQN3+5AgUVV6K8trLO02ppKv07tF7Bsrndl5A8tcUztcokrqbJrfHdFS/2pgwUpsTTE2GamGp/VhOMNXrroF9rhuKNJi67FyDgQP7c9q8uDykLX364UvxsgAPpsVrvfnZ/meB1EcP2RZ3kQ+IErHiSf4XEDN0IAP0uJXL8CtGIKJmzrevRT1i4vuhce9yrqCAd2lL3+aaA4xOTsG+l6dBHlVFKj+//8Se6e6IeBmpEMOidKYXXS5hz/R9eH3vjcgxubi4QEeNG0xNBtSByVBNTjA1HdERC2eN5gTTvj214LprTZEGU3eX9ejbt7dIe/MPeAsUdQvwYFrUV5ifn0gLfH/xgkXrx61YKrJOUX+Qci+YpXAVdGiFL7PtQKlPJS0eYWdhfNpKobfIc5rL7U9PMSlgEUscQAFSab9lr/2aU7+S3Lt35gG81/hIUjXf6rx58BZ7bffh3K6L+Br7NVu/7u7u6KjKDabjB9eF8RA1TjCdNLoz7G1HcoLpwL4d4bRtZZEGU8+9m6Cnp5vNzvwN3gLFxQI8mBaXlebnmaMFfrx/x85efrGflafAoBwbL0Q3v798idjpliBAjTWfgNQnIRKNfvk9F0wOWAySayps5UJ4EEzOz8K4C7NBWqiKUH79+AWP2Z4IuyvZ+c78GnPK1xQEelyFs6Ub7vgG4Ufq/1L9HjhwAB3aceuYmunXw7AB7TnBdOq4rphlbcQJpgYDu2Cb49IiDaZe+7eiW7cu+bW0CtdPkhzTLCvcZPkB5WgBHkxzNAt/szhZ4GdUJAsKirWykEvmpMJkS7LFl8XzWYBYjLEhaMufK5L/Z9ovTL2yolBE6ue0Dr9+/wKlXR15yopF8Ad/Ds2pWr7ee3EnDB5zDoACohStxHyMxYn1fuz86fMbL5j26uHDh6GuxA2m5kPrQ7+PEieYWk/ojukWBpxgaqTfDY7rF+UrmKa82YKUqDP51uexQzvQqZO2oi293Mdz584dJhG1fv16uffFd6DYFuDBVLHXhx9dPlngV2wMBP10EWM2VuqI9Xwaar508ys+HvGOGyAgsf7umiw5Adkop1KYIvVzGj/dS/31HXue+8HopDksLi/D1aiHoqrmy/1jq7xB2/qKWmh739P+II6sOA4vNy+otKnOmfnJwqgBBui15gRTu8k9MG3SYE4wNR7WA+tW2+cbJKbGhyLp4SQkXemJ5OcLkBL3WO59+x7djQ4dNBR16WU6LtLw9fPzg6qqKpYtW4bQ0FBs2LBBpn3wjRU+C/BgWvjWjB+xnCyQlpiIGP1+iDEeirRkyXUc5TQcxWg2LQ3fzp1FzGijP9v8U8yQfOtmtrEVtkj9bBP47wYlD3B/eZp5UCf4z8e5j7cLJCNT9Otoli40OZE7Il7UPPLjftrPNDw49xA7p+yG7SALHFvbSSScThvZEH26teQE09lTe8HcdAAnmJqM7IXVy2fLHQ4JSIU/KW93IfnuUCTfHYakO0OQEumd/kxYR5afp33doKraPj+WsMD6SElJgZOTEwNSEs9P/u/v28+fP8PR0bHAxsV3rBgW4MFUMdaBH4WCWICAlLawYwz6g0CVL/+zAKV2jVu+5I9gf+/OSHDZnclGhTFS/3+zy/yNIvaPvglgmq10DtX7bSDo2EJ+lvNOF3HZ42p+dilVX6d8T2FKX1PsnLQF++aOhffGDtkA1WZUI+jpNOME0/nWfTHRpC8nmJqO7oNli23lCoZZITMl4jiSbw1AStxTJIetRtK13kh+aoeULw/kMo7zfu5QVm4r1Voo+kuxsbEs6xNldfL29gZ5TDMWygS1efPmjLf478XQAjyYFsNF56fMbQESn48xHQNBf138+hLLXbkYPiX7UPasGMP+EGi1RqydNVJDHjNLFNZIfVHLSBH7pz/cwPiLc1kUv2fYObbtL6q+LO8nxiRit6UbYsMV+3fQ398fLZpUw9HVXeFqPQe7zNfhwKIh8N6kmQ6odmMao5t2Y04wXWzbH+NG9uQE08njBmDRfGu5AGFWIBVep3y+iqSrvdL7TPkciOT7oxisJn88kH5fWD+vnwHnPNGqVQtZ/ioVeFtv377F6NGjYWBggBs3bogcT1RUFLZs2SLyOf+geFiAB9Pisc78LHNpARKjj502BYKeOvgZHZXLt4tP9e/Pn4MUDSibFqU9TTzoiWVBTkyOKemn4m5DS7NCgZH3WYDUcD8LOD/zQcIP+Qt/3zp+Gyc3nZJmuPn2zpUrV9CkYdV0CD20tC92W6zAbouVOLBQnwHqrHFNoKPekBNMl80aiNFGupxgOtVsMObNtpA5DHLBJHlK6YxpiuBGpn4pKCrpeh8kP56KlNi7mZ5xtSfu2VV/LzRr1jTf1k+eHQUHB0NXVxdTpkzBixcvxHYVGRmJbdu2ia1X0BVoXvXr18f//d//oUSJEiBlCkqdqq6ujvv37xf08Ap9/zyYFvol5CcgNwv8/v0HurprgmSl+CLaAmlJSUjct5cFkEVpt8UE5wmYcm5BoZSREj3LP0+CPj9jQv2GPmZYGuyM5/Hvxb0i9fPvKT+YwD1lYlLUQh6whnWrpIOpj6Mmg9GDSwbC2XIpnKY4YIXpIHRU5QbTVXMHY7h+F04wtTbXx2y7yTKDQHGQKHyefHsQcvKOEqwmPzRF8o2+SH7vKpNx3bp8DA0bNlDU5RY7LtqeP3PmDNTU1LB48WLQuVFJS3h4OHbs2CFp9TzVe/DgAQgwpS03b97EX3/9xeB0+/bt0NLSQiJ//Etac2Z6jwfTTObgL3gLZLcACfALOquABPn5It4CJNofaTMFw1b0wTgHfcTu3pHrzFLieyn4Gm8TI+HwwJ1lwDIPXMK2/OVxDvX5zZfYN8sTBKmKWIKCglCvdqVMYEpwKvwhD6qj2QKsM1mH6+4bEXV/bY6e03ULDWE4qBMnmNpZDoWt9QSZAKAQOiX5TA6ZyqLyRdVNfuf8B04fmWbzrIp6R9T9u9d9ULduHUVcas4xpaamwtXVFSoqKgwupdEj/fjxIygYSp4lICAAerpdGVBSOt28FGNjY9YOeU7pz0HWQoDu5eWV9TZ/LcYCPJiKMRD/mLcAWSB+80YW9JN85zZvEAktkBgfA5MjUzHFwQifNVsytYOvR7xA3tWiVOjIwqHXF5lQ/4hTltjx5CgEyXEynaKf42lc8bwm0zZl1Rh5nmrXqJAOokIgzfi5aHJz9NXSwpHFW+EybQeuuG1CZHBmQN24ZBgG99XiBNM5NsMxzWJsvoNpyputSL5nzNlvSkwQkh9bsO192uYXBZ7i7j+444caNarLannk3k5cXBwWLVqEjh074tixY9kCmnIzgA8fPrBo/dy8I0nd379/4/jx41Brr4xqFcthpFJVaDSohK1bt0ryusg6r1+/RsmSJRmcZvX0fvr0CU2bNsXKlStFvs8/yNkCPJjmbBf+Lm+BbBZIPLCfnaVMPHwo2zP+Rs4WiP/+FeMvzsGy69uQsHM7BAN6/AmYspiIpIsXQGd5i1KhdKezb22CoY8p7G9vxT3Bc5lMj1KBuljtQcTLSJm0J8tGQkJCUL1qeU4wXWbRAm2aV2ee0tDz63F82RY4T92JAKdNCA9ax+5vWT4c/XtpcILp/BnGsJg8SmroEweFop6nfApA0rVeSIkLEds3bflTFD8FSKV8viy2ftY+Q+6dRdWqVWS5RHJp6/379xg7diyGDBmCq1dlox7x7t077N69W2bj/f79O9zc3NCscUPUrVoBZirVsGdQY+w3aIruTati48aNeeqLbFC5cmUGpnXq1EFGL7G1tTVWr17Ng6kUFubBVAqj8a8UXwsk37zBPKckm8SVEan4Wij7zMl7OPqcHTY9Psgefg8LQ9zqFUy4X9BJmZ3jTQm+m/3FQnwnKikWW0IOgwKlTP3tsT/sLL6kJuRpRiEBT+A57xB+fv9fOtA8NSijl58/f46qlctxgulKy5Zo0bhapi38l5fWwXfVFuyeshMXt2/CjqXj0Ku7KieYLp4zBhNNh+ca9rLCnzTXyTf7SaxhSlJSJCnFpKXCHJAS90ziMT9/dBEVKlSQ0erIvpmHDx+iZ8+emDRpEhPEl2UPFL1PxwHyWr5+/Yr169ahVvVqaF6rEqw61MA+/SYMSAlK6adHsypYu3at1F39+PEDffr0wfXr11G+fHkGp0uXLmXtubi4MPUBOnvKe0xzb2IeTHNvM/6NYm6BH+/esmj9GNPRRW5bWl5LG/FNAOPTViyaPWMfKXeD8GXOjD/aqLodEOewEt9fK1ae+Izjze130kP1e38dVldXw8DbFDNvbsDF8CD8TMs9XNJ2pM/aE7hxVLGOk9B2ZsXypTnBdI11KzSuXyUTmMaE/NnKfx24DqfWb8b2iduxcOQ8PLlwCHHvvHME1OXzx2O8iaHEkCcNgIp6J+mhGZJfrsxV36SBmnRnMJKDjZAcfU6id189DUSZMmVy+6sm1/oU0HThwgVoaGhgwYIFIL3R3JYnT57g50/u3/s3b94wD2du2xbWp0Cr+fb2qFShHNrVq4y5OrUzwagQSumzV/MqUkPj3bt30alTJ9SqVYtF5Ddo0ICBKW3r05Y+BX5RJqsBAwYwiKe580VyC/BgKrmt+Jq8BdItwLJEjRoGQb/u+BkRnn6f/yLaAhQsRB7EA6/OZ6v0++dPfLtwHrHmE1iGKcFAPSTs2oEf4R+z1S2sN6KTYuESegJjL8yG0ckpWPNgL0K+5A7C46Lj4Wzphk9vJY90lre9aDuzbJmSnGC61rY1GtSplCOYCgHVbd14mPU3xv7ZLthjsxtX3T0QGXIsE6CuXmyG0SMHSwR4ogBT2vvJYQ5Ifjgu132nfHmM5ND5f7ynzxeJPQ7w/uU1JkEk73WTpH3aCt+7dy8LaKLzmN++SS+RpqysLDaL2qtXr7Bnzx5JhpapDnlaLcwno1yZUujYqAqWd68rEkiFcNqnWSUsWbIkUztZL86ePYtr13J3tptsdOrUKfZjYWEBExMTREREZG2av+awAA+mHMbhH/EW4LRAWhq+zJ8DgU57UCQ6X8RbIDTuHYadMIfPuysiK6d9+wY6x/snDWpLCPp2Y57U1EcFm79e5ICleEBAuvr+HhidNGeg6vb8JD4lf5GopfvnHuLQ4iOglKCKUEh7smTJEpxgunFGG9SpWYETTD22jENHzVYMRF9c9cLpTXvgNMUJPmv24Jn/IcS/88a65ZMx0mhAruFQWhjN+F5K1CkW2JTxXm6+p0SdRvJdw//Smp4QOYeIN7eY960g1zY+Pp55/LS1tVlU+S8pzoKfPHkSd+7cYdMg4NTX1xc7pbCwMAbCYiv+V+HRo0cYYTQUZUqVhF6zKljfq75YIBWCab9mFZn3N2tfNNeDBw+ivVIbtg55UQkg7+mqVauydsFfi7EAD6ZiDMQ/5i0gzgKJ7ntYUNRX72PiqvLPATyIeckkls5//PM/LS6jEKR+PeGLWMvJEHRUgqCLGr7MtkNSgD8oA1VhL7SlfyE8CDNurGdb/dbX1sD77WVO8f7fab9xZMVxBJ1QjH8MCQQC/PXX/3GC6ebZbVGjWllOMD20YwI0VJpl8pB+Dj2Omwf3w2OmM9ztdmPLrMUwNigYjykT2r/eG8nR50VCpThQZWlNX6784z19NhspXx5ma+vzh7sMiKSBwbz+eSC5JjMzMwwcOBCBgYG5bo624slbSMXOzg5Tp05l3+nMpSSA9/LlS3h4eIjtl5I69NLrjvJlSmFgyyrY2rehxEAqBNOBzSthzpw56X0lJyczcf/GDeqhdaO62GYxEIM7KYHOifIlfy3Ag2n+2pvvrYhaIPnqFQZOcWt4aRBJlvhmdAiG+k7EtahHklRndSiCP/n6NXxZaA9B9w7sHwOxk8bh69HD+BUfL3E7iloxNiWBBUlNubwUBt7j2LlUkqGKSck+N0pTSlv60a9zf9ZP1vMnuSDScTy+UUMknG6zV0K1ymU4wfTo7olQUW6cCUwTPviy6/j3Pnh+2QvbbdZg64TtOLXpKMJu30BSrORBReKgUZLnyQ/GIPnVhmwwKcm7GeukfLqE5HsjkXxrIFLCvTK19yXyPrNnSkr+ZU4jzyMF8kyYMAFPnz7N9a9IQkICLl68iMaNGzPReQLH27dvs+xI1BilI6XtdnGFAun279+fYzU6Y+3r6wtNtfaoWqEMRihVwe4BjXINpEIw1W9ZCbbTbfDlyxcsX7YM1atVgXabxtg/0whR++cg2nMuhndXhaOjY47j4W/KzwI8mMrPtnzLxcwCFLQj0OsIgqXf+fg/lcJq5ksRwcxzejVKui3676GhiN+0HoJBvSAgnVSjwUhw2okfHxQ3S5Kka0Uw6vXa/7+gqfEgWN338jQik2LSm3gS+BQesz2R8i01/V5BfKEzdQSmR9ariwTTnfOVUalCKU4w9XEzh1LrBjmCqRBQd220gX6/Xrh19Cz2z3GHq7UrLuz2xat8gtTk1xuRHCw7VYDk15v+pDUNsUJKbDAD1MTPj5k9KbJcnoVA79KlS9DU1IS9vT3oSIY0haC0SZMmmD9/PtMw4n6+/wAAIABJREFUNTQ0TD8nSqB67949lpZUkrZDQ0Ph6emZqSpFv9M51xZNGzHJpwkq1eD2n+STEDKl+ezXtALUVNqjYvly6NuhDU4uHsNglIBU+DOqhxrWrVuXaTz8hfwtwIOp/G3M91CMLECeu5gR+kyv82d0VDGauXRTDWBwOhHnPuYt0vznp2jQkYqYMcMh6NASgj5dEbdq+Z+zv2mKcRZTOgsBpAVL2/t2/233m11aCJdQX7xNjMK5XRdxZts5aZuWyXsUIENgeshBTSSY7l7UDuXK/sMJpn7uFmjVvC4nmLpstUNvPZ10D2PE0yBcO3iaQaqLlSvOO/kg7NZ1JMU+Ta+T0VOZ1+8psff+6Jl+8pdZ+ymC6yyoiuSokt/vZdJSZE/y5MmjEOiRV5IyNJE3kAuACVZpu5sAVlhovSmbkTCjUUxMDEqXLo3Y2FhWZfbs2aCteyr07qhRozB9+nTh65yfz549Y1HuVIn+wbNp0ybUqVkdTWtWxDTNGnAfklnySRogXduzHro1roBS//yNoZ2VcNlhYjqICoFU+DmulzrTIuUcNP9Q5hbgwVTmJuUbLO4WoC1nJoHUWQVFKWBHXut6K/oJ85x6v839mbacxkSZpb75nUTstCkQdGoHgXYbxIwzZt5U8rIW5kJZps58uIk5tzZjqK8Zxp2eg622TvDxPo/vvwrmzC1JCRFIea5SFQmmrkvaoVTJvznB9JznNDRrXJsTTPfumAXdblo5QiFB6nWC1LnucJnmgvO7vPHypuwhNfmROZKfzclxDHkB35R3TiytKclS/Vv571zlmJfkd5ryuK9ZswYdOnRgwT1c0k20pjY2NtDR0WEewxf/pWOmzEzq6uoskIm0OynAic4Yk2dUWGbNmpWuRUre0lKlSuHcOcn+8USySs7Ozli0cAEqVywP5XqVMLtTLam36zOC65KudaBZrzzKliqByX3UcW/LVJFAKgTTCX00WRCYcG5ZPwnSSUXA398/6yP+Og8W4ME0D8bjX+UtwGWBBFfnP0FRJ3y5qvHPADyMfcmi9T3CzsrcHqnPnjHpqZixI9l6CHTaMVmqRA/3Qr3tTyAaGHkfq8+7wdF8Bwz2ToXNNQe25f8qIX8lzP766y/sW64iEkz3LlNBib//4gTTi4es0ah+dU4w9XSei6466mKhMOLZXVw/dBqec93hPM0F/8/eWYBFtXVh+L9hd3d3J6JiF2Jit4iiYnOxuws7MFBAsLEQAxFBURBFJAxUDBSDGDqG5vuftbnDpeYwMCAw7P083Jk5sc853x68L2vv9a17x5IgNSJA/khq1I/LYGb7wW8yvY+sgmpUwHMQ+Hrf7AH/d/IbzdMvE1kVzZkzB4MHD5YZoGhNaForJUrGorKjEk9O8unU1dUFld5s0qRJ8u8tbUtp+eTi4pK8T+gN2Y4NG6KGYkX+Rpe65bCpV+aWTynBU9r7pV2roWXVkihfsiiWjVaBx4klmQKpBExnD1bCunXr0t02M/Dfswc1q1djf5QRTPOWcwpwMM05LXlPXIF0CkQ+tIFIuSVC9uxKt49vSK3A+5BvGHdrHo6/zUV3g4QENr1Pa1MDxo1M8kzt1QmBS+Yj/KoZ4kX5xx80tTrCn9ysX8F4xVlc9LDCsqf7WAR64p1F2ORswJZJhMZm339S+MpJe4sW+RtGm9pKBdOz29qz/4EH/Guqn9Hrw6tLUKtGRUEwvWS4Bl2V2mYJCH+9c4bDpbs4t9oEBvNP4faBK3C58wC+ni+z1E9KyKSkJbG3cbbPT9lXRu+H9qiIcAc1RL+ejcTo7HlgUhKTmpoaNDQ08OrVK1mGkR1D3p1jxoxJdzwlHuno6CRvp1KfNEVPZvvNmjVL3k7Z+Ldu3Ur+nNkbKmnbt1cPFPnrD/SsVxp6/WW3fJIGozTlP7djZdSrUBw1ypfCtukD4GW0VGYglYDp/CFd2PpbyTMQhK9Zsxrly5VF3y7tYL5/FUb1V8GxY8ckh/DXHFCAg2kOiMi74AoIKUAlOEV9lBCgMQnxwcFChxb6fV/DfUBAtcct48zcnBYoMSYG5KhA61FFwwdC1LkJRAO6szKpEXduIyFUvjKiOX2/Qv3RWlNac0otPjEeL0XvceSNGWbZroP6temYbbsBR9+YwcH3NWhJQE62EsWLwmBDG6lgemFnBwamvq47pUZNn9zQRdXK5QTB9JrpBnTu0CrbQOjz3hnO5vdhsecyTs4zwBldIzbl/9rmIYK801s3ZQSNtE38YSPEbjOyfR/S+pVsL1euLD57vkKM5waI7Qch7qdJhiWQE6NTJyxRQtOjR4/QpUsX0FrPHz+yHjkfOHAgKEs/baOp/evXrydvpvWftJbUx8cHLVq0SN5Oa1hlaXSf7Vq3YECq1rhstiyf0oIpJUVNa1MBVUoXRdOaFaA/bxh+mCzPMpBKwHTJiG4sKkw2WPO056JUyRJQ79cND09tRfDjc+xnnGoPHDp0SJZH5sfIqAAHUxmF4odxBeRRgCpFUba+qGcHRDll7t8pz7UK+rmUeT7Vaik2OxsgIfH3Ji4lhIcjwuoegtauhEi1ZxKoDu3HQJVsqWJlsLzJK/0pO5+y9ClbP20Ljg7DHW8HpulUq2UYeW0aNB+swU7XM7D0doS/WL4/mMqWKYnja1tLBdNLuzsyMP3+YptUMHW0WIaKFUoLgqn5+U1o37Z5jgAhWU19dX2Gp5fu4uq2Czg+5yTOrzHBQ2MLfHB4gjDf11KvEyV6gsjHAxAV4Cj1GAlkZue1UqUKIOskagkhToh6oY5ot6lIiPyvUlhibACing5GfMADVurz4sWLLKFp7969oEx5oUZTz5QBn7aRRVXK9aIp91MUVeJRStv79u3LwJfKgKacuk95Ttr3BM6XL19G/To1UbLInxjbQj7LJwmYHlerhzHNy6Ns8b+h1Lg6zi8bl20YlUApvU7r2w4tmjVFyRLFMWPkALhc2JcMpBIwnTS0D/bt25f2UflnORTgYCqHePxUrkBWFQg1Pg1Rl+YIObQ/wwhIVvtT1OPJLmnGg1VY+ewQ4hLi8+wx4wMDmMF/0Ma1CBilljT13601q0oVvHsHIm2s85WHKvmaGiwwhM8nYUcIAlWy69rnfo5FUsk3dZKlDtY56ePy5wf4GPo90/KRKQelYoUyOLq6lVQwvbK3EwNTr2dbpIKp892VKFu6uCCY3jHbhlYtGucKDIb7v2EZ/Xamt3BxnSmOzz4Jsy3n2VrVLy8dQftTQqbYZQrEnttSbUu5X5731atXBU1xJ7eEaMR+2Q2x/UDEfjsKJMYjxkMH/pa9sWNBI3Tu2JZl2ssaraSKTqn6//dCzs7OUFFRSb5syjdklk8lNimJavXq1VmqaESJVgcPHkSViuVQofjf0GibM5ZPBwfVweBGZVGiyJ8Y2L4hbm+cliNAenX1RPRp2xClSxTDksnD8MH8aDoglYDp9BH9sWsXX6qV8rsi73sOpvIqyM/nCmRRgei3b5jfacDE0YgPEGXx7MJzeFhsBGY/3Igl9nqIjo/JFw9OjgvRb14j1NgQgYvnQdS/O0SdmkDUVxmBC+aAEt6i3FyRGBeXZ/f7zuEDjJaYIEwkHDVLeYOkr5O/B056XGcJVKPNtVgymo69HvTfXGEQm9JDNeW59L5alQqg6k43DnSW+kOZ+x/tN0kFU9f7q1GyRFFBMLW6tgPNmtTPFRhMC5LBP9zh8cgO1gbmMF1+Bse0TuDCGlNYHbuOlxbW8Hl+AJHPcqcKVe1aNeDq6ppWZiSEv0H0y3H4encg5qhXRf+uNXDv+t50x6XcQGtAKUqZslFmviSJKeX2x48fM1/TlNvoPQHvixcvULp0adSsWRO2trZpD8nwc2RkJLOMKlOyOGqWLYJ5nSrniOXTzn612HrU4kX+xDiVlni8W0tuIP1lugKnl4xCh8Y1Ua1CWWzSnohvlgZSgVQCpjPVB2Lr1q0ZPj9tpOQzWpubchmE1IP5DqYAB1P+ReAK5IECZGnE7IxU2kL85HEe3EHBuKQ4LpqZzGs/2ozwWHG+vGlaphH56CFC9umBZf53b5PkpTpiEFsSQKVqf7fpv+O1Z7iw7jJixNkDeppy/RDyDVR5ipZUzLRZC/XrGhhrMZeNxz7387jt7YAvYT9ZZLVmjSrYp9tCKpQSsP755//w7tF6qWD6xnYtihT5SxBMbS300LBB7d8CpmlBNeSnOz45OeDZ1Xu4c/Aqzi4/jQDLfrDeuxr39K/D2cIaXi6OCPdLHVlN248snxvUrwsnJ6d033eafh82RBWTR7aGy9Nr6fZntIFKatJ605SNTPVTVni6f/8+zpw5w5YP/P333yBvUkk7cuRIst2TrBFZ8jSdNnUKihX5C00qF8eyHLJ8Wt+jOjrVLIWSRf/CXNXOcD08X24g9T6zDHtnDUbDGpXQqFZVHFo+C342xpkCqQRM54xVTedgQNrRUoyZmpooWbIEmy04fTpnXBYk46LIrxxMFXl0+bPlewXCLp5nFkbBu7YDBdwIPrfEjk2IxdKn+xgcybsWMrfuMW2/sd+9EX7jWlL51JGq/y0BGD0UQSuXgpZ0iJ85gqA2NxqB5V39e7i1/w6rxpMT16AlFQSrN77aYbebCeiPBYqsjroxE730hmLcob5YfaIXDh3piksZRE7Jx/TVgzVSwfS93QZWzlJS5Smj18d39qJunep5AqYZAWWYxy6EPh4Gp+v3cPfQ1aTI6qwTOLfKBJZHr7FEq88vnkL0xRXioMzLpwb7uOLg3vUMZJ4+fcqGjcbyyZMnzKqJrJi+fXkjdTjJf9TBwSHVfgLLlDXhaWenTp1AZvZk0USQOmXKlGRQbd68OfMq3bRpE0uiomtSv7I0ShJSHTiAJTR1qFk6RyyfTEc2gK5yVTSvUhwVShXDijE98O6k7JZPKdeMpnz/8dQ/WD+pD6pVKIOOzerDZOtiBD4ylRlIJWC6YMIQVvVKog/9QTFKXR2lSpXEPI3JeG9viVFDBuHEiROSQ/hrJgpwMM1EIL6bK5DbCsR4ekI0sAcCxgwDrxaVsdqUZb7dxRATbi/E2+DMa25n3EvebaWpfVrCQQlUwVs2ImDqOIh6dYKoU2OIerQHLesI2rAGYRfOJS0FyIGStrHRcbi8+SoeX7DP1Qf3DvdD8xHtMGFvL0w4OwwjL4/DiCuT2eu4c8OhaTwI/xj0QTXl2rh7dyn8Xu3KEE4/OWxmQBb89brUqOnT+wdRs3rlfAOmUcGvk+rdex1LvqdQn1f44vwUTjfu4+7hqyyh6sRcA5ZcRWVUb+6+DFvDm3hhfh8f7B/jl8cLfPd0wIa1i1G5ckV0796NGddTdNLMzIwlNO3evRshISGZjiNBUe/evVMdRxnjK1euTLWNTPIpokf2RwSnKRtN8Q8dOpQZy5N5viyNpvk7d2yPv//8Az3rlwFVV5IkJmX3VWL5VLdCcdSsUAo7ZgzMluVTShil96/1F2Lx8G4oW7I4+nVuBYuDa7IMoxIopVdag0pFBaysrNCndy9UKF8OaxbPxXeXR4j66s5+xo8YAopc8yabAhxMZdOJH8UVyFUFEqOiEKS7GKJurVlCTa5erAB3fu7jPRals/6RfpqzID5WQkQEopxfgMz+g9asSPJW7d42CVj/tRgL3rGVRV9j3r8HrXHNSosIjsQZXVO8tpUeZctKf9KObd60AbbNb5o8lX/5QGccOdIVG473wMJT/TD1jBp66alB/epUjLw6FRMtNLHgnja22iyB0ZMVuP9sPZ7ar8cff/8B0acrUsHUyeYwqlapkAyBGUUxf/e2KK9jSXAaLD2Ln+6J7Ki8XB3xytqW+apSRPXcWmMcmnkYRzWPY/+MgzBeZQKLI7exWFMHrVu0wcnjBqDqQrK2Z8+esWz5lMdT0tGqVatSbkLr1q2zZSWVqhOAAXSThvVZhHRw43KgZKTsgqjkvNND62NK6wqoUqoomteqiOMLhuOnafYtnyRg6rhvDqb1a48SxYpgVD9l2J3eLheQEpQGPDTBsF6dUatGDdSuWQN665cjwONZMpBKwHTKmBGs/Gta/fjnjBXgYJqxLnwrVyBPFKDpXyqhGbxpfZYhJE9uOA8u+sTHHWNuzmb14vPg8r/lkvHBQRDbP0GowYmkP1hoOYByS4g6N4VooApby0ogG3riGCLuWYJKrdIfNxk1/6/+LFPf++33jHbnyLbWrZpgs3aTZDDNKAmqfJkieHpzGd67bMO9Z+tx6slybHqwGNqWcxmoql+bxiKtY25oYrrlAix6sAybHm+A/rOduOxyCI/enIKV7X6Ur1g2f4FpsAcindQh/qQn8325Od3G9CmjUbJkSUybNhVuLu7wcHkHjYka6Na5Oy6fTZ2sJOsgOTo6on///smH7927h/lwUha9pFEkNqXvqGR7Vl7JUL5G1UosG35Mi/I4MaSe3EB6TK0eRjUvhzLF/kLXpjVxccV4udePEpTe3zoDw7u2YECqObIfXC+mt3xKGQGV5b2PtRH26WqiQa3qaFSvNgz2bEHoR+d0QCoB0+njR7HSrlnRuDAfy8G0MI8+f/Z8qQB5ZYqG9IVoxCDE/sg9mMiXDy/jTVHJzcnM3ugYaA1qYWlxv36CqonRGtXgTesQOGs6RGp9IOraCv60LIASr4YPRODcmaxoQNhZE5Zc52n9AqcXGSHwZ2CuSNWhXUusn91YEEwrlC0Ku2s6GU7jB7zeDT+3nfiz5N+wcz6Ou+7HcMZ5L/QctmDlo9WYc18Hk27Pwcir0zDcbDLGWczBjPtLseDhOqx4sh1bn+3HwZfHcea1KW68N4Ptp9tw8bbFFx9HBAW6ywyM2Y22ir1NWZ37qCBhk34764sYPqQ/y24nw3qqPU916NXV1TFp0iRQbXmhltHU+sePH/Hp0yd2Gq1LHTBgAHt/9+5dtjSCMuL79vlvep/WOpLtU1YblSRds2YNypcpiYolizAjezK0l0Q6s/t6YFAdqDYqC8qwV+3QCHc3Tc8RIDVbNQG92jRAuVIl8M/U4fC8qS93hPTr3ZNYP3scs73q0r4Nrpw6CLGXm1QglYDprMnjsGPHjqxKXmiP52BaaIeeP3h+ViAxNpZN7RJwRNy9k59vNc/ujbw4KQFnzsONCIyS3Ropz244ly9MiVTRr18h4pYFQo4eQtAKXQRMGsOsyURKTfG45zAYTt2Db+PHI/CfRQg5sJeteSVHgWgPD8QHBWbbW1epU1usmdUoQzDdrdMc3TtURskSRWBrtlgqmBKckqXUFzcTqVP5756fRslKpeH+/SGsP1rg6rtLMHQ/gwPOx7DZcR+WPdmKebZroGH1DybcmodRN2ZgxNUpoGgswezUe0sw03o55tqsxqJHG6D7eAtW2e/ARsc92P78IPa+OIojLidh4GYEk9dncdnjIm6+vwpLT/NMf346jsTrlwvTHWf+/grWmW1CV+0BaDahAybqL8SO50aYb7IOdds1wYiZ4+DmKX2pBQHh1atXmU0T6UMVlySNyn9SOVCKvFKVJ3t7ewwaNAi/fv1CieLFcH3tZDw/MBdNa1WG6oB+MDY2Rvv27UGm+LI2qgs/Q0MDJYsVQa3yxaHdMWcsn3b0rYUe9UozIJ3QsxWe6M2WG0jJ8slg0Ui0a1gD1SuVx5Z5k+B975TcQPru+hEsmjQUZUuXhGpvFdy/ZJQpjEqglF61p09ia3Zl1bywH8fBtLB/A/jz52sFCEoJToNWLweVz+QttQJxCXHY+OIkJt1djA8h3ql38k+pFKDEOvsj12Gy4CR+bd/J7MoCxo1gSwNobTNLxKKSrCptIVLthYCJo5g3K0VmQ44eRrjZJUQ+tEW0x9sk/93ExOT+Vbp2wsoZDVOB6YY5jdGueUWUL1caG9avQ726NXH/wkJBMP377z/h6WwsFUw/vjTG33//laUIaGjQa3j7OuHV90d4/MUS9z7eZLBJ0Gn65iyDUIJRgtIdzw9ho+NerLLfyaCV4JUgdpb1Cga0BLXSflZbz4T/o37Qtl7MjtG8vwxjLmqh9+7h6L5JFeNMF2Llk0OYtGc+6rRoiPlr/4GPyC9ZQ2lvqBIT1aSnqChlyo8fP54dStPpmzdvZu+nTp0KqvxE2fuqqqpwcXFh5TPnDeuK72eWsR/NAR1QsVwZPHz4UNqlUm3//v07hqgNRtG//0TTqqWg27Wa3NFRiqqu61EdHWqWQqlif2OemhLcjiyQG0i/GS+F3kxVNKheEY1rV8ORlVpZsnySNn3/8vxeTB/eDyWLF8P44YPx3PJKloBUAqcLNadg3bp1qfTlH6QrwMFUujZ8D1cgXyhA0/kiWmM4sAeiXF3yxT3lt5sw/nAbY25q4dEvrk9mY0NZ+hfWXYI4PPWaVEqsivPzZVFXqmhFVmYhhw8wy6tA7VlJiVkDe0DUrU0SxFJhAUrUUu0Jq1b1YaNUFy8HN4Z51zrYUq8SltaqjGvTpkB08Twire9jZL1aeLBrEvzur4a/wyaIXHakg9TixYrA49kpqWDq5W7KoqrZnXLP6fOiaH3pNyeEv7FF2FNzRNiOQvCtCbg6dRSW16mGXY3rwGH0cHyfo4ldXTqhTZXKOLZ4EaIjIjIbpuT9NWrUSC4xSl6j5ElKlZTIJF8sFuPChQssakoG7nZ2dlBTU2PnEqR2bNcGHZvWhdMBbQZ/pkvHoEqFctixbavUyl4+Pj4YPnw4y7DvUKsMNvSsITeQkuXTP8pV0axKCVQsVQyrx/XE+5M6cgOp5ykdrJ3QG1XKl0an5g1gum0JguzOyh0htTXYihF9uqBUieKYM3U83tlbZgtIJWD6zxyNdAloyQPM36RTgINpOkn4Bq5APlQgIQEhRw6ycqYsMSo6Oh/eZN7eku3Plyxj/4wnX/ogNBLki2lj9JBZSUVn04CfPHfj/P1YFaxI2wdY2bop1tYrjw21K2J/o5p4NnwwRLNnIGDqeASMHgLR4D5wbl0P35WawJ9+OjaCfyf6aQy/Lk3hp9ICvr3b4G7TGvBS6wrfSQPgN00VvjPU4Ks5FL5aw+A7dyS+aw3Hturl4LdUC6KV2hCtno+AdYsg2qgD0RZdiLYvR8DOlQjQW4OA/esRcHATAo9sQaD+dgQe2oSAvWsRsGMFRJt1k85bMReif2bBf+F0+M+dBP+ZY+E3TR3+E4fCf+wg+Kv3g//QXvBT7Q6/AV3g36cT/Hu2h3/3NvDv0pzdP3sOpabw7dYKnn2bIdSyN2xVGuL1cFV4zp+DBd27oWerlrh5xlgqDAqNV/Xq1RmY0rgNHjyYrUuliGitWrVAnqNz586Fp6cn6+LRo0do2bIli5pSghOtWd23dw8qVyjHqhpRMpDL4fno2rIBBvbrw+yiJNcm8/5Zs2Zh4MCBmDFjBvrWKyU3kBoPb4DZHSqjTvliqF2xNHZpDsJXo6VyA+mrowuxcFhXlClZDP2UWuGWnJZPkojpjX0r0atTa5QvWxorF2jB++VDuYBUAqYr5muxJDSJ1vxVWAEOpsL68L1cgXylQMynTwhQV2PrBqOcnuere8sPN0MG8BPvLGLVimian7eMFUhMSMS9Y/dxbccNkN+pvK13rx6oUb0qbt26JRW+2rVpgWuntFiUVPRqF/yfb4Gf7Tr43V4O38tL4HNGG6MqlsbrTbPgp7cQfju04bd1Dvw2a8Fvgyb81mrgx/LJWFmlNHxWaEO0ShuiZXMg0tWCaIlmElzOnwp/7cnw1xrPINNfYzT8p42E/5QR8J8+Cv6zxsNfewr8F2lARHC7ShsB6xdDtHVpEtDuX58Esid2IshoL4LOHULQpWMIvnEawbdNEHL/AkIfXUGYww2EuVkh0ssRH189wKL5GihduhRGjBiOz090EfJUHePGjmLT7hlVcEqrd79+/dJuSv5crVo1kA3U2LFjoa+vz7ZbW1ujQ4cOyWD5+fNntp2m6Sn5KW25UbqH+nVrY8agzqBpb7Jf0lHvgZrVqjAbo2HDhjEYpel7apTkRDXos5vQdGpofUxuXQGVSxVFy9qVcHLhyByxfHq6dw6m9E2yfBrTvyseG8pv+USm+sabF6Fds4aoUbUydq7RheitY44AqQRMydd00aJFTFv+n8wV4GCauUb8CK5A/lIgMRGhJ4+zilFBa1ciQZw/S3XmlWgBUSGY/XAjS4oSqu+eV/eXX66bEJeAWwfu4OaeW4iPzZo/atpnoMSbzFqnDm1gdmJmuul7SnqS/FQsXwrPHxyWOpUf8PkKm8oP+PEyS+tMc3oKn/pzeXYLUyeNYolHGhrTWSUlAkiC9Pc3+sDPdUNmkrD9VFWpbNmyUo+tWrUq6taty0CUoqBRUVGsXCmtPY2IiGDvKeGJmlCFptDQUIwdpY7WDWvBfk9SohFlrlcuVxrLl+qCkqwkbePGjRiUDTA9plYX6s2SLJ+6NauFyytzxvLJaosGhik3R6niRTFLvT/cLu2Xe7re94ExDiybiYZ1aqBpg7o4obcZIZ7SLZ8kkJmd1w26CzBvXtadECTjUdheOZgWthHnz6swCsR++wqWvNJbiXleKsyD5cCDULSUymZSbXe+7lS6oHExcTDXu4k7h+4iIV62spPSexPe07VLR5w/OiMZQiUwStFT00PTodS+EUqWKAYHqwNSwTTk2w0Gpr5fn+cZmD60Oo9hakmWTzo6Ovj69SszmqcI5tatW0F14hMiP0FsPwgJYW6pRCFwpKSlmzdvJm+n9aLly5dP/pz2TZUqVdhUfnR0NJu6J7N8gsjGjRujWLFiLBJHgCpLi4yMxMQJExjgHdEeyqbU3xxbhN4dmqJHN+Vk0/1t27ZhQOPyMkdM9w+sg4ENy7AMe7VOjXFvi4bc0/W07IDAtkfrBihXugSWThuBjxbyWz59szTAJu0JqFapAjq3bYVLJ/bLZPmUHSCVnLNlxRJozZolyxDxYwBwMOVfA65AAVcg1NiQmfLXCGAUAAAgAElEQVQHLdNBQnh4AX+anL39Bz9eYMzNOdjnfg5U65239ArERsfiyrbrsNS3AkVRc6v16N4FJgenJ4Opj8sOHN46Dk0b1USjhnVx8uRJ1K1bC3a390oF01Bvc/z555/4/snht4IpJTldv3wc3bt2QuXKlVg2PFkyHT9+nEUyDQwMQOCYssX9METUC3Ug4b/tVP7z77//BiU0BQcHs8PJ8L5ChQrJp1KZ0PXr1zNrJ9pYqVIlEFBSs7GxQZEiReDu7s4ip2mvmdxJmjeSPjt16oT79+/Dzc0NzRo3xIQ+HfDZUBc+Z1dg9fjeqFa5IluOsWvXLvRtlDmYbu9TCyp1kyyfJvVqDYd/I7GSakvZeaVlBjT136Z+ddSoVB5bF0zG9xywfPpgfhQ6U4ajXOlSGNizG6wuGubodL0EQjN6peUBGtOnpxkV/lGaAhxMpSnDt3MFCpACcT9/JHlW9uzADNgL0K3n+q3+jBBBy3Y9ZttuAJ/az1huSoK6vvMGbu2/A4qi5kbr01sFhnun4Ovzrdi8bBhqVq+EjjS9b2aWPAXdqGF92NzcLQimRYsWgdd7u98CphEBr2F4YhdatWiK+vXr4ciRIyyqSLXne/bsySKflJSUYUtMRPCzCbA82R80NU7Ny8uLlQPt1asXNDU12TaCS4JPavfu3UPbtm1BJvg0ZU+tYsWKLPuefQAYVEq9puSgf1/JvH/OnDmsGpSrq2uqvRRl1Zg6GU3qVMfDHTNZhNNiwxTUrlYZvXr2QO+GFQQjphNbVWCZ+wuGKIGSkbIDoSnPoaQoSo6qX60iuyf9VXPgb3tG7il7lwv7MGNEf2b5NHboIDjeNfttQCqB1D0bVmDK5Mmp9OcfpCvAwVS6NnwPV6DAKRB24RwrXRm4ZD4SQrnpvGQAaWp/j9tZjLWYA9ufzpLN/DWFAgSkFvtu4/ouc8RkN1s/RX9p33bu1B71aldEhfKl0b9fL1ACT9rWvFlj3Lu6QxBMS5UsDs/XNrkKpkG/XLB31xrUrVMLbdq0xvnz5xkcTpw4EWPGjGHJSGnvPeVnqm+vrKyM0cO6IcC6L3p3KAWKjH758gVt2rRhnqSlSpWClZUVA9DKlSuz0ymKmnadKEVTqb+sNDLaHzlyJMjflKK0Qs3UxIRl7evNHMzg8t3JJWhetxqUapYQBNPBjUpj/pAucgPpBwMdrB7fC1XKlUbnFg1xbrtOjlg+PTq9DaP6dWVAqjVlHN4+vvPbgVQCpge3rsH4cWOFhoHvS6EAB9MUYvC3XAFFUICM1AOmT4RIpR2ro64Iz5RTz0CWUgSnem6m4Fn76VWNj4vHXf17MNtyNZ3Pafqjs7Zl8OBB6KHSDc7O0v8waN2qOW5f3ioIpuXKloKH2/1cAdOfXxyxdtUCVKpUAb169YSlpWXyQ/78+RO7d+9O/iz0htaZUqY7tVify/C8qoLEuHBQ9ny7du3Y9kOHDqFevXoss54SnKQ1WjIgSyOgvXbtGrp3786WAkiWCshyLkVW27RsjpEqrUHeoDtnDIJSzZKCYDqscVnMU8s+mLofXYj5Q5WZ5dMA5Ta4fXid3NFRsn26eWA1+iq1RbkypbB8/ix8c84ZyycJZGbn9eiODRilPlKWoeDH8DWm/DvAFVBcBcKvXQFV9Amcp4X44CDFfdAsPhlN51PW/izbdfgRIXtpxixepsAeToDzwPAhM+GPCE5a25gTDxMWFpZpNx3at8GNc5ukgmmQ1zWUL1cG7i/u5CiYUgR2gfY0Zvk0cuSIDCOiBKaHDx/O9BnoAALT0aNHs2NpXaiL2QDEvF8OqmtPJUGp0XQ8TemTdyhZQmW3kck+JVRRv6dPn0631lXWfmlJgfac2ahfoyqWjOiGLrVLC4LpyKZlMWtgxyxHTMkRYHKfdihRrAjGDugGe+MdcgMpWT6d2bIYHVo0QvUqlbB9lQ783zzNswhpWng9uWcLhg8bKutQFPrjeMS00H8FuACKrEB8gAiBszVYtZ4Ii/8ygRX5mWV5NkqE2ud+HmNuzob1DydZTilUxxA0UYUo0xXnEer/+5aEKHXugKsm69OBqZ+nGQ7qrULDhvVRqlRJuDha5AiYUj+TJ4xklk+amjNAJvPSGnl80hpTWZpIJGJgSutnGzRogI1rF0P8VA0/XPezZClJH1RmtHTp0iwZSrJN1le6BpUo7dixI+7cuZNuCYCs/aQ97urVqyhTqiTaVhOeyh/dvBw0+rWTGUzvbpqOIUrNmCOA1qgBcL98QG4g9bMxxuEVWmhctxYa16sN/Z0bcs3yKS1sZuWz0YEdGKyaZOmVVm/+Ob0CHEzTa8K3cAUUToGIWxYQdW+DAI1JiP3qpXDPl90HIispspTa6XoGsQmx2e1GYc97dsMJZ3RNEfgz8Lc8Y/duXXDx9OpkMP325hI2rVsEmupWUVFhtky1a9fC88fX5QJT23vnMES1L8qUKc0q8sjiw0pgevToUZl0IGj8448/WAUmirJSRPS++T6EPx4ArfFtUvVhYmKS4XrbVAel+EBR13nz5qF3796CyyJSnJLltwcOHEDzysUEI6bjWpTD5N6tMwXTiyvGo3ur+ihfugSWa6jjo8UxuYHU+94pbJ43CdUrV0DH1s1x4dheRH5xzTcR0rTQanp4N/r365vlcSisJ3AwLawjz5+70CkQHxyMoFXLksqabtuMhH8taAqdEGke2CcykJnxz7RZA8+QpMo3aQ4p1B9d7rnBcPEZ+HzyzXUdevXsjrMnV+CDsyl0FmmiTJkybK0m1X2XtAYN6sPhoVmWwZQsn65e1Ec35Y6oUqUyyKszK+swvb29kysvSe5F2qu/vz9LkpLsnzx5MnMf+Op6Er6WvZEQ+VGyS+ZXR0dHFoWlBCzK7s/NdvnyZbStk3lW/jiVloJgSksCSpcohm0Lp+CH1Wm5gdTzpj50p45A+TKl0K+7MizPn8q3MJoSTi8e34fevXrm5pApVN8cTBVqOPnDcAUyVyDawyPJmF+lPcKvXM78hEJwRHxiPE54XMdo81k46XEd9Jm3/xR45/ABBvMN8cEx60D1Xy+Zv2vduiWbqi9ZsiSmTZuG169fpzupSZNGeHT/gsxgGi56hdPHd6Jl8yYgqKX1mBIrpnSdC2yg7HbyLZWlkW8oASQ1MtCnTHw638PDA+bHhyPq+XAkxmYehaYlFebm5ujRowdWr17N1q7Kcn15j7l+/Tpa164oGDGd0roCRndtJgimcwYrMWN8SS367L5SpadZowagVIniGK02EA63LxUIIJXA6dXTh9C9W1d5h6XQnM/BtNAMNX9QrkBqBdj0fq9OEI1URbR76go1qY8sPJ8+hHyD5oM1mGmzlkdP0wz7T89fLHJK0/u51ShhSENDQ9DiqGXL5nhw92ymYBr48yX0dqxC7Vo10K5dW1y8eDFV2c2sPgOBJfmLytJ8fX1BUdKAgABm2STxMZWcG/N+BaLdpgAJGdtAEThTwQGqJpXS01Ryfm6/WlhYoEUt4Yjp9DYVMbxzE0EwJTupJZOHZTtS+thwO8YM6M4sn2ZOGoM3drcLFJBKwNTcWB9KnTvl9rApTP8cTBVmKPmDcAWyrkBidDRC9u5m0/uBOgtAyVKFvVFiVFL0dCaPnqb5MoT4heD8mku4d9w6V4z4KbqYWWvbtjUsbxpLBdMfn59izYp5qFixPPr06c1M6zPrU5b9NH1OsChLIzCl6k60tpSAOF1LiEW0+3TEePyTahdl82/ZsoUB6a1bt+QC6VQdZ/ED2WQ1rSFc+Wlmu4pQ7dBQEExpKn/e+MFZBtNbh9aiv3I7lC1dCrpzZ8DrhU2BBFIJmN45exId2ifZhGVxKArl4RxMC+Ww84fmCqRWIO7XTwTOnclKm4boH0GiDICQugfF+/QhxBu07pR+6D1vSQpER8bg5t5bMNt6DZEhOWcnJau+nTp1wK3rp9KB6YdXDzBvzlS2FGD06FFwcsrZyC6BKZUelaUFBQVlmimfGBuMKKeRiP16kBnvL1y4kNlHPX/+XJZL5OoxDx48QMOq5QSn8rXaV0L/tvUFwXTpKBXMHj1QJjANsjuLs9t00LlVE1StVAFbViyG32uHAg2kEjCl8qetW7XM1TFTpM45mCrSaPJn4QrIqYD4mSNEg/tA1K8rIm3SV+aRs/sCd3rK6ClFUfna06QhJK/TR2cfw2TpWYi+/d4ou7KyEqtbHx3yjsGps4M5Jo0fwSyfZs2aCTKLz41GVZvIJzQnm9uzm/C71wd7Vvdj1aBysm95+rKzs0P9KsJgOrdjZfRpVUcQTFeO7QnNkf0EwZTKjh5dORtN69dGw7q1cGT7egR/eKEQQCoBU5srZ9CsaRN5hqRQncvBtFANN39YroAMCiQkIOyMETPnD5g6HrFfvshwkmIfwqOnGY+vm/UrnFpoBC+3rxkfkAtbe/ToDrPzR9k6U9WBvVG2bBksW7YMslZIyu4tUdUmQ0PD7J6efB4lNNE0Pdk9LV++HIFfLSG2H4SEYIfkY/L6jYODA2pXKisYMZ3fqTJUmtUUBNO1E3pj2tBegmA6d6wqalSthHNH9+RryycJZGbn1c78HBo2qJ/Xw1pgrs/BtMAMFb9RrsDvVSAhNBRBa1dCpNQMwZvWIyE8/PfeQD67GkVLKWN/tPlMHH97DRRN5Q34+uobg9MXFi9ZNaPc1qR582b43//+h6pVq2DHjh0ICQnJ7Uuy/skM38jIKNvXospKFHHt1KkT80Olik2SFu9/m8FpfJCdZFOevtIyiBoVygiC6SKlKlBuUl0QTDdN6YeJqiqCYDpnjCrWLJ6rUBHStPD69M5l1K1TO0/HtCBdnINpQRotfq9cgTxQIObDBwRMHAVR97YIu3COainmwV3kn0smRU/Xsux9yuLnDQj6FYQL6y7DYt9tiMOiclUSMpfX19fPluWTPDdGxvZnzpzJchfklUoATRn2ZP0UH5/xHzTxIqskOA20yfI1cvoEV1dXVC0vXJJUR7kqOjasKgim26YPwNgBXQXBdMEENSyfN0uhwdTp3lXUqF49p4dJYfvjYKqwQ8sfjCuQswpEWN6FqLcSRMMGQPz8Wc52XsB6o+ipgccNFj3d43YWEXH/Rb8K2KPk2O3GxcThgeFDVinq10efHOs3v3Tk6ekJqtIka/v69SuWLFnCPEjJHF+WFh/wIAlORVayHJ5rx5B/bKUyJQUjpku7VkObupUFwXTnjEEY2UdJEEx1pgyDzmwNhQZTVxtzVK5UKdfGS9E65mCqaCPKn4crkIsKJMbEIOTgPpa9HzBpDKLcXHPxavm/66/hPlhivxvjb8/Hza+P8/8N/4Y79Hjyjpnxv7zr+lum9n/DI7FLUFKVqalpppd7+fIlM9dXV1cHwWxWG03n05pTmt7Pq/b+/XuUK1VcEExXdKuGlrUrCYLp3lmDMbRHR0EwXTZ9JBZoTlFoMCX/1fLly+XVcBa463IwLXBDxm+YK5D3CsSHhCB4x1aIurRAgMYkRHu8zfubysM7sP3pjEmWOqy0qUdw7paLzMPHlPnSAd8DcX7NRdw+eBdREdEyn5efDyQwPXv2rNRbvHv3Lvr16wcdHR1QSVJ5WkKwfRKc+pnL0022z6VEr9IligqC6WqV6szr1PfcSqlwemjuEKh2aycIpqtmjsacqRMUGkzf21uiVKlS2R6PwnYiB9PCNuL8ebkCOahAfFAggjetSzLon62BmGxEiHLwdvK0q5j4WJYURWVNt7sYIjQ2Ik/vJ68vHhsdi/snH8Bk2Tn4fvbN69uR+/rv3r3D+fPnU/UTExMDY2NjltB08OBBREbmnK9rQshziB1UEed7JdU1f8cHqnJVvOjfgmC6rkd1NKhSViqUErDqzxuGfkqtBMF0/exxoKpOaROGFOnz5+fWKFq06O8YOoW4BgdThRhG/hBcgbxVIM7fD0Grl7MM/sAFcxDrVXijhr8iA7DccT/GWsyF2RcbhZrOzs637M3Dt2xq39XKvUBrQXXuL1y4wCQgJ4Bdu3ahffv2uHr1KmSpWJUd7RJCnZPg1CeD6lHZ6VDGc8h66++//hQE0029aqJupdKCYHpy4Uj0at9cEEw3aU/E9LEjFRpMvV8+xJ9//imj+vwwDqb8O8AV4ArkmAJUQSpomU4SoOosQOyP7znWd0HryMH3NaZaLcNMm7VwC8z6WsOC9rxC9+v/VYRzqy/CXM8CYQFhQofm231v376Fnp4edHV10a1bN9jb2/8W0E4Ic0uC0++nfps2IpEIf/zxP0Ew3dK7JmqULykIpoZLRqF7myaCYLp94VRMUh+i0GD6y/0JszgjD1veMleAg2nmGvEjuAJcgSwqEOv9DYGL5zFADVqhizhfxcvSlkWSuIQ4GL2/hdHmWtjw4gQCon6P56Ys9/a7j6Gs/ccXHZjn6dvHHr/78nJfj8BUTU0NlBj0u1tC+FtEPRuKmPcrgYTYXL88WVyRV6zJyAZS4XR7n1qoWqaEIJia6I6BUouGgmCqp6OBccNUFRpMRW8dmZ609IO3zBXgYJq5RvwIrgBXIJsKxHz+jEDtWWwNatC6VYgP+L3lK7N52zl+mr84GGufH8WYm1ow/WhZqEub/nj/E6YrzuPWgTuICM65NZk5PmhpOszraFdijAjRblMR7TYF9D43W0REBAMpo2H1pYLprn61ULFUMUEwvbB8HNo3rScIpvuXakJdtZ9CgymVWCXQz8k1yLk5/nndNwfTvB4Bfn2uQCFQIOb9ewTMnMYANXjLRsQHBxeCp07/iM7+76BhvRLT7i+D1ffn6Q8oJFtiomLx0MQOpxcZ48Ozj4XkqXPgMRNiWdSUoqcJ4W9yoMOMu6DIHoHU6aHSwXTPgNooW7yIIJiarZqANo3qCILpkZVaGNq/l0KDacRnF6bn76pSlvGoFpytHEwLzljxO+UKFHgFol+/QsDU8cxmKnjXdiSEFcz1hvIMREJiAm58tcOku4sx02YdaC1qYW3fXnszQ37LY/chDs/dilGKpHHcD8Nc9TpNSEhgIHVySD2pEdP9A+ugRNG/BMH02tpJaF6vpiCYHl+jDdXeKgoNpuQwQKBPa3d5y1wBDqaZa8SP4ApwBXJYgaiXzkllTpVbggA1PjAgh6+Q/7uLTYjFuY/3MO7WPMy321poE6SiI2Pw4JQtjJaY4LNL4XVzyOo3lhnxO6gi1mtfrpQJ/uOPP6A/uK5UMD2kWhdF/vpTEEwtNkxBo1rVBMH01Pr56K+irPBgWqRIEfj4FM619ln9bnMwzapi/HiuAFcgxxQQP3NEwLQJSVn8/ywqlD6o4rhonPS4ztafLn26F54hhdPJ4IuLF4x1THDniGWBzdzPsV8MGTtKFHsh6oU6Yt7MB+Jztixu0b//xmFV6WB6dHBd/PXHH4Jgarl5OupXrywIpsabF6GXcieFB9MSJYrD29tbxpEt3IdxMC3c48+fniuQLxSI+fQJQUuXMEClqX6x/ZN8cV+/8ybIkP/Aq4sYbT4T65z08T1CvupBv/Pec+paFD21O/ckqaTpHRckxCXkVNcK209iXBiiX89GlPMYJEbl3B81JYoVxYFBdaRGTI+r1WPT00KVn6y3zUCtKhUEwfTcdh1079RO4cG0bJkyoIpavGWuAAfTzDXiR3AFuAK/SQGa0g/W2wlRtzYQDemL8GtXkBgf/5uunj8uQxn8VDlq1I2Z2O5iBJG48CWK+X/1h9nWazi/9hIoi5+3TBRITEDs5x3M7zTe/1YmB8u2u0ypEtg7oLZUMD01tD4D0+9nlkmNmj7cORPVKpQVBNNLu5ZCqV0rhQfTShUrgMra8pa5AhxMM9eIH8EV4Ar8ZgUSo6MRZmIMUf9uEPXsgJCjh5EQHv6b7yJvL+cd7scspiiCevDVxUJX4pTsmd48essy9+8b2CAypOBYS+XVNyc+0AZRjmqIeacLiqTK0yqWKwO9/tLB1HBYEph6GS2VCqZP9GajUtlSgmB6be8KtG/ZTOHBtFrVKnjzJvecFOQZ6/x2LgfT/DYi/H64AlyB/xRITETEfSsEjBnGMvmDNqxB3M8f/+0vBO8+hHzDPw572BpUA48bCI/N2bWE+V1CcVgUbAwfMmN+9wevkZjAq+cIjVlibCBbc8ospYKfCh0quK9KxfLY0beW1IjpmRENWMTU85SOVDB13DcHZUsVFwRTi4Nr0LpZI4UH09o1a8DV1VVQc74zSQEOpvybwBXgChQIBaJfuSeZ9Ss1Q+DcmYh2dysQ951TN+ka4ImFj3ewKlL7X10odFP8vz764OIGM1zefBU+n3xzSlaF7SfO5zKzlIr9tA1IyHrFoRpVK2Nr75pSwfSsekMGph4nFksFU+dD81CiWBFBML1zZB2aN6qv8GDaoF4dvHjxQmG/bzn5YBxMc1JN3hdXgCuQ6wpQxJQip6IuLRAweigirO7lil1Orj9INi/wNtgLK58dwqgbmtjsbACvsMJjQUP+mq5W7mx6/+7RewjyKXzrb7PytUmM+saqRUU5jwaVNc1Kq1uzOjb1EgbTv/74H17rL5QKpu5HF6Lo338Jgun9Y5vQqG4thQfTxg3r4+nT7EewszJ2Bf1YDqYFfQT5/XMFCqkCtOY0RP8IW4Mq6tcVYWeMQGtTC0v7Fu6LbS9PsySp5Y4H8Dqo8GT8RkVEw/7yU5ycdxqPTB8jMrRwLW/I0necEqO+6UNsPxBx3sdl/iOuYd1a2NCzhmDEtOhff8Dl8HypYPrm2CKQH2rw43NSf2wNtqJereoKD6YtmjWBnZ1dloausB7MwbSwjjx/bq6AgihAWfvh16+yLH5Rt9YI2rgWZD9VWFpAVAgOvb7E1qCSUb+9z6vC8ugIE4XC2sAGBgsM4XTzBWKjYwvNs2f1QamEadSLUYh2ny6TrVTThvWwRqW6IJiWLPInnh+YKxVM35/UYdP9gY9MpYLpE6MdqFmtssKDadtWLWBjY5PVYSuUx3MwLZTDzh+aK6CYCpBhf+CCuUl+qKPUEHbpAhKjCkepy4g4MYze38KE2wsx48Fq3PF2QHxi4bDa8v8qws29t5hB/2vbN0iI5/6nGf6GJ0Qj9tMWtvY0zvsEkBiX4WG0sVWzxljVXRhMyxT7Cw57ZksF08+GugxM/WyMpYKpo8kuVK1UQeHBtGO71rh3755UvfmO/xTgYPqfFvwdV4AroCAKJISFIdToNESD+0Ck3AJBy/9B9OvCEUmMS4jDNa+HmGq1DJMsdXDh031Ex2c9+aUgfhW8337HpY1XcG71RXxy/lIQH+G33HNCqDOiX45nVaOotGlGrX3rFljWrZpgxLRCiSJ4tGuWVDD9ZryUgekPq9NSwdT5/B5UKFtG4cFUuVN73LqVMx6zGY2XIm3jYKpIo8mfhSvAFUinAGXzE5hSspRIrQ8DVgJXRW/kA2r9wwlathsw7pY2jr+9Bpr2V/RGz/3+qSdMl59jJv1U6pS3DBRITEDcr3OIejqY2UslRqW2Yevcvg10lasKgmnlUkVhs11TKpj+Ml3BwNTrzkmpYOp+6QDKlCqp8GDaQ7kzbty4kcFA8E1pFeBgmlYR/pkrwBVQSAVoSj/s4nkEqKuxqf7Ahdqgqf/C0Jz8PaDrsAfq12ewjP7nflnL0C6IGsXHxePNw7cMUMlmytPpE/dAzWAgE2ODEeO5jiVHxX49CCQkJRB2U+qAJV2qCIJp1dJFYbVFQyqYUrlSSn76aHFMKpi+uXIIxYsVVXgw7a2iDDMzswxGgG9KqwAH07SK8M9cAa6AwisQ8/FjkuVUt9asuhRVlqJyqIrefkUG4MgbM4y/PR/T7i+H6UdLhMVGKPRj03pTD/v3bHr//JpLeO/wAWQ7xVtqBchOKtptCqKeD0d8wH306q6MBZ2FwbRmuWK4vXGaIJgW+fsvvLt+RCqYfjA/ir/++jPPwNR253oEuD3O9esP6K2C8+fPpxadf8pQAQ6mGcrCN3IFuAKFQYHE2FiEm99AwMRRSVHUWdMRaftAZkudgqpRXEI87n1/hgWPtzG7qY0vTiq83RRVjPrw7CMurLuMsyvPs3KnCXEcUNN+h+N8r7Gypo8MlLFukLBdVN0KxXFj3WRBMCWD/VdmB6WC6efbx9l0f9RX91yHw7TXCP/4Euc0JmJryyZ4aXQkV6+v1r8PTExM0sqtUJ9DQkLg7+8v9zNxMJVbQt4BV4AroAgKxH73RvCubRD16ABRr04I1tuJuF8/FeHRBJ/BK+wX9NxMMebmbMy0WYurX2wRFa+4frC0BvXzyy+sgpTJ0rOgMqdxMdKz0wXFU9Sd8RE4v0MJQVZ94LKnIy6Nb5ThlH79iiVwdfVEQTAtW7I4XC/ukwqm3ywNGJiGf3qZq2CYFkpTfnY1PYZtrZvCdMpYBLo/yZX7GK7aH6dPn1bIb4y3tzdmzJiBNm3a4MmTJ3I/IwdTuSXkHXAFuAIKpUBCAiKt7yNgxhSIlJoiYII6ws6aID5YsasMUeb+da9H0LJdzzxRd7qewafQ1AkxCjXOAL66f8OVbdeZzdRz8xeIDIlUtEfM9vMMVxuEVQOr45OhMkKs+sB5VwdcHJcaUBtVLoFLK8YLgmnFMiXhdFZPKpj+sjZiYBr0/nmuAGFKABV6T0B6duo4bGvVFC4m+jl+L6OHquL48ePZHo/8eKK7uzsGDRoELS0tvHv3DtbW1nBwcJD7VjmYyi0h74ArwBVQVAXiRf4INTiBgJGDIercFAGTxyLswjkkhIYq6iOz56Kyp1TudLT5TMyz28I8UcmGSlHbT89fuKt/Dye0TzHDfj8v+acjC7pWo0YMhUbbiixSajG7WYaA2rRKCZxdOlYQTKuWLwMH451SwVRke4aBqf+bpzkOg0IgKm3fS+OjbGr/3PQJCHpln2P3NGHkUBw5cqSgfy1AMw4PHjyAkpIS1q5dC19f3+RnsrKyypGyqxxMkyXlb7gmazkAACAASURBVLgCXAGugHQFaFo/9NhRiIYPTIqkTh2PsMsXQaVRFbWFx4px4ZMVpt9fjjE352Dry9Nw9n/H/uekiM8cFhAGhyuOOL3IGFe3X8eH5x8LrVn/+DGjMK1NhVRT+AxQjZIiqC92todS/dIw0hktCKa1KpeD3entUsGUypX+73//w8/fkIAkDUbTbqdkKNPJY7C9TTO4nT2RI3A6efQI7N+/v8D+2sTGxsLU1BTt27fH4cOHERGRPmmSCgg4OsrvdMLBtMB+TfiNcwW4AnmlQOyP7wg5egiiof2TqkxpTEL4tStIiFTcqeA3QV/YWlTK6J94ZxEOvrqIj6Hf82oIcvW6tOb0zaO3uLj+Ms7omuKFxUuIwwpHBTGJsFMnTcSkVqnB9Kx6Qwaqt2Y3w2cjZfje6QXHY73he15XKpzWr1YRNic3C4IpZeV/fWGbIwCYFjLl+exseBhbWzbG+RkTEfzaQa7705gwGrt375bIW2BeQ0NDsX37dnTt2hWXLl1CfLz0anKWlpYcTAvMyPIb5QpwBRRWgVjvbwg5tJ+Z94uUmiFg5jSE37iOBLFYIZ85ITEBT31fY8OLExhtroUZD1axUqi+kYEK+bzfPX7gzmFLnNQ+DRvDh/D/Wjim+WdMn4rxLcuniphKwFTyOr57JXy40BORtv0RZDE6Q0BtVLMy7ulvEART8jH99MxaLvCTB0CFzhW52OHMpFHY3rYZ3C8YZPsetaaMx7Zt2wrM78iPHz8we/ZsDB06FA8fPpTpvu/evYvnz5/LdKzQQTxiKqQO38cV4ApwBbKgQKyXF0L274FItVeS/dRsDURY3ERitGJmuVPClKW3Y7J5/zy7rbjyxRbhsYoXOQ71D8WTS0/ZNP+ljWZwu+8OcbjiRlHnaM3C2BblBMG0Q83SODx3KPwvz0HoPdV/AXUU/C4sSY6gNq9TFbcPrxME09IlS+CdvWW2oU8ILHNq33ODA9jSohEuzpqC4Gysh52nMQmbNm3Kwr8meXPo69evoaamBk1NTbx9m7VCHLdv34aTk5PcN87BVG4JeQdcAa4AVyC9AjGfPiFkzy6IBvaAqEtzBM6diYg7t5EYo5h160NiwnH58wNoP9qMUTdmYLnjftz/4YTYhNj04hTgLVRR6qPTZ9zaf4clS1HSlJf7V4Uz7V+4YD5GNSsrCKZKtUpj/2y1ZAj1vzwboZZqiHzYHyGWavA300Lr+tVhvn+VIJhWKFsarx5a5GswJcD1d3kE4/EjsaNdc7y6dDpL97to5lSWLJQfv/qU0GRrawtlZWWsWrUKv379ytZt3rp1Cy9evMjWuSlP4mCaUg3+nivAFeAK5IICMR8+IHjXdoj6d4eoSwsEas9C+JXLiA8OyoWr5X2XPyNEOPXO/N+kKS1scjZg0/9k7K9ILSIoAs63X+Lcqgsw/seUJU4F/VKMMf1HRwfDmwiDadc6pbFbUzUZTKkEKf34XVyMYAt1RNj2h9vZrnhmPBbBj42kwmmViuXg8uBGlkAvpyKh2enn2Yl92Ny8IS7Nnobgt44y3bfu3BlYsWJFvvr6U0ITVaOihCZKzAqXM5HTwsICzs7Ocj8jB1O5JeQdcAW4AlwB2RWI9vBg5v0su79zE4iGD0Dw7h2IcnmpkBWn3od8wz7385hkqcP8UVc9O8zspxRtup8sp2yMHuLkfEPmjUrJUzHighsdX7lyJYY0LiMYMVWpWwbbpw9IB6YSQPU9txyrpjXEj1v9EWk3AGF20xFidygdoNaoUhHPLa/IBHjZAcncOMfP2RaGY4dhZ/uWeG1mlOm9r1yghX/++Uf2fyhy8UgC0F27dqFLly4MTOPicsYKztzcHC4uLnLfOQdTuSXkHXAFuAJcgewpQBFTyuYPnD8bom6t2Q+9D79qppCG/p4h33HS4zoz8Ve/roGFj3fg3Md7+BUZkD0B8+FZsdGxeGf/Htd3mbOp/jtHLPHB8SNiogrWkoZ169ZhcGPhiGnPemWweWp/ATBdiW4t68F02xKE2O1GmN1ERNr1R7idOkLt1iP48VkGqXVrVIX9rYuZwl1uAKa8fTrq78HmZg1wea4GQjykR0/XLtHGwoUL8/QbS1P02traUFVVZV6kWb0ZMtGPipK+rvrGjRtwdXXNarfpjudgmk4SvoErwBXgCuSBAomJiHJ1YdFTiqKKWDR1IIuu0nYkJubBTeXeJf3FwTD7YoMl9npQvz6DZfcffWMGsqVSlEa+qC733HBl2zWcmHuKZfe/d/QsEJFUStQZ2EgYTPvUL4P1k/oIgmmP1g1gtGnhf1FSu5MIs9NGhN0gRNipIsxuHjq2qIFHN84WSDAlsPV7YYvTo4diV4dWeHv1TIbPsXHpQsydOydPvtqUxETZ9dOnT8erV6+yfA+enp4gK6jWrVsjLCxM6vnXr1+Hm5ub1P2y7uBgKqtS/DiuAFeAK/AbFYgPCmTrUAPnaf0bTW2DwAVzWIRV0cqjiuOiWaLUhhfHMdZiLibcXojtLoZ47OMGRak4RZDqauXOjPsZpB66i/cOHxCdT6f7ybtyQCNhu6j+Dcpg1biegmDat10jGKyf9x+YPj7373tThNqtY9HTYOs++Hl/GMRv9kL8JX9UgMpOJPXp0d0senplviZC3j1LBahbV+pg1syZv+1fEEposrOzYwlNy5cvB9k/ZbdRpLdTp06CUEp9X7t2jYNpdkXm53EFuAJcgQKlAEVTXV4mJVAN+zeaOmIQy/qPcnNVqGgq+aRSdam97ucw5Z4uRpvPwgrHg7D49gSBUYpRCjY8MJxB6rUdN1gk9fbBu3jn8AFREfnHVkxPTw99GmVssC/xMR3YsAyWje4hCKaDOjaB/uo5GYCpBFDPQaV9PbjfnAPxszGIfDwAkU5TIX57FOIvTqngLjuw+LvP8X3+AKfU1bCrY2t4XDdNvv9da5di+rRpuf7PDq0XJSN8Smjau3cvyCA/q+3kyZNo3LgxZv4L0gsWLMCaNWsy7ebKlSvZisim7ZhHTNMqwj9zBbgCXIF8rkByNFV7VlI0tTtFU+eytalUOlWR2ufQnzj97ibmPNwI9WvToWG9ArvdTGD70xlUMrWgN4JU8kQlSD0+24C9vrBwhp+Xf56WfqUs7d4NhcF0cMMy0BnZTRBM1ZSa4dDyWYJg2r55I9w2TSr9Kf5kjUj3DRA7jmSQKnbWhNjjFMRezsmQ97thMzvXsz+0E5ua1se1hVoIffccezeuxKSJE3Lt60olQglEO3fuzEqHUsZ9Vlrkv1XrDAwMMHfuXJbEVLlyZYhEIsyfPx/GxsaZdmdmZgbyQZW3cTCVV0F+PleAK8AVyEsFKJr60hnBu7ZBNFIVos5NIerViSVUhZ0xQoynZ17eXY5eOyJOjIe/XFhpVA3rlQxUtWzXs/KoVI2KDP8LcosKj8KHZx9hfcoGRkvOwFjHBA9O28Lz+affHk09cuQIVBoIg+mQRmWwcJiyIJgO79oC+3Q1BcG0c6umuGF8NB14ij/eQaTbKogdhiLyyUCIX86F+L0pxF6u6Y7NDjzm9jk+z61hMFwVuzu3hd68WRg3dkyOfz19fX1BEc2BAwfCysoqW/1TQlPPnj1BcKqiosLKjn779g0NGjTAmzdvMG/ePJw7dy7Tvi9fvsyOz/TATA7gYJqJQHw3V4ArwBUoSApQlSmxgz1C9u5GwMRRzDeVMv4DZkxGiP4RlmCVKFDvuiA9a1B0KKs8tfXlaTbtT5n+VH3q+NtrcBG9R0H2TaU1gn5efnC6+YLZT6WMplJZVNqfm+3EiRPo1qCioF0U+ZxqD1YSBNPRKq2xa/F0QTDt2rY5zAwOCMKm2PM6xK66iLQfjEh7VYhfzoPY43iBWJP65MB2rGlQC1rtWiMmh0oVv3//HiNGjMCUKVOylQn/4cMHSGyibGxssGTJEly8eBHq6uqYNGkS2rVrx6KkdAxl8ssCprSEIKvVojL6DnMwzUgVvo0rwBXgCiiKAgkJiHZ3Q+iJYwiYOQ2i7m1YJaqA8SOZA4D4sR0SBSxgCpIMPpGBuPHVDuucjrEEKlqfusR+N4w/3IZHsFeuw1xuapVRNNXqhDVe275B4M/AHL+0oaEhutQXBlP1ZmUxc2BHQTAd37MNti6YLAimPTq2woVjewXBNGV0U/zhIsSuy5Km++36J61NdV8D8QcziL3cZO4nZZ+5/V5//TIsaNIAe7opwcspfT15+kMjMpOCG3SMvb09unXrBl1dXXh7e2dp3On8+H//KK1Tp06yZdTatWtBde7J25TWpt65c4f9rsT8W6WOpvZlAdMLFy7Aw8MjS/eU0cEcTDNShW/jCnAFuAIKrEDM588IO2uCwIXaEPVW+teaagCCNq5FhOVdhfFQ9Qr7hYufrVnyFGX7j7WYA12HPTDwuAFH3zegpQEFsRFg0BrUl3ddQYlTpxYawXDxGdw9co8lVbGIaoJ8EVUTExN0ricMpmNalMO0vm0FwXRyn3bYpD1BEEz7dmkHk8O7sgWU4s92EL89CLHzLEQ+GZT080IzKcP/k222+swNSDU+uAOqgwbi6RkjbGrWEBYb1yM2xR+EjqYmODZ8COIzWBtKUcurV68yaCR4DAkJkfq1/fz5M16+fJluP60RrVWrFtq2bcsipUuXLk32Ve3bty/EYjF27tyZXAQgKCiIwS919PjxYwQHB6frM+0GqiJFXqfyNg6m8irIz+cKcAW4AgVcgThfH4TfuIaglUshUu2ZBKoDVRC0TEdhEqoI5t4Ff8WFT1YsojrVailGXpuGafeXY+OLE7j8+QHbH59Y8Mqm0rOJvongZv0KlvpWbG2qwQJD3Np/B863XeDzyQcJcQlZ+pZS9KtDXeE1puNblsOkXq0FwVSjfwes1aKSpP9l4ad9P7BbB5zety1HIFLseYMlT0U+H8/M/MVPh0PsqgPxO+M8TaA6e0QP/fr2YWMQ8PUrToweib0qyvjq/AJB3t7Y2KQ+Vtepipvr/st+pzWfBw4cYFZNBJaSCKbQQGppaYHGLmU7ffo0Wyfq5eWFGjVqgOCVKjTVrVuXZe2rqamxwx89eoTixYuz5QEtW7aEk5NTym4E35N5Py0roCUG8jYOpvIqyM/nCnAFuAIKpkBCaCgi7lshePMGBIwcnJRQpdIOAVPGIXj7FkRY3ESs97cC/9ShsRF44uPO1qTq2OthrIU2Rt3QxNxHm5hd1b3vzwpsVaogn2BQWVRrAxuYLDvHqlBRNaonFx1AJv+0n4BWWiPrn7Z1hCOmk1pVwNjuLQTBdOagjlg5Y5QgmA7p0Rkn9DbnCJimjHaKvzyH+N0piF0WQewwJCnL/9kYiF10IH57BOJP93P8mimvn/L9pRP70bOHSrLcpL294SkWPd3ZqR2DUgJT+nlgbAQdHR3069ePTbEnnyTDm1mzZrG1oikPpel/ak+ePEGVKlVAhvnUCD63bt3KsvnZBgBGRkbQ19fP1LNUcjytKdXU1GTVpHIiI5/65WAqUZe/cgW4AlwBrkCGCiTGxDAf1VBjQwQtXQIReakqNYNIuSUCxgxD0LpVCLt8ETE0jZeQtchchhfMw43fI/xx29uBWVLNtt0ASqgaf3s+lj7di1PvzPHM722BXAJABv+U3W9v5ghzPQs2/W8w35CVTn1y6Skrm5oSVqm8ZMvawhHTqW0qQF25mSCYzh2shKXTRgiC6Yg+yjiyfX2uQyJZUTEgJTCVeKbS9L/TpKTs/3eGEH9+kiv3QRHhbl2V032zrfftSYbSudUqolnxoujepAmeOTikO1aWDeQ9StnxKRtFWhctWsSSmpo3b46PHz+y3VREoVy5ctmyeHr48CGGDBkCAmF5zPtT3qfkPQdTiRL8lSvAFeAKcAVkVyAhgYEoASmBKQEqgSoD1mEDGMASyFJhAHIKKKiNKk+9DvqcbgnAZEsdtl710OvLDGQ/hHgXuCpVwb4hSbB6+SnM9W4mw+qN3TdhsuMcRnTqjTOj28N0ZKMMs/M12lbE0M6NBcGU7KQWTxoqCKaj+3fD/s2rcwUIU0Yt074Xe7mApv7Fr3cnWVE9HZ40/e+ghkhap/pqCyLfX4DY60W2783jyV3MmTYBxYoVw+LFi1L9GgR+tMOmZvUwvUp51ClWDMOVlODu6JjqmKx+oOgl+YmmbOvWrWPeprStUaNGyWBKU/q1a9dOeajge0qcosx7ZWVlFmnNjnm/4AX+3cnBVBaV+DFcAa4AV4ArIJMCNMUfccuCTfnT1L9IpV3ymtXA+bOZZZXY/gkSBGpuy3ShPDwoLDaCVaeixKrtLkbQfrSZJVZJ1qxSparjb6+yMqteYT6galYFodH0MsHqh+cfcW73BawcsQzHZuhBX/MYjmtsx8mpOjg1cQoMx6nizBglzO5QHYPaNxQE0yUjumHeuMGCYDphcE/orV+ebfhLC5zyfKbp/8j35yF+tQmRLzQgJkilzP+nwxDpNCVpverr3YgkP1WB5CrHu2YYN1wNJUuWxOzZWskwKPkeUELTIe3maNO4JJZpDoXPNy/JLrleNTQ0WKKUpBNap0pRUmrkc0oR0k+fPrHPtIaUIp6ZNTLvP3ToELOQoqQ4Wda6Ztan0H4OpkLq8H1cAa4AV4ArILcC8QEiRNpYI+TAXgRqTYeobxeIOjWGqHdnBGhORbDeToRfv4roV+5I+LcCjdwXzYMOROJgkNG/ieddbHI2gJbtBlZSddSNGdB8sIYlXRm+t4DdL9d8v3aVvC0bVi3HIqUm6k0ZiBKQnpo4lQHqcY0dOKp5DPum7YHZ0v2wXL8LDju34tXhDfh0ag1+ma5kwLp0lApmjx4oCKZThvbBjtX/5AswzQhqxZ8fJ4EoRVZddZIAlUz/7fonrVt9OiIJYt2Ww8V8IeZPUUKdGmWxcuVK+Pj4pPomUvb70aNH0bZ9O2zeuhbiyPBU+2X5cPDgQVStWpX1k/b46dOns5r1ku1+fn4soYmm8qnmPVlBSapC0f1ZWlpKDk33Sub9VIqUqklZW1sj4Tct0+Fgmm4o+AauAFeAK8AVyG0FEsLDIX7qwPxVA5fMR4C6GvNY9SdgpUSr0UMQqLMQIUcOIuLuHVbBKjEuLrdvK1f6/xkhYhWrqLTqOid9zHiwGurXZ2C0uRZm2qxhdlb73M8za6vHPm6gKCstIcjLRhZB9aokgelZ9YYZTuVrd6qK4R07wmnvZthu2QHzlXtwbvEhnJytD/2Zx2E07wj2T9+KLVNWw3b/aTw/aYQ3543hddME/jamybCqMaIfNi9flG/BNCNYpW1UgUr80QoRHqfx7PJ0mG5th7uHOsDHqt+/SwJUEe0yETFv5uPXM13ozu6LXt3bwuLGecHEM2njTolJ5DlKllGUHEU2T2nbtGnTQOuDCT4puunu7o7169dDT08vVaSTMvXHjMm4EhVZPlEkdcCAAez8tNfI7c8cTHNbYd4/V4ArwBXgCsisAAFrlJsrs6kK3rUdgXNnQjSkL0TKLSDq1IT5rgZMHI2gVcsQeuokIh/aIPa7N/7f3pmA13imb3xmOjP/0kVRHUpbWzS2CJFIhDL2pYitksoYa5AIIijG1mosLbE1tiCWaBBt7Vvte0SlWvwtHdoiZCH2btPe/+t+8z9nOJI40cRJ2vu9Ltc53/m+732/8ztxXff1vM9zP8iiwtzuxR/jhdzep8/qrsSjWPbVFrz/+VKEHpiCrtuGGcHaZpW/aRJAh4BRh2ch4nisaR4Qn3wSV+5cfSRhk52vd/DgQZQq+myGgpRCdUmbMmhW9mm4lX8xw638b6OG4dTskRj3pi9C2/fA9inzsfbtSMQMmYsFgXMQ0X0O5vWZg2WhcxHmPwrv9Q7DvoXrEL9iE46v24avtu/GxUMHkPrFYdz+d95sQXr9zBFETBiN8mVLw6l8eURGRuJ7Sz71zz/g5ztncDp+ETq87oEOrb0Rt29dpj/B119/fV+k03Lhvdvm7PREs3sOtgr19PS0XGZ99ff3R7t27UzuaKtWrTItTGKuqKXzk+Xm3bt3g/cwHSC75v2WOXLiVcI0JyhqDhEQAREQgVwnwJSAuwcPmOYAaWNHmTarKY1qI8W9Qvq/RrXNZzzHBgK8lvfkx0Erq+PXzoGWVdz+f/ez+ei/d+L/t17tYtwCOm8ehOC9E8w5RmPZ9YoRV3a5Sr6bhl/jyRofH48ShZ9+QJgubFUGPV2LomSRp1GsSGG4O7+coTC9Ep2+lT+2cwP4NvW2RkctHqapO5bgm3WLcTImCsP9AhDWexR2zlmNTeGx+OTdGMQMX4yFAxZgdq+56SI2MBJLQqMQOzoaayeuwNYZH2FP5FocWLweh2M24uiqzfhy7Tac2rLDiNqv9+7DpbgDSEqIw9Xj8bh55miORWSTjx9A2LAQlPjbC6jpVgO01vrx+x/w/Z0fcOfGXdABYdvG7fD08EJAz944cyrdnimrv8O3337b2omJ1zH/083NDX/84x8RHh5ubqVo5Fb84MGDzRY8O0DZDlblM9ppbwcmbs/z+WvXro2xY8faZaRvu2ZOH0uY5jRRzScCIiACIvB4Cfzyi/FVZfSUUVRGUxlVZQ6ribJ6VERKA0+kdmyNq0EBSHtnjLnu9vp1xjWADQbyk80Vi5QYNT2S/L9GjDKaOjp+jhGuzGXttL4ffD7qAkZd2fGKTQQCd4/DsEMzjA0Wba8+Or/TRGvpOMBWrrapA59//jmKFfqvMI1sWRq+lQvj+WcKwqWys6n85paxe8UyWQrTsC6N0L6h5wPC1CJQ+drPtwUG9+meqXC8fuooko4eAsXmqS07kfDxVhyK3mCE6faIj7F52iqsf28FVofFIHZMtBG1FLEUtvP6zsOsHukR2ogeczC3zzxEBkYiMigS8/vNx4Lg+ea6qAELEDVwIRaFLMTiQQuNCF46OArRQxZh2dBFWPbWYiwetADTuk/DBL9JmNp1OmYFzMXsHhFY4DsBy9oOx8oWQRhdrQGcni2CUJ/2SDqXdUETt9szytuk+X29evWMCT5FY9myZc3/p5YtWxrP0KeeesoUMZUpU8baYtTyH86SP2o5zuyVRVHMda1WrZrxLrVGejO74TF+LmH6GGFrKREQAREQgcdL4JcffwRbsN7duwe3Vi7H9enh6cK1mz9SWjVCSp3q6a4BTBPwdkVKy4Ym6souWCzWurn8Q9zZvQs/nD2b7wqzrv9wC1/duGi8Vzd8ux9Lzm7C9C+XY0z8XLChQPftI+G7IdhEX1uv6oz2a3qCHbHoMtBr82i4Da6Ltm+/hjr9a+FVP1fUDm6KdzZ8YOyxdiYexYy1UahWrxLiogfhePRgnF865AGROrFbE7SpVzNLYRri3woDenbJVJhmluOZnc9vnU1A2skjSPk8Dlc+O4QrRw7hcvxBfBO3D6cP7MKR3Zuxa8cabPw0FrHrlyB6cTgWhY/E4lGBmBfQAdNbeOGD2pWwwrsytntVRHxNJ/y7Rjkku5XDWdcyGFGqCCoUehphQQG4ffNGpn/krG5nNJqjWbNmYMU7x7Zt20zVPN9TlFpM8GnRVKBAAXMNt+7/8Ic/YNasWWD7TxrkM6pKk3t7R3Jyssk5rV69OjZv3pyhMLZ3rty6TsI0t8hqXhEQAREQgfxB4Jdf8FNyksltZaHVjYXzjd3V1eA+SO3kA5MuUKuSESEpmURf2dKVEVv6tlII/+fa1XwVhb31411TdMUo7JYLcYg4GIOXmjmhfIeqaDimPUK2TDSuAsyDDdoThp47RqHDx4FoOr89fFb5o3VsZ1Dc8tUn1h/tYv+Bjiu74PX5b6DhNB90W9MPPdYEo9ea/ghYMwB91gxA4NqB6Lc2BC2nv4Hm0/wwdMe7GLYjDCN2TsDInRMwetckjN31Ht7ZPRlhe8IxYc9UTNo73bzyM54fvnM8hmwfh4HbxqLfp6PQd+sI9Nz8FrpvGowuG0Pgv6E//NYHoeMnAWgf1Rkdw33QeVRj9OrvjdAuNTDepwrmNnoVa7ydcLBmOXxFsVmjHBLdyuOkmxN2Vi+LZVVfwtLXqmJL747YP2Eo4hdOxfFNK5GwZwtCBgSjTp06WL16tV15v4MGDcKtW+mV+MWLF8eYMWOwdetWsz3PgiRWwtetW9f6/4YR0FdeecUcN23a1LQWLVy4MPr37w86J4SEhKBIkSJgKoBtzqh1EsAIXeanspvUZ599du+pPPdewjTP/SR6IBEQAREQgbxI4Oe7dzONvtJFIKVJXaTUrQ6KV7oLGIcBD2ek1HFFSmNv4zyQ6v+GSSdgukHahHdxY9YHuLlsKW5vWA/6u35//Ev8ePECWATmyHHhwgVTaGPxvMzoWdj9x7l0SWuU9JvooTgZPRhHlg7C7ugQbIoegIHDW6NOZ2+s2DIJMVsmIXrLRCzZPAGLNo3Hwk3jMX9TGN4Y0xGtRr2BeYciMefgPMw6OAczD8zG9P2zMHX3DEzdOBHTVo7GjKih+CAiGPPe740l47ohdoQ/1oV0wqd92mJP15aI822MBJ/6ON7MC2ca1MT5Oi644FkJie4VzG+R5FYeiZ6VcbGBOy74NMTFrh2QGBKAlLARuDZnCtJio3Bzx1psjpyOBnW9UKjQsxg+fDhouXTvOHfuHHx9fU2REYvEHmVQSP75z3/G6NGjce3aNYSGhmLBggVGpLJ4yTLi4uLM9j2P2dM+ISHB9KOnyb2rqyuWLl1qOj0x37RKlSrmvOVevu7fvx8+Pj6mjz0LrPLDkDDND7+SnlEEREAERCB/Efj5Z/wnLQ0/nj9vIrF3du7ArdWf4ObiKFyfMRVp48bi2uCBuBrQDal+7dPTChp4GsssFnNxizilphNSPCun58o2r4/Udi1NBDfVvyNSu3bG1V5dcTWot7HVujZ0EK796y2w8Ctt/DhcnzzJrHNjdgRuLIjEzSWLTFoCI7vMrb29dQv4THf378N3R+KNhyxbaH6r+gAAD+9JREFUyv547pwR3z+cPo3vT57E919+ge8SjuK7+MOmmIwpEbzvzratiA+fgn+WLIbEIR2RGNoBiQPbIXGADxL7tUFiYGt806s5ZrqUwbjypZAU0gVJ/f2R1M8PSX07Ial3RyT1aIsrb7bAHo9K2OVaAcktXkPy392R7O2C5FoVkVzTyXAwIt/9VSR7VUFyPTckN6mN5NYNkdzpdaT8syNSArsidUggUkcPxtX3xuBaxCSkRX2AtJULcWPTStzcswG3j2XdavTOuQQsi3gfNVyqoETx4sZe6aZNE4gjR46Ybfa+ffs+YJhv7x8nbZ4o+teuXYvnn3/e6inKyCftoOgXStHJwQgo80otPehTUv5byMfcVPqZMnrKSChTAehLyujpsGHDjFhlQRPtpSh889OQMM1Pv5aeVQREQARE4HdBgG1cf0q6AgrEu3GHjJBkEwLmvFJkUmxSdDJn9vr7E40YpSilOKVIvTowyERmKV4pYo2Y7eRj/GFTWjVGSvP6SGlcxxSFpbzmlt6hy6uKifaadAUKYq+qSPF2Sc/D5TVsjNDQK/2+ZvXw9d898alzKVyp74LLf6+Gyw1dcblRDVxo4Ip9NcpjSZm/YWn5kljByv1OTXHFrxmS/FsiqUsrJHVrg6Re7ZEU/CZiG3sh3Lsm0uZPx/Xlkbi+7kPc3LEGtw5vw50TB3H3/Oe5ln+adjoeM8NGoVyZV1DByQncTr/XookCkJXwNWrUMFXr94pDe/4QORdzQi2V9S4uLlYrJprkW7bfKVijoqJAMcxuUazAZwQ0JiYmy2UYvaWfacWKFU3E9aOPPoKHhwdKliyJvXv3ZnlvXj0pYZpXfxk9lwiIgAiIgAjkYQLMVSz1QlHrVn7CjED0buGBZwoWQMvmTbFv3z5j9l67epUsi5/GB/vDt03zXBOfGRVJJX25H+8MHYC/FXseHu418fHHH99XCMQq9Xnz5pnt8tmzZ4Mdm7I7mB/KvNAhQ4ZYraCqVq1qIqacixFTizAdMGCAMcTn50wPmDJlirV16MPWpVimxymLpNj5iTmrNNXn/IzEPsqzP2zN3DwvYZqbdDW3CIiACIiACPxGCXzxxRcoXvQ57JnUE771q6Pgk/+Df3T2M+bvlq+8bt06eLhUzFKYvh/yT3Ro2eSxCNPz8dsR2qc7nn3mGTRt0gTMk713cNub29/cBmf0MSM7p3uvt33PCOalS5fMx1OnTrVGSi3XVa5c2Xq+aNGiJjrLqCqLmT788EPLZXa9Mv+XaQWs4melP9dt0aIFypUrB4ppFmQ1bNjQ2E2xk1d+GRKm+eWX0nOKgAiIgAiIQB4iwNaVtC96umAB9O8XZN2ivvcRaUlUo/KrWQrTaYN7oE2TBrkqTL/ctQ7d/DqgYMEC8O3UCfRpvXewMKhz586mUIiR3uwO2jqx7edf//pX0F+Ugx2U/Pz8jLXT+fPpnqa0eEpMTDTnX3rpJZNPSkaXL1+2e8lDhw6ZdqKdOnUChbDtoJUUo6Us0OLc48aNA9MG+vTpY3UEsL0nLx1LmOalX0PPIgIiIAIiIAL5hMDFixdN3uXVq1czfWJaGlV9tVyWwvSDt3qhRYO6uSJM962LQdsWTfDUUwURGNj3ASFHM3tGFQMCAnD69OlMv0dWJxiZpA3TnDlzjMB88sknQQP7TZs2Geunl19+2eSAcg5nZ2djCcX33HJnEZQ9g00VuA6tqVjklJqamuVt9Cvt2LEjuDa9Uxm5ZjSVYpgFVnl5SJjm5V9HzyYCIiACIiAC+ZgAt5Cdy5XOVJieWROBZt414O1eI0eF6folc1Df2xPPPVfIbM1TqFkGt+e3bNliCpqYi2lrB2W5jq8ZbeUz/3Tx4sXW4iJum3t7e1tvK126NG7c+K/JPnNAuYXPwcKktLQ067UPe2PJdaUhPouospsvSjFLv9S2bdti48aNJqpbokQJdO3aFdevX3/Y8g45L2HqEOxaVAREQAREQAR++wQOHDgAp9KlHhCmCTFT0L1tYzxVsAA8a3mgvnetXy1Mb//7KJbOfA+uVSqh5IsvYvLkyfdtXTOXk5ZMbMPJdpyMamY2mLPJKOjKlSvvu+Ts2bNgZX2TJk1QrFgxc46CkQVOlkFhyup6RjnZ2alnz55YsmSJOW1v609GobkFT6/SNWvWPNB61LKWPa8UwhSiFKSTJk0yLgP0NuUxI6l5bUiY5rVfRM8jAiIgAiIgAr8RAhR4pUuVsArTPQvC0K5RbRQsUAC9A3qZynMWGdX18nhkYZp2+jCmv/svlHnlZTi/WsHYLtn2jD9+/LiJVlJoMh80o0EhSaHG6CYjm6tWrbJGTMePHw/mdrLKnT6kjKQWKlQIFJoREREYOXKkdUp2aqIgZQ4oxR+Fq72DOaP9+vUzW/ZcLycHUwe4lU+jfqYQsDirVKlSJhc1q3SMnHwGe+aSMLWHkq4RAREQAREQARHINgEWGZUsXgzrpo1Aw1quKPTsM3jrraHWPEtOyIig1yNs5V/5Yh/eHhKMF4o9b6Ku3LamuMxoMNd1165dGZ2yftaoUSNju8TipWPHjpnP2VkpKCgI9Bllu1BGWRk1ZZ/7v/zlL0aYMvrKlADLYF4nt9xZ0HSvJ6rlfEavhw8fNjmh7du3f2Tz/ozmtf2MgjkwMNBEe9l9inmwzEVlcVRsbKzt5Q45ljB1CHYtKgIiIAIiIAK/fQKMVLJyv/gLxTBx4oT7ci8t3565j+7Vq9kdMT13eBtCAroay6fmzZpi9+7dlqkyfWVnpIddx0goh6enJ2iFxUFRyu5LlsF5WCx14sQJa+emmTNnmtailmvOnDljeZvlqyVCS7unQYMGIbvm/VlO/pCTdB4oX768MeenhyvFNVMQuMWfVc7tQ6bNkdMSpjmCUZOIgAiIgAiIgAjYEqA1Eo3qs8qtZJW4a9VKDxWmx3asRVff9sby6U0/P6t4tF0zo2OuYa+XJ7fxLW1AGV2k8OTgd2CXpe+++w60l/rTn/5k0gLYsWnFihUZLZvhZ5yHHaZY0DRjxowsc10znCCHPuT3GDp0KOinOmLECFMQRsssWk1ZcmK5VEYFYDn0CBlOI2GaIRZ9KAIiIAIiIAIi8DgI0OS+snOFTIXp7tXRaNOskbF8CgoKNKIwu8/F/Ep7/Und3d2tTQJoYE9fUA5ut9etW9cUVNEQny1DM0sdyOj5WITEXFUWXzFKmVmua0b35uZn7ODF78KmAszBnTt3LpycnEwuKrf6Gzdu/FifVcI0N39tzS0CIiACIiACIpAlAQpGZ6dyDwjTtYtm4bXaHihc+DmTw/lrtrppD7V///4sn8NysmbNmmarnse9e/fG8uXLzSlu0T/xxBN48cUXkZCQYLdYY3SVLUe9vLxAl4LsiFnLM+X2K4vFmHNapEgRU+BFId+tWzeThsFUjNDQ0Nx+BOv8EqZWFHojAiIgAiIgAiLwuAnExcWhbOlXjDCl5dPiGRPhUtkZpUqWNC09WbDzawfzWCkK7Rlubm44efKkuZTG+/du07MNqL3PQ/N+dn5q06bNI5v32/O8OXkNc4L5/fmPkeKYmBhTnEYxTveExzEkTB8HZa0hAiIgAiIgAiKQIQFuJbOyfuo7w1H65ZdQqaKzMbC3tXzK8GY7P9ywYYOxe7LncuZ+st0qB7fys9spiSKYHqjBwcEOLySy5/vaXsOcUnaoopUU0yz4j12tGE21t7DLds7sHEuYZoeWrhUBERABERABEchRAqyA53ZxbS9P46+ZG1vd69evByOz9gya2p86dcpcmlXR1r1zUUQvWrTIdJMKDw+3O6p67xx55T0trthAgL8JRTq39OnVynSESpUq5XqxloRpXvlL0HOIgAiIgAiIwO+QANuF7t27N1e/OY3zWbxkz4iOjjaV9/Zcy7ae7KbEgiYWDv3000/23JYvrqEX6+bNm03OacWKFU1DAYrVChUq5OrzS5jmKl5NLgIiIAIiIAIi4GgC7HR05MiRHHuMb7/91niP1qpVy4jq3Ijy5tjD5tBEbBhA6y9u6+fmkDDNTbqaWwREQAREQAREwOEE2BWKuay/drCTFb0+X3/9dWuB1K+dU/ffT0DC9H4eOhIBERABERABEfiNEfjkk0/AKvlHHbSbop8nDfcZOdTIPQISprnHVjOLgAiIgAiIgAjkAQI0tGe0MzuDBU3sgERfU+aR3rp1Kzu369pHJCBh+ojgdJsIiIAIiIAIiED+ILBq1SocO3bMroe9efMmJk+eDBcXF+PjmZO2VXY9wO/8IgnT3/kfgL6+CIiACIiACPzWCcTGxoK2VFmNixcvYsiQIfDw8DDenb+HgqaseDjqnISpo8hrXREQAREQAREQgcdCgN2b2NUoo0HB2qVLFzRr1izTazK6T5/lDgEJ09zhqllFQAREQAREQATyCAH2uz9x4sR9T7Nt2zY0bdoUPXv2xKVLl+47pwPHEZAwdRx7rSwCIiACIiACIvAYCLDn+8mTJ40BPnvAu7u7IywsDMwn1chbBCRM89bvoacRAREQAREQARHIYQIUoyEhIahatSqWLl0KFTTlMOAcnE7CNAdhaioREAEREAEREIG8R2Dr1q3Yvn07VNCU934b2yeSMLUlomMREAEREAEREAEREAGHEJAwdQh2LSoCIiACIiACIiACImBLQMLUloiORUAEREAEREAEREAEHEJAwtQh2LWoCIiACIiACIiACIiALQEJU1siOhYBERABERABERABEXAIAQlTh2DXoiIgAiIgAiIgAiIgArYEJExtiehYBERABERABERABETAIQQkTB2CXYuKgAiIgAiIgAiIgAjYEpAwtSWiYxEQAREQAREQAREQAYcQkDB1CHYtKgIiIAIiIAIiIAIiYEtAwtSWiI5FQAREQAREQAREQAQcQkDC1CHYtagIiIAIiIAIiIAIiIAtAQlTWyI6FgEREAEREAEREAERcAgBCVOHYNeiIiACIiACIiACIiACtgQkTG2J6FgEREAEREAEREAERMAhBCRMHYJdi4qACIiACIiACIiACNgSkDC1JaJjERABERABERABERABhxCQMHUIdi0qAiIgAiIgAiIgAiJgS0DC1JaIjkVABERABERABERABBxCQMLUIdi1qAiIgAiIgAiIgAiIgC0BCVNbIjoWAREQAREQAREQARFwCAEJU4dg16IiIAIiIAIiIAIiIAK2BCRMbYnoWAREQAREQAREQAREwCEEJEwdgl2LioAIiIAIiIAIiIAI2BKQMLUlomMREAEREAEREAEREAGHEJAwdQh2LSoCIiACIiACIiACImBLQMLUloiORUAEREAEREAEREAEHEJAwtQh2LWoCIiACIiACIiACIiALQEJU1siOhYBERABERABERABEXAIAQlTh2DXoiIgAiIgAiIgAiIgArYEJExtiehYBERABERABERABETAIQT+D4gZ1Jj+NVYUAAAAAElFTkSuQmCC"}}},{"cell_type":"markdown","source":"I will try using DenseNet, as I have already worked with it, and it showed excellent accuracy.","metadata":{}},{"cell_type":"markdown","source":"I will also use data augmented dataset and finetuning","metadata":{}},{"cell_type":"markdown","source":"*Without fine-tuning on augmented dataset*","metadata":{}},{"cell_type":"code","source":"conv_base = DenseNet201(weights='imagenet',\n                 include_top=False,\n                 input_shape=(150, 150, 3))\n\nconv_base.trainable=False\n        \nmodel = models.Sequential()\nmodel.add(conv_base)\nmodel.add(layers.Flatten())\nmodel.add(layers.Dense(256, activation='relu'))\nmodel.add(layers.Dense(1, activation='sigmoid'))\n\nmodel.compile(loss='binary_crossentropy',\n             optimizer=optimizers.RMSprop(lr=2e-5),\n             metrics=['acc'])","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:29:26.818020Z","iopub.execute_input":"2021-05-27T12:29:26.818361Z","iopub.status.idle":"2021-05-27T12:29:31.898180Z","shell.execute_reply.started":"2021-05-27T12:29:26.818330Z","shell.execute_reply":"2021-05-27T12:29:31.897312Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:29:34.834688Z","iopub.execute_input":"2021-05-27T12:29:34.835035Z","iopub.status.idle":"2021-05-27T12:29:34.876684Z","shell.execute_reply.started":"2021-05-27T12:29:34.835002Z","shell.execute_reply":"2021-05-27T12:29:34.875641Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(\n    train_generator,\n    validation_data=val_generator,\n    steps_per_epoch=train_generator.n//BATCH_SIZE,\n    validation_steps=val_generator.n//BATCH_SIZE,\n    epochs = 10,\n    callbacks = callbacks_list)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:29:53.320667Z","iopub.execute_input":"2021-05-27T12:29:53.320982Z","iopub.status.idle":"2021-05-27T12:33:55.238664Z","shell.execute_reply.started":"2021-05-27T12:29:53.320950Z","shell.execute_reply":"2021-05-27T12:33:55.237794Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"acc = history.history['acc']\nval_acc=history.history['val_acc']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs = range(1, len(acc) + 1)\n\nplt.plot(epochs, acc, 'o', label='Training accuracy')\nplt.plot(epochs, val_acc, 'bo', label='Validation accuracy')\n\nplt.title('Training accuracy')\nplt.legend()\n\nplt.figure()\n\nplt.plot(epochs, loss, 'o', label='Training loss')\nplt.plot(epochs, val_loss, 'bo', label='Validation loss')\nplt.title('Training loss')\nplt.legend()\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:33:55.241165Z","iopub.execute_input":"2021-05-27T12:33:55.241414Z","iopub.status.idle":"2021-05-27T12:33:55.547235Z","shell.execute_reply.started":"2021-05-27T12:33:55.241389Z","shell.execute_reply":"2021-05-27T12:33:55.546496Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_loss, test_acc = model.evaluate_generator(test_generator, steps=test_generator.n//BATCH_SIZE)\nprint('test acc:', test_acc)\nprint('test loss:', test_loss)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:33:55.549395Z","iopub.execute_input":"2021-05-27T12:33:55.549741Z","iopub.status.idle":"2021-05-27T12:34:01.260415Z","shell.execute_reply.started":"2021-05-27T12:33:55.549703Z","shell.execute_reply":"2021-05-27T12:34:01.258550Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"here I reversed, at the beginning of the loss, and then the accuracy","metadata":{}},{"cell_type":"markdown","source":"*with fine-tuning*","metadata":{}},{"cell_type":"code","source":"conv_base.trainable=False\n\nfor layer in conv_base.layers[:-10]:\n    layer.trainable = False","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:34:01.262271Z","iopub.execute_input":"2021-05-27T12:34:01.262663Z","iopub.status.idle":"2021-05-27T12:34:01.349405Z","shell.execute_reply.started":"2021-05-27T12:34:01.262620Z","shell.execute_reply":"2021-05-27T12:34:01.348359Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.compile(loss='binary_crossentropy',\n             optimizer=optimizers.RMSprop(lr=2e-5),\n             metrics=['acc'])","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:34:01.350890Z","iopub.execute_input":"2021-05-27T12:34:01.351239Z","iopub.status.idle":"2021-05-27T12:34:01.383902Z","shell.execute_reply.started":"2021-05-27T12:34:01.351204Z","shell.execute_reply":"2021-05-27T12:34:01.382763Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:34:01.385245Z","iopub.execute_input":"2021-05-27T12:34:01.385574Z","iopub.status.idle":"2021-05-27T12:34:01.446638Z","shell.execute_reply.started":"2021-05-27T12:34:01.385540Z","shell.execute_reply":"2021-05-27T12:34:01.445797Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"history = model.fit(\n    train_generator,\n    validation_data=val_generator,\n    steps_per_epoch=train_generator.n//BATCH_SIZE,\n    validation_steps=val_generator.n//BATCH_SIZE,\n    epochs = 20,\n    callbacks = callbacks_list)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:34:01.450247Z","iopub.execute_input":"2021-05-27T12:34:01.452347Z","iopub.status.idle":"2021-05-27T12:35:20.175475Z","shell.execute_reply.started":"2021-05-27T12:34:01.452309Z","shell.execute_reply":"2021-05-27T12:35:20.173785Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"acc = history.history['acc']\nval_acc=history.history['val_acc']\nloss = history.history['loss']\nval_loss = history.history['val_loss']\n\nepochs = range(1, len(acc) + 1)\n\nplt.plot(epochs, acc, 'o', label='Training accuracy')\nplt.plot(epochs, val_acc, 'bo', label='Validation accuracy')\n\nplt.title('Training accuracy')\nplt.legend()\n\nplt.figure()\n\nplt.plot(epochs, loss, 'o', label='Training loss')\nplt.plot(epochs, val_loss, 'bo', label='Validation loss')\nplt.title('Training loss')\nplt.legend()\n\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:35:20.180668Z","iopub.execute_input":"2021-05-27T12:35:20.182685Z","iopub.status.idle":"2021-05-27T12:35:20.586569Z","shell.execute_reply.started":"2021-05-27T12:35:20.182632Z","shell.execute_reply":"2021-05-27T12:35:20.585781Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"test_loss, test_acc = model.evaluate_generator(test_generator, steps=test_generator.n//BATCH_SIZE)\nprint('test acc:', test_acc)\nprint('test loss:', test_loss)","metadata":{"execution":{"iopub.status.busy":"2021-05-27T12:35:20.590504Z","iopub.execute_input":"2021-05-27T12:35:20.592548Z","iopub.status.idle":"2021-05-27T12:35:26.188779Z","shell.execute_reply.started":"2021-05-27T12:35:20.592506Z","shell.execute_reply":"2021-05-27T12:35:26.187917Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"DenseNet performed better than VGG16","metadata":{}}]}