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{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"execution_count": 2, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# cat or dog\n", | |
"# from https://www.kaggle.com/c/dogs-vs-cats/data\n", | |
"\n", | |
"# https://www.kaggle.com/c/dogs-vs-cats/download/test1.zip\n", | |
"# https://www.kaggle.com/c/dogs-vs-cats/download/train.zip" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 20, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import cv2\n", | |
"import os\n", | |
"\n", | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"from keras import models\n", | |
"from keras import layers" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 21, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"['catsdogs_test1.zip', 'catsdogs_train.zip', 'test1', 'train']\n" | |
] | |
} | |
], | |
"source": [ | |
"\n", | |
"print(os.listdir(\"../Downloads/catsdogs\"))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 22, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"data_dir = \"../Downloads/catsdogs\"\n", | |
"train_dir = \"train/\"\n", | |
"path = os.path.join(data_dir, train_dir)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 25, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"'../Downloads/catsdogs/train/'" | |
] | |
}, | |
"execution_count": 25, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"path" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 28, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"SIZE=(80,80)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 29, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"for p in os.listdir(path):\n", | |
" category = p.split(\".\")[0]\n", | |
" img_array = cv2.imread(os.path.join(path,p),cv2.IMREAD_GRAYSCALE)\n", | |
" new_img_array = cv2.resize(img_array, dsize=SIZE)\n", | |
" plt.imshow(new_img_array,cmap=\"gray\")\n", | |
" break" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 30, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 47, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"X = []\n", | |
"y = []\n", | |
"convert = lambda category : int(category == 'dog')\n", | |
"def create_train_data(path):\n", | |
" for p in os.listdir(path):\n", | |
" category = p.split(\".\")[0]\n", | |
" # print('category', category)\n", | |
" category = convert(category)\n", | |
" # print('category', category)\n", | |
" img_array = cv2.imread(os.path.join(path,p),cv2.IMREAD_GRAYSCALE)\n", | |
" new_img_array = cv2.resize(img_array, dsize=SIZE)\n", | |
" X.append(new_img_array)\n", | |
" y.append(category)\n", | |
" # break" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 48, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"create_train_data(path)\n", | |
"X = np.array(X).reshape(-1, 80,80,1)\n", | |
"y = np.array(y)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 49, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"((80, 80, 1), 1)" | |
] | |
}, | |
"execution_count": 49, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"X[0].shape, y[0]" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 50, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import pickle" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 51, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"save = True\n", | |
"if save:\n", | |
" pickle.dump( X, open( \"train_x\", \"wb\" ) )\n", | |
" pickle.dump( y, open( \"train_y\", \"wb\" ) )" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 56, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"-rw-r--r-- 1 shane staff 153M Sep 16 14:37 train_x\r\n", | |
"-rw-r--r-- 1 shane staff 195K Sep 16 14:37 train_y\r\n" | |
] | |
} | |
], | |
"source": [ | |
"!ls -lhtr train_*" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 53, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# normalize data\n", | |
"X = X/255.0" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 54, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# model" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 58, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"W0916 14:40:44.386857 4541306304 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:517: The name tf.placeholder is deprecated. Please use tf.compat.v1.placeholder instead.\n", | |
"\n", | |
"W0916 14:40:44.392690 4541306304 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:4138: The name tf.random_uniform is deprecated. Please use tf.random.uniform instead.\n", | |
"\n", | |
"W0916 14:40:44.414532 4541306304 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3976: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n", | |
"\n" | |
] | |
} | |
], | |
"source": [ | |
"model = models.Sequential()\n", | |
"model.add(layers.Conv2D(64,(3,3), activation = 'relu', input_shape = X.shape[1:]))\n", | |
"model.add(layers.MaxPooling2D(pool_size = (2,2)))\n", | |
"\n", | |
"model.add(layers.Conv2D(64,(3,3), activation = 'relu'))\n", | |
"model.add(layers.MaxPooling2D(pool_size = (2,2)))\n", | |
"\n", | |
"model.add(layers.Flatten())\n", | |
"model.add(layers.Dense(64, activation='relu'))\n", | |
"\n", | |
"model.add(layers.Dense(1, activation='sigmoid'))" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 59, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"_________________________________________________________________\n", | |
"Layer (type) Output Shape Param # \n", | |
"=================================================================\n", | |
"conv2d_1 (Conv2D) (None, 78, 78, 64) 640 \n", | |
"_________________________________________________________________\n", | |
"max_pooling2d_1 (MaxPooling2 (None, 39, 39, 64) 0 \n", | |
"_________________________________________________________________\n", | |
"conv2d_2 (Conv2D) (None, 37, 37, 64) 36928 \n", | |
"_________________________________________________________________\n", | |
"max_pooling2d_2 (MaxPooling2 (None, 18, 18, 64) 0 \n", | |
"_________________________________________________________________\n", | |
"flatten_1 (Flatten) (None, 20736) 0 \n", | |
"_________________________________________________________________\n", | |
"dense_1 (Dense) (None, 64) 1327168 \n", | |
"_________________________________________________________________\n", | |
"dense_2 (Dense) (None, 1) 65 \n", | |
"=================================================================\n", | |
"Total params: 1,364,801\n", | |
"Trainable params: 1,364,801\n", | |
"Non-trainable params: 0\n", | |
"_________________________________________________________________\n" | |
] | |
} | |
], | |
"source": [ | |
"model.summary()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 60, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stderr", | |
"output_type": "stream", | |
"text": [ | |
"W0916 14:41:55.258996 4541306304 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/optimizers.py:790: The name tf.train.Optimizer is deprecated. Please use tf.compat.v1.train.Optimizer instead.\n", | |
"\n", | |
"W0916 14:41:55.281021 4541306304 deprecation_wrapper.py:119] From /anaconda3/lib/python3.7/site-packages/keras/backend/tensorflow_backend.py:3376: The name tf.log is deprecated. Please use tf.math.log instead.\n", | |
"\n", | |
"W0916 14:41:55.286407 4541306304 deprecation.py:323] From /anaconda3/lib/python3.7/site-packages/tensorflow/python/ops/nn_impl.py:180: add_dispatch_support.<locals>.wrapper (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n", | |
"Instructions for updating:\n", | |
"Use tf.where in 2.0, which has the same broadcast rule as np.where\n" | |
] | |
} | |
], | |
"source": [ | |
"model.compile(loss='binary_crossentropy',\n", | |
" optimizer='adam',\n", | |
" metrics=['acc'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 66, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Train on 20000 samples, validate on 5000 samples\n", | |
"Epoch 1/10\n", | |
"20000/20000 [==============================] - 620s 31ms/step - loss: 0.0417 - acc: 0.9867 - val_loss: 0.9585 - val_acc: 0.7762\n", | |
"Epoch 2/10\n", | |
"20000/20000 [==============================] - 578s 29ms/step - loss: 0.0348 - acc: 0.9891 - val_loss: 1.0584 - val_acc: 0.7702\n", | |
"Epoch 3/10\n", | |
"20000/20000 [==============================] - 572s 29ms/step - loss: 0.0206 - acc: 0.9946 - val_loss: 1.2220 - val_acc: 0.7702\n", | |
"Epoch 4/10\n", | |
"20000/20000 [==============================] - 570s 29ms/step - loss: 0.0186 - acc: 0.9947 - val_loss: 1.3011 - val_acc: 0.7596\n", | |
"Epoch 5/10\n", | |
"20000/20000 [==============================] - 570s 28ms/step - loss: 0.0417 - acc: 0.9864 - val_loss: 1.1526 - val_acc: 0.7818\n", | |
"Epoch 6/10\n", | |
"20000/20000 [==============================] - 572s 29ms/step - loss: 0.0212 - acc: 0.9935 - val_loss: 1.2798 - val_acc: 0.7750\n", | |
"Epoch 7/10\n", | |
"20000/20000 [==============================] - 569s 28ms/step - loss: 0.0174 - acc: 0.9953 - val_loss: 1.3516 - val_acc: 0.7804\n", | |
"Epoch 8/10\n", | |
"20000/20000 [==============================] - 569s 28ms/step - loss: 0.0165 - acc: 0.9943 - val_loss: 1.2801 - val_acc: 0.7784\n", | |
"Epoch 9/10\n", | |
"20000/20000 [==============================] - 569s 28ms/step - loss: 0.0169 - acc: 0.9948 - val_loss: 1.3547 - val_acc: 0.7766\n", | |
"Epoch 10/10\n", | |
"20000/20000 [==============================] - 569s 28ms/step - loss: 0.0094 - acc: 0.9976 - val_loss: 1.4078 - val_acc: 0.7736\n" | |
] | |
} | |
], | |
"source": [ | |
"history = model.fit(X, y, epochs=10, batch_size=32, validation_split=0.2)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 67, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"if save:\n", | |
" model.save('catsdogs.h5')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 68, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"-rw-r--r-- 1 shane staff 16M Sep 17 08:42 catsdogs.h5\r\n" | |
] | |
} | |
], | |
"source": [ | |
"!ls -ltrh catsdogs.h5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 69, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# plot" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 70, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"acc = history.history['acc']\n", | |
"val_acc = history.history['val_acc']\n", | |
"\n", | |
"loss=history.history['loss']\n", | |
"val_loss=history.history['val_loss']\n", | |
"\n", | |
"epochs = range(1, len(acc)+1)\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 71, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"plt.plot(epochs, acc, 'bo', label='training acc')\n", | |
"plt.plot(epochs, val_acc, 'b', label='validation acc')\n", | |
"plt.title('training validation accuracy')\n", | |
"\n", | |
"plt.figure()\n", | |
"\n", | |
"plt.plot(epochs, loss, 'bo', label='training loss')\n", | |
"plt.plot(epochs, val_loss, 'b', label='validation loss')\n", | |
"plt.title('training validation loss')\n", | |
"\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 72, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# data generator\n", | |
"# make more data from existing data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 74, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from keras.preprocessing.image import ImageDataGenerator" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 75, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# make a validation dir and set\n", | |
"# a data generator expects something like train/dog/5.jpg or test/cat/3.jpg" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 107, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"../Downloads/catsdogs/train/cats ../Downloads/catsdogs/train/cats/cats cats False\n", | |
"../Downloads/catsdogs/train/dogs ../Downloads/catsdogs/train/dogs/dogs dogs False\n", | |
"../Downloads/catsdogs/test1/cat ../Downloads/catsdogs/test1/cat/cat cat False\n", | |
"../Downloads/catsdogs/test1/dog ../Downloads/catsdogs/test1/dog/dog dog False\n" | |
] | |
} | |
], | |
"source": [ | |
"data_dir = \"../Downloads/catsdogs/\"\n", | |
"train_dir = data_dir+\"train/\"\n", | |
"\n", | |
"import shutil\n", | |
"\n", | |
"# train\n", | |
"cat_train_dir = train_dir+'cats/'\n", | |
"#os.mkdir(train_cat_dir)\n", | |
"\n", | |
"\n", | |
"dog_train_dir = train_dir+'dogs/'\n", | |
"#os.mkdir(train_dog_dir)\n", | |
"\n", | |
"# no valid data\n", | |
"valid_dir = data_dir+'valid/'\n", | |
"#os.mkdir(valid_dir)\n", | |
"cat_valid_dir = valid_dir+'cats/'\n", | |
"#os.mkdir(cat_valid_dir)\n", | |
"dog_valid_dir = valid_dir+'dogs/'\n", | |
"#os.mkdir(dog_valid_dir)\n", | |
"\n", | |
"# test data\n", | |
"test_dir = data_dir+'test1/'\n", | |
"cat_test_dir = test_dir+'cat/'\n", | |
"#os.mkdir(cat_test_dir)\n", | |
"dog_test_dir = test_dir+'dog/'\n", | |
"#os.mkdir(dog_test_dir)\n", | |
"\n", | |
"\n", | |
"\n", | |
"# cat valid\n", | |
"fnames = ['cat.{}.jpg'.format(i) for i in range(3000)]\n", | |
"for name in fnames:\n", | |
" src = os.path.join(train_dir, name)\n", | |
" dst = os.path.join(cat_valid_dir, name)\n", | |
" # print(src, dst, name, os.path.isfile(src))\n", | |
" if os.path.isfile(src):\n", | |
" shutil.move(src, dst)\n", | |
"# dog valid\n", | |
"fnames = ['dog.{}.jpg'.format(i) for i in range(3000)]\n", | |
"for name in fnames:\n", | |
" src = os.path.join(train_dir, name)\n", | |
" dst = os.path.join(dog_valid_dir, name)\n", | |
" # print(src, dst, name, os.path.isfile(src))\n", | |
" if os.path.isfile(src):\n", | |
" shutil.move(src, dst)\n", | |
"\n", | |
"# cat train\n", | |
"for name in os.listdir(train_dir):\n", | |
" if 'cat' in name:\n", | |
" src = os.path.join(train_dir, name)\n", | |
" dst = os.path.join(cat_train_dir, name)\n", | |
" print(src, dst, name, os.path.isfile(src))\n", | |
" if os.path.isfile(src):\n", | |
" shutil.move(src, dst)\n", | |
" #break\n", | |
"# dog train\n", | |
"for name in os.listdir(train_dir):\n", | |
" if 'dog' in name:\n", | |
" src = os.path.join(train_dir, name)\n", | |
" dst = os.path.join(dog_train_dir, name)\n", | |
" print(src, dst, name, os.path.isfile(src))\n", | |
" if os.path.isfile(src):\n", | |
" shutil.move(src, dst)\n", | |
" #break\n", | |
"\n", | |
"# cat test\n", | |
"# dog test\n", | |
"# not named\n", | |
"\n", | |
"# move some images from train to valid\n", | |
"# dog.9380.jpg\n", | |
"#! mv ../Downloads/catsdogs/train/dog.9*.jpg ../Downloads/catsdogs/valid/dogs/\n", | |
"#! mv ../Downloads/catsdogs/train/cat.9*.jpg ../Downloads/catsdogs/valid/cats/" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 117, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Found 18000 images belonging to 2 classes.\n", | |
"Found 7000 images belonging to 2 classes.\n" | |
] | |
} | |
], | |
"source": [ | |
"train_datagen = ImageDataGenerator(rescale=1./255,\n", | |
" rotation_range=40,\n", | |
" width_shift_range=0.2,\n", | |
" height_shift_range=0.2,\n", | |
" shear_range=0.2,\n", | |
" zoom_range=0.2,\n", | |
" horizontal_flip=True,\n", | |
" fill_mode='nearest')\n", | |
"test_datagen = ImageDataGenerator(rescale=1./255)\n", | |
"\n", | |
"train_dir = \"../Downloads/catsdogs/train/\"\n", | |
"test_dir = \"../Downloads/catsdogs/test1/\"\n", | |
"\n", | |
"train_generator = train_datagen.flow_from_directory(train_dir,\n", | |
" target_size=(80,80),\n", | |
" batch_size=32,\n", | |
" class_mode='binary')\n", | |
"\n", | |
"validation_generator = test_datagen.flow_from_directory(valid_dir,\n", | |
" target_size=(80,80),\n", | |
" batch_size=32,\n", | |
" class_mode='binary')\n" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": null, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"# new model, adding dropout" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 128, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"model2 = models.Sequential()\n", | |
"# here we use 80x80 images with 3 colors\n", | |
"model2.add(layers.Conv2D(64,(3,3), activation = 'relu', input_shape = (80,80,3)))\n", | |
"model2.add(layers.MaxPooling2D(pool_size = (2,2)))\n", | |
"\n", | |
"model2.add(layers.Conv2D(64,(3,3), activation = 'relu'))\n", | |
"model2.add(layers.MaxPooling2D(pool_size = (2,2)))\n", | |
"\n", | |
"model2.add(layers.Conv2D(128,(3,3), activation = 'relu'))\n", | |
"model2.add(layers.MaxPooling2D(pool_size = (2,2)))\n", | |
"\n", | |
"model2.add(layers.Flatten())\n", | |
"model2.add(layers.Dropout(0.5))\n", | |
"model2.add(layers.Dense(64, activation='relu'))\n", | |
"\n", | |
"model2.add(layers.Dense(1, activation='sigmoid'))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 129, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"model2.compile(loss='binary_crossentropy',\n", | |
" optimizer='adam',\n", | |
" metrics=['acc'])" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 130, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"_________________________________________________________________\n", | |
"Layer (type) Output Shape Param # \n", | |
"=================================================================\n", | |
"conv2d_13 (Conv2D) (None, 78, 78, 64) 1792 \n", | |
"_________________________________________________________________\n", | |
"max_pooling2d_13 (MaxPooling (None, 39, 39, 64) 0 \n", | |
"_________________________________________________________________\n", | |
"conv2d_14 (Conv2D) (None, 37, 37, 64) 36928 \n", | |
"_________________________________________________________________\n", | |
"max_pooling2d_14 (MaxPooling (None, 18, 18, 64) 0 \n", | |
"_________________________________________________________________\n", | |
"conv2d_15 (Conv2D) (None, 16, 16, 128) 73856 \n", | |
"_________________________________________________________________\n", | |
"max_pooling2d_15 (MaxPooling (None, 8, 8, 128) 0 \n", | |
"_________________________________________________________________\n", | |
"flatten_7 (Flatten) (None, 8192) 0 \n", | |
"_________________________________________________________________\n", | |
"dropout_6 (Dropout) (None, 8192) 0 \n", | |
"_________________________________________________________________\n", | |
"dense_13 (Dense) (None, 64) 524352 \n", | |
"_________________________________________________________________\n", | |
"dense_14 (Dense) (None, 1) 65 \n", | |
"=================================================================\n", | |
"Total params: 636,993\n", | |
"Trainable params: 636,993\n", | |
"Non-trainable params: 0\n", | |
"_________________________________________________________________\n" | |
] | |
} | |
], | |
"source": [ | |
"model2.summary()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 131, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Epoch 1/100\n", | |
"100/100 [==============================] - 133s 1s/step - loss: 0.6891 - acc: 0.5350 - val_loss: 0.7263 - val_acc: 0.4425\n", | |
"Epoch 2/100\n", | |
"100/100 [==============================] - 123s 1s/step - loss: 0.6930 - acc: 0.5247 - val_loss: 0.6965 - val_acc: 0.4387\n", | |
"Epoch 3/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.6889 - acc: 0.5375 - val_loss: 0.6784 - val_acc: 0.5992\n", | |
"Epoch 4/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.6845 - acc: 0.5659 - val_loss: 0.6727 - val_acc: 0.5506\n", | |
"Epoch 5/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.6704 - acc: 0.5853 - val_loss: 0.6679 - val_acc: 0.5594\n", | |
"Epoch 6/100\n", | |
"100/100 [==============================] - 123s 1s/step - loss: 0.6751 - acc: 0.5919 - val_loss: 0.6542 - val_acc: 0.6500\n", | |
"Epoch 7/100\n", | |
"100/100 [==============================] - 122s 1s/step - loss: 0.6757 - acc: 0.5697 - val_loss: 0.7160 - val_acc: 0.5519\n", | |
"Epoch 8/100\n", | |
"100/100 [==============================] - 123s 1s/step - loss: 0.6509 - acc: 0.6169 - val_loss: 0.6203 - val_acc: 0.6690\n", | |
"Epoch 9/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.6478 - acc: 0.6206 - val_loss: 0.6305 - val_acc: 0.6637\n", | |
"Epoch 10/100\n", | |
"100/100 [==============================] - 125s 1s/step - loss: 0.6369 - acc: 0.6331 - val_loss: 0.7367 - val_acc: 0.5525\n", | |
"Epoch 11/100\n", | |
"100/100 [==============================] - 125s 1s/step - loss: 0.6282 - acc: 0.6425 - val_loss: 0.6438 - val_acc: 0.6188\n", | |
"Epoch 12/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.6052 - acc: 0.6672 - val_loss: 0.6024 - val_acc: 0.6715\n", | |
"Epoch 13/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.6037 - acc: 0.6741 - val_loss: 0.5624 - val_acc: 0.7100\n", | |
"Epoch 14/100\n", | |
"100/100 [==============================] - 123s 1s/step - loss: 0.5993 - acc: 0.6781 - val_loss: 0.5599 - val_acc: 0.7156\n", | |
"Epoch 15/100\n", | |
"100/100 [==============================] - 127s 1s/step - loss: 0.5900 - acc: 0.6803 - val_loss: 0.6859 - val_acc: 0.6269\n", | |
"Epoch 16/100\n", | |
"100/100 [==============================] - 125s 1s/step - loss: 0.5953 - acc: 0.6753 - val_loss: 0.5809 - val_acc: 0.7013\n", | |
"Epoch 17/100\n", | |
"100/100 [==============================] - 125s 1s/step - loss: 0.5782 - acc: 0.6981 - val_loss: 0.5378 - val_acc: 0.7186\n", | |
"Epoch 18/100\n", | |
"100/100 [==============================] - 123s 1s/step - loss: 0.5953 - acc: 0.6753 - val_loss: 0.5518 - val_acc: 0.7219\n", | |
"Epoch 19/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.5741 - acc: 0.6991 - val_loss: 0.8106 - val_acc: 0.4906\n", | |
"Epoch 20/100\n", | |
"100/100 [==============================] - 124s 1s/step - loss: 0.5584 - acc: 0.7131 - val_loss: 0.6019 - val_acc: 0.6644\n", | |
"Epoch 21/100\n", | |
"100/100 [==============================] - 127s 1s/step - loss: 0.5686 - acc: 0.7056 - val_loss: 0.5175 - val_acc: 0.7500\n", | |
"Epoch 22/100\n", | |
"100/100 [==============================] - 129s 1s/step - loss: 0.5673 - acc: 0.6934 - val_loss: 0.5258 - val_acc: 0.7431\n", | |
"Epoch 23/100\n", | |
"100/100 [==============================] - 138s 1s/step - loss: 0.5623 - acc: 0.7100 - val_loss: 0.5232 - val_acc: 0.7400\n", | |
"Epoch 24/100\n", | |
"100/100 [==============================] - 126s 1s/step - loss: 0.5608 - acc: 0.7072 - val_loss: 0.5291 - val_acc: 0.7394\n", | |
"Epoch 25/100\n", | |
"100/100 [==============================] - 126s 1s/step - loss: 0.5569 - acc: 0.7197 - val_loss: 0.5337 - val_acc: 0.7268\n", | |
"Epoch 26/100\n", | |
"100/100 [==============================] - 125s 1s/step - loss: 0.5408 - acc: 0.7322 - val_loss: 0.5620 - val_acc: 0.7081\n", | |
"Epoch 27/100\n", | |
"100/100 [==============================] - 126s 1s/step - loss: 0.5622 - acc: 0.6991 - val_loss: 0.4923 - val_acc: 0.7631\n", | |
"Epoch 28/100\n", | |
"100/100 [==============================] - 128s 1s/step - loss: 0.5395 - acc: 0.7212 - val_loss: 0.5095 - val_acc: 0.7531\n", | |
"Epoch 29/100\n", | |
"100/100 [==============================] - 123s 1s/step - loss: 0.5465 - acc: 0.7231 - val_loss: 0.5374 - val_acc: 0.7181\n", | |
"Epoch 30/100\n", | |
"100/100 [==============================] - 121s 1s/step - loss: 0.5292 - acc: 0.7322 - val_loss: 0.5291 - val_acc: 0.7368\n", | |
"Epoch 31/100\n", | |
"100/100 [==============================] - 121s 1s/step - loss: 0.5447 - acc: 0.7200 - val_loss: 0.4909 - val_acc: 0.7850\n", | |
"Epoch 32/100\n", | |
"100/100 [==============================] - 121s 1s/step - loss: 0.5225 - acc: 0.7459 - val_loss: 0.4799 - val_acc: 0.7638\n", | |
"Epoch 33/100\n", | |
"100/100 [==============================] - 121s 1s/step - loss: 0.5459 - acc: 0.7328 - val_loss: 0.5524 - val_acc: 0.7250\n", | |
"Epoch 34/100\n", | |
"100/100 [==============================] - 120s 1s/step - loss: 0.5215 - acc: 0.7425 - val_loss: 0.5385 - val_acc: 0.7425\n", | |
"Epoch 35/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5263 - acc: 0.7437 - val_loss: 0.5171 - val_acc: 0.7319\n", | |
"Epoch 36/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5303 - acc: 0.7350 - val_loss: 0.4769 - val_acc: 0.7756\n", | |
"Epoch 37/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5207 - acc: 0.7306 - val_loss: 0.5042 - val_acc: 0.7569\n", | |
"Epoch 38/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5458 - acc: 0.7228 - val_loss: 0.5229 - val_acc: 0.7387\n", | |
"Epoch 39/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5304 - acc: 0.7278 - val_loss: 0.5646 - val_acc: 0.7119\n", | |
"Epoch 40/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5114 - acc: 0.7447 - val_loss: 0.4676 - val_acc: 0.7719\n", | |
"Epoch 41/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5114 - acc: 0.7425 - val_loss: 0.5032 - val_acc: 0.7569\n", | |
"Epoch 42/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5078 - acc: 0.7387 - val_loss: 0.4984 - val_acc: 0.7569\n", | |
"Epoch 43/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5066 - acc: 0.7494 - val_loss: 0.4673 - val_acc: 0.7845\n", | |
"Epoch 44/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.5229 - acc: 0.7366 - val_loss: 0.4466 - val_acc: 0.8106\n", | |
"Epoch 45/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4989 - acc: 0.7625 - val_loss: 0.4687 - val_acc: 0.7875\n", | |
"Epoch 46/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4993 - acc: 0.7591 - val_loss: 0.6187 - val_acc: 0.6575\n", | |
"Epoch 47/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4819 - acc: 0.7631 - val_loss: 0.4946 - val_acc: 0.7676\n", | |
"Epoch 48/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4906 - acc: 0.7569 - val_loss: 0.4550 - val_acc: 0.7744\n", | |
"Epoch 49/100\n", | |
"100/100 [==============================] - 116s 1s/step - loss: 0.4951 - acc: 0.7519 - val_loss: 0.5334 - val_acc: 0.7562\n", | |
"Epoch 50/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4957 - acc: 0.7597 - val_loss: 0.4433 - val_acc: 0.7900\n", | |
"Epoch 51/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4924 - acc: 0.7600 - val_loss: 0.4306 - val_acc: 0.8031\n", | |
"Epoch 52/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4886 - acc: 0.7669 - val_loss: 0.4780 - val_acc: 0.7783\n", | |
"Epoch 53/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4891 - acc: 0.7600 - val_loss: 0.5391 - val_acc: 0.7350\n", | |
"Epoch 54/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4764 - acc: 0.7747 - val_loss: 0.4343 - val_acc: 0.8000\n", | |
"Epoch 55/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4989 - acc: 0.7572 - val_loss: 0.4444 - val_acc: 0.7981\n", | |
"Epoch 56/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4785 - acc: 0.7706 - val_loss: 0.4148 - val_acc: 0.8204\n", | |
"Epoch 57/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4863 - acc: 0.7650 - val_loss: 0.4883 - val_acc: 0.7581\n", | |
"Epoch 58/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4693 - acc: 0.7716 - val_loss: 0.4249 - val_acc: 0.8081\n", | |
"Epoch 59/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4793 - acc: 0.7719 - val_loss: 0.4216 - val_acc: 0.7963\n", | |
"Epoch 60/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4659 - acc: 0.7766 - val_loss: 0.4854 - val_acc: 0.7751\n", | |
"Epoch 61/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4891 - acc: 0.7691 - val_loss: 0.4413 - val_acc: 0.7900\n" | |
] | |
}, | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"Epoch 62/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4574 - acc: 0.7778 - val_loss: 0.4303 - val_acc: 0.8056\n", | |
"Epoch 63/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4665 - acc: 0.7769 - val_loss: 0.4132 - val_acc: 0.8100\n", | |
"Epoch 64/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4577 - acc: 0.7853 - val_loss: 0.4428 - val_acc: 0.8025\n", | |
"Epoch 65/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4623 - acc: 0.7831 - val_loss: 0.4436 - val_acc: 0.7871\n", | |
"Epoch 66/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4619 - acc: 0.7834 - val_loss: 0.4051 - val_acc: 0.8225\n", | |
"Epoch 67/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4647 - acc: 0.7753 - val_loss: 0.5490 - val_acc: 0.7087\n", | |
"Epoch 68/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.4616 - acc: 0.7834 - val_loss: 0.3908 - val_acc: 0.8256\n", | |
"Epoch 69/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.4562 - acc: 0.7816 - val_loss: 0.4736 - val_acc: 0.7802\n", | |
"Epoch 70/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.4593 - acc: 0.7831 - val_loss: 0.4123 - val_acc: 0.8144\n", | |
"Epoch 71/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4490 - acc: 0.7884 - val_loss: 0.4993 - val_acc: 0.7556\n", | |
"Epoch 72/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4534 - acc: 0.7803 - val_loss: 0.4056 - val_acc: 0.8181\n", | |
"Epoch 73/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4628 - acc: 0.7812 - val_loss: 0.4128 - val_acc: 0.8040\n", | |
"Epoch 74/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.4588 - acc: 0.7806 - val_loss: 0.4470 - val_acc: 0.7881\n", | |
"Epoch 75/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.4354 - acc: 0.7988 - val_loss: 0.4238 - val_acc: 0.8025\n", | |
"Epoch 76/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4272 - acc: 0.7947 - val_loss: 0.4221 - val_acc: 0.8069\n", | |
"Epoch 77/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4426 - acc: 0.7931 - val_loss: 0.3681 - val_acc: 0.8363\n", | |
"Epoch 78/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4451 - acc: 0.7903 - val_loss: 0.4394 - val_acc: 0.8003\n", | |
"Epoch 79/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4422 - acc: 0.7956 - val_loss: 0.3636 - val_acc: 0.8462\n", | |
"Epoch 80/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4535 - acc: 0.7847 - val_loss: 0.4231 - val_acc: 0.8113\n", | |
"Epoch 81/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4469 - acc: 0.7966 - val_loss: 0.4260 - val_acc: 0.7969\n", | |
"Epoch 82/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4393 - acc: 0.7944 - val_loss: 0.3854 - val_acc: 0.8260\n", | |
"Epoch 83/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4371 - acc: 0.7991 - val_loss: 0.4665 - val_acc: 0.7756\n", | |
"Epoch 84/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4341 - acc: 0.7963 - val_loss: 0.3809 - val_acc: 0.8244\n", | |
"Epoch 85/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4374 - acc: 0.7966 - val_loss: 0.3975 - val_acc: 0.8181\n", | |
"Epoch 86/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4456 - acc: 0.7937 - val_loss: 0.4038 - val_acc: 0.8069\n", | |
"Epoch 87/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4200 - acc: 0.8069 - val_loss: 0.4236 - val_acc: 0.8021\n", | |
"Epoch 88/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4448 - acc: 0.7925 - val_loss: 0.3962 - val_acc: 0.8313\n", | |
"Epoch 89/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4334 - acc: 0.7969 - val_loss: 0.3854 - val_acc: 0.8325\n", | |
"Epoch 90/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4230 - acc: 0.8081 - val_loss: 0.4552 - val_acc: 0.7819\n", | |
"Epoch 91/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4308 - acc: 0.7963 - val_loss: 0.4108 - val_acc: 0.8103\n", | |
"Epoch 92/100\n", | |
"100/100 [==============================] - 114s 1s/step - loss: 0.4161 - acc: 0.8059 - val_loss: 0.3978 - val_acc: 0.8256\n", | |
"Epoch 93/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4099 - acc: 0.8047 - val_loss: 0.3541 - val_acc: 0.8450\n", | |
"Epoch 94/100\n", | |
"100/100 [==============================] - 115s 1s/step - loss: 0.4222 - acc: 0.7947 - val_loss: 0.3942 - val_acc: 0.8269\n", | |
"Epoch 95/100\n", | |
"100/100 [==============================] - 117s 1s/step - loss: 0.4219 - acc: 0.8075 - val_loss: 0.4275 - val_acc: 0.8034\n", | |
"Epoch 96/100\n", | |
"100/100 [==============================] - 118s 1s/step - loss: 0.4300 - acc: 0.7963 - val_loss: 0.3959 - val_acc: 0.8200\n", | |
"Epoch 97/100\n", | |
"100/100 [==============================] - 117s 1s/step - loss: 0.4075 - acc: 0.8059 - val_loss: 0.3884 - val_acc: 0.8294\n", | |
"Epoch 98/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.3995 - acc: 0.8197 - val_loss: 0.3690 - val_acc: 0.8406\n", | |
"Epoch 99/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.4213 - acc: 0.8063 - val_loss: 0.4387 - val_acc: 0.7806\n", | |
"Epoch 100/100\n", | |
"100/100 [==============================] - 119s 1s/step - loss: 0.4445 - acc: 0.7872 - val_loss: 0.3345 - val_acc: 0.8530\n" | |
] | |
} | |
], | |
"source": [ | |
"history2 = model2.fit_generator(train_generator,\n", | |
" steps_per_epoch=100,\n", | |
" epochs=100,\n", | |
" validation_data=validation_generator,\n", | |
" validation_steps=50)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 132, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"if save:\n", | |
" model2.save('catsdogs_2.h5')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 133, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"-rw-r--r-- 1 shane staff 16M Sep 17 08:42 catsdogs.h5\r\n", | |
"-rw-r--r-- 1 shane staff 7.3M Sep 17 15:57 catsdogs_2.h5\r\n" | |
] | |
} | |
], | |
"source": [ | |
"!ls -ltrh catsdogs*.h5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 134, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"-rw-r--r-- 1 shane staff 1.9M Aug 14 14:33 imdb-0.7139431871938705-0.8568.h5\r\n", | |
"-rw-r--r-- 1 shane staff 1.9M Aug 14 14:35 imdb-0.33547146739006045-0.87228.h5\r\n", | |
"-rw-r--r-- 1 shane staff 1.9M Aug 14 14:56 imdb-0.4074218818330765-0.86608.h5\r\n", | |
"-rw-r--r-- 1 shane staff 1.9M Aug 14 15:49 imdb-0.3816039512729645-0.86868.h5\r\n", | |
"-rw-r--r-- 1 shane staff 1.9M Aug 14 15:51 imdb-0.38626607896327975-0.86968.h5\r\n", | |
"-rw-r--r-- 1 shane staff 1.9M Aug 14 15:59 imdb-0.3452669738149643-0.87244.h5\r\n", | |
"-rw-r--r-- 1 shane staff 1.9M Aug 14 16:00 imdb-0.2989292990398407-0.87976.h5\r\n", | |
"-rw-r--r-- 1 shane staff 16M Sep 17 08:42 catsdogs.h5\r\n", | |
"-rw-r--r-- 1 shane staff 7.3M Sep 17 15:57 catsdogs_2.h5\r\n" | |
] | |
} | |
], | |
"source": [ | |
"!ls -ltrh *.h5" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 135, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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qKuS1ZIl8h8zS1vr11jn7A8P0+cwzxVovL5d7/fjj+LJMxgUzp+V13HHHsaIkym23MQPMv/1tunvCvHUrc24u89ixzIMGMZ9xRvD5FSuYCwqY//3v6NvcvZv57rul3TZt5F7HjnWv26cPc6dOUufDD4PPtWvH3K2bnJs3zyovLZWy++8Prn/xxcx9+zIvXSrn77knfD8bG5lPOon5mGOCyx97TK4HmCdPDj63YQNz8+bMo0fL8T//KfVmzmR+6SXZX7FCzv3rX3I8a1boe597LnOrVszdu1vvZX+VlFh127Z1r1NQwFxY6H4OkHMdOrif69Ah9NrCQuYJE5hPPtm9rQkTwn+e4QAwl6PQ2KgsdyIaTkTLiWglEY1xOV9MRB8T0ddEtICIzkr6U0hRXPjkE9m6hf81Nf/5jyTDOussd8v966/FfXDrrdElzWKWQbwHHpCf+qtXiyX6+99LRI6dH36QiJShQ+XYbp0zy/Gxx8qxcc1s22ZZxE7Lfd06Gbg89FBJ9PXUU96Tf9atEwt1xgzg7LODz5lBVSDUcu/aVbJHvvSSxOHbB0GdkS2rVsnWbrkbHn3U6ocb9ugVr0lcDQ3e9wfIuZoa93M1Ne6hj+Xl4gJya6u83Pu9kkYk9QeQC+A7AL0BNAfwDYD+jjrjAYwO7PcHsDpSu2q5K4lSVycWrbFWKyuT1/aLL8orFn75S7GQ9+5lvuEG2bfzhz9Y1tsLL0Ru7+OPpe7jj1tle/bIL4K8vGDrfNYsqy4glq+hvl7K7r5btuPGSfknn1j9Oeus4Pfu3Zv5kktkf+ZMqfPMM8F1Jkxg7thRzhHJ/e/fH1xn40brPXbsCL3HRYvk3IMPMg8bxjxwoJRXVUl5+/bSduvWzPn58gvBjWXLmJs1i2y5d+3qbZ0n+0UU/ly8IImW+yAAK5l5FTPvATARwLnOZwQAEwzUBkAWr2+uNBX//a9YwMYKSpb1vmkTcP31wJ13hs9vsmeP5bttbAT+/W+Zdp+XJ5b71q1WzDYgVmj79sDxx0seknCWIiBT2du1A379a6usWTPJcdKnj5Qb/7vxt//4x7K1W+5mv1s3eRnL3fjbBw0KttyZxZfcvbscn3iiDBo++6z1eVRUyIDmli3WNZMmAa+/HnwPXbrIIGLXru7x3YcfLmMm99wjv8KWL5e2zS+y2lppe8cO8b8bn/b11wf7uOfOFd95Xl5w+4WFEr1ifOIbN7p90tHRoUNoFEy4sMbiYu8BVK9wyWQSjbh3B7DGdrw2UGbnXgCXEdFaANMA/E9SeqcoYfj0U/lnvuoqEaJkiftjj4kob9woWf68eOIJEYxevSRXeHW1uGQAcWkAwREz338vdR9+WFwITz7p3faGDRLid+WVoZNq2rQB7rpLBiJNfvJvvpFY6yOPlGP7gKoR96IieSiYAcyvvxbxHTgwWNy3bhU3hbkHIuC66+Q9vvxSysrLrQgVw86d4mZxLk03dKi4WpyDjmYgcsUK6yG1Y4ekT7jiCu/PprJSHnz2QdFrrwWaNxcXj+l3SYlEqQByvrLSu81IEIn7pUULEXlT5vXwNw8V54Il9nMpJ5JpD+AiAM/bji8H8KSjzu8A3BLYHwJgCYAcl7auBTAXwNzi4uL4f5coCjMPHsw8ZIjsX3WVDDju3ZtYm5s3M7dsyfzjH8vP5yef9K575ZXMRUUyoNeyJXOLFszV1XLu/ffl+k8/ter37ct84YWy/7OfSX+3bHFv+4EHOGhA0UlDg7ijRoyQ46FD5cUsg4O33WbVnTNH2poyhflXvxLXBDPzgAHMw4cz//73cr6+XsoXLpTjN96w2qirk0HLUaPkOFqXREkJ89//Li+3QUevQcp4XyUl1mDlhAly7FU3J8f7XIcOVt+c7pVI/bb3obZWynJzZdujR2KDqfLZR+eWiUbchwCYbju+E8CdjjqLAfS0Ha8C0Dlcu+pzVxLhhx/E7zxmjBy/+ab8NX/2WWLtjh0r/8xLlkgkyfnne9cdPpzZ/Bk3NIh/2bB4sfTn9dfleP9+iQwxortggZx/7LHQdvfuFRE4/fTwfb3zThGo77+Xh8z110t5587M115r1fvwQ+tBY4S8pkZ81GPGML/ySvCD5L335HjmzOD3+/Wv5cFRWyvjCcnwPafiVVgoETjhol8i9dcQ7uEQ6VpmGSMw/cjL8x4ziIVoxT0at8wcAH2JqBcRNQcwEsAUR50qAKcCABEdBqAAwOaYfkIoSgx8/rnEGw8bJsennSY/9xNxzdTWiqvkooskH/kpp0hcsldky/r1lgsgPz949qEpNxEc69eLj95EgRx5JHDEEcC774a2O3WquEmuvz58f40vfuxYcb2YKf1t2rj73I1bBgCmTJE47aOPlrQAgPjrc3IkMsd+D4brrhNXzN//LvHsOVHOkhF7r+nYuVPcMZHGNLz85XZ/uFeeGC+cvnQia+yic+emSz0AROFzZ+Z9AG4EMB3AUgBvMvNiIrqfiEYEqt0C4Boi+gbA6wBGBZ4wipISPv1UBOaEE+S4XTsZqExE3P/yF/H53nWXHJ96qoTOOfOfGDZskAFKN9q0Ed+q8bmbkD57nvARIySzoTMz4tNPi+A6wwoNxnddWioPFTOIacIOi4qCfe5mv6hIZlgC1qIURx9thett2iRCbEL+TA4Vw9FHy2d8110ykHrTTdYszHhxG6RMBtGEmrZuHfqAcvrDvQY+3frt5Us3D88uXdzHHVJGNOZ9Kl7qllESYehQmShk59575Wexlx87Er17i6vFsH69/Jx+5JHQurt3y7l77/Vur08fmQzEzPzyy1J/2TLr/OzZUmb3wS5bJmXOSUWGCRPc3Q1EzM8/b7kR8vOtdq+4wqrXs6dsmzWTdvbts8rcfMdOXnxRzvXta4U9evUpWndNOP82IJ+j6TuR9Gv06PAuE+PjdnuZ0FlAxktKSqx2nf5wt3szk5CMT9/rWsNll8l1Rx3l3VYsIFk+91S9VNyVeKmvF3G6/fbgchOPPWVK7G1u3SrXmhhww2GHMf/0p6H1TRz2c895t/mTn8jALLM8BADmXbus8/v3y+DmL35hld1wg/jm7f57O+EEzW3gb/Ro7/jvvLzwA4PGf2wXsZ49Zf+114L7ZR+8jMbH7tZXp2D26GEJdbdu7p+Hl/i6+dzNe3z1lVU2dar39+e8t0gi7sWYMfJeLVu6fxZuD9FwqLgrSWHlShmsmzs33T2xMAOEzn/Mb7+V8pdfjr1NM2Fo2rTg8htvFFHYvTu4/IsvIj9ILrlEfg0wywSfgw4KrXPNNTJBZ/duecC0bCl1vYh1cDKcBRvttc73tEfCuAldOKEPF2niFLnGRolAAphPPNH7M/ESX69y8yAHZGA51Tz5ZOQHXSxEK+6aOEwJy5w5MiD32mvp7onFZ5/JwNSJJwaXt24t23hWQDJ+dWeGv1NOkYE5E99tML5056Cjne7dpR6zFePuZMQI6e8nn8hAZX29+LIBd/9srJNfovE9R7qWObjcHJv4cqff2KRKYJZ1REtK5PsycefOMQaDc/CSyErC5ZZ2wPl+jY2yNQPCXuVt28rrsMNkUlmqMT73du3cz6dqQpOKuxIWk9NjypTQf/J08dlnEm3Spk1wuRH3H36Ivc2vv5ZZlF27BpcPGyYi48w6uWGDbL0GVAER/oYGmRTkJe6nniqTby64ALjlFhkgXbLEynBon6hz+eWybcqIi0hEypPiJrBeYuZWbj6zcOIeDxdcEH6iVDIxC3SPHBn9IGwyUHFXwmLEfeVKmRqebvbtkwRTJkGWnRYtxMqNx3L/+utQqx0Qa+vYY4GPPgouN2tpdu/uHfVgQuBWr5bQRjdxf+stsZDNA2n3bhH1m24KDeUzD1fm1Al8uF8iXsQaLui1mIWbyEVjucfD888DY0JSIKaGY46RGbV//KOV593+S8b8okg2Ku5KWFatsv7BpjhnN0TBW29Zq9kng4ULRQidLhlA/mFatYpd3BsaxFp2E3dAcq8sWGCJa0VFcHy6l3vCCOXs2XLtxo2h+cIvuyzUdRIuA6GBOfZcJ9Gc//nPw593I1a3gn0xi0giZx6Ibg/GTCEnR+YktGzp7SpKyfumrmnFD5g0sscc4z7hJhKjRwM33pi8/nz2mWzdLHdAXDPh3DJVVWKJP/+8VbZokQisl7j36yfx7kZwy8vdBbm8PNhPfvHFwX1+5RXLzVJTE1nAI1FbGyqSr77qXZ8o2AfeoYO8iKwEV82byzY/P/Ra+9YQr1shWpE77TTgRz+yJmgpMRDNqGsqXhotc+Cze7eM5N9zj7xyciT3SrTYoxKWL4/ummnTZBq91zTtiy+WEDkvDjmE+aKL3M9t2GDFTPfrZ73H+PFS9u23oddMmCDT+QHmLl3kOFzEilu8d7Lzp0QKoTP9jSXkzizKMXSobJ98MrYIFKXpgIZCKomyYoX8hbz0koRCxhpm+OWXlrB4TcpxMmqU1J8xI/RcY6OstjNypPf1AwcGT0QybNnCfMQRIr7XXCPvYcI7R4+WcERnLnKvGGovsU4k7DDSyysu3I177gm9Pi8vvBDX1Um9Fi3kIb5vn3ddJb1EK+7qllE8MYOpBx8sroyDDorN725Sy3bvLlPkOYpoG5OL5S9/CT1XVSXnvVwyFRXik3/vveBBzgkTpA+LFolPfuBAcT+Y8/Pny9R651T08nL3FXbc7qOwMLGww3A43SmRBuIuuki2HTtaZWeeGd6/27q1RB/t2iURQ7m5yeu/kh5U3BVP7EubEQHnnCO5W8yixZFYsUIE85ZbJC/6okWRrzF5xd9+OzQKw/iu3QZTTeig6ZsZ5Lz++uDy6mrJsX3kkcDEiZI865tv3P3tXlEgJk67fftgsU0kz0phoZUn3ElxcWwDcUWBZXMeeshaLGTIkMh9MPHYJspHyWxU3LOMhQuBxx+Pzor+7jugoMCK/R4xQgYrnQmlvFixQgSvrExEfuLEyNesWwecd57075lngs999plYmGZBCjteVvYzzwSvhmTKKyslVt1kD2xoCI1kifQZ/fKXwWLrFuLnhnMw0zwc/vzn5MRBm/j/urrgjJCRMOIeTzikcuCRF7mK4ifGjwf++lfJUBcpDGvVKglBM+4K4w756itZuDkS334rkSadO8tknYkTgQcf9A7H27FDxOiEE+Q9x4+X5dfMSkT//a9YoG4ug1hjrbdskX6MHSvHr7xirSwUbRTL00/LCkOAPFyqqsSab9HCu42SEmtRai9MW8XFIuyxhsuZ5ey2b7fE3Tnhyw0Vd3+hlnuWYUTwppuAzREy7q9aFTx5pKhIBGDx4sjvwyyWu0kxO3KktDd3rvc1xt/evTvwm9+I+8OkPdi6Vdw6Xv72eKZwM1vi51wyLhp275bP0T6TtKZGfimMHh2fFZ6MOOjcXPmFE6/lrm4Zf6DinmVUVQGHHir/9L/9rXc9ZhHjgw8OLu/fXyb8RKK6Wt6jXz85Pv98WdzZuYCyHeNv794dOOkkyU9+770yTfzSS6VPbv52IHqXSLKpqXF3B02bJr88zAIe3bqldjaiE5PTXd0y2YuKe5ZRVSX5UsaOFat46lT3elu2iJvEOe378MNlcNQsaOzFihWyNeLerh0wfDjwxhveUSXGcu/RQ1wm990nk2k++0xSHwwZAgwe7H6tmfXolZwpUaJddchQVSV92rBBPq/165tO2AFrNSb7Qh2RMAPCJheKktmouGcRP/wgro7iYuDOO8UKHz1a8rU4sUfK2OnfX9wOkfzGJgzSiDsg4rZ+vfeArLHcjeV43nmS02bVKnl9/rlE0XitZFNWBjz8sOwXFIS2H6/wFxaK68WtPFyECyAPqUMPje99E6FNm9gt91NOkQf+ySentm9K06DiniHMneudKjVa1qyRbXGxWMRjxkjZsmWhdd3EvaICuPtu2R88OPwSYStWSCy53Rd+zjky2OeVPnjdOhFLM4DqxC1TojOnixlMvO8+Ky68bVspe/zx6Fw3bpEszzwjDxPz0CgoSG6ES7IpKord556bC1xyica4+wUV9wyAGfjJT2QB40TykZjBVCO4Jrb7m29C6xpxNwmbjLBu3CjHmze7J8syrFgh/nq7UBQWiu998mT3AczZs0WMvNbRvHR4AAAel0lEQVSX9Ap3tKecNWl/hw2zBiavuUYeZqNGRY5HJxKX1JYtoYOagweL7/ygg2QMoKwstiRYTUk8lrviL1TcM4C6OhGxJUvEb21f2T4WnOJ+yCFiXbuJ+3ffSXy7sUrDCas9WZaJEX/7bRFGt4Uctm+XAUc7FRUyU3Tv3uD85WbBhooK73BHe7lbTvft2y1xM9EoXgIfLuqmXz+5duPG4EHHpsz0Fy12y71Zs9BEYIr/UXHPAIy1/otfiACOGBE6MScaqqpEgI0wNWsmA6RmFSI7zkgZL2E1rhG3bIe7doVa96eeKnHvbla5c9KQOTbv4bVqjl2QjVvGnvZ3+/bQOO9YcoobDjlE+tTYGH6RjgMBu+VeVHRgLfChNA0q7hnAli2yvewymWwzY4bkepkwwX0w1IuqKhH2Zs2ssgEDvN0ydn+7l0Wbmxtq0dtxuk3y8iTmfepUSaNrqKwM33eT4zxSylm3pfbcxD0ed4p9cPhAF/eiIvnMamujm8Ck+A8V9wzAWMIdOsiA1z//KSJ5+eUSiXHHHTKw9+ab1oPADTPr0c6AARKTbnzpgEzOWbs2WNzdLN2CguiSZTmt/ksvlfd46y2rLNqJM8yWwJvB18svt1w3Xm4ZN4GL1Z1iJmQBB34suLnftWvV356tqLhnAEbcTZa/c84Ra/udd4BOnYAnnpAJSRdfLIOuXta8l7gDwda7WdzYLu52S9dwww3RJctiDh4gHTRIXD72XDNXXRW5HXt7HTqI26emJjhyxsTtR7Lc46FNm+BJSQcyRtBV3LMXFfcMwG65G3JygHPPlSXsGhokeuX55yWs0e7PNoOdROJqca5S5BT3igp5QADA7beHxpGvXi2pAADghRciu1MM9rBFk2Fy5kxgzx4537+/bI1oRvIRe80MfeAB2U+FuAOWa8a5kPaBhrnfdetU3LMVFfcMwCS5MvHaTkyUyq9+Jb74+++XqBN7XLhh+vRgwW7fXmYkfvONVd/knNm0yT3ccepU6Y/dZ24IJ8o7d8q4QWmpWNsNDVauGTM7dfFiOWfyl8fKmjUyqBqNWyYejjpKPi+zHN2BihH0vXtV3LMVFfcMoKZGZldGmlxCJMK+ahXw0kvu4Yt79wYPcALWoGo0ceSAe2QLIGL83HOR76eyUlw8gCzKUVoqOd+JLLeK+ZUwYYJ7VEu4maH2RbL37xehT5a4P/hg9CmP04n9flXcsxMV9wygpiZ4VZ1wnHUWcPzxIkJeLhPnAOeAAeLOibZ+uHjzq64Sa79Tp/D93LVLHlaTJlnvywxcd12oK8gtqiXczNDWrS1xjyXlbTS0bWtN7DqQsQu6int2ouKeAdTUeFuqToz1bnKLu+EcVK2rCx/14qzvFRZZXCwuoueek0HeSFP99+8PTUDm9kvBLaolXChj69aWW8Ykzsq2cEC13BUV9wxgy5boxR0ATj9dUuPm5obmaWnRQqxb+0Drk096t+U2sWfcuNAZj856btE10RLtwhteoYyptNwzBbugZ9u9K4KKewYQi+UOSGKuZctkYLRZM+vaZs2Av/1N9p0DrW6UlMhScuXlwfleyspkNSeTBtdrAlA4v3k44ll4w47d556tlnuLFjIXAlDLPVvRZfbSSF2dDCi+8YZM6LFPkrETi8/dRLyYgdG6OhHW0lKZ8FRWJvvhZpUCYtGPGxfclglnBICrr5bonGjynBvRLy+P/EBJRkZFdcvI91dUJDNUVdyzE7Xc00BjI/DIIzIwd/fdsnycWwoAQIR1167oLXeviBf7BKZo3B7FxZGjZ2JZwCJSwi5ABmGTkVHR7pbJVnEHrHtWcc9OVNzTwOuvS8qAQYOsyJDdu4PrGJ94y5ZyvHJldG17CXdjoyXukdwexnqOJgtjrIRbDm/q1ORkVFS3jGBEXcU9O1FxTyKNjWLVHn98+GXoXnxRrPapU601Qe3i7jb5aMKE0MlE9lS7xh8eTrjNuXACa/efh4uKiRdnlIs9R4tZwzNRWrcG6uvlO8hmcVfLPbtRcU8SDQ2SEOv3vwe+/NI75/qaNcBHH8mizzk5VtSJXdzd3CF79gSHCHqtSnTWWd7CbUTZLYxwwgRpxx51Ek9a3GiwR7msXSvumNxcSQWcDEzysPp6EfdmzdyX3fM7arlnNyruSaC2VsIP33gDOOkkq8yNV18VEb3iCjl2E/do3CFe/vBnnpFICbNMnH0ykd3ijiYjYlOsMkQka3aWliZveTd7TneTeiAb85mr5Z7dqLgngQcflCXiJk4Ebr1VytyWw2MGXn5ZEnOZjItG3O3Lznm5PezZFcP5vWtqZBD21VfFMm7fXsQt2rS6dppilaG//jV0ZaZEsOd0T2ZemUyjqEjCIb3WpFX8jYp7EvjqK2DgQEm5a6Ja3MT9iy9kbdFRo6wyN8s9nE880qpEBhPV0ry5xKoffviBm+yqU6fghTASxZ7TPZvF/eyzZf3YbPzVokQp7kQ0nIiWE9FKIhrjcv4JIpofeK0gIpd8gf5lyRIRT8ASdze3zMsvixV14YVWWW6uvOziHml2p3HHRJoYZKz7P/7Ryr6YDbi5ZbKRs84Cnn463b1Q0kVEcSeiXABPATgTQH8AlxBRf3sdZr6ZmY9m5qMBPAngrdCW/MnmzfIy+ciNRe203BsaxG1zzDGSNtYe4ZKfL+Juj34pLw8/cFlbG3l6v3Hv5ObKe7hF1/gRdcsoSnSW+yAAK5l5FTPvATARwLlh6l8C4PVkdC4TWLxYtsZyb9dOtk7L/YMPJP/5vHmhES45OcDChe7RL/b1Tu0UF0dOi2t/OHhF1/hR4NUtoyjRiXt3AGtsx2sDZSEQUQmAXgA+8jh/LRHNJaK5m82KEBmOU9zz8kRMnJb76tWydU5WMjNQZ81yj35pbAydCUok4mzP9RIpqiXaXO1+QN0yihJdbhm34RiXpRoAACMBTGZm1wSyzDwewHgAGDhwoFcbGcXixRKVYI9E6dAh1HKvrvZuwywo4XXuhBNkpaLKShFvs1CGPdeLSYPrRSpmmx6oGMt9+3YReBV3JRuJxnJfC6Cn7bgHgPUedUcii1wygIj74YcHRyR06BBquVdXe+diycvzHhwlAo47zsrL4lwBKVrrOxWzTQ9UjOW+YYN8XiruSjYSjbjPAdCXiHoRUXOIgE9xViKiQwC0AzAruV08sLFHyhjat3cX94MOcveNH3SQZGx0nmvRQsTJROAkYn2narbpgUhurtybWZdVxV3JRiKKOzPvA3AjgOkAlgJ4k5kXE9H9RDTCVvUSABOZ3VbX9CfV1bKQRv/+weVebpm+fd194126WBkR7ecefVSuNel+E7G+m2K26YFEq1YygQtQcVeyk6jyuTPzNADTHGX3OI7vTV63MgPnYKrBzXLftEncK26+8WeflYFW57klS2RrLHdnfnUgNus7kl/eT7RureKuZDc6QzUBvMS9QwcJe7SvS1pd7Z0Yy8S5O9myxWoPyD7rOxFatwbWB0aGVNyVbERXYkqAxYtFOOxpawFrIlNpqfh9e/aULJFduri3U1AAbN0aWm6sf/tCHdlkfSdCq1bAvn2yr+KuZCNquSeAM1LGzAC96SY5XrtWBkTNgOf337u342W5G3GPdok9xcKEQwIq7kp2ouIeJ8yWuAPuC2w4eeGF0Gn/FRXAe+9JW85zbpa7Eh0q7kq2o26ZOKmuloiYXbtElCMt/GywTzwCvBegLisTn3t+fuQEYUooJtZdU94q2YqKe5yYwdRJk9xdKuGwTzzySglQViaWu1l0Q4kNY7ln60IdiqLiHidG3GMVdkO4iUfmXE2N+tvjxS7uipKNqM89DioqgLFjE2ujuDjypCRjuSuxY9wyKu5KtqLiHmDcOGDy5Mj1zMCpV6IvQ04OcOqpko7XuTaomXgUKSXAli0q7vGilruS7ai4Bxg3DrjoIuCOO4InHzlxS51rp7BQBL1PH3GplJVJeoLmzUMnHplJSW3byrXFxcGTktQtEz8q7kq2o+IOYO9eiXrp2RN45BFZe9JtUhEQ3lduF257ZsjcXOD0090XmS4rswZXFy2yzjU2SjSOWu7xoW4ZJdtRcYfk/AaA224DnntOVk26+273ul5+8pKSYOG255cJl3oAcF8k+4cfROCNVa/EhlruSraj4g5Z1AGQRTeuvRY44ghvC33cOEuMDW7Ju0xmSGYRd6/UA4DVXkODVWZcPy1bRn8fioWKu5LtqLhD8r4AIu5ma8qclJUB11xjHXsl7zKW+7ZtkuMkVst91y7Z6gSc+FBxV7IdjXNHqLi3aQOsWeNdv2dgXapt27zFo0MHca2YtLOxirux3HV2anx06iRjHT16pLsnipIeVNzhLu6LFnnXr6wUX3g4q9AMhC5bJttw4l5QIFu13JNHp04y0ezgg9PdE0VJDyrucBd344d3o7JS3DHhMGl/ly6VrVruTc8hh6S7B4qSPrLK584MPPSQ5SoxeIm714KB0Yi7sdyNuEczoKqWu6IoySKrxH3NGkkbMGlScLnbgOr+/e6TlZgl5LG0NPx7OS33cJOR1HJXFCXZZJW4m0WrnROU6uokXYARUuNLt0fMmIU4cnJkoNQsgeeFsdyXL5f9vDAOMLXcFUVJNiruEBEvKrJSwxpxN353t4U4Jk8OXljDibHcGxrC+9uB8HHuarkrihIPKu4QETcuGSBU3N3yyezZY6UNcKNVK6BZM9mPVtzVclcUJVlkpbhv2xZcbix3g1PcvWarhsszQ2S5ZuIRd7XcFUVJhKwSd5Prxc0tY49ZN/v/+pf42b2iZrzyzBiMayZcpAwQPs7dnFMURYmFrIpzD+dzt0ezGCv+uefE/eKGWz4ZJ4la7gUFMoCrKIoSK1klHZEGVA3GcvcS9oIC93wyTozlHq/PXf3tiqLEi4o7QsXdJJ3yYtSoyMIOJG65q79dUZR4yUpx3707OOzQKe45OVZYpBuRJjAZohX3nByJg1fLXVGUZJFV4m4GVAHLet+/H6ivDxZ3QFwqzrVPzeBmpNQD9jaAyAOqgFjvzjh3tdwVRYmXrBL32lpr+TUj7mYVJiPuZiZqTY2Ie4cO1tqnN94odaIV92HDgFNOsVIEhyM/Xy13RVGSR9aIO7OIu0kBa8TdnlfGORN1zx4R2VdflXwyvXtLebTiPngw8OGHoSs3uVFQoD53RVGSR9aI+65dIp5G3M1EJjNR6Y47gMsuC52JunOnNRN19WqgeXOga9fk908td0VRkknWiLsZTHVa7pMnyzZcIjAzE7WyUiYupSL23CnuarkripIIWSPuZjC1Tx/ZGnF/9tnI15qZqGvXRuc/jwe13BVFSSZZI+7Gcjd+cyPu1dXhr7PPRN2wAejWLTX9U8tdUZRkknXi3rmzTFIy4m7CFb146imZsMTctOKulruiKImQdeLevr0sbm0GVIcPD61bWAhccYXs/+xnsq2rE8FNxWAqoHHuiqIkl6wU93btLMu9Tx+JYy8utuLZx48HTjtNzptomo0bZZsqy90eCrl3r0yuUstdUZR4yZqskDU1Yh23aBEs7nV14qaxr7IEAFOmyNaI+4YNsm0Kt4zmclcUJVGistyJaDgRLSeilUQ0xqPOL4hoCREtJqLXktvNxKmttWabOsXdmXoACF2woynFXVdhUhQlUSJa7kSUC+ApAKcDWAtgDhFNYeYltjp9AdwJ4ERm3kpEEVJlNT21tdbgqV3cnUvsGdIp7mq5K4qSKNFY7oMArGTmVcy8B8BEAOc66lwD4Clm3goAzBwhwDD57NsHTJ3qvWqSXdztA6pelrsps4t7QUHwik3JRC13RVGSSTTi3h3AGtvx2kCZnX4A+hHRf4loNhG5xKAARHQtEc0lormbN2+Or8ceTJ8OnH02MG+e+3mn5f7DDzJwGcktY3LPmDDIcKmAE8HNcldxVxQlXqIZUHWTM6d9nAegL4BhAHoAmElERzBz0FLUzDwewHgAGDhwoIeNHR/GzfLtt8DAgaHna2pE3EtLrcHT558X8XabdepmuafKJQMEh0Iay13dMoqixEs04r4WgF3+egBY71JnNjPvBfA9ES2HiP2cpPQyCoy1u2qV+/nNm2U26r59VtnvfifW8ZAhofWbNRNxtYv7YYclt8928vMlCyWzWu6KoiRONG6ZOQD6ElEvImoOYCSAKY467wA4GQCIqCPETeMhs6khnLjv2iUuGLuwA2Ipb9vm7pYBxDXTVJa7WQjEpBkG1HJXFCV+Ioo7M+8DcCOA6QCWAniTmRcT0f1ENCJQbTqAGiJaAuBjALcxc417i6mhvl62TnGvqAD69vW+jjmyuO/aJQ+BVLtlAPG7q+WuKEqiRDWJiZmnAZjmKLvHts8Afhd4pQU3y90svuHM0e7ES9yLikTcUz07FQgWd7XcFUVJFN+kHzACvmaNuDYAWWQjnLDnBR5t4Sz3urqmF3e13BVFSRTfiLtxyzBb0TBmkQ0vBg2SrVfsunHLpHoCE6CWu6IoycU34m630I1rxiyy4aSkRKxis6JSJJ97U4u7uRczyKooihIrvhJ3M0nJiPu4caHWr1l8o21by8KPRtxzcoCOHVPTd8AS94YGsdwLClKznJ+iKNmBb+Rj505ZZamgwBL3sjJJ32vEu7hYjsvKZJbqunVSHm5Atb5eltfr0gXIzU1d/42Vbix39bcripIIvkn5W18PtGoF9OoVHDFTVgZ8+inw7rvBaX3btQMaG2U/nOUOAMuXp9YlA4T63NXfrihKIvjKcm/ZUqx3Z6x7TY2k+3XWNwwdKmGTToy4L1vWtOKulruiKIniK3EvLBRxX75cBk1zciSXzNKlwWulVlQACxZYx2vWSDy8U+CNuKd6AhOglruiKMnFd+K+dauIY1WVFRa5bFmwpV5eLsvYOa8vLw8us4dIquWuKEom4Rtxr68Xt8z06aHnmEXgDV7x787ydIm7Wu6KoiSKb8TdWO5eaeLNJCfAO/7dWW4faFXLXVGUTMIX4t7YaFm7brnZAYlrN4wbBzRvHnzexL/bsVvuXbsmp69emFBIE+eulruiKIngC3G3T9d/6CH3Ouefb+2XlQE33GAdl5RY8e921OeuKEqm4gtxN4OlLVuKQPfpI5YwkcSzA8DFFwdfY8T+5z8HVq8OFXZA2jAWfqotd/W5K4qSTHwl7kYQBw0SMf7iC1kr9fzzgTPOCL7GuGm8JjAZ2rSRMEojvqnCPETUclcUJRn4Utx795bY9YsvFnfKCy+ELmxtLPpoxD3VLhlAYvKbNVPLXVGU5OCL9AMmEqZlS9n27i1x7FVVwIwZlpDbMWWtW4dvu3Pn4MHYVJKfL7809u9Xy11RlMTwhbg7LXezkPUDDwAnnOB+TcuWcv6888K3/eKLoZE1qSI/XyZhAWq5K4qSGL4U9+OPB+bPB446Kvx1d90Vue1+/RLrWywUFFjirpa7oiiJ4EtxJwIGDEhff+JFLXdFUZKFLwZUnT73TCU/X5KUAWq5K4qSGL4Q948/lm3fvpIF0i19byZgF3e13BVFSYSMEveKChFvk8q3okJeEyZYdSor3dP3ZgJ2t4xa7oqiJELG+NwrKkS0jX/diHiLFsDevcF1Tfpet1mnBzL5+ZJbBlDLXVGUxMgYcS8vD87JDsixs8zgldb3QMY+C1Ytd0VREiFj3DKxirVXWt8DGbu4q+WuKEoiZIy4e4l1hw5Abm5wmVv63kzApP0F1HJXFCUxMkbcx40LtWaJZPHr3FwZZCXyTt+bCajlrihKssgYn7sR6/JyGUwlkuXzAGDPHjl+9dXMFHWD+twVRUkWGWO5AyLcq1eLdW6E3cAcusB1pmEXd7uLRlEUJVYyStwN0S5wnWkYcS8oEDeToihKvGSkhES7wHWmYcRd/e2KoiRKRoq72+Bqbm5mRsjYMeKu/nZFURIlI8W9rEwiYkpKZCA1N1fytmfyYCpg+dnVclcUJVEyUtwBa3C1sVGWwouUuz0TUMtdUZRkkbHibmfnTn9Yu+pzVxQlWWS8uDc2SrItPwiiWu6KoiSLjBf3Xbtk6ydx98O9KIqSXjJe3P2yChOglruiKMkjKnEnouFEtJyIVhLRGJfzo4hoMxHND7yuTn5X3XGun5rJqOWuKEqyiJhbhohyATwF4HQAawHMIaIpzLzEUfUNZr4xBX0Mi5/E3YRCquWuKEqiRGO5DwKwkplXMfMeABMBnJvabkWPH90yfnhQKYqSXqIR9+4A1tiO1wbKnFxARAuIaDIR9XRriIiuJaK5RDR38+bNcXQ3FD9Z7upzVxQlWUQj7uRS5sjJiHcBlDLzUQA+APCyW0PMPJ6ZBzLzwE6dOsXWUw/8KO5+uBdFUdJLNOK+FoDdEu8BYL29AjPXMPPuwOHfAByXnO5Fxo/irpa7oiiJEo24zwHQl4h6EVFzACMBTLFXIKJutsMRAJYmr4vhUZ+7oihKKBGjZZh5HxHdCGA6gFwAf2fmxUR0P4C5zDwFwG+IaASAfQBqAYxKYZ+D8JPl3r07MHQoMGhQunuiKEqmE9Uye8w8DcA0R9k9tv07AdyZ3K5Fh5/EvUULYObMdPdCURQ/kPEzVP0k7oqiKMki48W9vh5o1kxeiqIoipDx4u6XdL+KoijJRMVdURTFh2S8uNfX+yMMUlEUJZlkvLir5a4oihKKiruiKIoP8YW4q1tGURQlmIwX9/p6tdwVRVGcZLy4q1tGURQlFBV3RVEUH+ILcVefu6IoSjAZL+7qc1cURQklo8V9/35g924Vd0VRFCcZLe67dslW3TKKoijBZLS4m1WY1HJXFEUJJqPFXXO5K4qiuKPiriiK4kN8Ie7qc1cURQkmo8Vdfe6KoijuZJy4f/EFMGoUsGGDumUURVG8yDhxnz8feO01oF8/4NlnpUzFXVEUJZiME/frrgMWLwaGDQPefVfKVNwVRVGCyUt3B+Khb18R9vfeA/77X6BXr3T3SFEU5cAiI8XdMHy4vBRFUZRgMs4toyiKokRGxV1RFMWHqLgriqL4EBV3RVEUH6LiriiK4kNU3BVFUXyIiruiKIoPUXFXFEXxIcTM6Xljos0AKmO4pCOALSnqzoFMNt53Nt4zkJ33nY33DCR23yXM3ClSpbSJe6wQ0VxmHpjufjQ12Xjf2XjPQHbedzbeM9A0961uGUVRFB+i4q4oiuJDMkncx6e7A2kiG+87G+8ZyM77zsZ7BprgvjPG564oiqJETyZZ7oqiKEqUqLgriqL4kIwQdyIaTkTLiWglEY1Jd39SARH1JKKPiWgpES0mopsC5e2J6H0i+jawbZfuviYbIsoloq+J6F+B415E9EXgnt8goubp7mOyIaK2RDSZiJYFvvMhWfJd3xz4+15ERK8TUYHfvm8i+jsRVRPRIluZ63dLwl8C2raAiI5NVj8OeHEnolwATwE4E0B/AJcQUf/09iol7ANwCzMfBmAwgBsC9zkGwIfM3BfAh4Fjv3ETgKW244cBPBG4560ArkpLr1LLnwG8x8yHAhgAuX9ff9dE1B3AbwAMZOYjAOQCGAn/fd8vAXCuEef13Z4JoG/gdS2AZ5LViQNe3AEMArCSmVcx8x4AEwGcm+Y+JR1m3sDMXwX2d0D+2btD7vXlQLWXAZyXnh6mBiLqAeBnAJ4PHBOAUwBMDlTx4z0XATgJwAsAwMx7mHkbfP5dB8gD0IKI8gAUAtgAn33fzDwDQK2j2Ou7PRfAKyzMBtCWiLolox+ZIO7dAayxHa8NlPkWIioFcAyALwB0YeYNgDwAAHROX89Swp8A3A6gMXDcAcA2Zt4XOPbj990bwGYALwbcUc8TUUv4/Ltm5nUAHgVQBRH17QDmwf/fN+D93aZM3zJB3MmlzLfxm0TUCsA/APyWmevS3Z9UQkRnA6hm5nn2Ypeqfvu+8wAcC+AZZj4GQD185oJxI+BnPhdALwAHAWgJcUs48dv3HY6U/b1ngrivBdDTdtwDwPo09SWlEFEziLBXMPNbgeJN5mdaYFudrv6lgBMBjCCi1RB32ykQS75t4Gc74M/vey2Atcz8ReB4MkTs/fxdA8BpAL5n5s3MvBfAWwBOgP+/b8D7u02ZvmWCuM8B0Dcwot4cMgAzJc19SjoBX/MLAJYy8+O2U1MA/DKw/0sA/2zqvqUKZr6TmXswcynke/2ImcsAfAzgwkA1X90zADDzRgBriOiQQNGpAJbAx991gCoAg4moMPD3bu7b1993AK/vdgqAKwJRM4MBbDfum4Rh5gP+BeAsACsAfAegPN39SdE9DoX8HFsAYH7gdRbEB/0hgG8D2/bp7muK7n8YgH8F9nsD+BLASgCTAOSnu38puN+jAcwNfN/vAGiXDd81gPsALAOwCMCrAPL99n0DeB0yprAXYplf5fXdQtwyTwW0bSEkkigp/dD0A4qiKD4kE9wyiqIoSoyouCuKovgQFXdFURQfouKuKIriQ1TcFUVRfIiKu6Ioig9RcVcURfEh/wdILpu2mvUkIwAAAABJRU5ErkJggg==\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
}, | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<Figure size 432x288 with 1 Axes>" | |
] | |
}, | |
"metadata": { | |
"needs_background": "light" | |
}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"acc = history2.history['acc']\n", | |
"val_acc = history2.history['val_acc']\n", | |
"\n", | |
"loss=history2.history['loss']\n", | |
"val_loss=history2.history['val_loss']\n", | |
"\n", | |
"epochs = range(1, len(acc)+1)\n", | |
"\n", | |
"plt.plot(epochs, acc, 'bo', label='training acc')\n", | |
"plt.plot(epochs, val_acc, 'b', label='validation acc')\n", | |
"plt.title('training validation accuracy')\n", | |
"\n", | |
"plt.figure()\n", | |
"\n", | |
"plt.plot(epochs, loss, 'bo', label='training loss')\n", | |
"plt.plot(epochs, val_loss, 'b', label='validation loss')\n", | |
"plt.title('training validation loss')\n", | |
"\n", | |
"plt.legend()\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 146, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from PIL import Image\n", | |
"import numpy as np\n", | |
"\n", | |
"def image_from_disk(fname, size):\n", | |
" img = Image.open(fname)\n", | |
" #img.thumbnail(size)\n", | |
" img = img.resize(size)\n", | |
" # img.save(outfile, \"png\")\n", | |
" img.load()\n", | |
" data = np.asarray( img, dtype=\"float32\" )\n", | |
" data = data / 255.0\n", | |
" return data" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 148, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"cat.5077.jpg\n", | |
"(80, 80, 3)\n", | |
"cat.10151.jpg\n", | |
"(80, 80, 3)\n", | |
"cat.3406.jpg\n", | |
"(80, 80, 3)\n", | |
"cat.4369.jpg\n", | |
"(80, 80, 3)\n", | |
"cat.7660.jpg\n", | |
"(80, 80, 3)\n" | |
] | |
} | |
], | |
"source": [ | |
"path = \"../Downloads/catsdogs/train/cats/\"\n", | |
"all_cats = os.listdir(\"../Downloads/catsdogs/train/cats/\")\n", | |
"some_cats = all_cats[:5]\n", | |
"ary_cats = []\n", | |
"for cat in some_cats:\n", | |
" print(cat)\n", | |
" cat_arr = image_from_disk(path+cat, (80,80))\n", | |
" ary_cats.append(cat_arr)\n", | |
" print(cat_arr.shape)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 153, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[0.01549485]], dtype=float32)" | |
] | |
}, | |
"execution_count": 153, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"pred = model2.predict(ary_cats[0].reshape(1, 80, 80, 3))\n", | |
"\n", | |
"pred" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 154, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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mIPEMWJErFm0X2+8zLASztQRQVWeFCJCQvQLoXmGbjIg4T5YN4Lr9vaP2Ah3Ww0+EWYydqqq3fU+NGvnmuQMTwRMBCTpcUxJtkquiGbNe9ynuCdf02zFuY6gQW0P00nQ2FwJJJEthBNkjUwsdLhKZbI0eNTUzrmdtEqZEOu3QvPT26XL9dN1akoRD1FY99l3BdZG04KcKICwfzdrCj+QT2wVqSU79F7PWe2USqBMBZ4IEAkqTcFrEKookwKaDthy50jBwFmKkEoQLVggPqLJlToH2pG0KhNsqy+IHaGal8Yd2id7U+qsNUJqDcJDRTDkDALdGR++X63b55wdj2+pyfQli1B149eEaiA20YReJIE0HiE/an9r29PExsr8d8+027nOUBeYJmQdhOBYwh4+4NfDCXA286bIm65DyBP2w0jYBgp4HPVuNrrpgbnAwCtjHgewOylKoKAGmt7aRRomqxxY/f7z87ul6SUTE842SjtKwE3QEoh/yVAW3Hj1QMUuHNOnMMkgO62XuL8f9gLxdtCZYBJKmXVAgCtHbbn273aB5bO0xmXN41vfc9jHKZLR1W4nOBFxSSHK4hDLLnsJ/+vXl4Y6J2AsV7Xkfb6MijVxTinM49h6wFMnY2qH59e0OZadu9/3b/ba7BlAAA6ZLLqmNmkUzE0EZJTVJUjL+8e6dNccYR01+eZjycBwRuzGqhjUwEX3F3cCZ+VYL8NgAuCN+emg/PT30lvd9ftvn19c7AEa3JApQQoTobhTP0kmr6YDPcQgDlBJnhUXHpEs1Z0kiGeEVbR2BdzQRq3YnAbR+mXNKcp3VWGZrLdsJ4so2/j5awJyDBMHKLHqHLGt60CMCjEAE1gDKLhhNkMiZHNDNGdNzr8eH6yi+Hno9ajCyXSKbdsd2qWkg4awBW7M4rcPlKlAzYgaUrMCOevyHvAQAMigCT48Pl62lVfuMQL+0xy3H48PfRjmIlDLEMgE6SMxq0FPE58yfW/sQfDCi9K83J1jv2FjUqkDdFGG9I7IKa/2rvUIhy1EUwFoTNkEnlsMGUqyCCg84BE/hWGC+Vnu18tuaKcouuNIMxH/46XfOtrf4PmY7ds7jHjEyS65ELXQy4Gi+bNwuHS9BOKnsr+RlHFlceGyBNLESNSMC4fg3jV8ets+fn5jbby+3vx7Hb/t+FNh7sZk0wwTIgkz8rJdk9LNayKIHvAOyDMoCopCmiTCK4wbPprpiPCUeMrZIR//r6w2QmAWVqzCJ6Zi9d2pUVbOvW/v08PDpcWsuAKOxAy2QjtZabJtzexlyRWut49o8OWYR9134+FikU3fga81f5vECtksfAwhk0oQJp6tQiUjWMY/92Mf9reeV0Dh07PfPvz+mSDKbQEl2FWA7LHEFKVeVmW3bvv6Gt9BUDaNft4rmDmZXpOusAM756mrjLuTIffiXYz8cW/Dl9f7X357x8GnQikKGrQlLbsccXmFGRURmBkKzMtlaC7iqWsY1r2X95W9//c+/b9F6tTYQb1Nf5/HGqnyfTsrEXPOViKCB+2t4fv5w/eOXp4fGsd+yt8+fvhzHXzh3VyE3EXZFaMuwAlURZEAqqEj1zGMcmRlsVo05AxnZW2+TlS0i25qq2pYMV8R7HZ7JiFW4SoKYbJmgz+IrbE5DxYUQ03FCiSJZ2aXp0gz0fo1GBA8aJc8JsLGpdN/vveLSN7SQPDWBedcco96Ombxvb7vkYVVcojexlYPtOiwHIbi0JfvD9ajx2/31y08P29ai+a663faXuR8QL1s4TDCoEMkww8jknHPOWUFL5+uKiAh0FDXhlVRBLVC7Wdz3DH75+OkPW3uq6nN24o8//dOvv/76fLu33nvvtzFkXy6X2gdUGbi07Iwt8/PT4+dPHw/z9fb2y7fv317fkK0/PCZjLyUIoRk9G1Ue1ezety+4IbIYb3O8HhOygS03YQQaSXnsxz2tL1++/Pzzl88vb2yX0VvweBvjRUCVjYrIts2kjtrrOCpja9nRe7+Pca+6Xx/Ye79esI9932cnW3Owhig6msvHnP/2evnYMu5vbPX44aFL3vcXF9KDc4IT0CKdBQH8VF8fLw8/f/r5d19+Z8UvX7/95fuzjuqgW1M2I60sMBoQ/tCP/dsbdPz88+f/1edPVwMy2vXx+fqfv357ub1t1x5bc82Becns7LUPkpfL5XJpto/jAN1aq6oxxhgqhkJjjJru0dmzuc9bcfIST0fpX7++IsK677q/zPlsvV6uN8SQ2tYBzLPvBAhmBICe2bLhYugu7aroPVpOgdFOlIrRWlvRYqhsZyZBSdm2Ru6j2qef96pJgHEH0S+ZbRgtYvX8su16B6ex127NTrJvv8597PdxTD19GMCMKKN0TBcJXi4NEUGebSkYZymLqgIZxFxEJ6Jkkv+f79+ZYTYxxhqul45gXyNEmI5wBRh2GFvPkBvRQw8ZQU3tmPnlmt5rjH0RZ7iav0ixO9boqcIKKo1ghcVJx4TXLJgFu45aYVKr/Xiv75m1Arlhn/0CAMIh48wMwGopghSCiAV2nfDJe1kZgqFzOmkxRJosOxz0YjoEaQUrVOigzFXDNHmKleR0lGqKCq4mSYYQdmHVMrGAIRMB8k/ff7t29y3uwLcx7lWVCSbGCrCLdWVhoU/zth/H5VHXa996BCv8dq/nt1v167oqDiwuwWoeL6Et/WBcpUvNS9Umdfvjp8u+Xed+GFQ5hZa959YwTGQVZl2v/cvD9cP1cjU62beNj08hv0y5TKAjqgSdfMyQIV6yP14u/+4aFXGf1e4a45gutM6OIcHTMupIjB5xoR4yHvoVkSpziBOtsLVF+QxGMOlLMi+IHFfemua2ZWTLhuBt1u0+p5ytT/y9V3jPqzT10fpALnpeafY5m2a3xzwcFKkINZpEAMGf72+///ThyxN0/9XK33/YAo/H19+O4kQGOBAnUm/C/BhHv8SHuH552B4625xSWbF1X9KNNcyYShVDjVFVJ0pImlkRE0Ho9e3+fDtuc06F86xQ1tSbjHSc5xIs6s7408tNPA7Unb5Hu/W2L5KZgHeW3PlB2RheQAGneZAZCYKKwonnaqFO5Ao76/MKdyeqFSHgYBSjQmSCsYYK9ioVND2lxQvTioDVrNAqYN22Y87ZwhHDkFVGCTac9KITAgtoYOiEx2ksgtKAW5wclVVG/7UOTwrDCCERHdkie52sTtPGIjfVItklcLLdyLxsLaaKenq8vHmP/SZXZPrEFObENQKw6Eqoky2ZdGWsglO0owmQNUrgf8WMaou0AwRr3fyyMOudZXN+/7xMFsF00A6t1rfCfCenBqgwYMgGWWaYNmEspgXFlmesRagyxKBZq8w+x7xZdDCK1IJkkEQUaJvv2JntiSCJNMi/3F4eDscRxXg1boiK7mw81gjCFhVMxIQSWfJbzeuoJjFRh7/f9+9H+QMEr4EV45yldqDZHdEykma4sXVWA699u2yt935IEsjMzNbalHrCFjQ6+scPj5+uV9cI8pIXyPdx7HU/ZgmEz7suGS551gY99YfPjx8+9m9sfTcjc6+5WwNaqOJ0WWUXoQy0UGKi9QHuNfZjziGbLXq0i3zmVWZEkpmVvPn4833mJRV8PvzL2/3X230XW153CY5wFOTQgv1MwdGYkR3RRmE97YiYlh2KhfACuRoGRu2fLu1pi69/+2b0Dz/94XgQ/zYbe76fMYM2y4CtfdDeeutbRsKq8iwBkdEZiUU3SyOQ3XloYnXC4K38fJ9jOKX7/f42xtvwgRDD5whk9eZIMZAwijwQlfF9vlTUoKrxYMxojqsjNPb/RdR+/z9PMEGBMzIsmKYX7XVNosgfCPA73O5aV8HkCh5zsdVtndiL30ddKpwlVdEmxBDNsIVJmK3MOzfFRIQWZQkC4QXSMFuLNQc/y6s1i7G9mBhrLP1OnDYBbQ+2LZRzgRJEXzy3lb/tihP8p8kdZDFHPb8dl+Qls23dTMwpnw+LDIbtOlzDMwMJUboQH3peWws4r3k/xuu+32YN0BlFltDe0dAgw1hlHY1YQcwleKpWNbW+Q58cx4U2nqC4bSgWv3FN8Ek40rKLlgjAUCyeTRcWRS0DgCosR+U/5CyH3lH+xehfJaqBiCQb4aIv03pvNwyPBB0A29ZApz3s4RSaosHdPgiaUVgQiciYocv18Sb89flNmqa4tWEd/apFV7HBWNeFJM2aEijGzXg1eqZaNPB23MryAjEXKrpypqptmWx1PwqVyeyUfclkyZqeQ1IRs3L3WJdWawgkIdC39nh90P2vvbWHy7YjLvvOY85DBw72SwF4Jw8b2Ge93W5/lSZ4q/Fc2r0Geqf2pUZZZm+tRQSm5zj8/72/te2Ofn2Vvu7H86gjN/cIBSLeZ74QRbpC30ostekZc0e8VB0ItQ5JcVIIeULmQXA4pjgd7Fe7CTEVOoVDQTJBSWsEsm5ticeo+6xBr7i/l76P8SZpnVlkkLSjFp8FCO7C8/04DjTNNfMZFXdsk1HRfBKEi54LViXDEeVFF4byOiMGa9K1VBKKcOY/8DNp4B3VbT80B5EwCotHglTiVCL8GAua/xCXz18jwTQwsbL5inEGYNQiXp5z4/f27R3mNulpGjngwaxAnLeo6HNoCIYQ7e/P+3yy+PHwXJM9AkEF1sRzzFN/FxFwMwJC2T3e2XHrKICCApztoys0b/02SD5dIzOd+XKMW9Ug0Rovm4E57xIOzktEU8GzZ37s/eNlS/jh4eH57YY5Rx2HhuhqvTK2c1josPK8L4tGzSMzmQg7JFGBCPLAXG8zAEUkeNIXz7ffa2hBnjOggGnRBQVpWEFCynUjGik4OEml3ZyWIdo/blVg0Q3iRzIEYl3+tHuxgCQHKRCMQTMyeJmepdVRJXFJbMRGzJNezly/WEBR2uIo7HOMMbTArZ7V0kqsDh1hAkiEBVqekW82hg4c39q8MAL45fbtfowDqmSBKwFOjaF5yRbZNHwb9+f7S2+m67Fd57Hf9rf7OASipRhzLB0Wg6CcdNkllWdrGxDH1G2M+/RRGIzJLrEQwWiZ6Tg03vbDeBN3M424u27kZBOI6bZmukKXOxCmXZL+LGqfPt4Ox0TM6AbrJNDHj+NtWuEK/5dbvRwzuRdasf1WeGGPvFbCMBlc1GOd4PyxffnlaL5c2oenQHue/n6fbtcidU5ClV5MIMHs14+HfZv799t+ufRrj7v9POpvr2/PhTtbtY3RgoKsqWxy2OY0b44xi4LF3ntRlaxoziZgkYWMXayEFaDbBJlw2ltMxiJsREVU0EgE4h9v9pN5ElZm+u9dSiw1lO2Is2VaMSF4VlbvjDnoDJxY0WgurgtX3/A+rSFJ5znyX2k/GGuEsbjqECHHdDuZ4a6QoVqN1pJXNZdWIfADpl/RaD3GUqIoeHJQgtid2TN7ZI9MrEnQKjxWrF7cSjhpwWP7AHTM+D52vB1vB1sPcXy71+vwZMd2Qd+qarAr5qjZ2EQ3V3c8RnxqLaueskXve+/3Oe+qgmoNsN8FajTsCiAtynMOwC2bI4AqAHQG7OH3cCwsqht80vdPJVAEAS/8KnTQBfmsY1iBDCFPksNSRBoBJdyQo7gIXz9iFklbmlBBWqeECIiwH8rFPAIAJ1M02SbtOVJKr261ZfTmbq3BKyJCRARFpyG2sQgcvXG7kFjC5oKf1LSSHBGLmQmKZuZIlsbrnL/U/ZKRhGvuKNnFVhmTMU8VTqnxTpGYjTfP396ewdECG+Jtv9+P2/BE63npRvOSHqz+mQZxWG9j/357/XcfH+6zfn17++vz26+vt1dx9qu3yz5rgakPEUZi4LU09+NbY0RmdBBqMQUaUd5aYslnwLZoeyQi948Pc+qYsslIsMNweZXb/pH1yUUP/RPjeZouQdHjhnYPbnktv/8ctBCSpRb8hs/3F75Anx83Or49v/z2PO9qM6hFDbeDwiJqwYMPA9s+d7zsh6s33u73l/vc2e/uR+vmltFpBEqeRiGwaN8ih7GqoZuEhLgoHkTQFAl5By0mY/VpoYTpoekou9LIyk3aqiV8bwEo3kdyAMIQ0YJYbUnQjNIPmcFZxcWqyokf0eoHjxuAGDyhoDq7tCWnOmdZxD9UYcaiADIimqcluZ2UFZeVsKJW2akwFr1PzKZZ7/M8JriC5Bk1V9nME/tdHKiLrywmgmQ4EJluCkgCJcixbsj1rH3Tlo2gxsTruM8qHizMg3GAI3tEn4qSFA0IeUdYKs0hIDTbrKzifvTStcWltzYklBY3cMpA6hzMp9UYTF0/frz03rYs63bs+7hPS7UeZb1lCFrREAisIrbIxKkjORvMDSYMKhYjOUgpKzopnWUpSUMKMr3t05Dhs7CyEiaZtFgLCAssMSRhPzjnEkVmnFhjVLApkzDLwQx0uENNioiT3x/BirOwljDLCCYjMxUergMq4tPcwg5ApgAnF/dc6Wo83I7jZs0eGYkJPc6B1hVRZJFiVkDS5XI9NKpmT9p+Gfd63rfAfN4P+V6ziBEouuCZKdAlrzJe9KiX+6s0/3LgbYyv9/3rmG8Vs7XJnOwzc2jAJvISjAQ0J/PbVkE0OpxBJNHRSEY5I1LkdKgWyzoSr9u1skQBwUX1PEFL0RGo94glUaK+XR72yFll5ZZUXEaW41KlEAJoZgbDbIEAv/pDO/j8rX55uRHY92M/amZOsc4b9lQXrBv/291kj3Z9q/vxfCPmVN2m24en6Ws5Z2VTdobYqZn5ZnPRP6YWjB4RcRwH3sMAaECrODl8Jy1mmmWWuXhASIMVclNcxGt5K29ryPOOTYMMAxBMlA0jYEfFkqDinPu8l1E+SeDn1+d3VlhffEdSa3J1xu33tM2wIZUN/3BPMGVuosyhpYM39Y6vGqHqS5rENZViWzSl1UAa/9CRLtzqZOViYW0E2gJjqjBX8VAOerHv31vHd4zNBp7v47EjY5s5jjnhg1LZ1R8KNGOYkutEdDfVvsK5JNVgiTUx57gJZGf0FlFBWIR5skADK9OcDSoRf/j973vv2bgfR7x+n/OY85iWrnm2AueTVSzA9cwMp1rtvxqaLJMDFNjOy+wiIn1G8DUE1MI23qFE8IdeyARbdiwYCGsMy9WX90GAzSxzkvU+nu3bFjNIRSWcMEuwxZ6LS7wOrhclOxBgzVJpeBVWUCZa5myr+CYBhg0kFTTKrds5JUfjtWeyVHg+oqUiteDuxX4NtofL8XZUzRYEc9ReczTg9votL9fZLmJM1X0cY7H4s0sKQ8FVbNyPQ3P+x79+PeAd/dguvHTmZSLfjiO3x0nbFXZDQ7hFRot5LQJSRKGtgS0jQE0nixkoidNE7z0Rz8cEAEYqIFAOMBb29g8fi3Js4rg8qPV9H4YfmRExkyOyJtJIsC1ZIrOTAb5tHwXMo55f97R6a7E9AJ465KW6dthBJBTwkB8uD9eHjfNl7s9lVLa4JLervWlmFewgc2MgInOXZLOkUWeln4khRsQ7R8prZhgRUjmmMYW25IoiFN4u3SZVDejFLl4muio2wBHLBcH4wQFQaaVwU+c94XU9Vrw6R2c/otWPgPWPUezdNAT/+DOLjDurbKP8jritcOaw00ihaIhUWGQulcUZTdY5D5P/6//z/91eBUpgyXkBmK2nXYAy3HpEaHWhn3aYRIt1CgGEowlNaCbJYszEDOzhCT/hJ0nWIJ0UOO1hFd9ZBau0xwnzhRlJEpWLaX3pH58uH67XbWv7vr++3l5ub/tRU2A2RrTj4+A4Ns1LFY+m40vwj2z/3eOXh7va7uF4pv6m+a/j/ttxOy4/vdeSq7xXwM11hS5Vnxr/+OHD7x8vbY7Xr1+fv/76//v9fxiqaYwItVYtDnLSsuXZe162hjnG7UbVpW/N7bwbCi4AEQiS2+VS1kAVCg1a/Sqws3O17IjOlshUvI84aapQtaSumdGI123JehdIFwtHCyNdoZk1c86YI0shUf/7r//bwePgfo/bEUNNcDS38CXVAw1khUeMI6apP45/W1Ej9iOPycMuiqnc1Ju25gRVoZljcgrjKpJUZAl71TAcCeZxHL1FWB5H2i2Z1pzzP3/IMLbCNrzNuhT6YBqSJrCH94yj5byktg0t/vn+tzJLLGwZ1xaXjt6Vj9m3vlTYx2hjbPPG46b9D+MDKlkNtblimhM62qyLRxxTw6VWrVe22prz7fpkn9Jrx+KMIuBZ93QFa0v1dC5TLM2v20M6+shttG1GUwTLnMXDKQBV8pE5emrr2L7+9NV2Va1po11r4AIERGqhadnYMiLY/tzHSoexBB6qJSirUmtbtq3YShZaZM/e/PYvkY0rwQjh6GgXB/YRBlUVqvToVosKXy6f6xgY1aQ0UCpUBQ4oLtl6DxJjxlQazbw9hatQ3KJ1bHxnoFVV9obOyTq8H5oOmTy4Xdyus132iNtSZ9a41G96nheohUAeEbfcRmvuH7b/dIiv1Z/VXpW39Veg2t8uKGr3OJKxXR8ie5tzZuaWi711drKA5tzhYiwu1OpaKK3+C6cOclkiQGb4vWcEF5P5dOcgGOecoxa13F7fX6FqPVyc2B4AhOB0CBqqY+J+t1WXo48xbsc+Zk3rdIY74zct2uuhToFsmWCicfVkhYUlRL7TQ3DW1VzIemv98eH66dofrtdoSPrxw1MmK1ZzqzXpsB10ioQwJ0tZlcCGyOQWORwoyS6dc0UEyBAsLl5n2IJWM4htNdUtki1OXLJKiFj47pnB4j1V5bW5tB4iMn9YIeDdfoqnB0iEIGIPTsbBqEynzWKE3TBJppccEosu2SZmBWpBaoDfPydw1FRxQqTLKo0Zs2Je0XVq/f4hndoLRyG4dIbA2ZBlYflDCSjmQastTwbKHKu6jKSziy42bwSYjWzOFFOIKb7WqFruUwIi3beASbEz027hBBqWOpQ0ptFMgWlSaI4sJWtwyVERRLyrRq0xjQqals1OSGm5gWk2RzLIRC5dTgmhNY4xEKhEWw27m6R3LyWfdwhBpGMh04upqCkCI9q7j4WXXVYsmLH3i+yqYrAzTctD+/EQgSVmUS32XcmH4tKSZb77OSRNBujLginoHpGCk2VXwFUQ8mwxFuvYSboKckN0M1VRchlyzwRqeReCwWwVQnAeJ3WnDHF1mFOqa2uHx1GTYqhltMxgedl7/ejpGlgLwaLb6W/hE12WmwVm9GxJaJaqlmUSxn3d1WGSzQjBEnQeZQOrt0UCRTFioWdFFGViXTx6tdInHHZOVvCu1Cdxyv1//Pup+IMsYfe05r7vAUqaqiG/e9hQ7y9yEZdWsLNQxDSKkb1RrkLVoUj2jWRbXdt7tAoG4DmFrcd2Qc+j5iy13rf8MN44qIILZ5iNMq3MnEXWuLh93Lbt0rdgz/jb9HTtdcAyFhezIaNWzc1l3aX06hucc0REZo+wwYLKnnZiDc7fX6AQYSpis0YNj0VJdTTZrlWrkusGEpunSDPfgpNRkZWtwicZWFtxzbM7DEoZgCaRI9ZU3MuozxTIishMxMpFBKGWy8dg0ZZxWo8RFm2kItEYgGudHHO5BW33htO2Toc9Aoj3nsKxsBMiNjXOzmLTYyRJumVFH8EJNDjLEcvjsVPVHFk9alY0KBEt3IwscDVmBgTD3bSYijbVIyJxLLhDCwnOWOO/3hqQhJiMXBD+ZKnPSXvxDs6xZLAidx/OFejToKiwEpUz4aBnepsWgCXDPBGYbCRxUpVpezuxnmXcFCTsABDZXaVZmWidSc85xxgPoULNCKyOETZVMDODXMTBICK4XAjb8zPkbjYwQNtj6s3z2tMGasUNtvWijRho0TpjK2fNJnSABK056u4izQDX66CbQAeEaYEmC5Q1NzumErVO+Vk+CBNtmmWecUuDdrjCM3DA0ypmJlhgi75FkJbmrP0NcyxCZltMJRPqKABN4DRmyCAizmqGK5sgKb2DgCcTESuWmSy5YPGUAuJd/LlsFBaauQw5IOtMcAyEJO1HDf5D7l4cWa4ZoLdVfSzuUASc03VY3/eD6E8Rw7HLd1CRyy/ZQJ5mZstK0mDste/VhnF4ETRwyEGM8ATmqou8JNcO+SEgIeTPip9a/3x9aDbtcY2dO2aVp1aPFlaebqcBg4vbjVwT4XFEdgiKmqAUBpihBZMRseaQUNSyO3ktVWkAodwyJUFQf6frL8vpQFuV6zOtOIErRzBMp0kuCz9GLoLNOaaIPSSWKMc7XLmsXzpdpyRQQbPAAHvNkwK4KHor0UCnHv4dLFqokQtxPVqtO4o5U/U+wFmQAh2p2Ny6Mh2JjNrQI1scwAFPmPQgH7dNDCFyKJ05UzZnvlxpJNDIboaDE1VoWqakC+tjzgg7ifaEZy1yNgCmnRQR3Pp1MesT6yraTkE5jnAEfPI/AYMHMCNm2IEKzgUsC7Q/z3a6RSy+8MnNxighmcHMjMWkEQG0ecdyLkSAYdEMAqWwlWSoclQnmmZ3PU0P4yCit0qiNS36YKwG5OyWYinO5e3123Xbru26MRqbpO9zzGPP/jTF0poZZcCBSKMjLowmt5qXqafWni5bJwDcBl+OeivdAA+aGMYlE1iXwuf0yA4o9/u1uwVF7mPeq8Yccu7KYc6yCtCMKkKpo2lvHtacix4HAdkyOi3VxLj1Ojrrseels0qjajenPGpx/dopVg3odPTAP84Q8V99pXfP22nPNTevZQK6oEIDsBhn64YfoxovZDGCYEMEimXhXY5A0hFG6PS1DIiOd0aMw/Ju/PL9ebC/tWsxvle9ed6pGWz/MLg9LX0JEa1vjjyAmXHp3S3H7WXcx8FWZJ2zY1BeZnY81KquwqP1hf1LZFpjP758enq15zFGTQMOzhS4xAoORC4PMPCSsWX70LqB3b6VX8cBhiOdXWZQjDBIMZwhB4j9maoEzBZE2UWWxWxhpDMtOvKcoOMbi8t3jiAiFu1Cq0dLOoQIKJGArNrpFZVhgaenDqiqUSfvL8sl14yCNdFXDSjINmWyeE5uQPkdgg2BE+xHBDGT1Shohmb8PVq1iuC651o3G7JqM2MGVLNcgxXJjjhNWpQqhJNqiUD1QztOB9g4jb2wHHGXrdDJojJ7sRmMZGDxnQHUuitopgasmqee3l6Tdnzw5Lu9QkFCTEjQsRJfchqVnAuuhj7uizUSijUpDrMETMwwT1NdSDjfq0cdQiTaBAqxKrVCjDE6I+mumeNorGtjv8aX0Q/oRtwydujQXG3cRAQVwDmgBmhJ+EPHx8frp4enrV0acy/9+tJoDWC3Q1BgjV8XJ/YSuZGhI47xwPj9tf38dN2CrbW3Y/x2a1/v8+scJ7nZuCoE7tBkqBsiq1pVV/0utk+Pj7Z/8/7L3F9QSN/UhjzkKqEqdDSPXsfGuaUAHPCALTvcyLRKNa7A09Y+X7eP1/bQ4+3t7TbwOup1Ti2X0Vg+PwWBQdknAiTT4EpMJ9QCW12rABqwrIng+8m1vKzk4mzn/+FjOQRpJZ5c1Q+hNehZPXXaXqXj+uUFlNAJpKFSTeHbbR+eLzEr4h58pu+J6egox+mHTS22bKzHu0n92Jc8nar7mLf9VnEVTuBhUeKo9SB1EcIVMzAObhkyx36NGMy2bpfAzNUplO3GTBddSTwwHrfr49b/m96H8VLz232X5qGlmkRRyCSZIAMhpyMRT55KqmcxBrB72OFMQGuUmWoppBFSANwWhUIJhysX2VUVaOCC1tbwd2GHnFymMqfLAjzDQb9zAEnF6YcTloMTeQrJlvxBS123JtjLRN/SMoaNYlu7RSxIy7yCQZGwFg+HjdHENNLLhX7DCRjaGl3qiEtTn2PjtVVDvRviIFApHzxvzwVgrpdmWiv+emmewKLsVMRKklzqs6X7AZu4XJIkL1lCEyRx2WBmOlxgrcbZp+EEjVVK0TJp11wqdK75m8UCwq4WyXBarMm5fNxNYKMMDEywn/NMtAJkgUs+sm+eH5o/P/QP1+3n43GQ3zx/U/06j9u8jzXJbEvV4vWXF8uOxD9d2ueH9vHp0qOT7ZBV43VvL3DBtboeItgQVC3zy0KZNa+X9vnaf3poTYpw22j3veb3IQ2VKbYrfKcNzvTMJS/UNseX6/aH68PvHq5AXBFTmse4uQ5dZWkpRlTp6nVctH96iIfeALwd+j60a5pbI0kxjUvm56ftnx7yw4ZOPcXl5Q66DnlIJZtw5vJ5ZK0ji5DDakJbzJQ1/6yzzyNMDlqGLCylZ0nTi27tE6v/h9qKy7jSKjOZRJhZQD/1jKgzV3MhVWsvi7WCZlC0c8i9bfv0URI8o1WGgkVaRtmrl3EannbSQ5bw223OOV7vEaqx34/98PUHAc7gulvfOSNpiLvm67hdlRdypjHLc3h5CpJYUmfGwl4LDDuF3vPjtn24Pn6GB91blPRWfZ984zt7L8wImhFIO4AU/nnLtl2xbXfw26iXUW/y4DtqtxhGANdGFuMRlXRCzVoxyFat+5iLgriWstQyglhDZaKaq60WFgIgTy8agCEg1gh93UOnB5FphE97L9XpcqxZZhgssKyK04UlXZvdhUWZrapEdiCNhiDXZIPsG5qdM+grlJgfo31o+bhtmxtGHGIxChB4wItLKRIwU5BjVZdV4LGkZRN9eC6G7xErPlRiAVLV1lh93mMW54S8JII6ffawZn8mtKxGCaLWGH51Cq3UxBINTIZPCd3i2Qp2rCmA1agGN1aPaI1B6j7FELuWH6KbmGT0ltShOZJ66vHzY/78Yftw3X5+exyNm0v77bkOz6kwsy0faf/gUnoJX/HY+dCwYWIKnLnmF8nU+zMElKl3Z8Shoh1zhp2N1y0ax5xLBMUAQVXVGHOyqzNLaSs9sg0yUjkl1e8//fQFfpJBjN6eL/1Zx8u+z/hJkHOEGlnd2KAL5u8eP364boz85XW/Px9vVYVq7Xye3Fo89Lg0dlbM8eGSUnvdj87T15Anb/jkYqPAUBiLvrBZC7oTpQXX0Ek75TXuXwwXvLNg34EtYslNTytjLuGLF8ouRCw+uCL/Tp0l/2GuCPP0VQ6FHVZN8vHpI4455xSo3qNHW3Zxx+RSNBqOsoN0mRFrCqnnY9wLKVlSZJy2ze/8rMUdJWLrhKvmveYL65Kq3pR9jLFsC1cdtmwaDMgu/FBjoUdesj9ul/r2G3u2iEvGpWcDGlmNrKVF/kEexvL//3d52bYHPFxfxc13jB3AiLivvhghUMtFT0HgI2azumbjDE/QMgZ8BypYse5jBwQNWulLWJu0Wd2zq1ZieD3uCk9KkcvhB5RdapcwF+eCrpCCThtzEB0IeumcvbS3sw1QtBu9qaD19mDOSSZDwQ2EwrWIXg+XSBPu1kXzyfWT8MXxx6enVN53fnN9H3hB3aU3qK3dOmTBQGQgPVMHam8cgIs5w0BfjlR3XMlKDpXo0TTTs7vm2wvnHrMCTmTEObC+f/y9aZPKQJzGk0u3uQGdDmNO1eSUZb6Gf+jrVrali56b0aHNeiAeezy2dm1tC/6P9xc4cvnunu5sYcS2bXU/qiro67V9fLx8ftgeelxubJnF9ptG7ggwM+Nyom9LlPZ3yo7RLpE9HK55CIl2ZWP2pjkLLGJGJGN1ywrcNcpqUMBOKrFrHPtLZrpf0Dt7oqW6HVteH+Ll2Zbo8ixGSekpzw/X6+V+531ntk70RkBj7nhohCRFVASa0YgN+HS9fny6Itpe+OWtcEhUk6pqcBwDmkefLWXB83Y7kv3x8fFV++vuRY8skUdFy4yw6hQ02JtjI//w8fPj9aE0pzWT3+7Pf/vtK56uJFs2E2UIFhGLZsllPwF4vcBVUCxNfJjvjlQAkTpllcE4zVJW4CpUawGyJB8Vwd4vnfh+u+eynQXLc86sRiOW50QuVVcwHTp1gkoSjKK8RAbRHEwjGS0JYB2ebAnEUpomgcRe+/fvx+Plsm3b+Hor00Tb+gwcVs1w4nK5hJBVKK1AvPDopZrMCBbXbrRJKtjaVkZVrY0WmdmCaf77xy8HPA721vrTl62Pf315/eW2J7NIYu3vWCt4QOPD7fXS448/f/rp6eK6k3wdx7/89pKhV9aIQ5HMNeiXaqbj2nrfD728pY+PD9cWcTvG9fL0267LtaNdXm9vkq7XjcBLvwSEebhmj7hs8L7fb6+9teacgcM+5mHQLZj9DS9R7qxut31cXL9/+vjT5y9jjH2M51GvNe6s0VCRxVAfDeq6t3m71P7zJf799enffPr4sfVwv7W8RN1f7vf97S37fOwP1nHs08HsZGoO1rigfn7sP338GIlfvn3/28ub2jX7dTC+o394+LCxeHuO8dzsNnbcn+P1t5yHjpuOI7I9Pj5dWrf9dftDIY9koQbmQv0a+NPjx/n826axAfOoyA7m2+3+8pOB0Ht5fpZvcIcuVY/wT5ftd9fLl+vlITPo/fJv//zLb2+vOy+X1to+XaremqSzTW6ttTjNCOyqsiMyl51ZZnLb2vV6fz1WnsvMH8JAAF9fX+N63ban6BsqduFl3L/eX+vyiExmTzYzgUDLhsQo1QQ3Nr1q/vXlW3x8+PzH3805X+/z2+327RhHGNtm5u4imdl6QyaOZTDbctu2NVXXcg8J/viwT9OBlQ/GGE8tvzx9pjyPUay1LTC3IKLlsnckq2ofHnVRi9YeltGfhsuQhFxySDeQBqSlLMxVUkmfHz48tv4YOVUDVECt6/rw9ZwS8mQ7IpbfApe3uooAa8a7D7d7kial92WCJMF8D1sIx2rB45Q5FM5XYICL6zFARfiUA0CMcyoTi563ZtDv4MYp0TytZJYk0hinPH2M9U15eV3lpB043lskw/TMYp/eUB+rT3hGTFm5Zj4priUZi5cbpqYwau7HdG8zcNe8z5pLjxaROBXLxLueHUtbiDz00PolLz277Zc5+kSWM9cmy0Xn4fsr45doH679jw/Xjy3GqIKTeLvkfgzThRrMQCSLLrA0hwvd/vDw9FP/8PnaLq2PaP/y2+sdKglwQ5i9V7jGzNqWWLhkHZm+bPGpP0XEMF7HZKmxK3PYR426uq96/JgfO36Xlz9eL58jcLm8EL+sCXK4msbWKrDjvkHAvXl0jQ+1fZJ/mvD379vlEf3xijLGwH6Pmh1Ptz2kQBAMFzEfmj5l/OHj9cu1tRabPwT466hXDEPRLvuoebz1uX+ENh16+eX+tz/55dfff3z4+fHh4eNDkMDQuI0x/nq7qW0GFSG28tQU5/76cjzst5+fHr9crsoCYhafefxLP/Hn1TqdI9CqJnTUFfgAfQQ/lNpxuEb7/Lu29byv1Q2m3YgWUA1KkkbN/Yj7yHmlorfHxzfPb/e31/t9qa/mnPN1Xw3I/+LDxG9SjFH3myvkGIrnWTfJwRExuLzlVV6BVUsQVuBh3qRvY+Qdd2jOeZ/17dBbaUdUcq0QGnSdPMqkANciNL3t+xPwcL2asR/H7ZhTZjR5wgWovAblUfYAYrtkS9lCnP0p0QBFhINTeD3qYZ+9X9j7FIexe95Lc+lOlnTx5EwFQFMhJN2A62W7ZLTVM6bNUGvzsv1a70QBYK15SkfRy6s7VCEl2OAWCPJYNIFVPzEA/Vj+syLxMm1f3vIAdOreHD86dGlNEJc1DE7TljWYwXsfyrODxFqveTKwCiBRVqwZmaPjZH8Fw38fIy5BXyOrzOkAlWZURYVP+/PUcoqJFqROd8BY4/wpvRyHEZesvfRS82XMITszo5lt2Qu+v3Hn+L0Cr7t6MLMzNs+hSU1HsbcgYp4DU4M8jYnGEYiNuhiQmsXWnrYN98NRc9ETluLCFS7SnrORXx4f/3jNj5nbtmm73EfdtL8SNlrEsmQ6DtVW7+sUJ+u4tP67p4frpQF4ux1zzoZSNGaO8pzzpuMx85ijHXvP/Pnx4+8erhdUaw0zXlSpKeNo3M2KZlhQCI24Zr+0/tiuj3m5zT222GKtc/SkDoyK1Cwa53wGyvDD1j5v8buH62O4Z+bj9Sh9//ai2tEvraq5QqPPtxyv2H+N11+ux7cvT/Flqw+84z4kXft2eXzqn57+p3kEwL4t0a2XertmVn3M9oeHhz98+ORxTKHEb6H/V96WXab0zgz1qXOn3DO33h8v22MGXGOfio68OMdaNRAsMNbyySAiYgqv+/x2i9aaojfo233/89vz1zlGgNkgzn1s2/XEIN7j1Ep4X4fnbTzPNxesZOTzqDsiIwZphExbLsSC3B+6GXYbjpdp7+Oueb0fVTWMe/FVcUSWY4m0jsQEhGCtrVZBoYy/vby0hyujlfTLvv/yens9qtCsfcVGuAwHooBjUnmZ5OF5gGNZSwUbNBjKFpp5q+O3+3C2w22MOcnX4cOpUESIQllx2sgsvxqGlxRRmnMefTXxtiy58gcTh1xI82IKx1qmKYfU7Wvy2nILJuNXaaiqLC9+0GbTVCw18poDrooMAjBVEZGIU4S+uFFrFvJuWL9U6yvmLUMooGBjSZd5kksXtrBWnOjd6351jlpVHeBIRhNx1GQQbAyF5/S0QfseWMsI5/oVMwoIqHya7iBNHMbrMYdvt3kfc96lGU2tRduSMcH2X22ygoFCCfyX+/2S7bpp4Ph2P57vx5hgtMamiAX8rNe+zuibRptxq3psyMyIrmDMwhI8RSp6ELACjUbbes3d1kO/PLZsVTiObO2nz5+/zm+3ow7PsjP4vl8etl2zWQ89Pz1sX54uj1uLiO/B+zje5hR8qE5QUkLmWf/3dnl8uFy692M5PRQ8VRV/NyR5aNGFLaO1Rif6NvNyZ+OHT9WuN/K+6O8JULP2NURlhjOqKuAIbNk6gWO6qjHD0jyOMrbten++NFzj4Hzjy1/i/ttHHB8/X39+iF7HuL+8vXyXcP345aE9PT1cHt88YbumT5AHnZvi4/b4SfXp4fLYYk5nwC3k3nSzXQbWHkMtk9IwMZG7YyArG3oDQPl5P/ayowNJOklistiobEGmZ7/X8fVtFo6Xye9Vz/vtt2N/Jav1bJe+qBTOxPtqIkKB5bj1PPqY6LMwHHAkJ+i8jHPpWgTXjBWE1ygsGcyw+sB8nnMvJWdVmTHZJmNGIBhGue7BufZL6fTjD4fRfn27G/WimqpfX2+/vO1vjmIAb1xS/rIFRO6MV+H5iHvTGHrZ5314LMynamQgWgLtGPXt8MB4HhhjZ8Yh3w1kYwbg0hgRGYkAQzaEcxvyfRydYLhnOjg9Rh1HHVVXE6fj5jL789ICO1RNumQ89fbh0i4ZjbwdI6ZQc3qtR9ISNvaFsrNcxTWYskgWphHJxZAOIHrmhEslnGrv5UKVRMDHee//AzXMwDvRfo0tvcSb5jtbc92TMk//+UTUPqMyWjKCjubuMMW5ndHNi+9ai4KEphVP7Ug5piXpfljjXoIZ0aJtF8QGCaUlnCCwjGm05s/Q/1j3y8jrPYrxuo/XY+6Eo4MLdlu/g+XKCOD+4TGJb/Yj8tIvma2m3vabc3N2sBERiAZvnnS8UhHLOdaLjLf65seHh/56c90PaUJEKsloJKUZNTLw8XL58vjwtMUGtYjZ+dTbNeJW5RrMrfd+5eUSvQWjTW4P3rb71kpDNZ+pnVBmZOt5ZV4U7bEqjIYe4Qk/c/tLYR7+dP04xnx+G38b+4FoedlQJaBtAB05A1MCMIQh936JMTU0rGOfx8RwQPwj3url2bfvbf/2UM+f4vY5j0/h8fJXgBvUrhe0bbtc92Pc7l8/PPzbu2qOY01IZ/YtIreGmo5CGKmKmjUP86Z7jOUGsaxEo4SSAcwM6wjX11F9H8NopZL/+v12HHMCCEaiwUPynAYimRHs2yTe7DrwYv1y/22CI2K0VtmFMNgW3qplP7gouOfn/fJBiCiGFMgtwtkycDigjORK/BlIIYiXEs+A1ZWazrICnppgMpsYQEAGKiZva/d2RchrAUkgJ+pGjmP/23Gf8n33ziw3oEc9g206lgUduR1AuP76um+hqfF8n7eqmWGiWYeZzkQ2WfuscThqzKlMmqql9Qyuine0vhg4pmDne9nyWncek7wWN9C32u9z3zGmHnkSqfneSdGu4CKn8JJ87PGht2uCxoenS7sTQMxSLFIkyosX7dPgAAqe3C60pfRbxcLp9hVLW07WKWpQgOlI48jVH/5wMeAi0S+DHuJHmX7q2waPpeYBIkwiV1+78ZLIdMK2O7gmzjH6CTgsgILgGlZGBK3lOI/Q9OpQUZer7YgW/eJ1p027wIh2DhNOM3nTJP9z4yWq1w7EKE+IkZHtvdA59wWfdmX08+P1Po52HJKeqrY4Xo/6628v8+mDuBmNaKnocpsjKl/buLIKPjzN7XrdImL0/m3uh44d84g2AoBbUMlVSkOVdIZ6qMlLPhRzhAc8IELFdATbbFB4hnm5GX/eb68aOvYx6jbGS/nNLLdQxmiovNRcEGWhvRFy7od+8fE5+riPl7f7W9XeGLFdYbqcT+Uay2KcMHSfvnmWM9nmPG5j3ndNpjJn5Of5169/+9Prr//6pdXvf7r+3JW3t3H75uNV2VrbMi9xufJyHYr7rOsYihYYYBZSpIJK7Md+wJPTF4BRA2/z+FrP23HVyWVNgoEUWUS1nEjV0KH799vf2ttmWfPbvAAgM9/ZUqFZVZJYiYWm94cJKOK+9I09sW1qbQIqA6TQ1zQdP+xxYKoCjg82lq1Hc66F9GcaRRCRiMbsRtJRvtVcQKpAJgotlqns0jnkaYIQWuQY3zazgnAU2yR8Gunhcr15P+Yxq5Ab2UMXOqL+BnpRdIzubAXe5vBbtSxDb+VhCmFgbWR1LdZBbGqYktemIS9XmtmIDoBi1B6NJ1XZjmplkmm/zfIccm3aEd5r3rQPrTlVcDmLnhzgFT4WM9Cd2IIb1QRrXh8+uLQfR51Wpxa45JwraNNFunGVNVFt2bPRKleUvUjEeHcFWbLHtV62LaSf+c4OWCrIBJCL6bW2x8XyOhPZZhxLR3EKyU4VZvTWI6JxXSMv+45w/Lm9QcuZDcHgko+QefoZirTxg21e+9Zi/SqjrZ6ZuWXGKRUukbLeH7++Pl17a5doi0fAyAAbEzLCqxonLayZg36NTFvH7fZWD2/7Y9uK+bKXH/tQr+hQAhHlnI6J8TC3FsccL2+v3zEfHq8R8dvt5a+jvr2+3RnKrHSQ+rHpl4ykjznvY+8q9UxUHcfbfn97rX0wtkgCGGP00YTVFsZzaTx/vySCHkdNeboVLkBzNZRpPzDcoNYr+0jOxC3Yy7/eD49ZoNB8qpmdzsk4jMNShKOZ262O1zH+/JdfPlqa9fV+f56qbM5+K9Zf/mN8/+VTPf/uGp/tdnsZ3385Xr/+9PFD6+mMXd4PMRntGg+xjarMa/KN6EklQEqzQrcaz/trv7tqvmo81/3rfN3GYzGKAbYROdlWq74DyBCjfOyz2jgalPCMxzVBspRrGwumPLfsXsvsGJEtIotpOx8uiDzbf8Ty/w8zlnD03OBGUmvjpfhQJSxnVy+Hz0hEgwQmstkptXIMhdxTAXhRQbD23yxb5rkA1ZOOb7cq2zuZdBejGCJFEzOprR2ue3pkcmY7WkdLZ3qAuZaSCnBuZUyrSleuzVSJluhpogXok+FkRzJi0eDCDVCVyqDVbIaTsWOhIks8YxITnvRtHKv2uox0+IAGZhFkOhaPbPmkAjLZ0hXEKjvborB7es5cYRGn5xUgyfP0+INdSTMYEZnRIo8NUYQLgjSBcFGp5cfwd0Meehn9+u/bg08aE4wVsM5TsmIcmchCcXlUOlCRyHA2t0B6Ll5qLfrF6vKR0PXE9dJBZiATDERjGAJS0JLwCLTzrpFgyoES2Rg9Ws+Yc74TZoEfzojA/rhVpJjdmY15FETVEsBxIeY6Zbpl4JaZEW+lPObtdqsNl4eP2+PH14WnaglG6AKVUXZbHo33l7e3r8etj6ukv93v37J/3495+YBLAHDx3PplM5igat7nfos54+ESbY6x329vL6/7Ubz2Hnm3xxhP+ak0EuyXzZwv8/YqXVoWrUxiy7hEXInLVJZ8hcoh5tFzNsz0kdyNu7Rl60EWNadKQSb5ypylg6uVCsRUcZT+83/50++2rZFf7/fXSH34JLZZev7X//jQ4+fPD797yjxe3n79a92+NQzV2B4f++OHhv42290+xixnB3rDJeNxuxxbU28AMOiM/Xb87dtxv38fdRyJm+vX20voj8GFdWawR2QwlLyPe8tkXq2oeQvFBicDrQcIn/4Ca9xK++G6jaljeXqeQ46Y0uPDNkujymDvvXGBW4p3qLXe5WXrn3IGQljUU6IW12ntCkAzg2tnnTALclx9DuuNWoAYE+/e7HTZg1pLYACoIqJOUD+EUFSEGLIr00mzxrRknANqcSmjFhRzah4CyCIizGxB51oH/N/8X/5vq1HjWsNXtia1NoWtGRb+wUkG1UZEtPXiVHTFuTgQAJaZPk9vUcIRel5PG7FcM5vjDOphp+cl43FrHx760+Xae3/peHm9fXu+3Q4VErEZTXLP1snmmfNorsfOLx8ePjw9fNp/m8Jt6ttez4dvyOoXXK9vsxSLXDfBCpooQP/uPouhwA7vwJGh1ty2KRi5DCdTEQ7INDGesrn3Mu6l++TQltUvlU1cRb+7fHFdrY2O46GkAhypdkHmolG2y0bZy++4jqSTbBGqmxGKrdDOKs+zUZdWYInjXnoD79Fmvzq3n8cznc29VeS6IlGVx477bMsJg722GBmjx8x/+fBPHYr9O19+vej208N22ZqRl0+/++Vl/3of3h4vj4+IKE1JP42XCo2GmRIGXG3UNn0d2arBOWJ7a/17a2+97Rmfb39a3huLgxKqJS6AF6LsKWtR6xchRBVGgMtYPVeFu9gakYiM7I5UkEwTvYlknlbbohWLOMJEpCKLPByHPEpTYvTmsXnv2hMTQPF68OH7aO3yKcx23L/E+OKX8bc//fYv/+k//Pr//OM//7PJfRjs//Of/7wf+u/++//h59//PqOfzJ77fe73VUVeHr68te0vcf1ze/j29PPx+GXGA+66lB6HWw27Bv3WfG8xwD/cnsUY0Q9cijlBWolqGM2DHgCKoegVzdGPqCZc5MtEl1otLiLcWW3pyZPkMlEJ47F+UbQZl6NfZvZ57nkrjr1j9YNpbvbV3IxsJ4txMryY19Yh1aWvph4BLz5gzSnpsf0zgLWuprzUx6W1XjDOvgTLfqBg+y3vSzMq1dpjbZvWw/YwRo19jjGtTKxt3/w1EjLmDFVYDe6R7YxemIKcU56kzLZ4UHGiHAtrJrkkUTitMc86JXDO+LkMm07EGcbqRN7R6r9/8BSvvRcJS6ZALXkNsWqNId+PSd/bHG9H3O/HMYfENYgGSKKqglzQEZdJQrRgG2VGy96axRrrfX33YX9Hz9+/CIeH+qVF741AzZI0JI3M/l6E4fQDWehWoMFRRWoVg2MaGMFeXJaG5z/rESashTnG6jOXNYUDhcBJRcjwub5teaU3OMBY2Gq5FY5ZMygAxeXJkd0JtFoSNUQxgYXoQ9HL0xgEgRBJtGUbNG+v143XFNM47rfvzzs85Yf7rV0+/psvn2bbXo+329s9Ih4fLppxav4QxbbEmGkr8n0nhuCxNhV0v2+R9CnO0+mWtaasLr+b0OKHh8bJz9dix616Fni3w1oLXRERp9/+P/zWKZ/2CeicIol//IF1dplWYAVDLLZdXK/XUgXjYUvcv3/7+pf69c/h/eeff55zXq5Ppv/y67eI+P3vfz6O436/t1RrbT3xH0v0qqpY9lBcqkqzHGUVxOm5tpSv17/WhZ50v3eDsjV1Xn8wHHRb/nwL2ZXdalm1nCLYmauosVvWcklfRoxetqg5EfL6zFrmjGEuxyGVqhCn2YfWOa3Dnli2Jcv1ODvI+zEy2TOXuQwT27KVHO+kRaBOiTREaNn4AACs80Is+brXDy3lJppRQBSb4IkwGhi1bPJOi97lbraODpcUcx2cOv/1dGtq7f0gBQxQ73HlZGOuDdxURHun7+cSgcS7dfMStYvzH9loPwLEwgGxNIXvvA8ASxYgVJljTptjDNJ7z/uYc6qWodvpSYeaFWBKscDrSAQnHVZLRvZmxVDVXIkdPyxpVlNwbu7yh369Xh/60+OIuB73vo+3msdqvYFlLbHKhCRhRqxF6u5ERJoY9n0yeu4r5AjLoW1RfMZ62FiY/JLIermznyVHLKJgFFDAh2rFLKQzZ4SC4CQinBc4mASbwu6uTqfi4qDVWrTFN1SwgGVYZJhMr3VekaXI4znBph3Ht3r9ZY5bWEbc97c7Epen66cvj49P14Q0/fqs/CI24dQdCyRiQJ25fM6NkYiuuVWcEn+cdBbL9GnNstgXtgUua7B3HSi1+AYnbGghuDwi3gGDBSE2YjkTRHAtvwouebLkZdUBy4tftmJdizjttpliQhBiGcuQdM0MdJZef7v99T/1268/XfPh8vj9+3PfVKVv3749Pn36+eefv7+8vb6+br0ul0uc5OFzKLPC4wIN0prvOd4/Pt6/hICw4kwqPFsnIQwhM7mAhHeaAZbURhkwQYeLaVcFBs3WKrDSOxWoRYDm2K6KGOjllAJMSAE3bKy7jxo8MrOyxDlVH7FzFSIJICPSNrJJjmzKTYDL7wbi2VEgChZrnucYejd2x2lrXiJEyeLaB2EvcYRRS86dbgULqPACbpf9PE5TFvGEwz2X74dXRIUlJ2XLaLlWIbwTXILU+6n68VmEUTxXxIaXa+Lyz3KRFEJYZpc8f+f9KtbpmR5832F7VmqnSDgFD0ilYXO5yZYNcO1YI6zzmS0/Up1f+5Bz1nlsGEUPY70jXJwan6B+/LAlBX5++Bhbb7mptYxO3LHfOGY51h9PvL8MIbGAPW30Q2vXrUfgkG7lKd4cR0GIgHu2QMGqMxuLgeQgTU1KqSlpGmIgNi8mCpBOI4gUmphHCpGENvRiJnByhCuhJPL1IQONEdNtbYoGZlF2g0s00c1WbGIi85N+a/vQ/Rtff+n7t83HJTMi7vu+38abgJfPl59/9/iwkbD9/PAFAJFgMgC0ygFpCpFYLuL00axNTqMU7/XCf7UznKThImWt8msdpDhNX3lSXxnvb7bJyuXTx3Mku9oMLqYWaYaspSEw1kFdDiDLv85efoegiHJzhM1CN7nvtwZm1bz9pt/+FPdfv+T+T9dtvx8I3u/359tB8nK5rKq4ppWStJBcvbuDJ92DW+YlY2OuAkWRwCSp8+4BloeasXxpjFym/MtvMOGIHrID0tqaxxP5nORytmQUXYkZHLRarBjWgVRAzskQ3h43Iwut3DAzyQZ28GPvE1WQ3Ix0xDSLaBiiVkYOE4oChYhozBZ9s1hVtVYOZJNfBBeqrIJ/mJGdyxPqtHuqhTLbFIgs26IhKQoGMNEmMZYtHU44WQCWuQ7tOMn+Z8DxiYs7FphgOFpbKe+9EZRNZMXflZDGPyYLMDaLi2Fpgyv92muxXvqUl/DEhbF25C1K0z/WVsu/4/1/NEiVHQUwCSTZ8b6BRlbPXDPCUEz4kDn2qcpgSWW9zXm4xEAwM2sK7wxI4sdGRV1br8m6DTe0xIboFW/3alurZUXJd3cCkkBgtsBjxsdLfLxuPTjke/nbvVikXAByAXWAoX6BZmgAM+iGmZRTjRgQpMGuoPNqtgKJNWBNRlOC0SqQ0KwjrAbkZCjSGdiC/ZXDoNCAfio5mGCnJ4E1UoSTCEfK/Nw07s91/3rV26eLHmDUm4Sr49PHjdvTxHz7+h/f/lYfPj799Onj69yNaNmdzWsteIRSBwRXokICZ3j2qmQd/vhezVNrlu3VB8e73uT9gp8y3QSWJfFp5KDl2ycFGajF2Y13ri8cAcRZLK/oBkXI5447Sea5Je9cg+D1UJg+zWFs19ifLls/Xvevf4pvf/r9/5+rP92x5Mi2NMG19xbR4Qw2+UQGg8EYbt4bVZVA3mw0upF/GvVq/Sb9NI0soBIJFLJyqMgYbjBI+mx27AyqKrKH/iF6nJF9QJAe4W5mx81URfew1rdkfjPaDelS9Pb2/vH5eD6fb2/ucuoPh0M/bsZx7Lquy3ktH8OubgpDWGIkhISLW8AQzNzI1WukZgsKEWLnFOud0n5YV7fZ9U2uMoM1bAEULAhqKQ5t6szkjEYJFF8LI4IQwGBld0rhHE4ClqAc0QdyeLIIiAmbsIkwZwZLDSaYe3OAuauDzNndQYkAIWHmLjXZUjI9GNbHUCuag2TFcMYKP29TI5ATIMaNbQJwe5ys1AHINY/Hr0MDB4JDIwI/81OpOenWBgnrxh0RgKWfpxHU3No/173+RUj9czZohDu1pzAoGtancd5AAfcVN/1zT9gqGyfQlb68HljUcImNggyAuWk3uPG7GywIFquNJpgo3FbhkS/mXqyQ5j7gVkNnDQOImZhj7W2vmoN2oQAN3UcRRBzuRKu5LsnKx2ia0BZ8RWACIlQYXU6brtvlBiTmErzMZwvSpm8RifaAjSCW6wkWPftWuGM0y+ml2MkdUWukNe4R5ImDCElYkFmYPAcE7lVzGEewCQKMLIkSC0XrqVej0VpLtECmBmwhwhrMCiLqY4ZfOix3A92nlGqZny/LPI9970sXMQ+p77mqa75M8Ge+/YZTthgo+jWqCxzgyo42YFuZz8ZUyX1li7cMPF+TFAOBlo3YGGfXEgnXd9VewavuzdfpJDGDGUJI5M0H2jQlEYCHkTtxcCZqwqKr1r/Ju9rn5/X/byWDt8U4vBPqfOb5gNP7UQ93Q9mjyHSh1A3Dho4XIhm3O3NM07K/vdvtdiKSREJt0XUMyoRSF0hHphJGtbJUSIYZNc3SiplsDJKWepQAgJ3c03ryAW3V3WLdnCJiDTkIYFUSeELb8hoFEOYeRsyBBGZmapnexJ66lkvAQQLuLUZg8IjzMcGZYUhlnXyGSG73N61+wFaMBsKSJJiGhUXlaNWUaUQanSM0nK7k7nY4rIM584hogZst0zmbZkDb3URY2XegcI7wnwfb1BpFT+ZfDp9Y2Y98Para+RWMaLvNlDxaUUeOaOomIkI7fdvnXW+A9V1qtKbVV/owuaMRu9v325vH5fqxzZzc+NB//2qZNxFeo9X5KxSLG8YM7AhrOLd2ckXz/zkhrJ3N5oBLCxYk9mgEdAmwqX6Zr7djj1qsOHCc5m7oU+4osakWdQfnnIt5XINo/cvol0jr3HW9ZJbUpHrt3UkHnprwop0XzNdIYBYIgzpgJ+lu5H3HDSP2fJkllihARA1okAdqB+MAORP6NuEK68M7SckR5hpWLIKToYJEGsmyAWVIAE8IgcGdQqWNVsDm0HCHQBfWKmEZNYVyvSSfEIXUj+enWT1vhu12u00SrnE+dvIOObtt1XfUbYK6hZK1oTUnj+AQblGYTgTK1IZXZGv3tz46mYSaqjdoBXattqkGMeHrfKpV1uAkTBCmxNQxhNcFrbacqDA3dqaQ1HS+FGYNbuZKjUWONu1vh1Qj2qwJnByxYdfjJzz9bWPHV2Pc0pLKkZcT73/1+fCsFsNmuywLKO92+5x7ZmaImVmtZZm01DYXaxe5RKSIzkPNEnkFr2IWWCD8+jBnd5NMa4JwsNvKKSUKIwc32Cqo2V4CQEnWNhgSSBZwa+WUOikxWBDCBEhWAkBr+AuHWGTT3mNw24b2OfXiktPC9Gxx1InDPUwDgTAQiFptKyAi7xhQJasdS89JyA1qpV6C0JSfDm57OQKDitlK0HKjq4CHQZ0Vj5VzTdf60IjhDneK4NamuwcquQ2uYHJiawo+tFi1tVAitFDtlmNgidv0HU0u/KUiYjPFSokEtaKLgoi8VG71eKwpJsGI4GBuWnJCtHXhqnqItglbz45Y1aHgNnZG+yu3WZEQUYTGGm/cCH5tNRfuSh4IV2rKTm6X4qV6A04hZ0lZIEs11Zq6/GXSj7WiYwp8OD7v+XY7jiCcSjlO5zkiWFYCZZtwtqhXCiCqek9uKYxQwwETTy7XhBSwM8DCAicxjlbmiKMT3rDc5nw/5jGzI8RimW0m9yDz9mPgy6AMBlScc1CnPoT2Vt/cbbwuSy1HswPZRKpUwdxHdTSqmDeAp5Bnr+wlQxlBJIqo6AhhoXA1qyjLovMcc1enTLTbjpdp2Q95CCylHt79CPj93c2LFw+n6QfWIWKvWBYvJGNQv1ACD0aNSJ7EEjd3bngLVWQKB1GsfVD7ZiNanxvUArQDgCt1bZH6xR+O9dLipqTOjI4jExjeyOSGiCAPB6WICBGIrOyRMALgwauxJAB2qEbDoglFAJZNOyrHxx/p8afXfXk50mYpqV6SzwX809ufhmHsx+3nx0M/bl5/9bVI1mJG7u51meZpsqpCMJFu0xN7xzww97RC04mpmlmbG4a3HRbUmRBJWuuX3dgrofFUk4Y6dx7XFuoai3vslhwk7mIY3HsPCTeGKgpzlaQpN0FDRVIy4QgDIjKoCxvcN26bqL/+6sXYgRIfrb6fFixKMEtcCrUlIwc1V6CQcwTqLKY9xV2/ebnP+74XM1P99x+eaB1HeiJ2BBOHsxhFOFvA2hpqTT0ZdTJQJarrXl1qUzE7BZTCEBVhFOpeI+po1IKYjLMRVYI1fXYYCBKQCHaVCIKm+9ttWfSylGoOYpHEkoQAZQDuGq7EnITczcoyRM9k1HbVQcTpmphHIGk1IMBAOJwiEos3Q6e3+TiBiZlNbb1YAW8LyUBQ5HbxBgAWaVd9Q+lGazll5SYEgRkwAcANGWfVnJxIcs7h0Y40YWaSdidF+Jx5nk4fljmEnMlZjNgYGgghSoJggwNXZJAMC/ywTB33wzgO0pn5Ynauy0LZUvtYC4NkYhGZXZdCVtNA29SPIrHU+bzsb2878ADZiIA64mxGqnYcZvLoI40mUrE1/2oYvtrd32+yWj4u01tgXuaTzxegQh+0EkiDgxkQYiRYF5XrdD92hNBaI/OxTlajG7Z6hkhO/ZDcXItZuFYoiGg6XZ5OZwdtt+N2s2WLj2/fvXnBVafT4TAfPtL2YXf/C+nCqyBnpXAWuBtydnTcZcIyldRlcNJaFtUaa2BqGxqEaiLviZIwmZrVEpkaCrPrAlxNIyIldnfuOLHAapillDsORDComntQpIyUXNLivmj1ILPKET05QaNWgeXEtqiqpW4ctruq/nw6ceh2yOXT23h+/yLXX+xzPz1/8+Lu7dNPb968+q+P8/39w1z08HwaNtu7hxcimSnt93tVtVrZLRFgjuYfZTWrsCXTRqqW5WgDddudttS96/YeoMTiYKPsunTiKbRcnjOh64ZFlfLAgYAEAeQrXAVuY9g8s3oi+Wq3/XrY73LOQu8Oh8e6PJqePE5sl1pMmFMeCryogDY8JCjKZTsO3z3cfX03Wjkj0WY7Sp+mz89lWYLIxp2Zcdv4M5iY3YX8ZpOWw3ED/3ozfHOTehSUwsl/9+03799/fHw+ppSQ8mIeRnnItpREKScQi84Tqd3stw93N7d3mwAfl/r++WhTcWakrgW7Q01toajQEnXuEH1OdzLOalOtBUG5hzCCLczNh44TBxUnrR15gqfNMADzopVaAUdkLf/sy06QKFwjIBSS0iaCyCKitNgtYqLGA1FqHdxKp2rAXWnWHif/0vFeq6uGlFwPrDaravvJuE6PWg/qZC1RE+zc+soWXAP3pmZYiXpt2STxZUDSWldQUFDLvwAtWdomLZiDG6UIBugq+cEaudPoFQxwUrMZfqyWZF5YTWMxusAXoAor1kSyxgAZU06mCSbwsIBR1/VJcieDQAWFrNUo1LGY8CVbMnJTqEvV0fkuupdCwzSDjUXmIR8knh0QRpZ8vNjqkE9gl4CQdq4Pu83L7dBxOLFSen+cf3x6rvPhZtiYm0RhK1A2B9QC9Orlm7sHeV318Hw6PD+eT9P97f7h4WE5/vRw8/Aw7p9q/XD5OKvKzav95v44HSL1IZkJQoIILepu8OpKJNdBwbWWTYm1tjZBqQHFQ5O5pqThcIWtiZ8N7m9RrbKRZrZNzve7ftf1QnG8xKUUKjaFm5nBmrYIwuSCUHiQmYR2jJGJMizJbLUcD8Ry1yXU4od3/vTTjZ0fOr9JPI75cjqSpOO53N9/m7qBSMzBksbdvu/GIPS5i4gwszqYFqvFqrrrZCW8SnhPvmGawIQI03Zht5xJbpdeIBEBpB4C2wht+9QLceIntyWiuegcLAGsKY5WpHadd4Qbzi/G/lWWbUQsKl1mK6XoZIHUgnh776krpnD2iJhh2rGPXWw65ihmU0RQ3nbC+15m9wo/tHwoEAF2nejAS50sxbLt0k5s8GOuC+qSCePwshfuiTTCzck8IoK1IxGQRHCQEKdMN1130/V7Pzbq0VzzrNU9wqsSRbHQhXyRMPYiYptO9mP3AjfnpRym5aRWsM7IpaEyrRG6Y5PT7ZBGobTbbyz8PE1NpxJM7lHVRQTk0kid6sTe913f5xcGCy9Oc/ViKFZW1UKsiw0AbfbV4h9gSkAOWuOaIpycDBlsbcndWAdXrGsr7akJxQho0UkwFrlKXkDgYG+4OmurRZL4+W7hVXPzZSKIlpJNIJrSFVwognXGT04Ip+bqu47o1o07cW+osy1HLXHRjsksivEEKRTKiBauAYV5wLkpr4zMYlrKJNxxx7k7VyrGi1H1sAgjA1Nq6542QwwLV3bpmLdd55dZmMYsPWdxM9MSNrtKWBPtCFlACCYRKezl7ubl2HWMYFbJi9mnYxStdRU+NWRps41xmP31hx9v715udvvNhk6n8+HwNM/leDzfy+eQ6MIHTZuZdCkRYVY3m9sZRb0nSgnSi2QIU5yxIGrjh1z9GAChlIK6iNkguBuG/ZBHEYn448RL1eLWBrAi0vZ9FICbu3GmbScvtpvbsc9EY/bDxDjNpRi0asC5W8PL4BQWXthrz77NshvSbdcb0tNl+ng4GfHYZ63ny+NP4/x0n+stG89FyN6//7wfbybD9z/8dHNzd3N7O253m3E77vb9sGFOWmqEwV0JjihmQA0P1zmYSDT3vMtd9e6ZaA5nWq9cwN2bcpfIkaRTTvtMD6OPW4xZPFh4eXfxJopta4grVVdLnakaeep62Q/dVqRbainz/X5zKjO7eZhzdkIIQ7hjJ2qhOUqhkiJ1xB0qikY1darJWgettpjGuG1i9rbKah6wiKh12QhthjT0kqAchWNOICHqEksiM7irWQRY1QF2N0HAVVY2Qd4NQ1qqpAymTSddIqmrLqhh5BKxhBKsp7gb8t3N+BDbJFy0LmbrtUpgToBLKLl28Nvcv9r2u8xJMjM3D5FDMiVh9Vj3teDGIqYQ0KbLt7vdm6jVfK4xdX6czWddFnNT7vomAQ2sqL8gBISW0ra5LE2g6o6wAEuiJj4CjJyDbXVvtKk82lH1RUhxlc3GzwcjUQSC1yS9n//klyKuQUgJRGRXiYcKExFf0yDXRWzTqhJRNJ1J+1rGwcFdeHho0TizLYAFapAyqSA4Nb+uhJNZRJQozes+uz9NHhHFMfSIqOe5PC16UZQUxU1BNSAqEiSUQGrQGTGFnrzmzNGJJRi8BqqZOgdiRecl8mugr7tGRJvKU9Vg4j5llq7rOoYeL6FK7kSUUuLcC4U4fF5KqZgX4vTw4s04bi/n52mZ78Y4H5+XWZH2d3k3ZDzr0Z7rduyetSw0CQ+7vLsdtjseEvFfLvNcqpq56TU3RxJLLbOYJopd17/YbV5sN6OQhL+LIJ8bMJHbWDzg4SklcUtsPdEoaZt4I8xuL282AixFz8WmMESKiLb2jYYmQXTAKHQ79vfb8SGThnQwv9DT6bk8LzY95vOnF1lfjdzN5+l8MuYf333+/T/9L9X8zVd3m81uu922iLZ5KqUGEQ1db7Us0zxP5zJdtBaYRkTF4kQktSfI0HsM1UjbM5Gp5W2tILf2oK3Wg/dZHgbsCH1CARUfPp5PbUHVHoqAtwAdrkhKQkjEJAm5c3fL7EwLU4V7EMCJEkUiS+RGRCHsDkukRDP5sy790Ht0Hm4kc/FpsUuxxYjHhp+KNcu26SCCU+6DpEouwYWlywbAYNWKwYNIyTTIqG3uwt3JVN1SaGdtDtLmywZfLMTCqlsNOGekDDCTggy1IVgiJ972PRWLMHetVmuEpc5F1um/GTSEYsi0Ee7DU621WKmu3qoEopaKGL7O4hIxiDPFkORms90vjxXRC4+RicpSdSkWVhnZWoJkkzVTu5dcEAmRRFISpmjp2Bru4daiEpparGlNCWiki5+Lq+sBdNXW+yqwkDV2AsnR1g8ArtKun8n9TYV4bQ2Dnfk61GVefUXS/tO2GBKwq8WSYcaJVqoztPkmSRxsSMEphBMJR7AbBbPHOaZELJnhOUy1+MXmvFhEzFaLc8msqXNmhatbnjiLJOqIRRMd6/JTLTGdbzcpk8+GQ7VFCdH1NCQePeZG6zKRaEKlsAjUqorE5pAEcLCQCJogPKJj7lh6zjl6rhDQbndzXurpeKkNYMTYbnbjsAlUhQjSIMwJmQxYwDE//5S4k27cbe9fbm5eDN2Wshg99bdPz4f5WJuwPyJYWBKFIjsNwrsu7ZKM4XlRK8sgdypFVZoTtq3IgEiJO6EBPmbZpDSw9GHkysyTeAdPMIngcKEwCjNrAsCWHDMkvh3S/W7Tnw4wH11vE47n56f3fxtifr2Nl1lfJFjUw+molOdCM20q0/12n1KKphIMDgYR5ZzNbLosz4en58NjmS4SkRJ3OTvX6pRTEcSYh5DtNNvZajt2HNf01+Dm9V0u04Zsk/KOfTCVWoNTR8RhHA52h8i6hXLA72mX2XpwUCokcxLhvgh9vlw+WDmxqIikMceQagck9RqUicMJNeoU+qSKyzmPKeXElBbFoS6nAqdBuq4PNXilABgNT8apgoS6SZen4t3sIXnDo5CEladyvuhcSCtBiVzYkJhJIwCkxjUQKKxEna1uhI14MjtrnS0Wp5o6p9z2+xySkJgEHMyJmR3mVJVcEYW0UFa4BwmCwxOHsGThjkO0psPpcJkntRIh7k1fTcwJ4W6V3ViIiSUqOxIi2RQGcJIkJafnRIuGCl/FeojWyaNhp2TklLL0fd8lESF3NzN1e75MawVDLOEGbql1ArmKSYWusgnA3Z1IrvtvaaIRBGPdW8Y6Kmj5K60N5FUe4gDAK27g75T6uMoa2unG0QKsYyVpEBjwmgTgZmBiQluzk4RxkDRhRHJ8QWQcRzTyhCOpZbdYAlRBxI7OO/LEntfYmDAaLx0zc5LgXBMVRIWdddqcjClM46LxXDgw5DR0dTBKRmKUjFMwIVwJhjid6s1WcupTyoWzxnKuflbfW4GXsIVcYdVribI48HR6dO4cpMXnea51YYosZLvUd12XR0cqx/NZj7TZ3t/efP/5r5w3w83Di93wdaf3yXK52KXsXg6nC6OZf4ib3YDC21AxkwzMm5S2wuyhbuROAWEm4msu59WZRZE5dYxEJqHJhQN1OUWZYYVCCWl1toHUm/XfKFxCU1CmGFN0XrQUKdbpPPg02nQ/4LcP++njXzJxQslEZ43N3evnkgqkO58D1Pf9Zn+z3fT9uBmGYRiG92/fNbfgPM+2FAi3K9iIw8ytpoghJ01d1kJamqKiAbotnNd0Rc+gQdKG0yA118JRnI2VJVqyLK7BmA4yCt1pz2oMny72QabFlRkV/n65HMJOuVMZEH2yxN6n6BUTc+eJAtbY+k+qi5VCtk0p5zwX+nwqz0UqjyltO/+gAUIYUgQ7iRMbSRBm+FxtOdnZfZdZjL3Qox+KWoFV5nZgWbunEhMFnBNgHpX8XJd0ee5YNOhS/WI0I1VJlbJC5hpwZKeeuE8DixtxcbhrJXMJz3CIEiqFhrNHhzACCZjBTEmQjufjXGrDBsCd3JoTNYmYFnML4hb2actcpymHmxbmDiQczl6ZkIRrw5S086ANf5o7kimT9CKbvmvWKFWtbufzGcBqvWnSVaCRp5vonIhWrSN505X4qvFt83c0k0zTHH3ZCjDFF2kYVjEqtajk6zklVzFGg0K0IX+0BDtm4kakjVZbYTELRoN+IODkq2K7cRkjyII9xKMzSETkNZQ4IJ6SBNwAdxJpSXIuBIaxGyiEd89DC5S3jjRFoVikTmS0XNidLMJzxCjUsXURSZGMknKq1AI9TMkV/HS67NwtZ05lnuvT5XxZagFBC1khV6IKN3iBVzhMy7DZ3O1vOXe11svlskxHVT1GuUxel2XLSuZwJYEU2fhSzPJC3TT0y34TyIVtqe7JrLqrpARmNnM3cxWKtiAhUwlNJAnOFPNlCtOV5tPUcMwpCaIyCO5adDr5RD4OQyacy2meljrNXp2YIgxu67AvjOAU5lqdELVErZtMOvvT6fH46TMux1fb/s0u7ZNrnRAm7uxWSrz6+jdHE/S712+2tVYiGcZdSmme59PxHBHLPJVpVlURka7rkuScsySkbBbNRpqFOxYOWC3oJSIc6uEpyN3C4IFOhKzYYkiKuoQt6nS5OCPj55c7reGsw5wQRKEX07d2+niJSCgSF9I5iafMMYRmrmmgYaDhkbsmf9ZgYhhFC5qbn0+blBKlojTVVGggGZWH3pfwcGdnN2JH0hAjlGCRTeUws+niIzmZh+GZTkG8MBW4kjhTbU+dJghiVCavFlrtXIrNQWrgQ7HTYiop0kapW6KlinpEEkQm19Cl2Ok8UbXTUmZXZTizi2iQBmAuBANKaDGqGh00lVJUm9tnXTmvRsPUMEYOpkbD01KWae43qEwa1S1ZNS3VlDgF2AGJL5OmpgMnhDknZzgRCXNEC5BrkqbrwbRmVq66cxAAadyptmppvb20+T03s/GaEIx1rP5zt3ct2ZoW+Gf/EFoMxvWPNPV0szETSJyZiVtaQ/s3rUAWYoMQE4O4pb5Y62BAK7fQgs3ZTTwgrO7kFswgDhFicncRsXAN9QjEyp0HoUcXagpYIk2pdlrFPIVwz6apIKPveMfYuw/mqSBZI2mxOBMcjmRIx9PhYLHgXANzlz95ndUwjDkxQnqWgfPoljBCWBx9NyoEHkPu7u/vM9O8XKbz5b89vj9+/nQ6n1+N29d3+6HfVfKlzC92w9G81LOenmq3pR31sSHylp/o7pyZMnOEqbv7dhh4jtBSlnk64jxPPE86X6q9VARJ+jJeZJGcM4oCEaZTuZxKHL32WoYk01zmudSlukvTxLi7/53U2N2ar03rUpc5IcLL4dPnd99/725vXmw6ien5qafwMpt5rXWa8Iubh6eDduP+xx//VkpJqdvf3vfjMM/lfLrUWoe+CzU3yyzUUW6u1bCccykWK1yFCB7e4iP5y2XWHo0RAY9qi5fzc9SbqqMfyZfDoh8PhW6/5p+v1p8v25F6UDDUqFzqom41W00UXVeFGV32DpXZJJGMuX+kFmvILaY1c2I4kaUkBVYcGuSpy3mLvAkZ6FIpWhHYw8PJFWyQIOE8gLjWWsp0NpUIBNWkIDFO4TCCISq8ulGA3UEu7uFWylJCqy5eJqN0cbp4tjwg9aDO1SkRAk7m0fBZfp4szL1epuJni8qdc4/UHuZOjDAzj6L1PJcL5yRBv/p//3+aerRxDNk5NcdDREQowsiMYbRmb//b3WsWsfDzMh8up0tZXIhltQ4xmqKBGa2GoTfl7TiO+/1t149BrEYW4kyfT9NcbY4wzgVRA86SujwuxG6o8+B+N/YvxnFkhNpSy2J+sZggi+RF0kKsIKPESULYEYALcUYkjR7IQcxMzMaYQi9WZ628iewyWjdo30UWZudYsi2dXmhR8cTCM+gS2xhvht2P+781xHWy1Dl3SNlzal0zsXMbjULZ29xjW7v1rCRcTUUIulICgpq0o7klImKimug6QjOn8MQNJSrVtFqQJOl7llzdarEX5yWYNLP2VFMoRYSJYyQRDbEvFq0o5mb2q+c/np8+bkjvupDpwHXuhc1i0UAagrNFeKgIbcdu6DOGTq18fv/2p+//qvP55f3N3c0tM7Pk4rh7+aZ4/nA4vfn2N7/45a8/fH783/p/OB6PpWhKCeBlWRDU96Oqp5SE2B3N0N9kyCInIpK/e7UlzDRN2+22XXhd17l7RGw2m7dRfD2QDE0nujr4I9QjQpiFs2D9nP8Kjx/f/suHv/63u65+vZfepxR1ms6Hw/HhxStQqotO54uEP9zsGfRU+pzz119/zcw/fP83M7u7u2NAVSPC1WqtZtZJGoah73ud3i+W5Ob15qt/9PtffKjyw1QezRdBZWuPouQszuKcgj83AEMD2FIkatrEK9iLOSKsuYiYmFIZrxy0MA5nQmJwg4PzihxqTkHOSSSbNspUICLU4N7QVyJiHoYW8sIsufm/9ueqZCa1UlUxJwiSWJcsZ/SE7O5L1CLFxCA+zp0hLLxebZ/iSI5mDDJYgc9iE+vMYewvnhBMzqIMD3J3MicPnZZmSXaJKr5wFHGj+PqTKkIpFWElcRAiUYDVE0gQwUEpTMIlrsDcZq/8guG5vhgtUB0rBN3p8emZhB1YXNsik8BtorT6ToOwCoKaHUeMUg1INMFlisbxcFiEt/aevhi+mmE/MjMLp5Qkp3aZZ+pMA1G9gVBj1ShIG+uHR2jEmn6SHAKIA4YgCSFJ1OeUulRiuhrKVltQG4smRHJnikE4DxkevEStS1KhWCP6IsSdnUgByRncRmwRMLBcrSK4tp8rObktJddwMzSLbqPHB5xTgBnCTB7BgFP8LARorWv70ka+cgecrmzGWKPMGSilZA2zRnMWcy+uatFWgZkpJWcRKKlqKfr4fA7pg4VT1w95GDabzWa7GbST80m/+ebb/+mf/tXx6dOf//CHH9/+NPbDL7759vHzk+Lj5vZF3+fD58+XaZmXOr984Vqv+TxMIhEoLVc+3MG+mmFtXYNQpuYWhwASwRwMeMMBr2KLIHOoGi3VO7KAWZgS3ImIiZlovlwigoKYRV2LOzOnlD6e33368N6q3txttgPPzwfTuZP05s2bH39694//9D//+//v//bbX//m07v3Y9czhUc+nU7ff//9OI7jOPZ9n1Kqy7LZbCLCqqaUzExAKaX2JUpAVaflYpfLWdNSzIhdGojVsZojiQIKSik1VU9LL29zVqYwd26aIXBws5pwrJY3+3uXmhtALpJWHyLgjhWe8zPKhiOUiEDcPJfrpqqNef/ucmqEj9Xsf1V1r0pJsPzMB0dcIZxo+m14w9J5C6BTRbhHVLbqqhLGZgggowF4v3wsocmHItZ3DTDDOTjCrGW283r2tE23BMDUOAq07kwBICXnFfbo8SVzqYnRm4uCgsU9iAUIpss8NZSCtTNeCIBd0/3W7yaa1ApEKEihgbk6dZkyE4pDrYnMfg5iAho1VQxIaLAyoiSUEzODOXHSUiQimuIMq8IiByIc5kQaXnJEzxiZ96knc9MooYuBOXUphyQvnkKIYOzUXLkEhieiUKu1ZvUugShBwq2mmppQgkMAMXAQEwuaqztIwyosIpiTMJWGol8vFbq6lr54gILIrzhiCvJWjQqo0Xea0J+ZG8RvxRCEN0Q0xyoidHJrpx6BAmRB6mHrExscwYxKwV7qrKqe2uGxdlK11v1+jzRw7kiyh16Op49vf5zm88x0f3/7cLM/PjFFffXq9cv7B7Xy4cOHcbtNKZ+eD0uIdJhrXYrO/duU+8RJjR2dpM5DirsSNCLBwC2XyqhdpNK1v2CIgNhX2gdTIkgf7kTWcEsaKOaBIaiCAGgQc8NGM11OZwF1KSNZmNdlIaLI+fH9j88f3225JgxW5uV8seV8d7sX0P39w1/+9C/MKaXu3fuPv/v1b97+9ANvxpyllDkJPbx5M46jme02A4Aw16ylsJUaEa2y2Y2DCyYRR1RVdQpmScnCvRHD1z4LAaKAcPMNAeTRuEvxJRKp/RNG3KwawWReuXnVrzOQCFcPyVeWiQNwCxInZyIIomEqY1X1UBBzswe3XKgAEEbe5IzsJCB3YuZ2lAhE3BCARqMd+TrnCDixuwPh1Bhw7fyDrwkDoc04585X+EErFNFmio3jw3Cm2tCdJO2oSh5CCCZrHuG2HfvZAt/QT/giPCby1BlWQNzV+NzmzlhPPJNof+12oATl3CgR0RZkTIFwC0pMWFkSQU0sSwAVpFJjCV18GUyIw8wWc3PyFRnUwpGbWdFJWoPrTY6koJYPJpIp4ElNizbAWwMzmJM7yBIqo2b4DctNxy+3vauXoudiR7NzWDFCxGCrcjQ4lEAUAhNYp85mXgqVylSJu6CORHrtVnwDMSAhSYmJSN2aeN1hHgZpebAoq72WWNaVZTN2hsW1E2y+JGqFtSCuEPm/n3qsqIJm42Sg3QuCsNVavVYzpIFwsiDzZgWAtA1DRGoIWY2ICIM5gE6SiJhFVXc3Brquk9RXYdOllnncbLfbW3X/8e0HDv3q5f3N3S3Ml7kGcDg8OqWb+9dp6BbzYdd3y+dN3gcPp+IamWUPGTXMWRTugLQ3HFXCidnTTTATizOrrCJcBsBkJAH3AFmoo7qRm6q33QTgMHPXGu4Ou1yCousyRxdmMZ3CA31/+vjWp9Nw05Xz8zEmmy91OpcuI9Lnj5+6fv/w4tV//+Of//mf/2//6T/953/47W8+Xerr16+TyBfhgoBevXo1z3NrA3POlquZXW8JZgYLnFChihRM4BS6BMiu6KYaEAgI4ooIb1skDyIyGBFxkmAObj7ZiOacYGbXVj9KG+A2CzQabbFpA1sKADyYmstpBflKu6qBuN5PbW/+5QBo+OEuiI2YINekPEIQmCwAgvsKZW2HrEc4ocHwGix8XflnaVY2BDEiEzMioSUnUsRqQfK4AumYEmBXA7F4NNl/lXUbamgGb4Y3+SeIKMib1cHJ1tpq/dQBa5UjOYD4QpgJrMQ+gIgjS3O5r2uztdyMBmhZyY3BcQ3GUe4iohrXGhWV2dVCVTl31taAxFdRFFNAMiPgGsXqbHUyzTlnEQtUwJpXu/mBaDX2e5hQ7VMkeE/1tuNXu3zXB5xr1/fFsKiaa7gGb52VQykqw9mJKIeLO+bpQXjoNyBfFAtZiaWAB79DsDEMFExOAmETIpKARxiZC1jCudT2+I+V2N/E8UTMX86gL+MbhK9pHVgt4q3UbDLYWHFO181mK0yCgAhpNnb3prCMgFbSoGrt54gkFjAhJTfyPndmJTNFLBzIOWcms2CJS7Gnpyc+n7bb7X47fP311/yLrw6Qy+kZ4Ndffb2cj//y/Q/s9nB389133/33P//pw7u3Nw+vhl4ijFw3ffcCl0GykVfVasmJomfm7MHuphQkbV66AJYiOXVgmAgxBTMhEOZuRGjVXynFrXrVcJUuowbCOAIWXquXErVUXbpQL1NURkleSjk8ulUMQ33/066Xh+0NLU/ml/04PJ6fj4fn558+/MPv//W///f/8f/1v/6vnz8+ffz46fb+xfNx4tR3OeecsSJGLESYeewHbWS8gBI3/TeA6fB+qVSHLryWsMV1jlhYHLCGu4wWEJe8aRcbVrixmtZbtcnPGV9kid6GnhRMqa131oU2R7upIwLcphEOXos3MBoWAdHmX034ExTB7O6Blj0XAkc0yzeUOcIb/Zmjme2E1qahvTdXimj8CnYn8pY7RWEeQShNdJhoHSA6KCIFUYREBFljFABo+Ot22IVQBAQkAQqRAHswMMmKNlhP1rjeK0SNQMVCX86VJM62YnlaDbvuW1YhQLRRS2OaQYimqu0RY0BTZRIzpVYutnfZjOkr18bypt2oDjIn8QA4OAdxeyPETIAxByI1mS4cTq6Y1S6lMnNmccLFdIkwEQqO1Px9AUphFcIMzYQubJv8bpCsRUhSyop0diRyCXJI55VBynCJwk5EZD5Ccy0vhs2b/V5ETqqPtXyY52WZU0gQ4Ajm9cBiBHnKEqVCawrr4OIetXgpfP9qrUqp5YpyrH0hMYhXPAGhzSYCpI42wmqu7is4wlelfXt8AWgcbrRM2HYtuWuYoRrUB1BoCwpaATSR6Eth7e6lFi5TThRM83wxcCleSyFNiSDk1jEjJvQkvaDpVeal6uX58P7D21LKyzevXzy8+vP3f/uv/+f/8dXXv7y5ezg/f3p5N4pS4b4ElUoXj4BIv3MA4eHKzoil1hOFBnXmNdDIdYnCAW9ZJB2jT1FVl3KetQ22udv2HTm1h72ZeTWdvC5UlwH1Mj1bmatA5+ny+VNdZu0zHT7ibrPPr3XRgelht3v++OF8Pifp/uUv3//zP//bD+8/Cefb+xd//eOff/XLX/Q3d2amqjlnAeVxJKLL6czMpZQ6L7XW5lNZL2OrAQGv40Zr6hfhcBNIu4kMjVLCDt41ONNVOE0kQQSWiPD2HFtvo/W0yr7uwb8QyiAMJ21twGqkaxstYcjKp2nk53avt8z7tZ2yL6EtiABc2/W1zoSIV58uVihowBnuMBhF0Ipwb+dlBMHgQVC+XpZtmmPOTu3p2xRnsZY3iHVoA2O0Ro+CkjN7SAAe2qwoa/HWRLoIxFruMEC+Gk+A5OCgCFi7cJxb++IRgQZJC2+0A4AdVFxFhImx6okjpcQiWL895EQc18hg0EKJriImdyhRYpE2eQxvWVsBSDT8HVkomFk4hApwrlXbfIzz4rp4OLd0CQEowp2TU7LwIG43MYOypChTC0xzIwuYk5I4p94JHEJhBBMCeQoni/vd5uWwfdl1KaVt37HmC9nZZlJvXF2DGcibYg2tOCqiZZ/4vu8HirjEXPWDX7s5bj/jRoJGo+EIQdybrBEebXDeiPhX4h0TMwnDrhKy+DLxaFdVkxUGhYdZFPVSUH0xg5pqAYcPjCF5n5xjWSYyCzasEGK0Lf77D58j92nYbDab/X673YxJAvDx9qvdblcuxx++/6s6P9y/Siw/ff+X//Lf/vD/uLv93e9+d54ub//Tfz5ut/d3e50vN4uGL13eGXWL8zJrNW7UQquVKASMcqH5SF4F3ZLOJIIkAmFueA1jr+7m0enl+fTh/eV88lq22+2Wa+rvw6wui5bZykR1ES3ipedYTu/m00EIXid+eqR5oj7fbRLPFzs/l9NzTm6LLOcTwOr+q2/fVDOzeP36q8Ph+G/+zb85Hg77/fZ0Ork7uR0Ovt/vx344nZ7brH2eZ1WlQJu1ARgkV2ITUYFxWKDtFlh1RSAGBGJEDg6RUPuiELweVURE/nczbABC7bCKtNLtDUTeXLrMYPa2uGnlDFxACSQgVyVOJE0xtIK9AhTEgDOE4GiFQ5NUXkNCOIKvNrdY94wIgtn6eGxVWzP5x5Wf/iXyS5sFiEBwCQonMZCjpKta22N19EUo3CiaIqlFsKaAGLGHDqBrOUpoQqpovay33dYKPG/1KqNZGAxwgq3fFm/HWzt44Lh2JiBizomZw8yb0IbXYOC1sY8vE2UAmA0irQmPME8MZsmSzWuLtGn3pLR4HNCizplIUiR3tyWiFA211Id52Er9TSBqDbZxX8kIoUEcLE4a7ETByZGq0+wxV0xKC5EmkS/4e4Jxy3b2CHt5+3JPlNSiKmfpM41915VUrTqg3PIIQrFKuzruCNqJv+n7X97s71KKYZq604elBBAsV3E9ggUAcUvgBoezG5tx41z3rQeBIgTsV8ayrxh8cBsdhEsTg7KupZcbq5rW0BrVnp+evCymxTm8B20yDckTh3ui6FMeZEhku8wSrov++te/rsE1iHPKOXdd2ox9n+XtrD/89Xu43d3d3d9sD58+ai3/8I//dDkd/8N/+A+n0+lf/+t/PY7jDz/8cHj8vN1stvOz1RxDcLpZgo6zcqTcbz27lwLyITjKxecjWc3IOR2SSHZJkTphgrMbQg+fPtKQzs/Pjz99f3j8bLXc395t/Tntf1mXeZkv5XKOuqSoHbnANrvxfP5QDx9SYvHq5XnQpZf8zVe//fj2x8vh0/z8OZL3rKfjYXv70A8bC9rubqaPT+b26+9+u+nyfru9lKXOi4gstnz8+PFmt3/16pWZ3d3crHVPoK0CRYSIaDZEqNallEtaZkdhAnd8tZxFkMKDxTkAVytt2xVNpcJ0vdjXWRLWmAFPzo3HzWEWMLTypjVdHN7iMsAeCSSBLkIizNr8Zg09WMXO6wyUnVyu5XUbgkUYhTNMoslvmAJ2HZsarf+0ryhGuo6so70xAsLNGOuyG6tukr1pzmNqgbAr/Dc84HBD01SHgeQ6vKWAOJRJAHGjCPF1sr/S+Np5SeEUAmYg1TVOiokcgXADU+qytbcUZNW1qFlQsDCbRPha1qWUWjPvVQEQMxHUV4J1SimlhNRFA2AFhIPgHlTMvbZW0toh3ZBWqiq5d/dWTzlLbZnuwkvRdR4U5FBnbhwrtYS80aApAtQPnTwX/+MP7795eDUpJvVzxQIxYQ2Zjf7/XkzUopLNDCmJyJfWmZn7vp8XM4ILhQQJpxQkyAQ7HwazV+Pwq9vdA1M6HweL7+5u/69Kx+fzVBdOHYks5laNmetUxj53xLbMUWvXya4fc+ILuzrmZb7U6ix52FGW6lFKYeYMRIQAmYlMrWonYeEe5mpabZlmnZdY6vJ8qPN5mS6Gomw+cLcbhv1mti73wsyZc45Ulgu77Xab958Pc4WzbHY7JqjqNKlV2e++ZvfpctJFx6F7/ebNbjOej09ZUinl7du3ETGOY9+lsKVLm/MPf9s/vP748dE2L3/3q99bff7DT3+9HcfL6WCnsySKPunlmG3qGDTrZng6fDy8+PqrjuW//qf//E//8LtlvnQM//TTp/l0ePz0+cO7+XLKks6XD3/99NeX3/7+04ePl/MxwXqh+/2m6/N0/Hxezvsu322wH/Of/vsfv33xoAs/Pb5n+4ZtOXx8xzbdf/vatPz617/+019/+Or+Ta319OFDP+6/fvOmTsunT5/ub/ePj4+11vP5TEQ3u/39/b2ICNHpdFqmudbadd12ux26XlWXZdl0w6JxaaVhElijtivcqToDTCJEk5WI1Ci6LAiSawkQTCGSIoIR0mIZ3BNaUggyp2LBiC51yryYuxlnSTl71TDPwgMJTH0u5jpEZOmJZQ4DSHIO4QAvtcADYWBkIgE7FB6SLUWII4UxnANVq4VzHhe4Rg0EUbvRE4chsy8FVltUvVkFh7DUOnPXsaRYcb8kxEyosQRCnMgdphSe2L0F+ElmcHijeLZaLlKiqBqqrJ4iuF3ZUUlSE/yQiBA4SIKS5YYfCGJK2tLtjTVcFUQOJhJkIqYIUqwK9b9/ta/s7gGwSE5p1b0xE1EJj8DqJwq/DpTD12ENE9qshjn8C//ACQzGtew0sNMKAnJuNSODAA/KXTgQvblX+AUIteKIpws5VZdLpAtJTeKSiJPOa8JwBFbsg1MEfXp+2g6bYTd2XQcmd6s2z3PxnNZT8op0Fw0AKWrn1lvqzbZgce+KJo9+uKlJwhJYggXBxllAaTeIO2npOe9vxofd9mYzCuOz12J6vEy4zEsQOBzR0Pxrv2BGboboiJLwTUfF9FS01uKXy3y5lPPkpV4OT2U6lsvJbFHWSJ63fX0ePqa7/OKOh01T+iQRJqjZw939pVoN7oahaYJctZq5TPAQ0OV8evx4cq1JIgs/HY61Wq3L999/336y4ziWZXlZa4+4zfm4TPH8+UWS8yj++Pb48ek8TV3X9fvNJgV7Ja91mVX+pddl+uFoXSrv/vT9/LFczgI7Pz9P58P59FyXidydYn6iIqiH42Y7vEzy/scfXPCbm9/GeTn89U+hE236V99+k5f52/uN+Cn1MselY2w33W7M5XR5PjzC7O7ly5evXpnZ7Xa7oa4auXvKzIzL6ciCBI4roxrkYdXMhDglTqkf+r7vErU5P4zMycAgEvaVa2ZkmoPazUYUBZQTEbFxuz3XKKmWBrgyVwFSRWjH1AsYFrV6Lbx/KQgwk0gwJ0oB5pxqrezB4VHUXDvQRrgfNtlmJ5/LBRYQIWGHLApO4ljh5bE2m+IMsirwzjVp4XARYRJtA2t4rHqBFv8FdhRdTAstJQfYPVw7QF0Gjhpu0HDmIA9YOBye3UA5kBsj1bSqG3nq2KNR6plhNcDBBqo6Z1AnPHikohwOoi7nwqCW5952oB5wSTU0sSQOCpdoozUjM3GPK1g7cXImdTZ3hEsjkQMtAp6i5dUrnMIt1jFWuJm7e+5biWwAt7jKtXNvodIg4uaoQUvw+9JOtl1jpHYi2prxccX6oZ0zaFQcI3BKxTMcGihOy6lScCBMaE7mTXAqVARG3E6+5E1NFgE6XOYP4eAY3KvIs9u0mFbyoQ2fmuSgyU0R7hJO3nQDJjn3KbNaEzS1qs3Ws5dSC/YkuBmr5US3u92r+9sxsVWlzTAtJSJmNVdTWqVYklISSe3Za56JdkO/HYavB5lqOSxzJvcyTfDFq+lS6qXM5+X8rPXiUYLMJ6FL/y6muyHR/ZaIGJFzhqLW+XiZ52oKqaZmg7AzXIj+/Mf/QxIl4ggzrREmDJYQkf3tzTxfDodDLfMwDDnneZ6en0/SPUcalnmq/tfx/qvXPb7/8Ff/9JTUOCXx/XY/UrguF5vn0/m/3NzczAcdb/cveL68/QBVdbt8+nB8ftJStmPfd8nKUkoJ+Dwtu5cvX755fcFl5PxyoE/Pn6UeoMXOZyy7x+fDbuzrMr189ZJe3W/G3ss4Zup2m5xJhn673crAzyX6cagux6fnx0fbdR1cT/OElJhoGAYi6rouXaUhIPR933dd13Wt9Ca/ps7SdYzFBHOYEokY1lTxCGIil0WIXFtSRpAHcYt5YoiEsxu5ZdhO5GbIHYktulicG/w4ris+IiIWEZgLR1ZQaM/YZ37Y7bfjkGqeVQ/TxMWqJBeqLeheBICbNTggEZhdCEy667p97gbvJSICJ/UofnRjSW3G0EYQEkwRShauyVSA0SEBZ1KiC8XZzEktEogdYmhuEkiAzDOhQ3hgcSdYCp6tDcfFOCm1JSHISuK0YR7I2Z1qdYlECdxo9msWRTiHeypWQAluVEs22zByk3DkrG6zRnGrQEii1o+qtxUXrxsAb6CVLsma8mAKChC7u7kjJ0TwCgxt/hMG0GyAslr5VpZe6+m/iFSdVvFXNFZd65OvaZERQQG1M3FQIhBIkjKHCcjDG1OGnaUFxDFRQmhiE2biFMIhCGQA3NVcHy2m04mnk1OuIiWYZVyTO7Hmyq4bhGAK8iiz2mmpu9R7StLnanGez0utS60KOCVIWidRxZNrJqTEKTFTmFUtUx53FWA4vkTxRTj8eohDQAFP4M2QX97dfgObum6bMyNU6zxflgwvnnIYuaDCZtOForCBa34Kr/UrAM2/QmmdFjZxDwOJJScWkUwhib79xevT6XQ+nmotAKoux+PheDy8fPVCZD2Kq7qezwGMOmLW8/sPw+5WnbSodHlDnUyf7qW6kOospzmwgYcuU4p4+unt7pe/vJyPe321j/r86ScKW6Z5pCAoj3yz67rEF5TiYGGNRZ/f0y7f9bi7GYZYyvHz/bYPpe3Yd0l4O4x91/e5H4eHnLSTgE2l3gzDfje037tc6puvvyKRMs/LsnhZeBxyuLCf53m32223W2ZOayY5ZUkppb7r+r4XETMLbQJglgCTZGn9Ygt2NXZNShuSgTkiVDAxEMWrecpXGcq1FwmXIK91ZNwO3cOmux3ywEDPOub/89JOKnYzA6srMUIpC+WAkGXYPsnL7fhi32+6nKoU51EiT8uzo8CM2tOlpVg0pi2ahouDO59ebLZf3dzsmJLZXPTDeZptnrz579bMF3LASZw5EVIMiW9C7jvpQBBoLx91CdeqxgyizsmNBEzREWrANXlswFmyJp7Ijy1mnoI4EeBGyqDEnXjv2jnGQMcBgQcmK33OSmGg4CBnhmRQAjmFsxmWJbnfDv1tv0nEIjKV5Rj1We2s2tLGJJHZzzE7hHX6y6AkKZpzgpvyPpKwJy5tPNySqBkSIQy+UhTwZU1LV4NA4PovXDVG5G1I+eUPA7g+eZJfmg2LWZygLZs3SFJuwZjNqZHJiNyJlq4FjksGr28qQOQ0bo4+H7WgPSMUJFk4uy/tDTX4PIOZQphAoYqj+tvLUoNHRvaAx7Goui2Ixbw5XyUyIjJDklCwki91vtS0zSKdaC1QhSrMw8yZHck0zArBhxYWUtWY2K1j6k5nZrbwk2DDyBQUGlBiI6puC8oi9UxepAQXsc3OzMyqe1VVEAtRSmkziKG4oUnbQxEc2ejXv/jd4fD4Ufh0OatqYvh2K0IErlVTyg8vXw+by/PxScMhHPu7j09PG5l3u10p8+nwfhi3NzL32YZhOJ7r5XKofnZ3Vd1ut2+2+eXAG08bFOnkyF6rHg8fX7582N9u+iR935e6aHju0jiOnx+f+hyX5w/1dE77wcq5CaQNuHt4GLeb1999p1Y6SU9Pj5HEXYPJikG6yzyRkALg9OrVqw+PF0fs91sJTxSZqU95trrZjPc3N0Q0z7O7EUJEuj53Oeec3N1rNVMgUhKh1BEnTitjEk4BQQxMt12+TR0hCseRnepS51m5a8spMMFCQAyXYDLb9f3Lzfhy2+3E+9DUs3T9/1VzKLu3aKP27FI2OMK8xjxn16Ebboe8paD53PnU5y6NqViZzstFi3EPkTW/4wpT+vIaUbdkO/GtO7sLx8Q8JuJZSTLgqx+7rSg9gl2Y+oQbzi9Tv2PhRLVjzDHPeg51MMuqCWuOjzAjtxy8Y9pKlixLwg/zcXYv4WCQJHdYECfp2UVVLLbS323HHrh4ffby6CpYg7KIJIl0JKkj6YWTgT124Jf98GqzG4jMbOI08ELT4rWYmTMzZ8NqKVwJnqsbEGWZm60UBDfzcE4ixARFOIe0vEYiAlyI/HruEAFXHh6AVflGWD2LsWYax1p7XU+4tR6JjVQXcnaDe5AGIVgQYp6azMrR2N8dCIQlQRzskGDx9jlTsC8Ck+ydZBYKiYXZGMgJ11wSgCAczC3hHPDMpzIvS30y65hSBMJnZkhygikbSLIEc5hTYgnzWssyebkgCt/uNn1f5qmquRrCAMDD2wxQGNZcu2AhCid1hHXzQol7xuDGYQQlNohxYiJL0IgqYaw1s2dn21BdSlmWgY09VFWEM8upXMq8TOpiGhio4yQ5pfT+x+83m82vfvkLd396fn48PKUpbbfby3z2EpLy/na33e9Sl2tdcu6L9M9Px1o1wZZ6mT8f99tNL8Fe77cbUbfLMqSkFpXidjt0Xdpmvr3bTdM05vGb1y9My/z8aRDebzbDMNRa6zR1TH0/bDab56ePv/n2N+fz+eJFKFJKb968enx8nGdA8ufTZbxV1+D9cKwYxw0l2e/30DyM6f27HxYtd/cvH968WGq9LJeU8na/9VJQ5xwWbq8eXtzsb4ZhUG1s9fWyHLq+GQPbT6Etjpr0L3MWESFu2ZyJuQPtUnqx2bzoe4JfYD28TnpZ/LQ6RmWt0d1bPl6GbRj7zDvGxjWVKUMzIeeNgzqPwmRgCm8j4ATLQQRLsA3TPtOWTcs8Um2/vxV0ZMmhnHPqImwlzq33zTqG2abYJu90iWn2ajn3u8S3Xf92Ks36hhBgldewo9iSbYHTkHCT8p6JiBbQXeo+01nMmBw5jIkIzGTsDiPGINhL99B1kvOccSjnZ7UzNekRXEKdhTm5ptAecpvlzXa7yf1s9ZPN58PHRBBiJ06+BkknhmdKvbCQ7CjuOd+zdODiPrB0/SZAxWOx6nFd/l9f16i+FnHMYz8Mw+CEuSxLKVY1mNFsx950Z3x1hawDx9aW41pUtf/hKzSmWWQaQoadmu/zf/jSABIWD7JIFokpGzMRE8jCuUnVUCkieYt6ixONAu88koENHOESNcGJJlAkGXKXPEEDxoSUZVUJNzsmBYWTEZkrKKPjxco5Qla+aCzkKVFAosnI+ha3HC1yTMLICrn1Z0MsWZhqaMRcmqEocWYRkQjOKSokkBjJM5el1qVM0w68AIsp1Ro6uykQIkxkLSlcEAme4dk9I04R03w5n8+7bUdEqlWCRWS32zklKsZ93mw2u023Hcft2Jfjsr3Z7/f7qg7gcDicn4/HyxlM7qpazSx3knNW1cPzc9zezF3nMFlmt0W0bI324/B4OiRsMpch++3NqIbj+cISMpd3P3y4vb39/vvv9/v9y5cvScYUILWxH8ZhPCwFHkO/2Ww2OefNML558+bPf/7z7e3tZrN5Oj7f3d1x7t5/+HBe9Hw+P13+/OLFi8+X5TJXTf1+4JQz2MbtJqXUdV3qu3G7/fx8iIjdbtvlfJpOY5b9MM6nw+3LV0RUSlmWBcAwDCklAO3Rm4hNpBmbI4KALnVCnHjNzCSCEPfMm9xtc96kBLcIU6aePYUGS1t40xefWUDgmYjNqBQR68m6sOSV3a6Ijoho2XRERElIIB2F5JxLIStsS5ZOCAM7oItWWJGwzMmZgzGbua+GYQKvJZMFx5LcOiiHiht5Sh7s1iLUVk1ffFEgkGphq+wpRwzAYIDXar7pKLlDNVIC2nQsmLhaSYAQxpz2edin1JJSO0AiyC3CwKEUxMZsybVjbCVtO9km3gglltoN/Um6zMqsIdzE1s7J1SAhoITowDmoM4jXpJq7nrp8AZ5KTW4lWkPkILqeGt5CUwG6v7vd7Xab7TYiHk/Pz6fjXEqEuQcjQnIA3tjJbG3Y9YVK1UZUtNoRnOPnDHpf3QCrmWz9om0O2qQGNoUzpKMcoCRCQjklSaqJTMI4DFjCHVQpUKTLjuQeaivjHOEMZ1ksqlkl6g1itKEupY7EI1YqlTfVLFMEinpKQjlFThHq0tgKUcuFCE2t7Wh5z1AKEaYQGVKWsQut8E+HJ1vmHfXOPAWVIO+IiEQkAQ7YSvMlM7OlTBSnruskmzuqlvmyXKZ5vtS6uJuq1lpKmVNdpJaoteU9mtk8z8uyxCazoO0+RGQcx7n6rIuZLcsiZBQB199+++tpmp6enqZ5VtW7uzsSPl7On58eU+KitdSS+3R3/2LYXN6/12c1GbYUpbhl5nHTb7f93X782788LbfbuswUOnQ8V9S6nE7Pr+9fHR4fu5TOxyPcv/3mmyZ2WZalYWFKKWbWdV3TxxDFfDl/+vTpq6++4pz++Ic//Po3v3vx4oW++3ReCnf9eVq+3d2+//RxnpfDZf5Nt5unM8rl4Xa7v7m5u78NkcvlYobNbn97eztdLsuy3N7vXry4v2Te7Hbn8/l0OpVSNpvNdrvtus7M1kaPGUA7rUzV3YU4Xyk3aE9rCmZudxC7ay0RJQTQCrfrobYeVevHBDjgtehCkbrU05CTqIaXWmutVT1M4MzRgucjVJdo085lmV2XMSltU1QOLZNepnI+TUXD02hSVVs4RXyhLFyV+H46Hup2x2PfC7fZcp3m02mO5tj4uxfFz8UBcTBIEDmiqsEsdz1bwDRM0TzzERRe3YYgkZwlD0l6SWaVq7XRu0PbrWvu5OQcBO04jyklodBa3RUOQZ+lS7wQN5zOWppsqKNi1SNyvjD/xLpkv9ls5nlGygV0qLgA4dKzJO6HZfEki6SJpXIkxI3rvtZ/Enldl+7j0djrpv9hsD/Nz0fXgV6SMJwa84c4WUqdcJZgL1FPuU5j8n0m2DxdTh8evtMAU5fThpFRoUaJU+q6WqtaJTKwBylRMGOO31tZ4NY7RD2WOadl3PTFC3oySQtG840hgZKIfDM3SCocVqwIEXPaRu+XGOlGycqiyqopzlnnPG+nl2SFvZAXQSGKQLKcPKDkHkIcRB6+tJXwQ/nWNVQsSylR1WZBd4tOZh5ok4Nci3OdUtW0VB7edpkaNcUphXChXLwHRURQ7+QeUYcxxv5M/pPNb+tmsXJWnOvmnO9PIy2auZxS5VzIK8GCmr4MviC4Ph4+l/db+u6bf/PxafnFi29Q6lSmNJWbsd8Kn6aLlyUzge1Spv/w/F+GYdjv95v7mw2QT6cGAK1Lb1aHoR/uboljvpzn83nglJ4/fPvtt8uy/PDDD/v9ftNvSuWbl//wq38cPn78+Ovf/aOqfv78ue+67dAvy+Wvf/vb3cODRbz5+uunp6e3798Pw3Bzd3dzc3N3d3e5XLb7PadUa7WIw+HwP/9P//b29vb/+X9/+NOf/jTK9jff/M4m+8t/+/PTx4/fffcdM3/z1au+Bj1PNzm/fPlyefr44e3br776CpEl3ZzPdHu7fXz7eb/f93x++svH77777vPl85vf/sKs7u/vPnz+MUl3f79x25Six+Mxcco5d/uuk2ymx9NhvpxbfnCty9MdXbxbMNfDM8f+Br3l3HWwrI95rjsOGQ5LentcPvv+3G0rOnKQGxOts67miMjjo9mkcrDtveyEeKnn83T6l8GQUphzhIQJcyZnjWEcT5dzCfDN7adO/kTSq/XjJtekoQt3ZRiqAZEImVyydBlYJRcoFk4IJJ9ufvUHG366DN04eI7TPB/pdO46DxLSMU7qboiSYs4A+PXUWeUF8dc+LlvZbzYUVmt9/Hw4u2xo12vy4AVc4e72j3VXl8msvN8IbvnTmK1gmvTd56Wj4SviOlONUsFG7Lok20TuJh6e+9FyzkRmtYSFS1+CPNQQbnC4W2JOEe6k4VS0XibPFK5FRDxitpjLourVTSsU5e/5rF9eQZDUgaIGilqtqiBOuaN80da2N9sAaE0EiTLNKepW8s2uvxt4TJ7CcPtwtKEUVXUPJUkUa96u1hpuQhDiCIcHkTEIVtwKyJlSYliwI0q1Ug3CzQAaaG4DD8LiBYCQhIRwAhBEhVyYnYmIUzRVbAgxgS5aJFQoMrdRmrt5DQV3K6opnCESmSMQ1QjBMHYnNCQVKKzNDeBG4msQNIxbb0rhjgAFt5kgffFKfHFv/V3zre62OuSvoIbrZOLvXw1F1MQWrYsBwMzLsiSrWYQdzMw5996bXRfe7i9evYqIZVmej0+Xy+V8Pk/Tpdb6/fffb7fjq1evbm5umsN/miYA2+22vYGbm5vdbldKOR6P7969++1vf2tml8uFme/v75n5crkMw/Duw/PT09Pt7e1utxvH0d1TSrvd7nA4DMMQES9fvpymqU2Rcs4icj6fx3Hsug7A3d1do0rknFNKl8tlHMfj8Zhz5mbljcg5N6T68Xjc7Xan0+lwOLRPmFL6wx/+wMzv3r27vb1tfyyJ55TCKYK4ZQV1narO5rWWy+VS5rktdr1FdgRHWEgkoUxMTBFxuVwilkUXZzkVTMUtEiVJhmiAhYjGvY34YmXBpRScnucyMVFdyjzP0j9QtLRycLOdEBFIVWFtK0QUiGJF3avPy9kd6nAjUGIiCWJK17JIAANJQxIBdDleqvpcVE7JA4vWqWqpJkPnTm1m6uHRmke4qpkbQHMtz+eT1gIPVS1m6mHRUtW84dGvXhsBhTmmubi7L8uyLNYyyJqMgMIprJGTRKrZXOrEPOYUzO7ctkLNUL1mtIKJKLWeJZwUBPMwNa0nSeM4GmK2OBVdzBv+11QTedA1YXRtzNiIF/OSWVp8SO4DiLQEsTpE6AprWCtMcbh6jrjph69v9g+jJF0kbMjprxOOdrnUBTU4HEgRIPJlrjlxZqJwWCVoZk5EhSqTRVhysAiYzb0U1YC4QFiIJMgQREYOY8NqUm6uX3Z3s8gre5cIlELIQ4wE+EQuwl1Lew6Cqzo0KDg7BCFMwSHiEA8JMiGXRu1pSsAwbu2zVIYDFh4ECDtYmV1jbanXb1A0xszqDF07XkJQG/VZuHuj1awtBv2P9L4vR1XDA4X7siyllGbcrbXCdRxHCc8pSyZKYha+5pOvZ5CH1lojYhiG3W6bUvr8+XPfZyKal0tb8G02m/1+v+t0t9sdj8e+73POnz59UtXHx8c3b95ExMePH81su92a2fF4fPny5cPDw4cPH1qjd3Nz8/bt2/1+v91uP3361JrB29vbdu5cLpe+74no6elpu93mnC+Xyy9/+cuGQ3h8fByG4XA4tDbtm2++aSL78wnu3prZDx8+jOPYztzNZuPuzTP029/+9uPHj41bMG5vmVkoRSMPrchbaovUabqcz+e6zJKo6xIR1Vo9GGKZfNMJ0nhxmtXmy2kpfDpPRjSFTOhrEk5Z6jrCoFh97gCCmHJyrm50tHqZK4MiwoW6JpmJpv4Gx7oXa6xa4ZyZmaBawl0XDS0Ny8iUuOkUgldWSxsEN8fu+gumlGpEnZdYFif2CANxEnNYixBYcaONacAKaluqYv58maZpITd3Z06LeQ0EyKP5ZxlEFkTCoFzcny9TuoRbVVULMiIDKTVxETeopDsttdhSoJU9htxVXc7LrAFd2VMtk5wJKUESnELg4SZc1LzoBeWs1RwlohArdZQ7Bjmx1+IULdGwFSaN+vj5cu624zZnyRsaOg3MLmd3E2roHrq6h5r5spfcG+9S/9DvboT1XNnKSN3LcS8FPln1IGqSdneHWxXJGQRVtjrmvO3z0KUpZGGdLSIMvgblFg/hHikxCTOHm6z1i+Uu3N3DnSJYQFE9nN0JTYpBADwEkQAJtiEB5iQKTx7kmRo0gZiQCSJBybXhXzly6RAcJjC4ozEH3RFgr+IGcoczSNaAaK6Nn0YRDpZGcyNcVSLrrwJgdgZc3TTWJKiGGKOWHHqtxb4QzdoTJeCXy+VwODwfn17f3WOZVl+UpJxzJ6mjodZaqs21uBPIU0pEvbufz+fn50MpJSJ+8YuvVNXMzudz+0UrfNxLSomIVHWe5/P57O6fPn364x//2I6kp6en0+nUDr77+/vNjpdl2W63nz9/bp/h5uam1toOqcPhsE7ZIi6Xi7vvt7tpmlpZ9Pnz52+//bZVcF9//fWLFy+enp52u93z8/OLFy/meY6Ir7/+er/ff//99+2MbtuApplqOk8A4ziez+d5npk5qaaURNpYnYmEr4+KWss0TfM8a1lyiAjlnOsyu7Dk2PY5b8ecB5v0Mk9z1WIgUSOunGtKIWCSztYxK7Vjx6Pd/DUAkWBu2Z3MYBYRyUoRDem8PrQi2Ck6zhCHN/J6w60WImIe2jYOkYjEgmERbkQJANhbtgsRN9lgN4wRUS083BBgScJgmbRciTPr9n1NNpDEJITwQDEvVtaYqOQ1YERB/GVrz5LUjViaA++8LHBbQ3dFPOAkTs1xTUQcQUgZEVbrVOzRp0yTmU1e8zgEsxIQiT15EAVS89xGREoJ6IPZ1BBW1c1REE4SmUISmtGJHPgf2pMAK8njNA/MizKZKvC86MW4gGJFJlA0DWij+AUyOIcno6yUAq6RTKTQfhhmngdaqAVChkVQwBK7cEiE1yVH3I3pxWa76Yczx7zg+eLHpZRqIdmJAp2zEMSJyJzMyZTgDE9C1cwbzEu6kBQpgWUpVSglRA5wE2pZiARtAIe6wRTeINg5UVe9aTKYQYIscA4ItIiztEdTcEQL9AGHsRuHw/Vq+nRAg/prgoa3io9I2b50dl8CxK7PZ9ZwxRUis37/r7+47iXimkBLBERM0/nx8fHTp0+/fP2GrjsKkdSOAEoiIh6LuAFILF3KIgKPi5xcbTpfSp2Z7iIiJR6GDRFN03Q+H8/H5/2IN2/etH5wmqabm5u+7x8fHx8fH3//+9/3fX8+nyPi5ubm1atXDw8P7z487/f7cRxb/ERTZn748OHVq1eNgN66NgCtOWXmL0LzdlDudrtlWe7u7jabzYcPH4ZheHp6KqVcLpfn5+eH3/9ut9vd3t62P9O6wlLK4XB4eHg4n8/b7XaapmEY5nkehuHHH38chmG32W+3274bU+LEueFiSinzclmWybSYS9MrsF54k4ck/ZhtN4gMp3JuU3kIO4lLAmeS3lnMkfz687EAA23FTHQuCwmJiDcmQCPwEW+UHKDmamYnYosgChdyRUSYOhGxUaJeiIMLkQTJFS/eUEIe7NGceEEgD17tJzBEQFsI5VqCwxwNPIWG9mwASQBAJW9YGXerbo0qR0TspGBveh0ha32usDoxJaFo0ETSYCJec9FbyFQzv3BTgwVSEkndyFWLqXrjJgwu2VoOS5ATscE9UhAcjazKlHOEOBe4xBVp2EiDNcxCWhfTouq/tIFBYcyXis+10Gw13Ifp2eISxP0WmNqNtO7/qEU1i5mq6jyX59NFhpy5E06UOluCjYSSXG9gQ4CJs3AiWCWvPdNNl++HcdPlgesiIkhVl7Kok0B6YrFGwXC4G1vNrgkmRBtr1MeYEIsvTk6ZKGetC8gEbG117M6rTVzZK9USNoe3YQ+c2riitWFCZETSuAkuFOREzckUHMZEHO4gJyewNfRQA3IDzOk6gfJm7AFW8w4HHNf1a/DqoLxSnn11Jq27HvyPr7hmOiLCzKbp/PHjR8BTSqHVrEYkd/UQWd0d0dwkp9Op67qcc4SP4/j69eu7+5uI+PTpU4QRSdd1fZ/7PnddKqWcnn5qpdDt7W3XdSLy8PBARN9///00Ta3Uap/n4eHh06dPy+LjOA7D0AQKb9682e1279+/32638zzf3d213dyyLPf399M0icirV68iYrfbdV1HRK2Yur29bcVRyxNalqUpD969e8fM7ZB68eLF5XJ5fHz86aeffve737Vp1M3NzePj42azaWdfRJt2rVb89pxouv8ma6i1mtZaF7NaaxGpYyBxOCORm3jHxBQp987sqWMW5w7c7L7+ZdG2ShNj5U01M4Ezg6TV4EakEXtnJq8r3YyuTEcYojbowFpoB4ewpEnLSoLiVU3ExGB4XJ9ejfgSK+9B61U/SM14AzMEOacE5nD3NShqXcHXgBtxW99FkyNZM8Fp49iwrHkBTYdELRkUDnEycErEkJXn5Svhiq5UeEyzdiwgAieoUyAlli6riFODb3EQPABHUo9wCwuPwOrGyE4N0MwgDg8L1qZaBH2JMGiPegAOUuKAnzys1sU8IBMl5dTJwFYY1LahEXGFqHgEGfOp1nen56L9bd91IudSD/U0zcUijMgYGqEcEGYm5FYXR0rSd6ljgnmmWbJoJ0fhMyl5hLTSlMMpyMgjIXqiIadO+NtNR0kWkmetn+f5GK6mkNKuKAeEaZUeEFFgKGcJZ68JLuTkjiADsSQnCzDIvFmtm7ETQfC0cmicGj6PrbSL96rZWKk1wUwdyB2raRZYd8FAizLmFSvUiiXwymVr8R3rm3Y0BN/1Kd6wamsn6C2NBs/Pz7XWRq1xd9XSHvYZaLE0EZZS1/cdgFKWdruWOreZ1263aePtUuYIE5F2PP334/v3798/PT199dVX0zS9e/dORFqr+Pnz5/P53PZgbf79/v373c2rplfouq7Wen9/3+r6WmsbhH369Gmz2Tw9Pd3c3JRSYhOvXr36+PHjZrN5eHjoum4cx3aIvH//vp2tbdz28PBQa71czgDaKO3h4eGHH35omoA2s2t2mefn51YN1VpvH16tqmbAzJidSIlkfbICzOxEtaqZutvNJoiDENAlypnQJ/ZOuJIYJ0MySs65RT5F4+hffRetdnaKAOWuW7koAZbMVzCfiDhYyJyCpVEVAWKX8MSxBsFQaw5ojR9dr6hVBdQmb9EspmQEb3wVUBC6nFtx3aib0a4HgmNNml4fjljfcxApAA8OEAm3JCdzQag33CgsvLnGkjMkRUDRUAsC5gbTt8aTD27zXIuGyiVr6OaAB0krysDFAYYSNxyfMJpXLrUZjrW5LTWaJzmJmjIDRM4cHmASEiYOXUvb9tf6wr+qhg5A10c4+jGMzNmDu2icLebGVUQYhQLdOLiWc6nLdJnDJqHkXmt9rv1sVhCapVJUhDI4MeDOZI1ClgRJFOG1UkzSjV3ilJnmL6UFc8pMxE6Jo0MMEtuOhyT/eHNPuVsSfZwvErDLdClVgQRqM8pG4rqqq+i2TIk9UwgZk0dQ9ToDjqxYlIJIEO5hFUUiWj5QdogFW5A7s4Ykcge7siu8nSfsDAezRBDBJAgEDwMZOdrly0h0DZReDZJMf9cFrrUV/o4v9uXVNo/hnjKnzMsyl1JE1jNfVeEhFGjWNtWIIIpNP/z8GUJLGed5LmU+HA5tlsuBOi9LaN/3jM3vf//7Dx8+HI/HhoU6Ho9m1gbnIrLdbsdxLKW4e9d1TXs5z3ObT03TNI5j+9LNl/Pq1avT6ZRzPhwOu93u8+fPt/ubNim/ubnZ7/eNMzVNU/vd4/EYESJSa91ut610KqXc3NwcDoe7u7u3b9/e3NzM8/z4+Pj09NTGW9M0pZTaHmDNQ9T16BCRrhtTSu7abPApMYJVKcLNbB3Du3mZdblARg4WETgMUkIs2NdozQDFwnr9dhIRteR6ArVNRSNt5NSnvNL+IrVWMUAREkhAat7FROHMnZDAmeBubhAaWlBQ+HU6szLGE6NFvSCMyNeyHVm6BkF2v35E2yq4tW7KV2bwqulnEfc1xIfbTCLMoADr+inDg8w0goiqpM4jAG2+M2Yo0Gh57aD4UrcEjEDjbgs1qk5BKQsHzKyqNasKcUvbEmYIIVktOefENM+zammG21or2hYjiEgcTOFq6u45rXOuxkP1CBcxhmyGKWpEBNiqWupz7iOEtUHGeGUAEpNwMJ2tCiMNUgKXqB+eP0viRCw0WEpOoRyVuS07q5cu8eSa3RLxSZd3hycAD7ub283NcamXeW678OaIbk1NrbWlrmrVaZrvXt5989XX48cDdUhdKiYveChiMD0XG/rRiduIMaQRcuCO7fl5v928efVwd7NRLR8fnx7PS4q4xNwYCwYYDFHJC9w69OLOy8JlGsg3XTbHcTptNvupqgiNKVWvNhXm2HVjncnMw5XYCEpeiJpTlJjTagJnINgbpXsNX2oYSTCok0S5mzw6SSapBsyuXNkIVe2yzPNMN7ePj5+++t1vqSzz8RgR+/1m7PpiatW7LlWLeZ6Da1uu3d7tReR4PKoW97Tb7e7vb4no06dPVZft9qbW+u7du1//6s3z8/PDw0P7qJubm5zzH/7wBwA3Nzd//OMff/e7333+/Hme5xcvXux2u/O0tE/7l7/85d/9u3/3/v37f/7nf765ufnrX//65s2bnPNf/vKX77777tWrV+M4brfbWuuPP/74q1/9quu6T58+3d/f11rfvHnzt7/97S9/+cv9/f33339/f3/fDq+XL18KGxGdTqe7u7tvv/32f//f/3ci+u1vf9t2ju2kU9VxHFvD+OP795txd/fm9nQ639zcqepwMzRd+26367o0TefPnz6oVmbu+hRCx/Mk8dTn7aaTiSGhwgQRcEec0YqdWB8yfDuWUlxNhPvUN3QDg5al9ikLtWQ3kJIIM3OlAMGZvJlfGv8ycdVSayGHSE8syAziAJ90SSzMnLMI8dUbuCafcBvYE0AklJxAkVrDRxK8Fn3tSRht2coA1qjXcPe6jrykTbvgESBwmkslIhIOQ0CFYW66qHmLW2/IW2hElgQRqFk4AGJKOQG+aK2lEjpxIklweEsmSFk4FzePtSZkqAfYkLokwuROkogjd10Ska73ZVmugl0mhBuT2doGErPDAxyM4CuBlxUc1DIvrsWXx8gJzMxtQAYS5kSRxMycqTT2fPtbMDNj7+HElVAJlUIpjBBAaQM4IjDPhmNVPp9ni6XWudTnSS/Fi3KsYyADhBGyZk3AiYv5ZSm5rKX+ELSBbDgXMBFNDlvTH9b8sSAywi+Jv9rvHobOpwtpeb0d+5TfHedFC11FB87NBm0UyssCq53rXepuO+mZI+Imbw4W6j5HJbTHBbE5Fu/GwSu7kftM1jhaIWgJ2R5hDrZW1xMFc7hzs9QzJ+LMQizMqYIcJEQVKzp2rbxgzJk85vny+fPnT3c3+65LKSVCk8JUN1qBsBEQSKq1qpVpmph5ni9tfPP8/HR7ux+GYdz0O9k8PDwcj8dPnz49Pz/f3Nx8+PChqbq+++47VX3//v2LFy/ev3//+vXrWut33333008/Lcvy9u3b3N/M8/zx48fD4fD4+NhmW8z88PDQ9FmvX7/+5S9/eTweWwXEzH/4wx/+1b/6V/M8v3nzpg3Fn5+fAbTsPxG5XC6Xy6V1lF1G+6j7+/v/+B//4zzP7Sxj5mmacs7zPI/j2D4qpfTy5cthGH6e2eXhfDm6YZ5nLXNrabuu2+/3xDEMQ6nT0HdDvxGGldkxRSWrVq0v4qW1NkwrfwnxdDwDyCzCg5O6QkuFhpAE5ZUH6kGQYIfIRIZ2VHCs/CgP1/Z8cgp2avHxFILELGlEwMJa5FS6Hli11jbzjZZd6tGUeh3fNspJsy229RdddeytvmsobzOF+8q9bTNQgpNQRFCMm95Dm86DgJS4z5mZLzW+TCRinVYwwJwluZtVeLhWFgxJ+iTBJM4SyEHiYLTYLDibkUcErfMVSFBKCJjCDOZBdJ3ygnNaq8T/H1t/1qzZdaXnYqOZc67m63abzc4OPdiAxSJZJdIlKUr2kXXcnvBPcPjCf0LX+il2hEM3J3RhR7gsWXFK0mGVSJMgiyABAgkgkc3O3X/tWmvOOcbwxVw7wTpxdiAygI3czdesuUbzvs+rJaZCwLQILMtvQFaQLOPeqiBUx7ILjPSWElMYVuU3fxNqMTJVUUuNSgXegMwcAA0so2V4o7g3LFPBcgdzkFXWonE3rKPudkNW7bLtFBMGNQNUMkXIjONyDZHVcIiy2g6ubswRIoGKiFjKkkXQ2FfKZUtiOsoYDAldkr2qnXC4Wi5F0/RgT9G9ulmDApBTi4AMoIiFFG2OmSS3zt2bT47rykkWgOwruVrGlAcZXapoCBkAsjQAhKBKKs6kYWocOUYAyGKD2mACQBnVCI3IshYRjiNS5kyE7By7RC4RM5IzzGVlrmNVTwSg1nXd5eXl5WIWDg4WbVs7JjSTcbrMzESIiFnMRIeYTNR7zjFpFpV07+7dq8vLpqlKs/arX/7ytsZ5ev/+/eJZOT8/J6Ii/lTVm5ubvb290g8eHx+XYXzf9zc3NymlsulT1YuLi1IXd123Wq2apinN2suXL1NKjng6nd7c3JQh1L1797766qvT09OLi4u+7+fz+dHREQCUzaNzrq7dMAxlyXh+fv7OO+9MJpOisSjldjmtELHsB50JACxX1znpbre7d+8EANpJjWSZcRg6g0SESJZz7rqtSXLTBXkHKpojcFTBYcgZOIIOoEbEoIQCpmSZOTlwjsCbsomZsWkWQUJCobJ+0tu7JBpU4wXOoGVFArkMRpkU0REXmCWAEalzXLGKlLIHiIiMAFUzWKYxC9XQCEjKZnkMkPsTkw0WQuf4V6WcLmXxA6ZEXKZbaGBIDOMJgABvqvsSfcNmZDR+H7s1HSIgEBjmGBGRC0VdxMSQgYmMAqExMBnwOC4sA4eyTwc09AgBoWZ03qxoL1xhuIumQhQrBaKUdDG1LFYOOyaAMdrVRpUFoIGRjoaWEaOhTpQwp5zLcnfk2DGVBASBEvGCSiiASL4EYqdyUuCYRsY4zjqZ2RMyIjlnlmMSAeyzDjEqUAY04jz2mwJApIBFPgFgiIrUZbvZdRdB1SgBrkW3MQ+iIqKA5IAVBG1MSESEEoALFLUo6JwZKjmxVEBepZ8veJzx9QN0jmzQinnRtAd1pUMnqtrUe9O42/XLXUoS2XyZdpvAru/YBHNyKdZsB5Xfb6rAKCJD1nWSVQIDywCGZiPfC4lQBcnAGaqhR2pC5XzI5IRZMypAyX6W2/FWzjnloTjvXAHGQiFM5xhzTAnYldMq5yySiIAoEBE7xISff/75yck9Zv7kk09evHiOiEdHR6Weur6+LkdAkUT1ff/WW2/tdrsyEprNZi9fvjw5Ofnmm28mk4nhKOmsqqrv+xjj+fl5Sunw8PDOnTtVVeWciyJBVY+Pj09fvvrBD35Q+sqzs7O7d+++evWq67rnz59PJpO6rkuTWI68uq69x6ZplstlSqlpmoODg5xzkUR478t4vugtyp5xuV2r6s3V0nHY7brDw+OU0nQ6resafAjB2Vo2qsMw5ByZGSkYODVEVVBhBAJNKYk3sTKMBgIiSwzZYT5gV2SomgbMSOgqoly6PiJHBIbAXAjJQOQrUBGUTCpsGcFIywKEcpn7K0RUAQRic+PkEtQQwQGwqUlGSZwKGRyBiBEdsXmnALG3UYpx614cUUgMCCBS6AGAAIyCBG78r5JRWCKowQDyEBHNE6BzgAqQTcSysJsViaEaMBGUoT9AF2Nd+eCdI84Zco6asoAilA2SmpbGFBRBGcGU0BDNE1UAwcQbOo+AooTgnEPn1UxMs6lqoeCbqYJk0mJZs1za7JKXUTzHt6JrK1+giCYM6jATYAKlwvkspSG8SZ5SJEJ2qMDgjZDJMfCoJDJCM1dQ8QZk4JnRuPRGal5H3AuWmOiSeoREwGVElscsrHH4BsYuAm0G/Xh7iuSMnRJFoIGZnKvR9eWkJSgRlcUuoQipaS+TQgY/20OTndhyyMohi5oFMAYrHZoRKKj1lkhizl5zQnGuHGym07bxItDHrGaorjRzbIPGQBRMnVlLcFCFO23TEKnqJiVPSS2nDINpRlOUCkqkGZQnm7TUWTxrJ3G31apO7Iw4GQKgmBGBqkrObRMmk8lsNilFTUqxTD5yztvtth8SMHlfVXWNaKWZIqI3jpOPPvre8+fPh2F48OBEJP/85z9//fr1z372s6Ojo+fPn+92u4uLi7feeqtpmrZtQwiLxeLq6qrImopi4Pr6ejqdHh7fLVr2IjdHxOVyGWOsqqrMvK6urpbL5Ww2m8/ni8Xi7PR113WPHj3a7XY/+tGP6ro+PDz86quv2rZ9+PDh/v7+yclJWQuen59fX18T5u9+97sPHjzY7Xaz2ez09LR4s6uqKtIt772q9n2vqlVVwXZdZu0pymq1urq6Grp+GIaqqiZ1VQw9Jfq0ruumaSBMfTMpk1HvXWI0Ec2RgmP25BjIMWaHFAw8mOtTVVXonKgWNFxSySlxxYQANKIxjUAJmUllgJwtJ2fSIE88O+eKJG8QHdREDdGKFpyIchxAhU0dolMlU0xRcwxIRXiVoehrGDwj8mAC336USDhDUBM1SZozlMmAAaKSWSFmwuh5LmmYYAZvVPMMCiC3hCccSZ+lgYJR2I6Ak6r2noNjs1xyVNUEEUWNzMCoSJVKEVe2Q8RAVLzi2XLOSRyLppTElEMgLgGr4JCMyg5UYPzNCtUKVghcwtH+RLtYpjdgZiAFO8aWWdkjDp6ACEvCBAChOWJGRjECpvHblH6T2VykDKPkHUaRLDAZYIRRQqHFiOQFAQg1eABAKlsLYCxpsIX9xGAgRliMDgaD0jNMgJmMTT0QA7AZlXxHNCA1KJs/GmWXS676bbclXExbAlhtt9ebrlNWcgoezKMAQiZlBgOzniQ4MtSUUvZcEQTiSJhUxExItfjZbbRDUPCOMaCvdGgIZ+QXRBUYOfZmOcGWbIOGCCUibHILU8UxPxKd8y2An0y73TZV9RAqy51lSiWXCUtQqnrvF4vF3t5e0zRoCogqKllKBRRjVARV9SG8yXcxM9FCRkh937/99tuIULZ1f/VXf3V1ffHxb371/ntvEdHR0dHnn39+cXGxv79flASqul6v9/b2Xr9+PZ1OLy4uSt10eXlpZg8fPrx//37JGbm8vLy+vj4/P18ul0UDsdvtDg8PS/HVtu16vf7000+/973vlYPm008/vbm5OT4+fvfdd8shQkRvijKV/uLiouu6YRi+973vldVb8RiKSFVVpdMsbelyuQSAUpR1u8F7v92uTTSldHx83FaBHZpZKSG9903TNIf3CQ0IyHlEjDHGFEsTyi44DkbIaA6SN/Vgs5jn7Xw6mwHyoDqIXG+6mDvwWQjNKBNoifekTAiNKppWSHMfDtt6r66mzhPger1ZD8MmyS4rOmeIGdkMMCVG8kiVmUvZafF90eH+nogk0T7mQTSLahQBRQpvxjVmYKjlwJI0lBgtJuBxxG4qQlRaxwKQKdk1BmaECJJURCAxiiNihw5BEAUgqxAQIuMY/G4hVGaSht4kqiSC7AnZYSIkA9biASREVgRBcAxAgmao2SRBEsjZTdtaLUsvkpOAJVNDIPaIeBsfhAXiMyKbSrNqhAb6bSorKIx16njQgDIIKYobY2UKPJ+IHIFD8uQYHRmX5wUMmZGypckY0c6AzogASmC6ZKUxCNEJUQYsxkgK/nZQJQwZwJwpjbYBNSAwRCJCD0Ciul7URTUFiqhKUqJENbgA49TKGNG0SGN0SQ5yXi03bb9zYCmllCECCgcAD8BowIYkSkpgZA0ReFPZdpuNRQwOye10c7PZbFLOaOYYibUQ77WMELmk8JJC0Byyd5pDCEmsMvEjdUYBxkhUQijBBEQUnG+cm5kyGbVtX9c77xOxEOXbaGADBVBmrqqqaAgsRUTc7rb9bpfVSnBRuSyHvqemYSJVzWkoy3RG+vKLpyIynU3u3LlzsL/vGOvKv/3krVen3zjnyjT98vJyOp3mnOt6XKutVqviKCxyqjJoZ+ZHjx6Vdmxvb+/p06cAUOZQxau8WCxKq1jmXPv7+0WI8Nlnn925c+cPf/gDACwWi4cPH+52u+l0KiJlcL7ZbFT6L774AgAODw9DCCcnJ1VVdV13dna23W4Xi8VisXhj8+66ztWOiPb25mbLtm2LJnO325VJiIikFNUyMzIzogH5YeiRhJyXYVgNXdeR960W0RZTGXPT6PDNx1wfNZP5bE+JO5FtTCYwDEOvqpYFOYIJY0Yj9kDSpuyBJp4OJ5P70+lR0zSApLYSCAI67MTUGNQ5IzIDYueIK1CSRFkdWutcU9cne/uqmrL2Ke+6Yd313TAMKWGLRVoBxYcMpiaMaJKdc3VwlQ+ORh/VMHQwIrcEgEAJrOS+m+bkGEPlPVeMopZMs2omZ3or/SMo4EozMxMlECRiVzn0YNkkiSRlKwolVig10Sh1LKMjy2Xr3bJrqHF3jo6ZGWAZ1dQMRI1xjLAxI7FidwP7U/1hOS9H5c/IiEKBW+00GRXBK5opWEYzMIc4Tu/UCMw7z8Aldrpoy1CEyGCCAMCAhenlpFRfKGZKZMTKXkYtX1ZTJYegOnKsEMHGmFscM9yt9OBMYKwAaweoioJEFMyhZ1bHipqFbulDMEYmKxmkqiZN2zRsV2sGaEKFLhAGMwZwCA7VwBIKk2YwziIKNsS4jH3YkjQVMC0NV0PcIQp5DMTsDERyBoDd0DlzLiVOgymiKOREkgkRRUiNpHAZ0VAVbyWhAFC8nt43iFNCjb36UKx/PTMKclEYfztM/fYDEPthuLm5WV5fG1Jd14AsUFRXOBLHSy1IREQhhNPT0wcPT5j5008/7bpub29+cHCgqkdHR0+fPl0ul48fPx6GoW3b5XK5WCyK/OrFixf7+/vX19eLxWK3272x1JQkNGa+f/++975t23/7b//tZrO5e/duCGEYhsvLy3IGXV5e3r9//zvf+c7l5aVz7vXr10UzFUK4c+fObrfb39/fbrer1aoYGxESABwcHBweHr58+TKEUDSlr1696vv+6OioaRozK/tu51w1qZwLs8k0xhx8vVyuRGSz2ZR5vIHEGBGxiO/rulpvN323C0xEpEnXuyTSVk2V6A0uAcmMDNAETeaumlFoDIeUUbIDrJkrHwZJQGSEyCQESiQOmSkvoyNiqj1QhcximEVT3KvbYTfcGDoDD5QRGEzMahcc4+24KjPj1DeztvJISBSCOSTMGvthyGJDwunYtdzGM0BJGWTmOrjZZNq2jWceho7ATDIOAiBgpGhmMraBagZQ1/X+Yjqb1oza7Vab1XLXJSqT/dJsAbzpHxVy8G46qWeTKniUFNerq81GohmYgDGomWVENjRVYy5oVnAEtQ97dbVfN24u50Abs/UmSca6ck00jAMSuZSSGTiPzinkjJCI7L/RM66aCHTV5SvVjkLHVWfesEoCQOi8U4BO8gDZM6wrH4gDkEQLgIxenY/komdTVC24SwyKwRAVuCZNkoacBTyETFQwejl4ZUAGhJ4kOZGpCqJuUj0OBsmASExRBbLVznFRJ7EmN0QXM3MiOFo7VofiSANbMGRjy07MJ3GZSNGMEvlELjIrXe9lRUSswHs16KBEEBpqR7ariEMVADTGWKQAIdfKtG7mq0a+zMlydkZEYL5CxAkAJMU8GAIGBqM70TAqorPZ8Snk60h7VVjMj6qqWq5X1/22QxoERLURmzD0wYFmAnTsDXwedokptz45TC3DvEor7DZdHzeogyeI0OYYSTFlXW/XoqmdTi1a66c35y9Sv26rdh5miBiHLDlbG42GLvbe+8lkcn19fXFxUdf1ex++8+zZs7quJ5PJg0cnv/71ry+uLk9OTq4uLqeTvcuL5f17j+7fewQGd46PAODzP3719ttvTyd7n3322XSyJxm6Xbq+vt6aTXDyxfNnjx8/PppOvn7x3DGfPHr45MmT3/z643fffRcNPnjnvX//N38zm81YbL63mMymv/mH3/70pz9l716fny2Xy/fff/+jjz6az+dD19+7c/cXv/jFbDJ99tXXZ2dnUk3fe++em917ed3vzxeP7t3vstvuOg7tYs/vunRx/nJvb3736M6LFy+iRUtOdAULvHd4d7W6Cawq67ax01dfnJyczGaLug67UKtayqhb28Sn4KqtNM/O8honfdiP1V6vDVMA0KCFVSc78pH2PfOhu5pg7wYwtQW5BjnnvO764KssnJHUQiYSdCmqALYYK+aZ8/OgU84TA0hDHmKoHKEQKTJHTlvQHTn1fnq1U8YcnASfTJPGPdKjig+3y6rvPIDVzYU3CbqsMdaVqUMiYYnSG2ggqzT5YWj6+HZ7cJcFVucOtAl+C5vXm9d/Z+9H1s5pFyxSQot1jPM+TrfbD93hw0TNppcKdlU8bbsX/cV1fGSaCJ1Qzk4YowcJOcr11dsH+4/9/tz6KhmpXMfl2c3px4cfKWBEUyaFEthuDoTiZu4p5O0e2TvzxUEVob9yoa54SOQHyEORSiERI41xPaoAqqqIEJwPldvz+0rs0KdKhl3qB1N54xq8HWP9SQHQWnZZWBCGBEIYAiOAM01JDA0JCahQGgDJKMbICp4ooCujaLHCGigNXimaCFXHlC1jBRDUIo8igIRmZD0QqxCAKaoRgCekigjZDAmLqcgIkYwNeXS2FBAqExmhMRkSqIxak1F1B2alimOzrCN/igTJwBBp3PYgoZkyAwEiMLPdTjcR0XDUlQAAB0IVh8BMJBolrzZbEUHEbdfvYjIkRVdExmoq46an0GhJDXd9T7mnYRhiGnJKWogfgEAEWmoZNBORUtqUBgdMH7/1ZNpOnj9/eX5+vre3N53OBYwWNQDMZjPv/Xa79d4fHBysVqu2bY+OjhaLxZ07d37+859/+OGHdV1/8cUXm9X6xz/+8dOnT7/44otHjx6VmfqDBw+++93vbrfbb7755uTkpKgWvvjii9ls1qVUlFx37twpBUsR4h8dHf3nv/1PTdMc7O0fHx//03/+z/+H//gfz87Oes2qWkQSpbucTCaTyaSqqqKPL1qtYlRGxJzz+fm5mRweHu7N5imlDrq+74tkIcah73vvD+tJu7e3R0RXl+ss0cy2203f7wCVGYu/uuu6EOrSNhYEK1h0FQ8pb4b15QBb7GXqfFhM6qa7dRWgqt1u6gRlp+AAjFkcJOBkKKWaJxTEDCigAigoWlQBjgxpMOmy9KpNgFBX5Nw6xU5TBI2j2w606DnBBHEUlDKKwWCyy3HB7LxHsIzYJe2ydCIRRvCy/KkdAhmA0LEhRR2FL2wWEcU5klHPSmREBMpEhOTqyYQqrwaDqCZNBMbOVS303/oioWzLFABgOl80kylXtVhK2ZiwnkwOju8Wx2QpRgvXhgpN3HlkIHGGWQAzIIFzyI4cI1PJfjQqciAm7wiBJJuZiiECB1+3k6a2QRTQLyah98PN5UpF6XYW948OKgAAmHddGyrPTI6BzDGADkMclMGIlBiRwTsDMmQBsCxE7IgCAGc1yQgCYC64bIWsDIhk5IAkC1YalCChJtCMkBAQUdiQnM/FbgWgCEKOGIwSZqQxpZLREEXRFFRRBQTBGNHYzEiRQHBckSAhFvOQqSiYEZEBF1oOACiSUlHXIX5rKS3HUwGbvSE1j46ubw+vsj1mBPSS86Yf+jhUVTUkMSQKlWcH2dJ4UIOZIiEZs0/g/NBvU9+73OV+2MUURVNR8JTuH8B7X9ZeMSYxM0JR2CyXs7qdLfaO+rheb9FxUlHVbrn88MMPu65bLpcPHjzYbDZff/310dHRL3/5y4ODg88//7zv+/fffz+l9OzZs+9+97tnZ2cKdvf+vdVqdXl9VQBVX3z5dG9vzzl3eHz08ccff+9735vvLX7wwz/7+OOPs/NF2xm7vm3b+XwehyHn/ODBg9JLFn4eIu4fHqLZ5XpE1lxdXR0fH9+/e4+RzGyxWABA1dSqenh4+Pz582I8pKZJaRCR2oemabz33vvpdNrWodvubm6uc0opydXV1dnlBaqpcGn3ck4ANptNAbRABItBsjTCZjHnnFM+XDQ1eT91lYQbbfow07oyz13KBmRcbIDGo96Iz2IfY9s2IuCS5k5gqXlgUseJMIGJiZQsAiIAAwrJYGe6jL3vKZs2RIiwGbob1R1BRMxISmyKAjaQIhM6EkZhTEZbletuONrf80yENBhsRXui5H0mwqxkzKPkHa1MoggjwKCYgHzVmGmPsMuwVQQGYEIGKucWEJADVsLKXCWhYgfCmjEncAmLmLR4XAsIhBRBiU3N2IFzqhg1MUDmChujvmyNEAyBAJAIjcyRCTkCdQaQkY2CVebWXd+lnKEoKdAQxEzATBUQ0TGWRQCAEiNTBoxq5sjVdSWMvCnOfvlWbvaPzqyDYbdfh71p65BAMRms+v5qt1VgQUZ0xiwoiTyAEmQCdGYOlCRiSpgzARAb+SapRcTCvwZwgM5QavNSFl+oEXJGMzZD8s4TmxcjKSJVwggGGoOYApugCVlEZANTzEiqlovVQQiJXAZFI1BDQiTkMduijNoMieyNKhRg5C4TmWXKAGjZbqETKngrRi+3GxtfoDI8V81iYIiOiZRYRcTUO0fAgIS+RDwJjk4AAtICwUbvXd3I0KechiFL0l4gGWVAJYemSiUjjoxIR9GQFvEa++rV2evUD5O2vdNMNptNAR642n/xxRfHx8fT6bQopO7evfvpp5/O53Pn3A9/+MOnT5+uVqt79+799Kc//bu/+7umaT7//PPivClAq/v37+ecy0T/2bNnP/7xj7/++uv5fP706dOmaXpAEUn9UBShVQgqgmp379793/zv/re/+Pv/+v0ffLTbbF++fPmDH/yg6zr34ptiOT5/fbY3XxQIjJnt7+8XmUU39M2kLYpzVWWCpmkW09l0Op1Mm/l05j3nIX799dnNarlarefzWV3XqqPkvd+kUIWmaYgwBHd4tB9jf319DQA555QSkavrmtkNwwCWVsulAA/UDNh0KsuNxg51ImHvLgAQmBEZCAGUqPVXQ9r2XcuuECuz2S6mLSI7TkC5REKhjDcuJqNKRXrVmxxlZ5vYeyRQE9Ot5i1Rz5DLbb4IFFjJITImhuzZjHear+JwPnQzJEfQqV3ktALqfJWYXUaEMTBidPqCCrqc+3XKUyCuagMdhu4y6U1Sq/X2ov62MxDELltnkNm72glpJ7t1stVgcKuSNyyyUANgQetS3iUdwIW6dkFTHDbDatNlRpAirSdiIAUty3IDAvRGXpSicQ/sqXZnNzcx5i5lLQc2gJhmG+fUrqQAOtaUkuQuxZ5hEEMHOE6zaeSWjMXC/9Reewj5jqeD2jE6M4wGzlJMtkZRglRYCQQZRqapp5bMymSqMqkcsDNwPFDqVDWDoRpWgKxIRo4TIZEiIebCoECHTJiykCEDOkJSQkVTE0OpwIqbGAF1pO5gCXtUKbmtZiakpmiQWYtx4NsTWAEVcGw8CQVJEZRZVYHZidyajMcoTbNSeI4QBUS81QZ/+/JnVVYxQwE0V/BAEM1MFXRQgJjVkBw4cAQFQKpChug9N43o0G9RADOxMpsPmhxKAfdnNI9Eprkfhs1um7L6EO7cvZ/64WLXb7ZdcF6LX4Tp7Pz8+9///s3NzXq9fu+997qu++STT4jo5OTk7//+71erVZmLf/PNN4j44YcffvbZZwV4sN1uv/e9752fn3/66afHx8e73Q4A/vIv//K3v/3t8fHxZ599dnx8/Pz5c++rYuF905mGEBTp6OioGHc++OCD09PTYRiKyLMO1bSdLGbz6+vr4v47PDxcLBZFuKCqMcbJZOKrsH94sHew32W0LH3fx9Q3TbNYLHa7zfn5+Xa7DSHs7e3du3f34PCw2+2aZsLMKp33jMxZM5kaIgfPwQ/DsOl2QC6EmsgVmSU6vrM4vNl1XZeTDAbkK6wmbTjYX4pgacFp9E8QAZAsyQ1ZXdcpYBbLJd/csWOXC0jTsOiYiwonITITEHYAYnkbE6iBKjmXkQZPCVjw1oOWc2ZjNnCgAEaoznVZrmN8enE1dxyc7xTOk14a7FwYjPcLZwS0LASAUIEzq5HbZDnv+p0qGnRDXCbbUCVFeIr6xj8vhopugLhO+bwbWpNIepPTdS/bjI3TEfVUOF2EYsSK5qpdtptdhzitnUskK8GbQawWG702RQCPZTNWtPkCvNN802dVcCruer0TtWQA5AufV0Z8SUZAVCZHwCQCfU7Q45Y0K4OY9Gk7xGSmQCYCXMRhf3JQGQHA3OGUoJIkEtXQB98GntahG/pU9idkioqAYpBNW1WQjCo1wX7t58FXgYzhututskmGLGJsWgJ7ynIDgACdoUNDM2cQ0EnsyZCFCblAEMcaw/niE0BldI4BCZVREUUMTDORc2AIKKAZoQLE4rzDW2gUABAqowEXIsd4SCMDcrHQqxowEJGW263h6J0s2to/aQPRISKqshKI5GxCBsC+FxA1AcWymDVwTOx9nwYyUIWcFc0ISb0HX4OvsWqsaqxu0NXgKjUpBbMWtxdA1w3nl9f3jg7357MkcvL4ycHB0fnZab/dueBzzhcXZ/Xe9Kuvvrp79+7+/v7NzY33/t1333327Nl/+A//4fHjxy9evFgul3fu3Hnrrbeur6/v3bv38MHj5XIZfF1X7eXF9fJmffb6YujTdrv9F//iX3hXvfP2e//5P//nP//hj09PT8/8xTbF8vC73a7b7RCxbVvL4r1//vz5j37yYzPruu7xW08+//zzum3mpkWWtb+/37btgwcPita87/vi7ykIh4ODgwcPHlxcXDw/u4ip32xXwb11fHi0WMzW6+XV1VVVVdPZ/W6vu3fn7mw22+12znszm81mIimltN6szIQZm7Yqe8ntdtt3MYS6qhrHBV1hF6evb7bdMlqs9rXy0Ya0XIIFnB0oZbOCZbtdnyPEZpaJQAolEYEQnUciZNZbGbsBFoMMgoqCARuVjE1NoONBoQjOqZEAG5BDZ0XTQghMhiCKhowORWSnUWI/eO+zdgprdNFX4mpFz9AZ3OKTAQxICBSdr9t11n65qdgJaMwpq0E9AbBioiA0BlRDRBYEC/U6S1yvaI2ZbIdph6h+Ymio45cYAAIBoiKg5/WQ8rBabvpJVQvIrs9bK2J3ywCjwc749uogJQZ0UYbrbdpse8jRRUMBExwNeYqITMjISqqaIaOWpxLFrM/p9fWaQwXJBovLISU1IMwqyP+z+RKUJGdNSUWSKBB7BwACBahFby7a27oDVBVFybSq3KKpD1vnGQSEfY19HHYxJujNwEiN1TBSLJAIBKkkI2pDrkX1dQ3JTHPSJKDCDEzmgI2LHvUW4AEOzBlUjGJgAoDgkBQxImQTRwTFqmA2kgtpjHl7wxS+fRQjOi2X73L70Iqi9Vb6NOJrb98uAkpEVLQ8GSBLIibyrtRuiOjQkWoJevDMXUzkKiJIZiZqzpkE9RW1LVriuuXQYFXDEFCyWkI0kFxiKda77enZ2f3jo9lkutt1e9NJO5se2d1ts+q3u+VyebNaQuq+853vIGIROl1eXp6fn5+cnHjvf/GLXxwcHPz1X//1J598UoBTr1+/9qFerlf37t0LITx/8eLo6Ojh40dm9uc//tGLVy/ff//9+w9O/tf/7b/627/92+1266uQd1swSzEul8sywAohJB1ms9l0On3rrbdev3798vTV3eM7iDiZTAhQs3RDnM1mnt3du3fPz8+rqlqtVkdHR6o6pNjHYbaY7x3sHxwdXq22wzAc7O2///67hc5sZvfv37+8vCzK2MX+3mQyiTGW+m673g1DVwb/2+12uVwSL0IIbdsWoHvfx7bVpm6LaLZt22RITcV799Lk8FL8pYROxXIWEpMMWHJONBM4RWgmSUSlWPtprGgQFajsc97cugDA1IBcAanLyBx26AARhz46dgCkGciIocyjpUCF8pj6UKJ5NQNVvk0eM3BnmjhwmLKrQAyhKzdvMhAkQ0ZgIWNf5TxE0QHRjDpBQfY+gBgwFigIkyEQKQIhOD8MKSYxyJkgMmXnoGaIqqhwuwxDRAUTIkCOOeWsfe7XfTZCBcu+IgIzZAS08oYfvXxRwYCVfEa3U0AxjerA+5JaLYAKSghEhMQGEKOoakZkGHOuwfD0el01ypVsk3ZZs/NAI/Ee/oQp+ubjKqUKwXtv5MBIfejz0MWcjETJlMAcmStrBzQAM9AMph5d413tHNggEhdtMwAuo7IAlhhrQzHsOTtHRMoqLqcKdQ42BTie78sQV9qt4rA2ScgpgHnv4ujmKZApNCAQB7F1DhTFCA1QQRgUyyai1E4m8G0+G46Fkr75s3Ak2LJIMtWshuYKNEINCmOebiVzgHobAaRZgJk5eGYnYCSeiNg7EUFypd6H0bwuCYzNAiF5R0S5UJnEAzOFSnJFoaHQgPPITpBAucKsqsWrM/RpebNerbcpazObn56f5b6bTyZ1M9lutwI2n893lrfbbSFJvXjxoliLY4wvX768f/9+0ax/8MEHV1dXReQuff/DH/4wxnh2dla8KU+fPv3ggw8K8e7y8vLg4KCqqp/85CdPnz7t+96ursrmbrfe9NsdqhX3z3w+v3//foyxuKC33W7vYP8Pf/hDTa5pGldVTdOcnZ1t15uyIvzNb37DzEBY4Arz+Rwdo2PVHIJ79OjB9z78zv588cUXX6DaBx98sNlsDg8PixoDAMgxIsahr9uGHLrgtSCQCA2AnZvN51mk62NWEVVDYO+cCzP2613abrZi1ynSCuqOJkNgV4tIAnWgOK7s0FTJXEiSAJTYk3NooJZNzRMiFuLvyC9TVTMo8e5qILlw07Ug4xUJkAnYTBkgKKMhK2YkQvQKpoDIDtlAkrF6zohmNigmJDWyjBr1Nvf82ymEAAC6qKJIoQqumSiYbDd9TsmoZQICRuSC0cRxFJoRwTkmV4zUhqJlvTfWlbdDWwRWMjAONWPlVQkLp1KVAzpGyaX1o0JqhmLFLnI/MyJwlSEosSI5IQcExKgGaCglgMoyO4eISGSmgOS8BzNVcdNFAuvFMhEEB8CAQMxI4MhB0ecbEJVFF+wm09cxd7t+2rRo3G/6ZddtlRNgUjZlzGzFtW6ARhTGyY4VvLQZ3WoayyK5MMSK2xwNZIYqmUWCDUHTPuDD6fThYj8AUahWTf3N8qbvVhvMHYE5va8TKVkdSmjApqyJ0uAtBVRGSgJd6pNF5eDQkaHRKMosuTMj5U4yIzISFE2yJEZyCOgQBAjAQFXVRq0BmhkRe3YEamomGU3JkL1DApPcxT4bEJGArbs+hABgkCWbkakjJDCNw96iUYGcMxNTcCmJ4WDs0NWKG0UiH3xoI7KoFapfilHAyIesstqsL1fL5XZ3drZZXl0uJm3Oy6vz87YKh4eHX9xcJVURKU6d6XRaFv/MXLx4Jf34+fPnDx48cM59/PHHT95699mzbwo1gYgQ6fvf/+jLL788Ojq6vLxUtfl8sb+/P5lMibjr+ouLyyJaLfiqN9nIm82mbPdubm7efvvtKHm32x0cH1WKzHxzc3Py4Yd7e3vb7fbe3bvF0/PNi+eHh4dHR0eKsNls9vf3F4vFX/7kRzHGf/Uv/1f37t3bbrdvv/32arXq+56Zv/zySxEpnsHJbBFjPJrO21Ct18tXr16tVqvNZiOSZrPJ0dHR+fl5znm1WgHQpJ2V6ycE2g29GACxmAFQVbeLZhHrRceeQw0hgOPi8i1gyyGj49o5MjPNAmoFseE5gGbIhpAJCQBQs6o6VxuwIQKZEQDhbaaIpKTOjJUcmErPSr6cOFkNNJg3Q5EE2TxXpjaoAiC4QBjyYEBaoQPQMm4Yqx4p3RQnzcE3iLSNkiQnYA2UAYNl05FTWpz+hMQMImaACU1VRE0QlEBUG7XSQDATOSai4h0chugNi6UNiNSzIKhZXUjxBojqyCGimKlK29YpJURE58QMkIzZGTiBkl5XKlBzQIKmkkr3MyINi1tKNZEDwAyWAQVQAEd8/bcfWnx75XNX6DeK6yE2Qs4oZ+2S9Uqp4KvRMwZv7InKcmOAZMhWxsxqGaD2dVVVOzRBAmakwj8F1WxigxPCHExQpAadIi1UF6ouRfTBTFuPjbqlU/UWneJW0ICBC+fXgdVEbfAP9ue1CqFFtXW2a7G1WKclmbnAJkBNR+ckaFvVKQ86ZAL1gA7IgZHIphAaDAzKMpEAaNz5gIJGBGPVEmkBoFmJAATBARqoYHmti0kTkIwVGIhw9DBav1MFMVJ0QpSSDElSEiRQYiBG55nL7pAR1DEpF6co5qw3q803z18GrprKbZc3iLg3a4hZwIbUl6H1arUqzruu69brdTH9AUDOeRiGcr4UjsJisTi7vHDOTRdzX1fDMNysV77vOPgoGZj6FDfd7u7J/cVioQibbvfsq6+77U5V27Zt27YAEpqmEZGkogizvUWMcXV6WqzOrfF0Og3Of/XVV2+AVl9//fX9+/dLruKQExE1bfvw0aMssr1eHh0dvf/ue74K5xev15tl27ZH06PT09NmOum6btPtkkqZRpnZrttllVBXB0eH9aQigqxyfnkxW8zFdLne7Hb9ersZUvLez8VaVEGkUBm7LuWdDQMMwhkdacnAAtAxWUsBgIxYqYQ+l9kHmhFQKFFIYmiKBARmBq6s5HF0BJfYQQQAgkCeAVnJEZOCAy5Epk0qPCwkIFMwURUTQ+eplP1iqKYE5nU0UI9ysNvd/Ug3Ji5Re8UzK8gjY+X2yqY/nXpA4QWOmh4bLc3AQKqdgloJqpISOQOs463bwCli2SaVZboRklHJH6PbI0igQBzGEqHoywzI5cIgGU0rRsgAQAApJQRAJKZx7lVi7DKFgitVKLKv8meRI5YkhPIAAIDMcF0FNtz0Eqxz5eEhC7oMZMZkpFq4884jkQKRIJMYDlmXXe+IpsgU3PVutxk0mlNCJjYENjWCiDC6qRGZ0AMEgGBSwrkSQh2cV0+UhWCQrFkRmQgFQDUDWc08IzqeTGvNhBYBgpgMedjFnaTC5FEzREUgQGNTBCPINRp5rCDUjj2CpZzjsPaFojfKThCx5FWiAaqyKmlmENLMI4SWzcCQgJCJDEBAEUm12A6BENiUDRiUAEml9MtChEjC7JnFMcSCIPGOvXPeESuSAkjKJmpvXr5Nfvb8ZdcN3//O+11M3dBP2xqZsgqohNofTKfT6bREWpVqvBxSRZxZyitEvLi4KCNqx744igGgbVsAYOaHDx8CwMHBQZlVbzab+Xx+586d/f393XL9u9/9brPZPDx5cLC3X3QVBdWw2+3W63Wpo4cYQ1UdHh1NjC8uLhCxDtX9k5NC/mzblqhY9xER2bnCdJ/NZjVxYb0D4J2j45vV8vLy8ukXv0TEpLLb7fo+TqfTeyf3x0zW9Qj2m81mVe1zjtvt+ubmBgCGYUDEN7mwRYNCoa65zkIKdW8B2HOoKdTC3oCx5MOULsgQAUgRGfjW/0/FAIujJsnkNqGmcFsARRUR0cphhVxy2ASIXBFQkpVc3hFS5NkhOjAPFhRJSi4rZEO1YtErRE7LqOSK8gVMzQRBVY24oIrLIBatmGaIQG4VNuNvXvADb44sRASm2zc6vBHmAACXDeI4Qrl91FiyIpDGmOHx1AHA8uPLKVKMw2AKI4i5vNntlvv+J6NuohGjC4WsC1AGwAXQA4pQIGNl6lMswEVaUbawpohkt2uz8Qx2raiKmqo5A0bn2CGXwBUzETTKCgRKxmwoDTE7M+uyXG1TTNt6GLgKyzhsc96oZvSI6AiJ0YFGcOUGoZYEoAfYQl7lNKuq7KAXSDZGIkMuHXWhyhS89DjlrjyjijdzhI45EVWCRkO27AsPgpTQISqgoBEBwNDP6npv0k6Db4kg5m612sX+NXqgEcg4PpMmoObZmSnm5CBVCN4ZSjbJGS2pACCiK5M/KoL58V1rqAoiqMoIDokxlzwlMocAihAZPbtcLltiYE7Ejjgjko39/+0gn8wsiS7XWzXMALuY1rttjoNJIlVgetOgFRDwer3u+754kssnRaQcWMVAxxxMcehT27YnJyc558JQn06nxcd3dXUl2a6vllVV7e3t/eyf/HQ+nV1cXDx8/GixWDRVXUaBIQQe+vV63Q9DKfFms5mINOYsSwjh4Phof7FXplRlCUCOvfftZOK9r9rGOUfezdgfHx9/+eWX1zc319fXn3zy+y++fPpf//6XJc03JUmSm6a5f+/B48ePDw4O9qYNMZTQ5iF2ZT8YYyyMrZRSKTOZXTm21v3QKa0zrkU2CH0QCWIx+8YhM5JDtMJIAxQyZDNSvI2hQQR9wyPGAr80ZSAFxJJgUq6fIihRMBpd/aCiAGQggArypthBZgSHRqCu3E2BIZspWyG5KICKlC9DZWGTMVPXjOD2aoURnGwAClJClPUWaVDWUuNftBJCI2qGMkbXjNkLZmYOKYEyjhMoQgI0QmQEV6I1SjPGbARgpkpgoKaExdcqplrSyxmwrLYEy1LOnJW2GBEA8VbBiGMKRjke/9HgXMiXbzFWgGZopnS7lf9TRf/4TDhCIDICYEUmKmcxOWcEZqggYiaKCbIZZvUEoOQTwVZkGMQJwtD3ZhGgRzQmB0ajvFPq3IogqglCT3qj4nPKsdtzTKablK+62GUA5ypygAyOgZ0w5gJSAcgoqmqWCTEQZSYmNDZjFMaYC4bZSngaAYycrZynlbs7m0wdcRKUPKtcL+EpMagYmELRO4iVAhwzSmZIrcd5XbUenGbNaWlh2w2QszpGsCxKAOBYVMmQVEGy5UxqzrngzJkOqqS53AB0TC+6vd0VMQcgl7YCkIgEkZnL9UZEoapc8JfLFYr0Q9pyTyqaoqSYYuz6KzMrSIPC+X3jOyks84LALmENiLjebuq6rtvmzr279x+c7HY7u7jwVbi4upzMplVd3Tu5f3x8PJlMyldNvK/r+urqyjk3mUz29/cNobiU0XFJl0BEIiLvrpY3bbv36NGjUuZ9/fXXj548vlmtXr0+/c53vlPO0/KrOue893Vdb66vnaOvv/76N7/5zf/vV7/65JPft9MJM6tqN/QpiZgub9bPv3n59OuvHj169N6jB7P5xDm32Wz6YVdYCyX8QlVTSjFmx4GLEU2Ap7MupXXUjVaxAq5qalqpKmKP5A15zMQCohLGVfhuACNFF9DIEMlQFaGkeI8vVKGF4p8cEuVIuo1BLZeXgMCbDREAiSAiKpJmEJfVsmmCzMSCOY9xKICIpAqqxoUeaYbwRslQtJgOsMQrsZgv+qPCbBwZoW8OLJWyCKCytiz7JSsc+fEgpHF0AmBYKGw6JgYDESqMqTdY0ndsbJAK8lwUR8IyKpCVhB80NXA60u6x1INQ4HZglgUAMimbKY75RSICrjGz8ntB2cvZn06ttEwF7fYpxqgE6BScAQNQETUZhOATQdnPjcxFQwVMUpYCzK5WhASQyNQwE8QC4EFEU9UBsphoFfdyBgM0ph3AgH20vJK+7dSDS9nWQxoUHdUTqGt0wlEJMlomEFeqMx0KFJiAHBpClhQ1JVILmHc6VsImqsZkYJkge9KWsDLBbsChD2YTR/PGQyrRGwXxWuLTisPPWJMnm9bV0aLdqz1D1iFCV0FOoqbFAqgCUJCNWEhtpOJUPNM0cFPVtfddytukOyFAUEM38udR1EBUs5goamFOqmom5FKtAKHjgOQQ03K5XsyaslbzoeLKxd0aTHKfS3FRwJ6r1arruqqqjo6Oqqpi5oJpL9Orruvu3n9U8gGn02kJoy/qzXfffbdk25TmsVj8rq+v7y/23nnnncePH6/X64LcEpGUUhcHIlKzEEIIYTf0k8nEzOazWfna2vsCKd1sNovFomkawxHnUETMyOSrMNs/+I9/+z/8u3/3716+PFXVk5P7Dx48bKeT2WJ/u+1iTinKq1evvvjqy81m8+rV62ntwd2ZzWYCFnP2xJXz3rEidHG4vLler7brbdc0bVVVyN7YR6U+QUQz8r5uqG5iqIidsCN0BmJmZIIwpjOP10U5cQhL3JYQKKMalYzKW45UOSSUAQkYEbgskQ3K9ENLdBIW8pwagGMuHRYaGZecZxJCI8hUjj9gMyMgkiLXHO3At2RMKqmsgARGhmZQru3SkEpJpkcoMunxvgiQLCsUyexIFSz/lCD0YvMY07jUUAwLnY4MVZWxjLoUDLkCSOWOi2+Kptuni1AZSHEEF7iRfDeO88az8NsnV7S4nkqxRMBSnpmxrJKSkGZvirLxp43TKwT02dBsVISX32f8YgK18YeBCRFDIWGhqAlYNkYmIidmGU2ZMpaK1hTMj8l94jqHAOJIyYnDncoOdQ3Cw64mx+qTgllgrTiGjJgJk0kGyGjo2QBE85Djzeqag1NpIuIy5lWMvZp5dhxG0T4gYEZVBAFVBLU86OAsJRZpCJ1qTlGV1b6tMImovAMZjMA8Qu1wGlxbMaaUMS8m+3HoujgkAFBBycXuhATOiFGIMDg3rfz+bDZrJ9MG113ntoMNWbIlvGVjlztb2eilpCKgxgaC6Aq8LUuOai4555iAHM9mCx+4j13lqslkMqncMAxhO7Rt2/d9kacXzEuBuhR5gYhcXFxMp9PDw8NiTk4phRDK582srPA+++yzFy9eFNHW8fHxycnJo0ePFovF5uz8rbfeOjg6emNLLmSYIafCBazrmrzr+x4A2rZ1zp2dnR0eHU0mk3umfd875x48eigipcBnZnKu7OxSSrurq3////6bTz755P79+++998He/v5ms912OyKazWbsHQK3sykH//Ll6Xa7LZP7QvK7vDxHsqoabZWr1er169e7bR9jnk7jfD6fTuYvTl9xmAo3OyJxQ+h7DkPWMJk4IgfIpoZGxSBPBtkEAN40H2UWZUSCIGTmCIEU0cYQeUOGESiJ5qxkGQCOYqeiDh9jnBVMEYgYjBmdIamwcVmNuUyaqRhEUNlIhcgBgAGXnwZUCG6AACW1BA1YVVVY1dDIkAzFqHSIBFo6Pr3FbQOUtEBkBS4yRDMhMkBDIyJkRkQGIFUG8WWqV84AREJFBHIMGcxlNiAzNrWC8R77O1NQAhNUNHB/2uUV8Xs5alzJETOzMl0jZGYEsNHyRoY6xgDBrYPuf+7DAZY7SHEhEoMhMVpOQ6aSnV2sjGBoCsrMAJaSACKAIwMxjIW3TGQIJRGSEV0hUW+LlNWQUDhEigpDKjFjiBUjkgMlyGZJJYstVMyimjFxcbGkLKpnlxdYhdy20blVkq3I4L26qmpqMzFQUNFyz1REUImDxoRV9gitcy2h9n233Wg1Kx2m4a32gpAAPBkaM2YENcmWJHe7bretDx8EdgyYTaHwrFkKAI+ogMo4kLVVPWsne4t54JhUXBfBJGeNGXKUIScAM5CCeBMRk1xEZXVdhxCQfUo5JmHmuq6rqmqbSd22Grub62tIzbQOdV354DabvugVqqoquaEiUtLYb25uZrOZmW02m9Iu7e3tFcpdoRIXHcPz589/+9vfLpfLksBcspFV9d69e/P5/Gd/9sObm5uPPvposb/vvUfEqqr23X49aS8vLwGAmbu+Pz09LT+rQEffefvtL7/6ipld8G3bLq9vXB3Q8YGq995VoeQpb7fb/+d//9//8Y9//Cc/+Ysf/PkPb25Wn3722Wef/ZEcP3ry9mKxv394MJ3MT05O5vO92ezLr776qpD/1uv1s2fPvvnma7XsPYtIXdcist1uJdswDOXG39QT9s10PnOT/Qm1vZ/xYs/N961eJMSyiEH81tCBiEpaOCNvPlW8F4pWQgnwzXwTQES5tIc61g5vGnyzYraCrJpZM4giCBjmVNibrGAKkjWBRE2u4sIqxuKBJwJGgrFWKmiQ0YKBJTdcGZgQikCA9U06+LcfdNsSCgLSmINHRIRKJcmJgFxgUCQDJnTMxfJH2SV0hkwEZERIjIikBESEDIbGBjSG+KoxF9K6lWiLUYetzm9m5Fk4DrJLOFgl6FQsmSh78lYFdShVyMGZY3Q38sKABL2aA6gQiMXYsrMUu7VIcqE212wVBgOjMOXXHNghi2IUQkPPIXDwJVK5bEJATaHoZX1GBAzMTtVJb1kULIAJ+mygxKDAQKasBgx8vb8jAwRFtVpxYhO0BgBAShUEhmDekLKRIKInQxGXlDP67ByYmDuzlqbTZ8goqEZArESEUCU4o2tEZANEYzFPLrjKIVKLr7JdLnnatG3ToEEP/a6adNMdZsVkLMopkhqU46NyqGokOpjshCS0eTIz/1kXN4pbxZ1I4RwZUpLMBJAyxOTBau8ashZzyEO1vTgE5gosWo5JEMSbIHZZxBH4oFUQV2UO5hqHGljzkInEOZck9V1fIS/294739lisCvX+o7eCR0Rcr7put6l8uLm67ofUDf3NZrdad76uAofoXNjbM+eqmh9WDzer1bPTp3ePjruenzx5EkJ49erly2+ef/PNs5cvX27Xm9l88r/48Q+32/VsNpt88LaJ/Pa3H7++evX/ev3V//c//c3/8r/5l/+H/+7/9OTtd7J3Qq7Ppq6Z7N9rrnZnr18Nw/Bn3//zOlSvn5+92F0+efLkfHk1oCTJr1++fu+D99u6+eKLL77z3e9rBIvA3qVB583e7rr/9e9/jRP/o3/2V7/6+B+m86Of/+7p6esbQ7rK7XvvtBIG8LGyoanxvXeONtdfffq7L370ox998NZ34yZZtJury37o3n377c1m8/LstQ/tZF7frNfn2+3dUFUgBtvoD5bglzin5mFN82k33JPnP3qyX6dLj7Yz+nINf1zzqrnv9p/I9lN0gTiogaXMQjW6qXm9uTpqqqPAM9Kj2s3Ztjfn569e/of7PyQrgciOEI1dZieOxDKYViD7aFXXuaGbEc2rauZDp8N5Xr9OcckhN012VTYHzqdOIEHlXHCQOfa2MbLZ6tlsumdcrQbbCUM9Ewo7BeBAwMyApJgSa/KATqnq/uDrCfp6pxwpZNck8ENGMwoYavBBiUVIEkpmhaHmNAy63c2qes9Ph24X8zDdX6xoM6AIZAbziN6szkYq2R0FBstD3C4ZYqgwQVz2G2xCIs7oTb1JoMw4oIuUAwO5MS3DCwRP7AIG1GyaSp2QFDARZNX/yXGLNo7kvSP0zhjZsToQREeBfA2ZybhE5IEZmDNwYszMRuWYpRGcDGAA0cQZZhtH/lT2oWRlvQCEhqiGBEUVUGwlZRFqMJrLx5DFAgQubCoAGEvs4n35E5+UWbYxQQxuvdljmKwhkAAXlAWMCOayNO/6ASUPgEOKq25LgMWyrz6BAGdFZSr7YURgMCRly0C96joNpFKrUc7bru9jVAT2Dp0zAyFARBVz7ENNJDmbxpz6LLVK43wUSGIp56xS4ERm486gdBNlIVketfeemclxEWF53zeTtqqqIUZJMGgCTZXHNnhPxN6lPpZM+WEYSqcWqgoRC848DsN21w3dFs1m80ld1+1kXoIFv/jsj8+ePVOVO3fuHH3ve289fuI8lU4tDXF/f/HRn/3Zdrv95NN/eP7Ni7/9278Ndfu//z/+d/cfPBaNAFTVNZFrmqYETHRdhwYi6WB//96Dk7ZtQ9388Y9/NLPdrj86Ojo6Pm7bdjqd+rpKSYZhWK/Xv/71r7/55pvvfP+jogv9/OnzUR4R08XFxcHeogpUB4bWea6KveblN+fDMDx58uTk5N7zF985f316dv56vjd79eqVMcUs7IMR2XqTUrq+vuZJneqtzhJNfeFz7U/Dg0WYzqkaEpsQ+4Vzc8IeQsp5zHYeRQkOGABZAXzVtJPJpPEtRIRsZFXT7h8evRmhAICqIqqhipgLzlQ1pz4NDm1/NjtqmnlVBUVvlnLcdt2QIRuAKqo6h4gMjAxoIgWdREiPDo5DXQvXbaU3g26z7HJELTLGEg8hwGIIiqYoD2YL37RcTTrjZSfXfRbDhn3MSiWBB81IVIRQhQy69V6o/KJpXag8wJCzDMOuiL9FQYGAANnK/oE77VPOmIeabRKqSUWAflbxOqUeoVNJCllBIQCTG0KCoAHEYa5A5+QWzleBPXGf8kbjVrSHlFAU1dztEQBAY0sJJUpM48CijAomMfasDJ7IEmgogc8l3wOBwViNTMswX3g8WUb7Jhrp7YwaDAjQkJVAGTODlBdex2gNtBJOYeMh8ma8PdbPPA7UcPx/BEVqRuP8TEFwNF5CUbXejtzQVIHAwAvcnqiAhmU1W+58QD5pHiSixLGed4iDggDKSPUjQGAGQyUEwAF1pTl1eQPWADmwlfguRjVkH9B7hlEVpxpxHCBTTsNuyOuuZ/YhYJfiehh2UVLZtICNTiQzQUFEKoZqxCKzUigZuEV+gzHG7aZb1svKsSMlzZqITCkEYsw5F8xbOa2qqiLmvu8Lw6CezVJ2wVGOUWJ6/fr1w5PFdreLXV+mTvv7e9/5zncePXpERKenp0S0vro5Ozu7f//+Rx99NJnv7x3On37x5W9/98nPf/7zu/dP/nq2N5nOi2oZjHzgqqocAah5z/vzheZ0c7188fzlyclJ1dSPF2+3bVvVdVU1wzAAE5HLOfoQLq+u/uF3v/ve9z76q3/2z5arXR7i61enz58//9GP/2IY0vPnz2PsY4xpiFIhEQVfTSazZ89++cc//vGn/+QvHj9+GCrX1pXznDW99957oW2GlJHd5Oq6urxQQzOjUWvOIVTsgxgYcj2dCXYZPTAhV1UTqkjW0W63q7wjLNnwBCgE5fAict5XdTVtvEZInUDiyWzifBUr1DGgD4yBWImJMKuUMVNSwcCz+d5i0gbAJpp3lHNeKm1s6AA5mwE4BYeFoAKSookEYufd42kA5Oz9Xs01p9erLqUByGczAwZEIzHNwKpMivSgmbGv/WyeKJzSbuiWJtFXteZYhqpa2OKUlJRA92R1f//+vJ2wAhqtOZzrbpcHccUCiGYo6BIhlWV5I92urzFPJ9W9aTNzSJYFm9fLm7Xk65TXWQXU0DQEF5uMkEBSZf2eo/tVOAp1wwgAybsV+jPanfVxJxY5gw9NBAAlUy1RNKZkypYhDhVr5R0idlnNNCUwzYjhtksugjBWIzBm5mwqpigJAcsTBQDsEMEEqVBrCvs94chdL/tdKDlahggSyN0OA+AWrD7K+cqZVeZuhFjmg2pY5glaEPdl6HY7axilw2qAgCYA4FMxzBc7xRtzMgITOAQkE4mSAcA5ZGa/c6hGih6JjYqTxsgLgjphgEHyOqZKpCaqiXaShix59HVb2WcTEagrOYkAwMC96qobsoBUaRflput3WTM6cB5ANWVyvswQjIiZgcHYRCTruApPMpSPGGOOCU0W88n+rK2qJnh0DgVMkykYERVhHRKh45TSerOJqT84ONhfLByZIwbnYhw2m00anoYQVIUIm6a5e/fe/tGRAOy67vJ6td5uTk9PX79+/dnTrwaxJ0+ePL5/fLB/uHdw+Hf/9Zf/n7/59/cfPP6rf/rPY1yLiGNuqno6na6X15olsJvP55qiiMScuiEWkud2t+uHxMzbfjDDLJLFqqruuuHZs+ePHx7stn2Rff3wz39ws1r9n/8v/1cE/tf/+l8H78vSbCxClcxsb29viF1he9V1vVgsdt12tVkiYl235BKyq6qdd9WQYkoSyKuxASF7Ndj0XRNoENtGFaEAlogHxVxEBmMiABGwjeojHiOccupVk4G4IKjJSAQAKhamYu8iN4rECYxs6Ie6ccyM7F0IoamN3Wa7rSCQkSNfcWDMXkCI0RCjkJoDAlVTJLHgXO3rQ4hJzYRyqM3jxnaDaWLY5miOAVBQ0YmCCjOSHlFQBS8GwYuvlmAiyVlOmIrcAAAzZWBBUDI4Dt3Dqc5bS0MmdBP2mpxud4qUsdy+GdArkBECWK40Dz2CzabTo0ndSqYhAWBVt5fDoDFFSMlcJkhsLtfZYrJhqDXPq/pOqO66qgZLQ7TaT4MXlJvYpRwjB6odxHEgj6ZFtksgznLbhEXl2sYjYp901efNkGOKvWsBii4CC6AMjLJaxcE0ZslmSgQOCRjMDDyaoVrZe4KoKljGkZejZn+Sa4YAQPoniwJ788dtNwe3mE41BizKe8RS64GMGWiEWE7BstLEUTJjZmZBGJFJCQh1/AaUwbqUyDMxC1kmUs2Z0TmoqaIi+bNiMUVEE1QhE/YR0UwFEpvVqhWhZ85EUc1ELeWEAESOiJyLIio5GHhEQreJedOnLeyS4U5hALbggJ1qNgTvvTonRCO9notSx3QcCeqbua+YDSle3lwjiGeiCTBxIjaVNwAWVaVbW0XX96vV6vzi9dnZWR0CWmKC2aSdTJrKh5yGvfli2+1ijNPp5OTRw729vc22u75ZZcBXry/PLm92Ua5XN7/+3WeH9x4tl8uqat5//8Ozi5v/+otf/uIXv/jBRz8EwCJcmM1meYiXzm+222EYCO1yuTry4f79B2YWQnjx8vThw4d1XaPzMUYfgioUuOjL16ffvHzx1//8hzFLU9V9SFmp33X/j//7/2212nhGMpWUNUuZFovIMAztpBgV1Qeez6eEut1thtQz83Q6zSpi0DS7uq4VUHO6XG4DTFydWjWPpIAClJAjBV81QjCo7TIkIxeqyjVOtmhc1l9F/oZAgmCqmz7dVAM3AV2FSpolpiEOCRFZHUA2AwMVpIzlbV+aDTCkAq01YtNCJVIwGqfgCmBgksGACndGAYwduOB9qzmqGWM2qNVqsAqMySJIKlMSVNWMZMiQCfdd26VMUdFpCzZB2ImkfueYFBUQDdVUjTKAKtnC+laX2HXQi6vaCYXWqYcUqBqTHdABOwQPiia202uFOEEgzAGkkgwxgujRpM45LxGXKoVfZ2Ql69cAlUBJ1asGtcqARE0xO6oQmRBJjFS5mHsIoMjkiYox2GxWhUUbZk1FRF3KHhNKXg494kyl8M6RRh0roGmOvUoiS8zoAZ0BiIkkqSdjCWNjIoeaWTERAFhxUZtQGTUZSBzGswlvX1IoDr1Rt28miOiIQBURCR0WNg1AVhUAQhoNAQBc0m5gjBM0KMR4ZCQFUBADElVFzKaExFhECqxshaXB7MtRjsAKCIgZNAMqYkYA9rnYISiDmRIzO3GmOQuAqMr4fmZTUYAoaghIDs2imsS4Sx2yz+wioZTsLRvb2PEpoiKCIWVUsV2fitiyyI7ZOzRQ1F3XLYlMcr8N0zbMJ20TPIINw5Ak930UETWIqd/tdjHGy8vL68srRCDI3tFs0u4v5tPp9AcfvXVwuDe86pxzJycnDx48MKC+j6/Prw3h9cXlkJRDc/f4fgbaxTydHtzc3OwdHP7oRz96/uLl73//+1/96lff/f5HRFRi2Zo6tFXoiBwjVXXxKjrnUkr7BweLxeLg4GDbD4QIiMx+JEGkePrqdd8NwzAYsnP4/vvvv3p5/s/+6V/9l//x5zc3q9m0rSvvHRcCctM0pTE8Ozu7e/e4ILS8n8ShjzHGGKfTqXMOhBy7yWQ2nXZZrRvSbjAy7ykYMpJjoqh2sdmGCRuTE93EfLO1LvtcrhJzBqOMiojBUBEU0Mjvcl51gyPU2jm1IUkcpMwhYLynlsMHibAONRFkUVQbRLuYp74K7cQ6yEhRbRDNZcVnRVxkAGigo36cUBEkGzvvCZNx7FPqE6oxYhIlNIeQxyal2FQUkSsKxpSU0pAkChVDWYrsKgS7TcQSKzxLwECqacgpa1TywYgYJTgeoLB1ScgBsRkjAhIaJOchGAOoiBCRdz5DNFHQbJoJlMYIO3GScoVU+4DJuhiXm+1EAV0gXw2im13aDoOZeXaZuMxUENSAyUpLWKbs2XPwJaxCtWawQJ2DTmWNoKSqZbdLgFK0p6kfHGrjeFL7tgmONKcYRS80Y5n5jMoMRig4KAJURkRTbxjMvCkpxNJBQUHrj1XSt36m23eKidLI6BAkx4gCRkYCZlhEIzxWbaDlACi5a/qG11dgNmACaobs3agsUyVEb0WVbPG2hHFmDtmKdZJMEA1JwchVyJ6ScklEQzYScA4ICsO4NHRJhBDNOVBLhmqKyOAbkc65SsglwCyQoyQVBUqxK04RFTEkc06JlThJh4gggMjFRWWooJhFt31nGiUFsmldMr8RkCl2cdt3SXLMst12m+02xlhq1UnT7C0mbRW849mkXSwWh/sHRFRYLov33zez09PTXR/JMSCLwf7hUcz6L//Vf7vrB3BVXdezKFFY2wABAABJREFUxR6Tv3Pn7nvvffCrj3/7n/7Tfzk5eZgnE20F1ZjZe8+MjBQCPXr0KIRwfX0tIsUPeHNz89U3zx4/fgtpRIsg4nq9Pj09BYAvv/z6wYMHqrC8vlmtb472995/++1Xr8+I6PjwoKp8O6nbukHEbrs9P79s2/qdd955/ORh01RFrjEMXUEDnl5cqsFsb5+ZJ5PZZjt03YXtHVWTWd3OQmhcFQh81Hyx3GGGBgbS3IlutEoYgEBEyuVio6HNgBgMsik7n0xXMRsNuzRwjil2OQo4LpnjjI5KjhNaQjMmsQyI7J0o3Gy2LDatK804JLuJw3roB9Fc5pUCSN/e4AFZUQZRTelGAL0bRK764WrX92oKlLKic4jMiAoZld4ol676iD4ounUfl9s+CpBzRAzoximxEZqU45iBtklrkcZ5CCEjb5N0cayOBEZN2egZAjATD64JjrPu+uE6gw915TgDb+NwE9M2S1REJjZyoo57rSsfnAfSbd+d2cC+Sj60Tb0d+ot+WPU5CwWu1JwkpHG4Y6ODGxVN0SB47xipDI2QNLjGu+A4cRYQBXXFh44EYKy5Iqwd7rXV4XyymDQeZNjtOtCrPBJZ0JwzLuNxMlBDBgIDNvRgQa2yMnZSgAI0IEEo8i1DyjaifGiUoiKNYlkkyPDmK2/lxjTuH0fPI42bNVMHSgZkhiCqYiWtVojIRCVlM6ExidsAYIcOyJyZACpJWQnobWeKRo5cGXlxVhNNpkpo5ByzmZmOEX4misjOe5AsWcSQib1ngCn4AIASZRARxRLIXY6qmBOIZcDSJihxU1dg9K0pl9mMRKNYkYU5KHQtHxAxiVRVpZtNkpxz7rr+ZrksUaCz2UyzzOezBw/u3Tk8mE0n9+4cPzw5Ob7z8OLiarvddl1XTDDM/OjRk+XmD31MYhDqtluu/+zPf7Tddf/wD//w/OWrk5OTpLJdr0MIq9Xq97///Wq1ms/nDglIyt4kDXHodgS4XF6fnJwU7PrV5eWTt97yvrpzeISIVQhVcIURsl2tz1+fDt1uu91OJ/PDw8MXp6eL2bTv81/+xY9/+5vfDcMwm08AwBGKpt16OHt98ezZs/t333r77ScHBwe73e7m5vrVq1dXV1ehrgqKz/lQ1/Xi4PDoDtTNJKl+tkXF4HzDzlVVBb5JKSVIl+vOW4eWDZ3VHJpWXW2CFEnGqnd04AggAxloMsCsuhs2lkGiSSa0DHnkiJc9E6oaKppAVjN27H1rKS+3u9T1s6qZUN2r3sT+ahg6BGVn7AwBDS2rIBhhRozJRC2m9FwhAA8KZ9t+NaTs/MA0qAG5keaiCCbldGTgr7t+Mq+QaZn0fEhbRfEVc8hgJakOzXhsf5SIXuxMJm4xaStXDeauN5vz7dABSeUVUMFQBVEIgBRN1Ud0xHmIl7ut8pBnWnsXU9pqulG5UegQ1bxTpwJuYRMXARHZtzAJK81D378Y+rBeJdNBtANLxiTolfhPOIeI/wideX19ja2v9mbNdKqG3a7PIuRYXFbSkpqsmBWQRRhE+qGZtnu+nVsOm5UHmSGG2ez320xGKAWrUjyRBIwac93U3gFKdlkm3rdEbChNtd5uNv0A5MChgRJ5DM4B5Zwxq2dmAJRMBp4RhsEQNDOyI0JGF1POCs2kRQNHgASOCM1Es6acSabtNKsMKXLwZJTSwMSgigABgEpcs46aiLzfpK5POQYENUUxRCRHyIEARM1yVgPNiGJsAPMAKVnOhWbpmdU0Db1DEhEwq33FgfIQU5KUdOKqZJaBfOUIKQNGyZY5saeqodTm2JsLXNXCPmlniqqiCEgIzCWiFpk8hX7o+34HNplNahERJgW7urrOKk3TdMMgm20ZCTnnDg8P337yFprWFb/z1tumkmMsXpy+78s9c7lcLg4OSrzoZDLZ9VfvvPPOZtcDwL/5N//m7Xfe/f73v3+wv/fyxenJo0dxyCGER48evXr1+uOPPz4+OGSDJvgYY1OFg72F5FhV9Ttvva2qs0m72+0ODvYk5xRj01TdZk2mIqmu66vL9cX5a+/5+Phwtdw8e/YsxogGALo/n6WUHp/cjzHGPJjZfDJtmurLL5/+4Q9/mE0X77//7oMHD1Iajo+P1uvV5eX5bDY7PXs99Ong4MD5INlWy81uiDc3y77vTx5+p54sQt04X6WUDFwIwbnKMqgyoxqSkB+yRI0G7FyAnJXgDR0AEb1zKgkAc0n1RSIOyI7AHIcCSRCV4sUrgnZVFTTLICpBNChAkqHfXELfm0RCqYIQdKqWI7O3lLlkeWlOmhNiJgSEz3eDdYMaJqIU6oQoyMKoIyCGAJGNy90cEzyLg15cGVImEqTsnRAKohqBkQMyMzIGE4dESLr/5GWE1/3A0pOREUtYgMMEBkQOC1VEUHS08ojnBGgeXbtW2SxXYpZRI0FGyk1rJVsmYcjofESHBGwJOKERAzEwjogMsbIABCAOyIiYeCjFZWmzilexyGq7lJdd16sa0KpPG8kRQCgbWpk0ExBYAQdI7TCAeUkhU4NQgwUUVg3g0KwEO5CV+HUFxToEUtA+Uo6B3V5THU4mrfOXkCoHwfn1MHQqQM5AJefiMyAqXGi1LIjgDOeNM6QM0BkMpmqp7FmgGHnA3nB8yMgA1AY1rwaiEbMqAoIycRn3MSAbsAHpaPt8trligzq4ygWvaCkDADpOmoozi4ycEJc1uMJQpmlUatZiUwYAcEimYmoZs7FXJGQqge9iaoYKBVOLDCaoVVWxZhxqC5WEGl3FoUkxmUQDBHuDCgcENGTPTiVBlpx02w03q1VwZKKo0cyyQkEJ1nVdGMR1E4ZhONzfO1xMc851FQ72Dj27EOrZYt40zW63u7m5eagKAMvlddtUh/t7pehTzVUIhwf7J/fv7XZXk8l0Mpmcn12u11uJcnl5+Xf/5X/8yZ//yDs3bepSBVc++Lpq6rDcdUTECHXwjfcElnOSFA8PDlJKm+VN5XztXeq7y4uz3Xb99fri+vr6yZMn773z3uHhIQGwd48e3js9PT2s5yKyXN98/sdPP/3jp+v1en9//6c/+8sPPnzv4ODg1atXf/z808vLy8KNcC7sYlxvOheG+f5BXU8OD4/F8IWr2NVFwFZcaNkAVdE4k2dTQFRgtTHbzcaaGsoSqehMzEjHlVCB3BEi8m3sSCE1jYK5Ue+AhXVgZkSkhupQUU1NOQyaM2F2lAhF1ACRsMxoykWaCROgICjjTahHzxqSGgpSmZKpKgAVeQ6PTAUGgGXVFsB36WS0+PsRQIxHWqCRGhsRIBld+QUjMJgzo1v9kBgImxSzHyqJlauGDSB7NEDjjJQ4ZaSENpAmBEECRZeZAb2BE3AuEjowwIwoiEJjFKlRoV4qAzpFFmZABs4EDCyIZoDIZqbECj6qblOO6y3vegHslbqsuWxC1JQMC9nrdlPFngFUclLP7F1FHIwQlMGKmnO0L5oakqp5D5AFVEitrdxe2x60beNdH60NU2buriL0ET0R+axqoHgb/KmSULL3rg3VvYaAXTRbxnTVxSwGRBiKSKV4rMneuB4AnMQKxKGqxQJXIAWPXN6CrMQGJSyIS46ZikNwxISKmkEzMwcXtB8USyoqsIFTckAMtM0DInpCQ2c6kkAQC6wCk4hmAi3JYQhEBmXBBFjIW1aCoMhcRS6aDxoaDa2rphA6qATjBgELf6akw90iQhCQFTDmtN1u0cQRmqQ6ICKaYjf0xQjdTicHBweTaaNZ5tPZ3t4iD33tw9HBoffeV6HEuMeczs7Ouq6bL/aZU1quZ9M2hNA0zf27dyaz+ZMnT/amje8nwLRabl6evkopPXnypOu66+vrLz7/vPHuYD5RzZpzcFQGFMP2PIQAlgiN0Miy5kHEZk21Vtmulm1T1VUFJnG3nVRhSLLZbL75+hvNevf4zmwyadt2MplojkMnV1dXX3799fOXL1JKH3300c9+9rMf/OAHk0nbdbtPPvnk888/Z6TS9m43XSkq27adz/fI+dVm2/fRT2vvg3POERNhIlOQZATIDkBHJicJGJqYKXC4vfkBEKJKAfVZycEDBEQ2GKUDiIZcvLajTLBMUt/8m4EaI4gCqzGBReeSQCYQ9oq3N7uROApWFJyKCqgEgrByHmC0HhYKbzkiLUtx1bAxF7k1ABlswq3TemyrcHwsYDSmQSmaoaFDIqAttWzAZs7EqdLoKlbDwua7DVZXKbtLhBoAFETQEmIkiWQDWcKCmUdVqgjBlBVcIU8ogBJEwExoBMhQ1w1mxSQUDVAxlXEavAFXgY3bClESxB4wi7FmxZSASxSioGMDtRHXMz5mIkRKhDuDKuXKSeW8Zy6ICZGEAGQsBvxG54mQUiJGJqyDb+vQBCZQGXpniau68cymKpmqBp2LOQEAEgGCZbUspNYEv5hODsPAzkVi7ijlHDUaCGJB+pCaCkIxWAIAAu+h7jtUdi34DNhn6SGRZlEoJP5xX6nFcgpHk0qHxGmAoQcxEvMheBlYEyAB+tGmRYiKRgiSiblQaqxo8ckYx7xoUKKyjlQ1AzF0xR9rRgaFNolIitRWdTShlFiUVExSzoIUeHcBBSYLQFBsmYoAQ0oqomZRch8HR+AIDcREmVkNu67r+v7Nu5mZMevNzY2l3jtigIuLi8V0dnzC89neo8dvHR8fL5fL58+ffziZHB8fiaQhiYnuzyezB/eODu/4KqyvL+c1ktAu7na7fujTYrE4OTnpuu4Pf/jDveOjByf30IwAHDGodd02xR5Mct+nlHoH3lUaoyF0u01gAk2bm5u2bSHHunKz6cGzFy9mszkCPv38i2++/Go+nQFYt90y85DSzc0yqxzdufPOe+/+6Cc//vGPf+wcv3jxYrvefPX102EY7h4fqWqoq+urJXvX1u1i/3A2m4mRd1UIwYXW+4rZs0NiNCotEhiioTco9gUiIDVzplqcGIhlK6tcTqICgytzHJSyPQQHo2xm/HNcTBuYilHxaozo0Vzy+hAjQELONqZajQMyLRcx4m1oINx6AuObdXlZYt2OdIyQdPR9IHz7T6Z/ZCX+dkBOiFjE4UZYrhdDM2FvYsBGRlogeCWYBwoBq0zaRXG0iyiNBaAUtgSwjgdGQYoTYEkFYiNw4NSYjGykThTdf6kUCtymWMQdoqrdHvdgxVXCYsbkpIT1mSYkBcjEEdyAXpAqVVWVYk1EAiRFSww9kqpqypmGhLTJyqYoeTBEQ1YlcIpI5JAJCNWKa7wQM1RBiuqfVNiEwRjLaAB0XNhzMfOYqpkxQROq2aSdpK13XjyJ8brD9SBJsuYE5G53KKb4LRzjvncHlUfvd85HgOu+u9kMkhIBKrAU0g2aFOgYwEJhiBlTbMm33pGDbKJD7ywDsBAqekIVQGRE05EDaQqgpAIq5T0KTp0IAiMhoAPTrApqTChla0xGYrehFORDcKacMxV1mlpWAOfhkhGBMuoIiC/5vAYjq5TALGXp4hBKOUfJ3Qrfvfch1E3TOOeaqq6n88uL82598+47bzHR+mZ5uLc/xDydTj/88MOf/OQnv/rVrz//9DNV/eCDDw4P9vouXkrSXWbLgYUt9nG7SaVoxpzzq1evvvnmm5SECE5PT6+vr2M/EGAITkAkDtv1WmOfJW03677vVXJd14Dofbg+Pz08usOml69fnqpdnL/WOLDjuq7v3r179/gOE8au3643VxcX2/VmOp02VTV79PDRk8c/+PMfnjx42E4nRNT3/ZdffrlZL1V1f38BAK9fv4pZYkxV8N77AimtqurBgwfz/YNf3DTee0fsEKQEmxMpEZR5B6MBMFoJAcQROYBExK4o+QgRsETnlZv+bYEzLnzKpao2inFoTLs0LJmbgIClrk+KbJCVVEQQIJshFEYJfstFQDQQAwUUK0DkEeownga3v1NBZKGBIVhJHTFQAAZ+w7VCUxhdaKpQkDiECIqKI8LZPAqRsRiT3vpX0IgKlgsAFKnQqTIImfVOCwIQVMmAwYJASQQq1RyZAqGyZQcuOaVyQiI4MyqgJyXY7awAXdQEkNiQsYQcCFJRV+qtuADAofMADJgFKRFH9BGdAM5iyqYF+kvIimhoSg6ZkuReUhd1pV2F6E1MdJg0aOgACM1DOb0JEMmjoqSsuzRsO9kFN2F2jjmrxEFT9EyVKzkfJT59tK4X2YoDKozCSgevlBWDpYDZoaBaTmShpDyb4hj9Vl7Lh97N2aHjjnhgYtPU7TY5AgdDM0SBMlIozTOEq8sqy8T7O7PZYjIVkZvNejnsvKkSKooiJgYyECNA80yqqjmO8EcEEwXVIromQodkzDrqPxi0Lz4EFSsLWgQiJQWRbCKWFUUxKopyUq6ZzQrpY3zPGQIQOnJQzGOSUkqgSQgRcVqVNTMi02Kx2Ns7KIRP1czMXdelbhO7fmc2gOWUbm6WzO7k5MFPf/qzzWb7m998/Nnvf7+6vv7JT34ymUwe3rtTFAaNZ+dctZgZuj/84Q/Pn7+8WS2Xy3UZl8Shu398Z7NaX15eNp5NFBFzzkPfDf2OiOJu2+92BAoydc4RWrfbhuDB5Ory/OLi4tlXn1+dn629f/Lhdwtd67vf+bBmf/761Xa9qUIQkXYy8VWYzvf27xxl0aub6+vr64vL16evX/a7bjKZtG19dXF5dXV1s1of7B9VVXVwcDSZLVzVGLIBTYknqXahZUYEYDRFEzQAECzHFha6ElpmtGLuKrnxilwotyWdBskKe6qUN+MgmNBU39RWBmCqUJjOZQdfwvqAMphDwLHTA8BSwRiL4diIoQMsJh4xESRnAIa+zJJMFQBMxiAmUITSlZaduJRGAQDCSIkfeeYAQFYGdcJIgKgEZYmISEZUmbABgbGNoU8w5pmPU9NimMtgZkhmvRceb/vmVJyYgpXYh0xQpDsAqGzJwEWXHRKSoQFpZlVUdOWUNZMSsYiQseyW1SmP20Ckop00QwENLqglBRTEiJzICQUBdr2iOQVTQjVnVvLFLDIBEpLLmnuDAEbAxJgZ2TAbOIVUmk8bE6YcGhKAyLrbXaJA6ibOiaYu5XXSnIXJR9WcMxLfenvROQfOQU7DMGxXSx8GzKAqFhVyRFUyVMto4dYSbAZkNsaVHrGfAqSsjFaxi96viAdUIdBRReJGU5ERAM2WQ+X8UT29P1vsTSd9ig7EBTzdbIQ0owmpoIIxaAajYCA5Qk7suKnrNgQ0MJEkyjEnLfuhDFpAPYClIxQDRDAlIgUjAM2iIjlJitINqR/yph/6PjfsRj/pP/4wGwGwKqKScrLE5onFuRhjzOKcm88WBa3HSKevXvTb3TAMaRiePn1aV2ExnQTv71iIkh88ePDWW2/9xV/8BSK8ePHi/Pz8N7/++PBo/+7du9PplAB365sSGOHbvZcvT8/Pz5t2evfuXecCM5+fnQLAxcXF0/8/Vf/WZNmVZWdi87bW3vvc/BIeiAgACSQSmZWVRSZLVJlobdaisU0ma1O/6u/pD3T/hpZeSJlJbLapyG42q8jKykwkgAggPMLdz21f1poXPazjqOqweADi6uF+ztpzjTnGN/7ud+tVlwmTkM7TNE3j8ZBz9lrQDdzcanUFADP7/rs/vXjxstY6jefz8TiNp7P7p2YNXMOAd3d3L652OaVWlpNzPp3PT6fz/uHx/vHx/uMHM9sfHgCglJIS17o8Pj5eX19zytvN7ubm5sWLF92wrg7jrNO0jMu83bwClkjJEdzcSb1pvkQBSG3CCkMAcAP3Z0JtRLAHth50M+PLLN6qSBuinP9RSoPwUnaDDU3XdPemiiEi0GX6J2eKkEtY9tLQmwLJQwCIEAIEsXoIgAMN4dB0iwBv+Dr0wOeV9mXX9NM4RSu35x+/jEANCWpQsBkVAxycLs5BylbJgx3Zgp0Q0aJh2aGZ+B0IMCI8gBhhTlUcMkQ2lwixIAuHqBiVqDIYkiEoexBKE7sYgTzIndwaJ7c1Mql7DW8NexaGgAL8E78nWsS5PfOJPNwiaoAiK4oxOQq7XIxGwRGEyI5h4UCMSEhNJgogzNIanswd2mXePTAcEMOx1tL10guDUa3L/rjo6Sjum747TvNoYd0QHbmTgyOLtxs8EyMQC9RS5uUUQXcetTpGXdS1RKthuwD3rDH24R95M9YInTmYFwyU1BFmJlGIZ64PAhkiRLve01a6VU7Xfb/NuUNE5qthkFX//nz8qZg6AAwskAHNXF0N3BPnzWp9s90mZlc7jefzNI9TLQCqWjQUgBnawHvBd1NEBKEHYNd1EKYpVcnMqRlr7XIRwWdj9D9wyEop4IZuYQaqhNAeWQ1qPM5L4+SllFJKYf7mzZvj0363WtUyPn24d/ftZlNKeXx8VNUG5/uzP/uzrst/8zd/85//5m+//e6bb//0x5R4s9nknMNsms6lFJPddrv9zW9+8/nPvry/v394eMo5I7ibf/z4USA26363GrZDH67TNE3ziM1WIpJZALxWd3dO8v7djxRwc/ditVp1OXc5Nc/9er0WkearuLu7C/fT/sndC8CyLPM8L7VM09Sau5D89vZ2PJ2Px+PpdBpP55/97Gd3AUm6Ybd19+PxXMwsWEQ2adNzH8TKXAMCLNwNtCU82hBhF1+xQQQ+150htFqXVjpnFE7M2BrfnrNhF+kbWj3CpSQCGVpyn+hCcwfGAKS2ISTiQMcmR1wYyRwozQZ16X1AcxBsCVnIcIELOziCYeuLQwf5x34kuFRDgCVtSpV7A/2iN5Kng11UNWw/S0QeBKku4K2amCiolfsaOcU/tCN7tP18aERhb4MIgLNHtqCf3FvtLcVgiIBg7sLMYB4VwRmhE2IJpGBbgAQlcYCZLjWqUwDTPnXuDhoEIRHSlp3OsThh5mAB77AilabIjfkFWiWbpZ77UokAJTmnalKYG0ERSSsZgGnEi8MbZzPxmqzkxQnCgVwG6kUTVAjq5kFHrj+KBhrahjJwa6EO7pFWQVwwIqwVsENUcOu6BzSHOh9XgGhExXkO0QROjJzcPQESRAJgC2kHsND/WvtN7K5vbyin4zR/PD2cbaWGxaGAK7uiGaNz64DD7wf7ZLO63eZEmItJKV7KTHXdyRlhNFVLgrzSnGeGxaeXU+49necXxf48hpeL41KJYQF45+P35fShguZ17tdIqTq999zlWIV186mfP+xI36z7F+th3XUPT09/2v/47fnxYTGCOpOdXHOd2Aytqrq7A2Ez/kDm8HDPwQyew7VaXapPh5GIcuo7GcB5PE19yg1bfjwcIuLq6urNV7+KiNhsN69eZYrv/vj7b//w919//fXXv/jVL3/x9e317T/7p//sf/lf/uP5NO33+9NpnOeS0vr1p19eX1//i7/81Wqz2+12j/t9Oe7PGE/3P3788D6s3q5zXdG0RK+raZZaZivLi4G0HgRg03d9Ukqg5LUuOvnLq245Pbyf933f/+rLN9Pp43/4D/9hv3+6/7H7iz//8/14+OaHbz8cH969e5cl/fGPv+/7npldNSLM6nR4/PDhAwpdXV1dX60eHhZhvLu7IxLhtNlsibvxNJ3OU6Dk3J/H+ePHj/EzgH7Fq43yDpJYco8UNdY8kJMYMhi3hhdOKNH7y6LFADA6Ey6kBlFza8C1BoYTWxr6mNzfDy8Egs1Ea4oQFAx2Y8Q+DByBUgTVyQ4IC5PNtKUsGBQGoY4hwuKUKNEUahAOtVi1UBLsOxkDq4cyuuQCUIsSycCJLNgNzJDM2Y3cyBUsJDgoae48saMHBNuS6pHDUxBRD3lV8qqk1dQlpW+374GJARUlITf0pKuCwYoECOaYK1bs0cCmsmwOPTMLJWV/FEdCIc6cXc28gjlWTegJASBELuzPaDa0FpqMcACwQCuqaBFKFG2YUyscAETshOFuagbunlnggi1uzwnCCEDXBtyjRNKQ7RFIfjmrwQkwKILQPRgb0AWA/PIk+GkivWwuEBjAEJhBEVqqEppI6XC58cplT9DUhHZnbUh/JPClaBA6YnEr5oroEQSYUr5Ud0TTFwM9HOBJxzLizEGcxrLsp7GawkWgRoHWS0TsiEwegMxL1eN5OkEeuoFThqhWa1E3CggGJkYWEEpIRsuyCHFKqeuHvFpLYo9wBErCpjClSzlQ21EippTQq6kJgHR5lYdh1aUuT3UJ5jSsUjfp+TCXpag5RPUwDwswB0QmEUmcRVarvszLOJ2mUrQsbrXhwBvOGMEbamq9Xm+325zzZrPJTE9PT/v9/tG0tVf9/ve/f313c3V1tdnsDofD23ffff7ZF59++maeb3/1q1/f398fD+fG1ULE6+vrV69evb4ZzvP0+LB/3O/dvXW4iEjRtpwNIKy1jlpqmcF0mhdEFMlEYhAUyMyB7EWXOs9TAcJSdNHa9/3nn3/+9nR62qf7Dz9ud+thGMBjPJ2L0PX1NQCcDod3774/n8+r1erq6urLL7/8/Td/OBwOXdevVitEPB3H9+/fB9CXX/VQ4zzNHz8+Hc8TcepX6341jBFNSWxWz3bJEbk0rRA4IkLrP25Rm9PHjolTJuJqxbQQU8LewjCcwNvCKhwbO7eXhKocJhHinlA9IntYVIoIbJ9LRBREJUTG5O7hTo6JCNy9lmJzSqlNd0gNT4zuXhaV6MKqmWNgYiEkdCPz5CgQhIFETuQcSq4o9OzIsstLMCKCLHqWahVqgbAwB4WqbpXMgsKaE61tBNxNXdGDEjIhY2sIJOLWWQmMQBH+rP1HkIZGI0SjX7aHZu4qPbCBtbCctJrrRoEHMKvqBuDAIPhMpikTkRAyIgehAthF9o/ngB5Ca/4AQsAxXCASRTgKtEWgO7hzimjAKiAHIhRHQjCMwLiwhC5zdeuSvMzJiIxogIytKisu5awIbBAIUCkuJVfN9tbWs9hag2jR0pKlNcAbQCYu0DgAaLlwx3BzBwePj7YcpshWAqm6FXMPCJFmQQaI7OSMccHKAqR+Vns8j2sXceiYjnPZz+eipgxAzMxCwkAiDMkvVn0IB1SAiuwpkaAiqmRL4hreIg6GjBAiUcwsPEBS1w9dWvfSyXwo2A3dxvk06f40uZcASAm4d68GaKiIwcScMktqXEUCZEFwCmIGQQIvGRGZqVXIrFarlqc5n8+tnut0OrV4EAAcDoeXN7uIKGU+HvdPT0+n0+nN688aeuXLL3+WUrdarYSzmTW6Qymzqnpo1+UXL27G8bR/fJjncbtedV1qCrqFaa22TEQkKTFzypkkeUBp1pFAIKzFxnkyi6DR3derza9++WfTH96Bx+PHD+MnL+tuW5f5dDowooiY1dPp0GDz7WUoxAD4/v19g/Yh8Ol0quY59ffvP56m+XCcDqfzNCtJunlx9+LFy8Q5dwP1a2OeI8CDhVAEPegZOITPr1RHvMOHrlt3G3Epx3lBmw1FAoo/+4ABA8SwreCAi4UqlJmtdtBMDZKQFSEUCxJJQkAHdsgEBizgGm4QjU4TrtVKFewRwgjMARkJsToU0y0OqIBhRCqEAYrubJ4NElC7XlqgXpgk2LBUQOjR7rLgoGRlhW6mblXCcxC5OIQBcDPEB8TzbqCV+Ikwo5GH6FLrgosCAkd0vEP3AKXLKIMOTS2PALu4nsI9DMJkIFaPEgoAQATgiu4BRKRujR0hSASAFmbWz2ciQklASZuNkcmEzO3ypvIAAGrR73DtEVstMVIYMhICAQhComAEQWxGMkuYCE2xrX+b+yAYsHXq4MX629Cd1HrUAiDaaQXhEIhUL7Y6MLPnTW2TBS5N99bKLIGCLiApJAkkdaegRnyAS9MaBsBBgkHZLoFMh+aOSqDa+qgjAhWa/wMRo+uq1XO1D+MI1Rn8uEz35bx05M1m1Yg0AA6GGKtuJeCllMM4v98fte+EoU/Dx/H4sJTRQ5GdGJqK4YHti08YTjViDijAyhm6Nbh5sch95B66yobEDP0GuBrMDguAO6VAQaZpmRmj67rEUIWtLKoK4V3XIWISyjm3zohpmtz9fD63JkFm5iS73a7ve3e/vtq6VcL88sWdmb397vuHDx9fvHjxzR//+Pr16+1mp6pmwcyn0+n+/n7TeTesAWBeahZEglIX1+Xm5k1iHMezoHni0MXqkrNw6pEYKQXSUi3Cm0osItVU1aubzubu26vd7e3tiN2HDx/Ox/10PoJrRAiBmQ7D2kzAo0sZEYnxdDo9PDzcvnipFvb0hMDr9Xp7dY3AiPTtd2/vHw+nccn9wHmF0hmKE6/73Xp7FetddThVwAvj4NID+g+yD0ZTBv5sF3kdee2F7ZG8Bz/5XEsQsaEYkgMGSiC0Zk/R8FKT2ppgJ5wxBNkxny0YfY4wJUBWFzADRGAiYADnMDZL4JKChboOa8RiPqkHUiAT8IVngtiRCCA313TEWnjVJ7Jwj8V8dl8QQRp0NoDQIhSomWwwNJllr5koS88obqjgFqiEiXNEXN6oRM9HgbMgeAWtOepGMGECL6Z6QooIddPm68CwwAC9rEm9Vda7MErOspU0mgWAmvrlYAmNYOBABwZCSC0zYoZVb6NikDkULx5YkZSTc3JOBh4RhK2NDxpEIXWCZqjYyHKMTJAApToxJAdix0TMYQJGwTNDW7E2TwpEcCA2B4gjtI50AARG9+AU0AbVuBArsEWdoJrjJXaJFMitlBLQOV9sxAiBTHRpma61thMNG+6PWnEZLJL/wUbnF02doxWaBF78uM3XC4gwdSkl0rCThtWRzSZbZgyNSzgHPTxMrYQFNVoPsQeNWj+ex6ksRJB1+XA4nDxGg4UYmQklHMCjlCJIwilMx2V5irkTRhbgPOm8L3oysJRltaLG7ZKVR4WEHkjhwUIsQDgMawINrTW0AphZPG9/mLnrciuDiYhSiqrmnFN/qYdZ5qnWyswR8eHH9zc3Nze7q7u7u2marFary3wer6+vT/un8XhS1VIKAOacr7brD/ffrVWXZTmN0zRNp8MDeLl7eXv34srdPnx8JK9X64EwrJbeenVKKTrD1AUzIzAQIfOkaoAkCRUc1AFF8mq1+ernK0I/nU7TeJ7GMwAgRC3LH//w+3b4qqqI5JzbrLdU3Wx2IjkiWtuzVt8fj8DS9yvu1qnfGHIArbfXt6/e5N3VdvdCV+txnLnZ7trWOvjZiBj4k6qC+MXWKM8oWDgPG+okfRjLx3lCzpUBMAdzgAAyICDSKtyx9uIvV/JylQZEIULp3j2eaLZ9scXIGgvEGNCNIREzB2pFXTLB9XrYDj0z14DDtPh5quZIzCwMpJOJSM5E6F7PostVn1+uh1e7myg+LsthKk9FTwEJBSR5LA7oiM7RhpyskcNfcLrt067vA+k414/TckIL4ATZwFvSvuUvAgIYPIqXufN6PfSf7DbbnEgXLeXvxm6pZdTqHk6ExAFu4W3OA3BEI/ScZNN3ctX37OalaniEAZI1ZgB5tJ08AEK02mxM6RebTbAo0cn9sdiT6oRu7I7qIBEYDtz2HEEUAGUhr2zKVskUmjEXOpFkLUsCiAGMgEAEVigQ2kY2nvNKCN46xJpxHNrDAkHILUjgQs8zp3bzRnxuE2mXHXC4NHggFgxvpWfNpxTkDhF68Qc0jQvxYjENqlwv72FAYLp0foQxEjR0+/Nwh4gRsTgBcU5QoPpcKAAkc8eBhkQte+VhZheDxTwX7rJIRqKFeC7Lssw4p1MtBVExIXfSdkYeaKBeU0qtDKq4H+dgnhUYMcZ5+jDOJzVLmVZEAW5u3dpx8eY4cQUGQwpED3PVMo3L+VSXiQk2q3Xf98vh0Pf9Zj3sdrtWAjr0uYVGMxMArFarsszn87kt3USnzWa93+/fvn17Op1Wq9Xd3R0LfvvdN/f390zpzZs3iPjw8LBer7/66qvcpdV68DCeo+tS3+fr693tzfWnn376+OF+/3DvunSZGSJcO4RutSUi4EtaiZoPE8A8iDMnAA8gS4kl90Dy1Rev+iRv374dcprPp3GcVXW/31e3u7u7q6sruPDO0cx2u93v/vQDES1FT6fT+TTVYpKzVv/0888Ck1EeF33/8TCrrm5evPni6yW2m/V1SYlnZ3AmQkD1dnfAi0McvX11HXGABdy9GsBqKwOsZFE9TpMHcSQDoABvJYPteHMgj47oqss3qzygCyAKz4Ms5mPRpYILWDR6rpiicCusDwkdiG8HebFbubsRMcK4zOOs7oHMTMlAGzlIQC1qB3ab6fWmf7HiEDxDiqJT+GRoGE6UCCsAMDiGEYl7ihgsPttsX/Xdru8D4UceS9g4L8WUvCO/RGzgki4yxJoQADVRXPXyopdtQxcxfeiGo4N6qaYA3DJD2np6ArARtMApXJDkehhCbZqmGcLCAx2ZW6MWAoZbC5kw86YbhiSvhSgnzfngzvNi01LVSrgTR3i0v88vFgBEzNMpofcEHTlHRNGqVlwzpQAyjED2CEMjCMBQiBb/lBaFwiDAgAB3xzB3QKY2dTsCMjdoVLOpEBg9jzrIzS5Mjtx6ClvGiMhahvDCYW/mD0uSAABb7RDQBckKQJwiopkxGRGZnrnI7Vi8BG/w+dapgBxUEBBFxcWJBC2hew0CRAxvL2YnYkoEJSAIWJyoINXgMyADzSlVYgMRZEBs7NNmTXZvwQqh1JvXU/VyGlWLuh0tiiToiUXJnNVlfQV5MU4+naLO1RVK9eKhE2mxMpV5BtXUpb7vd+tNJer7fjV0XddFhKpGJGZelqW6IeLV1VWXk6q2r+8ANdy/+/ZP+/2eSfrcudp4OhJEn1vle7fZbHbbdSPTnMIavanv8y5nt9Jl/uz1mxd3N2hl/3i/jB4IRZUBOUka1mbWykxyUAAHhLsDZclR1IuODrherYf1CplWQ/fLr7+6vtpuNruImOd5GLpSOloWCnD3VuxcSvnw4cP79++pv4kIYBZJ1exwOt3c3NzcvahBjrwoKS39BhKlYXfrkjKsWbqmi7drjgO41meh3S8vzEaaJVRAxgbC9UaRxvbVJLIAagGRAIBgiuZ6aikaFkwM7MWrYtRVx3lyCDX3quzEjilYItw13CNH9CKrDgeOjlVDO+nLIP1ROKo6gmMABItCFFOHksI78aGDdYYoI2owXAQaiDALrbVLbvycskFAR3bsEF+tt7dhGwtjLF13An8k92Xsa6poHhrt9L60MzOCpsRblk2WLpzGGcvSue/6lVU9A5IbElib48ghGrMBycHMSvEZUFZdP8+zEDNgowE4AwR5REPdmpl7EMsqp+1qjcePLMCUe5ZslRZw1+oAwpduxPgptUIQ+BI0C2+S9AzkVpDOoGMN0wUJAN2bkNW89wB2CRQChSfw5NF2fwbmZIFkQG2tCEQIhsgMYGCtya0RqgJC+KeGRyBHirbEgxBBrKFKbdRBBHcAzERwIb0SAgFdXDA9JTNzwBalYkrM3J7MEQEe7v6PBQtAMY/iHhGCpBQIYQbBjC3LFNAMM9JAMpGYRbWqORIpEvRr3qzCShsqzQnt4kABCCEEtwaVp9yB8ew6zTovCyUx7qhjkkKlps5y9eHqtsxzAJlZKdXLvOiUrPQcHIaIiVlNzWwZp1PAzXaTcybC1iKhqvM0tPZTM2Pmm5ub9PLup0XthuKbb76pRX/59a+++OILEWlaezRozDj+7d/+p5ubm6+++irn/OOP766uN80Tfzwed7tdFrrarl9+8iILd13qulxrMbN5KUS0C7x/OLQrW9d12y0PQyYiwmdrK85LUQBIue/6FUs+PO1ff/rm888/v7q6WpYl57zZbk+n0zCsn46Hh4eHeZ43662kPE7z92/f5R2y4Hq9fvFyW+flfD7vj2fuViTpPC37sczGq6vbtN5Sv/rh6fT69rWDmEM1sOB2+rSvDsJlfQZNYkUAxLnbSuqc0oJUoZuCS9Tq0qraMYDDqbnWw4iccgZNJMiZKVFUMDSPisLBYGA1oGC0zjUkJgVzNTcAyMJdJia0WrTWPvdJKPHlI4xADPQkxYvX0pEyhySShMSuS0kgIin1KRswBQIFCUJt7B1o9cQQRCSEK2EZa5QZ+zT0aZNWA1aJIiHhGAEoGAwuHiHkPp/OibzvV+tV3wEIYp/SWuQdpzML4wVQcfncAQQEIxIiCkcppZaTqpxOp3me22wMrT4e0RqLAIGZkR1cLyY3RCJSVS8lcvf8WQhEgn+Eu0JEIgwNNUuHx1ev7l5f7RJHaK29fdifv5+OxGJNVAPQwEQBDEY2bG6gzlI1RSQrYCYknFdThLrmfiDJVRci7jqp00iZqhVVDXQSQAYPcFN3B2RmEUoI5BpAkTg7RNsnu1W+fEYgIXIj5IADOAogpDbV81wJsdXnuIVrtSiB0K9XpdbFqrsCIRHZRaEXatgdJI2o5oSECJwlzNzUvSURJdgBsO/7Rq6CCFMlYSd8nBbIUgPMnf0C8ghANE+psQLdwNUcgQgFM4skByACSSqLoI3CebUCmdbqEDwBMQmjMji19rO6zF4KgSaWfshXu6urq6vUmILjaVmWq6urvu8B4OPHjw8PD6su73a7Fp1r6vs0TR/m0/F03Gw3Fv4f/9P/llK6vr628MfHx6urq9efvtntdu18T13+4udfjufD+/fvReTzT1+P47harT7/9M3V1a6WIkzr9ZqZa63qEBGPx/H2k09WK3H3WutULQ3EyPMyi9Dj4+PpdCpqKaVuWG2vrpn5k09uu5Rz3xHRZrO5urpRs+326of799vt9vrmdhzHH3744d27H+eiX//q10+LAICW5cfjB1dLiWMu33/3zknun47nAnl3s7rph+B1t766ezUbPN5/3JudIUjS4lG04IX75vCcEyYiEAzC7xfJ2HXrHUo+FXs8z/sC0G1IukuewA2hkHAb96dAwpisfjhqz/nFkChhtRjVT7qcwS1nEFnMLTxLQnMiosAwMPJwJuHcd5zkPI0Px2UuhUkQwN2JU6s3ApJAM11Gq5PVAr7us1Y/ztPDaT4UMBmC2ACjGmVq3mI101q1Vqt6OBw6pE3XRUruPs7jaTyP85RKAUJkJECDgCCiYBTKOaycz+MeYLvZXK03vCzTNJ1pmmuxiNa5S0nMHVSFJdyrGbuJMAeEh5ym8byUaqrRrLDIwG08YUDmoEbwJFrMj+OZVxtA8JSDOIARGZEpyBuh4R8Gq/bF8xdML1K+Zk7oSlQ5ap+Wq/X9pI0jYIBO0EzeRAjL5MsItWwS7iQnNgAycAcvbT4FtfC2tUNEB0O8VFhT4x5adbfm/aUICo9AAFd1Va19blCqlnfgcIYItNyorUhw6bZyszCItbV/SThCw9AYgINHWCPtkwgQBQUGqlkO4JacQgB+htEj1WIAIMEXNRDDXRd3E2xNbxiIJC1J7wDhaOAe+PzUsfZwJLjkEiMAiFp4HeDycLdwiwBkIskpIcDiWkzbNQQAGuvV1YIDPRiDkRFQq8/zzMy7Ve/upZRxHNsERBjzPG+3W0F4//593/eroW8cPkR8+vGeiHLWZakpdc3ugIivXr0ax/Ht27eHw+Hly7urqytEGMfzd9+9VS3DMPRZXr64227Xwnw+n9wtpbTb7fp+OJ/Pp/N4OBzN4t2jNsBW13WUaapq8zJN0/lw/PDhw/l89tBhGDa7q9effna1u1LVasom0LLTVlR9Kst2dzVN0/E8qdpqc/3JpzLPs5nBJBFmWjdlAxGIMZdlnMvpPE2LLk5hEHMd8TT6w1PxdfpkDj17jMwlJ0udIYVTZokgb4E5j2rgGkHxt7NJXrrziTip01S1qtSARNnt4oEnMITLxm6mjhEx4mT2MHuxmQKK49Pi9/N8NFfujVEjzDWU8oWvgAa4WJyr7sfZws1sKnYqNqtrcDzXFGgooStBo7Mvjk+l9KfzTjowmNTniMroQs4cEahN/GUBaL33iOhET+PUJRYhL34IOy8FQrquj9pyRo0B2YxahuAkiQDcbTE4LorVuNYousd51FIgDEHD3R092rKracSXowQRMeThfF5qmdW8mf6BAVCC3B2guQKYiT3itEzjMj/lVAMsdCY/l1g0IJiIMRpOEKjBhZ+/dchswerEwQ6G0EkaOsT5hBTNDQh0abYGCsEggIHhxdB/utsMiOo+Ovw4lVnNQB1IQ7WBfhCrKqBDuKCzA4OFmYdmztAqQ8xau3aga3XQ7GCXUzac3VoLBnoBJBIMRyezaCJCkP/vZnts7goEneca7m1FGdryjxjOYQDWKjDi4k6FgIjqiMFEiAQI4GFuEVpIAIK5AUXaEOfQwGIQlw1nc6xiBJgAhV/Qye1lEQgRUC/Vp2bmYS6BmZCFjTmlFF0HtXObzRkqIoJrxXAiusgtquM4u4OAq2otS1ufzfOchJi5lDLXoqpEtF4Nu91uu912Xfer3/xF3/fNDRARY6kf909EdHNzE0z90K+vdt16rQBPTw+Hw+Hl9c1ut9sMq5R4u1ld7TbzPJdpIoHr7Q6RTsfxeBoPx+n9/eOy1LPtb25u7u7udrvdXOv+dHK1Usrj48MP796dz2dmXK1W26ubP6t+tbsZkqaUAGBe6jwfx6WcT+NpPH94eFL1bug/efl6e7UDTsfph4+P+7R6BcFIAOTgdSn16fHw8Wm/urrJfSfdZrj+JF29ANnwsKJuo5wcGJojNIulzokpsC0C0C+pdHMzi0C/twSFuVH2EQmFiFCoAhlYKwBBRIzaXibFlCIw8FhqmO3ZAUCB9yUeFjuHMCdkwrDw8KgAqS2vFXA2OCxmPu+XamZVYzKcDGs0/1MDFKBFMIAhochS0n4yL6cHPCcQNToWH0kWqgVjCXQgCOIACQwnDkZgY3533Necjq5O+KD1g9mCRJwDLC6QqEuqJzw0ANXBAj0+aq1zeYjmn/APcixmFcOYPdA0ADCBXOTdaMnwVnmMcqq1uisiEgMyAmPrtLMID3UHAiasiIu5V/3906JmxsmFp8CxuAMLJHPhC8vuWcXBcDRFORdN0zR0nJgcRNGLB7AACbAAIZIjBzMgRsIQxqvcvdxu3mx3g2BVHwEWOE5TGTEAPNAbVhwiClRwZzNBZ4SOIhMy5izZAWa12VSJhdn5Ul0KAQguEBxOWiU8E6oWIgEPJwJOSJw4CVKz9Tfm4U9qHAR4dURjCG94C0QGYACxEtgQQ5d7eARczAoY+HzjvsSnI0rUhATIBMTBFk7eWucgkCOMMRhaTNvDtdFlWvS6ER3VwCFKaachMjAAQ2AYkEYeuoTOXlj7que6oIG6VwiLMAgPpIhwB7Bgi1bUbKrNLtvU9JTS6XQKrc1GSwgAsCyLiHi1ly9fHg7nDx8fh2HIOaouIjItP37xxedfffXVdrsupZzPZ/PohxUEbje7m6sdhAlhWVSQXr16vd/vU8rIeZzq4Ti9//D44WFvAdF1p7nKaXLm07KAB4ALkkUsqlUNKZmDWaCk9e5qmz0AlmUpZT6O0/F0Pp3G4/n84uUnD4/742mc9e1unLquW2+uU795PAYRdl3nubM6E9EwrNfqQNINiVbXw9UVr69UBkhDSF5QFKMiLAgaoWqBBoDX6ytxp2jYOKdQhXAwWO0iQv0yDCNeqHUEEEju3kSU9syIMHUXDAUcFWs1gkIkRjS7TMyGAs3vJ0hWEQO0PQ7JkAql8LoUEDV3t0CNKMCGrVkgwCNdDoFQJ8bkEudabDGxyIiAMQcWIIPQMAuv4BSBDhzo1qDlXEj2COblaVIHmhxGICXGYLtwmsIDwtCfIUVqDB4YZKpn12whEEzwCAsiRhIHvLQeNF9qu9+1W0SbNthkIQzkIABkJsEgB6BAIlKPcHMIYwqCEDHEH2qp1RyDpHNi9YTEjOmnCj4KQGykSgfwsRs8oix6JbLueoc4T/VUfQlW4BroTtiQExBIqHVK4Z2kwSHVkg0IwiVfrfoH1RndOVDBw8wrgYVI6x0MU2HYcr7ph75LImIOT8t8fz4XdUcCYWdILGHKgAJBZlgLoXeSt6tGdKXFsbhq+3xQqlifZ9E2JEFb6ghhgibwQajDBWyDAAoB5oHIdpmbgx2JkB0uPElorRWIiA6Lokh7Pmvz30XCQBAC80aioQD3gBpQE2ZFc2tGMnLkwFAzIGIiIRSOAEAtAFDcWQiEjcPJFQzd3aprIcYIC2vAE2rplpS6FmZ2qxfUtZnWpVVUdMKNw9l3GQDmea61fvunt19++SUiTlNJfU8R01JhqRH2YlqO5+k0jYfDIcKur6/v7l6sIW+3VzlnRhTG8XQo83R1dZVY8qYn6Y+nOeeOSALEIgJpLDXNS+oHVrdSkWLo+qVGIK/W2+ub3fXu6tPPPn/5ySc3t7c+7QGAUuR+2DGvttd3FqXaqzevHw+Hx6fDaZxLKae5RkTb/OacElMhiLAO4OYuba6vr19+WjnDcA3rK02bBXqlDCyyelEJCuKMvhBWQACkgHqekIkciBsVgwjNg6XL0VTGSxw4NDzUUuLnxhIOBEOL1roZgEARZEBqTJAQUlC/cPIINwxHMONwAueI0rb8CMTJQwrIAoYeAeENrA0S7U8FD/A+ukBssqAxM68AOgVFcOdExAkQhCmnQAxXr4uHkzoBJcfWtFeQ1rfXJ10OtQAQpIQ4JBd0LDS2tH3Lw3FABAOAcEfcO0S1UrUu4oyYmMeoiRiRwRvNwVABEYXIIqKlhCEcySGkEgIgBiFwNFqfAwCKCBOoGIBDkwyBMGTBXIq6hUhGZG/v0+BwaxdvuHjHW9OdPxCTxTDrmcsGKCIex/K41CXyDKhOjoDB4N7oZQRGrlQhygzswETEDJAJEDSCkAK4FaYbAXBmtEgYXbU10XXu7lbD1WqFiIqYROalTPNcnKp7dc+JTVtjKXI4uGXGdcp3tzcAoADHpR7nOpmbGwLOfElHNfsWhSMih4dHYmTiJnGpVnAHAF6zQxTEIGcWRAxCVGdDgkCnCGvIIAoIQmu5nct6OdAiORISOxKyXgL2FmHmBdw6ZrgQrvECEI1wD2ZhJEFEK6FK1aAolOKqbhXcIIwxHC0TmRCYhrm7CkogEgmxSMptx59SqrVGRM7ZDd391atXm6G/ubm5ublZr4aIGMdxnudSYb1el1JIEpJI6m5fDCml1Xq4e/lSclLVru9TSrkblqJRTR6ensLXq/71q0+YeZ6L4DEI+5SHfh3A01wXpTz8ab/f/+nx1EQ7liTC8zRF2LovS5kicHdz9dXPv/r8Z5/++te//sUvvr6+vhmpElFS6/rBAjllBLaIaakvP1m9fP25enx8eHr79u39/YfzdLp+8UUnHK5lnkopahURWfL9w8dI65hDJ6tSCvdGXXBa9iWElLkwzADW2GtAPUk0NyQSYiA1uycwakCwtGcZhaOqh1pcMAYUjTtK6K4O0Bgn4WyeEMGxCxbnfjFSRG99bVoYQ6ByuJEEhEc4tc763ESrFo3CCyqreQKdADrzIKKg6hHIyIKCAKauQokIHbxtzQRCww2fqxoCwdmAAK2KlyGP1Ras7Nhx7qMHQ6geudEoGi6UWlE6AJiFUbM15pDUAH5EVCAMiZ2eWeiMYKTAQhSm2CgS5EiKIYWCGwTGw8PFkYAYEdUZCAiMMDBKmEM4enTrEotRdJQFGcLCIAifYyt4iWe2fAn6A2cOnwKWpT5Wc7VadIHOKCGmRqGmAAkTD0bPKWCuNs3GiEKC4uGBoR5alkoMXfqp5zQoWtkDM2bgDNQTbUhWxKWUvh+074ecucwAHgF+MVp5uDddEyCGlLdD3q0GIjKk1FXA0ad50jAvC11GU3rOSyM4gCekVUrrrs9ENpdpPM3jVGvFIXsAgIcwtELPdnNzI2dGAmp7R1BoomIrrsCwADM0IiQGCgOiIAwPR3C14lq0LimiVlvMDAW4N7TFvFbNOVfzsVRfRp3HOh51nryWsjxoGet48vHg0wm1RBgjhtVwRQ9geF5pQQSWUpojdBzHWquICKOZ3d7e9klWq1XXdY0mutlszGyuNI5jIG84mdVhvX35yYu+79frYbvdDMMQYABARKfT4eHp6e//+m9//sWXBN5lmv/sV9frdWbp+xURpTx0w6rfXK92Nzcv33zyn//u2++/O//nP+z3+7Lo4XhGitPhCBDzehak3OVXr9589cuv//xXf/brP//VqzevgXC13rS1NXIqRd2xWJlrzd1wGudxPpVqc6mp62/vPtm5uQ8EXupSTZ8RFRzEUI2SUD9g7jB1KKvKOShNIcEUmYEJofmRmZHqXAmQqCHqAgIc3SE4xvaAI2SmBCgCWIFUNRqNCpsgigasGAkJ3MFaJV1ypsCsnhYFAwowCqMIJk9uaBX7TQuEIZKzAFILDYpIhDWjPblFADWHUqnUJSEBJ3eCyAFobhBUG8WzCaBowY6XNl5iIA5BBAM3JhM8uE1MmhM5WVDUyEZsEv9AGWxILgYgQCl1MkcFAGLjhjZ293AhAuAIjkjQoiWM4RTgQRxmSO0maBiigB7OrZAvsAHUCbiWigzACEBqWs0qqEEYx2IBGiGWkdAJGnv6ws80ao77VgUfoN2AFBY+R51LiaKccjesrSJilpaNokjomZ0JCEcry7jMM5l3GRkMoJpWj1JmJaFheE4LIgJUU4R280fGQNPQioXr6cTMialLnFlmJmpl2G7u6q5ADACClIX73IErcycpGVDf2alUqEtYaMcY4BAtEcRN8gvYbVdXw/pmvek51Wk8sRydppgOtZiHoZsLQCBLGGCJHBgtY0gUCAU8TD38HzD3YBFAHowQfAl2NxyPQXVXU62mUz0XtUXDUEDcMc9qtWop6mUp57GOx3o++jx6WcJ1v/8uygLzCcoIdUw6Up1FFzQL93ZVbTuRJqtjh+v1Oic2s1orIjYB6/379xTOzMMwbNardmwxM+erw+HQUA0PDw/39/eHw2Gaz2/evNput12X3Z0Ycs7LshwOT59++tlvfvObMo/fffvN+3c/6PVVl3i9Xl9dXQUyM6/W26vbT3ZXt9z1w2ozyebbb7/98OG9mdW5nqdRiFbDQL1sN1d3d3dv3rz59Gefv3n92TB0j4+PCSozF/VSyjgv81JP0zROy9sf3o/z4oHr9SZ13Wmc7u/vnx4PgGsMq2XWMiWK1arPOQf5erWjzQZX64X7EZNDqHq1ApseE5NIcxW7Q4Bzi4PF8yq8kQogAgK0tIdSUAZSQDEL1SbINKPxpbLXEN0xAWmAN0yeEIaoUwFUj2BiEsKaADLWFOjhbTUOcWnsdSQHUgykhEEeShGAjOCERBCgVXJGFgWrF6gyhkHmzESELekeIIRtNx6IQAKUgFuuDthRokC1zJAHcoZZQJm5y1lO+JEapL4ZtIACEwCK5AggCGdEIYOwqNUsMNCcDLIhowgJowUgBQUYQCMbQDsC5fr8IdqfyF1QZ5zOARaOGQkcwUirRBFbVlEhrMSJgQOSGS/YMWJiJKgpXLw2AaoYVxNHMeCtG1SPMEMiGVgiIhYfRVBgbHoQAgOhESly+Co2Q9nGI+P/GqkrTAwYUMpMw82KCEq0ZbxZNZZhYkIQlALxqHVGqtwvu1u6vntcysPp9FiwQI+LccE1JstVoxr4DF5CGWPNCVPP0MMSbL5J6SxsViafIac3ey4UU4qZrbAJBLlvi/0CVp9BXNfZ6mFie/zEbD1//PjjIf0mEKphqU4uCTOhI8xmE04fdxv8xW54kX2LJcb9xx+/+388/WWhqKIdI9gSZRSwVcJMkcOzFwLE8GYrNzP+8MMPP/zw+P6+1koM4IHgRCRMInSdkpXy4cOHjw/3BLjZbG7m+3me53kGABFBxFrrsiwp56aG1nl6/qne8Xzy7A++2WyG7aZfDdM0jeOopaaUJPUpJfV42o+nc1mv16vV6hYPn96sur4LYLm9maoG0Hpzk7r1x8fz1TZ/+eXP16vV8elxlfXLz355t6bNthte37764lMz61fruxef7K6vzWwuyl2PfW+Bq9R/EaLSP/zwXrt0nKZZS+67Tmgq9VyXwzS9+vyLV1989bNf/MWnP/vVVPB4mtbDzdP+G6ALHWWqqu79MKw3u9317VyW02k8jyOR3Lx59fMvP4+Ipxk/3v/4w9t3y1mypGEYRFINkmGr0VcVk4HzNlGnwWoWeQJMBmiewHtASZQSs/kYBEpeIzSoIqN0ILKbvw8CE6qJXdgxwAAqDJyTOlS3SdUtkEiIKD3uPoY61GDl7JKdugqd+rAoJwyIElGRi+SZNya+wMDkwiZe2UYqM/oSprQIUg7uKoh6X0GM+kD2FRAAL9qxbqCmOoKNoUufxQMAUmDy6Gwhw4S4IXkML2crCVCIBbAv0Be4ZTZEZa9kyouufU9g5N3hC6uz6ZmkYqckSwmb1LSncCajpNbP1qt2XsX9m/UQzq0HJ4AmBBN0xBaUEyICQgcuKkRCefAGBAw0tzAGAnA0b0nNhrxikozAEJaJA1gjIaYAwWY9D/AohgRhShTAhmwghpTi4uqF//03d4dGmwEGcvSGefUGs3GH5hc3hAjCyy9vFUYQDbqIRC2Oi9AcnOY+l7I/HAA857wUPc3zUoqZNWL+s7GCiACFEBK4F63H03lz0wGiBSxLXYq2uID6xaaEzfBHiKFNapyLlqQlCQAaojlU9aKBVJGQHDgAEBmtuXi6rlvl3c3V0K3R67mC536ze/H66/T6x3fv3n/3fZmOLaKTQAW9Tie0Em4/tUBfDLr3Pzw+Pj4+Ps7zDMsMpUAYCAMSUAiLMJZSvMwsCa30HbSBSET6vieiUsqyLOfzuc0GzfTb7JcR4QC11nEc1+v1brPZ7XbX19dhfj6fCbBZseqyuPs4jimlsu03m91mu0u5d6Scc9ev+n6opu3XnE6nZk3cXe2++OKL6877vpfcNxmw1d3P89wN6w45971wdtNhWL95IyKiH5/O0/yf/vZv9/v9lq6ZE0Cd5zlJ/vTTT7/++uvdbufuwhIRp9OJOCEiYWDHKGJmHojIyLbZXd3c2NP+uN/vT+Okh6O7nz29evXq669+MZ9OP7x9t9/vc87Xu5vTYsVhnstcztojrjl1ferXC+xbMKDZABgIrIbXKLOjCxMyMWJAVKvWylA8EAhbigzIwQFiLiW3HE4WctKwGu5mdVzQEe1SL3ihO4FBJhRyRDcIDJAADIfLgsmwGQFbAScBc8p9ILm3sasCEIIyoRpCOER1t2BHZpEes7hrwE+F5w1fQwHVCSGQKMyJCAOklSNVKxHk0N4ghAGATggsCJAIE6KDq6sH+PPFq8lYYBiGpMhAYNpcmoStVrB1011StwTR3I2GiAAhxuuIMGy2Wm48FhSs1ZpgSJiBzUFa2DmDajCBhIsDt/23AUaQAwOjQihiIS4khpK1XrZgANjkR7dw0kviHx0vhdNtpcZgEBHg7uTuxZDNoKlq0YogqP02R0QgJHQPc3AmJ65an87nuZY2BSxms7lG625sCIcLTAFJWCDcxlIfjsdMvModoZxqPZbFEKlLLV7ToMbMjb3g4KDgBWDxqEAk2dnUtSI7CtkEQeKt7ggQmIAcQN0xdzKsIeOkBdykT0m68Q/f0nm/5eI56nh+/PDuw9vv6tM9IIAV0HpxSCNCBLjzdDZVUANEwMCEOechd/M0mhnWhUIGDhqyiHQJl2WJiHaha77NVtMyDIOZ/eOIwk9nFhF1XbfZbF6+fNl13TiO5+Op67pmysg583bb0nbM3EFti8KU+wrQalOXWohIRM7T+N133715/fqzz968fvnJMAxE9Xiepg8P7pC6vF5th7Vn66oFADkgRJlK7ft+GIZPPvnk+v/8X++ur6Za/j//9v87lkpJcs4e+Jvf/OZf/It/8c9++3/IKUWESOZB5nledesLY8Mxu1fzUkpRn6axC2bmvh/MPHA6Ho/jOD9Opw/vf0gsdy9uf/6Lr4ZuOBzPH/enbjukCj5rUY7AWkrEHGy86oo7OjKA0MWynsNqFMFIgUSdMxVK5FQ8xPvAiAA3JOIgQCBHs1CDIBRmCgw0dKtVFSYPDwIG8iB0iGCMgKJF2lgW5dJPhaChHtQ6IdpbmFCIIoC4QZ4w1C3AiVCYhKkaeGh4RbBAcEInQSItjZWJ7Tnr6BEX5xRAWABEqFlBSMwMoheec+MIOjRsDWJ1bxtQijAtLandlqUe7AEOohgFIxg0GlYGEVGgHaMe7mANcBVm1uqyGNECZPLcNEBqtOdWvYnExC1QEoQBySEUIyIGWwIgQBy47SYVgwMdLg0sQVxZCkmhZIhYLzRO5OepCpvj8tLTANEGv2cqPoF7RPzDOkMvsxgRUCBBmxEBySmQJGXXYgFBGCTuvrhpqVBqABiSEQWhIyGhw3NbD4Q6EDOwqPlpKW/vH7arNTOfShnBve8wZYjaKOiARITBAcaBroCT+VOpQTMJLuL7sFGhQkKfCcSdxFs1kAQ4gs9lIYvHMSUQVjRMVkLL0o0fyEqK89P+/uH7P75/+62fjwAGVkAXaHbn5w64iOi8FXUFYrRPEddiNt8Mgzs9G3ecAJiDoOxevGiL2gthPSKl1GK9qlprbY4qeJZXh677CRm62WxExN3rUrqu01KXpWGwotbavODbzAGUu77fbLebLZCohbovc72+un2Ch8fHp0ZiIaI//P6bdarTUkopIrJebas2H5pkdKDg6o5Qa2WSnNwDOKW//Of/vAZMc/m3/7//+Xg6rbbb29vbf/Wv/tWf//lfbDab0/FYHDPn9mG37kU0C8QG6R5nnaZpnMp5XNSiXXu7bliWej5P7r5eb4cu16J/+MMfCWW13W22u4Jp6PhqII50dj47TwqlFOt7UzRzACMuXUhGT6ArdvLaGm8N0ZE0hAMphhZkx8AIvqQbW+IuwEOtEdjZCYEIuylffKWIyu7MQAAZFrdKJcKVlQhEGCKQCnlq5iQNZwRHQkoAYBcshEcANii5u1DBCwxOiQCQNKBGhAKKQNtbNYIeEMAFFhdtm2ANJEUamBndJSAQnIIxTCyaIfFks4ARBLmRR7MSZpaxQgHEIA8oIMFYA7nZ91oATitoxVrR9HIwRCzmrh4sKBkR5aychTsmAcOqYAXDETABuEMQByUlvJDDEBk1AAHEQaB1TD8XmwYEoBtB67D2trxvDV7/KELYGDCXHwfw1h1BF92c2vjV/p2IDesVl+Orfee2mmsXzMxkRuhaHIEQmB0JEMwsiIMwiIMYEe35QAxiVSuqgJSInZOCHZcauDDzudbCgH2nwErm+FM30aVC0gGV6GmefamH8xkZF4Yj18daTopbcgRj8FaJRmAeEGEitMzjw+MjlX5AnWHR8bz/+GF6+22tyzyNy8O9PXxH+x+hTH3msCXMwBUR+WJzB4cQb00EQQR9ziIpwqxqHfe5k4aaA0BGZKY2AbVf3yLK7T+eVxTQ/rdNWO1QWxNFRCnlcDgk5uvr66urq7vbF09PT5ULM7s3Ciu0Dpu1IBKdp5FPJ5ZeOi6lTnMxs2EYrnY3WRIi/vjj/WE4TKezdZ66/MmrN7e3t30/OIJwzrm/vXvhBqkfEGieZxEB4jovOpdu6H/5q1/9t//d/w1z+rf/7t9d3Vz/V//Vf/3zn/28TPMf/vBNrXU9rMys71brYTC355oZLGrzotNYztMiksxBl+l8nopqGySTdH/5219N0zSezloq5h6RS7XTw2PkVcFOZZCuW6eVcMqG1eOjO5GiGpiSGuLCaCnKVScei3osS9FSXTRoAGDENYdrY6q3MDoYEiASWFVVQEcGFBI0QN/KpoAuVau7QmCLiRLyJiFGeIi5UCQKcC2xVBzweUduSIgUKHTpdI4IJzCslX0hQ1JMTgBkCAAJiR1ZgyycKQEABiA4BXBYO9dQo12JVLAxaihn5FznmVvaw6J1lZMZAIiEAHTRPMpM4BDgCqYASDNgs/Es7kRCoNrOETByIysCtRNICCklRxoXPcxladY/ZHHIlx5Rq1BnrAtBCwmxOquRohpnFXFmwEQ0EmAAERAAY9tVgodGQ+LJZXJxQatBFA7h9kyADWi7EwJ+HqagAVUvpxWDevhPXS1t+RfEgA4ogS2vHtGORoBFazVto6MHQWAiBBFnv5xQiNGqHS8p0gaFoVbPQ0go2cG4S5WlAriIM5lHUfNAa2VwQe7esnqGZITF8aA2ujm6Ck7Jp8CQ3qLNiZcTHMIgILyuum6c7HSeYj6wTrhM56cPP7z7/nT/p3k8L9OIUVOdN7Scl/20n4QDo1U3EzADYnsTarPVBLBIJ91mMwihqj4+PnaMHbczCIiDyNHscDhcHDfUhDdsZxM8h28Rm80aREREGmaPns+seZ5TSlnSdruNlUeEiAxdl1K6/MYynU7n03k6nye1j9z16l4WHZe567qXty9evXmtpb59+/b160++/uXXgiWltN3uttstBKlq7ofd9jqnvpAzCSIyJwcoU9k/HQeIb/70rap+9dUv/uqvnv7wzTeB9PLly1L07dsfImK93mbpTudpGpdaa+4EkREFAJAIyVksdzhNU98NQ8/74/jhw8eIuL6+vbq6/e7bty9fvvzyyy+1+v39/ek0dv366vr23YenxWN2LTZ5x94LsaSU1ijuHmq2zKils2VNtmG823bgtFQ/qO9bUoBQOAXwc9VpADhd/IgRVslUoggSEzna4qWa9ngHWA3J0IxQ4TIHkGCEgheOkgMGJ9CFy5z6TQBpe1kGOBIAO6JkpLBkFV0FTVwzRQYEInMw4BoOMSgTIgGIBgE4hzMQhhIEoxEijzNIAhEFLEAKFmFODkyOgY6EzsDswQHgwTQzOEftQzswMLMaJazD7GhONLfhjtDAAVGnGoSIll079E3ibc+b3IkIMh9mw6fj41grADoKkRAEuqGZhA7ia8FV7ph5sThrnCw8Qs0bVrVEMSDDsHCn1CY2BkN0ioioZkgORLFACHJ7V3BEU44QwNt2sk1lbbqKNmo1CUsjEMMbM1mQgxAc6bmMoLWZRTS4aLQuF2ICSRYOEdjMlW2kwwvd81KMGEHmgoQpNe+9QrOH0ZBkqgYA3HVAsJhXsGACQmvGKAODBjBFJ/KUC5RiDsjOpORASQh0qUzyPO5Ti+6hlWVayvQU8/k0Ho8ffiinp3I+Pn78cE3z8fHh6eFjXc4UkdA3mbrrbZlPCMR80ZsA6II2p9z8RGWeH5f5fDzgBSy3wYB2v2txdq26LMtwvW7n1E9nUJuJzufzP56wiKgh2IFoGIbNZtNQfA0Qqqq3t7dhz31TEbX1ZLmnsEBg5iZBJqKh6/oVx/6YUtLw82kK167Lm81uGIbNajvP83mc56U2LeD6Nl1JejqeTF2kROA4TQBgFqfTeJyOP364P51OuRsg6PPPvzidp6eH/fR66vvVJR5kHqAIIKUgMzMRs7uX6qW2cK2M56Vak0JCuEfEJB2h/OIXvzifz+/e/phzvr29u76BD0/HP333bnX9kh2swqy2xGwVXJIh0dWrlEAkgBGXWAPednDT41WfEnpxfJiUz+6VkdlTckMLtMu6pAU/NYWb1RXCZuhXQ0pJqs3703IuU432rGZiDkZnr27mJQFwWLI6gF+xbHNKQhXxBwgFr4E1mnGOvZ3UwBRAXpJFD7DreTekVU6uMVU9Fz+7z1oRhTgxp1IViQGIwgQwgeVwwniVM6eswlPAQevRtaqXUEAOpghvD9XGpOMA8VlCO/Btog1xCinVxhqHWoLQnY3IWxsgXpLIEERgFJ4h1plu1/31qq+1Ss5Euj/RIbyao7AQGmNIaILak90kvt3k3aonorHofjJczNUstHhxiLOPFhiQDAU9MaAjgJcenaCSm0No2AzckWkwJG4T5fNNkBEi/GJ0vWBK0ckbhtEtItwCWvs5WBsckZgYEenSdt/4wk4WBkBEKSVOCT1UiyISk11ULwdov+p5HRiGWQRTBTdviYioZhCoZWHAvkvAbKrVULIAlZ/84pfCt9bwGtAOTGIOohLUXmdOudWfRRhdokg1bDk83Nu4h+V0/vj+7R//y/z0Aa3WMt+//VO/3txebbvbzXw6HvYfp2P1THzpgBdmbHB6jYiIWrXv+5w7M3f31PWr1YqZGyW9lJJSNNXJ3cZxPE2XWamNQs2+0IJ7TXSvtTYXKCLmnF++etWOoVLK0HXDMLx8+XK32b5//54vAj0JtyOBiKiej6nLwzrmUqfFjseTORjgb3/725TS/f39H//4+/XQ/dO/+Ce56/7u7/7+5199Ok0TBA3D0DTE03nq9ocINDMxbIcUc/tL5DCXN59+vt/vv/vuu9QP/81/83+Zl2VZKjgOw5AkQ8A8zyl1IqIWp6mKBJGr6jiO4zg2UBdymsZlnudaYru9SimZ2f39RxUchmF1t5nn+cPHJ2C5efHqyz/7Z//+b/6LAQMSMAFydVsWqwEB+z5360RsLhCZYtf3N2tZoSZJilxBnpZZahvIw/i5QvvCtXUJl6gZ6rXI3bq/2627lM4z/jgdHmv5xmsguLS6gwAIczfVnqQHWBNfE3+yXr9arVYAXpb9h7NCcAhBgIG2eyMiqIMqVCfXtcCLYfjkanW9HXSqh3m+P8w+qbkpGMIlvEOBracvAXaBGYEd/sntLQoX4ictP05ASzl5nUGDc7tRIgZiaDuwCHoqGXxHdDek274biGqJU4G//+GDAVYSvRQ1O6A5ekprwZBwAmKATLQSGjKX0wFZGBDC3D0oiEiiTHnoMjou80B+u1u9GBJDJaR+lXPfxaGUsap5gKtXTxZAgEGIDCEBOaKzGDBeXV3fblbucDyNj+flNC1jKXteXdIniBFRTJuS1+esZemzCOIynhNCL6nWWpoljLwpIxAA6IhcSulSTim3/WagMRILEaG7o5sZRYQFMJEhFVfCC8cem8XyUktBUUolaJGW5nBnkaqR+iERq0NZqhECQikFhUHVVFFImIHJq07FpBdMghxGjXlNicAgZqNWDS8Y5KbT2cajT/vzx3fL4/3Tuz89/fin6eke6jIQdMK+Wofr4fGRCcJqs5CGAzKqGoAnSUip1GJOxB0SD5srVT097E01D5tF4/T0NAzDzc3NereepmkqFuc5Is7npV362uHSVKeGptpsNu3Ygmcf1jzPiPjqzZu7u7vtdltKGU+nx8fHaZpW/XBzc9PnLudMREL0k29LciqLIsJq6FIXlNKrN5/97Gdf/unbb//6r/96//R0d3f7q1/+apyn3/3ud//yX/7Lx8OHV5+8aWL/27c/vHjxIgJUfbu5WpZlnouqpZTdYBoXrZ5Wq8fDcV4K5+67b775+9/94Xw+5777p//0t+7xyas3q9UKWFBYulwDMkrVADD3CGA12B/Ox+NxtR5EJPdD7qGV3XdDf3VzPZblcXxabdYvbu+G9fW79w8/3H/cl/j0i68+jkuMSy2xmLuBSM65m4PD6qROWricJQVs++1m5eMx2oPWGlU1EqMRFalzLbPNjp6IOgQ39WXpXV+s1tdCvn9ShKs+9evNel7+sFAQGkG7vhgGE6QspBbL2KX86vrq89VmY0HzxO5fvXnz/bsfz8cjdKthGAqyBop0usxrGTJirrrr8dXV9XVHcZ4zwHXqaCsBi84eiEqilKlJUHURgo7IpgkEX796+RnwcZonhG6zzonheIBlTjlPrk1mAXi+5jCEB+uYGe+ubl+vBilLhhj6TGhfvXr5zePhPJ+7fqAko9YIS4k1ompFWxiVMjV6mrtfX18fp3I4jM2ibGZlnoWjkiPFQqEMymGCzNG4w84RgprQe3YkMMQijo0RCh6AGMgeAv7yanPTyRoBKPq+XwE/OTzV6fDMJwu8tNFGACPWZa7LxJ6zUI+WiViXOp1wtcHnLAIgQvOoI17K/sATNk8uMBi5O0oLazOEE7UByBFQGDysJWwa9hMhIkTDGTFACWq7qQGCtzQ2R2uXIUBwIiRENQWWTpK3pJSDSAcCKOJqoeZuAR4O6h4Rq+uf1WUq08mr1jrHfFqe3tvh4fH735f9+/OHd7Z/n5ejREke7BCxaiXi7maqbhcIogJSTrnvOa8iwhVCXFI3kDgQkFzf3gXCar0e+vX2+o6ZV6tVEKLjeB6n8+LutfrA0XwJqtqOKjPr+76tAvu+7/u+67qu69br9Waz+fDw0J4rrUOw2RTAA/+Rso4R7cdTSjbbzd2LCDzNy8urm9dvPj9N81//+3//3Xdvh2FtZq9evfn27fd9lr/87T/77//7/+H/+t/9t/cPjy07vb26Rs6S8tP+CJjcwgMaUDEuxAIutU5zOTwdD4dTLTYMwzCsNpuNVp+ncjgc5qIppdx3KS3AtFpFm/4AoHpoQBBTkuN57CQNw9D3/dBLgLcB8+rF7fl8Ph3P56l0/aZfrQRzsRiPp/2k5+qQ+826B43TvJzGM+fWKheEgcKBPtV6HJeOWISEUwbLpUJZxnkuUfmKFUqQkgAlJARyYzRy5fAVcZKUEDNy1OhqVIaAMATHaEorBaBHT5Ix94ZZI82R3NICbEC9C2CH7EAUaB7mBlGSOwdyADkIMAcJCpAlouotNh3tZ6FWIEiSACkCJVBaN3Y4O8l8Gty5S4FRIIbwLtxdazggGWKrh2qEccfozTuWjoHJKRQdGSlhuFWMKuAByhYcGu5i0RpFITA8qvp5WRJFe3Gep3Ke56o/pY9RBJyihlu4VbRiuhgnhMziiAah4QhBCIkcAwvic2lWtAUngRPGdlgJVjRLSF1mBl6m5WwGAEGtnwEvLktEcEtCqLwWul53HeVMEHXeFyjM0GAarT+ysewACQnByY0DKCpawbbd7zZhBuhOgMTY4FJmrZ0FrFF5KCNBmIeLVg9UEQ4MBCOKS4sOBTZSEGCrzIBwADNjTiLiEaVWD2+2cXW3cMAIgmZpS82g+PSxzlM5H20+xfg4P77f//DN8vGdnT7G9Ginj7CMXWhmS4Dk0fc9CxKAltldCTwJNa9j13XdsOYk01KLa0DCYKvlPI0InFJKIm6gEevVipkrhBWvGmpRtDKzdKvl/NDk83ZmuXtzQuWca61m1gyc7XgahiEQ53ne7/er1Wq32azXawCoS0HE7XrTXKYE0CQwM/vq61/s9/t+tf6zTz9Xg7///R/ff3xIueeczvP029/+5cPDh67rVv3wP/6//p+/+vqXS6njNN/c3BwOx37YPD4drq+uxvNM0iVKRBSBtXgtpX20Ra1otfDUdbe3L1artcjlGO2Hdc49IjqgOoS6VVU/N69G+7CX0moVu4gAJmDKOQ+rHgDmeZ6mCRGHYaUGp2muPm+vN5K6ucbTaXwal5Nhoiyr1AktjovHBTvdVtIsCn4s/uPh/Ob2CokCuBAaG0iSIAX2WAIUKYhaz117tYGGh2MgsfSE4OFqWBW08+ecs7emOAiQ4EyciRkIarg4IhEmIK7FIFCIg9ghyCsahJswkze7FFlgMVAQZiRhK7V6qR7hSAwYZhU6EUR0ulThNQ+5RbSU+5A7TSzFyQ3d0BAxMIjAA9CbndEh2JgZiAOhgZlECJMwYd1P9ly7hx7iAOhsgdRiSuhBs9txNtXxiBQRRfVUYlTXRizHEGKPAAv18GJxWiozdwwDgzmci05F56oF3TwUEJgc2vHDbQvYOkSrmlIoBREgkqHXgAWaeY2CCIGcmhrliJiZhy692K3utkNPnjG84MrnB6W4dCagI1FLFLfC1XAoi0MVcGpVsmGae1O1WAB7kGQAYeTuIkIBBt4axhjUVEELVEWXhrwj4MAwQGiUPbz0NQI4sGOQAJIkJmESdCdQsnCwiEhd1/KPGAEAHIAOFLC22aAqlWrjeXyqD2+XD98tH9+V/b34lL1yKIdyABMKSe4kiwBAWG2O+dbiJiKSOmSqFtV8MVdX1Pr69qa9mHLOklNOfd/30uXj8XQ+n6dxUVV1c/emL82lxIUuQ00yb2p9G5Ta4YWIIjIMw263S13XvA7H4zHM2mfSqj48PMzjNAzDMAzb9brZ4tuk9umnn7Pkjx8fn/YHDV9vNuM4f/bZZ7e3t+/evev7HqL7T3/zv332+s1v/slf/Mff/W7VDw40z/Py3VuvHoHDsCpFnSkx1GLjOM7zEta2upBTl2+7nBIBqnpECOdhGEjYA6sbECJzIJaGSFavVsxrmeZaq4ezyKbftheSxqWkq+/7nPP7h4cm82HqT3N53B8hqUpXalQnC6yl0nn01OW+e7Fel/lYq7m7IyvwaM7VbIy8DZznpeh+mh8WWCKnYdUPm/P0I6FoqCNGRCunVkru9aA+lJgRBCIijgqPTsgRCEgAiBQtyBEtmYKUG5nyaEacek5MflzmCy2OCTHogqZr/kV0MEecDY/FeXFG7CLmEsfFJg3F1jKDCAZgiATgFmZIwFLBzxZn4UgJhIvBueisoYaBQdxqG6h57aGhI4Oc+0VtP2kizkAo4iKj+dF8ATKSAGqbeQ5CbadBIJEHF/ej6VRNQN1dA4rBEmjYGLkmJNz6JQIJHR7nqGAdk5RiqFO1w6RnM2fxVreoDJekIgOwB7bQwH5aoE+cUxAXj5P5EXFOEt7KCMOf7Z4UgGFWNJOvEm0yiWmOwhLSI07U7oE/4UcRg8AFEU1DF0bvEqxEMjFHPOYOzWYNMCXmQDbwMAg1BE/ECVwg0BTrgqqdo6MVdUIw92BBIAxsOISWkgkIDG+DXdN0wJ0Rh9SpiJrVUBYMY3eNMDcttYJaVFue7rVM49PD4/u3D+++GX/8Dvb3sByBTBJmQQR2taIOxMJdeMXACDOdwypiRGCtJSUxq9XNHKoHMrmZ1vp4/8NqtUoplfHYr4b+mt3wvB+HoZ9OofNY3ZkZGRG0LnPXdQBgZk29anrTT7fCn7wLXdftdrvb29vD6dSWgC1hU0rpug4DlmU57g8Ndv7Zmze73e7q6qplMZ4O+9NxPIxT6rrd9S2SnOfl+upGVW9ubt6/++GPf/z955+9+av/41/9l//8u+/fv91trj4+Pu12u2V5uLt9sT+eVsN2XmriKMhWdJ6XWo2ZhSVEU0opdet+6FIO96jh7pwTIhfTYmqIJGzuAWCY3L3UMk/npq9nJslZhLDVfJudxjEx5pxTShgwnufUgUgnDA/HcfQZ+3XlLF0/SLcAnZayTEu/2W6vBiGZl5hLhGMNUJDwUEN/OHldSimnUicn7zD1iIQb7ovb4lzD3KBCG3fYsD5UrOcqzz7EudKRBxCni9eHovkUiSBCAYlpCvhYVWE5iGWAMH0yKwEqhIytbe7ybuOwRrRyRA+adYo5izDoUvVY9OReSDgxEomHQQFkRQt0AgLECiga31ghj4hYAB7mZV+sBBskCMQ2fURE87yjA4Cn7VQOfqrqvkIcO4ZlfjzPTx5n5IVFW0tLQx6ZAWmEA5EHVwBTpKC4gHDDiDzQAwIIwMWJI4AIQfrFzA3qgsKg5xlJasBsoCjEGSRBONemsqfAHMQRaKEaeH+Ym58/EKbi56p705HEIcAbdywAAj3cg8PDKgqSK7uyTgK1w1YTiAZN/YYL6LRhWsDCVUK7xDfr4cW671IwBvmWEeF8dkIgRmZsNievLQvIQeQV284x8XWfa8B4gegZtn1B43uGt8dLgCFfzPbLUhExIaVLSfRlF2hlsbjQ2ckU3bwUKHrrT8fz/vThu/ntH5f338P5IFL63E/HJ3ZET+6hjh4SJuCCVkCQ3ISCOumyXAwKZUZkaz42STl3klMtepNst9vknANhvd7e3t2llMd52j8dM0cnADUSY+47RHQD6bbLsizL0pqW2zWwCZkA0DKDbXfWoAtLrc05aWbg3hpDMUBE+txtnr+1dolaKyP9eP++qN/c3iHz09Nhu7v++uuvTf3bb7+9vrr5/d/97vXr13/1V/+nv/v7v3v88PH2kzsz+/DwUVKntSLxfn+M4FXXp9QlTm1z23XS5aHrusku/uM2FQolzggApShIMIsgEiEJQ4AguaMVK6UsRasqt8gJUQDkJDlnBFfVUGvQ3NevX7+///j09JSGTRq2K0jLWE5z8US0GvrVmojncTyNcz2fFeF2VQmdBTTQjLV1xiKXuQhgUPYuE1JQquBalhcmhIzIgK7hNdzbhMWrR+fjEi0Ci4kr5CUjgQIABjs6YtOsmn0OK3CFZaq6n2vHhG61lrFbtbJVxHDQ1hLsgYGuAEBAwupWSz06JHG0GghLwEx0SS5Kg5YaMiqbuTIyJDaDiPgv40RSfOHqOLvXYBcB7vwn+Pblu0EAedS8maCWutSTSdQsGkAPpwnyaqYmtTUPKlHUcAo0BLQIJLGL78IhLjxxAPBLuMUhQKxZCpgYWcncTQEScPFGNaTKCYkg94Ho7oN3DuyUAiSCW8OYIZ1KiUnPaiV0tijAc8SSEntTaLGlBSkAwsIdKVyrzueaTKAm9gSmXgCogQXCwNGRWsrKwoPDO+ZNn683w/W26xHCdU5bqzrPc4GLmHBpifVgRoYAV9eaAVd912V5nVeT2VNZola1VkBjCHQpIw2ANgsCtkIiIOokJREK0LKY1YBABlU1MA+FarYUO8/leLRp+fFv/9+Hx4eP79+NTx+hjBTO5A62SeTuy7IEEFJHOZvIHJLsBE4QngjTutttVgAwTdPT4SQJkcXVECInTrmPDeH+7XR69NyvViuOUk77QhIRocuqY9yuDqcjhHUYnLiCqXpzeDSrlD+jls/nc7tRtuGraeqbzeam6y7R5Vq7lNbrdc4ZPLqu26zW6/W673sz+/jxY9vUTNP0xRdf5H714/sPVePVp59d37w47I+q+vnnn/+bf/Nvfv0Xv/ny88/+p3/7b2tdhmGQnOfTKJxPp1NK+ccf75n5fJ6uNlc551W/6vLQt2Lorss5T4UEiRDDo1YLgkBC5FprYmbhIKzhHtiWFLVGKWXRqqEikjLnlIkxszBTMzK1nY+ZqVq7U8dxOh3PA+Whv1oiHct5rurnCYF5vRmGtZKMpYzjuIJZgZB6FlFkj6iAC2PDvApjIgTgQKoNbTYps3S5Q8E5zM2LaQlHkTMSOCqYITiICrp0G32MxsdqrQCAEagRASxMBlJN0T0RWlgF6xFJmKhZdvynZ3yFACBmUiIwXBzZIiGiuYhE6io2ElU0Aq6zhSTXUIMqiMEKMCG8l1ZqARqAlLDBY6Ld5i6nFbk19EBEjCGFV0JyisXmQlxY8jnEgysmZQ5HChAwD4yoALWhVmt4AAGQXTrsAJpAExZobT8nFtHuyCCC6G4aAUASOREzEpI5EAaSQ1QzDiEQC3FMEBx0CYtLt1KqpZbFtQJ6zpaTucNY21TV7rZxcaJbuJcynQ66xZqSe2YFrdPJ6Q4uV0aA576XFlTgIGHoswwpJUYw9TL1qyzMjBjt9MDmSYB2SUEE8AhzSWk1DNvVcN2tU13qxDOMU5TqgYEBxkjcpAJAbsIhIhFtr27W/dBlsbmcjnubNCAkcwgsVrSUeTrPj4fTj/fHDw/T4bT6w386ng7ldCT03WZYZfY6z+M5J5nnUkoFTn3fp2ETQNXdzyO4MUGErfp1zgkDSlmyUNf3gIxLKe6ImDsRzju8mqYpM+y2m9VqtZQCUPrVeuhl6NfTqmhZ9scThBHRXBYPzjm3KtM2SbVb4U9KVpuk4jn697Mvv2yVEGZmRIjIzEjw29/+NsyPx+P9/f14OnVdd3Nzs9lsbm5uvv3T9xr+4u6TV69f52FlZl3XAeH/9D//u1//+tcvP7n70x9+P8+zavnsy5//9e9+V2u9vr5+eHjcbrc/vP3x9evXtOanw2HVDeBAKJ107bVyUdaS5JQoyNXAwyzci5nJBXsfql6sLFqXWjS4lkvbRZbU9UmIEUNETGspM10akjDcVfWHH35gyTnnw9Nh0qf1ixxB1dQQDvPR5mUVsHpxt80Zpuk8T+fzkaTnVY/CiOJmEWAgDu5uDI6OhqDNLY2hk3HHKQtRCvICNSw0QCRVQEcvSErkQi6kgKui2CC17f0a6IAe4RGRUzDXJAAUmSOkCCZkZAki82ru8Fy9cGkEJkIkA4xwDbAARgZOLAiI7rWGtzAxNl8fkbM3DKkFKaFuVhAUBu6AyIQJHVWdsZW4B7XSk7BGpJqUlCSLgPEyTRwwpC53eT8WJ/EgBwgMCiGIcAN0aAsFQHfwAIuIQEIEcIILWxnCAEC280W8wHBsfUHhUKCRUh3bSp+RBRE3yJvaA0YAKM7e6mIYnGLGcEoh2ZvQ5+7uEvjCB4eoGJXMWkaQkSlDuIV8rP64l7zKXnkJqzHsQd0DzJJTR+1aDRYGAUhQHObJPOOKVoO5j3Tc7CGORDNJOEsgWCswcXPwQCcvCZaeYiv1puv//PA3kIZjn74z/d10/naGc16V1epsBkRZsCOTWqSOA9NWuv87/hfXrsrutF5/D/B7pY/VVaUsavPsx4/y+B28/Z1/95/x/vtVGccPHwUxCSKi1emkCACYh1OtKKlPuS3o0I7uju7S75qAcnF4gkzzdDjFav3S3d28kyG5Y1U/niOV4fVXMY7TNP1w0JVqSllV5/3jMAzv7n88Ho9m1nXrNkwxQU6y2Wzc/ePHj6WU9XpNRNM0mVlL1Wy324hokHURYeBVt3q0D9Px1N/cvHxx96tf/uLnP//5v/7X//rdd9+eTqeUUk5CuHl6rD+8+9Onn/zs888/X7S+vL6y+fSHP/7+1advlrlU03/+57/ywPPDw4f3H8PxF1//+u3bt3fJCzpO+ytJ8/4DzOX4QB3TsQbe3HWb1ehmtcwpSSmmngnDAUhERNEXL0TUDRtTPahCBea82LJ/mqdlRkS0JwAYmJsto60CtOqi7YxmQAog92hMydFM55MI3X2yfTgcv///k/VnvZZlR5og9pnZWnvvM9zR5xgYDM5ZIqmECigogUKiWg0JqF/Sr/ofete7/oJQQAOFFrJUQAmoBCq7uro6kwySEUF6hI93PNMe1jIzPdg+h+zuC4IId79+7j7bz7Jt9tk3fP/bs+ef/+r/9Ov/33/+jUlbvRm33tn+rO2uHGTpm+FZcRuHimZXBaqVYLWmdV6wISmxJKRsTMVtKmVLQ7JKh4MPxJkvsixT7TH041ChTsiJW04IX06zdV04qyZTrpUMZlyMalryKhdiZ+dloTJZP9HIqE9NbWKQGLNSqhAjODFxJg7XgRGmQhbP44GYqqfStNZRXQJwgWUbMJSyB/mSWIaJrV3rkns5XGw8VpQiyUkcqC5qbGBQosQgd4JaPFo2ix6wviiVwg2TY5x646nLMBQ4E5EUlwIpIPN7ey4U+8xJbTIfDMW4GGHSWlioa4rTYXJQShZsHzJyDhldaFZCqgKHAwRCsFWZRlZ3NzIl+HEID+3GkSwODcPwWK5xismMiAC3iEdWEDPI1Ajwoo5jRHuDZF7hkogSwvQG7mTs1am47Wt9HIez3JAw5dSPU60xbTIzG0m0kM5wghpcVRQOJk4s6QBW+MHQwwozJ+KcmpQqk8EFxObiyEgNpTa1RlUluySn487Fzeso8HHYHx5uDx8/HG5utvcPZbdD6f0oG04pRQ06NS8npd68xyUSkVrqSbs3TdPFxcX19fWzZ88Oh8N+v9/tdqUUAMGayznf39+3bfv06dMICg22Qa319vY28HIz2+12doxQX6yW8THqui4ooCdk/dmzZwC2262ZXV1dvXjxYr1e/+53v4vZ8Kc//emvf/3rq6ur3331m3/7b/9t13W7x4fFYnFxcVHLtN/vl8vlz3/+89v3D3d3dz/+2U/fvv0+peanP/3x27fv+2m8uLwqpUhKb968KXX89LNXZZxgfnV1td/3wzRq1aBQBKK/3x4IUlS7xWG5XC/KlHM2Q0YJclbbtmY2TpWZAR6nCQDMgza122+1WmqyuAc2F4ywuAk552maTnSz+KDGLxN4nEq/G4wwqQnRfr//0+vXL169epzo8VBL0c3YO+q6SblNK5ZDGQerCgeIkzASM6k7gBpxQ/AKFHcll3ZhDIWrVzLLYCMmbnID11q0srGwMEJ+WI3FiAzVwY6QT2QnIkmuKUI7weaUnNQZphkgY/EjBcddNMYRD6OoiFaM9MnZaFsJbh7ZRUSYF9tMBDeOiEO36OtUQoQ7H26HQd0i5osVTk7us3e4MwkapzqLfiMvKoS6DmUADIILkxNgYmxUnKJcGNFRWw82NXLOodNWz1UNlpQANnJYJNYDgRyZza4DdsxeBjuBD9miWjkhIgSJCEE0oOACRNAFyGA200znHD4OXz6KcHhndzdXtxppMHCj1sghIBfj5CTGYX/vIGMaHF6mtN8y/NDkBvy4HXbDOFU1yeaoMJt3GhE8ZRGiVs2reTG/T7ly2ptv3HtC5RAFWcOsaqyVTakSO0sVrumQ2Cg5JSWGeJu5K4Xdd7vN4fbd7Zs/7j/8afr4bnh88L4XK90RIYqoKxwdhIMilFI6UQeivvbT1DRN13VxtRFBGvUijrGqRqkKklTXLYmo7/vb29vI2Y7CFzLj+ExFiYwf7e59P7uDuntMgk3TiEig77XWs7OzWPBtt1sAX3zxxWefvkop7ff7P/zhDx/ev42Tf319DeBwOAjTarUys+++++76/MnFxdm///f/7qc//TlR+bt/9//55f/h14eHww+//PLu7p6TbLePF+vV9fXlt9/+6fxivWqg6qWU6pUcgfeXcaw67fabUkrT7ftVvx77lBqFd8yB6EeJn6YaFb/vx1D+jFW3223f9yLSUE6Scs5t28aj4vSEOM2VJ/xuVnerTP1hu90qvF2t1+vzg6T7zePl58+aJnVZS9/3U7E61JRXlBerc+0xFQuXRUTaFksxd0VgCCBXeCFUM+paJ9RaaiUCNcREpOSpXds0mU0wJ0uJRU3dXEk8JOlMDga7kzMnl+xoFGTkNTJyGCBRJDg7k9LsbVQBI4mLA+BmDiHM7OfKyghtrxMpQszK8PkgRO/CBjIiMGdr5k2XI6oAoC7mThYWVIHyiJiwu4sJG7spXCMHUwkgKmQKN2aCM9jcJRB1nYCZughy58iiIUNhiLjkCqnOaq6eKikwG1kAsPkTzxx+N0ePBKdZazYanHx2nj7avBC5mUmgZI4IlIqEHWOyGDr/V87VBCITMgtaiHNlE3dQq+GmQwywi7uTM2DKcJZKUnSqw35yvU+pAW/FhmkcHZDwUnQ9xvaxUwhEFShqu2FkTixNdezNbxV79x5erVCdAKaqZC4GUSIVMy6E/uk5pWycR6NqqnWoh8dh6B8+vnt4/93j938cHt767oFKTcTC4qbxSA82ZjzM5+wy5uboL3wyaWma5rSkC67mjPsAQQtq2/ZUeszsw4cPy+UyAKPVajUMQxQgEen7fpqmpmnOz89TSkH7jC1+tBJm1jRNXMlmsyGi5XJ5fn6+3++/+eabH/7wh7/85S9//rO/2u12j4/3oXx++/at1umTTz65ublxeN/3pZTlogtCFjP/7Mc/fXfz7tmzZ4CVMp6fn3+8ef/DH/6oyfLweLvbHlZn608+fbnZbMq4/+yzl/39XebcNJ2I5tyUosSp1trmbF6GUatOZqp15CRu4NWZwKc2Bym1lmlmV5YxwlTiJkcpzzkv25RzDoXQvFwHiKht26i5QeAYx3EWSGpidVYfSk8pd2sANkz9u5v32l14d9a2ZzwMdTxsbRzG6VrWItxRS+wDVN0AcmF1dY5AFXeYAhNZJTVZGEEpafiiUwJcjRe55ZQab1AV1Q0QZ0Gu3DoriMFgsJmB4ciKZCxwNmiFVM41aLGBeVNECpLN8xHZbE1FAJkTE8LuzUnncCUO7a4KEZPNvCfESGXGpCAzLL2NhdwcKEeAJycDkcLDJ86Omy0AnQqpkwtMYW5Q4yigVsht5jlqIU8MMRhPMwki4qwIFhEqSIkoKaRqrtY5MktSrwAIpMEd91ljIX9hTUwEonCppyJR1OZZJr4kLLtmTwWQebRXUC85wohcj6VK4UKkRM5szO4Od3F3JSImDy4phZuUGyLwrppxIpKsbq6F3UtV8WLmxeEsIklZ3IiIwElLJUHixMlRfVR73Pf9OG3WYqBRbV/1ALJ4+LpqVTZLTi0lISYvtdBkfnclTNBa+mn/sNtvbj/ef/jw+HB79/Ht9u7D/uMbPzzItOc6UjWH9UMfWhZgbhxCoTKOY5Sq09M+ytPZel1KeXh4OElh1uv1crnc7XZxxqK+RAlbr9eqDiAcFPxo1l5rXSwWJ556cMTiv086m1gCrlaraM1evXoV3RmAi4uL5XL52WefXV9fHw6Hx8fHN99/PwxDmDGMw2G/32+320WTU0rn5+dd2/R9f3l5+ctf/vK//Jf/8urVJ5dX5/v9dpqmi8vrs7OzQ7/ZbB6slrv7D1fXFwS9uXm/WDRCEErLbtF1HRFPtfZ9fxjGUqszabFqalaJVG0Mf4WWJO4hmVe3mVDSDMwpoqhMkUUWi2V0l03DwWWPOxw3PJosM2vbNjrW2DmoKo2Widss+16328dJclmeV8uP9/d8mRZtl9oFSTtK0bGalqnfsqS2SZKoTsNYK1kw9uDEGlFrjAqP/01ehQWJnWFEldmq1upJPHFummxeap1QTUSypA1zEP0iNd2o+uxaxebh+8sVpC4GM0qGxhhAGOM6kYuTzkvFU4ooK+YYdecRzh60AHiI0jATPc3h7OSw2PNBjKuE64ZzMMPd3IojtpBKXmEWsl7ACd0gMHdzdjE3hZuiunmbHDFTKCHSiyGORmo1LeqOCISOoFYVzuzOOnHVRusyp3WTwz0VACEyx2ZcBar1OKqCiHjWitEcFRw+fA6CEB2ZIfMQHICVkzmAOkfDegS44PiuqqnDPaVoMm02nKNaLc2W6zI/GUFEVE3FiZNQ25I3YDaHq8ErEUnO1CycmNQFzLkZiyGeLZyIUepoow5jufU2jCrMYZQlEwkTgdndkFmyJCZyYxhN4H98/T4lZuaq03jY7x7vhod3h49vH15/O2zvbfdI0wFadOy1TkxzBT9NH9H1nNCr2FWdyOVxlk4P//jOUsp+v4+0voDegw56dXX1/PnzJ0+e3d7evnnz5u7uLhw4o/k6HA5R6cZxfHx8PP2RweMb4l6ermQYhoiB6Lru5cuXn376add1t7e3/+M//E8/+9nPXr169cc//vHm5ibnnBPHNPr5558fDoebm5v16sXPfvaznPPhcFgul69evfynf/qn8/PzaZre/faf/vZv//bh4eEP337z+edfLBftYf/4+vV+6PevXr16uP943V1COCrRWMqGuZQyTcM4VFWNuCtXKlM1ERHZ7belTiCfymjqQ5mIqGm69dlZbOyJqe3yarmmJLXWlOabH4gVH7+OjGvYkUQW7jr9406EAsyKj/qia7k7L4MXt2noDZBEi5zNq1b3/YAmNXnJxF3KRWvoTAns5JG7HAEtcBiBtHJkArgxpSA9m5mqkzuDhRKxgwuDTgeECTKbW8/WnQw3IocZPKIJQBBIcefIuiRIwB+wRHPoDoDqICKDg9mEySPBM/7QBBGRakFyZbiDlcx8pmTWMpOd3AE3A6pVhZnHVu7oNkdwV3c3W/IcCTEv5w0aVvIEsJu7sgXVEAJbSh1N3c3QONiQDVbBicJ0V6Bjhp+ndLVskwQBx8nZKQj/ICKpWiOzL/6JWTkSmBfkCneoBd02DPNmg132MHQ1P3VmlSKq0wOeZocTG7kzhRceUdjLg0ACGn00Qgb5/C/+52beQAjiBWckMSOziSN9WhKRmLmGG56D5xk7NKJMIqqqkJ2mY7EAEzMF4VcbFoW71gom59AvCcvd7abJkmBeBh12h83H3cfvNu++O7z/k407TKN4JVUrI9yJZ1pmFKl4yEeRim4rkKw4S/H8J6KmaSLwCkDf92GNUGvt+z5ciS8vL9u2XS6XKaV/+Id/OBERAlP/8zpPJLQ1MePknLuum+rMXF8sFvPQ7t40zbt3737xi198+eWX0zTd3Nx8/fXXL1++fPbs2aeffuru9/cPtdbVapVSMi1EFMvEh4eHu7u7SC29ubl5eHj4b//b/+abb755/vzpw8MmpfTTn/3kD1///pNPPun3u/3m8enV5WEcPnx4t1wutQ6m2uScUiLmUorV6qoMZ0ISCHNu26ZrmbmaMqFJYqUo0zQN87BcCklyV4fm3C5SAlPXLRfLVkRqla6VGHVPzvHxOYxlBWZxbIr7SUS6LYd+t+sPqprbts3CkjjntWGjOu52mOpyvVxkcclaa+Nepup0EF4scyJaTuYBbXCcAiJ3JHKFidtCJ/ZqYDallCU1ke0H01qrOzJLbplzY6VOdeLUCGlyTajilVzNuDpcagUYpA5yFdb4x4S5ExguBAmNMJSPgfPuIoQCqAfjgBgSKQwOIwNIxTmbap0YqnBzBjFYjcKPyeF+ioKhiIpQd5uYSGbVsJsa1NzVZWEONvcZn6pEELh5Ea/wkq1m1JbQMQTUwnsYu49enZsKKNiNCiFTghgzMyFnahJSC4q1X6AABAZkbiPBkfTJ4HSE0Re1GBAp6CqRGihGoqrHXBs2UiI4w1XdCXAxD2fDaL+UYUYuTLP5KERZQAzakzZMXZLGLLozJhBxInELSpkqk7tUNZscGQQWYzIvVWtVggtx4jAnjTvNTJlTApnQ0kkBSHDPVF1LrbVZrsyrahjmsxmYJbEvLy8zwcb9MIzD7m778e3td998+NMfMOxJR/FYsRsRWCTnbJhXuaE+a9u2lBJky/hy93DLm1kLTRu/ebL0jElws9lEDVoul8vlMgiZd3d3l5eXASpvt9taa86zr0CA9BFZGhEMgTRPtRwOBwAhSI6ftVgs/vW//tdv3rz57W9/G4TPKJS73e7Fi1dv3759fHw8Pz9n5nfv3jVZfvGLX2w2mw9v3+z3+3/+z//5T3/y46+++mq32/3Lf/kv//2///dffPHF69evc84vXrxo27xeP/0f/od/+8UXX97e3bx89UKtlnFA124fH168eGG1RHcw9P1w2NdpgGtmWq6WztR0bdt1UYKN0GTWIC+wJCZjBiSl3LaNEC+Wbdd1gQI0TUop5SyLrok7GYPwaeI+rQKPh1hmDPEp798P+/uhlNI2YoeD1pv+vpfLpzJUqpQWWDWLc2GvPo7aSrObhslq5FnknPe1llIJMoMlEdhiUIcbnpTRmSbzSQ0pS+vGIkxOdaq1qnLTLhYLIR4O4zAdBJ5cG2jnKl7JVB3Vk4EndnjE0UT3ZgEEMSgB2SyF3YgbAdXUWdxSmbd9Eg4BojBEXAMAE6fktVVHDTmHV6JENooqqTFzK+Y1qIssiImUyeMxk8ApQFlT0+pq90sLxRCpw5XM2TWRaq0EzV6y1tZ1CSxBCWxmYgY1AhdzZ8AIcDVoYhWhlJRLzTwx6P/2//h/Hw6H7aFX89S0nBo1jLWklEJq1yQOHlcipJSu+0O3XFXih8N+X426heY8OnHTxh0gohR1wqqqTpjYPBmyCaqagSV72x68ViYlJhIxzk7ZwEa3qxFqSb2DNCSZ2Mwm07zsjCUoBwmUnbIJA3vpZ2AiZTiZIXDttm1hCjW3GrhZtNnG5yIEt1onYs+ZWaBazCznLKkx4qlYrabuRHIx3ep02N99fPft797+4R/7939Cv+2oZlTRwqZHvJwANqBbdzFexfQb6K+IRGRDrOHiLMXDfxrGE7cgOqCu62IBt9vtouLc3d3VWr/88ssf/vCHpeh2u91sNrvd7vHx8XA4tG17dnZ2f38fiNUJzIq5b3fYX19fx4vsdrtIslmv17/5zW+CxMDMNzc3i8Xi8vJyv98vutX19XWc+SAHjMOBmV+8eDHsd19++eVnn332//13f3c4HP7mb/7md7/73VTHpmmmaRKRv/3bvx374dtvv727uzOzH/7wh0R0d3fXNM3Tp0+ZuZSyxGK1WkH48fFxu92ScNt10uT1ek3CnBMRqVmtdSyTqhI9CeZUzLApt3F7OTVt23bdIjX5NPoxJeL/LVMk/j/2ocFjCBLWOI7DMNxtto9394+P96VOTkzNqrt8trh+NdJyV/C4m1zx4vLyB6+eXq2XpFPVvBkO398/fOz3dH529vTpBH64f2ROdSoE5KZBpsl11GLwH+03i+UqdYvB7O4wbKeikqlrR3MPt1wigTNz5E01YOv7VfbzRFSHTDCX+93hgKzNypq2gkpELEETo5o0TKxGdewYqyytsKvltunHsi86QEyyNZ1RquYNuUgep0JEXdNiGtLUXy8aLoezNrn73a7fVsLqytr1BAb1s6QUyiAmh1Y2WzZ5f3+/kHy1WnkpNkzkWqfy++cv2JwVpIZqYa+pUGKFFS/DEvZ8tfzk7PyyaUV1q749TDe7/n6se8s9NyPSBIiIW+U6ZBuXVC4aWjeczhcda7WpDFOFgc3dkFzEGDAmFidxY6DNqeu6ny+XKbcT6D4192PZqvXVzYEUdd/nxUEg8UDyIkDjnFRRg6FOVYkj+J4p1INwCR1nD82JUkowgrq75SQN51qV2JkTEwSJIWzERNQwcaJ5Z09hYQHy5O4g4zkezHxGDBqFxNhv0QfGypOJSN2qjuY0aa3V1M3dh++/Pmzu7999f/f9t/XjG+weoYOhuGtImuHMImAxAhsFQ+pwOATkFOUmmpS/TMQ6PfZXq1UcxeVyycynkfC0z4oBcLvdfvfdd1999dUnn3wWo+UprmaapsfHx9VqFUK/0yIydo6rs3XUjvPz8xcvXohI8NEvLi7CrCqqkogEw2sa6/v371+9fH55eXlzc3M4HJaLttb65s2bX/z0J5eXl//m3/ybtsm//OUv/8N/+A8BiDx//rzvx1/96lfffPPHs9X63bt38eKxDcgiVidYPRwGItpPU5l6IhqmMbGvzpZn5xcxsaa2adoWQDGttS6pY2Yt5zFQc04xWzdt2zQdM0uTck45JYTvYswMs78rTgUraByn8fCkK4orXJyt1c3ZpzLWokoCraU/5G7RQahpk8tVky+QzpUE6cBEbdcvu0Odxqp1GDm1i2ZhFrCSpxkWjSEDP1kv29WqWa8Kp9u+/7Dt74ZhN/VNzpU5tlpGBtaAheVQGvjz9fmL80WrRdwm83WXX99vRyrTHOBtTFXcRE1SYlNYyV7OmvbFxep8uUiEQ99v2QWVpjKYo5KSukMg5EYaaBSlWjuWy6Z5ennWEVR1Kd3tqFunfS0GpoWZqkHhGsRLhopX68ezRM/PVy8uLnicfJxsmPa++61MRi4gmu3mjBDtFQgmwJpw7nSmdTG4j+N6/bSS5uo8maAGBzgsNh1zHtDerYx1M2k6a1sv09gPtZqauxqBE8/EscDtyF3IV21zsV6/dChxYe6aNvV93e5LtcxSAkc/2mLQzMXwpGWZmrOUuzbR5KVob74rRRph5EoGIOzbo6F1VOYsTFTcdXIDPElKGjb1XkHJyQB2JzIepiri2UxEGMROEkGL5G4Wvs9mDsDcAUqubOJQCz6FcySYObmpkbkTxKthKtM4TZM8vNt9/HD/5o/17gNq33S5I2osab8nwJ2FszQZKZmTGWyciTw55+VyGY1VHJgoUnGQTvTFeNoH5BR1KsrNdrsdhmGapugamqbp+/7+/j7MyAMaY+bY8cUIWUoJknocy/i5Qcg6Pz+P7ia8QKOGllK22+00TUHICkZ7Wje/+tWvTMvDw8P19fVisdg83l9cXDx58qRt27//+7+/uLj4yY9/9M033/R9/8Mf/vBxs729ufurv/qr/jB8/oPP/sf/9A8XF1fufnVxAbOx75smCYmWetjtc85X3aqUfhiGoUyLxSLzeZO5yZxS13Rt7loApep8T5pc9SxosUmyNFG4WprfYJYmi0hkffPMp2E7cgz/Nx3WyWM+0jGiWo1m1SsJUSVHWIAdUFNz1jgvEnIraACqJaTubZcIfGarxTT00zT2Q1qmnLNXj+w3wZwdSmBivFp03AgzlSxEy6nafhq2w5ja7JFKQO7kBgufGK1jbtKy5atF1xZmL5O5anN7YIUOPsKIwRKcRfcgPSW3Nsl51z5ZLy+6lmArQQZ0KhNNxU3NWCDMUpmZp0gYVhPGWds9u7h42iCpmVmXW+7LuB97M0nJhEEKiuBPD1tkYScv58vuxcX66bJjpqZpazNstRiqEAzODoOByCIBNLhNoJbTqsmr3LaqpqapcxpVyVSNiN2YjQ0TCmDERMxF01gn1JJwFPG5u3nkmYYzv3LQXM3cNCUS4bZt6uZ+Mve2S+2y0cQMJ5OGp1gaAHMUYLCoYE0dLxbdi/X5RVpS8f4wfNjtp6kvYFAFEtjNjSjSadAxZzOpo1RP1bhWxziRpLZTcvPIcjGFM6iSqxt0zkDkeU1AxEyqiI+BOxOF/TsAKiMgRzA0GkAyZ1NlIRF0bOa1n3aHh9vD9nH3u/9pe39Xbt5jtwWZC6nXUadlk72SwlmEciZOZqrQU6roaRUVrm+BkszAHvNpbxiQeWDt0TRFsxNuvLXWDx8+mNnTp08/++yzly9fRqPQ9/1mswlaQ7Rp0Tuc2POxakwpqVu4u7j7hw8fHh4eVqvV9fX17e1t9FYRdxrw82Kx+Oyzz7777rtPP3n5xRdffP3112b24sWLzWYTK7+c88uXLz9+/MjMf/u3f/v111/n3K7X58Mw/eAHP/j+uzdPnjzd7XaJ6PLien/YZklW/cmz635/IIertS2N47Df35dqWWA6uo5Wuek6JocaM+ckRDm6pdwsoviG2pFTOPZ52y3mOxwhQLEWIzRtF61T3MDgLsRDImbAuO3h2j5N03YctUxTGXUqYy3V2TIbDaXfeaKcIUKj10MdOoU0mROTmwtIoLPgpCRhEmHJhuLMBCV3YhdJq5Yns3Hox1KURYRyzjm1JFkR9AI9bpnc4YvFok3ckGCa6nAQr8SS4E0Sdmj1Ap8/6ibkXqomEJgXTVp2TSIqQ1+Hw9nZeS8skU8FMAtyGwWbkrCLFzNx4bRcdRfn8K1iGhPzKnfLBqmfzJEaKSQEIxy536TMTEY558WiDZmBlrGTZpFzyZkiGOr4SQ/UuLoDpEbJqTgrJ6TMLJbKY/FNsb17AUE43AFhxnAIk4CQ42cbpbQ7bA/jMOpYXDUCaAlOXGrlOTi1klcBVTf1esBQScDVWAvrRBbGo34kHFCwzt1gTurrJOdtc9W2ZyQC6jqvtQ5kg5cw7JxVSDAiYsLKwFVz1RXJsmlybkspwzQmaPTMxasSV7JKxpDQgglH5XZyZ3N2Mw0aqzOgcBaK/NWqfeJGKdgiwiADwhSMyTJZ0rEcNsP71w/f//Hu5ubwzf+CaUKZkKwhaonIPPBKF4dZBUhrVS211loXufGjqibWWBHjHq7ngVWdGisiOjs7C5PMk64tMOCgOLZtG/zPnHO0UYfDUGsNkGsYhmEYotY8e/YsEPf406h3AD79/DMAm81ms9kEbT2ldHNzM03TCYemo8J5vV4/Pj6mlL777rvPP//8r//6r3/zm998+PDhb/7mbx4eHr76p3/8F//iX9zf3//2t7/9Z//sn93c3Ox2O0W+unqyWKweH7dv375fLZZE5I6u67aPm/XqfLd9fPbk+TebP6xWK5gN/aY/bIZhR0TES4YygRmuZSzFaWibxXK9bttW4bVY0NFTk9o2B5PWAHe0TbLZBsDA87sAcFrCBg0tinjc+dM8GDV9HMfNZlMmBZmXUspg5khNSqk2eYQZlULJJGepjxiF2RshG/dT2U77HtUSV0ax6o5luzZWQgLNTKsIVPYs8TQ2Ts4JypxVWhhnApGbuLgrweFGMG6SCHNuUmqyVDZySRkGPqhBCdXYiEPpK0TGrXp19wpx4+AJyUx8BMBOrEhKSUkMWWmiSPxkKEPn7JmIfj/yJcmNoGxKzhpGWeROHKHTjuqaImNUWIkgMgkyuDBS1GBlhHwZXh1Oaf6VFTJdDaVJZWXu1f+02+2GsgFqbiyxMWDVbWraLsCbgH8JYMnpdnM3TrUvtSCCQkHkTl4Z5K6whsGg4jaUYTvshpaM4dlHHx906KmOZFOdKHcVzg5SYg/Vtrv6qqElPE2j1+KVWsg6pzPK98MkmH1EMYMNxs7LSUm1g1y33ZPlWRYehmE7jgdTY1QiJUxkTMZsBGp4RvFMvUQ8rCvM29wYnJ2MwE4zQ5egMkLcOFVnjf1rbACdfLJS91N/v/v43c3rr2/++PVw9yFNd42kbt12TdtyYsDVXO1wOIhkJjhZdbNanYmSBDWpPX4F7L1YLLbb7Um2FllYXdellLaPm3jUR/GK49S27X6/d/eu6y4vL909toR3d3cAn/AsZh6GAUDTNMMwzPZyx+TBE2qjqvv9PgbA5XI5juP9/X2UwtPQGmPRer2Odu+TV68Wi8Xr169/8IMfXPzyn71+/fr29vb8/Pzjx4/7/b5t29evX8fLXj39lCQ/f/byP/2n/5Qbef36+5///KcCmoYJoK5tTddt2y7bZdiNcvnYtLRedczcZK46DIeNu7OkWs1JhHNiaZuFqqKOIBKRNjdN0+QsIomIbLZaNtW5yRaR0FectoGxZj01uSdqe1QuOeaVcTVJRKBJzdRcXNmNbaQ62ADjBXhy7WvZj8MZD0vNu2m6H8cBrk0q4gVqFdwo2AUz8jCZEsMdN2OPlD23o6SDYme+VxqNGY0j/I2cXRmVHEK+HXqIjMWsZXAW8ARMpYwVhaUyVWJyDtAWLN4srU5jPezHssvperVslou0WAz9VIurkSIpyeQyVVLy5Eomo/vEzuSD1d2wf9ilT5rcUnb3vZWxFiUtjqEO51jE7hEelggwN/LkWjZT3aq1y4awHKr2ddy6JUswIiMzil2fwhVOLJrIVEsdcBhG9aW5T+OfcqpaNSdkMEPhVpTYusRmXtVVoVVN4c7pfr+tDnNSacKdy8gNisyuLpiffeq61wn9/h1vm26hrptJH0YbiWqmSU3g4bFKDjIIAFVX1/6AdskyceWsyYWyGakSIl/bHTGvGzsTrBu1Ybpou6eL1dVykVjGlNq2fbN5ECEnV3iNwkZO5JgmATkoEwQkQuKJxbOQOqsbDEZmRjH3QYoLG1OBqwkxu7oDVs2nYXi87z/86fHNHx7f/nH68D0O28QbEvHaWl3U3AglrV6rGSinLCkZGbQai7Azc6OISnQiiEb1iRytKGTBMOi6Luc89kNA49PRiTwahChhMXyZ2X6/N7O+77tuGeVvvV73fX93d0dEFxcX9/f3QSmKoYmZg0gR3wDg7OwsVpPuHm7rzBwtWNM0dPQUfX/z8a//+q+1Tv/4j//4ySeftG379u3b169fbzab/+v/5b/57W9/++7du7bJy+XyBz/4wd///d//9OnzV68+/cd//M1isfj+++9/9OUX9/ePP/3Rl3d3D13XTNN0fX3d7/rLy8tpms7Pz5P1bZuns0lBppjGodbajGW9PjdnEnIzVa2lVNVaDWnKjaSUsiRmBow5xzxnFUchBE5cqnEc4w7EmjVo68wcg/aMeJgFHffs7Gy/v29IskAlKYqJKNEIK+wHqFFRaSeq+zrcb60d5VnterOeuOZGExdCMVfBYJXhmdmZzL1EhAn7Hx8ec7ekdjliepz0ftCDiaYOyDY3BiogMUlwchyo9qXcbw/roosyZdcJdjMMfSmlSSa5GkMpxLfMjUpjBqXCU9kcxvu8S6qd0Ga/2/RlmKwaqTTGuXIuRpUY5JVhxJZ4qvo4jLcPulx05wCM7ofpcSoTZRUeXK+KmAGhdRYlkiAsUGoeh7Hd7IjOaJowjjaM+2FIcgELersEwm6EQg6QJQGRT/xo1SdtTTFNt+KUWIiZnLyiVidLTOxldvBUqLIXVLXUTz1YnBswubASKswcKSUL008hAkxrtXIY9fX+zWJ9SbndDLZX9mZNbYfiyggIP6SC5LNpzX6/qcuzvLxYNm1rUoxNh/HQczr2quF9cPy0parLtDhr27N20XESkJO02YRDEk2hxTS4khN5o8bELNTkZpnSIjcNc2LebrdsBmVjdXNzNSeFe6tgNRIjNgbmcZS81toP48Pj9uOHzYeP4/1dLiUlWbVZ1U1HHV0cxFYqpqlORW1BbcoOqm5OYOGU81nqFotFiP6HYYhxLAR6cVRiYxgb9JRmO5fTmi9QJCL65JNPAs8KcD04Dc+ePbu+fhpOL6cAwQDRLy8vA8s/QcszJpVku90S0fX1dUyd8dejBQutX6h2gqj12WefffPNN12bP//88+Vy+fHjx6HfLxaLX/3qV3/3d38XA2lO0jTNzc3Nv/pX/+ryyWf39/f39/fv3r379a9/Wasu224YpsfHx/X61X67+/zzz28/fHz58vmH9+8XXeeTLJbtYtmqU9+PNTLErJoZsQSZc5omM2j1ojWnhZnNLrqzFDzy3k7wuQJymgTHcYxVbDSJejShP2Fzcatj9E4pTe8fO8nUNAZ1S9o2U9emlKlpyIWajEXyLEMthzLKYHIYLaW6WLiwCVVzZRDJ5CoeYSdUw3ASRk73h17UUequ0Gb0HllW5+vV+W4o8BDrh3IiVkM4u7rGdteP5a5/bIZDQ64sD9NQclscSgnEFUYhbiGpSgnCnI340A+3VqbtJrsyp13RoaByayyQhqQBE2wEM4SZiZsEG8tUd4O9ebyfcsNEN4dh41LWF+gyDK5Mqj73gaI8Z7Ln1WJ/f/jw8Gi1Yhq070VVS+HFRbwvm803yZ0dGF0lJckLMFTLaIoKSDMwckoQciteDG7CnphVC3kiZ6HUEIgJ1ekn//f/F5ggfCR+UHgSpJSIhEFkHkELiTix7PmR1RvODSVSr9XAQjkVIiU4lMxFPZmJuhgOqYmho2kakE3TNEz9NE3h9kDBK6BZnAhgZL/g9CIvXqXuadN0zBPbTuzb4fG9lo/jUDQ13q2w6GrOFe/W/ZJxAX9C+rLNn52vrhaZxTdluj2Mb3b9zeiDLIqslDuDtHwo01CnIuQLkeRK48GH3Vnym29///1X//Xh7Z/K5hbDnnVIQN/mE908WFR938eB32w2AJ4/f35xcdH3/cPDwzAMYz9cXl4+f/78/Pw8as1+vz8l98VsEq5SFxcXXdcdDsMwDA8PD4+Pj5HqHoXm5z//ecwscQJVNZTMEdOy3+/v7+9VNfgNIdNdLBbRwU3TFKmfqro+PztxrwKlCqJDXEbAanF0ox1jRkpp0XZt2/7qV796/fp1mabr6+vNZrN9eHx8fCSiZ0+evnjxIhq0l8+f/sf/+B93u93Tp0/btn3//v2vf/3rDx8+LBaLaZq6rru+vp7VhV1nZusmvIwR0sVxHCMc7PLy0sxidXBxcREKx5xzOr9erVYX51eRllrNiYQ55aYrpdZiJMycmGY0MJwL6Sh7KqWUOkXhXi6X0zR9/Pi+1tp1XSSqjtuPVxdnXddu9rv7zWaStn3yUq5ePXi3wWKgzvNCmizMdRq1TNs2tSmvpVlRahRUzQwVPrqjbajNSlyreXVyJEo1Q+HVYUycc6IkhlS9BSeDuBl5pVLFKsPIiMTMoJWAFIfC3CJ5iim8Fhxcyc3J3bMykVdYUUWm1IgTSilN00CNqlGFKIkhgRiiS3K1eW1KllmYGRKqD5ghnDotNuqEJzE/G9lM+2EnOIkTaUgKDNVNzYKxcT1eTz6N1E/cVymVilf34i0vkmY2BqBsylqlOtm++5AstUW6krspp0mgYs69V2uoCiYaeu2rHsxKMnhk5BD7jIkcAxyInGa3XyNnZgZH8zR/g88u5keTT8Tm0nXeyTqOliBTLdUKjk4APFv9zT7ox4UDABBTUe916DsuuWmYjDC5llrNjUiIiGmuqQrPbSOmMGVOTe5SygqapkIiJEzMJA5iZnFmgJ2FcpOJSKu5AtZkadOiPt5O46GMfZ0GVYWqVlO3wvNjOeiFceBjEAvg6erqKvicUYzKOJ04U0EOOPmZREN0Ak2C5FmKxpP//Py8aZqLi4uzs7Oc8/fffx/fHO2Squ52u8Ceog8K3mkAzwHTxLfFD41vLqVcXl/9JZh14mHFyiwgsCBbhBLl5L7wq1/96quvvopr+Oyzzz58+JBZFosFM1vVDx8+xJpyHMflchnaRjM7OztbLBbu/v79e3e/vLyMV4if5e4tzVvRGJBP0/GJqBGKoiBGxVk9IVAR9ObwILuZqbmSJRFKeU7zjs/YfMT+Ivk1GslhmO3nQ4nZNE1anTnJvh8Oh8NYiiENw1Aft7ZqjSwcfYkEBBImSyk1RGyGCmWwsBjM3CVnSwISZspZnCL9GMIwj53aEZ+lyG83BdzN4UZkTgpzmvcFsxscEztCUmywaGpmUMjIYO6kbkwzJOcWZAZ1d1fDLJgJ5jLBo8TQ7E4CMMRo1q8wcxCQgjbJ7sYEwKs63EJ/CI6CBYLOactqBvO44XU2n/I5DzKaKw06B4A/+x5EiwInNNSJEzmr+qhWzMldiSZElfdqVouFwXiKM8849tXsmI30QqVsxzs85y0jACCQgYnciJ1AYHM1dydSGMM1ciPcnKBudezjEm3+hwh/iZjE2MlOvRVlKVb2U3m0w5KSqgxWH3watRby4CoRZ1IGM+DMZO5m1ZiRE+XGxatWbhpWUHaqxZzVzcwNqMzMGezQWuskWoi1Ef3w8fv7j+8eH277/iBWWRieTGd9H46mVAFvn05XnIGHh4cghaaULs8vIswuxpaTWs2OhnzBwDp+cKlpZtuTvu9jzRcH7MmTJ+tYjamehLgxFcb0t1gsAp+Kdd5nn30WDVcQ3GPbGCvFuICYPWutcVUnX824sOg+YjK9v7//4gc/uL+/32w2Dw8P/8df/7rW+uTJk4/v3t/d3V1fX4dTTXAvrE4XFxexFsg5n5+fB9F0u91GDQ27iGgtmfmsbU70ghPKFq33qaysVqs/09OYyeEIvDxK3azrjZkOPsPqaqWqGyTqlLmeaFbxr7bfb6MzrbV+/Phxmqb1et0sFrXWwzD2wwhwSrk69eOALgAiYmcDs3CgFU1qUUvVOpGwCAmZsKpTk5xI3QhJOFHyCF4SuIGMDHOycRwBVFAKiXIcS8wZBGHmF+eBiGfqQBjmOSyQLsDD0htewznPyeBwhhGcSMNhE2QU2mJn8eAIERnciAnQ0AmBzakWjXLj7nbc5JhTPW4nHG4hvKXQ1ag7zX/g7sFphMY+dF5rHYXGpyNvf+HsEk1OawsyRHJhBYjZEyvRBFOCkmv8C2silRR/34+1id2NQIBbNbCAzAk2b2OVnGdbUJ7jw8hmCz5E/Y6wLw2/Y2NhV4WfCHvB4otcUxzttMI7Z34HzKA6uG/GwvWhFZm87FD3rVQhZxbJkTcat2EsFe7FMVQdSh0UKQm1CwUrm/FonGrRompcDA6Om61UC08Dxq2XftLDm69/e/vm9cPtO0zDMktuG+SsOhtXngjowdyJTZMf9cMBjsRqfLPZpJQCR4/OCEdiejhPLZfLIPsERHV393CyCgjjqrCI+fLLL9u2Hccx1nDufjgc7u7unj59eoqDj1EuBtWmaQ6HQ1ComLnruvPz88Vi8fb9u+jm4u7KMWI+HcOWY5AMEbWIMCMu8je/+U3Edl1cXNzd3W02m5zzl19+CeDt929ub29/9KMfPXv27Ovff7VYLJ48eRKlsOu64DGt1+u4jMPh4O673S6m1Gg54zdTSiGcDu1R9IBxo+KWikjuuqZpGFGeKpGQmbqmFD1XVbUjNVRKKdLOmqf5iAGqBUCAWSei/3T8SjLPAJIaSZmX69ouC3V9pZrcEzkxmEECgYBbzgWudZrYhIFM5qhEIK9uZsYOEhYXMlXzBGIyQXgGhEcHYOQM8wjrVSX2BBcycVRFuHjOvnKYt1ZhiUAAZhfz2GebzLoMhyQwOxDzZQV57O8YREozuFdBICISgzORxg8CBbqHcGQJ2iTAgEpSOtWruegQgUjMT64Hs9kUgEpaSSt5GKyHsCXkxpi9D44HHTBH6rswPIU4kWt2Za6MaqggVThJopYpZXgKhZtD3RFMoqBSupszx3LPnYh8FtREOiA4lv5KACHBWBB9oAcTjGbHGMFcpKI8BYPUQEwxANPp7UbNK6atZMsYTO/HSdxIMDY8qZf5SSMALH4WQ9XB5CRjLXeP+wbQ9app02boH8bSF5vM1Y/GbIRKYrVQ1VwmKuO4e9jcvdPNxw9vvjncfND9A4uINJSzu0NlHPtQAp8S2PXomedHcezJ/JOIYte+XC5Xq1XYWkVReHx8XCwWYaH3+Pj48ePHx8dHd3/y5Bn+Qs623++Dx/T27dsYCaMEXFxcxOx5+tEn694YBn/3u99FfxQnPwrEw8NDbmd7rJgco9oG+nbaTh7nLBKRzebh888//6d/+qeYf3/xi1+8f/8+6unF1VXOOZqmmH9vb2+jxonI5eXlOI7MfHd3F1ceMFzY/sVCgJk/3t0Gj1xEOuFYb1c3nQoliZmimFatChemKPp89EE7yqiUiMIkqdbCzN5mEgKsTuPMICNy+J9FSGpNyou22263MF8tlkJcxskyE1NqupbJWKhpLTWZuz1ifBInNrA6C5GLJRdzUYc6ymwohWoEhsVsFpYhAIgZJuRuZGQhUz0CJpAsVo0gBri4CyExJVA9zOd+BlxYoxjJbNHrBDbAY8sdsVNEqBTSIkocpMdoDxxRlYwQ3pnVnd1BHFxPdmjElKcGf86uQBxeABPP7jLzu5p56YSjORIRJNo9AEAh1VDrIi48XJSjKYvMQXaK2C0IQCUHYA5SZ61e1Esxs3QM4DJPztlzS5xCiXNcAWP2aKbwt0mzLMnD6tiJAEsIgI7Yo6WkMNshwDgc9JjgqIGjVyUSPlr3OCG6Vp9rOkXpmVn9wGRVSLRpq1fYKI7UZO5yqZNBCDk0N2ZmDg5jbBaqOml5HCdx1GKpS4/9fu+2UxSTeDwmSUwyhT2Ou5va1A+bu4e33+w/ftc/vNdhy6SLnCWzA5OZKqjW0/TUdV3XdbFpOtGXIk5mGIYAtq8uLqPxiSoW3USsz83s/v5+t9sF+ymAm48fP7ZtGwB51KNSSvgfRDpW1NmgmG42mxMbO/CXKJEh9At2gh/9FIMA0S0XJ4ffGM1wlM6dGt5oEuOVX7161fd93/fn5+dffvnlhw8fPn74EJbtYz/c3Nyo6ueff/706dO+77/55hshf3x8VNVIozg7OzOz58+fhwYIQN/3URAD0X//5rvouaL5ijmxlHJ2dnYS9J2eBF3XJWJzr7UCFZErTAJQKYU5mWopIwDVToSF0ZfxRLAyM43Cp7o/bFNK5rXqJIkuLs+aPu12O5MkQiLiRMXhRmaoAAkTN5Syk1g0MrGzViFn4sbYC6GSMcETEzkRCSFB4rPOzJRb9oFhMCeBzcAIO5CJwKRwdxjDmEg40CN4mInSMfAmnDKThb1DlCBE9IAbKUGIhRRwDmKPBGYXWBNBQQYihD06G46Nm8N4XnQxCeYPg7IDEZPoXnITJPsZH6JjwwLY/26yA1BQjdQ8En+iopo5OHqgOO5z1xNeEtndnZTV3AtjZB8ZlqQJD3Sv5DW5Z9OUFLPPZ8Bq5M6kYSvFVIFsMNCMjYVUKN6dERupskWWjqtx9AiRTw2qcCc0wrOL12wFEVA9AdHl8vE98PwoSVkNRZ2Z0TTuZkkMZOGBD55JgDHbMxHEnILnVZz2RXV/8ION7hPTwKLEICGSYMZaUXIXuNVh2t5vbt9uP77bf3zj/aPY1LWy6BInLopibsDq6Jkb5z8a5pRSLMXiHO73+7AYDpr4YrGI4nKCvcPaJVwTAnWOCtV13Zdf/jjQ+mA8hL/VOI5RQULzHFALEQWdPcz5YtsYp9rMPv300/v7+9AhxxVGQxQgF4DobmKGDVQr6kLY/sX1R4F4/fr19fV1vPJ//s//+fzs7Obm5sOHD8+fPH3y5Em8QvSMV1dX97cfT/mp6/X65cuX0UvG7Yok+svLy5B5B6x2GmCDTRY8r+CXR1U9jdUppbgV7m4E5sTMTAlMtWpqGlUfh8MwDIAFum8sqqFt4mPTaswwq9NkQUk7Obu6+0RCbrWMsx9kmsNKmZNwNsrOScFuc/efq7OziChbIQdMmJiBYgISJDK1qCkszBJmlAzEk8TgMHMjEw/vNZ1xgqPO3o5T1zyP+bFaBWTjUUTY3EwDpWfSkAvG2AJ3Moq8LDsONOEvDBCZ4Qi8OBM5exhoeljlGYxMa1Cso8OwkzrvCJI7wXS+0IDU55UIYOKm6l4AlTim5nF94acVr8GYl3lVhE2hyloylSUrN+KJC/lO68FrMXFnd60kKYqIwAhgMyElN/KjHSHUkILzDQlCMAhuoNn7ihCTI1xn3pibUkgNYEbMqboZ5vdDQgyK14nO0whz8B/gQE6NlTJFzLtwgqiWqU7UtoQECMxjKWJgsKlaBaZqTAkNm/Ch1qFOsmgLi0tySjBAq7oTWFEyTLTYOAzbu8PDx357Y4etj/sE5MxNTpS4OJzJMEvMgiIQPdRJl+dH8lQ0F6vVarVaxe4/2FWxnjuxfvq+j13+2dnZbre7ubm5v78vRWO7H9K/6HFE5OXLl3GkYwMYGHzO+cmTJ9fX103TPDw8iEgpJS4mEBkcP9YxFU7TtDpb/6Up3anv67ru5E0ePVqgVN9+++3hcCDHl19++Q//8A9BcwUQKRjRFnVNKyKxVotSGMuBWJUGbyMYCRcXFxcXF0+fPn14eIjSc3ZxTkSS0lTLVEujTbdckPDjdlO02tG5UEQWi0XTtXGnzWYXPUpZxNi5Vk0pZNuHaZq0TsO4cPeLy2t3DzMrmtkNzCzULYZhmGpp01xJlWW9WG6drBabJndPKXOzIFlM3g6chFmZS9DxwrcKBHUiZklVaiUlKBELUSm9UGY4m2hVReLIPMLRd/P0RTbrRNzII21hDlCnkA0ayN2OP1cp2ocTIVpdjVRZjcy5BZF4UA+YPQywzJjZwm0E6u6h2YBbcsbMovzzSOXuTdPCnU1hRkxQAasf7Y//3FuFtO60yrDZ8/+EEtZUiJRh4iZm4mZucJlN9E5+6MdGbUzGteZaGp9WKJeJzxYptfJwODzCHsk3pIXN4IU9ubuAQCBTQNk1CTciAMIKevQqwtI0Dp5KWaVlQTWe138GZXd2aoRoUndyopwkCQ9AhU1jREXNpmjuCrAQOXwslUjbtiWS6B1y0xzcEglnArm5qYMSt0xIedRaa2USYpfEVqxWpSapqZk5sbFMbsRCzXJQHayauuQU21lXh9fzhmu/53FH5XC4+/j+D1/h9vu2I1Oslikl7vt9cjo7f7Ik2e1HPfQnHV94dQZpM46uiCyXy8Cb4l/9iy++CL+EOP9v3rx5fHxcLpdPnjzpui4AqTDV+/GPf7xer+/vH1erVbQnTdO8evXKzD58+PDmzZv1eh1uM0+fPv3lL3/p7iEnDhBtt9sdDofr6+vHx0dmjqYs4KeYg6IqnZ2fB6Z2OBzMLDq7cRxvbm6ilES78fXXX3/66afh/RDd0M3NjYhcXFy8evkydpGLpp2mabPZNClHRBiA9tmTN2/euHs0UP/1v/7Xu7u7Z8+e7ff7WEq+evUKwF/91V/t9/sf/ehHT59c/u53v3t4eIieMT7tqrrZbD5+/Bhv55NPPon8CyIS7nLOUymXl9d3d3dt2xrh6dPnRP7tt18/efKsW7R/+Pr3wa3/8P7jVEpsKo5xQfHk4NM9MTPmdFqA7B4e2yavz8+sLrfb/cPtg7UmV2sBM0nTdO3yvJIPZTJzTnyxvuzr0GM0gTMqJqgJJSbu3FtmSXly60tVI6LkQ0GWJjcQjBR1lMgdrgmeG2FwtTLVYk6ShZ01CFEEJzOWmQs92WrR1Gm0aVq1TRKqw0hi26lkzomYm8QuGqGdKatZBGd5rAEjFNjMizGzpIY4AWxRPUhUHeZFlXROj2YYg6gObgg6roX6FhBxLaNbNG4z59yP3ZrWqRNeiFg/CpyEdaoUVFMET9vILLafh3bKXppGzyh90nTPOj5PJOwvztL39uD7wcB7yQeuo3oqpTjBCULGpDlxJ9TmWGRirO7jVKCokKY1kLkaVCP01E2hGS5E0/aw5NymXOGHqSjMk1BiovljcSrMMAWhFoUqi2RzIoVWM3OtoOw+d2I0g3kMhwCJs5CHjyiDvOGUeDqyH4IJosSAVVLKmR1gGAFmriEhZBl2Puz3N9/fvf7q5k/fYOoh5FPpGkosZlamWjFI24PbmN6juQisKsgEsXSPniIKQbCNNpvNYbcPjDmYU/v9PqpJqJrD0jN6tI8fP97d3XXdMmbGZ8+eRUd2e3u73++DbBkj1Wazib4MwCeffHJ7e7vZbIIdGpYyq9UqyuXl5WUUkcfHx0DxF4tFjIGxcQvoioiiVIWPu6peXl5GyQto/FSRD4fDmzdvSilffvklmcdlPH369Pr6Oliyh910dna2Xq9jTF6tVjGixuP9xYsX8X5Dbp1S6sfh7OI8t7MO5vLycr1ej9N0e3/Xdd3X337Ttu23f/pjrAj7cbi+eB7Nmpttttvlch0w3OFwULfvvvtT3/fQ2vf77777U9M0H2/eTeXi7Ow8pSSJ3LXv99NUl8sliNuugUe7OpMnrq+vd9vN4+NjI2m1WnXrfLBmV63tciGqpfo4aeYTGjhNU7UaYh+Hei1OTlaXDhqqWzHKxJk5aYIJ0hzBMmPe4TUuRA0DtdhUTCvIm+w5JSGejn5rDokkAyeQi2RumpTdShmkTlRrLiUn7szJC5GQksGJmDjNiDCzEGZKI1Wz6u5Lr0Bir5Fjo0hhWgJgRpMJTrGwYyJP0+hhzewciJk5qRrMKAgDcfqC+kTQOpZxKKzrLAtClxtn1mkqpuAUb2e+Cw5yTFLJKqAN8yLRmftirGTTou22hqXaVo24GMiyJ3YQQcgT0SKns7a5WLZd09RanWg7lFq1TOpaCG2bMkaLfYQbjAtIBZ7BmeyySWeL1WR2c9gP0+gQogxkhHWzz2sRcbB5x1CHwKiORJStBkg5VfY5VwIAGVEiJqJxLMwsYQF0LCJExEjkGnvhaJsRa1jOcRtDdSYaOAA39X56vLv74+++/81/wcfvgDHnhqeyXK6FXMeqqjSVOk7cMMPGccTx0Rz/cdr3nVQdgcHHLwM2irg9P7op1FojXSbAo4DDw2Xhiy+u5vGq+3Ps1fPnz8NFILCt2LV3Xff8+fPgiEdORIxjsYkDELvIwLlPrimBtUe1is4ifnpU23Ecg0ca1WS73f7VX/2VmfX7Q601QgYXXXd1dSUiu91mmqarq6sgPURpa5KcPJRPxI6gifJRq3iCz8/Pz+/uP0Zl3O127v78+XMiuru7+/jx44sXL7755pvPPvssFNqRM2aF43kQzqvR245jv+sPl5fX3795fXd39+mnn9Zxer95+MEPf7jdPLhV07LoVk3TMEutdZoqzNu2bdtF/I7WKsQkadm049AXEJF3bZa8zGgZy7Zdlyq9Fi2jcXMiH0zTpKTOkZepbDWTL4FnyzPTvhyqkhZOE6lyUigzm7MhJiI4uZAJk5ehURWvQpYSpSSAQ8dCzWnxHcGCBAeRW2UCszGscWuopoxlI4OimlfV4mqcWRoLT6iixGAQkzGUzOBg+GVDIDh5cZ3MAEdiYlGL+ssWETgGJqugrobJR3KaweiiPpVJJGlEZrjPmjaHEzIB7EuRq8XiPK2WbWMkKe3f7Ud3NWIN6yY3d2dHxZDJiTXnvGybjimPk9aJM4kRgziYTmwQT+SAOcNFkCmtcj7vFqtFO02TgZlSP9axjupH/82g4M6Jzi5wYWrYnz25epqX63Y1VCWCws1K0eK8mKFBI4+ljhubtzkZVEvxMjBIGE3OmbkP+3tCLEiZ2QNMNw87G3cvsd6GcBKedzEGJzA5yJnVoWrIZGZVJ1ITJzKQjunxQ//2T49/+j1uvke/Q4ZkyqkRbimsMSBCDFNxJWA8ZljE6Icj2/AvweyTObqINCkHVToWXpvNJkaSn//850HpDhAq8KmU0qeffhqTy+Pj47fffvv27dsAbqIrCToSHz1Pwu4qmpT1eu1Hwtfj42OwxsNlNL7h6upKVR82c10LuO0EM8/tiWo4yUR5rbW+fv36/Px82S1evXp1dXX17t27d2/fDsNwdnZWxymQKVW9vb2Njux8vdztdiEMijXlqaLt9/vb21s+euCcdELRM8ZaM0a2uEVyDGGMLvXVq1eLxeL99+9EZJjGuHhmnqIsEg3D4bDbTtNgVpmJGYnRdY1ZjcLadV3XLlPKbZtLmTACCHuGmZoLoJRpsWiXzTWr12plnJrV+vn51b45H3Z26OsQ0Sdp3mc51II9ZCawzHSR0otm8fnFhctiaste/V5tcD3YaIQVi1M4U5q5ESGJJ1A5HFZNvl52Z13uGna3ftju+sMjtRTrOZ4bK3cghrCpxzQkLxfd4jzn7L5smrEv41R300Tmo6uTGxuxTVQZLubwSl5bQpukSel5UidR8L7Yodpg7pqMhJwdcCa4zHnOAJmekTZZcpOJUwUN1bb9oMPkIOdUoQ7RSGIJxx63nNKT1eL52fpCqJU8AWPFx13PkXOIyHmem1MxkFZzV7hKrswkmET7ftwUHyEuIBYGJ3gq0yTwwt4IAPNMmDIlxjQxp+TWEomjqulUzLCmrkIlXCDIWTwRWsbz87MLahaUliLuZ5VR++2mFhwzkxnOFKbJxK61HzNTy8QikdgBLV6nRXvpgBIUwQqhxMyg1LSZKRFXN2KN/LH4JADzTiB4rQZSohq+FgQiSkKtA1rLOPRvf3//9e93b7+BjmgT6qiTN207jNWhWj1gH3GwKWEeYXCknp+YjVFion6d5EQ55yQpvkFEgli0XC4B3NzcBPoeupZYI7r7x4+3L1++vLi4iEytH/3oR0GYevPmDR1tpyKey903m82HDx9CYBjdjZktl8tYJp6fn8fmsdZ6dXXFzIHERyVtmuaUlNO27cnwL0jt19fXMeQ+e/Z8HMf372faetDig5LaNM16vT47O2NQxB3GK8dWMYbH1WoVA+bt7e3JMz4Ugvv9/uHhYblqT5fBkXxjtlqtnj17dn5+/urVK3dfLpd3d3cBLUXaa601SzoMPQCzOi26i4uL9x/eVp3Oz1aljKvV6vLyGZGfna2ioTOrqkWtJKSUMsBare/3Obc5NyKSEsyM2BdNm6hFLYfDoFUTPCfJq7NHHVsdK8g4cAYP4F6InJRhcF8yPV2uPlufX3Fqlok6uZumst/fDFOFK6t6dqI/L/7I4c7OAr1oVy/Ol5fLdpEAsy3G+7J/r2yuTqeN3BEFT+xWbRo62NUqPV8sRcfkPvJ6J6M43EslVI7kBrVMMHerpKVx75p0tVysu/YZHRw8OhJVqJlbMYVZhRsxHOFN5wxyOPMTxqLLi+UCqanMh0nZtO/7asqzECUYZBzyFRmGM+GLbnHZdk0pNI5wp1rI3Nncj73VkYexCuenanuvNxiqpKRa1B8O5aHalnOVzJKaSmSUYmaV2EeU4oV1HJScVF2c1MW9TZmQCnM1SwkKCkoGyMhNgARqTJOOAmOWdZZL73Z1HGsZwe4Wo2C0puIGU6/Tcr26Oluv2iyEWsphu9ntdq25MtiZ5s+HuTs5CYgMTpXdE/xIDCtC2WOApjkPMXJXaVaNETEySBzjcNjc3fnX/8vD6z9hc5+bNifuC1QdLe/HMba2zEIAwvn+6OIWbZQcXb1jxS7HDK74IMbY5WrBPLi4uIjJMRJlAsoJW75Y2Mcq8Cc/+Vkp5fb29ubmJhqicIk7gWXRCgXRdL/fr1arp0+fqmpY8cVLRZMVpWe1WkV3Fsh9sCW6rgvlTfDgo0lR1aCMxcve3NwEoBaNUky7gc29efPm+fPntUzBrkgs4eUwTdN4toqu7f7+HsBPf/rTkFU/f/486Br+F5rEaZraZfO43cZAzcw2DCml1dlZbtuu656/fHl7e9suFk50//i4OxxORJDD4bDvd13XmFnR2rbtzfsPqc1nZ5fMtOja6ydXpZSUmSURJOfMnNy91NmadUKtJXhnzswsEJF104z9fhoGcV80OTe5EoZDvzj3TEgEIRBcg1JABslELokcTlZb5ssmP1su+W6/4sySamoa6QmqUKVG3eY0KZIZjDYjt1VO520+b/LKLZtl8tzmzpb/88bdySyYRLDZ5caaJMnVvbZs500+75hGeKlPu8tkmKap11KYjVGYKjk3CaqMSubZbZnlultcrrvzYe9Co7GrjWMZ3KoxeYKLszvYSJ3FzOHmwGWmVZPaLJa4EmfwPksDmGm4ETjcQLHaNNAS3govRBoHDaOOQzGUaeAj8d0JwXHIgLsvTaBGlfa1vpkON0yAV9PevIeUnCQvCNyoJ7OUWRI8gdgnGMo4FfZRS0rJVEuF1cqOlAQs8Nhfhsm5mQVCBnJ4mVCIyCGJibhWUU3uI2YTogDiGIA5mzU5nS266/VquWgzQadp61VqKU6kDrFqDueQVxnCW9HZjQUknBIpoZKzz73VSWutHmb3REyRWKduZSx3tx/f/Ol198c/2G6XfcpKzE2XMxETZ2GvWggajJ5E3DCJyFgLHf3bor0K2mdUk1MVixIwE2WAoFNFuxH0opDsxaAEIDJNo1KEHC/+VvyI1Wp1fn5uR2M5ALvdLgD158+ft20bO7VA8aNuRnpN/EQiChVO27ZjmaLgxk+PN3KSyMQYG5BTeK2EVdY4jcERZebzs7NogpgoKJdFLcY3M9MyrtdrzGzDeWoGEOynAN2ipMZX3IHTfiC6s1JKfH9K6eLiIuf8gx/8IISHJ7IIM5bd4vz8PNbHqrVtm2bRhZpysVgwvG0zgoMnnAOkmypSg+RWNUg45NBSYu0G95R4NB3HIYGa1LA0iVhhw35fJvcjiURdnSyEisQuIg6CuqhmtVaNrWYlUmbzBGeBE6oX0xRELmKKiGSCQxVaxWuy6lpNJ0rUovBMonKdtXfmLPErVSX2zNwKMmnj6l4Y1RkTcwPkSFI5RnQpVNiEPZhN2T27t46kIwhEaUFoiBIgIfKj2UQBEJAGZ9UdS8fCjes01clJCCmZiRtbuB6Yz0HPYiAHdSlDrez7carYb2wsI7wfR4hEgXfnv+SU5sHJhCDVdaMw88qoLJrzpBXgjnJrwl6zS1JVgher4mUqNlba19FyWi6Xk/lhssNQJk6GrGD10JT6LIInJatGCPIXkyS4GdyLTaPWarVQFkDdKDizNKukPEtKgNap9ErM5NYwdU3CoEyAUZgg+/GvtqmBFSJKzNImNKmSFTcbT/rJWYKPmSI3Nzs6TaQ6HvqH27uHN9+fPdw0OacsQy0AluszlqTq1AmN5FpFWESSUJtS0zT7oztSSI5PArcT1ym4S0QUnU5YBMS4d39/H3hzVCsAZ2dnZ2dnMcS9fft2GAaAm6Z58eLF559/DuDDhw/hMhpBNZeXl59++mkoftbr9atXr37729/e39/f3t7+4Ac/ePbsWXRPIvLDH/7w9vY2bGdiPRduLe8+vOejh0TMgMGPb9s2MLXo+6J2hCMNgBcvXjRNc3d3p6o5pe12e3FxcX5+/vz58/V6fdjto2Sv1+v724/b7bZt21DePDw83N/fn5+f/+53v1ssFp9//nm4AIYDTGBPJ55avMGg18bWYpqm8Ep9+vTpV199FcU09phx5S9evJj5a1afPn0a9e76+jJ63rOzszoHmHgpY62m1UVySqk/DMxJJMOplGIWMbRyEl1iqn3fs1hztlwtlh8Ph2GkWskkKJMeliFVVSTgZTKHW/Uy2TSepTZNWmpxd4GLCFCKToYuev2ZwEjupu46HHa2XrIpm6IWM3XTOg7uy0iHOCacxxPQp6FftimFRNYNbhlIwsVBquIIES0zR47UVGuCi8VoolaqTaOOyeenDjG5uLMHAD2zoOZnAwVexu41waFFRxvVKiVLrdcSa31yC/fwAOYQjyut4zA+TCURN8PB1Qb4pu/5+vo4DM+80PnZNqiISEpGuZIX8imRZq6gSStVF0hWTs6NET357/6fPrcnzsw5cUosIqYacaRpXr0FFxxTA4SLs4Np/l0GdV3TNF14Nk5THcaxVnX3d6lEKiTMxdEYJUPjWDheXZw/Pz9bMzWmyQzTNA6H/166440TODFI3Burq0R+2Jxn/8H12dNl4mlHU98K//d1VYpXFaPOvFHNhNzkXId9xtRw32A37N59eP3br3//P/dv/7i+28a2LuhIp6d33/eBd8SRjqEvSKFxMuOMnVQ4i8UiNvc8R63QPHkRAvk+/ZQQBp+sO4NxrqovXrx49epV34+q+vDwME1TUNUDFI9aEw3XixcvgkkAoO/3sf5br9fhohfBfE+fPr2/v9/v913XRX18fHzc7XbDMMVSMuwHAm6LdxGGy3Q0k4nl3TgcSiknN4VYOC6Xy8g3jL/78uXL/X5fa727u3t6dRmToIicrVeLxaLv+8f7W3e/vr6+vryIRaT7HK459NN2u41CHzfHzD5+/PjkyZO+7+PiT6e07/up34Vqp2ma84vLi4uLpmnUqW3b0PcCiLmv6dqcc3GJdaqIpKaJSldN23ZBJ9HSUT+oqm2+moym6gelvdHB08DNQE3Ni4l4ZJmIC7MSnACSRhsOcgF5JkqR6QD/4ouXThgUm8N4t9vshl4dYD6skrtDndS4Gitls6xoQZdt92S9vFquWnYbhnG/G4b+7+mS3cRVUGm2XklKQrlzJ3JbiJ939HSVn6zyupVvs223+7vbzX43qGemDGoN1C6WwziONhm5USHB8mxxcXX5N05VsRvxsO/v+sOhlkqsKSnN1gtBvnedJX4/Tg/tYrVanyPl3VTut4e77X4/1slgLupkNuPG81gwrQ2ubIW0ik+klWFQZ2JncZBSqmBnVmJHk3J4M1S4MSpcCcrgJFOtsf0nYQapagpE6ThR2uwCEeRUGCidpNNRFJkTYExEIe4+FqxpqrWGBgJmqKrxqlnIwWQeBBJyEDk5FSuHWvuquc2paVS1H/rt0PuynYlmbgSO9FaFH4ZRavGcOTWpa5rE1DQN+3Jc7qwfJ3U2llmXU+uUErPBTPt+t727vb+76TePOAzRfNHRCCkQ9Oib/Gi8yUeT4mCo7/f7h/t7AMvVKoCYWKIFPo0jgyG6p/12E7u2SLUKE9Hdbhdb+ViNxWp/s9m4+9XVk6ZpIrc95rWw+os0h6ZpTtSqaFV2u03wVA+Hw+3tbZQ5ANGLnZ2dxRpxv98Hb+Dq6iqUibXWKFVRnp4/fx4NTpxt/4u4vcCkwiUmaPevX7/+6quvnj179qMf/ajW+ubNm5ubmydPnlxeXsaoG+Pq3NvnHIuFALBCwJxSIkBVT3EYJ6ewWEREiY+/gqOTjIgMs/cI2rZdn53PBb1aztmd4tMsPMuM/IhMnw5P/CaDaq3HDmf2PjopLuf1IBGRUKQdB+uaIpkkTN/CBcGJxMnMnAD1WR7roO/e3JFwhfdlOkxDUTOmxNyOkbzuFsEK6uZcDfv9rh/G7dTf7LaZ3LSUcbA6Td2aYOKaZlUwHKYgib2Tm6tSX0ipjLRIuGu478dxLAA3kklaUFbHbBziSMzG4jAb67Ddv+3FCcVtUAWTpOQiLAnmRAhSqpmRcNjTPB5Kq/2umEvTT7YbhmHUqjCIOpmTzf5fRBAQFXInU4ZGHCiHOXAgyxakAErMxkkIzu5mgVAT3D0ENGyq4whVDu8TFWaGeUoGC25TSLfJTXXWN4KMPNAII2VImFUFE4GBUHI7IXiY0cn70ag/mBKNhnMWzzHxYfLA5srbaaLdrq/NukkJPui40+pmID8KJ09yKZLcNuxN13KzgDTqDlW4Nk3HfTVTByQRhE3NVUmMvNRhd7i/uX373d27t9huoeX0UcZxlxfP2ADO+S9CrnD0KghgO0a/k0glgOrY/UX1CWZTUMznQ3KUH0doTT1GlnZdFxrDtm3fvXsXxKKTd8pqtTp54/V9v1wunz9/LiK73e7u7m4YDnEZcaQvLi7s6MQQiGzQzYOMenV1BXAY5jHzCReLxvAUXh9NXzR0vevLly9DJROMhLhjQXkNID88+QKuWnVt2CREYQqQPnB6ADFXNk2zWCyEEa0rM8d7jx8aS4kYReN2Bc4Vo59OOUbdeJGjmczUtm2t5goiyqlJKVFUK8KpTp1YcgFfHIVtHvjV8Y9ZiMU9ESek5EkoJ2oKxIgNpMygI5mAyIjIWUnhFICPEBjYbbacBMwVVtVBkR+e0oH9aI1XHQ6u7hPZILl33wwTTwMLkRvIkGivSrAEFWg6ZdQTsas6G7yoVq2lToehNuw7aWvVagBlcGLJoZoO6AtgYcrcmE8+lqHou72yCFI2oUowDpMJtzDU9ICsYq2g7v44EdfqB6sYitFkViEGrk4Wlg0RBsocvk+DaBg4GLmSAcZusw8WEIlU1VmdapAg5Ai9R7qqOwMpYu9d3SoDqYY1lyf2clQjk1sYh7LOHjGUnYw8rsigAMrkNMvF4eQMJGKD5ZxdVc3cPad0Ou1Z56eTeziFibtXCATbUvd1d9djkSUnZpi1iULrDgplaFRC9xBLkCUZHfvqSUUghcQKXMN0w6uqgQxOybROVnbT7v7+5v39h3fD/S2mEZzcy6lanepUnHY+JladhmoR2W634Y7AzI+Pj3EaT45UUdqiYzqtyQJtmabp3bt3USNi47ZcLmMqjMoSlnWLxSK2bzEuBTQWsPdqtTo7OyOiKCvxc08ECBGJYTDg2AD1g1Ufo1aQNsObOLyDw8i0bdurq6v379+HhUsoh/SYz3ryP4gx8LQTePr0aVBJAVxeXsaweXd3d/HFD07F/fT/fwYQj0qygALNDMzRf8VbtmOgQ9zJ6KcCiY8hNP5R4pFAR+vno4amhkV7sN40InBS/t/1TRJmnOYeo4MeAzQDugYAYZEmIWfkzJ1Ke5gUlEAyu3ETh+mUzmRsCjsAQngaKJJY2CqYOEWiAaF67skQRQoOrvDKZCLWJSPtoUYGUhKE7VvpNcGUNMFqKBOZFICbkjOgid0ZYHWImleOlyBOpknhBlNDSok5wSoZhCAmVVW1DE5uBqsAVeJKVE3NyZksmkYzVYXO9ppOC7fIJYcajDOYnaSoOYvPt5dA88GpMhxFgDbbNAQ+FVOIhWGCxRoRFHTRaJaiO3FxY0eCizlZFVU2Z3U3TalUm3OC4t/U3Q1OLgygukXBgoOCIwDG3NaxCchYGUJc1fU4Y5k7VM2qqgqt48LVZ3exygygqhILQ3vzzThKQZdT07bJeXZWPv4sJgL5YSpqyvD7w+TuC+GFLBPTcD/o5GHwWHWqKMzcJHEbS9nvt3e7uw+Hu1vsdlxLpvA3nc+S/4VryskjNI5r/CkRffnll9M0PTw8RG168uRJrMPCdj0dvwKGJ6I6jacTexqCwgzT3Xe7XaRjhSBGVXPGiV8evxPcJXcPu4JoMU4V8/37x+i/4khHvYt5LegF0b+cuObTFBs0FZG+74M/FfNvGCTEFHbquZg8Zs9wjqdjFkPwrc7Pz+NFNpvNer2+vr4+zV8ppcjCUdV+PyeVcZpzqqMs4WhDHENfNKoxREeJOaX1nNrY9eLP2OKpzBX1000+NVA+0/qM/uJr/kQSVBUkc6vlsKPps9EUWXuVzJiMxZiVSClVSkqsFKwiwAGmGlwcOnpdevjuMoersELdilqMqE5gywYUpwqvoMpUweoB20ulAriRwG3em5MHXuJETBYjqhEq1JGIKYEd4sYFEMdCszuZmznPghZiMLkkwCPiysGZRDxVg7bZKKI+XTGb2ikMFjYzpmquHtoad3dZmpnBFOTs5uQWbqgED3cTNhY/3uqeKjkIJm4JxObiRkf5WqwdNbmBfM73LJgtTMOzwdktm/k0CbAkbgiZKTOJpUR1EsCF4ezEZk5M5uJm8UFUaORMATAi4ZmidXp8IXwZ4MQpNSliD+EarqnsYjHvzwbvAMiZRi9E3HZNm0StjHWsJC2FN5AJxOZnNQEAMXFySRP0sS+16CJxEm+Yp9HDSO443FViJhRCKf3j7v7D7u6D7h4w9KKDkJnx6XN8GlqjpsQnOGaf07sLwpQczTbjqMfhD6boifEU7MqTYV6wEOIcjuMYgpKQ+O12u7Cy8qPjOI50+YCZA7G6u7sD8PTp0+fPn19dXU3T9Pbt21h+xVsIACswoyBYnQbVkymKqocBfED+EXY/juP19fVp3Ra6nKiV8ZbTMfU+RrmoaPH9sXMIZ8GmaRrh09tvmxy807h7TdNkmc2UiYhp9uGIkTlYEUR06qf4aGoagODpVp/qXW5aO5r6/yXWdoLMjuXJ4/PgcxiXg6g/jJwkpSyx0sP8cJ6mSckK54mlp3og2XPqWSdPlbg4qx+z3QByVJohk+DtxPaJiHxmOwKQSM8yq26+kTlsqYIUUJrtiA0Ec6JE7MnMYSjq7pYkIG71WVRnbirmIAU5oI5iPpmJOZtRSQZXkDEZIOwxEY6uLETOWhUW00BKTMOxi599Y5gAJ8XxsU1EFFmFzgz3AdnJjSo5gohUVc2QUgphChGRW8xM5j6JsiO7h6NDco+wjHqYnARMYIEImJ0l3IajCydzj2hFMzJPrsucL7vFWW5WIjm47DyNYHJPnpg9U5jpzKEXRiEXhwcA5u4S3lR/MS7BSAODJwkT57CojxDtUsJ83d3JwZDQx0DarnotRonCv4zUrXpqwswUR8NChwIOTylHVuxgtQx16/G8MemeEeBeg6DvbGpDnSqG7f7xw8PH74f7dxj22S2bSS2aZn+7+GTFuYpB4/SJj2MQHdP9/X3UnWhYTgZ48fCPv3uCtKJgnc7/yRn9cDj86U9/urq6evHixfX1dUxYj4+P9/f3/+Jf/J9jCxaM8BMr6u7u7vz8/Cc/+cn5+fnNzc0f//jHKHwvX76M4GV3D0Z7lL8f//jHJ8g/ykoc+GGYQuccERixBAwD5VPURXQ3pZTtdgvXcEmNKIpYDgQV6/7+Pt57eBCG4uf6Yu4x46ViBRHA+V+2XcysdSql5MRRrU766qiP0V3GY0COvvWnEfVU1uOXZXZ2lxQ8uKO9XEpJ557Lj9UqWpMkIiGr0OrOADj8ZIg8kHV1qu4j7FDrgXiSNLlNCIMiABCQQy3F5VD4fYMgUfuCiuUAzInImQEz2+SjLZ6TelQHEFiYxT05STV2io4I5rfsBNDR+cUBJ1cDcjaycLJkczNkZ3Lah2uesMHNwabQwJBLm5tE4ZDp6g4SB3oHiFlYwr3QnUp1r8f7jBm0OXqgVpCaQYkQMWJIQLWawOThf14xP4jc3E00MCVyE/dGPRuyWZh6qiPII+5ubm7Ic1Q1zwTyOYXGz88v1026XCxXkho4pgm1JNESFAiyrKZExGANq1M5liR2ipAwzKaCoUEwDoydAFfVALNg1a2ye5OFGZbF3A00vwoYLCBadIvdftP3kxVrmwRIkpSocR/hMDICGRmFGY7zbuzbnExEiISSwMjIvC5zM5QSphY5E5mNw2DTYdrd9I8fD/fvsX1AGTv2TAT38S9KVRyVgJlOTVb86akMffnll5vNJsTG5+fnwU6MmhJjVLhNRZbEMAyJZw+ZgKIDsum6LiCtYRiCEhWZVJeXl+F3fgJxAr2OVKtYzAWMFU3H4XDY7Q5RL0JvGB3T9fX1u3fvouc6dU+Pj49937vT+fn5kydPwrA0cKhobWIKAxAXs9vtNptN2zSxNySiZ8+ehblCmM3T0Tr9VJ3Hcfz2228jqZCIhMmPnp/H9eIE4LSInKaJKcXbsaN/W3ylo+F9/D4fUxGjm4vfiRsV3x8D71zafN5pHEvFn3tnPx7B5XJlcNPZjxhhOwLkJhGoUsNIZlKMJ2BymsxGF4WHuzI5lIxjB+juxB6ALlhJogWau3UncnOdUwunlbpBQTEPhWI5gdhEDGKWVLNTjumOaCtEYX1slUOQSEnIDBpmCUQkSCJIEPJmHAUCEnIyJVOtbhORm1dKzimbuFcvYTlHVCDMjEQ5ZRGKqyx11HKMkPA5p8vdAXaJWqfiPntakjVigkJRVEkip8vh4g44m4t7MstKSb1Vz4bLiytzn8x7eO+1d2egmEkVQEDmroxA+8lR82KV2mw5D7BDPxy2m3F3SC+eXu37w2EqtUJNC02WmtQ1uWknrWbWppxFjqoUNKiGYKCZRrsEBnN8pCKTFM5kZtBpqg+2zTlzaszqNKmCmqZpcrff7wWyajqGUYUQSL1OI6cY+J2JIOwwrWaGRKxuo0IIrkauTC6UbBinouYKdZ0UPnZUUmPvHm8e3v4JN2/B9uTiLE99ncaqnhc5Hv4nTNfMgrRdjqEvEV8a+PdyuXz58uXJ+VNVgyR5d3cX2QrRsERnpKqJU9S1KHAPDw/h/fKLX/wieq5PPvnkZBMa/3F3d8fMJ/xeRB4eHsZxPD8/jwTmALnjqg6HNi44GrTAvOKox3Z/GIaT30OAU6duMdgJTdOcMCk/WssHqh0EqBiHA+0KJkQcvKurq6intdaoblFhr66u4v2WaYwV6vX1dfRuQUw/SRq7roMj6BrB/4rlY9DZYqdxe3srR1Pp1Wq1fbittcY2EEDgdGFteop7ikpaTc2sa7uoyG2bwakUrbWykKqpIVTNXbMgomkq4zhWODh7YgUXp8ldiZ1TdXJCkpRSIhhqgVFm6qHVzaqCGJIDAnenopZTslpgnpOMZajTuFqt8vRAnJwkYrjcwdQIsdcCJwYn9qTOrqTuroTUJGkI5J4cKacKGdTHqXoSCFO4YTo5sxCPOZFEE+Fm6qQiLkKNZLU6TEpOzFCzxC4ioyM5GFxMTc2nYlrEUKsCCrCZq6NG4ArZVPc8cxKczRnKqmwayYAm0YWwkQvYCA04ESUoFbWxJJKzdnneLZZtl9uOmrSdpnfbx/FwAKEVwTRT2wNLQjxNQLuiIaK2aRh227E/JFBqGNQ1zLwvpVglziCvtTKLq0LMTbyG7DEC3VxIwKJEDIY0DiaSedwjuDOF2Wo4SHQCmGKyECk7ap28KpsLETmSM5MLgUEMN6JosJmZg/PCIFdidyIwmYOYI8XQibyq5AQz1Z7IVxllHA/3b9/9/jf9++8w7ESITaDm7kw82/7lHIiPHy0QT8/hQJRnqOWIXp3W7TEzBvspilTYsQddq+u6rslR6UopgR8FrYH+1yTM09fTp89PvPDoI8xsHMf7+/v4ZezLght1OBzaNofLaDgfxLsQkWC6AThOSRRvKipUFKN6tGkObCjebNQ7EQkmVBCgAqH7y+1BWAPGrQjlY7zaq1evghb/4cOHWqZo61xLVMOg8Mx4dpjHHjuj0+XFZcRdjT+KC+77PuecCNHMMnPTdlGX495G1N8JSj/O8kb050JGRMyJiFNqaJ4jySwSFSSlpipCNaIQI1YkhRiIJFFYH0wjm5JO4u7k6jbTJLgBweAGqFkxJYgTCYdbw/zGn5YJbJzyBCqGwV1RLBockgoiDjDewM6ONNUGaNlJLZFJBcOKUsMi0fgAZCxgjpitNoOdI63KjFBgRlBXsAiYmVsiBokSG4l4OLATVFWr18mm0aq27OqkR7aBO5zcnEkLEzKDtXCdEnwh3LayaLtqOqqNWidTn02AWTSJIxkacJebdWquVueXy5WbEWgcp2Hoaz/qOCngSRpbEAFzUqEBVZkBfhiKjFXI3SY3t9TALCXSZtlwTv2meKkQIfPJSiKZgxVrNQKsJnjKeYES9a86V+cKROa7zcRSgpPP9u3MMEFRdTcDRCBEbOpaS5MyG5hiYnfxGIzJWE5wBgXtjCOy8djhE9TCsxjMPEzTapGJyYfCqhm2v//4/uuvNl9/he0DtHa5Ia21TtUdQsGKDg/1U+GIAhHTX/z0wK1i6x/4VAArdIxvMLMQrMQhiROuqhdn65jF/rIjeHx8fPnypR9j+2KrGBDy4+NjxCxH6xQ81cizOqHREbQTBPqcpdYahFI6ElmjhzrhRCfSADNHoTiV4NP6LMriCWYK6CqlVOt04vSfAGwiCsFQ0Lji+sOa/fLyMucc/jmnbrTruuBwlDJFvYvXjP8+nWQ9Bu3EnIsjz/aED5rZ4mx5WhHiL5wRmdl9Th45QZBEZHPZ4tNvxhvIOYNCc0fu5E5MSea4zxwNghIbkYGKmxPBYVpcJ1Ht4AnKhMbI3CvYks7NDFDcVV3V1dSBdNwREePH3HHK3jQTYWe+mcpWaw8FSFkrU4kPuRO5AVhbXuVmmSlzTuREPhhy8cfJeXaSIidik+B+KRW4J1eBtihsFV6omrtDWXImFnCrwgYxUEOJYDBTrZgmn0Yvg2uBSESzqLMhKLnZSeGFI5PVq1htE511zflysVqtxjJt+wGDVSvBgQKhOWUEOQQknDknpFTHcRqH/Ththv1hHFSViM1sBvgoVAnslAzmhGks5tVdhSmlJFmsahqG3SqfS4JbrXWi3ADQUiV7mPkoVQYyYdE1q25xiXF2ulE61DBrmFzYWQKiQ6j8wBGXyIetgJ0lhlx43A7IDAcEUBe0AjKoW47VxJxWMYf8hIPY7KcajtI08yFs1JpRO5FkY/94c/Pt72++/j22j7C6bPMiJ9c6VlUHSxLmAKriQx9154Qcr1arcImK/ihIjNM0hXfCCbKJyTFI23EyTx3E999/H/ypsC0/2Zl//fXXp0YJf2HvF+qf+CM5xigACITbzCL5RkRCKBNc9pj7guEV8Nbz58/9yAw4reGAOWEuKu+p4NajO2CUzihzgS6FPVbckHiFGBWJ6GTXFRdQaz07O4stRFBel4v/P1t/1u1IkqQJYrKpmhmAu/oakVGZ2axuTvfM8LGf+Bv4z/nA4fQ2VZlVkUuEb3fDBWCLqooIH8SA8OpDnDhx3P3iAjAAJibyybf0MdMFkWIcR2s1XnxrLRTCqnaBzO2cCItn+kJcReL9jPekT3Sp7FElc84QG6h1IQMUuXDfNVkXuCrquZ0NrYRTdGTBogYgJ1QkJWqOjuzE6qAA5mZm0ArUktE3HW85IbQB+tpsUl3UFitO6bwOg6Zqqg4uBEiesmy6/o9EmLLmNCE81QKGTb1Yq2INKOILcDXgZAJ4O9OuS7e7btexsLv7aSmvSxufT0ioFMsHAgZCAEZmcG1oLaPuhDbUZUzgrZSiAItag9YwObkSGAIBYkNoaqVAXbAs2Aq6MXjQqt0BKKFI5FQzE7qZtgQ2JLru+9vd5mroUxJ0HZHA1czUwYicSIDjVFWwYnYsMx59Kou2VmodSx1bK+4gCQgB0TE8ncOq0CwM6iEYGEhGQA6BDIrI6+EZCCpxrcXMyFeyFq99vGMzAE+Jdt1wf3P9xvZIUpxPVWEEraqGVgumPuiwEHYuQU9xvG6tGzapGwB5qjpVU28mqWkDACdWcEZUREMEtBY8WIgrR6xS3SOuA8L5OLgpUa8obfIyz4T1qmM/Ll/+/pdvP/+5PHxDaxuCgYhMS63VVJlFJJ996S5wTNSdm5ub6Asusw+d800jJ2JZlpAWR7BCWEdd6s4FMLLWovrA2ZUhmoK3b9+GsWeMdcfj8XA4LMtCJDEwXnqKOFEfHx9j/goMOwalcAqtZ1PQsFGO1i8sZS5k18tD9f2GzxnIAZNFn/Lw8BD/qN/Z4EWhuWwJbbUrcSI6HA6B90dFiPct55yF401rrSUJo85ihlGs0dcezc++MSLpgq9f9rCXYTDg+bjn6qe6jDHnBloXTy25L6W4IxAyMwXDPNRi52bTzACMmQEQ3GtRx/ik2JHN1v7OKZuvHE0PxjMQONS6ECK4ktchyf0mX+VEppZuxml5GafnpZRmTu4kQIyr5KuhWyYPtKHvc2dmzIgUWImqFW3V7GxkjOarQUNkZbk2Qu+7tN3kPoGaOfpsIIyOAIxOvMqkiQlh27NXpeq3Iu82+b7POyEBfz0dT0VfSjkYTuaBcwEJLgZNrVQvlWsRM2FG8O12My8LVfAIykFvYO6eUtK61GqJoO/73Xaz6fr4ROalzkuZqi3qBchQHEg0srTRiKv5odX5VJ/GkYiaaWlmSE2C1OZuWLlCiP5WOTEEY2QFfkTAFJq6OwPK6fjaTE1yKQbA7g6ul46dAMEcvAGnTDik7sqImCsxES1V5+bNTLEFwQoAHAgBzB2BDO0fht2w3fTb6wb4Opfn4zi2Vl0dTJHCuiESXYMzTO7BkThv7qK3Cs4WmDlGZ+Wrsxl1nVU31Vbq+PTt29/+cvjyJdVZSiVW01LBi5oiQUqQE5tfIKT4SkWxiHzAC24CZ7Zh4NmX7VtUNESMzIVobQIGir6pz+ndu3dRIB4fH0OyR0SllBiOYs0XWVXTNN3fv8WzE4uefVRSSh8+fIgRCRGjlYtzW0Qug1goscM6Jl520EovqBCeU7CiFAaxMzqsKLV+5mrwWcUdjxNybj7bNyNiOD7vdrsgssd9ROTm5joWgq01JgxEabfpI4RCSKK4X9R/fddfGiv4DsMCgODBBnuLzu7PM6wYXHwoUQ31TN8j4e9Lnpnhat/hqopAzFFbvVpFFkJgDnZYaGFBHRtAc1ACQwIWNAJD1YaM5E3AeobrXm5yAjXKg6jP45zUYuGEwhSGRvGlcjMzVnVGQNuTA1gFPbkf1QuicoJwI0UChQyEiEzESAxIXMPXAAL/ICUGFudEJuSCRKhOAAgETpDRzGp2vUJ6m9OPm+FagB1q7p6n6dNhpKJIBMQKZABtXqBVrwvVwmAd0yaxcL65vjrNCcbRlzatmaURNp3UER3VwYnNYa6tlnIa57m1qWppvrhUpIaCIBCyf3QhbIkqwWwNrDCwEVpmR1AEB6/q6kpc148Pv9sRo2mtCYkQyRzUGDAzy7SMcy2eBk8dSQrkk0hqrUKMwgyA6tCalarL7H6i3GccOvJMmBCWqIbuHhh5IHTBcgB6l3LPXcfJU+pJSN1Pp1YKGoCYAa28WEInBLDegzR0EaYGpwW8KZhHquuKkBm721QWQJvrPD58fvrzPz/8+oudDgOqt0JNW2i7mTFnSLkxWSuXhiiGuPDVjFXU5fyM2hFI1mqYSRTSmcCYg/E0TdPDw4OZ3d7eRn8UzIMwVJjnOcybROTx8TH6moC3A8+GIIKcjR+iiHxPApjn+eXlRVV3u11YgwLYRY4XkFbszqJvirEumseoQcfjGH1WhDsEyTN+JU7pmEZDfxf7xzj8S4dy2ScGDBeriUuNC3Q/4Osur0GBF1xMCOO44vUMw5BkdYC4NG5xWQqV+EVkE0TZruvIN1GPuq5jWemsdS2mKfFFXrMKFPxMDDQzXKUL8VdFQEcyqwbngDiK2GNUjCxdRlotVxBg1TSbsquAiTetBXyBUlAV1VidAeq6nTFMCADhM9pas1rHo/xdqwupyuR4anoEqCmRc42MJkNxZMAeWYAECZnM2ricwLxjQPRTs6UqCqIgpJWtAGE/I0jlRFY71x3LHfENwLaB13o7JKJupHICmwyhmVlbwGlaoFXXklVZcCNyNeS+EyGcAdDVvDmEBYG6e1GLSDJHn5f22mxyBfPWWnWaHRqwExtlJTFkBgU3d1RyxgjVopVCSYhI5qjmzR0YHKRBhe9uCBZ50QKGquTYkwxd33FKzGJmtcym3kkmBo2PmbHVRoIUJuVxTZuXMs/VJgCICC1Cj/+EoMG/uTkCOgF6b55qk9ZI5Cqlpe+O03RQW+lgZEpohDHEBskqqhUFaZ7QwbBhvXBnANBXDTwAHsZ5y1iX6eHTL88//wxPj9AqgiZCMqzaHAFFkJMzNfPvF14rMtL3Yf92f38/DEM4BQe47u5xh5jsotxED7Lb7ficeG5mzBwVrS5z5FnF3eJ3b29vo2bFxBQPDquz6MpBv0xM0R+9vLxEiMOlAwKAUso8jy8vL6ETjHn20vdFMQqcKIbTlNJmA5eZNMpiaBUv+PplNxdty9s3d1F9YuaNOwQMF+hVaHdi2hWR3W570dDE5jRuUUDo7GYRM+AwDK3+VqQuzxt7g3jZcc2Ij6brOsF1XcvMw2ZLROM4ltMU7NDLSoQocKgzcgqrnd13BRHdQOMLDrT6WVNyjTUfO0XDFqJCQHQkpAbg6tZQm6LWMns5tXmxspBp6CfIA7SuKBivAwDUallmIfyrzkBolGbA4lSAlASIEJmcWDE5JqMeOQEx4QLlNDerPkJjasxcHU7GlDfIhIyIBGcmFCBkQhTeEl93/VXf7RLk4lo1SZLWpKkYEKgDlNpm1dzUWyNVcGWknHjo8qbvDof9PI/LNLXajMUFABkRS1VCFBYznea5qiVXdkAmBWnMxgkoOZERx6fuTs0auFWCEBIAuoITRc4yVDAI4Quz1gOsrNqQBAMgoEHOgqVBs174bru93mwJUDbz6JQd0F1LM2WtCGpQMVXgqpTJE8mA8LTU45cHuX2nTstCI/pBYWRSRgTDdhJHObdEiq4Ihv6IOYMMkBB4cX9VHcEbARAKIClJSGFgPcHu/Pk2p5+2u582ksq0f3l+nE57kgfJr2kz5tSw02q5wI7SVlJ3/Oee6PHz3+Z//u/w8Gm37Ujb68tXzu7eDJwJElmymaZ5UF+AYj66UK5i1IozebPZhBHdL7/8Eq54nDp1XGpNKb29u7u/vxehMi9//etfCT0R/PjhbaAzCVqXuucJcu7fvHk3jqOqPz4+u/vnz1+vr6/v7++vr69Lac/P+3ABvr6+LuV1t9vd3NwEThQn/GWai9OYvsvOIoJpmn799dfwpRuGITq4OGPDLgIAvn37FrboUUpUtetSzretNXc9Hl+HYbi+3p1OuN/vI0F1WRZ35ZyAaR7H+vQUe4btZhPhrFoqEVltk3p/d3ez2W1SN55Om82m7zpVbUshoiF3rsZI224AsFZqYr67ujZryzhdX1+Pow7dhoien5/H8QgAobNl5MTI6OjqWsvsWpcku1IW1ZxS3zS1pUm6+vF3H6ZpKaXUasviKRGS1FLmpaV03cKBjtndp2mJ5VyLCySzOi7qao6MxCh4U01Vy1zqiY4Ty0JSkLFLS0MnJunLgs9fpEfJNPwix9La7Fh5o9Qr5Wqi6sTUqgtWhlbnmZEkU6vzp34jwOKp825A3gEqqmKxPBs3R0NgNDHrmmc3eg/vFGEROjIsTI3BAMkhISXHbQNGQ3SloFf58aaxOjT8AhXmaYHhTcLNbf+4wKPCYy2P8/EF6ilhFXeGw3DjRaWZA4vkPXSnGbzVLy9TAaj5qom5r6SIDpAYzMxJF6TKPREwMxO01mqzWiuYEVmHkrW5+00jDZkkoyQSUGqNi26IySqaN4QKOLM3qoqgaQNO4E4ecTbGBuJWp9N17t5cX7/ZbTeJxGYri7w8PefNtpPkapwhJ3EiW5kIfL4EooKbWUP+/PXBM1vOs8BEXgGdJZhTdq6Rfrm4ARyXZSMibonYwVAYCMMh3y5hsaEMDaYv4s3NzdVu28pMSDf397bsXg+Hot4Abd0iIoC2Nhdt4HrYvzx++Tztn2EaG8ggtBn62ib9vtdzj/nx/s09n+3VQzsSAPb9/f3pdPr555+jlgVlcRgGx7A3WXPPn5+fl2WaTiMRtVbjQaJaxZT3u9/9sdb69PQUcPXt7e379++vrq5CchyJNRe2ekxYsa2LF3kZ6G5ubvScr3XpgBDx5eVJVQPVilJ1c3Nzf3//8PAQ1RAAXl5e4m3c7XYRhIVnz4loqUJynHOOCXFZltvb2+gfv379GtjqpXMMlfU8z/3V9e3t7WaziXb79fV1v9///g8/pZSiZ7yQyBBMRMKl7cKxiAMMP4ngW0QLFkvYsPoLB9ELcZSZy3JU1a7rOKXL3oNLATAkQvda62E85ZYD9dffSF1AROBExACUmdWpmDUFd1oNxVuDDpRAjdStmRbHxW0GrEBq5ArUrBpU5AVZkMpGm7q6q5t6MyMwO+uRTaEhNgQnBJGM6IZkjrHWJydFdDBHCrUyBNRB7E4ADMiRjRWTbcwWABjOLOEs8P35BQCiBI21+Wx2sJIVq+SMtCzldRpfS10cFNgNbWngdvavs2a+qEOriKhkyzI1IkUwJHJEgGB+l3mOdo4IEIHMg5yN7gmJJUWjCurqDu5VTd01dDTNAE3AmZC73JN0XQciBeC1zq/LsrQSuuDvqSiG0Nyl70Bkcd0v41SdtblW2b883jIk3UJdIC3S9Qo6l8rSIRitOa/WEAqAgh2XBVwcrIGosAsTCRJBdN1hRBOJPeQGvp+mCXwEl3luBK/LMpZazZEi5CsiG52QQ5g01YVz4pyOh0Pndnd3J7lMh3mxVo3V2daUVwXVpnObXx8+/fLll7/AYQ+u1szAhLhGtURwW8kQ7o4A3759C9pBbMrD2yDnfDqdgsgemPHhcHh+fh7HETkFfN51XWImopR46PrtdrvMY5zqjBB3EJE///nPgdYH8BSlsLUWG8BQOwfDO6xdAu2O0hNSngDjLz3R92h0nLdEFGTxaHnC9iAMEoZhiDkx8KN4nAvxEtdG3QP5in+5rPmiQdtdX5VSnh+fvn79KiIfP368ffcujEw3XR/QVbg5IyIzB2wfz+WtrY4U6F3XRaQmEQkzAKg6AMxzMQt2kpbSVJ055dwdDo/MqeuG0+k0zwVCGId4Oi7MTInVmgOpNSR298i/AYCm1Oa1CRWRy5FSgAuRr4LIqbMWViKAyOhkhgYwaVtMZ9cFoAE11WJQHRpyA0aPKcGb+2yNAA9LiPXQyZCMwIAdzJkZ3NAd0QzdSJSQ0MHZkA3EnM0lWBaOQKyAQKsqODtkM0FMboshGCEQoKxrUwIghYsNjzusbizgXAQqemsT+FMtM+kXn8it1jrXNtY6OVRiKEDKYN56jS1VMytuXh3CDAodwIFX/xc0CJlxBkJAImBCACMw0+buLTbRnNQhjBvAEQEKEjAakLsVMENjYUq8vbruWLqUjchMcVbV2gx69Us7EV5VFCtCwKOWZZ73swkou4KreJ1BK7SlzSdHIukoEzXj1AE4oQdtRd1b0KlScmHlZETOgkRAq/GiA+Oq4QYjcGQDXxjnVvYvxZgVoRE1QBRRJFspfLQKlJAYsLUyL8upy+pmyAnpCDJBWogrclVwN3JLZAzF23x6+vL8+W/t4QvogglB61RG9Ip0xu0CjAAiInC7v7/J30nhLld4P+dfBQJ1d3f3+9//frPZ/NOf/gUADofDfr/HVUIIBFhKWeZVbZOYAlyPdz0MpC649eX/UQpj3x+zJyIGkyD0Mb8tFvs+PKoCJqNzJHpr7ePHn0KyEyj7+/fvo9Tudrt5niPVmc7Gexdea6zkLoccTVwkU8QzXnjq7j4MA97fR90Jt7+Hh4fb29sgJRARATLzdrvdbrcvLy8xq5qZXCx0Vv4LIK62CogoEo1kjlVA9J6xIQ0lQKD+l23j+piduPuyTMcjsGR3F4FmLdi8KCxCwsLMBl61GYS/FRo6+UrEcjeD6pwSCQiaoSmgMwLstTSDGb0hGyASsQI7lGaOZIjAqEiLGZqDt+mCyIEzGFNjgERAZOfvGwOgo7V1H58ByCEbJHMOjywko7AXIUdgQAZMTp06mqJjWIkDIjo5ARMAqCFiWBbYJaAQvFuSKnmDglbAX6GpasQya0RfeLiQIit3yvukYs5nHlowIBFRhImgMXukCUb9UOtZVmvPag6KbmGVl1CYGFCae1MDcyIkToUBIqZVm7kTkSdhzmk3eLNTXaZWT6UerCzaKsHGfqtVAOYY0cWgVQnarI1AGTTMEIS8WZ3q+Fq4eNNQBW5zB+TOAAToZGYa5nhABdEcm5k5moGSozZU6CSdVxW4eooSgDtsBnVTA3VrgIbozERSq1o4BoULu2O4zHCS1+mUCYeUidLTrA9LrXnTmisnBbBWUxyAzVqO7fS8vD7A+AzWhBzKpG0mNmRkQANAJiYmEjYCwktwFp2jAIOHfTwe5ZxZYGaHwyFO+3fv3oWAFxETc0qJGUO6rO0qZivGNTmi1urUSilfv37FsyVTwMZBNCWiy2B1cZW6OLdcePP/doD1oFMBQAxrOeeXl5fdboeIYdke5exwOASdInz4ot2L4KxAweNZ4mFTSofDwd2DaBbzV855k7d0dm65eLkcj8daaydpt9vtdjt0qLWGQ+mwWd1dotVaixWBauxwHQCcWUSIInGAMewGAxUnmkuZpmm32x1Op6oau4JhGNjMzHKWZVnmMqlb1zUiWmo5nI4556VVKwuLDIMPaRtd6qJKRAkRkQwiHE6bkeuS+tT1HaFo0WZqiESymBTU6tScAAmdGY0dvKkxGYIBKWhDMzRzAxo4tlug2hQBGAnJQYFQkAlYHEFRmpkCCoe6LxEkitEDAPAsE8BgJQo5oTMAuxdDUIRg9gAAoKHB2cd3ba4aeHNv4ENjUzD3htZQG/oC0MBZwqkJsAHH8tFEwN0XJycgcIOw2zunW7gDqEXCHekau4razMxNQRsTMLEkScTX19cKrs2nZZ6tEmJsbCergLHbA7Ook6AE+9PRa6tLmWqdzGY0ZXbCcEkIe4wwaHd3B8csDgCEDqTAa6EkW+bja1P1bkvmLeXcDbe77WJgjICkjg3IDQ0QgGavpq5k4IwE68aXHM0vXjVhf2zuinQ0B2ZMFCO4qxY1bTXWKeDk6xpghRoQ8flw1FLvtlciPi7zvuoBkgkDJdAK2sgredH5ZXz9Vl4ebNzDcoRWmxtpFfKu66pXRyBE5kSSEmVxBvPD4RBNRMxcgbMAwD/+4z8CQGT21XPGATP/j//xP1SVGbfb7W6zyTkzY2IBgNU22722GrYwy7Jc3b6LliHO9ksS18PDwyX+Lxqc4J1GaLuczbMuHdBms4lvdHQi0f4Q0X7/cn19HVUjvNhjJxizZ2h0gsZ5d3d3d3cXE+735S8m00uqa3Ap9vv9Zdk3TdN+vw8vQHfvu24Yhuvra0HabDbb7RYdopEchmGz7emslwZYNX3gKiKu5q7MbK2FZiiwv8sUGRwOM4s1aDjhtLNT/iqvQau6CnGAHJGnaTpNy4cPH6ZpGqcZALbbq+11iyBodQYApTCAI0A0VUdsBuRQgvIeI5yBurecrFFt2tQXUzXTZm6QWQi5EVVERzQnBTfw5BkB0BSsolZ2TQQprDuIAJIRGCcDRk4EkIgRmREZkJDYQdZB9RzXG6obYgNEADM0OvMgQD0S7AHY3FYpByhgAytgCg6N3Lw6NoTGWIEaSiEnpFX44eaGbpRBGBFpRkfHcIRqqi4U1sAOK/Sm5ASOEp2gB4CFyJyFN30euj5lzjnXolObXc3NQF29mZmigaOpKhjBuvNd1MfxRQwQ0Yii425nPDOooQBueDacOvvaRfOJgbehS0JfpoNqFXAHnNxT311fX8vq3IzVEYAUwJGcqLkZgiIiohAzCzqgq6kZOAE7oTqoQyNqrq+tsDMCMyRzN/Nqrs1TSgDk4BQZg+AMDADOUkt71nlujpyb0wRpIauciSSBAaJY9XpcXr/uv/7t6def6+sTeAVv4k6gSSgLaUUiNGImSdIlygkJnfImX7g8UZtCUvPLL7+8ffv23bt34Uru7uM4Ho/HiBolAhEBs+PxiOhZUkpJeM1GDQVMDGhf/vSnIJGGmcHr6+vpdIrdXLCooj9CxGBsh2wl9oDhERqD1cWPAc/UpOiVSpkDQQ+NXsxQ8Z0I5eDj4+PhcIjCEVUgurMVhD6zyWKNAABx+Ho2lvrzn/8sIonlzZs38dSBeaeUyjSvRc0hJEGhK4ryamZ8NqUy1dZaK1W1ImLpulrrMHQppblYDMtE4r5i8MFWOUsLxMymaTGDzWajbgaq3urcSquUJPCv0zRqM2Byx6VVHEdwSl12zg7EjCH0BCdiQ0MGqubzODtpyGUatLq0mbw2L8WW2ppiM0IDdO9zKkgAqBAv0ikqzJIQXRgyWgc6CF110qdkZs19Nizus7sRAmchSRCzkTNaAmK3oJ+yVSZFQHUwMgUzMkVqgg6g6I7m7ubq7mxr0CiETxZYA6hg5l7AYj/QMLpZJ/DkUJcFncAcAQycENQv5usAtmbHMGNOiTODcDFftLZq1hyjSJ1bPPS45nNKSRIxc2xL5qXOTZu6Ipk3r8BdUnMHIwJGEgRTra1B09BBIQIREoZfmCt5hGAbgruuYV/BEAdHMEFnYiEUypKESileF7FmdSq11mHrd2+H61xBCMPE3fEs+FSUhmqAqO7aDBxVoVmP4VJtRuxruocbgnU5nB/BlmidiFPHq0MAfHdzVwDshsFESyn7ZSZ2HnYuXcTuMEEyBNTOKpdDOXw7Pv16/Pu/ghoSbjoRM2ghRjtDreebiAhKnGaXuSzuFp3Lf/7P/9nMTqfT58+fo+MIG8/H5727ixAAWGuqutn0t9c3MeKtvlStBr1TRFJ/NQzDzc3NZrOZpunl5SUY5wEAx8ov9nRh2xKA1/F4vBBWowMK5+Jgn/vZ3i+oW6+vrznn4/H47t27l5eXu7u7kMVEYFcUlzdv3rx584aZL9YLAYcFMBTGe+FTfGFphQ5xWuZYmOo5F+vD+/cfPnz48uVLnZe1uMCqW4oiG5MjIuaLs5XWh4eHupRS5njfApXKOY9Fu66TnARSM42+0nGNHYIzWX8cx2bKSVKS5qZlGecRkYd+22+GfrNdauuH/rrfEHP43TmSGRgAEToQkhBnRARHdCRJZZxPp9mopYFRpFUYSz1Btaqxd3VDQBfgznFZKqIbgRI2QmWKapIVBbEj2RDsEt30fL/trvpeVafW9nN7XQyM0NhIEFPvE6ITAhEmcHbL0JIV9lk0qPeigIVFgSCaLDRDUHAHRV/tptaYwLOTVjhVqsPCtXlrVqw1RBcAAjMzHycKqQ0iIDWwhoqIVttqlIIozIPI0OXcd3kzTK0c52WaluINmpk3MJqx0srJBtNmc5vrLEjjOBZtTd2FuMskSQGbakdSTdGQHEWCweCkdjVsoaqp1qq1mTEgMzFWPKPsuHo8x3zcs5Aho3aIQ+I+p75LsiwTk5OQ1XmZpooJb26kjlu8HbUAEKbkSMfFkLAb+mWaJHVKNrWZxrrZDpmJHNo0b7pBRKp7Q0fJiHhqxYjNzMEZQtKF2rxGpCgwADSrboawDjuvx9lBEZG7DvPQCJuWokiS9VTY29YN2vT65e9/+9N/P/7tz8AQ0dBaDNwYEY2subpXM0WzhIy5I+PMQjy3GQBOp9O3b9/meY5+BxE/ffrU930g34Gyn06nX375JXW/eRvc3d1tt9tal8P+FQB++t0P0d3EnryU8u3btzxc69mE9/b2NkpJlIbYCUYKYeh+A2YKmJ/OAasx9QzDEFacMU5Grsw8z4+P3+7v72N+jE4n6Ky/+93vIgk1KuObN2/CtaqeMxCj2MWWMEbg0+kUr/DCUw/sv7Wmtdn5FkzX0+n0/s3bvu+Px6OaxVsRqN92u40RD84pp6+vr2/evPn0y6/xdIGsDUMXb8v19XXwFd69e3dxiYkrREyUcTkJCAyYVgquIxNyEpLsSLvdrus3XTcgcnjvxvdnsd7cl2pAGrknTd0AE7H0w1aGucG41NPraVq0tnbkFCVYKCESsbBkkO60LC/LbEVTztwnYa6IQNQ1YVcoDbDtrrqP11e7jFqW7TBkYvKEYGQikJSSoaS2OLJk7FIiV2w1e7vK/v7mnlqttR6W8rJM07IUHkx64lxVi5XmzdEIgN3QnUhQoVWr7o1ImRRRwUcqIApubIq1Ym3cmptlAAetpI1QmU1WwudWelsqlpZZbrfbu+22yxkZxrLM83w6HualMkpOmQ1dbSRCIgcv2pZlGbUJht6JUJjEFWkBM62GBIS5KrklRDSgZgTG6mKg0xJWzkmEU86Co5vVppkhvM8ROWgSwaMfJwboEt1fbd9c7bZdFnAhDsGekTWxoFiM7fX53T/++wJ5X+Cl1Ez93e1uVjhNE2UBZvcmSIRAquQGtWwIO3IGC9IamQIhu9nZgd8QOGjZvzGzFBEJHUKzBlZbAQfm5AyAVHQBa0ipl4xWe+FUy/L0+evP/+3rz/91fvgrlCO0YmDiyARhZmpmTQ0Ts3DiRBKSWjcz4YRnt+9AmgMMioXdZTpbluXz58+BMYUr3s3N1Waz6dfRaWytBR8qGAl9Tvv9frPZvHv3blzsgjdF+QhyQOTlRBk6e7M0VQ2bquiewsUpuPWXwTDwoFDtIWKUraC/Pz09hW8fIn758gUAfvjhhxAwdl0XXqAhyolZNRqi4HPFVHhxE6WzXuf+/n6apmWaL2UuWq3YOcYO8Xp3FTOgu9e22Hde6fUcHXaxuMk5C1GwRogob3ddvzmNsxrUZgCYc95sV/aQqkpq6axkZGbIutTS1Od5Rkm5t4E45R6AVL1UTUlS6oEomDSJu7NsiCIQjgTdYaluGP6R7CwkwG7Ggi0hUOaUUsqSeTXYEwNc3Cu0SmzOXkHdHZXBGTBBeC+gOHWcueckyY0nX8gMqyIQiBFYJ+Tu4M3aaK7ZdJPltk/vNzlDNrP9UtNpgeJHoEK+1Bp6fabgrZsYsloZT2whYUFDqoYV0Qjn1KApaZXS+qq9eQfQkex2u9n1pO1oegAzLBXJCGUxVI0wLwFstXotze04jaOWVfOA3lpTB1Cv4gpNABEMCBgJkVhknmdHdGEnAgpDPnDErJycFNTAvCm4EnhC2kjqeulS5pwr0UmLT5OrzREySL4mxxiEmfIwbDrzgXkL0jXKhKgqwrl5A1MyFQCwZuPh9PTVT/vr+x+6bd+ex9fakN1J5hlT6gyMDIlIGAQcSsW5SBJqSoTsLmi1ITFnwhK8TDgnbRm4GbthGDwEpswAAKbm5kYCiExQQbVWAOgkdaI6LVrr9PL09Oufvv31n8q3v0HZAzawhr/JCsEd1E2bNyRmQiZTKFqgOqvLgMfxGKd9nEsBZqtqJCGHzibO6t1u97vf/W4ures6ZiyllHmOxuTt27fRiaxRfeABUd/e3h5+/RYFMfwSLsK3GPGigwgr5FgOPj8/n4UjHv4twa54fX29zMiXjV4Y5sWsFMUoFpdhdxWJD7E9jBktSlU0L6GXZubwxun7PirgpQjGaHw4Hqdpqkuhs4XLZhj6vr+7u4tJcLvdZkmXwhosp6h0YdQSfVxrLZgZwzAQQBDcLvTRKHB0TusKtCtKdrz5FyS+iSIXBSxqZKruxKnrBkAGIEcGSpx6ZnZDdUOWcAmvzRwaJwEiR2zqil6Rq3szaA7NvJlpA2B04ZSHzWZDzM0BmkFBIkrEiKKO7gTuQCgEKRypDGut47z0iYYkVaGqNQsjeSbyhACEg+Tqpu6tFdPG6F3ub3cbMRuESZIZ7LmCl6ZQyN06DwPhWAFaA1U0Y7dMTCSLYdGqFYzIhGtdoCktC9ZGhgOn2zwMLH3fj61a0cWNvJmBOjsEzE8JXQC1tnkpTctSythKZTDiWN0qBJNizX6t3sgb+4W15zmLIyuBETYCQ3dHBXUlIkKkFv0wQkeyyfl+uxso5ZyVcKxt0ipEEkkW4AwA5OxECKsxFqC7uWqZ62gnG9FblQhldfNIZ2O3Nh6P/vVP//X/+MP/Ave//7+9vdlOT8fj8YjD5vpmp0iq6q1mpMSQwEgbWO0MszUGBEQz11aZkJiqanhlMACqRs3Cc6qYgSNRRCehgJk5DgbmVg0boAootYXqKLXtf/n85V//dHj4uy8viU3ZrRQSISPQNQtxDSIkEAIDO8sAAO/oSURBVM5O0USvUR2tlWWGQM0Dc4nlXZzMsa2PUz2qRowwN3dvAuUJN5i+76+vd9thExSqsGHIwlGSLrSmC6cpHmc9mcMuzuxiuD7Pc8Qa49lJis7CwOiY/Cw8/k46t9pFwdnxPTzwbm9vHx4e4nHa2Tbv9vb2z3/+82WreHV1dVnD/frrr1EZA9SPt2K/30/LvCwLmEdVHYahP5uXRhC0mR32r/HKh2FgpujCACCfX5j9FkizSqNrrURQShnrGG9aBHP4WSB94XPEX7/DNIk55W7ohy0i5dRzykiy2VwZEJEgMCCpQXiuR5KGe0hDNKlBSgYEnMPksxkWtbHUca6l1Up3taliBSmWkrhXbVNtx2Waam2OAMAoGTEhMScDZUQhwkZza4+vp9ZanxMRVbWxWgNEopTYhUgiXIcdLKS8CR0Qs6Q6nbQxcLJF69KWWUf0hbAjWEfjVk0LuzEYGdxf33ScANNxKXXGqUQosutSsBmrISIlSSlL16WcXw6HYrZoKdYcnR3ZwNB7Cr5Z83le3Kup1rZYjU3Y6gEMYdoUywpAc3RkwEScEDOTEN9e34R36NyarUEZ4OC1Vk6CguDghEyc+36bh+12SwaltWlcnqfp2JYSLxg19oIMkehBROgOpbRkNru7tlpRAKBVMSADIlA3Cw9PL3M1+/mf/kc1/Hcs/bvfXW26+bi46dDJ5AxgyYXQE1oyFYac07urm4yMzMXptRZVdWvuiR0QkTFSuoFC03PORzEzIyRhYAaOyKCstpiqZBg6TAA0zzSX8vg8ff77+Okv7fVb5pqkLtasQr4arCm4WVV3YECSjEJpO1R0BRdASdAjZyA0vww+l91c9Cxx+sVpudlsAv9W1b/97W/rp4cYcM9+vz++Hna73e3NGuM+dJmInp6efv3112g3LtZ6UdTKORI1+qaYAYPDGS6jFy+E+EV3v7u7i3p6aaxCmCLn6IQwUw5UK/wezCyePYbZYDb4ObArvAaDKB+3KBAXLfFqnjP08zy7WrRFfA6MUNUhd4F2hTIxonRiG+Dufd/vhmFlS7gG8ITotda2iofasiyLyTwvy1Jqba3FCOzMsiwFACKP5dylRYukLPn6+iZJ7wibzU64D35AnzqWzhRKKa2ZI7NkBGZmQK1tdANgx2rFlDIpckNoZgquAAZojiDSWiu1ztOYvWKSZrpUXUyLK4AwgiAyMKEI5RFOQEBEmHKrflAt0zKYe0SlEBuzswCBU2vui5ERK6MnMfdqOjcbl/o2DQRuiqX50oJ5kJrETspDY47eEnqf05V0b2/vxLEpqGNaCpqru5oldzBgZ0JQpJODajks+jIeDcGQGiICCZAruAGBYzOvrVVlACbschLOk1YQbIgN3M3II9+LxA3AGCinvGHeSOqYhDjnXFq1tsxNTRUAkTGRGAHSGoUYbAwnNMbX8YRqtdbTNB9KmdG870ikC6kUkoGTU1A7zIGymFtzQwgTQUdGqWoAZGFos1p0gtba2umXn/9lcv7xP7Tu7Y9X234yrsss3ZUjMZNQJigJcJO7Xc//8P4tAwLypIansZxOaupGEhcXRF65Z0HCg6rKRCBsCGra3MCBmQ2wKTpCchMwbHM9PpXn/V//z/8Gx2Oaj6gLtMnb0iUYblLDBIaG6mEuSsIsxKyO5q6uGJa2gGCu1sbDIQQ3UWiiWnVd96c//SkmwYCZQn8zz/PD0wsidl3qui6LmBmiJ5boLAKwt1Zvbm4Cm29PhwsqHzNOAOeBJcXJHHUq/vz6+kpn/78oQ9GC7Xa7mN2i5EXNaq3lvEZvRaULfDoKIpz97S5GCKE3xDNPNV7My8tLcKnsbDocGNnt7e1ut3t4ejQzrStiZWbhZLDb7cws/OCzpGBLPD8/m7eYQImoisTKtctCq220husWIqbEqjpc3VCScmrHaeRDcncUHobBzkIxIpJzyhmoemkp5ZyGYWNuKJKRBYBqVWKU8NlmJDARSalbWk1dlsABazFH1TYv1Zo6Z+OkKEiSMhk0TBk4K2HV0rRCUTJs4OqAIg0InFgiqN2cjNQhqyKqJGHGnLTVSowpB60XhYHFEKq7WjGzChmQDNlEqqmXsl/0aT/d3F4t1Usph7lNFWaTGdNonGp1V4/uwV0ybnN/3feozRrU2spU2rKu4xrSnUcIkAHAZDZqgTIDrHaa4UlPhtlcYnMKFU3FMYsMxH2Wrsue+OvhRdHMVD1yg8CgsTGBokNHuOW86/I25Y4pAR0Oh6pVS/VayVwSAWYk5E1GIkMzd1WsYCctMLsex5jvFBH6xAQtSSPYVEdkg1BSk5/FMNWsoTB4RWdUAnRPUpoxOocpGoTbFxEaCSzL9OlvP++Lv/njsvv4E6Vhqq3LV0wEJJmNlJLjLue3m+FqM7ADkWSD2exlnqW6gRNQAmIkdjAwAmBERjJJ3ZC7rqtuU1mWWsKZuSqG/2Nr7XV+WV4+jZ/+Xr4+HH7569ZwAwRsTc0BRDj38jSCOUaShZMDoJq7Wp1nZyQiQ2uLLkCAmJDu7u4CT4l6dDwen56eaq3BWY+RMBZhUWIi7C/o5VERdrvN7fXN9fU1uAbNqpUlYJqu64ahBVM0vJIv0VvtnOsVkM0lEZ7Pdk6B5pRzdOiF0xBLgMue8Xzmr0FVUcIus17UowuodNlyqmooXWLIvTiIBn/igl7FlDrPc+wEo92Lfu3du3egFncOgkXcebsbot2LaW4cx77vh/76zJxYDaBjxLs8S7zmi7HERQsZx8tnMxwAYMm565iTtOaGKIkwRTalNq+oyEkkiRARMSWzShS1smJTMytNT9NcbMTUY+4xb9cAXEmMWg2AxdENWiNXd2M3YmZ0JHI2YXICB3ZGRMqiqorWRBjFmICZuq6taiOMNAQza24GZiBmbEouoJgN6nHRp3LqS8ul1aIHhyPKTHk0PDXY1ooY6KuhVkVSWRrj/vWg1Zair6XNzQGRiQxxqEnRGnpFqwiVXAkNPKWEDmwkRuIkhqLOThOVnNKVdFeSBmYmAAJlZOZzAiqisKCYWVXtMKJeMIGzGkL1BRZry/FgBuCaAJCpIgelVSORD0EdAEndiimouTUBTMTAIjkbQwVoYNkRwG21UUVFNEJHUERArLF+CyYtgjRTojV8zdyQiBkYWc27To61Pv/15+e5/YT55uPvCCXEM0Lht0GM1GXZDhvXiiBMKERCLETEQCJUjBAFEchZ1zhqRN8M3Xa32+y2CvpyOvjRqjYn94bERCi1lfHp4flvf7G//Am+fbm5fdcvjWtDokRSQWtdljIVuCULBwdERYtoQ1MVZMkpJUbHWt2cmLvcff78mZnDriBSkWM9H3t3RHz37l3kLaeU7u/vH5/3IpKzAMB0Os3zbNaypPv7e1O/vr5+9+6dtbrf719eXlprV1d3sWuDM008xrfYOV6QrItvQeBlAVQF7h7F6+XlJQzqwimBiEKAfTjsL/jXBYaPIhWs1yhAAUUFaI3nrNZYtMUIGZk6Ma9FNQwGPH3nFOxnu9TYAKrVALlOh+Pj42PXddfX10gr/I+Ip9PpeDxut9uhz601V2PGqLMX2O5wOERAxgWeCwZGuEdcDgfPEt6UkkgmIlMwBCYRSeCiHtc2F/SUMqG4e7Pf3KuDCdlUl6VM01QUIKM4oy8qps7NvKkuEd4p5MgG2tCdEYgKGBAmwFhYkZC4ZOlKV2zR6oZuYSTpRIxijGv2Quj7mYicgFtLzU0B3NCAQHGp7QT2ZX/qSnXHWfo2JGcBzoYUwglAcLVaa2l+aspL0dOsReeis2OVjNGbM/MY9uUGgiAJcoIEQDjWSuZsntVQIZt0kATJhLf9cDNsbvKQELyWqcy1raAhIgoLpUxEWrRoEcroTmZaW6s2uZ2W6rUwMyBlZiYujIRYAcy8uhq4gQKjMK/Iq/r2agsldvFmpo0ppnJxBF+VRuBg7B4cfxFnhEgHC6NzBOzeAyhwhWRd7zlbh+e4MEtckk9Sa0f5brj54e7q7hav/l/BGDJr0zQp+PX17ubmZrsduq6TxPOyvLy8vB5eApl6tbeFbUYrpIota9s1v5v1f7m+/8D5mqh52ev0qb78/fT89fTyj8P9NB6fv31++PL349ODl1G8ktf7691h/zLNp7j2xugoIm1egsqI5yTx6DLipA3yVGy7ot0golClvHv3Lk7paK/u7u5CMBhGK7GzU1XkDgBigCrTuGLVfd5sNm/ub6+vrxFRy3Ix55xr+/z5c0S3B/8gtMExdUbXED1OOkcWBo8hupKrq6tSytPTU4hd4kfrWBShMrvraZqCxLDf7yP98OHh4ccffwzQPSjsQSJ7eXlB9M+fP5tZvNToaEL3F4cfNItgk3ZdN55O8YthGmNmNzc3rbXIT91sNvM839/fPz09RdHJ/pvL6DoGdl3OOSTW7v7u3bvb21s8W7lzTqqaEvd9b6CllJR52G5r1Ti6vt8icOgvovkVEZHMzBpW2ECIbIAGqM0dKaXEaTXCr6Ku5u6Mgki16HGcxrEtQMW5QmrSufTGuSKp4z/fXEUjRE6MQkDkZGap6xyhalmsSifD1WBo8zzf16tL5Q1rF1uDys9/jXiu80cmc/hUhkCQDCFCoUJHaa5o7q54nuawkLM1aSq1cmlWXQEr9rjjJmQMhkrW0IxaQ72eCxFIRylhytxz11GftP/2eQ+eGtFMPnU6da3k1sT/8QExEyfAzAbamrXJvWBqXXBLG1nluqSlSlHS21bZmJRFE7rElrByU2mNm6EjCqsky2yJTZa0eGQ7mANACFQIGNTZCKK6e1hKCwC9dk8euYQsRiQoBCgGVFXMCAHIG1kTV3ZhpchuN7NizUCYHMiBRNkNDQC81XL01y++nEbf/and39ObN33fJ3AG92UaX/3Du3tmVlgHk3lppTR3HzbEYVeM1sCTgYAJKIO6lWpQtTSYmXDo0zVtf/n55+Nhf3h+nk/PVgu0YraQtWlaKTzRlSCYRmbJvyXEX25BkuSzlRUixv5rt9uFYvnXX39trUWD8NNPPz0+Pq7rdqLX19focXLOx8MhdljTNCWi7XYb1QrOcuUgGUUjk1I6jNPd3V3oZmKtdjweP3/+/P79+9id+WrCi9HXBOczeo0IlYmfhrYm6N2BZ59Op9PpRJyCbYBnv/ZYCMaDRwMVc1/YGGw2fYRrXTaJYbQQr/mykoNzTnK4kgYPi875QDG3BnkqSGr39/dR+/Zfv/R9H0ajco6zjwtDrPbCkCeeOj6FGLf7PhsoIkqinPOynKLeqSohuqPaxZUsWq2VoRL4u+SumStoa62WRrSEyqyloLYCATKLh90CIqoLEabc5cG7jVKqjs1UANWIYgcWi3MwAgSzJMQpiQERZnNm6XInLpc25Gy1FokBIeSDS7WC1XZ51Qu7mYKfz+Kze6qZhSPEWXbacVe9tKUuZSxUgJxRBDt0YFhlpO7A6O4ggCI5ddRv+64XIrBST+NsywJ0zspDRF9pAebKMjh6c7VaDADUgYiTIBA5B96lwonYiZEA0BURUYyYnCASqIgdzVZ7KAIicyEQQ0FfENg9kl/WTtnBct+hgSugrbLA6gZgidCQFEERycHcIlkwJMjxgcfrN3PJ1gEGrdOLQ4EY+52FDFzRAZwdcLZajvXpVPD/Pd3d1fcfbu7vuu2uH7bMW272z//t/6A8sORiNpelGaRukNSNx70TEFsSSAyd2BXSznmT6Trl2y6p97jY8+v+9enbp+ev5a+f9/vnNp6SeBd5JaaMVOuC5F3qUkpuqFashLxnveG/vYWOP4g/rbVQhADAly9fEPH+/n63203TdFGi/Pt//+9fXl6+fv0aHcSHDx/u7++7rpuLnU6nx8dHAGjLGocFrvf3932X4jFbrYgYGzdDOp1OQdoMd9BY2AUQFncLPHu32202m7hnbO5iTuz7/s2bN3JOQqWzvi8++wg6jukpbE4vBKVAoy5S7Zj7ImgnqPPRgYYVhJm9vLwERfYyD9ZaY+iLB4y3LmbMZVl2u108fhjUREW7EKMuyT3xOuWcCB+F9fLsdtb9MzN+lyAfDN5alagimKoHnT6IEO7gyAghbovKxQjhua6lVDMIkNvQVSN7BkWcKeWUkNJpf3QRAiTm8ESxVkrTJFs2M+PAEggJw63PVICEyIDBLC2N2QCgfRdaEWkEkTzoHpk7rmf7E0T0yxfU1n9f5X9hpbJWq2ZhR4MGALYswApCXer73IlQ5pwwH58ndOCwYUBcg+0AijkaNXVq5q5lWZZxqZPv8i24G5CzIQEDQjjgcHZs2loDM7QY/SJNGjT4FshswAzESkHgJgUBSGAEQIbNAKMSWqzzPCOJuphLdgSI/ocdwMkBCQAqNEeM3FBHxDV+ATtix3A1QF3DMNEMiITMCMAg0rDDylMHiKKZmpJWMKAGiMwBu7tg2qAQklUFhdJ+medvX/a/HK9vdjf3V3f329v7vLnGPEAuKLkBl9aqE7Gr0TVZQ10QGri7JvNeLbuP+6/H1DnzVMbPh8e/PP7yL59/fnz4gvvipyOAy7ZPTMUKgmdhIQoVNRG1s5V40Sbu/1N7tV733PnsfgmRF2AW01ZYg0ZFC15l13WfPn2KSrTdbt+/f//+/XsA2O/3/eY6QmXcXctKp4wMtVDwxd+DJJlzvru7e3l5iSTBoMLnnP/4xz+21qI4XnZ5T09PX79+jU4nGsaYYcOu7+Hh4f379yEAuqgFd7tdNEGRoxOz2Ldv38xsu92GfnB9qWeV8kVnE6E1Md9F3xS9TDAbwkGw1roZhtiZBrofJelwOMR0HO7Jh8MhhIrzPN9eX0cDGxSKaL6iZgXIFaN3Pec2llIAPODCNU3LKU4SM1uWpTV1w+Cpq/rQ7xCUxHOg2ETkYECtGTgxcwedG0VglwDXVrRZGFnGSQMETNSl7JJNBAnMAaypqtYyuEQkvROH3hYQzEyYxCw5JHRBEgPQ6q0+95soVbEUcvcIOo1QQ/WosG5nvvJSFWDNPQEAAw/C5QpcXKoZrC7yWlrqpM+p3wj1jmSujpXYkM+MQor0ViJAVZSlWTlMPlYIlyZwyKkKYoReIQoSgjYLPy1RN3NW0HU7FXOquaOTu6Ej4lrdHCt16IE8CxivxxImM4AEBpAAxSEZJXAWXW34V79ABEcDwuZNwQFhjaleP0kQdXM0cg6nREAkIAuPe0A3cmCKQuayFEEmF1MSFTA6o4Gu7orqbEbAnREpWVPvS7PSDq+H48P4+Ovz5iptrzEPP/27/4DDLm1uKPdEKXMiQka4plpNqS7jNI91WpZlmZe56NenfV9aG4+vx/1zOe1hOcIMWvywACillFG9FiuzgKMQEgqSr3a9QCQohvZbb/V9exUniZ8vYnHSBmTz9u3bwJjiH4NJYGafPn26sAoCL4+OY1mWlFK4fZZpPDcFBgCmdRxHEemE46Iwz7MCdl339u3bMKuLYpFS+td//ddLuHF49cVoFhRNd49alnNeluWXX36JahIHgmuOKTFzTKxxdC8vL6FnfvPmTZg9RC2DM93Uz8kRUbCCUeXuMbfG//lsWxrqnHDUeX19DS5odExRnuIFR60MSF5VmWOKtFobs7hDbP+CYhbEaLM1/BGRLgij+zrdxTFGrVxKcwc3NgM1MwNOGzSXhkrOzEAYC55aFEA5JeEOnEppMWwuXs0sxq2qqoQG5sBXVzdK4mmw3Ln04sRN+9YOxuJYwRzQkZHWyKUhJ69FXG/ycLPpekBdlgbzy4V2H/GogTat8Tnrv69fRwAA0Hpx6VtXB5GcCWhRWMJ7DxwQBADysBVBQlfVdira5lKKF+hku363wQ3DkwnAEfLGQdUXM3VWIsypZ8xNARUBAIEInBzFEACrgqMAGpMrIZJbJEAToEXKPQAouLI6mxcSBHLMDmy4esIhIgEjuAEicNAcjQRcWNnC7WaF89a8PRQCiMKtdH5HGJEWAEY2itkv9n9ZENbwm4iKBAZwRPHhrmipVhwqCBITkCM0dAM1BHBDL4sBWENQQNhLJIgANx2n8fXw+AUwP37+xJur/vqu293KsEvdhnMnIvvHX4vpZMvY5tJKq4uU2i+tPj4N6laWcRkXVB0IMgBa6Pj7LiFCq21IJMQps9VWEQ3BDTlJztkJzUxL+e67ccn1wrjgB5Yk57jTaBaiVIUnQfBCx3H8+PHjy8tL6GACFY5QrLlYzDLMfNBVZOfW+r5f5jmKWicrQdzdnfjDhw+n0ykMrT58+BCj04cPH8ItL5jxeOaI9n1/QZrcPXgAr6+vHz9+bK0FHB4N10XKE5LDy7Yx1gJPT09x4HHUUeNilLu4/cUoGgSucIbwcyhp7B8CCIufRtcZ4qQofNFnBes9TGkQ8TRPge6nvuu3m8vEreCEAEzuDkwoDO5OWM+8MGYG8lqrCKFwKS2qlTYgkpQ6SZ3I6lxg4ZyiTo7MhMBm1cwBmDskEjCvS9FqODDB2cEJ3N0JIRxzgBlTotx5NySUZF5V0zM2QAcKZTkwhYiVc3KrPcrdbvjh+nZLaPPc5umfF4yhI2AZ97BkWS8SjqtjcBQzd69qa+gAEa6+xoiIZ88WBzDEdSxyBKS+QW1l8WVyKIzKQCASiBghrEsNiMoBDcUJGVFYAIu5V7OiVViQ0A0JjIAYidzQqDojArAwAaEbRWaseZiuO4WVCseeHSHieRAQmNAJTQGj5VGAcCl2czdchTpRkh1oLcpwcfs7O566YhBp3RBRYKtrzrYjuCExEp6z7dEcCQhQUAxU7v/v/9vr61PZf4NlD+C2mu3UBEjgjExI4NCaupIpzMeCAiyAlNNKpasOBV6LjvvT05cTJQAC4FVT2kaDgO0N0MGtuFd1P01JUmLabigxLmKzVSjLJu+uNiJEy7IA6Ga7ifOnRZ8MjsCJKOdcTVtr8G9L1aXDiu4DES/0cUS8uroK26ZVZTJNu90uzGHCzEBVf/zxx59++klEYsfXDVfBpYqhKYY40/r8/FzLfL5arvUxpeTEIhKtx7IssXErpUTxitcT/nx8TkiNMhotXqiCI2D1cjX284KJiHZXV8/Pz621eJCo1MuyBPQeBKtaa0x2MfMGR3+apii10cVcPPyCNnHRBgU6fslMDleG6K2i+wsn+NPpdHV1xWcfQTnf4qqwrv++s4Snsz+9G5q3UgozGazbAAUcx3GeyjjPbtj3m64bNptN3w9APTMDsjZ0ihJgyOYOtarqIpzDeTloVoik6KCmqgRM4pIT5W6uFTEJIkmmlAC4NDXVqBQOhkwu5EyOYA4NGpJxSl2STjAbILqxGDSDVc94IWdEh7X2iUjm5g6upqpAdA59UAhiAn6XB+FR7hSIo/+cw1nclcETUhJKIsTdNBYHcA6ujiN4GKhXBzIiAUQFYITqbhpVJ8ZNQwZjRwEW10rJkcAtiJjmAESGXs0A1A3dgdwJkH3tl8idyCUqjhuCshtrI2oOK/mgeTVkjVRQD9NABjReI7qs1cqo7JbQmSwTMhEDOpEiNAQAr2Dka/FbA9/DAw8IwAVJ7v7X/719/XX/V4LHBqVBIzLAYsKQiYUIKZlLBWqIypCQETE811WrQWMQZ1CdwUrENQMycIKUASnr3NA1PN0JETy5Z3QUA6yttsWKskOfUsYmQqWQFlNYxiMRyWYAhFJmIlZwUEQ6C+5qm6epO3/ql4L1feW6EC+jxbi+vo7q8ObNm3fv3gV0dTgcwiUqSEOttU+fPsWId39/f3s/4NkobsXUW2t15Unw2eIq3GAAQDo+Ho8A8A//8A8xc0WszsX+pTuHyAdD4urqahzHwLNiEGPmq6ureZ4DPwpL+GjHrq6upmkSkY8fP378+DECnwMeir0hnw2tLjjUsizb7TaGzdPpFBjZ94cTYTyIGLUmvEbjFlgbEb28vHz8+DEiBc0seAwxON9sdisio7DMtdUVUtxsNoQCTm4Wi7lWV8tA1WAlYsS7x22e52laxmlC4Jw3wnm73e52V+MsK0UWXNURwcAYNIoyIvadMnOXMvTOzK9l0lCA1orAfb9hsSA/kojkLvWD5c4VtFpVUyQFMMSGaEgu6AhgOFlL6E6oBNOy2LJQKWKu+pu3V1Sr+L4xR3LqGlgTeDGYgWQ8+5yvW6v46+qbCYDgQBARs0AzNkHLLIIusLi2eZ7NF+DeCP3cvMhKMXTBDF7RFN0YFZi7LjmnpYHBKpsMY4OkwEAgKaAkMCdrworEjuyghgik4ISG7MjABJhVYz6TQOegMhS2KaOSNQAwsmJYhJtXBKu0bkIC10PgCDQVgOw4sAyMm8SbRD2zMP3rrIqAiIpObi0ilB08Fot+cSwAQpT91fX2avuH+9vHn3fHn/8v2H9j5x332BZy44TSyYJSXRdCIPGW3X1VC68ZDY7WEmJcc6K5YWBBIaJ5LoBAhKsGCCM61/ucCAyFGLMSKEMDSCwCbZ6OAMCIucuByPX9Zq5FMFEi5Ni4GxFkSZ0wnZMgonzEyBNJ8bXW4CvFdT6YVjH7vL6+BttIRG5vbz98+ICIERgzTVNKKSZBPzMqN5sNgwcBapnHzWYTWHtrTRCif4mz/e3bt0T08PAwTVNI7aIrCYs+RCylxHgVmrvdbtd1XbjoBUky+E3H4zEawADRo0d7edm/ffv26urq6ekpjNXpHELh7hHrEPXi27dvdBZXf/78WUSurq5SSl++fInF336/D9XRMAyPj4+RBvTu7duXl5egMkRH6e6bzSaoFdFYpZQ+fvx4fX2dc/7091/+43/8j8FKTynF+5lzx0ma6dXN9efPn2ut19fXYXN4OBxCAjmO47AdiOR4PDph322YUu57wrzZ7LquA8DWGqdtIIwZMbaWMcMiojuO4/jw8HBzc/P+zfss8vj4iAk2Q+fW9o/7pen93dt+2LTWgNOi1mozVW16XHQ/TUtphQYP42NGFVREZCDm0zz16qdWjmW+SsKJ6ljm/eEE/YVpsc7+54J1mbgvPVfO+aRq5giWmLqUmNBbNW/ujsBGRIAGhMRIwkza9dQq6eStgakgAFMjChfz5gQAAmRoHJtVQC2tS0RAyzgTmwz9UlVSVxHBkUgEpTOVVlEbCICRAJNpciNVBHURYB5rUSOmjghBybUh4NB5a9VMgZkcWEuHuuvozaYTUEScDR7H+jgW7LbDZlcW90vDAOxg7CDqm9S10yETfLy/ud/0tCw+TcL4+9/94fHl+eF0NHdKWZjckYzIgJkTEDEYQoFmjrJc7cAVoQ2nH2iejYVfn2A8bCW7VTM284Za0BoZMKAP7m5o4IYOYeCArq6N3AWMIPKPgBQBwOUKKSLdzrtqUDZ0qAqwOkYQBKUC1bsuPnJUR0mJmEUyUDYgEv4+cKGVmvg3vtWlq7p8dWL68O+I1Ij4888/930fMcjRH8V27/HxMYDquHO0G4i42enFcIrOacCh6X3dP+/3e0Tc9l08zjzPbz98bKvF6CZKT+RlRXbWw8PD9fX1mzdvAj4bxzEEQBeBzoU2pWfTq1gFhBr5InyJn0YHFD99eXkJJAsAorKESDBAt0isefv2bdwt5srQ4sTRXV9fx1D2vfqaz3q9KIWx9IwY14sMYBiGAN2itQxqW4D68YYEgSNqX9d1y1TClhMAlrmoKnNq1d6+vTfzpu6OIjlAfQSelnmdsnn13glEchxHBkRTQdBSj8dXIhKh0qalLWWa3JXcSinjMnecqtPcivuIwCr9sfpYajGzgYwipYkaerVYOKsgLVAOS/vS2nQ49M30eKrjqWzf/YZRntfNEKiHg6vB+nUOx3VIxI5OSImQEMjNwNBUmB2AVtSKAuNBcyBzat4qexO0HHAOgZEboaKDE4ASoAGiexYszUnbhmwjwgLuUOeZJDuChnYbeFWnORkagYLXDcGVpG3XSaIm8nRa0Gw0RzdAVnB0NINsikHKckOHBG0ncJfpbS+iDgCTgSZcqp5s9saNLobqEDtAciAnn7VXvJF0A2lXnZuy04a6I6EwMgKDtzC+Q0TC1szBwuve3BtqNRVNvaJ3Bjfvmhko57HhfCqQe6tT86bmNbLXEEFcrXdQUANX1wZOHAuypgkhITA5I4ABNgcAk0JADkR+ScFUdY+zCM/J4wpGZm4e611DUDMt1bkmYCKRYSCiTT/0fV6m+bB/rW0RAlW/YAeXW8w1F1w5Ls7RB719+zYIRxGEt04Zql3X7XY7OgciLMsSiQabqQbYjIjBVEgpdVlEJDxPxnGMFikM56IDQsTgr0fhiHIQO/6LCE5E3rx5E3bDATCFYiZ4W/H6o0BER7bf74ORf4HkY86NQ8OzvUxg53CmMsUrD4307e1tCF/ildze3gbHIrIOp2l69+5d2BAycxz1hcTwP+0x/MzG+vjxx64bjseRmdyxNYtC9/j4nFKapuXm5qY1+/z5a86ZSOJIw6N9mk8slFKqK5VXiBMAgQuzCOfoas8b33Aua6XE8DoLESKyUG3z4bXl3KWUbJ6XpZZlYUIjmJeRTp1LJ9veDIuDVSveRsWCYok9cbxZ7qZu1ay1oqq9kFavyzxpe24tNeXa3NqSK6x4x2+JZ0FlNDOr7XxpJEQMw9NIhEA3UgRoqA21CZODGzg56mprFED0xNYStAF9gyjg6g7n2E0gCu0tuKMDggt5ayWT3mTZ5E2XaW6qS1EPfiZabPgIyBCIjQ21kJcN4/s+3247EWpEYgC2tFqbKwAjkjmq2cZNwI3A0UAbs2277s2m24IKesRkLFkOzeempc3AXXxPYoEYvCoA09YGpI4lA6XmVK0DHBwSURJOjIsRIhg4IgGRoZHDObXIFNzcxJsbgIPIcDO8RXUqU9FxObK6utqMgOH3bNTInXiIaFo3g5jqkMBNRMgdVrcaQDyHBUpw+lRNCQIZJEDotjs4o8hmRqre1MwUKhg4gpo3V52bkeaUWLI1VfCUOq0NrGlZmMjsN6Dq+2oVTYGfiYhxdkXBivM8yFZv3ryJ7ibahOhxQuUXxgbl5SVOy67rtn0XSDYHOgcWhIO51mAn9H3//PwchS9w+nEcA54P4XRUqygH19fXMRPZv7Woj2YqClMA3oE0rZdxxwtkE43GZfEXI1KYCA/DEImEcJbjRZmL0nYhdm02m/1+H+PVxSsiHjA+l6CnR7WNlxS/dfEO3W2vY5Mv0f2VQiKO+Ovnz0EWMYDj8fj14eH29vb1eBTAaZqur683m35axuDHl1Ken1+GYRg21ymlONXjAFOS9UvStJRStTgoC6bMoEaEjKSqpczuSjQI+dQm15pTQpSxlHGeaFcHDOcWMUkmvTE7EpFQTq7a1GqrVZtqUzc0KK2xKipo0UU1u3XCTCk+KT0HiwNc+ihEczULLj+HO7NZ7AgpaM7W2I1c0RybOiiAOAGSUKQEmkubk+uO/T7lHUFym2p7NVfQ4kLgiES20rvFWcuJoW6F3w7dXaJNzpM1Afy6tMbU0IN0rkaE7uTACtAE6o7oXvI9AbR6VPsw9EuxEesaistoJKrNHRFWxq+CA2JOsut7OLxgLYQkgj1Rx0Tm6oquAZTF1OMO6siODmhIzaC2VhnCR2x2c9DVeAHNQaNkEwSbni+m7QTI7rIxYTcyJu5xg/zGU20d0f7xEyBgg06MSXv1zhTdGlUHN7RVEUGATgicuwzuoC0YUEQUNkDb6xszg6auhmE4xwySpB88QmPNoHkovtBt2HZrTrcBOTgLceacW2ulNZywdMVBIxhcq0Yi02XW+74F4LNHaDQgUYBidruQiUIzHJ1FdGSXGhFn9eG0BJk78J2rq6ucs2ndbre//P2vDw8PZnZ9fU1nX/Zhd9V1XeA+USOi1oSEuJQSLduFbPny8hKOem/evAmZzjiOwWJN53DDyP5anUgl8znLK/7QzsHL8zzHmX/Z08UaQUSenp76vn95eQkQLTrEwOPd/Ycffthut+GV/OHDhxBORizr9fV1mOHE010WfzG3unvUxHC8ivE2mBCvr683NzfzPD88PMRbMU3T8/Pz+/t3Mc+atUisQMTTNLrDdnulRsPgTEkkETciOZVTMG8DFQWAnCWlYVlSnRdVZSJi8KKutczeCZxQCS0JASLWaqDN9DCPC2+aOHJqnJpTRQZeO1NrZZmW1poDZmYiWqbREQgEEwMVA6+MxkR2Bh/Ok6C5AQDDuUE654bG/zGiXyB0x5gIhRKlXGt1U1M1SsABQKG7Z523QG+6/LHr7jOj+mGcuLRSdUmmxhbumg5iIA4V5m3C91ebj7vhGrwnUul5h8f5qTgU9AJgAI0AhFmh6kRYEvqO/Ubo1lxr1VI2w/aF6ZmoOgCRAzmHfZQ1cENs4IikEPoiAAOOymzkkXHlUB0ZGngkexk4KSC4Vwdinpu+trqpmKTb9BmqNW2lzLUuZuqgBtzc0KmRMtFa6iFSBQGB5D0NAKBYG8xObEzCPuyGZ3E4JDjtxeaskKxyU3Z77YI9bg5uENQvAEiUO1BTdDNTACK2AEc3OdTuqIbBexEGSYak4GpgDaAZGiIwOeVuKNrMgBIjkDkYsSFVc3NvptM0mS4IIMTVFjO8lKrve6v4Fz7bRV1uoVYJFmitdb/fA0A755LL2X/qtz8sSitj8Df/KVMI4DzQMREOvClapzBNR8QQ0I3jeDgcPnz4EHBbdGGBQ728vNzf3wdpM0aJi01VnMZRsEK2HSvCyCuO9uf74wrWwu3tbdwfACLKcD3VzYLEH7vClNLr62vocgJEDwK9iDw/PUU1j4Y0CnpK6eHhIXpGd19JZwFpwWoCE8y12GDEYT4/P6/9aSlm9vz8/PDw8O7uLXMqpahWdVsNsFqNOjvPMyIncTM0n1uz1g1hgVZrXeqitTGzu26HvgqVOd5qz0y1lXGadlthdAYHUGJJKYEIIJaqBR1IUMQlq5OigCQmaw5e1ZdqVWO0FEGtQMQrG5LS4rpY2PmeKezuFGJAQACo58yr1UkNYhQzToxu4RIvSJ3gkHOf5fX1dS7QrJgiOIGzIbhjLssgaefyJvH7biD1Tl29Pk+HDk1ZFVEAxECMkpmLDRlvhu425828JC3O+QpwcJvc2BgIGjoCA5k5qc3ms6D1mLeu1xB8Cy9l6VQ7gBmhAhi4syByBVPw5mDkSFZcp2qHabmXzEFUN1pqm4ov5lU4l+aghuRAig6AGvIjgIYO1pIBA5swE3nF0+E4L2NtixEZuAJBTKzmYKpOFOtVBCWUH7srI5y07hc6tql0oOmetv0Ac33I7Zvrq3krVFtfWw8+5SUWi+bmRA4MQAbkwBrDL2PYhTZgB0RtBEgshBAIQTPXqixSHZqpm4mTICQWYgQSa9rcGZkoqXpTx6raXLo+EdZayzKZqSRCl9J+o7D/T5MgnaMN4hS6ULqDDRD2T6GSiyT3WOrFOdPOOTTBObhMiPFXBAsXvRD3TsdDQOlhuhD09zjhA6a5lKcgc164SCFIDED6Uu8imfXl5QXOBseXcjkMA5KUUk6nUwxr8dNQa0crFCuCoEdF/Q0OagD/T09PUW4A4Orq6v7+Prq5cG4YhiHGtKurq8Ddo5+KO0dRCzJEtDnMvH85dasVsh6PY61qBuM4i+SvXx/iqON4n56eggLKzMsymdmw7YMZz3ld5pZSiMQj6gVIdemvbppqUFJVq5u1VubR+pxzTmBWymKtxadfSlm4aFvMzSo4geQEXXZCSIzCIMkpVaJm7CwomW0hWJ/P1d0ctUIzVrCmiu7kjq6wqmq67/KuaRUDIjksViUk92F82lZyg9bK4A0UQI2dJQ1d2gydtoK41NqqqtYGzgbeHFyPJgytAiI7ZOJOrTdPqkLKwIBKRgyY1NgdqKARaxHlVEvnblpSa525MFLU1nXjRY5u1BCNvUFzXIAaiekO4fE00qLsju6GpsaAQCKqqbi2CM5CKL6clvbS2rbLrIAGk7XjvJyKzSzOiabZgRzBVrhulQ02t0zgAFgXG/WUIYOhtsPiY63VrSZuyOZg1FzXmGw2V4CVswUoN9K7ECsf69JgngEtZcx4/eOPI7Zx3Pv4ak2p1lQ1g4sVAFJ3BDr7jRIAVXUgAhbE5I7N11zvwQsgJZEOEpqrKqhpGJiGYSCCExClTJKIKRk1RTOWhJJsNX1GA88598JlPMYIEHf2ucL/v1s7JxHEii14j8F4DIgqdHxhn8LMwW/CswUVnvkQ26u7aHAu6jwz67J0XXcsK5c95L7hq4mS3D3sYlT127dvqnp7extEhNAYB0jU9/2HDx+iSeE1s57D7yGEdQGuXWLiozqwpNg5RsWJ1xmmCJEMGM8SdWe/3/d9DlZBcMoeHh7GcSylvH//HhGPx+PxeAwQKkyv/vCHP4QK59u3b6+vrzFURgTG92NptF0x/cWmYhzH/X4fAvL9fn99ff2Xv/wl9IZBMSulDMMQBx7d1u56i+ix4sAzQYGoMGULbStAjJmlzoLUdV3qpLVWy1JrSWmTUjJvpcwpJXc1a/NctFZtYASYmHOPIhabAUB1U20FtJg1YBYLZz9xTEBBkHRtio4Oa1ISgQsAoTlUd6rffd/WayQiYK2Vz138ZUyGCCsCJ1AFlYSWmQAT8bYftDlzodaau6kagDrUeVwQ5qXO7os5SsLSsBmrEzuhR7oDqYM7G9RlLhVK1ysRakvI5i4GAkhma0BLLBYBjJEZRcFBdSlVW0ucEBCoafPmqABIqlp91TiZkZk1cxJCZFWa2nJa2knVm6LTpDAudVG3vgPuUPcAhijgEA4xBhQ9jIqo27HWpRwPZIOAgLcCRbUhGKNThMxYTH7B9CcMrJuASf68qfNpHI9Ta4rYX2GvtalN1W+ubn6XfrDXWvfHw97bjdhVTt92G9UKTQmwE+klCQgDaTWrDVwTI4CU1oTzMGyvNxLtxmk6BHyz2Wxu+n6ep7u+58SllKUtRJVInOjL8zwMg/RS6sRt6fukquPxdH2967haPR1PL0tbuqEn6G1Z9OXRAByRRJDI3KNJ6bruNE3Rjww511qDy/D+48dv377tDwcK26mcozc7TVNntkLRKV244B/fvT0ej3WeIs8dEeNcXZZFFQFTVXRnSBsZoNbKppLEqh1eDimlbb8dx/Hx6+Nut7u7uxORw+HQWrvZ3eSUv33+loccDKYwvYpOMEhYlzE2+o4ouOrNoR6Oz9vd5uX5dbfbqNa7uzfDMMxzEUlmU5e3fbfR9u325m1Zlodv31JKv//9792977ra9z98/FhK0da0tb7rhJkQf/rd75j55VRO+7GUUlz6zbWqPj4fHh6fd7tdTuPt7W1r7Y//8NPLy0ug7Pdvrj99+nR1dXU8Hs0LC/7Lv/7TDz/88F/+y//n7u5ObXH3rmcHe/vuVlU/Pfzt6urq6ua6NX3YP97fvb19/34c52nxbtMx56W5ltKIsJVaa/n01z/+8Y+sZVmWIb/VpfTMV9uhtbacjvM8g9o4jh8//vjlyxdV/6/Hr28213o6/aef/vHzn395cy9vrt7986dP/U8/lY4rcTF3mDY4JGs0l8OyTZJ5uzHYV3ouXg1UQR1pLk0NETpTrpMBbJhSrsfmrZiqq5K5ADIQobnu3G6QdqnrAMtYjvvXZZx16AEopa6Xobq8PvnLE9zfbsA7wZuB5loey/jCNA0dZ6b/evPvsMw/1/mfXsvv6uHjZrjpNt2mgy/7oRALzImLtFH8QM1Aa97Whn+pIAv/ob8rkF6n5ddS/+74SPJC5kgd+rYtfZml1H7o3Dd7HP6/Iv+cu+thu9tuuw5+/vmToTex6sBumcxgbgaDogD0EG4P6N6/Uv9K8C9OEI7DYN6ZmXXm/nIw7IJvhe7shhH6BwCApYJaQkhsV0cFrIAOLgUlATE6ouIQakRd1U3u5EAMGP7Gst/va1UziyrmgIqoKHnYOSnXiefjXIsJ03isphnZABwJzMNUGIhiJ1JV3QHZUqY+C5BAwqeXfd/326vrm7t7VY19//P+9erqaqmNAmeUxMyAWFWjv3D3LGkYhtxJrRXMVVVLra0AQJ+7nHJgN3ROVYj9fbROMQDS2aT8siK8eBDHQBcrwuAKRSmJgSJmseizApWPgeuyKbvAWIElIWKof1trbRqjM7qg3TFF3t7ehrtLNAtB+IyBMYCeYKUiYiRotbMT1gVNx5UI1mJgDIws3q7YHojIw8NDoFqHwyGkhTl7HG887wX4D6FfLB/8LFRExHmu8QKOxyPlFITSWuanp6eU0n6/3263Ea7z+vradd3+eELEb9++xZQdQP63b9/inQ+ihpxjygJcC5xOZHWFDzaWcKaURYTPliyx8ZiPh+PxGMhdjNsAEI74z8/79+/fxzdKhMbxmFInxI+Pj2/73X/5L//l929/en5+XoA3d/djrd7UDFZli1sxE2zKigSqVci2XXeFgqRqdponcZ8VnFWZNEEzNYTt9baZptaWusy6lLIULWYGpkWmJZ32LKzuU63T3Er9Ou3dHTQUPUzA236z6bcAJsJIXspoXnNHnXfMuORtNivNDjr/Mh2PL7TtuiT9i5WmoEiN0M6mK0iopS3mB7XHCnlqHcjYbK9QwZrZ6m61Is2oCLVZbAPEq6qWeQlMY5pnAFIEQ1ACgFhSAVTTi/ra4eJXe94wOISBhLuBY1hTeKgfg0Ox7iTWxS4Cnx8qOj5wBDgvx4wczBAMKDFj+LR7QOPsgLI/HAlQkJk6QDYAZETGpg7S0eZmuP9BWpsNlvb1eNjvVBzQAMENqgE5JSeGJFwFazMlzZk4iQE1aIZpaWBzSwmJiNLQbZhSNaRq5OpmcTYmdy9N+75blgXI87AZhgFcqzkza1kWNVNFhzgBaq1W12hyOufxBUQV89rFuiQ2enGfWLeFgiSqQ9wncKu4BckoTm9yunAsYzqLJwr6YnAF+JysVWs9ztPFAf3CV4gfBTngUjUA4Pr6+gKWhztCIPSx3aPLFhzgwheLChXjYTx11OLD4fDu3YfT6bRmu5vd3d29vr7Oi3b9ZhiG2uxwHJu6pE5SN2x2l30CMddm81JVdX+ao1pN06SlBUb2+PD1/v4+Jdnv98MwPD09Rc3abreHcUopPT4+3t/fh/ry7u7u6emJvzO6ipcUHls3N3cxOba2EtPVIQSVKClJxrQS6Akld7L0fbyfSbp404I0T0RfvnyK+ffTp08//fRTrBqn04mbo8Nf//rXm7xN0v/8t798GDYj4My5dhsVbedzrbqVoRo0gCWxXae861LH5NbmZbefpv1SCuWa0qQ4uqkBFEOiTjInFk+1pdqaeVsd74jcAEhwI7nvO/OrDZBDq3WZihfrU9flPvivIgSEqL2SUaJKPqtSJcZE6LMu8zI/2JIlSepMegNyKITAzmKQCRHBhJu2U61fZ11w7pAr8Ei5MJuFzUV44ISJDSkyUlQwaOat1lEXMxPmqBS+OsggojlhC5AO4WLkfKlWvhZBD223mzuG3wYo+OrtFROoX4SRYXYBGvRRiERkjPzCkD5DbEhQyFd6VESRMaCYWTioY1jSABgKkMy1oCWWrWzv5U55dp2sLkTzREiIDGhAiogCTMjxpYSmSNCwOaIjO9Du+raUMtV6Wmo0GtINadgG9bm1VpelNlM0RDSSTnJrxgRJxIKaOI3ubuaEpqqgYN6quZbq37nErI2VqqQU3+YATQLWDeQl2qi4c9DWQw0TdSR8QS/VKhZbQx7o7IMe57adVYHRI/x2ILVemOhxRoUFe0BLge9cuBFBTL2wQN09kKlAmqNaRakKCgKdsyRSJyISSBkAxMMCzMHtkjWVB6+vr4MtVVsNGCtsRS+WnsFoDwVJQHVRKLnbRDt5Op281ZBnHw6H9+/f6znIGs32+304rDrxpfGJo4gaHXU8Bv+w5QpI68cfP5xOp7mUWusyV3DilIXzsiyplMAK4v2xZEFSvbhThDhxHMeYnVtrX79+fn3df/r0y88/v4uOcv/w9LuPPzw9PfZ9/tOf//yf/tP/fprGv/3tb+mHHwtnzztI7oQKaIoOsNDSVNnbFft9P3zcXe+EsZnf4Nf969fTYY805ZQJGbAA4LdRgImhw7zBAQDOnjHnE1ghTvf42ox07FO22o4v+zYtm5yvd7s+dZwTCTfA2VpFrARLLfOy3OGO0BgWSF4zVE0jqiE1ckMnN6mtaz4gGmBChIEMeEF6cZ1aYSTi3FBmIHMUZzdkNEdSZiCszpHfieik7khOBtZsdVgyQzBVIDQ3RERgg/Pi8wyB4SUWwFceh7k7Aror4LqFC3+JsGhAXENEAdBBPbTKAADsEt2ZATiqIYWfKWALVwcGBmuRQypCKAjoqitnlF3QAKnbgQtoRhYGGTSZZ+hf8Nf/k4mIIrTUiQCYEL21RgQ5S3OoNrsDJxIGb5S6PnU9nsnWS22ttYtV7lLbPM/NvOs6SRkdEktKiVDaUpZxqrVlYVcD9MDpl6UhmJnR2ZTSL1xQoui2wtf4grLHfBQmefEr0R/Fhn5Zlpubm+A9Rp8VQPt2u+3TauUecrwYqYLiFL8bjcNlo2cAknPqunD4jRM4bB7igh7Ta1CutldXb968GccxUpdjdAp2aOzjgsYVKPtKbUUDgDCNiHradV1KRVXD+ipwsd1u98svv6SU1JZoGGOAwnPkTNS+7/8Qh3B1twlxIjNvupxSurm5+f0//O50Os3TKdxv3tze/P3vf490nM3VdSirI4MjAuhjNXlzcxMsiqitUZ3fvXuHSDiNiBh2esMwhEEVrS7J4u61aJWaUmJKtYxEjIj7/f729vb19TVc55n5b3/7WyD9f/rTP71///7x8VE6eHn49vr56cf791+efv3zz/9y++6Hx9NrP921PPO2UnNgcGR1cofFZjbtTAl5w3gtcieZwJywkRwdJ22LAIowURK8ud9FlbfmcbFkpLDii2mrucW51xAAgBYXRMniiU7j4ssMyZLs6tg0dyYJJVHKqevNBqvt9ngPvqiROfBGKsxVy9y8AJoLGom6NQVHV2/ggD0Sz2JKfiIDcGYLAgACkREhIBAAGTMClSUKThNHBGAARgIWc/dwBXN3BANFQHev53xm8N8sui6ssnWqXl0SwBzCtNkQDNyicq2/8l2pCvh8Za1hxBMb+GqLFfb2FpZ/rO6E4RwIIl7Ayd0YDCgTQnVwd0kplmru6BvkRr0Lbe63r7+qNtUacVtAgODmupSZkjijqTkQo3eCnGQ+jnGyESEAMkvfZ0QkAiLk1f7M3JUIUmKvJbNkSWjemhNglpRSaqUYrnwXV6utIZ0NGM9WonimdxNRYENyTgyM6SOw8zPJMMd8tyzL6XQKRW6oTMJVKrJe+tQH7B1V6dLjxEruQtq8oEinMxk9lHTtbP3+5s2beOSXl5do96IBDIomn30BL1NkbBsvYFzcmZlTknjxz8/PwfAMhsFms2ltdUeIr1fs4JZygrMUKdq6eMaLgQScCR/rcTUzs9ADdsLx5oBrCIOGYYjB9qJbihXKbrcL54mIsbi+vo6jDuJrpNgHzWK73U3TnPtOOM/zrOokrM3NgFPebDZd19uZr19K6YXp7GOz3+/DsuJ4eo2IsC9fP3348AHQHh6/suAvv/7yh//Hf/jTf/+/qFm7uXvz/s0//+mf/5+//8Ouo6oV1aCZq5mCEjQHc9Q2Y3ilgGmpbV4WUmxGRLUUbwrQoLmjU5cFySXYRxDJ7wkDkpOiDQiV0IPyjK5u5v4DXm1yGhJ5SkeC49Mjn1570G0ScHJMM2IFUcx9TjXBpuVWrakYiVAH6FIcUJP0TRkqRp3SpmpGjj5aEy8ZXMyTAyGDi9aOREwzMjogRbIxKBPlLixOqxq4iqMiMFCtQSM1CDwsTEUJTc+syrPa4n+iCl0aLgjzvLb6fDkghEXq2WQVYsjzVQmwPp6RO5gHeTOSOMgx7EnD1gIJ0B1RTajNACSYuy7lLjulyXE2re6E4mSNTXiATnmHOe9ufvyH0+H4+vpSlpMAJgMkAwUAMQNtqqaCKSEkAyvFrZl69dXkM+e8vb7ebrffvn2LxgfBuiwppZwYwRBJJEUhcLOce3cN9oqqgnnQi5iotWa66uPivbjgR5eCEnh58A9iKglWJ5xNo6KJiH18jEJ+9nXZ7XZXV1dlWm2Rw68uxrR4/IuDVVSlKFjRxAXkdOaOSsgJY1yKahXuDuM4zssYTUcQNRHxIieMxi0GNzsrAbfbbZA/mTmEfldXV8tSd7sdAIVKGQAeHx9XCaFjU1cDRFaDUrU2Q2RJq54rXmprTW0xt5eX599SnecpEO7nJ48tRNTQKD2qen19Xc3fvXuXc3779m1ghT/88MP/j6w//5EsSdIEMblU32GHH3FlZFZWdU73cKd3Z7EgwR3y/wdIgsCQ4GDA7e7qqq6pI6+I8Muu956qigh/kOeWuUNDIhDpYW5ubmZPVOST7wjX+ajv0V5dp+Dw4cowbLdbVW3NkCQGenUQySmlpj7PsxnUqmQa74i7Pz8/f/jw4Xw5phcOHsbhcDDTeZ5SSp8/fzJTW+puGHf9CGA3dzfvP74/nA+8vUMiIyRHUzc1c1WjBo7VBYDMq9qLXaT5ERhaI+SXZV6amjABJyNtDoSXZQroVwgTiZAIRl4dGmHsBys6EAC6o398Bil6m/Lt7W5G+tvxdHj8QsfzN7/7HVCanF4u7dlOLalL70BGmdg6IgA0dwZn5oFTw1RQWjgFmgoAKSI4NCqmi9XaVSAAggSewDcqo0kiRUAjUzFkRIFgF7s1RwNrZius1MDdjQDAXa0REYZeFxAAVvOt14GXVkPAX0oV+hqfEZwJD7kdhWgm6veKra8d1i+9FawmOoh+ddMkUTdCJwhTx/BtQWGbCTgn2mccxozSn1WPlU5ahFghOwKaedeTI3d99/Gbk3yZluWyzGzWOYohOgzdxrTWNnkzYcrKVLQuC5l3WVKSKB/LeTm0Ui6nOk2BH7FrztJ1mQhVG0t+Fe4WwjirbZomN2ytoUPOOWfRVq75d1duSzRQce1tNptoYaK9ikp01bL8Wg0XlsRRDaOtiHkwLs7W2nW7FzU0qlXcPzxnosWIb5GcbJ6qNgPnJOEbQcLf//hDoFdLLUSU+46ES6uD5NiLxdvk7gHKhC/V1bfzio5dKWOqutv2Ma6anVNK47j94x//GLPq09PT3d1d0JqikuKrRicIqNGCRadZa424nWmaUFJE1Ly8vCyXNVBjHLrT6dR3Y/i9HJ+f4uW9u7t7Pp5CrPPmzZvW2jRN33zzjapeJeJRi+NEiaIvkmtrRMSccobcDSIZkZZaAYg5lVpbs1hTnKZLdJqllKenp/PlGMFffd8fDi/LMr+8PL+8PH38+PFweHnz5s3L54d///f/0LGcDsfm9p/+r//r/+v/879tKd3evnMiQI/XDlQVqLn1BRkJ3Wq1l9Zqm5KjNW2mi6rGWKUCzVJzrKqMDEjAAsRGbt60uTUAUAJVaIzKYKstk39Nvbbyjoe/u9vrMHYPj399fCzz/O0wWj9eMIs1bH6urMDGedZzx9ixJweoCu7ECaV/mXVxXBwXVBAgQhJAR1wEQKu2pakmIyBDQrOqTb2aESKZw+qW7tBe+WIYvlrQ1NTdWBI6uTZzB7W4NAAgd4IOisiOjq/Gp5FjsYZohCGYY2DqtHoPYiQUrTZev8hgrz1aVLdA6dfmK3SXwIAYEr64M76qmiSjb4Z8s91tN7t+3CLnvjSY5nKaijm6BfBGJJgcqZ37LX+Qm81ID1+Oj5/r8QXqBGDVcNOnzdjVZRbgDJmBHbzfAIC7lSR88/4+9L2Xy+Xd29uIvVJaDWaZUZgQ1y4DAK4hLtub25++/9tut9vtdkwQEHht5kBmLZbi/uq3FdfnVUYTEuU45KMAXSH5yO+L9WLgXFeDhCumk3kFv56eniKmIepd7BnDwGAcx/C0Oh6Pm7HfbDYRTfjXv/6ViH73u9/98z//8+Pj483NTcju5nl+fHycpmmz2SB2wUrVV8vN+BVicRnlJnJuAmyOazVWb9osePMBjT0/v+z3+8Ph8OXz44cPH6IJWpYlEPcYnT5+/GhmLy8vMQVHtXX3m5ubt2/fIuLxMsUEp6rhRXs6ncLCcEZHxE+fPmlZROS777578+bNb37XLcvy9u3biL2IIquqIYr89ttvv//++2+//fbTp0/ffvvt4+PjNC3BX1V11WW73QfGeDgcUzeIZADo+nG/v31+fv78+YuV2vf5xx9/jJdrWZbb29u//e1vRMEg4VJgs9mUOn/46t04jh8/fE1EzHh7fzPP5fsfv//mt1/lzU2pc0cgLAt4qZVYhMQJt62zuCbYLmbHVtfDjyLyRtAQizGyKGPFc18NkNDVCYxJUS3CIYCSJBYRLNDQmoK5Qzm0m92wT/1yrNnKv//d73A6/d/+H//3d+8+vPv27zbbnRyKzTX3nRke5zO9SaDN20xt2nnbprQbxtyNn9r5ebEX1SpSM1UtzczJacFhGCTnI55OcNFWFN3M0bOWpbgLJyMv3jBJz31PXQgJkiRgLEURqEu5lIKOCMSWDBsZRYhPMIEECWFFrMiBEMxMzZobCRMzIVZttdRtip3Vinbhr8Qkv75dZ0N3gjWTQj1I3dos/pXZxIVg1dEBiLBvhm63GfskUObqRUujpgnMMAybfQ1aM3Kky7ixLpsIIXUibdzCck7aQCsQl9aW4uKaRTshq7jAJcpEpHVGA3LVGAeechUeE9FSqaoDAArHKp2Zain9ZovC0Q41UyC8iumicMRFfoVgYp/9a5FgVPQYCePO4fYbU8Zms7FfJafGlFdKOZwPcbXHXBk17uPHjwGNB2wUTAIRubu7Gzf9+Xzuhj51eX97k3NGptx3/+N//J+CbhYQft/32/3u/v7+8PQYgFdsGIMsfjgc3r59G41Pay2ipOMiF5GHh4eXl5evvvqKEINH+vXXX0cxcnd6jZgP3AclzbVRstQPtdbTNCNiHsbdq+1fHsYrJa3W+rvf/e54PIaFaSKM9yiCUcsyRXMnuHp+Pj4+vv/4dXRq4WO12WwCa48+N2D16/I0iCMiAhDw4updV2vruo5TImJwiiOhNZ3n5dMPL+01Luh0On3//ffLsjDT8XjMWRARyYex2++3b97cbbfb/bBB4ZwFCOeyTEtFSnnsqEL2ylraMhMxZWZKDpIrKqEiFKbG1lgagSKoOjpkZ1ESQ25Obmww25mBG0oIedCJnMDj06hQmjcnMkFPDMTQkhf0hTwLIeU8yP7rrz/8w7/7f/5//+v/3I/vN7uF/FxnSF0ahkzprBfwtiG76/lDGr7q+ptuzHncz/SzTrkuR/cLNGULL/HcJ8WmXjPZFtHcvSxeCgjVwujmyZWxuWHTWnWfHInUnVEdQBB8NT01RAREQ0dngAYrYFTNQnyylgFGQkA3ZXdEMDe38LpRotd0+jCdCecvcw4aAqwaSwiUam3NouNacazAuSic78Aj6RuRgicqDkSSJSc3v5zPl7kVwApACAzoSOE2AcLBHJ36DZmDdFkydr1uTrScqRapLVmr54tNXlq9FFRHM9Fmou5gTd2BRKQfhpiJmJk4rRMQUBjZV23YgqdK0nM3DOtkt926e3NV1dpMwzeZaUxjuCkEv/GKuP8C7L2uWWOYurJG7VWaF9fGX//61/qaq3z1kFmWZbfb3dzcRGBqQFdRE4M/1ff97e1tRAG6+36/z1keHx+D3hWOo4HQx9h4HRgBIFylQFu0Ub7y4zWEdeFcHNNQNKHx3ELBEz1g+LRGoY/fK0A9HzGULjELR6xOsFhPpxMRxeYuXof4pyjQQQSbpimq1X6zCgOTkLsvs8ToLQjxW6SUSISITqfTzc3N4XC4vb1198hbjfb2w4cPMVYcDoeUUqsWvitEJJLd0MxKKbvtDbCYGUIEfAwAWGt9efgcLoYp8TzPDlpKQYTz+eg+dn3q+zwMw9u3b9+9e7PdbrlkTpT6DhNSZZAJQLpEwiLCrmXRCcHRiVA4AzYB9EZezEvCQtiIQKi6MqArAqEoMYCYswGqBYgOGFxIwbBkc3dXtwagSEpsiODoP1yka+cjlbFLmW3o+EhQ7u7+/M+/b9//7auUeLjRMU++pHqSfuOkaCqE25Tu+u4udVsiLPpxuzOlS9HiWgUShiG6pYG8qVi9y5T7DXhdoCy10LJ44xJ5o4bKjsWRS2YFdCMDiDgMBQAC49W/hAjcwBH51VPCwdzA1BGJAMgDCleLjkcRmprBmhugtbg7Y2QcATkYBaUBYq4LKhYDWHRr8MvkGORTAnB3ZmQARBdvFP0SolyMT9XSuXop03ku1ZS5JcGc1xiLaAPJUcjRzDfezIFcEUcUyjQP3OqGEFvF7lyo07k0ESQ2s9zbbNaWRiSbu5sAYpZlKdSE5QpLQ5REJxZOXSYiakxEwS5TwtR3cU+3qZk2cyNGYnRD/GWF5BHw99pV+ZqG+wvBEl7jSeLkp1/lX4XCOcD16LlKKbe72+fn51h4EdHd3R0Rff78OdZqAWmHRdT9/X3f95+//Hw4HEIAGFv2EM09PT1FmbvKFS+Xy+Pj48f374IHH20XAGy32zdv3oS0MGpKFPQYZh+evtze3q6BWlOJR/vpp5/CKSGqs3COybHWSryOlv7qgBiFJohaUeyu7Fkzi8E2fvdrjZsup2VZ+m5l3i+Xc8Dtd3d3T4djoP4AEDTaaAOv/dQ4jt9//31UwPv7+1o0pTQvc859znmZa5y1zOxEphBhMfH7Junevn378vLy8PAgQrXWm9tdazVYGoA2DN1ms9ntNm/e3N/e3QzDgCcBRkpMGYyToyFwl0R45JQWgmlZSA2RiBnQqudqVgwK+QLQgBRThPIQoCBlkI6xM0wKpL7vx2AquLECmIJ5IwDVBm0hs4StZ0xq4A2sPdHWl3o4tCSE3rouqeoX5o//p//jn3/86d/+6Z++/e4f7j58bHOdymlMiGLojuhESUSAqTZvdVHuFcCRkFAYs3BzUPTUu041A9wPw/vbURgvp/MxL58fzxNZdWuo6tDUaVZyMyIBAIq0LlVXN1Q3Wkn+CMgckNTqzBUJsxZ0T0B3MPXAiBGRIOJbTZEJgdDbK/ccQS0yKczXBZS9QvOR34OIEJphXJsviighNAZGd3FnIkHMBEIkk3dPsy918mLQnCkhZgA2ZAvPQDfnmAYrkne4NyxV0SI6NjFCiikdtDnlnAatRYjACd0Fk5lBZP+mfHFZluV8rn2/NYoaravbNIqg3Pap325z4rAlqQ5oBoiUEoIjU9WmMDU3JBQRffWQi8YkLjxmjinvijHTr1xfomoEUEWvOo8IFo4vttdb4P1har7f72ut4zje3Nz8/ve/j6XesiyPj4+ttavjws8//xz7rzByiPHqCjxdPT+jnsYlHbgYAIT7aBBWr+TveFYxQF0HxsDLAylX1WWpAMC8RqiiYICDZoYpS0oOWGrbbrf7m9sgUuxvbq9UNQdU83CWDcvAKGp1nl5eXkophG5mwojhYiyyLMvz8/M8z5y74/EYxIWvv/46aGKRdx1EttB7x1iNiMfj8ebm5nyeum7Y727dCxO5oarGaR9vJRHVolETg7d1Oh3O5/Obt3dEVMoctXu/39/d3dzd3d3erS/ayHsD1eQq6k6UOAENeSDPzMzqvVVujQtpTkg+UQSeOxIlosSMTMRJRBipA0kWgK2hOTTrgg7mYMgBDKMLmGcCSTiS3XRy0+cNA9ZFa/nX8T5AzIZYtBVmzkxv5eM4PkP6+a/f/9uPP3wNtN/vu8Tezq1RA21ZasaFcGIq7tXpy+nly1IO4EUSZCG0pATQqPdcfXT/Zui+3Wx7hIvTMw9+qU+Njs6V0AChqTVVwGZPqety3zlSkDAqmDYnprAjRQBDBveoX8isqghIAIzESGQeFxSHR465qwWgRe5r8ryvDPQ1/QYRTVduFa74OhA6oRMjmK2x274u/8CgBRwYbHwGJCCTiQZvqTSgRhm5z6PkZEjNvREomqFHOpEzAPoIqVgiJhQAZ8AEnNHKebogEvbi3YhgTrLCbCffvX5wp2mqqpS2u+2bcJVcyQcxuDErkcLFCY3YAZoqmhGiE3b94NraNBk4ILJIXPP7uzt8Dc7zV9OFIIJex0C42jy+7t34NfIzrvYAoQHg6nAS/ZeIjN243+9D5ffw8DDPc7Q2AY1FANf79+/DSvj3v//9ZZm/+uor5NXj3wCGzUZyrqdTpLaaannNbY+5b57nWHLd39/f3NwAQAho4pnbq9FVbB4j0j3keDHZbbfb7Xb3/Py82ewC0SSUq1ARePWfivnxGl+47mXM7DUW7MqfeHh4SCl9+PCBmaPd++brr2qth5enL1++iMim764bjJ7Y3cPFYb/fBzHF3aN3c/dIUXT3gAvDiv54PA6vM77kjETTtKQeENkdaq0IHJKA5TL3fR+OEWEgAeDb7ZYYbm/3b968efPm7vbuZrfbiZC7jzwUKwtWBY3TypCsLoLMviSD7NgBVVSH6pCmriEiE2UOEUSXpAtMLXIAzUxbq1arLgoKczFwR1IEZ0IiIGRAVswOO0nvd+PX++1dEmmlzdNjvkHEokacsCkKS+oGKUsp3/39/9h3uz//6+//9od//Xf/7u/fv33jtZ5hQMSC/jwt6PbIZ1coBofZjooXIpdwUlJ0zyCUFsm6c3zD9M6gNz0bdJKfhl4Vi5GjhIEeK5BBPb0McjOmQVJqgJPZXOqlVARcyZUIBGu4F0DsUZGEMnIviQGxmdVGiOamquBGboxrgqKArY2Srvz2xJIiXMOsmqkbmCu6B2UNBa4MBQR3IwRyV20CIRJ0tHDTQ7lYds5OkhkaccPOXBpCA20A6mSgjuJk0RNKc0QQ9pTROLnmWi7WCBxsFR24IysAMhFRppbHMaUEfYV+uV54Ec3yuhf4JaDN6rnG2g5QupxzFqTalt1m+/LyMi3Py7IAcTcIvvKPAvgIFnggx9f/vSL6+KoHDNj4v+OgI2I0LNftYVzMMRx99913sYYLw5Offvqp7/uInAGA9+/f39zcxMr/5eVl2A53d3fRU8RpH2TrH3744drNhZQ6WsJNXq1g4icGpzzsq4LO+muCWClFvV3Rt+BkIWKcBMOwuT7teMybm5tLq8EXCyL76XSKJWn45OCvqO3r6vPxIcykvnz5IggxIQat7OHh4fHxUUTe3t2GRAkRQ00db8TLy0tsGAOXjH1FjMkxip5Op1rVHSPtWVVLqbk3QprnmVPXdeIO6mtHHGjXPF+Y+e3bt8fjS2xd9vvtMHa3t/u3b+9vbvfb7TYox6pqBcxAwau1qc7T5QBVJ5dN2vVJjTbUUobcE7KwZT7dZgLMxD3mjnMHkokYGVQNSNGL1bOXRedLW4qVG00Osao3i4IF6ORELK2Bq2jr3DYICd0QtpKPSlqNAR2yKRmSaapzvb+96z7y/Pjy85//28O//Wm7LLc3+zLsyU1be7b5PJ8B1RwWF+x3k7BRZslo5E3ZWYgrnDLZgLhD35YqpbK5dN1W8gs7GxKJGDJUKiiAvkwd7m+GvtuOCjiZHs4L4DTXBuEZ2AjW7FiiYH8TCdOYuk3uM7GX1motpTRVV3VwIiQKM18D8FDJOBg55CRD1w25Q8RqWlpdal20rsGQ4Ff1Ia68dwRXQAczIsxJeqJeYoIjuTTjzD0PhqDqRRHBlUwzm5sRRvqFgzuwg6EqGjIKCwBhIzCtrbVxd1utVqvxJJobIDKnfnez1Ho4nILK1HVdM5su0/buzRVRiuvwcrmUtqbUIVHKue82sV0q8yXnfDgdl2WZliUeJ4as6IniYovdXEwc0SjFo125VPGXWPnH12NeuwLY1xrnr3q9yaZ37979+OOPP/zww29/+9s44b/++uvQqanqNE2fP38+n8/M/O23376cXvq+f3h4iPEwflaAVnELWmnMfTlndNvv90HaCCZ9KOyiB+n7Pgir1z7r508/f/PNN9FhIWLEIH7//Y/yGl/Kr37EMVQuz0/RLQaq9fLyEtzOMGYIID/UxdFk9X3/3Xffmdlf//pXqyXs+v7Lf/kv7g6u4YYa+ptgVxS1N2/ePD8/h6FVvCDv37+/vtThuhVvSnxL7CjinFi5YOTxa4oIAHqrwVaK4+Th4SmgwG+//TZ3UsrSden+ze1ut9ntNsPYx/lnZqqVXuk8cQSWUsr5vDS0rNYzZTJA4ZSEKLFnyvteHDNwZ9gZ9OpclKNrADAGdzVbqpUCZfGWZGD3Zd1egbm7G6j325EvDdtitfiyGCiU4vO03cvIyZuLdKRYDKwRNt92m3YuCeW7r35rTy+f//rffrzMd//4Pxi5sTUGBGrckMhTapIqcoEE0BkKVPXmPRKzVK3uLWHqHLJZUktInHMmJAdGwlDJqYlhMiCwJLTtu2EzKkJSMMdmujSFkPYhril+jq9h1yjEOedxGDoSl9ZK1doU1DUs4okAdbWmWl/88OQU4iF3Q9d3XVe1TWXBZcZKi7ZmyhBwkYf9QiBW4IAOQpBF+py2/bDNeUg5EQtkrmxFiqCJts5aD5gc9NSc2FKy1NeUFxnPpkVt6YoaQDUwFBCxLiXabIbz8SUBE5IDmqMzEwsyfWrN2XVjIITCIIQMeI8TA1TVZYbSUJWS8W6/2fj+/AaAmAg7wUwzIDDA9ubz86cTiu9HSc21zDaZVreGtCulEOKQBkLy5n0abzd3y1Icwcyqtdrq0ryZuauYBT0SAALBQcRritR1NRbLNQC4u7/58vBpGLvffPv16Xzo+/7+ze3zy+NPP//Y9/0w7JD8eHpx98126PrUHtoff/9HAOi6LlF6+vL03XffbfrN3f4ufAtE5GZ7E94piPj45acAfUopd3d3YTcciHU0fa21w+FQa41a/O79V88vx+12K8nu7u4+ffpUteU+mZljq60uZeEElLQul6fDp1rnTY+bzWjL+TyfP7x795//87/+h//wH2ZtgmTgipBzli47QimFcvp0OkzT1JiK4R9/+uH4criYjuN4d3vrrj99+bJcpmHomHme5w/vfvPVt//u5ubmD3/+89/+/N8Qcb/fz3/9PucczDJ3//TjD4fD4T/9p//0448/MtLnn38cc8qEp+MLeGvLBMmY9Hx6+OH7f/vHf/zHv33/l9/+9u9eXo43N/v83d/vNtuffvqh1MvHD/e7/cAMYC0l3m76ceySZEbpICOxykBs86lA0z4NSbrUpQXOCNq0HOBZ22WhoaW7jAlVfPHfPf5GGSvTnPjA/JgBemQ3ao5lweVs9QI677DsyZD91PpWqy2V1XuW3HeSOkus80kZz7n7C9OT2r7hTX/bb9/8adJJ+qWCFI3q2cAxy4LabfJ+3PKO7qfHl9PLpbTvf/ic/vHt1DRT3nSrmRobb2SDtSVX99O66WZwgNmwmwRt+4TdP+HNl/G2u4FLhcM8/cj9TJjRCVxdQRAHRoBPu9uZJj78/I+wvMfEUy3VpjT8v58fnnJ3lHxBcAQmFzB2Y9DeYOf6tsA9ti0RmTbTeWePc/3i86l5sw6wz84KcPBjIuwFM9hobWflrba99XZqgFQRX7w+luVUtSI4S9MLOEWeDwKBJwQTMyz1Bv0dwG2dNuXQ6zKgCyyLg7tpA6taEzgwOfhus2kGs8PUlqW1ykkkURKwRkDGhEBBmA9QbN2srRL01/pqnnIGAAV1hCi8pmDQ2AkAckpEQmaghs3A7IwtRkhkACZiBzNGqsalQatETQbJg7iX2my+eCS7UXN7zXnDirQscw2+upsDVK+llFLrh7u7nHPMj6EKFpErVnWdoUKyc8W8rhOlux8Oh9APB7M04rlSSvM8RxBDYMkhMI4xMACagP+/+uqrENaF4fLNzU2oWK5EhBhI4ykF1ShmN/9VvGCMdfialGWv8XZBfy2lxK8WxIjABJq2K8Ws1rr+Ukk45WYKvK5fp7Kg+ZA7yB3ATq29vX/TWnl8eBARIvnw9l10sufz8XK53N3dvby8/Pzzz1++fIkNYCnlMJ1/97vfRb98f38fI3Awwg6H036/jzYwFqOlFCSJ/W/fDz/88MPNzU3gX8fjsZfx5uYG0Uu9CEPXswgSWNelvu+7nNdAmVeAMoB5sjbVBgCb7bbvpZbpMikREhNKpzl5FszZhUsSJyBmZlJaly4EKIDsCI6Js3QiyYgc0J4eXCPTBV0oASZnQeau7xq4WSsO57lq8YVqRj5gXqbZmzoxAyELk2OSlLta6/E87bv+H/79/zAA/+Wf/+UPf/xTOMrGyxgbZEQMHSv8ipRzvSEnAJtVD6ezVUsipeq5Lo60JnUislOgUgiQoEODUrWYY58FU5lrs9W601+ZiQjIaASOzG7mQPqa+RnKbaeVfQXo6gBu6mjqKAwA4fWu7gZkSOF5iixIlAwlG9ia7EDwi2fWr29EhCTITAnJHckBmlArfaIOIJv2YNuctokTwH4zNMTF8KVWr6q+oAMjIJM7xbZydaPxdXcAsUvyVQOJZmbuSRCRCSHUQ3F3JNLoMAUxdMbNAEDh5c0dIgJYyKXRlawmU8874An9yAgD0gbQbCmNlq56ijBNUlVTN2vWNKaP0iowiEhmMVmhsVgLHg6H5+fnVwu6OXZw8BpLFbtFAJgvl2t4JwCE1DkoWhFaFVuwmExfXl7u795G0xEPeHNzc51xIgHs9vb28fExahkRSRrUoDaLBLfLtMTIbNZyzqXqNJeltK7riJNa0C8IgESyOwJQazVM5lQ955xzeGk5IiMyEzo6MxfV1to0LaGajEw8IkqJ3Cn6UCIiX3Nq42NrRonFtb+9uTmfz/P5gikNwxBq87HfqOqPP/748PCwLMt+M17R+vj1Hx4e3rx5AwA55yhnoQeILuNyOa3wGcnz8/Nmt00pI+LXv/lNrbXrhu12u5xq3/dd967p3HRBaCKUBVNKOQujqGoAVeF4cpmmYTMi0VJKabXvs4jUAp0kJ4SUu67TfvSuN2EXvpAZsRIAoqMBELqjGlanZh2kbcrbUfqMDq218l+1mKEDC6FTBu5AOheGPLhpaVVLnZsmqydXATx22kolcxAEJmTC2LATQzJTvyyFzMb9zd37j2789PT0IMLMASP4q2j/Wqfwfx+d2YhBQdW8zpepCJCBV3QcuwZgEMslQFrZ6GPeyVKawlSt9IjMs5enZW4iKmSEiIAOpECACciY1WOUQpBEwqbViherNahl6AZuBmrmjpHMGCQPA3QkRVJgIyMkQHYG4oSkrt7cBOl/X30tnP9IEmaBxCBs7gpaFCS1uTPujXrQbeL7TXczjIkxpYQpK1NflS8XuNTJirVmKEBoBkSIgGohv0SR7E3dGkMIndHNCWDRyowJhIjWekdI6IjIsXkAjT06EbnY8WYHAGsKtBpr49Zaqz0NefH+Yng8mC5LaThrW5KPTkBoqGpu7qau1lprtZoZETAxMa7ESabASuZ5Pp1OcQ4Pw3BlJ11VhFco5/jyEv1XRE50XffmzZv3799f61FkdtFrQGF8MR4wdo7hHhXR8NFqxX2i8am1RD8VpIeoIGGWcMW/Q1izOgjOU3xk49ujMgbH9eotE2fyCs9F0mrOrTVEXmoZhkHVAW1alqlWEnZkR2gWbR2ZmYepIQMAWLNay5vdm+UyuXuWLiWOZ5VzDpv2eD6xWg0Z8zRN280QhT4q1MPDQwy2cWZM0+SI4eQF1I7H4+5m/7e//fXm5nb5058+fvz4/Pz4zTcfH39+FuGUmJkBMgIxO0TUqAGQaaQ7mIOTqi51bhdXpKptabWci5ARQLxcTswpQ86VsJqZWwVTN3WuZhYBMGrY1OYi5ltJb/v+Zszser68nM/LbGhG7IaYjMS5A+5Q8qxYDBY1dUcncahAAthQlMDc0NARRZiYnOk8TchkrR3nSYomye+++fbu9u3vTw+Hp6dlWf7+7/9+HMfz+RywQLTDeO19XmvW5MokIoDNVZ1AiUiZTa0CWPDNADFonQ6521Cj1tqh1C+XKbm/TPPny1yEWyyyAQBAkBKauF8A0b0YLA4VSDk5oAkcz/OsVhEqokbnteoCGRzUXQENWFGaYTFHEHWszeam1dwAdTWaAQIwh9UuBoAQDAATO5MSq2AzAsWGJHY6EZOwJ6Quybbv9+MQKYsg3IikKbkTFAYApwZsUWUQ1nALAAAUTuqI6mE7yEAObmYzKKIE654AyDwhJSZhQURDa0bg5B0xMwo/99vA2wyMDaA10uZaaym4965hgTwfni96YTDOPJcvAACq1hTVCFBWOpslIRFxBFWtVokoJwanQHnNLHDokAFH4x2MN30NKC6ltFKIaLfbhWdA/BMi3t7eBsAfVuWn08ndb29vmSQIlkGGDHuWSCQNXsLT01PA9n3fn89nYbzuAaI+RvMfKH7Mg2G6AuFL4W5m114v+kQzG8cx9okBb8V0aWZpGK0U5uTIgFqL9sNmXpau6y+XS1XllNPQI1NrrWgTx1pKqGSGYZMTR//40/c/LMuSJO12WwB4fn6+HM/u3o2ba6K9liXg85z4+fn5zf1tLCUeHx/fvHkTvWRKHRGoXs0ndZqmuSzjpo+TY56npdYQEgzDoAWJKDGlzCkRJyF0AK9q1IwIaquttDhjWrVS5+nlyVnyuAHE0+WUyW/2G9TWWkOoZAqmUBYjhoa6VUMyDMIkAMQl7tA0E21k2HXjhrhMp/J0Pj4+lO4tGgCSEAMLSALJzqk5VPCK1JCJ0AkBxJGUF3dw1+aQkCVnydnZT3WupZU6k0E/bDYp23m+0PG7N7s/Nj09P3/59DkOWWZ2NYyUdkTC13k11lPgWTghQ3JoZs2M0AgXVXUzRof1CoyJZ5m0s6TAL3PzcmS3qbZnbXMaCkNDMjMxYDd2YHdFQbDidml2XBZT9daWVo9zvYDNjg1ckRzASYAJoDoE950UsDosClRMGLXponau9VzaYua4jvD/3c0AEKC6FdPFfQZgYcQejCWpZoAOWdAzcZhJuaupLst8rvVpmo/zVMLOg6UaOBoQAhIQECRgc3NEXDUpREyEwGamDtQJEiMxNMdmDJAIMglWQyZARCBDdWLImXLqrbseIMSOZGSK1qqdcXC7RXWcwCxJdhfG+eGBAbU1Wxqh9yJECUhH6buURai1Ni2zVScEQQKWaJ1i4LryCWL6u4pyoq+Z53m32UQrfgWDgvIeGDwzhzFmdA3DMGjzy+USMpQgN0UHFPLA0OXGpi/qy/3dm1icRSrq9fkE9B4LgbDiC3vPfruJJwNEKzvUnUSGzeZwODQzR6yqYQWylJJ3O18iXQoQubba98PLywuJTEut2hIgSAK1ZqYOmYXZwwOZABEYARKxOxCEVfTcWptO5+gHrygDM49djt+X0CPxFAA+f/4cgp4rcgcAqlW1xtlwPh8+Pzx++PDh8fHL+/fv//CHP3z8zTd//m9/3u12//RP//Sbj3+HiCnxiH1KHZEAmGo1s4LqulzO0zzPAVHWWqd5fj6eKOU37z4g0+FwYLKciN3KvABWoBGhLwAFlLISrFiNEzgh6rrjYU6MRCSmPk31cjg9vRxfns/27h7BI16YaAVvDJCIKUzJiat5M1SkBjK3c3h1iiMlyf3YdWAEW9031NbG+TIdz9N8WXbdcP/1N4fl5bvvvvv+++9jrfztt992XRd2+NdJ8NfDoEtSIAN2QgNzb2atqTUGQ1rpqwbo6G4EWC4gQpX81Lz4LIQVfUpSmBqRepiE+tV22JCQWAmmqg/tcnQ3rbW1xrggFMBGqGEnigC+eoCCUwSGFoVzbUWtT1LUllanqrNZg1BYIqq+pk4A0Jo5oQimTRS6VpJkIgJBAhQCTJQSJTCt6qXaaS61lqWWRfVc67HWxcGJAdnWN4oQnSCROwCSuTugW7wpAM7EQuRqLRxrOEbmAPlo4DTk3sw4iRFOWK2RgjZAdbipawhN1EQFdSAkgt5MqKE1L5bBl6lBc6Sx3ANAmS+LnVWbc3JGMmdi5NWVNV3DDMGu/gpRlcKfNzb38fXgauGv5NZhSpVSClZ6QN2fP39eKdfhErHdxjSkzWO3OI5jGAY8Pz9vNpvHx0d8dTqN8Se+a7e/RcTj6XKZFmYex9EcD8dz7gZzTLmPJxZ2LkRkBillVSeSaVpSSsxpuw33AmJOIvlymc0g5w6AhLPBbECAyClXtWEYPn96OOBFVYkTspRWSzMgTCm5o0hOCd11mpbLZSYCRvz48Zv5cg6eVKkLkWw2fUrpssxRs1prpdSVNcI4z3MU6MPhEGRaXP2XoZTy+Pg4zzMKq8ZJMH/58uV0Pof/8jRN03zZ7bfPL0+b/iZnGYZBhFhQVR1UtYZJyzSdTy+H6Emj1zieDudpppSNmHOapoms6jLd73fT5QQujl2yVLA1amJAzQwaEbKxEUYQHiASczE/zFOZT1jLdDm8XC5nawSK7oRI3gRUQBkN3dgdDcDczNUiLBQVrID3IsIsAKnLnQAiqMI4dsbgACL54VQOLy+445vbt7C8vHv3LpCE4/EYsZLB9vjvJPrrCogzOFQFCh66sCs4GAsCrToXcicDBmaDzJKEEVpRVUASMsLFYGGo4AaIoWlwRTc0a8DCyY2b26WWRdXBzFEBC2JDVCf1cPHzsHIHB0NiZHVv7udq7G1WVfViGkJKR3SKcWtdy/mv2qyA6IrrqZiDloo9AnkTbVgV5+ZeW1PnbhqqzvO81KroFdEkk4gzVwe1YOg7kbEThUO8JncHbY5kgIwgRIwUWRPNjVQNQQAYKZEMXb8dxz53mMSETlpouVidC5gjbmtAVm6E5lAwDA29245ldjVp1mNyss6tNG237752bdP51IzafDYiRVeHusyTKwMierzJbqat2a8c1qORid6nvRoix6ItrDVjHRPBEwFvAUAQLI/HY+j7pmmKlMCrD2fYkDLzw8PD3d3d+XyOgzE4seM4Pj09hUtyOJfH1HM+n2OIg1eXm2CHbjabiLSIKS/MmqOFCcCImUMGBACBJcWxv5L1V+Exo0iW1JqlblDw5XRhkaEbiWRu9TJPJEKSLuepH7qcsxnOZQbzrku5HzZj33Vd7oe+XxNo6mvOa+S5fvr06cvnR3e/u7vb7zYx54ay+na3DYv6cP4sZf78+eece+lykM6GYShlzl338PDQ9/kvf/lLaKfM7PHlcRxHFM5FAG1GdFXz1lqxpufL8fn5uUyXYJwgomrNOQHLskxkGpf6w+kwJJlOZ4SUu7PLaIRATJxxWch4Pd8dDMAMKkQKQJ2XYstZy6WUqVrRzOSFwMUxA2RL2auYGFkp4ddL3syNwNkcCAUISSQzZ6DEggBafZ6n4WY8n2cgvrnp98O3P/9teP705fGf/uW3X+8J8HZ/89X7Dz/88MPPP/5kTd++fWtNkcHRAOkaPePuBOZqrm5AQCzEJIzgxo4IhoDm5MAIYsAIu/FG2FGXZsUQKEEDP2sDAjNyd/LVuCp+RDNgIBACdHNAVCIQpqUujcCQ1NwAzY3d1q0/ELhF2Go1U1OPoFYABzJGoNWrUK/RN7+UKgtdDidW94uqzm1yZ2+gTYbtbTVaGvb91ggfTxXOS7gjc0qWkhMWAHNmyVl4Kus2Xd3dnByJExHrMnMydoJWz9METXfj8Pbt2yc76VxKWRg4AQOgqrWqPCbpO+ozoemUyoVamaspR3RGGEuoIobcqIE6I3Qpk2fFcBADctm/++Z8PECFfuctdVbO1bXvmLNYWdxaYiKiFTkAoNwFStVWQzgOgUh83KO9CgJkEK/41TX0fD4HK/UqaglsOzzXg/C53W7/9fd/7Pv+OvGdz+e7u7vj8Rjmv2FiN01T2DZE+/bDDz+UUr766qvQOe/3+wjXKqVEUYsJO07UZvr08vz27du//fA9ER3Pp9/97ndRy7qhb6anyzl1Wd0u89T3/XazmeYyzaXvxpzzdrs/HS8p9+OmO02Xqo00qVqSjMKny3mf+nkpap5z7nKv1lLXD8PGwA1oHMeojNM0LdNs1g7Hl1B9hyoo9gxhTIawhvTM8xzfGJ3s8Xj8+PHjly9fnp6e7u/vn56eoiLPy0Xk7cvLCxFETxok3qg4l2VWTbFpttbm5XI4HObL2bwty1Smuevz3d3dm/vbaS6X0qwpigOAmtVaj8djL0LE5+PhskDavk1jKtNJmnLKSnRpamrKYo6qrYLPYO5NXStqE2gsDmj1kjl1SKyLKG2wHzp0YapNl7a01mEyQW3urgiQUmJ0Edl3aWRABV0Kt2pzSQhqejkhAw/DMI/bw/PzX/7yl/fv37958+bbb78NjWqkMW2321jUxHAQIIaq9oS5z7pUbtZJstq0ab8ZJmtXRxZywPgPERrU1tDVkBqaN3MmGbpqjIiCyOiCICJoiuYpdaBuqurmgOoETU21EDag5g7IyJAJ0AnWaxcwLE7dFMFYiKwGvTkkNuqKGLZiamEMDU7uQFc/UkpC5ghkZg3VTEhElFMjqcgIwogYFu5oyKScnGilggLUZuxhJOEIGH6A64oUyIGIU+pFoMsiy3QOWmO+yY3NDcjJzOdWMRzjhbgtUrtCeKlLJJI70pQUoiEHMHAFBVcEs6UJ2SCZeY8pW52sLNaap1ypLn6ajdTc1MNbM7llITZpZt40EUsWRKy6SpqjVF1RqvBviGEtLrboX4ZxvCpUrtqdKGqxd8NXh4Mg1l8h57CCuO71AsOKR462Lpq4x5fD0iKHlynlLIlzBywKGP8ZEkri3Ik5pUwlHIVQODOzcBbObjhdlhA0C2cnV3FVNYXzvCAiEHLKfT+21gzp5v6Nqi6qGNgBCRESMxsczxMzI6eOEybX2c6XaSnlw/v36GCm6mjma/gSUqS0BqsWTYP/pa3EAmEdfh0iMLHWGtZgwzC8efOGkvzwww/n8/nDV18FGb3UlZcrQpvNEFXsFVSmoqZlKaU0LRF8ZICEklLn7rnvOKW77TbnInMrgMSdISQ0EzoeX2izHXtmRgV1XazOmCCpcVMSZVr9eyMPvYEhYhNqRgtK5dacDTCV6q2ZYd+Nb/ebbz7cj9tdZbRPD3PVySusYtywKfbMmEV6oY4gIyACM0gnpcxopmpIiSR3Kd/f3+82m8ef5s+fP5dSPnz48Jvf/CYET/GZuX5s4JesGcD5JJKxVlJPTM0auZkWCmgGI+oTEIGIyYBZAMEIzBXBK5Tg460SZV8Rk3j0RkCv6aUGhGBIZOaKoBhZyg4QZjDIbgjQPOhH6yupQKvTMfh13DMMMH3dFVxXHIirsWhcGhbhXYAKxEjkJigJWBoiuJMhMDIxciIiYwJAXZ20AJDdUQBXP3gkdF8pY26GlFLOSQZmH4Yjw3w8Hy4H3L5BXxeFQFDNQKs3nF8O3GdesjLOZrM1Q0CiU2eGvyxo0ZxiR1N1zHLb93vh7AZlqudzLcv/Nh0uKmelqgyewFl1rq126JI6Eanz4mpJhFMmp6pT9FPXGhSl5/oVeOWYxrTIr3EPryuE9SWOPX2ooIPbGRdqPKaIvA4metUhBrT/6znUzCKNNfq7YLdfH6q9+hrHt8fDLqXYr2K7+DUYNRxsriU4WhIzm44XRGwGQDhsts/PzwHtX+ap1KYOSALcEBmZgVSRHLCZq5uggCTVVpbl0+Oj1UpEfdelxJwySSIinU/BTau1equxi3Br2+02J46nwbBa4JdSzpeTuUri7WY3leX5+Uk1BM8ea43cScfBvkj39/c/f3rKfeLX2K5lWbwpAPT9AAAj9CkxgsUAuNkO73bbbdVL0UvV6mCAMGTU8QA6jn2f+6ZYrZFVYci9nLSRmZsyAjkyuAIqgaoHeFOZGlCxoDj4Jmcvi6khtLHj7ZDHDmeD/SCXspygqVkEpgTknpAzmHiDqm6OrYJqAnUAdTWApqDm5CSAKPzh7bu//OUvf/vzX7zp119//X/4+3/4l6af//rXy/5GkBKtn0ZQi/1/urx0w5YdCGkkqwyoalqVEIkQEFc4GZMzItRWkBS8ARmQU8jmGyAoGoM6qqODI1SCCHhBB3RybwChGiZDd3DD1YOYARGcLTz11hGSHIKcYJE08ytJoK93MAtnZHytUGCIjBiW9BScQAREjyUPCwo6eUP3FV5EIGAmBXBYEZ9IjFm3EboKEFeB9GrwzEiMiIAMwkx53Gy8Vb20+TJ5UwRQSYSEjEZUmecy09JYmwvFEhQI0fHUKyKHsU6M0OIkoMI8cNrnzZucN4ROXbNUcfqv0jwvPNwgEbahzewTQz3XNhuxEQIyZ+mGkYjKXOn1hq+uWAFhxoDzaw5e3CeYDfERuVYHIrq/vw+0KyDzm5ubGHnCpj28X4goKAihoMZX9WJ0ZFGPAo8P6P36rIJjEdXqWpjiz2qqbnMtKGzuIly0rWR0QgWvpogITOBkZudpFpHpPGXOgFhLO50vN7d3w7A5XSarFYDc0Mis+VLrZjMGiD3VNpBIl1HYanuJlSXiMPRhBttJYskKEISJlJK3GnLFJBTM9SjQUa3C4qY91K7r+r4317Z6hHEsN901xsnUde6ec7/ZbL7+eoh5sCyt1kooMvRDl1JKuumFqB+EGc1bYs6d3IqMZhuDc/W5ttLMobLrfuxiLXiZ56JC3YYYsrC1alrdZZ0Y4t0PWxB3AAInAAJnAAVAxzBWW89/dEV3dh9z7tNF0FjRyBgjxMWwKVrThk29tEatIFikhKJwYmbMqq4KbVFVz0wfP378/PlzmIJ9/fXXv/nNb0IiFp+B61EUB+pY5rux74cuURqGfqrt0ersVQ0MxUkYgQCDk0gArtVVjYqnimQJQYgMSAugKhihAYSpHLi9JlKhKV2rECpQpNOs+190FwB2Jwf7NXkV7Uq9d1iL1/WfYCUo45ouQdEH+sqlj3rndO3BDECQGhICKiAYOiE4sqETEQI4NHRkIAzoJHo8R3dQAPD1/xCBOBlYNYVFOwbJqd9tUPhyPoUHl7MrgwMYowlUQ0QkV7DIunBAJKfVsQvxlYsRRBFgMgdpCkWBm7KiOgOmbv9mQ530PbYZy2E+dvWUfc5tOjqiuVHuxtzlri+lLuXSZbo2UPZqxhJtdnt1woqWKtoue42qv7bfV7QrSlXITaL3WdlGr2NmOJDJaxpg/CUGwyhVpZQ8biXlUi9LqUGqqrUQy1KqmbFaqc0cmoZrhjNLBCb1/TDPMxHX2gAgpUxEZj7Py+u8gO4QOPfxfGLmy2W6zNPlcjkez9v9DjmRgyMaYKtqCKW0rkMFJIParBsg547UKi6bm9tlvkSQbdUW6H5KaUcWEzQA4GtgRBIqpbitQbAMHk8p+r5YePV9T4ShdjpfjnEWANg4jrnvp2nKWYjg/v4+joplril1dSnRtwoBQJZEfScpRYqKElFGSCllTNn8XHSqzVoBr6lPdbpc7FJaQ2YiMK/zcmq2krEh+EyhxAibUCNTBGdopIpgpK6H1nrEPnUovTpWdUTsOsQJEMLHDtS9gXnMYcvFKFoIT+AdWghCni8XN1IigAqYBBIzAdPD4+evv/767u7uD3/4w88//xwORb/97W//8Ic/RLoSvsZ6x4t54+V9R7vNkKTrx81pKrVcdKnVwQjdiYgEiFeahveJm7Xmat7YNbjr4FCbkbEb6JqX50bg6KjKV3XKmnzDiBZAEKGjgYAnC10haDRk+EsPZWvl0V96LjSA1xkNo4asuRRXegahxEqTnAIGQychqIBA6KHGATcHBzPm5KBgzrDqZtDcXSX3tuZWoCNqfFDNgQVMi6q2Ygx9opQzovfL0lpbaRRuDQHcGRhzBkJzinAQAkZHbDYWfl3jcVRyMEeg6npWg3kppSQwqQVa9aaYd2lDzOztbBO2OnubkKzP5GXWuvRdzrl3RG2ujtfRKerOypohCgOGVX1CRGt07ZrWFeXm183X4XAImf44jgF/hh9xSimykeMHBeosItfgv6iJsVMrpUhvpZRY9l8JqPFo8TTiKzFvxpYwVpbhqBU9Gr8mA8a49OtxsqqZmTZblvL48jzPpZkfTsfcDRAehCRVrZgGHhl1jZnBtaqzqpnVppvNYGalatNS1dFBRAxwm39FrY5OXIQJPnz40OoSTPdAbdf+kf18PoczMjL//PPPOXcbpq5PuRuCy9YNQ/BdA0Ilkc0wbEYahuVymepSzFz6QQgkQZdZBJDcrKoqW/AL2AkVBJArgRugGjN3fd4hURrTuAHGpS3FK0ADN4VXFwAHchADNgRlrVUaYcWqVs2OSVJKKF1DOU7Ll4eXZVFKspg2cyc2hGbe3AGBmdkaqjPhmLr7rt9nESIgv9lvXpbp4bQcl0mtsnQiPSHudrvw8/j48WOsjz9//hzNeHAafg1dAcCe9F5wl0kYEwEkHwAOWphZQAwDuDZ3cmtuSNQQDKGxG7qTmTWFBbMmVFd3BzcGB6poxtRXRwe2tcEhB1jnK6RVReusxgDsRq8ZNwRrW/S6a4UrqcrIyNdSRWBOGQAQLJqs9bK/RuM4AQB6dLgg4JXdORowNCABj22CoTk6CGPmJIzkCIYVMBznwTF85+Mx3UGYHVibl9YICMFUW0eC5BG12sBrONKhM7+KJwEJGAHBHNx3U3ZCIARCIzY0B3DQ4ubmDdrZnL2RKXoF8qKgIC4JITszptRvdwP2Pp8vL09uJrk3pHmaW9NuGHP268B1VfwEPBRyv2i14qrLOctr9GZdpTxrYxXfG7VJRC6Xy/l8NjMmDhFv1LKgoSPiOI5hXBWuKVfENH50ULfCxN1ecwmj4wOAq4mziEi3Nm5BTYpCdp00r1SyqFzLsrjDyo8nenl5sWpd17Vq8YP6bsM5FW0NXM07h8syO3rzWrS5u8GWGdX9MpfLPE3LHKzOnJLklPuuLmd+va08ayI3ZGamVXsouPZT8OqT8/LyEveMpSoRbbfbzXZvZl2XgtNwc3Ojqv7aYGdJAGFO6aUUkSTkIoCEIkQMrZl5E3NVb1ackhDnlJDc1IndhViIU22YKJETMFJ1w7DIxfUSQXM2YjdxQEcz4gZYnKqL+mmzxZScpLpNiz/BeZqrIeT9rjR1EEBv6lWNBIklu7MqO/WM+z7fDT0TNKs3w44PMi11Wtzc0NRqUcPb25uHh4fTsuz3+49ffTX0/U8//XQ4HLqcp2m6nM85pS5nJkIAQ9yCDq65Fa/VTL2qlwnKzP1g3twlMKBVbqgA2pxUhHPHuUMEa1O12rQamqGTIzQDJVcEA6dXdS+GMR94aHgRIrEF0IEQyZUj+dktKpuvKBWtc9+aGvg6F+KrRUwgVr+SE6212OINcXcCXzNUBbxFd8egjgzQyAU0YixAEIS6MfPQ94KIAJ9ell/LwBlQwRHRolyhWCNrXrShtlIWBFxtctwBEAiBBYRreKUHIx5ffyOHsZETGqETNUYjUoIG7kALmRISGjqtXZ27FgQUlozQMPey3Q/U73t6+flv9XJqmplZm07Tgoj7ccxJ6VVeE51INCOBLgVwfp34RGSZphgM/dWwKQjZ13YphDtB3WbmWlYfzvKaTR8Ktdvb25eXl8PhEMSFcLnLOWPq7NV5ebPZXF3oAODaMV2h+usTiyfcXp2U+dWH/nrkxrcsy+KYEbEbenKIveHQ96Yw17X8pb7raqlmEu6DCMHkmpfplSS1yX1Xl1K0zbWAGpEiYnSbIXiMwsqw7kDdqO970xweh4FbBQhYa/3w4UNU/9ra27dvb29vP335Ep4Wob6MY2O73S7LorjGl1WrZkBEkduqquiOSIjWmgmGv5USSTM3U1U0Cfd1JpSE6EauTfVyKQUbykDIna2hCSvCQqunOKBjMgJVV4CK1lybQzNFbkANGDlxSrkbWMhV59JU3QEcyXytE0DCDmROZuDKCIQOrWmdq+kyXcBaLyI5AyZtUNWPx+Nut4uQt5CUvn//fhzHL1++xHsdqgB7vSU3tuZlKlWx1qqgy0Vrob5H+MVVOOzuwREZMlO3yZt9HjeJ3eql1FP78v0j+ZpYGqOZxzfbFTc3fN3iXW+ESG5hb3DdHhKYOb2yPX/Z/f3/38K85boHvP4Jr59jX+M54jmQLPJVBWqGotABZbMONbuOZFLmfZe+2Yy3iWi5sFuX83/+uH9+fj6eLwAolNUBkSTlAqhmzczTgNIVNYXSUof9PC9eSgOEnLtMoqrtOA99Rm2srSfPjD05QHMzwF4kK9Ni2FBcuoa0mEEiAlRHdGYz9sQuCLbIZOxzseIC6Y10by61fLpcCiS+eU/5+TgdxE+bHfXQCPWu62ut83wB1UwwDIkEEXFZqO+zEFjVhJJzj45lKsNN2u92APD48lJmTd1oOZdm5Xhh5p74MjcRyWlM1KtqN4B0+enwYma//e1v45LLOZ+my9KqE1ISEqEkiIhu2pdlrrwTlHyoM/Tj9u1XC+Kwf1NrnRYVsloWwdZ1CWF5mfEm9cM4fv7yyMw5Jwb425///B//4/88LbU2AOpJOiduoN6NvxWrps7CYzdtx6fp/HOZlEgAOfHk89457cbbLqMaI/2tzNrc5nk+Hl+m5fRwvGl0s9tfznUc77Lzpx9+8Dp//Or9pu8TURnf/vXnH4+H73fj+OZ21yVmdyYgWMZxHPrNPM+XeSmtoGyHfbe/6ZvZ3duPDw8P//DdPxyPR3B/e48fP3xMxKw+cBqIH07Pkzx++PBhOjx24u6tNJbcd7d7uFxevkw6XbZjnw3wsoyJb7a5x664/eAYRVwEExJaq4Hui+ScWTgnN50FLdtEsPhf/mn3zW9a9+4n6I7Y60YqUDnN2479Us2WpdVL9qOME25moPftCzt3kozzScZZMKeehmSOjRMx9dUQNVfTdtDD4Y9vuiTdtvpxpuN8eSt6IzmnzXE+XRzUcqEyYS1cPQsylS+3xRiwKThyAbEscJMEqNPWnp8Py6Wd2Nu82Yy7tN2/6L5rN7e3705Nf3h4ejjPM93pVhqzEmvYIcBsyTwpAPxfPn9++/btrrvRUq0ZSDoVfFyqQK3cFMWRBGgw6hYEoD0/QGlStUfcpzzmTkQaQcH0XMrzVOZmgEk5XZBU9WmnZCq1ZG1dLZ22zsNu1SVnT31BPhpMTlUypnwzHR3JgBphQ1EURXYQIgYgBhTHTCwG5CCx13BH8nDFBwAyaNWs67rNbtuNI3eJa0NtFrsqc3UApCjdr2YjAhHjY0BI7mBMZBQWpUrgEDwPByQQATVQc3ePtmLoh04Y6XxqgLSozS1Wxh7zhSM5OAG7qb3ag4CjJIQwwmJ2NUas4N5k3G6kInfIo3DpUp3YCkObVJujSkYxyZxzluCZzXPX9YmSKyBy4uzuQFhUw1LOaovZygzMbJ6XruuUuFa4AsnCzJKidbLXfJ24RUcW6kJ8NUo3s+UyxbiD5ABgviL92toqyXYcxtE0oSuzkMuKMBE2U5uNiMZxE7SPdRxLBCgGAJBTn7xVI0JJzI7VvUDVJpxQMkhvmBuiQbgViak7Ghhip9DIEIvzbL6o66WUSaujKnx5OpalIfn97s12u92MPapeLpfFbTsOw25zPB4i5ktEJHfb7dYBzOB0fiSilCSSqD0yeMNiLK3sXM+ruuDl5WVMcjweK3g33vYDuysR7ff71UC5Lgmtgp3Plc1bXagfrkd0vMLRjcaAHO/FdYIGAIOyTMd2HrRXJPRlQhSxpsucqnOrrMVrMwNjJmQgcl95cAou6yfRiZjWz2FjJzYFAHQQY1HD5rXp2YyKzjQzY/E6o529zQAVHYARABVTImEAd8Iwj1TwiqZb4Wnozs92fnlOSLthZLfL4emRz/r08KK6OL7My6JWzRdrmTdgzivzJmIdCMDG25u83XjOtelcay31OC1Pp1MFayAKXsEMUL0ZEoBOc+mZ+s3mJve7lDKvV15bFo00PHdAQIyJkUgbmQcfNZH0TD1gQmAkyZ2nNDu32qzpAmhqDmIQ7C2KLgzdAFuwwtGUHNGdgARA2GMTGKEV7gCKTkCG3u92m9tb7Dt1sERq0Mp8NFhqM0ckciAgNAd3wHWdIogaDDtyckExdEJDNgNSB3RCQEawlVxqgMDCXT9sxq5LfQ/V9DQv82mqZnqdbKNzXEOoUR3CG9+1xiVq7LE9XW38+h7FSRyTO3kln4uhAizFwQBQJHcpYRIXYkQRYkmIgmpgaG5qXtFyzuGWFQuHtsxtKYjMCEJADGZNVQ0w50yCkeYZfI9SZnc1M0RXTa0VIthuV1Nj1cbM02ViTgwYs0xrataIcmttHMdWF3ff3t60ZTmdD5ISe6pqS1VHdqCl1L5Lw3Zjr0GwgIzxJzNzy7sbq6U6QE4IkDyBYp0XhgzYq4wtbdzMSBgJczZPbohUURPYWc0WzFQRuu1cSnGCbouYJq31PCemXV+345AYz6fjdG7sreW0LJO7H08vYfe8wb0qmWNQOlJKSsrMQc569fahRBw0Xe16gFVOKG/2T09Ps7a7tzmNW/NGgDe7XV2WMk/NW9+nnBNiNVN4XTJeJQr2Gs4WI/9VAYqvKbmcfZmPy0EQ73JKvkyJkgB4mwcnEedmC5RkppiluyYMe1g5qBsDIBAgAwGwkyd2FUdEUrOuMCmRmlq7GKjpkSooKnkjaEBKAICkLE7oULkRIsDiXsBKAhVUt7rJeXzzJi3Lf/vz988/fZ8B5M17kvRg9Xh85mVWJMPsqVOw2kAM0MwJGZFgXRAjkA79hDQ3Pc/TZSlL8/OyPF8m4KToit4AFNUCmEHoCNMw7nf7u37TE0OrtVY3m06nxaz6KvqTcIwhJHMyZ4eMnIUH4Z1wZhIi5KSUyL1AKVZUQR0KpRg8DcjCqQUdvWY0RkusvWNHPiJlZgnCCCkhgTsagoU3DSH2Y8v9sbVjraxa52U6X86bsYTLMTAiR1xYc2BayRTrdBvJh465ObgbQnXz1tDckelXpIyqPi1NZHGgrrY3+3eiWoFz81KKAZujmaEQAMRkbeDuFkGxpAWBEYjMIOI5RKDv2Dn4bg2ataralBSMUhcImjFjRUzmWJTAtuPgBOKGiI7m1txcQXe5n6YJDRIxg821mVVm221viGhNMUInQiR397Isl9cch+PLSyDuQnQ6HC6XCyL2YbSkCma56wiQiIDB3a1VLQpmibgA9H1/MWtacjcAYTkeBIVyN00T8rLpB8mj6tmBiLk2AwBkRhZmAWQEFxHrtkbFHChlSdKlTY9d4culmaaUZdPSFoAqFAaEnBU3AACqRCPx2ZZS0QFw7PM0Py7GmEZCaXUhAux7dHDHWrXWyoChWPry5bAZ+5A3sogDLLWYQdd1p9NRRBhXFuvxeCzLEgKj3bgholAmBbrn7g8PD+fp0tzP56N0g3QbSMlduy6V5YLqWaTrUpgICnfnpUZDd2Wu0asYOJgW8Y4AQECBLO1ST+3i1KchMbsxp0G6lHBLRIAnrN68WkV2YLSwnEEwDvEZmSM4ypqPZ0TOHJ9RAIBuQQJKTkzJSQuDEzSykCIiIgNm46QghqS+4JkQ0ArpnKDuiDphkq6T1L29/Wo7ci3/8vs/fvrTH3yZ33/14XkrAgptcWBk7MK+HKG1hsBCSGCESI7gRg4/6SVXRcSltqk2dSzWFnQSbrDay2jA4GAAgMEGoTSbtzK3aZlrqa6T6mLWAJQIgRo6OhuaGKBjAskEg+CQ0yZ3vbCZraLCptYcDRkBHZUyvDIeMHSEbuwmVgayXZJdwh3zwDgICJm9+iauflqKCACz+nGpeL5YKbrM4mhay1IuKZySosmBkG6YKro7oEH0abFTBABIAERM5IRealNQQMLIPQUKZ4apNj1O56UkFvAOkKdamxkCE5HF0Bv7AUdYE0c48LtsTSAKhpkjMkPqNAuBW5s1MzB6zjyOohVcpRTXqlrdSrNWdPG6gBZlYTcBZyQJYiojCS/TUpe6nthEHZMRisjQca21zMXdURiQtdapOEOK9iFg+BDiuPvz83N8Pc75cFmL/FRmXpYK5lqb6toLpJSl67AUba0BV+AKPCtC7mqbpqL9QHkcgdC1aWulrV7JzIxETsQAIDxTbkkc0JJw148DVdlYdzn8/Imgrzi0tAXiiq0CuCRjiCtbZJvkZNPs2tStMM4upwKs5k110V6QepznstZjZHcvpS7alvk0T+fL5YSITctl0mmenZgSzfOMiK4WDnPRB4XaGX9lf3y5XGJB8eXLp37YDH1fSjkeD1uWLFzLkpMkJl1nEYfVtYZSgngdApu/IrbX4hXbWH1NwK20YHNYDI6C1lK+DHnY5n6X81Y6JuqqTVKmMhEmAzivgwiYmSkEVhFTi0ZjT46KrwQYHDQjOYETgRGrgLJXNgUzBAZCQ3ciR2nO6pYXBySoiXVLdL8Z91kyeS8iIm/GTXL32v7lj//2+cc/W5v3/+G7HjEnaQYAVlvrMRFKqyYQdinEYGwrm/PTPMvSkKmtUmgBYuiTAjmCIhn4dYfnCMvi56WAHg9qtDQrtbkpgiYpjspsHqbnhBT+yMQACSERMhNzQhZgXsrUtE21nUqdm6kBMDPhRPLatxhBmGqZeKU69x3fZLzr0469hyroglYRKIw8wRGAzcERl1bheD4uC6qBeUIQJJeuGDADkJgZGDCHI7Hb6ouzCtkjWtHIt6kzgJbsguXc5rmpo7nVpjF8MKAb4mzWKi7a/vbjT5wyEEaTicyEyLb6o6ODYwi6PLaeXdMEDGRsWCJv1s0CB5AOEZiEbGQ0QheE+nLQVrzOWiZti5YzOJnj8VKszuzeMSUWIUgsXde9PB7iZDbUQKaIEJm01WWepmUOTpa+SkNutvdhjRBrr+AZBaMqCFBrlM40xSqt2yUArNAi34wwmjVMfUdEKfdz0+Nc3BHSUIGYOyOphtVJuMs9WS0XPZdmICgsmNK6hSEmopkzCjoCkLj0KeUN956Hp1Oh3Cnlypmli3T0Rdh0bQwla5cG6hYrE2gTgrwtWVu7nGopS62qZOd5aFOX++3dHjewzNN0PKE3Eamtcgqn+TaXeZ4WSiJCkY4xnS+bzWYtHK11XRehZCGBivYq5zyO4zLXcUMisjRflqUvi3Cu2m5ubrDt5gliU0YCRITAOfO1n4Jfhb8FhnVVel75a+ATI7C2cqw6nbrhphs2SfIwjF1OJNK3ZdTj4IuZuNVJ906AqkDsQcGLhZivKzIiY8b0Ss1Lq095AzN1M/Di1sBB2BDAXR29uTWzhtwcBwUkUkuAfZKbvr/fDD1RFxQ8hr/7+utm3sz++Oc/P/z1T5ev7vc73BIjJlNttphTRmOUVZHh5BTJpo4Oi6SKhI6G5OCASMQorOqGYTIcwhtcyzyn2dSmSZpzMzIAImcqjo1EAQHJ1rnREYgBiSLHBtWxqJ6XslScL1NVn2qd1IuBMa/pp69M9eu0hWAINnRpO8h+7Pe9DFCxKWkVMiXw4FA5sa0FB53TqdRL0ywizIs5A6WU3BSSILKF0xcAIjkSEAEYGjogEYIrOiHQJo9EpG6JZ1Azm5u5EzVtjghEBgQOQATIwnI+X5ICMAXun9iJiPGVGPtqcQ/swTy+zanrB8l9dbs0rwZzdYe2lOYIiB2kRNCFYqwBwEDeCnDhNKHW3nbYZmqzTud6OVhZzL1ULe59AiRpxcaxF+JS59ZK13VCbLVUMI8YxTV4GyCyCBhVK0AWoVqt1mWeL+ezvrw8RWO1LEv0F8w71ZqUARCsMSRhBGNDNbOu69SAckdFj1OhnNPmprQKzpBGZCxGzVvHHUtitQogKCgdiqijOyITinjOLEJAauZITNSnzpzevf2wqAKnaugokBmRnQnaa2q4GnGSNFvpUAuDdon32+Hy8uXwBdyalflyuRzKwulZcrrZDLd394LQ6pQY5umIxO42TcHSUrZkprsPu6swM+p7SMERMYq4iAhxlPXA06ZprgogKXGbLxcz4CRgLSe2Kst89oZpM3ISQEgigaxH63T9Kfh6C0TsmntIPY5dD60ux3PzU25t9NYx1dOXkpN0GcC71jaoBKLuBx9dARFQlUzXmGL3CGz3MPF+bRcUFDJYU1JVreiK5smADJEgbGqwWXjwApELqBCDq0FblcXEwIKM5uTYqtfm283+N7/93am1n3/8cfr0WAqq0dCNRCyrL652qV+rFbJ7XKuIDpTGX2qDu7oDMKO4F4xxCSAIlCuLQJJpU3NkYE7kEW2NBdSIgdhXGlXwp0zBAVwRKtik3pqe3eg1Y7g6NBYQdCKjdZxbr2jANcTCOQJnkLORVEQwZCM0Eg4tfXCwVothAISuH8/zBAApZePUSgWAkRKaMaxsLldD8asoEYlsFVOHDNIJaOh6Eg5HwWWpc23Q7Ne5OObRdjKIEKWUexZxhKYOAG5Gq+XFKq2GWGAFYR/gq+Fm3O7SMDagc9HzUg/zzHPV8xkQgROiK7hqq6qquulvWSunQrbNqD20BEW84jJdjo/T6eh10WVupVqE3aR+3NwwQT00rRXUFGFZ5q2MmUmkWwEKFmYmYXIMX1pGAvNW6uV0nqbpdDiO40hEQRAdhiGxCLHWFq8kiydCYmrV1GovG3UkFpB8Pl/6jvthY/MExpR7YqwKpoaS+pSlt2VZTLJJRsnmpgbM3CRz7iQld9dS3FcnuUz49vbmMC+XRSE2O4TETCJgBkRMDGyKiIhKyA21TONmoF4yNi8XW07nOpWlLIafH18cKf/um7fvP253m8PzQ1suL4cnZqx1OV9O4RoasPenT5+WZTm+HN6+fRurupj7wkJnnudIEoLXINiU0uF8wvO0v70TyZfLWVU3u93x5ZkR53k6H46JsRdOmRkguP7RN13bq6D746so/boQZOZE2neASGedYZmHrts2SdWX81kHgbEHSZ3jDpApO8IXLYjokYGiXTJjtzhyiXgVCoOu7GvEJQyQTcUbmbKHxo61aENvgTkgAbORK2AjAjMGcPUJcKp6WQyFyZFoVL88PL88nM/cj++/+S3048/ff1LsFukzpDyIAJF5rVWYo2o6oiAoxjYeVxrAOu63UNSRueuqpHF3/rW/FSqquzkDG1I1LK3OreI4GJGHw4KHZtjc0QLNB3eHZg1UURu6MrMBoQiIGLETNXV1E1/JzHi11kJS4OOyEBGSLEriJoqCWVwbkQglBFRXqwZEQOxUiBMRFUNGRxZ3PywL+lK1UcqdSHMo8wKEItJKCTtABzf3KJPA/Pxy4CQ5Z+n62zum3L0cDofLNPT9VEtdGuWOJEd5ctBEWFr16FOQyM3MyAycgTBik4LjikyI6NWwhCW09yTcJwDSNs28KJJb7FyASYghAeg8MzGnxNC2ifZDGslIF/F6edodu8dyPs98usBJWzvPPqS+OhLJMO4BYGmzGCYhcK2tAkDu+9T1DqCAiFiWMgxDuOWklFT14eFhmqarOx0AhI1fCH1JzQzGccwpX05nRM5dv5TaWmNxEhlubnzYVvfKeXO3b5dC0pcyN2v9uM9dV602TGnsKuDL0sSYcwLmxVynyqPVsuSU+r7X2pbLmZm3w+ZSGm/GYfDJsaACMAlj5p2sV7urCQJmkTwy5Pmgu0ESWPYyYNsP6efv7afvf6jcGcLD4bz825/PH99+/f7Nu48f5/OBBC/nF54wZQmFdpfSsNmQc0rp7f2bAOzC+Wt5BdrneX55eZlTDprun/70p29+83FLpM3NWkq8u7nt8mDgRKi1IdgwdEJrAeq6LvilV8VSMF3DgXO73Z5Op/hBd3d3fd8fDgfGdj48Ava/eXffFj89PX95+Dx28u7+jlCXy+VY6kQi2/0+7ZrZm54u89LKIgSsyRY05iRdJqoO4A2QhRgEzEyr5tvcLspL2/V5C0RLqaVoLQWsMrckCtgAFsdKJCiLenPoMOecq/qnl+nwdEkOAlhbW6zN1iZApb7f81e7m5+fFjhMx/plhE54aMsUSglQWUDXizDWDiEFK/i61tQo346mi7NFY0OwtlgeYXvVnQjRuRl4M3JyFpFUzFpTJXUAdOI1UwuMBQBCMkwUY2aYFyMAKKG5qrspRmXvSlkbl6DwOCige+Kcjq1dnhdCFfDY+QuF3sDUGcg5ag0CqCrgmqRK7qtCiLg3ADBo1VURUBCQshBWi1k3NIgADkCIxhW5Nq/eBIgl9cMw19KpOTjBausJAG6IDIjYVAEA0dzcwMCJmbNwM3Vgd7OwUgV0dwXXAiU1wEWRFKWBWzFUE2cECn97jOUogAOggBCSW4fa92m76beC4mUUXsabzbB/fnoAeVYelsu51nqpF59bMXQ1Q0ISA7XglgDC6/MPFydEtLZ+CMA1bANaXdxaLbO7JyEi6rIkoSQkjLU2M7PWORu6IkkiViE1IyDgjCSE5o7K7JTKcmHmftiyUJdEEmFZFl/j4pCkiShnQFZyVRWAcJ0upQj4pu9udvthsz1PS0WaDA6lPhe9mM3tQp4y9+COboQxoDi5M8Dt7f5+N24y6f22HG+PL4+bToacfvrbw2633Y5DJ36p/nSa7nf99uZ+sxnrcjatoK22El4UXddpg3meCTDIVimllhIi3t7eonlQ0tz8dDpFGFoMxdgxxhbcrdUldAKqatZiJ9ilHFz58BG7IlOBasFr0m2YsnZdF1SGvu9JJirg2qBMVKgDpUzbXrSekAkJMpshWJvsgmro9mlg4TwYtjIfWy05pY42CcFDY4vOTCIpC5t1j2nm3jYpv5X+LeWuqC/VzF6m89HKc13Obi4MIhVpgQrI0RBVtAXcAdSNDRJSBaiIlbgxGUR4nf6f/5f/9V/+5V+O33//82z5O7i9vVWk2kqpCCQkDEJKugCQGyBmS6sg2R0RXltAYF+h4FdyFvg6CcL1hsgeVzcBOPs65wCBkwOhs0OJzFADIHZAXY1aDGANndFY668UJhBsAJHq5wYEKB7CPiKFkBA6gDEgoIm7OqA7k7licwq7PXUDQkJzJHc1wFA54IZXOqkaKBJRZkYS9lbtVUpNsaRzQoRC3FpzrX106RgUOmjqSMCEROhgCoCGiLgS9dcQeEBCNAFndjAyIEZnJHYARXD35/NyUeCssXxtgEvz6bVgQ6i/X90cAIE4AQGBIzCnPndj13NyGxJ1wwjcLUaLJ8h7687T4QBNJ8dSWyZKqUMCtOLWIhhKSIQIHcAQzBUc3K/uCzHLBLj766CKuJbiPubVzFqpBKjNEwkhEJEZKAARo3QRWmTExpL7se/7nDMzCgEzta55t8xlcUBjNMogCZDVvaIWhbETAPDWEsvNzc3b27uU0mYYG8lZjaZ5OR7nuQKYgkZ2ACI4BAAJDEgInfCwGW93Q/Ibu787Pe8YHJmeTji3Mp9Ou6Hb3t5s7t8MY0YrZi11G4KGYFZLWRZ3Y+bN7c08z9Y09g+1VnqVPbWlROmf5/np6YmIdrvdy/Nxv993QzazWhetSaFezufXcQ9ku+373TAMrqGLXIVHYf8QHdbVYiXUoFfXsHEcF50REbSZNTTomLpM213XbHFu7uagoI1UBEvC1JejA0KdaNz1eWu5Z1KoS70cq1Mxd0R/hfndvaWS2LLIvu9vJW0rcIlpq7WpHebm3hzFBNVtUUuyCSBMjUIpXQzYQBgNSR1MRIUQQdDB7F3X67flryyn0+nnv3z/8NPPN/d3d2/urTUSN3Ot1tCNmCUziWt9RWHCC8E9nOp8BY1ePQkdfKV8XgV9v9z8F++XWDHwus6DIPIAMbqZE1AMlYSRkuVuCOH8Ff9EqADh9uAY7EtAAzESu64m12nKY7VnBOpODuBmgACGDIZs7Iim4ArATMF4uxAzIxUFYiYmaOw6sxvhdZuA4VvjrguLGajV1nTSi1pb5rm+op5MTETqiGulRxEBa64mhMLIgG6lTZpyHzllgZGxCAI284M5LxWbORIgKmB1b6YgyUPbgkGEWZ+ZYdA8rICXqlOtjJDBz9OchWeXC/Wt3/OAks9g0gvWMpuWqJUObq3UqqqVVl8dJhK0hu6MRImuWqfoFKIqAUBUq1hRhYwZEQmqqleeCKA2JRLN6s4U9lvqjV1BlMgkAcmHt9t+yBGPGpcco7H69PDFkIwiMyo5SSxfL63wpk+cECSnPGxuOHXatB9GRWqqqamISHYgxpRtAVgjfgOUjtpF1X1pUBQlJcwD95tue7u5nW8+6vPDl8PLoy3tXmF2ng1YPXejeGFz8OrEWTpiEGIn7vsebGWrm1mXMyLWWrucY4iO7LzwzPrp08+57ySnKxmd0dGtllJKcYTVoyYlSOAIrdW4W9Sm+Eu88nFCxDsSgjsRaRrrIiYARsJMuRfpRLUsWo7LdJoX1dT1uNl2fZ8+ZH0+nacLZPb7t2+727uzyfN8bq01EAWoDsEQDLD/7JqaZ0jPWTN3c4OshojnpZRam3tTb80U1YgBXJq7O1sIiKmRmzsSCKIBxnAVqc8ILuTTYXr79u3t7f7nTz/+8Y9/uPzwt8vhuS7nm7f3mDLlpEgKYBRePVBrYDQrE82jRcCAz34RGMMKXaFrA2fwNV6WAc3XoYIRDJDcGVzAGYwB2K7R2avmNC69ONAD0aKwV3V4jcpB/+WThgAcZcsRAFjBX1E1FIVVN2hmQOigaAigzEzg5IYGrgZQkZg5weUkfYfrdgDQdNHpUmq/2ZoCEPqrLNLdEOjizikjSGnVyqJ1MXdKYmZoFmYQ4UIK4KhNEjRzQuiy7MYhEZZ5nqYJQcFA41uYVj8soDru6mpV4k5oZg6ElJupY/SW7uCvPmvk5ABUXbW1c3WevJRCZvPl3A9ZVQ+Nm4yUk8noKuOWL4fDcj40aODFSimXCeok4DmxSEYAQTIUZwtxeGutthai6Cw5FvN5szomR6wdEWXhLFxrMa1aU8G5VWdecouZEs2x1VZBF+JKDCBAEilPMUY1q2bW1M1ak64BGzFIh6lHEUNyg2k+DzwyE5EVSg2TYnIHc2xmtWiprTkAEqaMubOl4DV44/VVM0gKbVI7TFpaA9XSsEhPw+3mnfM49vv9dHj8y6fPx+PLb97ffrzbU0fgbFagKbp3nHMnnaRTmVOK8KvVW66W4u6Hw+Hm3S4kNcx8f39/f38fMvLVvUdNsbS6cNflTiQRoC3LssyXy+kcaJSIPB9f1udsa38eXUMQ2f31ox5rQUQEbuiUKQlJfHaNcPJyXC5Tu5yXuRRzU4JsNCN0dx2n7CeCxLqj1ol703MQkZmFUyaq6qXV5q6mfmy1lkOdiC4n41SVAVF4tjaRTwiNUzOA4kjQcWZfXscuxFgUCLpTheB2OSI6GSKSu7nx2Icj082b+7/nf//TT8Pj55++/OH3y/Jttx03u5tu3EjKRgitmduiDgCChIi0vs2rnDhu9OqOGwULtQE4GuEq/V63eE4OZhhjhRmZhQVNsuSvEL1GZDtEhDORX5UAyvAKnxFHbwVA6OFYieyr4ad6i2hTALWwTDRwMyNUM0JEh0ZAoBpidHcDNXJgBkG86aQbcspDA1QWl+64VC0VtCFxeG/YtZd0nwEzkbAAkpkiaJeECebLVGsFUxARQgBoZqbVGMGdCFLisctDSpp4SDzXUqqaWm3ViIDRiQFx6gdVJf//lfWnS5IkyZYmdngRUVUz8yUiMirzVtXtOz09WGgwL4CXweviBUAAZnoGdJeqrFxic7dFVUV4wQ8xj6qmNkrKcCffzVRFWJjP+U6ICCjMDAgRsZFlj0xiIL+PbKmO4Swsc0+/tt6ou7X02HbzxE2L08SlNrF4pLKbr9uebB5oWztf+vUitinnaZ4Oh8OorZR8FHeDQDfaNAAGROH7/TP+T/9wUsAQBEWnTh6DVZDCY/XNPmLTAOMxvOXX1zOxaKm1VmGO8G5tbRkyB9i5pFSWJbWMCCLodGPprY8F77zFpFAq19W2sNe9XZv1oM7qkIwoXPMOyKUgGpi7SI/Aecfeb4VCMn1vm4vX4/GH6qyxbo0lHS9bm18uivTDNHGId/RdMjCBMkOCC4uIsoxV4zuu53q92jsbagMAg2g4xA3uvq6rW6NGaT7PEzM/Pz/DHR7ufrm+ssrxeByww+9UxXyLZR+n7/GzxoL1j534qiqqxIWTI2wL862d+9ZhmHSZKrlyl9h7i1tFfDwefqjLzryfP/WImJ5Pevi0rjRRrSVUSyE1dlfPqBBHY3Q41rRbZJAj6WwtSgnRhMABpxKiUYheBv4SRBANJjCPc1BEZMSw0SDAGeQRdWrRPWI6zj+efjqcSqn0699+Pn/+bVuPsC6J6Uji6mndfStgZhviDuj31QrjqMN37ubbIW+sEhExyHeSkOSkZIQTgzIJPugWHCGJ7KNFBQcR0t/qJdb798wMgmT6sMYa3ems35v7SMeomSgUCMpMFwogdDiEY5AZ4IBQgJDedlJNVQoiCyUuSpPIh8PxcDhwXVpmcEmdWVv32D0DmRSjuPM3vYazdOJAMBOXSozx54lStwgHJZSFCJndLYzva2x6325XrkWZDlNVpiu1tjWEhQtMnNNAqUvPTGRVoaSGTkiloLfo3bsu437OTkeIAEEcbEDnNE93r2W+IYMo5kOwNCLjQo81v30x0j2DusXe9nXLvVfK6GZSRiHNb9mPlGxvm/nYwOPttf+uq/6+a40s+1rGEx/JybgDOVlqz3QkkZAwCSdzT6Tn3tqACEvRkQi/md9apzJlcrA4F7CASrBkgg7H3boBM2MPfDmv1vyg5O672zWxAiGFRBy5W6hUosEyIhBF3KVzwWrWdzMBJA1GQRNVLdLy/NoJNC1FWHNv3b68nh+melBdauVSJFOFkGjbzsMX5vE9uhFv6NFB6Rskr23bXl9fz+fzcjzs++7uwsjM7Xr9nj7r7iKcmaNQGhL2ZVlGXMVbI4aIaKxN40vGCzFQP+u6ZhKRECuReMASe9juzYUcRMIilXf2ltaamkDWqszQ1sLvVI2ZufRtHfYHmjLATHf920OegiyLMWDW194aRRTZmxrIQRJcoBVcjLglaQNRsIRQUARJJiUEd8Xl3XImQIZRxmvftFCZJsoM2+sy/+lPf/zw7vk//u1fzeL8+et2Xpfjw3I81TKzyMbByQJhMMPo/p1JRAhBLsycTG/kXtQwSoxTVr75DZOCBIh75cTpCEcGAiUSgCPvQaP3dhUJ8xsylChyIAIBuFTca3geCoYhpfJocke5+13KitB8E90OBVnCCZqZbkaADskW7iKdKjwJijBJes9MMKMQGEkRYwb59t84uwJFzaObl/QipODo3XtjEQAIy3QWQoKNLHokhJWI+t5ebtdN+OFwXJZpmWeLvHFPizR3bpHFMvjwPpg4AeUMj3QKh4qHAXem6huRGUB090xheDIEFEyI6IlaxLv3TKkTpLiHUbJM8Y0D8AQS4WmehBSR6C3vTTQBKJNymDKBYVIbR4+IGC6c0V75x9Vq8KcmWUYXU4iCuIrWWkOntQUAYmYpKrUTBai71Tq757dvr816Eum8sJaG5OlAOeCGmqQORnKAQqb01IJaZrZ22W77+ToxmNETu7Avs0y1FN3cwhz3dUpAYyg4LPY5VQ3i9KEHVmIVraDoX34/PD79k9D5919+/+u/nb9+9UWPH55fzq+ah+kwCUlG9xa37Xa73R7lSUQGUe+OORUhosH2GsRUVR1K0YgQKWY3M9O5Dpk7gLlO37581Vr0H+K1h0TzdDqNdRBjpk40XpHRKMzMdV3pLTJy33etSsQAeyAyLNzCdxgVaubeW0dgJ1ww+SyVD0vfr6+2bSumPLxfihp83TfOiAx3R+vBAiYRIeG8RkYQCZRCqac1QleRw+Peet96psxSKoqaRTO5B6FnJKcDSE8Eh5AEYsQuD3IgI4AM5Y7wcImsTPNhUn6Yqwr+5dOvv/3t51/2y6+X+eH0w8cP7z8eTsdrdAYnhZBkaHLe6eVJ99PnYHW+tbeL3w25mU7JSYm4d57AmUhOz3uhkshBzwSDRpWQlAlOhoIy+C03PjkY6QD2t0yue+jOWIcyOBwwJhA70imdKHXjpDQNKFc4AaRKVcpUqzKRh/ed3OpcT3V+epwf/UK9J5i03DK+Xs7nFsa8UXj6OEKwZQEoHJkHoHtzAis5vKUjaZKlJD3VuUXva7xsPVRTl5wf3H7v4cZlkmOpxam8Nn5tvK6rU3F6cCXn4Ukklpzbb7F1D456LGU66YHc2LsgkLuleWGb6yblErFZ/mlPuEkQpUqymwq4KDKmgAVFswhOFCEOR/7l8X/q5Y/76bf++lm31/rhpX355fPnvz0cDz4Xg95uazZTkROIQK9TZGaaZ/RuDUCQgspc5mEbnOt0u916dxUK99dXfjy8O2mdlI9LPTwuMlmbOrhfGXtWohPxIf0w5XLg5X9//jckc1TKIxtLjP4mLTjtEbu7C0DOQikBoufLeZyCG0VXjdMjgISXUgQjcxjkIb09R6YHu7EIBIHsGf4WTNLMwQBXyyQi1re6ZYLuu1/mSeVJ5DYfb9++/O9//fR+Lufnrf3wfJqkt9u+XqztoNj+sp4en0spt9varC/LJEsBkpU8rCy8364iePdDSVtbO3/7uhNRuK1rK6U0b3BMhykyRwvFm5tZ75uwC3sW0cN0VHr99nq+nCct83zIzA/P77Zt/eH5BMR6uyZ69jX7ReXBt7WV22i9r/uGpINq4blu0VrzkUsGX3nf41z4Y9GipSykO/b98unW41afGz+uoeZFWItoZQiHRr/MgUm84Ea2o4cTd532Ujb5ECdQrNgutP62nPen1tTn/Z8VubjP1uZtW9Z9iajptWg3v2XciPdarE5W52Ceb+vbDsgG8qwotejjjOM/P/zh+cMf//Kv/8f5b3+7/PtLvv729HDK//E/CShHlJuoMlFkRNTl0JM6xEhDS+hEWpPksFURJYpuq0WrCuEUdyXZuhlzn+qm85bUCSxyaokxccrg6OSuyMpCTolMUSoluOyJgCTJ88WDyYVawYrsyPQgQzoqLZMog0ESTFRUmXIQDSOGJglhbqCIhIoCxCSspRQpyiqZ0iP63ta9XxyvFheLNTJIQUgQAknIGCot4D4YdxJh4WT2bOZWURNBlETJiXALQoTXUkYWbXPzgCOFBOByXOBuvnfv5hGerAJB47yrIpgyMyzITWCCFGZl7pGxm0gepE4q3DuNmVeOknf0t6hHJ4YQkYgjPIYGN5ZawcuRP8QktE1x5mu7+vVl286XrSnLOJiUOiGi917qgkwXT0gSm1kEtmaBZuZTBcsATrowq2rRp2lwk5TLXJbTooeD1Dol71RDhauiKEU1lwDGIYAgg2eVfJf2r22PIfghgkf2YCgJKCsPzwDScY/DYebe9wAJ8yiiKAORiYQSGKyjx8tEUGZWaa3dRblEPEovEBIzzSGsE/QxivtE2KrEbertalIa2CHCpWqdIExJuW/bbdtgZuBhE4kxviPCG7sdtRYSFilfP78MOtjhcBhakJH3MTro45Q3HIWn0+lwOPBcW7PW2vV6XdfVS42AMGKO9Xqdqi5LmaYJKFp4nudPv3/LJOZ9tLSadSS5ezPf933rLfxOxRKRMtXvTejhVUYGbHfskJ1oDu5gHpKl0SdOULbIzCqpQiQiyepqu0taEolQIZ10BFn1QqERHMbhRWjR+bnoUcWtmaekDyqcWY9w47sn+K1o/z4Vwel0YkRVJsTnZT5//XJ9+Xb9/Xfs+/z++Q8/fGBSa7sjDvNyOp66Rbg3t2Qf92VYOGhtbtIVzmGFs6gW5kjydPEMD2JkuIKTQCFKHBBOF3fJVECJlBNI8xzaAENrYCcmZmAc73BP0coc0Jjjw1EdHImIRFAq0pU9mYMhsHuQXxDCzD0YScIKBMEyNjNZ1xe3FrnZfvO8Zq5JO6QxQ+numQMSOVpDA4h2/2XeEpAGeQgZTCmMQBoGdsWImITHF0RED2tIwIhoIQqOJKKAIAke4ZTZBZnCgrtqxqwkJpEJXklYpIVrz9IzKtNUB5kZQySVTIQEZ8LdmUlEhJIjEJ3CGCmeRUiOi0xEbdqroO/e9vOv/eJb3nqpfTlyEQGoo5XpOA4aUruWbcSdhvm2e1j4QaQsx7IAGICnUk+UTt6THHyn46f3ueotmIdKTBCCTpnhCrknG4EhDBcwAezekwbEJ7ITwyhEC0f3IZvK8MhIJkURLuERRMgk4rF2D5XuLp2ZAYv7CZp4cP357QSS92m3JIio6sFQe4qCGOTIzXuL1tut9FbWjTE9aj0tdUIIaNdvl9tt+L1LraN/FzHCEJFBt70R5bIsqtoC1+v1dru9f//+dDqNPKFa6+12+/jx4zhr+11OTGa2rutpmSJsDDq2bWtru1xuhOi9f/v8uU7648f3WoSR01yY0ZqNvv7Yj0dIKAkP/b27W7/3H6dlnpgjAn3PTCrBIhK75lzRyLakAmLHMKNQBBl5nWfzBusqpsKcPVtGX2ccIruBVWgiHdMWTkyZFC7RKUwlj/P0/HB6WpbtdgnCEqF7y+vaWuvWhRii9+zQvHMJhoyoeSigdf7hx5+enx9fv3z5y7//67eff8avv29b+21tp3mehA/L9KDTAnl+ON42k33belr2RAal0EgwdWRUwbJMz8dDYUrv1+s1Iygy4STMCAVDAzTa/13DJsKx6lFFhUoprful22W3LSxYRZQgo23pb4BuyuBMiZzSyJ2a5+j8CtJIszcuE4eHO4hZK1NGBOGeltwR1M29u/t1vQZ1C/TEDuokXcRUiIsnAmO5IwEFYpBjzCMJzBpE0RvC5loedKLdQNZzh5t1CxBDwOzuBEkGKSPZ7zw1rLdXVdbCpTAIEQjv7n6HTVNEGizJc1Z9mvQo0wRXju55M7s6Wic3vwkPM9LwNjlhtC19sPEzyIK8S8bQpKzbBSosxABpnQ6Pp/c/MauWOW7n7OuN+RLQlKkUEaFSRUSJpzn73Mu6btvNW79er0nEqtM0j36wMu37znNlkEQnM0g22+mWu5TD4/tb5z1h6aPFmZSGLFkATkoQZxCE8dbJECYmokBkpz1YICatCRcVEcpEeI68jjv2lQC5b8qjG0206T7G1BFhkZkpWdi5cCECBTGSiTVHeSVow5i+lCp41Iao1izNM262fb6sJbCcjk/TNEdm73Q47L1HRK1VRbe2j1iKiGDhAMzTvV/XLhKX6zoUat9B+EMQfz6fvyNfRrEzsA0+5FiZyjJN9Xq9Xq9Xd2fQvNRv51e94nhcHk/H5NibsWAIr4ZifsLyJo7jUjiZ0JTQPAPupUzzfGi7JZx55zqRGqacykIVl3XTnCOsp0ewkyTSSRZI9qjhD5WOzIoMhilbxiVzdRJWZdHwqZOCKzdyJzeNnViSApyhrkshFQ2E6G7DZYgk9EGcpX+QHYABWPTuQe5F5PT0fDgddZ5+e373t98+5fW2/dt/bIA+nH788H4Jxtb/5V/+RZQkcInt1jZvAjUuasqRyQhlnosuc11EsnNsLbNzzzAPFQM7JRlWdMmQNIU/TPLDPD0uZRIupWzmXy8bd4dDSZNrsGTuERkUGQA5j5+VHmsr5iVQiVSZmIOg1F3YGRyRBKgmEX+fZAWBIpPS3H0P9RZDDyEazCESXIIkiPqdd0oD85kMRHKyu5MwKXt6785h02l5fnyQ5mhtv+grsod1bxnC4d1TBCqFiiZTBHp4RIQ1Sa6WHqQESSuRBbkSUzrcwxsZCnQp+jgvPxymGl0yALSgl719veyXddsPep9ZgCIJSKfgxIBKZO+UqRkT5VSKMr96F+FMjAkm62F5V+rh8fHDj+360l4/0369sZckqXWZTmEdJFRKVa3p07TM66H1rTVLv0cKzqUO7VV4drLjMi9lziG8ik4umTiUugRtQYm09FAPLWDWfY5RxIJd8rvde5gCFCbpFJ3cqDsDGwqnplYWfpPTtWxBRA4SuLEKcTJLShKYgyiTQEwRjuShZMB9MxrSm9FCZVC2zQNJzFoXmZUqS5H1YbkdF/vye3t9uTWPZJEprfd9M/zdELPtt+vtlpnD0iwit+1mHhF0XRsRbXscDwczG6XWmOsty7Isy88//zzP8/F4HGFod3Vbreu6jnTVw+Hw8vLqyFLK8Xhcpnmef9v3begKwdLdbO2ttX3fu1vrtu1tzPFFyg8//MChqhTIkmC+48OC4N0ynfueUmNvwmU6PE1Iy+boQR4oAUriINq3jVo/Uf6xLD8+zCfRZAqZ/+3LKzbvPV1pZsnmnJUiyTsyKJ0B9762/Hz1zWphUdUkad4oQ5MW4iTy0bj+HvXwxleY5kN4t948fMssWo7vnn9UfXz48OXTp99+/iu+fbXPL7/c9tuXl1pVWl9Ox/lwPBJFxG1fgwCt/bhQeGRocG8STUIKzI48Aq7cESOlmQnE2BjCEE+FHyDPineFFc6ZJXOP9tIaWlBqwj1S6B4xE4MBiiiRU5r0fiR+nOvjPM9TIaGAq0YWIiZ4eN5LjrtBwTPuF6owCwelE92gYCVmaAmWAJmnuY3BJxNLUL4JMgNgkmHjGIKRe44Y4+HhSK10EZCZN9v23bulADqkYQSQMCQ5GYEyzbBuffdbi/SJhoyL9igZOeAYSBEEITgxlTI5BCkiU3JA9i0Nbb2PCdmQwZFgBzKjEHlvFF4yTqWcajkWVZZ3j3Mk3fb2clm37MnK81GWh7Bdj4+6HNv587a+cvjAqlUQJw1tlKoIhEFF5FJenGwAvYa4lzxgdt2+FX4oemJObx4RZHCZ2uWGqEIiGntvLddNMzmOqUkIwOnNGZHj2W7pzhmVYimsovcXpixBADqChUDE7uHuYAHgSUTOw3vKTkQRryJCUob07p7WS8CdvsURQWAfo9aE1InCHD54QQV6mg4Lng/drvve1l0YLEWmaSoTM3/+8vPwxLTWtu02FqmBPPaMiAAYws3ATDId5kKqejqdRGSe5zFgfXx8/OWXX5h5oGa+a0TMjJWFWaWMM+M8z88Pjz/++OOnT59qrWZ9a3a+rYXJw9Z1nUolYXIeJnMLH+Sf5fgQEYEc746FoJnNdWLm9IDbvt0arpPU5fhu4kfj7JwjiieJg5SIPHpBHEU+SPmJdYkAkxWsj/XK68saqhxcpkA1IUaPxkCyEMLDzvu+2f6ych2QD1b33HdL94wBb6B/SED++6OHs6gyee/jUqFSy+l0LMfnx8cf37//9Osvv//tb/by7ev5FcJ93T5+/PjjTz8tp+OU3aztYdlWryEgREbCNu5FajGOLKoMwp3NbjEm4+I0iRALOrmxoURVS7KmpZRACWNrHDTiwsyjaDo5PEGWFILQTE2f0x7r9PFQn491ViXyJNVJeBEBsyFHazmBGHlQDmDcXpSUwuQER00QgeHDXJRxN7/SQCgmD3DEcAtCRCwjuqekiHBE69v5TMsJFTTN9SGOzXtD9z1a9ko1A2lu1JGRRUSECxcCBMIhSOlZI4q7WIiSB4OJpTA401trF8rPaAfCrKKqPXlt1hHQIgQG29DQ0zAiReaQ+Scjl1reHQ4flsNMxJnbQgEqoq1HczQooCS0d3AhftRSSm6zt+sF1pr9k3BE3DnuQRTp7oghFwpyT9sTkUEZ6W1tfd1uWsBIj27pyPCeXcs7UjkeJq2zC1/TPXoGlB4GNY0JQQmOJFAEgTm6UBxLeT9PJ2HqPdrO88O+77d1b9GZBIwAZfjwh2WACBFIMmZm0mlfSylaAGEn9kin0ZuY3pr1GuPwTOzILMB9iw+Bz8TPy2map8Z8zTwHaLs0t5f1uqtyJZBo4W6xtX3f+3CSjH552xvA07KQaO+dynQ6nSa/vnv3bviQx4l1JKGdTqcBLP6uub3r147TKIJG6z2THh8fHx8fv3z58vj0bjkcprmGZ6qUop6IZkxSKwPobogkIi46Vk+RMk06z7NFMAsRmzllqjIS2Ly3Lus1bdXpwBSCFIx65+4aNuZKNIkszNO2U1udw2xf5gOLdWqdC3FhEhAmYmQhGQoiWEakNU8KZ05Gp2QEUVA434so+W8WqbFsJaFteylF6O5UYyYUrYAmLUd59/T87t27p6en337++fXr77auX7586b1t23p8OEgtoxUGIruRsIKQlg2xCsp8UGIp7Gl7tN0ISkYlGHBuxiJJ7u49MhE9rfX9hqzEheHEMRKHE+ges4wOu+c9EswlU7MdCz9N+jzxIwf8Bjfi1Jl5Ek7QNqzMkZHe+86qSLdkektkoUgigjIS6UnknAxmZshdLk73DAr6u2NStLS2WhgzqSp5tNZe2rZkHst0qGWayuE4r947Ip001DK9u0VkCFFhqcIUrc3Mx2U5LEvpjdbdr7doJpWRIlLuRUvktu+v0fbby6nqcZlIZTfcLPdkm+5PE49ZJCjIkYz0e2KZYK7l4bg8LYcpkb3tvhPLkEEHqzl3pyQ2qtNUdJmW0xHtMdavtp63thK1iBzZ3cUJ4d53t8YYR7o9Wsv0IfpP20/lULi4J4IShYjMc2/BIUc9luNzf3hXdfLuSeyqPMYKo59KThDAkkmYOLgwDsv04enhuU7cdt+3fTqNIOjWMmVITDIzhOud0fF36CuD8COK0qRckmWP3AP7YF3CHRJAwI2YSYISwNVfNalSHpifdHo3PXw8zE+Vbl8ez/PhV+Fff/mPy/nry/kLFRahPz48cqYT83qrc87zXIR779M0dbdMOhxOIPG8lVJPj4967c/Pz4MLlm9G8e9s9dELJ6KRZhwR1+t1aB3HATACEG4WX1/OEaFarfvetsnK4TCDZF3PmckqImUYNrjoVBcLzyRVklKmaR6nFWZe162oVFXhFJFEHz4SToxYvb+rF0GOvPRdI5OpKlcm7sECqhzUt+ir711KoSmRgiQS1gkUkT602jbEhONF86AgStYUYclMRAL+3xdWlKi1Ct1tEpyjmeUIo+kQCAMe3j8fHg9P757++m/Lp1/+tl1ez+eX8/krihwfTg8Px8PpWErpL0ZaoEKZa9uvCPGuWqWWxrFnvxEFxBmOBOveI5KmMLj1ZKcwwNNv2w1l2d13txZiiC19DXsg5hydGR/UUGQo8vE4Pc7zaS5TprfWbWdhPR1mJmzWKUOIGeExhtmeQYlkxiBJgRicNia4kchgoFDKION5jMAKDBbxveOXbduZICKDZK0jRSry68u3FXKc6rTM0zw/JLa0y+uW261O0zIvnfNmvfuGyLLUQlIyjlL/cHr4sMza2vXz5/OXbxfq3dGjBZSFwpGU1NHZtq19buckcSmuk3EN4ql7AiEUDOdh1B6HXaJI6tnDt227EZOUwgyife+Xdbu1bgEDOSRIslCDJ9LBqlXmh1IqeTv//F+J6HhcmPh8PiNsngTAuq5CCPNtvwnNbkHpU2HWo1Dpza9rY9XDcgrFftvWNR+W+nR8r+//IIGv57O63YNvh4VvoBqQd3mk9bnW06xPDw+Hw6yg7A3Aw8MDgO6Zt7WnDwP5aE6/rVY8jAwebmb/8vDucDpCy826MXeRb7f1b1+/onJyOA/X6tinklizEBFiM9v6rMc/P5w+iOb1jGvrW5+d2PPL5fXrdj48Hd7/+FHAEbY8Pvy0zNa2vm9hd/TCH3742D2m5fj49G7YfU+n0+PzXGv99u3bw8PDr7/+ejqdtm2bpmmcAQfc4uHh4du3b4Na5RzX6/V8Pj+cnn744eNPP/3xy+dvf/nLX37++eda63KY5rk+HubM3Hozs8Pp4btqt9ZqgVEa//Dux99///3dhw///u//8f79+59//vl//l/+bwksp4e+Xm/bPleZDoeH6cTHx2CBKLiyFBFxFiKKDEpq7q60R3y53U6FHmoJ9nPf/uPLZRXhpbRI973yJFXdwlIASpKowqicYXHPuCWGgDhH/2K485NVhkk4Y/h2A/B7I2UMYsKYUqUIIVVimjLMza/m8CiPp3/+P/+f/vQ//Kf/47/+b/t6OV9ecLtev326nj+jFgg/v/vTsiy6zFTV9n72Hm2b5mUPcy7yOPdbW7NnkRRstktydPPstfBG8el66ZUmSVG57tvXzVbETnTbV6sky9T7GnCnCA7AOa1H381wPGRY3wE38i5MxKnhlkFuFtbAJcNAzIKIEaM6HI9vN0lSDD19RhEqTIWJ3MKsask7KisY90UyMxOjFYzIpLFyZia4WaN0dy/dUGQLaxFQnUoF0NsWTEVEmMg9rtsyTRNRCVJPScwy6cPzIuXa19frftm9OwIwSiE2TU+MmhNCXWBKzhSs1fYAf9+OODlGHEUSEQWodTtjg/klwREvbLv7rWPvGVCwsCqJNkMikZLQQFUJJoZUnk/WW0fhouWYnIG0fW2DI8NTIWbLEMqpzssyXdaZSC1t9bAkHKbDw+PTgX/843+ej++X5cmyeN/RnSJYIyni7wm8dzosJ6lODI+kbrH1KCpSJkq8Xm63dd+beQbyzlYYrc3I+N73okSkIfloMpuolCLcmXemjfrCulmEICL8Du5PQIBYaSNSZRfq6iZbqxpqKVRkOsbTu0btVqOdP+0aXxE7KaiUaXp41KUWStsu5/V6uV6vy7Ko1mk+TIfjuu3r3pdl4X0dMoVhphmCmBHD8e7du9Pp9Pvvv5/P59GD//d///ePP/7grXv32+32+vo6zwcReX5+fn5+v7X1cl23fT+elmVZpnJQd/U7WIZUapmqyBBbretapkm1qOrPv/ztt98///Drp8fHx/C1b2tRKdPjcjypTDi+4+O7Cw6hJaWAlZmVBi8keSrN7dzbl8QC3pJa7l+2+NraVSZTYRGGsjCQns46RbiHW8AiPMmHmXc0l0cicgLMd0AUbkhOoqSBWSdKgNDbpkwFqcJFeRKE2b5vZynpERGcSZxcCpBQ/h/+r/+X8+uXT59+//blN18vsIboCHz7j7+el+l2XA7LdCjlcFyQZkgX2nl72f1b227JLA5dstDiJSN286+3m629Ldwe5qfTkt1X80vEltiH421UftaTMERDQIxIaY/Yu/cCiLIIBUV6hCmFW4Y3C/MYfWohIU4Pp/vGy+kDYUJEzjsyBckkqtAc2Ome3pkBVjAlKwjMFOBhJhoTuOQhvKLMSNBmPb3xvmcpLmTEKHOB9t5b61CpKklivfXePRAiDt+171JrkelwnKfD+35Lft3j2g02mmiMMSekAZ0gMhZjDlGnUW4GSILGMV94nAiHyAvc4Bfz7sZm6XGldJAnN5KBA4ZSEoYUKsGeRKSkc6YKpTy822+3jZik0lIoYt+u35rdQlH0oLPpPLBDzZuR1PmDC/XczvAtEbzow4fT9DB//Oeic8i87bFu3SxyXJCcbxTr0T4kHj4McndaN/tiF9/bRbXAKfJb72vbNzMPSmESZVAE/H6tjzPL2IwBivO3125elkMnaoKVsK7XbWumaslG5JkRSZFJBiaXNaSONDnbt+122XRZzJflGPApfYFN3jjssr9+vqz688+H4/LD8wP4QSQ4M4nKVP/p6XRcTsRMJE7cugkZJQYGazTRB9h+GJ4fHh6GK/B4PA5a5rIs3759++33X5BcyjRlDunD4en0/P6DJ758+fL58+dmO0sh5gTM4zRNQfCWwmWaJlVt5p7b3rtq2bZNa7n8epumafTFzKJZOmIPLrJkPe5Y9k59OboeQuaUmkQ8IvIoXap1e+n7L5YJOnDuvn/p/SvJdapBLEVVhS2SM8VTNYPhQ5CooCFdRNqOUUPl0IcODjoK7gorvqPlRk0RVfVYZSkyM+bChbCvt1u0zxEenkP/ARIiqIIhenya6+H58Q/rP72+fvn6+ffb599xecWabu3ldj0r18KnZX55ONXj8v7jH7rwStwDIWqxZU9PFKakJKad4K1HIktpGr333XO1vARvyBbeqWG0dQmew9Dvo8KRoJfbduQyS5gyp5rF3kNBET5CQSwo4QYCSCMMLPBIGT6XHFQu9k6UhZjdc90docRMmdtOKiyRypFOJAkVekPTeKbcAQOB7InCGhzh1BPpMIJRySJxVzECFBFBZGkZe79ZZinqqSBYtHlailYtUguXStqIkKxBTJSO8ATloCBSBmdIMAB12sdaDjAn553NwO5OKcQRkMbkaSTqMKOSTAkhGiNainCQFxpo0ySiIDVipUoMP/2h5YsBLoTeGd0wXXP+un3bCexS9DArhffMSOgyvesULUpbaBPm+VmnYy/LbKge3Pdb5NmaZaIKmIzs3gHFQOXdR3aKGugtWu7e+loInIGIi8zu3kOSBSLECiQzsVmAxvMzFsFBFP/lcp3cZWud0ph2pte+XbZNDwdD+lit2OF+56ZSR2EEzOxi8VtcvOwz+DRPV8dXxxnV58f65NO62H6TYzx+ePfuh3dL1dZu6Ntcp8fTAW4itO+t9y46c8TIl61a930vpUTE4XCotU7TRESn0+mXX35Z13VZFgCXy+Xh4eHjx4//v3/7r0UnkTJajUOpG+4fP34UVRDdbrdhw22t7fv2vDwXhUq9U/oSg+EwzhIv59d5OpxOp48fP9Z5IuE0sBQpNWTeUYzmJscdR9NTk0OXGiQAKIOyUwabZtIW+Tl6y6gS3ezm2WvtztRFmTidkkAGDotxjsmiyJTMHK+RiGemRUbGmDkP1pu8bTrA0FwlZ2jmMumH4+H5MM+SGiZhxlPX/PemvaM3pLtneCQiERRmVWV5eD48Pjw8Px0fTr8fD6+vr/n7FmbYr3G5bWlb0enyUubpcjvrcpLjSY8nVu3h23o1i5vkxAJJJQ2ZrhG42rndMjNALbkjd0pji6AID7NgZCAk31IF0Um+XldJDqdJiTLcfWubBoV779FzuGX8zr+hOyMY3yOfx7EwfSuqlQJmvu9MMc3LYZ5DiFVT1EAtchy2k3UwpnL4TtljBGAkCRFRgUYmhvm8IQ16o2tWJkEm7WFkmQ4htd1aYhPBunWzc9/rQHEuupqZSLKwFM/0GM5J4mRKJhcQiRNBQGwSGFbkBBCcMmgVmcQUUHYa2AaBWIQk5tFVSQInuTtFpIcqjbDuHLwLymQO5nV62k0JacjdbpVcDkf5obZrTzKxWqLo8jBPpTAx822br4izcH9c8jDtp8cvdXl1vl23I6KwG+hG3gsFc49Q2nHHEgknv7EPSUWTGFIpo1P08EgLBLIYyeDVEnPIG7pRy4jxoki6l78g4LKUVSXTLKIFuZCx0mHpPEJnAbex3w8hcMlg80hqPb41681edJpEdL/18C1on07TPP/w+IPeztf1Vtf/dQv+9ctZs7FtJfqiOGjORavotm0APzxNx8MsIkx3x/JwII91aqxco90+KA4Rsa7ryPg6nU7hcO9v2UIC2s1ing6ZVMoE2dq+untSiNbb7VZKGYg+T1jv7g6QWV+OhwQfj8c6T4/PT+451MhSp7IcUJfGh6yP9PCxPvx0jaXJ0mhKMLJzdM7G4ZwLQUKna+bNd3ZnKikqepLUtIJwokh2kBMjvBGRkAzbACLSIiKOJE5wkBM5URCSCEx9p9FWBxFlUCaHc0SNPDA9TzrBczOyTSho1mJEopCw5BxwO0QAy/Hkva3bHtkp/eHx/enhKeG//K9/WS+X1xeN16/YDK3t3vfb9fp6Lsu8PL1b3r3X06OUaWIuxJm9Y1QgGcSetN8CuZdSQBiVg5MHwynIKI2SEZIOhCBGjHxG68Fr7/2mAyZKZJHae9/71s2SS8Ldew7ZAhOFD/DxvYnHnAhh0whOiBvIF+ZT4YeplHkiVifezM57v/aeYcgEBDlwABkRSYQMDbQIzgSJEXWiPdEyDBA2kcIo6G7NEcFg1RKBBO+WKdFglC7euXN12cxNmGQCS1oQgimItGAYezmMMySMnODzKJtH7OSAj4/7lIIJkE7h8EA4IwANJaSAGGAEUQo5s8uIgM2MlCQOQkAceJWHXqsKW0bPiZSmqvL4wx/KYbu+7vv61Qu6HlQXnYqId7kybfVgD0s8HddlvgVxSwNv4DnSEZ1hoo1iNytEBKEkyaHhZ0oQiTXHSLpUyTHjzky4Nhk+waEySUKMOKg3oC0PHS/fg0puT0eQBLKHe4QzWArr3HvLGERIIILvTh2fTEQAQnPegHOiRlfOtFQRmY9KDEDbpkm5xfz4/vLy5fPXLw+F//jh8cfn04SOtqbtpSphIuLTYQ7wuq7X600Od/XfUCwPcJi7f/r06Xg8Hg6Hv/71r0Mduq7r77///sd//nFd121tRLcyzfN8UB0CLF2WZbd+27freuvWxyK1nr8C0FqYMGTISaSq67oellN5LMO6+PJyHuzAMi91mstyyrJ0niynyNlybnJosjgJkOydERxdwsRCCqfODdncLbiqTjTNvGgq2ehA7CGOEt8NUJzEweQpHWGJSBovSqIhckyFOQFyYh6REJGUwZEZQdk5SkHU8Bp79p1sLxQK8oZwp7hLgTMpEILIEEAJxgRmUQ6igsg//5f/cr28Hj49nD8v2/lbv5yx3nDdUrW9vrZvl/Xr6/zwNB0fp+NpORy3R3b3MOtAcmFmASWy25AIERGBh0F4QPbEOTzJhXri7oQJEq5X5zYic4S5aLDqdb1u694itQJUIyPJOTPcQUQBl8yEEmckcTJ1b52JKvPDMj3O8zJPk+pUFCIOzcyNuibFm2dw9EWGWxB30Q5ylDhgEAdTIMFKxJ3OjtAkCFIogygIgBR14C0bjjmVkyhS99WJUyYUiZQESDBxgZuGlXGPhvibtnid73vWwMhw8hv/CuMDjcgSzhJEKBSrMuDkZdiIB9AxOTMAQMQTQZIBA2Ugy0P3WoSVyVBE0VRA6+OfjtP5pV/PDLsx9pYX96nQkWevHMeap3k7THvRBJfC6kVC3Ny7hSCYHblnLhQEFxQAGgw4pVCmJRBIoQCFjP4dgYU7v3H8M+AEGq32RPB3RCkTIxBJhNdSMBolyd0sM0WoCHuIMMiDkYgkjNkVJlM3BMNVu1LjfFVmlcwsohOUm2uP3MXWglv98vp6/nbeb1erdDqUh1lJU9xPh8Npnm1vZkYIRIT18J4pY1o3XqHBexnIvYeHhyGzenh4GGvKHXUfMeZ6+76v61qDiWiaD2WenvgJRKx0u92CQlVj1UC21sahIjMHWXxa5pGk/fnrF2YdzurW2uPTSaZZDyeaHm151+Z363S6pXo5JC1JxDDOxpmKEPQjV0c0mHNpMkdmQDJK8VJDNe4sYcsO9mSIEEVSkjgqtKpOdRLmDPT0tdvN7BrdrJuP+uV55Kt5OEW4m4S5GxB2Pe/oyl76zt5iX69thz3dv/9gpSd5UCS1rQmgOhcFw3vf9/XSWnv/4SNVLUWfn45+PW9fv14+/357fYX5vrW4rr1FnLd9Oh+OD3l8eP3BRETqpFo9EMzBOpxVABBjdw1mjNNN8x5CHmQOVx0Id0+qJDuoe4QRJYlKgnVd13VvkUR3oGOOge6YCdJbbl/wfSaonNktkHpYHk6H5+OpMqWHt5205AAijbYKiJjD7zaNzGF6ziTOBFOCJMFJDIKojCQhN/Y7rBAizEnkFJ5CauEWRmMsV5MJEArzFGHRZElHIAurqkTTAiiCQjCiWZEJut0bVQhg3G9DGOqJIIRQglIVTKQgZrIKBIOJnBMMSJIkudvY7iA6SK458kXL0YeqScjVjPLm3nd/mISW03FeqoCjR9spMwszLzqVcpxilpX44sFFT1KbUXcmz9HfIspgyeyRRhAexK0c6jYgcy6TExtgGRYUMrpTPGaIwJhgsid4JPLkIDsOZL2/rdZYK7+xYCiMvVsCLHQv4nLA0lLuIY+YQnpiF6AIKoeiKaXw1qwS6d7oZgenR56eju+PdKhPn/lPf4Jt1NYptkCKyMP80NaLl+LR971BRKU+HI8Px6P1y7DU/J0TbWZm8zyv63o+n3vvIvLt27eI+Omnn9z2oWzI9Mvlsq57pITjT//85zJPtdbHx8c66fl23ffV3el0HKR892TmJBrvPj4+Zua2bbfb7XQ6vXv3blmWT58+sYqq1jrVh6fywz/lw0+v+sxx/G1HsoIoR5RhDKhkFik7bAtzYdSaxNYiW8yUS5IkBASiTEQGMpV54KIUMgk91OlxPi11Yea123lfv94u2G/e3Xz3cCiS+C73HRaWCITdLu3FNt00Ck4Mtba9vlzPL3j/SAlJjD7PMDZYj2Wq7m5tb5sJOVOIlGXSTy8vlDHP9en08YAf/OPHy+d369dvv/7l55VuvRlI+9b287Z/O9/qsn/+HU/v5g8fT8fnEAmM8ViZpinTKSnCGIDEyGnynhlkSc5isGRiSI5zA5giPANJJTmTafq//z+YGcwkSsIkKlpJxUEBDmYSHhnlSQTwD2LZ7CD849PDh2WZI9mMKZfDqbHegG89PrX+6rmzpGgZXWFhEN3zeTLHNZqZ6YGRqgKiO1FzHbbMcbx669GQuzMC4SMhuaosU5mqnsszyBipnMwj+YctS08RiAaK9dm2xfclWqUo0UPEiTfQDm6qXqbUakR+h67em3Qje3Y7aGVib7Su1fqJsQgPGEQLXz12Kb3UptohBvrji0aEpxnCOVKBQuC0aEEBuUNyAAzX9KO9zzsxSjzJwplZ6+yj4Tc42CT3NCHgdrLhORcuChq850pFQAKRGDgXYSIGAfCaPbMl78QuJagSigbH2h/nuQp7X3s0sLfse9//4DSsCJGUBAOc4AiZSo/espOkFHZ4a9ve1v+yP3a3RkRTMZWdsKf3DKmCCHLXMI3QDHKHR+tnu91wPS/79p7zXeWTUhFDbqUwyFrb3LqCNCk9ouc8z+v1lpm//fbbL7/+/Pz4NM/z58+f3j091VqBEOLBkDkej0PrICK32+16vf70009PT0+//PLLH/7wh1ErjRzDAWzY9/22fW3dDUw6B9cODS4k8+P7j5+/vn76/LU1mw/L08PjMCSeP+iH+fFPh/d/mp/f6WmSg0/zZZ7+t+v5F/hvfd9ChMqCUhq4Q0icYqV9RWvsRkRQimnmk3oVMDMHuasZ70nR6Z+O7FM7H65f/jzF//R+/sME3m/LsuzQb17+suLfzv7zTi+ojaa9f76fBBOjBzUoHiJyD8dKBt+5HQAufCMPDtdAzUR4d2vZg8mR7onuYihJC+nE9Z/ktyQ2UEtak7bA7m6J33///Xa7vX79vH39gssLvAMJpunGdZ6m46EsB1mWcjzq6YEPh4v1qBNqbcx7poFYhUSPX7dkYhXWCmGMyAWMGD3UzIooyBIkBB1hWJyEcBARD4AiIikkEBKZJOkpY7vdw+GmJD1hIBckCxF/228t+RJ49bwF9ft9RMNs+CYFIWBwBoevj6DMw/oSkR6ZORXNQNBQ33IgLeDunKM6GAbIMMs+NPMl3kSpmWGZ5EjPu0rVIiUikFz0WOuxyMOsSdwSV/NX80u3NWFm+AeA+tsjAHBkRLAlJyYtx1oPhSXzdDoZsFp+a+3Ltm+7O6doCaYkzhw5RQQkRY7wRER6t4gulCMkcYB63R1MJZlZGOnI9OGD+QddVd7hRUsgArAk6sLMNMaiFJZvjkE45eCHALC2OyiZRAqBQS7gQtlzF0uyzL4TGlWpDC78RjkDiBJIGllEjHAd0QHmZF0QlXDSuWyZYGSYBTOrwAcJwgfQyAf/BwlYhvtUq7Zuybbb634L8k1jkphnrjNrQbiTDTQ8KfHLdo2I9XYbINBhV56m6U9/+hNlbtu2LNN2WwdPJiJ+/vlnAI+Pj8MCPZ69ZVnu5KJhViUa36rW+vjuaANwbHRe23rdt9ah+vK3X8+3tjZjLTyf5PgoyyIi5VDr8jCf3s2HH2Y5CtVQRant9bUBDg0WZo0swZnsQhLIvMOAmN424DHhoBFAMxKyMiMjYCOWCkw+jCqqCryuexahWmbSwefDlua7yl2tfQfGMCMT8uZPwH3KFnRvfdxHRj6mMIFwD/d084Qws7BSYUyphzLNUn58+jEJTrpavOw9b9t+u/XeH989n06np4fT+v55e/22Xl72y8X6zrN0zr7f4I32G29XXS88LYfn50S69WAikIqSs0iZlYM4Ir1tzhg1DYNQiiINOdKwxuRL7yMiH1DSHNT2CE8azeVIJoRAfFApdjjChXDeV1GszIpk0HVbN8uL+UrSZPJpAXEC4j6Ox0N/PTpGuLNO7yUVJcIzhuKEPYD0YBJiiRHt4YahOR/8p8jM6HuEOS8xaHIjfiMSyAyAeKxv2cNLBBeZjsvjw6G4gVWF2SNaj7159/D8b6jp//BgT8kgiwp+mKb3D6djERmRUKpLUlyul61L+KGUuhx9t8yMIaK90zuSIymzgJSr6lQAFVIW4ryRRsQwh44yMiPMrNZ6P5PTnYE33ns4t7vsNimJVJMFzMokQQYSBxHIRjszuUQKJYKJDJnMJqQlaUabrDFAfeswJsWkRUbX/b5bxJDMApSOAFNyEgc4shCmWqdSMYW5bxEN6J5ELEIG6m6RA3lINVOSgBRQW2/oqQPXkZxugUhgqcsya60c3sP7lKzEAno930YTapwH78g95lJ0e2OxjyjmWutwR492+IiY/x7dPPK+Bit527bBgWDmUCUWaAnG5v26+2qE4lkqpjotOh9OD0/vlsenUkqAfU6bTz4/2/TQ+MCh18hXp4vrymmkwRqsHoUZIGMmT45kgtxDhOh7mFAkSb7FZ46SPHLLAYZj6sFr8g6lqXTnLFPnGqLQzhosIZl8p0mOGNCBJE66g4rvqu5Iz+RhTBdKR0QEercEwj0jEIFkYVVWkepYpDzNx9O8aDYUUak8sWnfk269w916B5Mu00mf5knmpe6Hed/3uO3jJxNrEgf65fLNz9/M92BhUa7TNC+iyqxJe7hk5rC+kugAKDBzdLMRWJwEQoAMUL7T8jyTBEFeIj2JSQoyg31EOow2FEbmKOLmHett870yIxxACO0WN0vnSlqJEIj0N4KoZ4ztku7xDtFtEOU5IQkFSanKkv7awqy3ALMWlqoIIgSlEoFk1Fce3SzdXfZWhEjyrXOcgRQSd6N7JlBaRgcZaCThsrCoFuVKIkESO2f896tVEDhRksiTPauUYz08Hh4fJkV47x3JsCQDO42oRg1Y4UyP4IihcAjKZCANp1IeDsvz4TCrSiJ7C/O/1hk32vfd76m5RPS99fe2Yg7jNQjA43UXETBZphMjwqm12HVewGKMMbUYwKukWFiEIiktemBTIyUskMNcSyZF7ogtomE3a0QwOQXepI33Ai0kWZHiqBEz6WmaTipL0cpyE+np17297PuaIUme3BNKGsRgk8wC1oiEAOF7TnVayodpedDbq2y3Gnvhvt52okwXtz2bObIkceJ4PBJR2+7ZsaAY1Hazfrtef/jhhwFy+Nvf/vbnP/9527ZhKpymqZQy8pl77wPWPqqz0Y//Dm73epRS62HS+fBueiqPsTl5mUPmDg2ddTqU5RBl3sCesbFdcvm8C0Vc0BF+83zlPButKl3ZpRKpgZOTmJnSgGBLCFEwQMScNIy1cleRIu88sUDsMaJziW6Z33abpulIOj9+aIFz8y+39byaWVYlLmpuuANOxpL0j33nUZDHnXj+9qDIuJeZyQAzCwpLUtHCIgkGpiLLXB9OB//mQEZyT+p9CLWtm9325mlhPXuHGxWZHx+n9H1fVXWapnk+ENG2tZeXl+v5ev79VwAkZZ4P9XSq8yxcMjNLvQccCiElkxESALMkMCIUB9ZcQIrsGcNMozRClp0CeQ/KCiHJkRw4ND6dIKBOcd7Xm5EwkjIi5uXQMl0VoqJMlG7mkbPgbRT4PXD+XrvSfUgIAs+1no7HeZ5ts23broi9mZulJxMTKEdUqoBTOhEbuXcEbNtZpVRWARAjbEOYNh/CRyKBJzbzb7eL5f6fnt7dO1pjK4ro5r0bdPpvyRv3NzVAICEuxMJMxEyaBFVq3fe9tX3nSI60va09cDhQUDLnEHxH3uXmgZJyoHqiepKpMoFnlPg260CdxP0KAzMzyX2ESt95uffa6kcq0zRLUQM1ZANdez9bg1lwQMTGnzYczCB4gAnokq5pE+eD6EHyx8ejJDKpRXnZ92+tXb1ZUqO7Fz4oAgwKTsqMQiyeNfO91p9Op/fzPCdg/vJ06InX2zVeX3PdBOhBma4sAQCFKRQsnAwNxLvHHx6n6amWxVq+vuxfPq2vn/a9JxJiZgY3DmcigNyjnAozDxU7AI8OYNu2Wsv5fP7pp5/WdX3//v0AyLy+vj49PQH4btO5Z3DV+vLysizLPM/0VquO1eq6e/Z9gj5MD8fTc30oW8qO6jo1mrpU56lr2UgNFIle6Qr5vdG29yWCnXbwlfOmtRE7OEicxIdqV3iYSSPLcKMJQCBiRgAIzySKgN/LaISQIcIQBFoDX3bPa19KHl0389dt/7L2SwtLFimiGKGkCTBLRCSnj2n1PcblTuTE249It8QIZSARfrPHgyuPayxtGLoN4eh2WOYWsXW7bPvXy+3z6+Xz7Xbdm061J9zDwyhdiFhYWKanQ9VyOByOy1JEbd2X43G7XH/92y993dr1vL682JdymJdBeasf34OVhCMoiW2kxADz4UREIImQJCLmACtHT/eMIAlWCO7KKLoPuIUwbh6i8UFwigC5RxBCpJCQM3UERMDCwgCRpcPDM+U+04IjhQmDrjvUoWBPRCrTJHyc6ul4kPm079Nr0dfbum62e8Nw50FEsmplkBA32inh6b53DMMPjyUmB23ZgMjI0XFGsdhft7a1VbppmajWYLl137tHBJF833z+DmEc7yaYlDkD1Lpfb7fonSPN7Nb287quFmBZltKTPWJFgsEg0GhLJCU4oKqZebtcedt7mY6lLqUWJnuLacBgYCRGXMqY+Gbm8A99/60+LvPhdCrz0hEteWd8Xdek29UNqUkU5E7scV9u1z1YUigIpmxHofeLvpvqD6fCnkSyk+im/TXa3uNtJBxAMCVFYJBKk5jQQjImpsdaPtS5RmZsfZnGdPLlel2FQJJMZmO1F2Tw93qanIBSJp3meZkf6IHKtAIg2y7Y29mQ6aHgeZqOdaqEbPZi1xE4CGDIzfmNPt57//z58/l8fvf0/PDw0Fp7fX0dn2Nmqno4HOZ5HkfIQSseFVa8PdyddO498rbrtFFtoeyJlp3qIbVAZ5fZpBpP0EqsVMx63Pb0nluSpBhjA+/EnoPCraP5BIYGOyNiKKSJIYRg4sE2TIKnZQQoEk5EwkLekWwZjNxIvxlttz5J9q+3yDRQT7LR3okevQ/UTMS9oAgkgRyZ90QvysEXiTfxUAypCgmR8AinGehv9gi3ntZg2dwu4X69JL3srZ/3/uW2fl33L9t+6bZFWN/ALEo61UKFKRWemeX5JMTBso9G0DQ9ftDnx8fT4Xj7+vLp19++/f65f/v6Qi9rrVUL2itrKbXqVLVOXLSIFBK0C6iMoRGz7iREpBzmYXAwkaQqud+jrNqdWuycwkQCGnHwkzL5CO++H5nVgjqSR8xUJLwxUkgLibuNayvvnkNG3ptKfG/kZnQz7X1vrm3WpMJ0WhhIv7gPEBh7OIeOxD1KZHhKZKYkFKnEmkmZlgH2DC/QhkCAmLhoZnTz1lv+/olLlWkmVYd2IpCoSr9TAv+bwioIPbywMIlFf902d69M6dZ77x67hzFTKaKVWBx5Cx/DhKE2Zwack2Jg8LZu1tpK61XKolWFX7qOG2lQQSyDwfQGs2fQ3XmMv4OKtEipnIEkgcgh/dr7+boHYaD1Exh3RBJ5anokpyA5s7CcJn06VInGQRjewaHrvwNDx06NQSwB58jqbeTKYYiW+9bWTUSIlGnvG4k4HJSZTnJvPKTI6HsxaBCY4UaSW6y8t4lEaznVeX73HoXmx9O//tt/vbUtvU2cRFIrwdPNx7aWmWPqR0S11Hmet219fn6+XC6llNfX13meL5fL8/PzWKdGW2qg+7Zt+/r166A17Ps+TklDAZ+Zp/ePSVAmHXpjrYdaa1m+9p4yEyu0OFeXKcssOmXeOixyzN5ESEFkgmHWFJCnkxMNqzGjMwN3OeR4CTjvkaGWFsmeQwgIZSKSiMjwAEyEwJG4dVCzvncSvqd+jSZVWHqIHDLHDv33i/b75ZLwoe1O8nG6GXwzIrBg5IBEhGVkpoV5b+qpHj3y2+v5xePVvnbzm9nV8wYOEp3qIvJ6WyHCVadaauFJWMiJqNdptDo9sYdLUlER5WeZjsfT6fTw8u7d6+evt8ul79vam//2BcLQWmqdDst8PE6HI9fJbXeipAKpSQySZFGMAL5x7VNogpBE0cbuQEaimUI8gnupSCmhRMEWFhGq4OwZDCGBu8PB7kShhaZSwuNegjLFW/9v3BwxbHfm6bGDVhL2pOmsqkxcRIqosAEAs3dPTUoIMTiZhEYKdkKIC1hhET5u4qBetDhgkQCxilIJONIxccoQOqCnDZ70G+D8v3tQWN6P0M2z7fveu1CmRynFCcbcR2BLrGBJQLQgcyCfCZQQiEdSZwrh4OLhPfzmjfuO8BefR7u3lOK4MwbGs/29uMt7UCGQ+cJbxFyddndjZpmM4UKj9Y5wEBh3VS+IqDwkLLNFdCcfJ3qRsl1v5BGsJrk225rvDhdidxBnIgjQDGBgGRtZCETjEv3rflNJL/NS5HW/lTptaXt2owQTqWSGFEVS3IOphROpkh6US0eezZk5hadpIQqa5PiHn3q72n5mhB6WejwU92Sp+HuuckSw0LAKXi7nP//xj7/99tvj4+n/+//+/4xQif/8n//zzz//fDwex+ePkur19fXl5WVE5oz1brTAhoDr5//4V2aeD0frW+97OT7ow/tSKrqx1MieWd198+ZBZFDykSrOScJaGEHpg/U88IieiOQY7GnJYTQGOLNkCEAeoGhISyRGBkKIJjMLwWi3jEhWKam1RVjzCFqOT5E+pkEciWFM4EBGEPw+u8L3ymBcveNOI/i9FYkYuA3ipKHJznR3C2+teTq5jXDB3tp+vtpt42o9s2cGmES0Fq5TlOn44cP9R5IJQQRFWYkzZlWupVBk9pbNLB2AZSyn5x+eP7z/45+/ffr917/98unTb/vlQg3pHdvW1+w33S7HelxKnQ+Pz4MRkdxChLgmscJNaXixjTKEkeFtayKSAIHCbSBvx5MuXsM8FYuyFTUPb50Ime6WSinEBdCBWbQ1JxtX23gGIxxIeVO0e4CJRDjCz5fX8+V1+oNkJpVaaz2dKFgu6761Vuo89sbhtxCRSO+9JxIeyng4HSsfWmuX3bbw3nbRSqwB7Pu+Z1dEEU1BYrA4IsExLqQRugO8GYZpWCIz05UjjCmF2RkxIAjKoTwoyTE8OYwEB6E6gpBjNjk4aswBWA9mUIGkcAAx0iLvCZ05joRDkPsW5zlqPCIau+ZQM/xsN/3W6jyL1mTZL+et933wJ2ggJUCZMmxFiVsgPTi8KhP4dbVPdEPP98eFmLrj5bp/3tvFo3PpxNUT7ClEgZGP5ggglZWK75BXM1vPr+16Ep1Zvqg28+bRiOgwOaQjU7kzAEoRfxMGU4KZk6fe/Wpmt/WKlOjRbr1fc16+ref3Hz7OMHM30dfXy369nEofWlAiiohu+xCCEtHlcvn48WNr28ePH8d6tO97rXXbtnfv3m3b9vLyMvjFRPQ9g3acBPd9vw9Wg7pZ2lo0lM1tn9KZcdLDLbeMbeYllT3YVLkqt52EdeISQIbdm0RITx7SuNFDGftxJJZntuDw6lEiKHoGORqXKcN4WlS19W1IDm/Xy4giyeA9bN+RYGIF0zWTwcN1FTCKIHiOGVLm8MqlJEFHJ2QU7OlGnEJgQsZo5GuGpyUh3dF79wxSKaX4Zm1be+9uNrkdmR8eDo8HlGnmaVmJv239W+tNlZZjMDe3oJzrpELhLcINUDpQkLVkgMBcxn0UNJdG6SA5lOVPf/7TDx+fLpfb7fLt//X/vN1u7XZDOMzs8mLrRWq9vnyZlodyPHGdpC5c0AHFnVeclEPr44jMsDstJniENY87CslMPUEanJ5ECQalEIMyMfyJ7AKSsKFFbRaU9/ZPjO5mwvOu+/D72jDqBgD4/OWb1FKmGaS7R+ueQSPxAiODx83M6O9cOjZv65qz5LTUqYi7h8E83kLKAPBYkpzY6H7qCXCCgt686/cyOu9xR29TFB9QeWKX4GSnHBpuH61zui9SACcQhCnBici3/tn4HGLXcTxkQlLIGGxSiCSY6btA4U1W9Vbb/cPbAgLwGQ0RvBmzgiQTHrAAid4FNbh3FzHwwVICYGVitcSt758vzVu+XnZNMsga9BpYwV1KiDK1t79fRud3hIO3dKMwSufc4Tv8kq7OW+qA2jppIkPIgE75XSzGY6dLEIUD0BIDGwQZ4x/P2rOnwuZlk7I3m3pnZvMgKRG7qrJS3rO8YsAVTqdTKQUAM8/zPA6A46Mjm2vky481rpQylA3fV6tRZwFYlIJMEuIrGnv0Dd3SbjS16QmPoDILF07O6Gmso5WHO/juLVwQkjFWq3s5c88TzLZfp4iSfhQ6ipTkJHSSC7j1dATo7eoByZ1bzOPbjKuL7kItSiSDCc73C4MBZ8qgJCQoR8dh2NynaQrn5MwYCQQ9rMM7aA7rZDBwvq1WyLhsF/fG4ceiT4f6TutTKQeth4WpVme9Wtht63srVHKeVjfOkR6hxCR31RBnL0QDiYBE+rjdyTsFEENlyYVDJFTluPyP//P/8vXLp8+//Xp+fcnrBX0HsXvDJujd9ivpLMuhHo6i8z1ZPkf48ZDyhY31Cz5SECXJE0wxhFNGxOkxLH6acs8BHIBwysEZBeFeWXREJInkMAO+3ZZjxEj3iStRphAB+Ha7aauye4pGSovw5GRJUDDcw8yaddG71C2Juvm6ton6LMdlmpaiPWPInsZ98X3Sl8Q+Vqux+Y1FFACYE3d50dvY/vuCFaMNmewcQXdfod+/7i4X/i7jLHEPz3YKSorvJTjTAE8AARk6TsrMQx8QrrcD8hsnN4coDsBb5veou9d6p+4inNKZlUi4aOQbjSFjlGNEgrzXf8mUIuF68+burXf1TYnBaiybaNNqzMFMBGISGliKe+BgAhmR0H7nVqKnXdMpnS0cGUkxUilBThi7y5s/8X5751AJcwEjlDxhRBHdIqwYiLE8mGa/XVoz8YxtP04VhlJKER3QBWYm4nu3PWL0p0ZaxJBlDY3CQPEN2dooxAYQeYTL31cYIgC1FhFMUz0t0zSrIZCN49Zv1/DU+aTRk0LhZs2T9b7DYiQPOA/gMyiThwng+76XiUyNPgs9a/mhTA8cMxER7VL+er5u3lfKyAAikymhPKSk4zE25LirO2nEFEYg6S33ACSSIDCDx02YIB4fYdwNbEScQXdRVdzC0t0tc4S8DkxjSGuNKGblwzy9O8w/Ho7vprqwOAdE98DN75YmIXEi4SICoig8IPUFREKcKQG8rRVIeECSOBWRNgiFQoIJmKrm8Q9L1McnPRwOnz+fv36+vXzJdYXtcDfb7SZgwbT4w2OdFs104P4SZmaERUR6vM2U+K5ZHPIDoihGdzu/kmdmsjNRpIBIkji5h44zMycEgRFeAMdbjs94k4a+nce/gAECEpnA4mPhz7B4u+gpkyTIm3XuPFFNCiCCgpjCY9/XfeVJSFiXordtz4zIt/yiQYtP2D0p8m2FwJuCc0yQh5Px7eCfcH4rWOJ+ULwr+4Y2//snynfh8LgzE2+rHt7ujTepLQQAZ9x7o/9dXsn32+n7oP0f764sS74hNAUSRMrKoGHKvaugEXgrbtg2hCGRwiGSWntoI7IwATHUIJ3FKD3C3FOHbJhYRoObODgpBuGBhUkC0S2LpWfm4hRjJyVNUTCx6HCt0/2UFDye6/G7sYaM6yfveHyxyBqZejgSm0EQvFr3vR3qJG+PUSKBAnHXo+cI13172N2DLeONIQEdlVS+WZ3H+Xo8k/ftUplFp2U+PCzLMkVSlMpz3dysshQmpaQUD05kOPP9hA7A7wV+8P3cP77v/RNGfVRgs+jzxB+qvhsSI8Im5XXXl953DGgkEMTJRNIovwMSk5wSNNQ7BEofOvTRkAy8Bbx8507eUbIEoLcGbxSmyMJSGJDMoPWWmY4IDzIb55Qky8PhMIyeh6LzVOfKypTWO4Wb36yfb23fbbh6I3JMTt48XuOSTwEbxRj3BwCK0QJIgItm8ji9GkXGeBXoCo3D6fHHPz48Pt+eH7/9Mr/8/qut10jn6O57OLCv3facl/8/tz+QOawrfX0AAAAASUVORK5CYII=\n", | |
"text/plain": [ | |
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=399x300 at 0xBB011EA20>" | |
] | |
}, | |
"execution_count": 154, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Image.open(\"../Downloads/catsdogs/train/cats/cat.5077.jpg\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 155, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=499x375 at 0xBB011EE10>" | |
] | |
}, | |
"execution_count": 155, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Image.open(\"../Downloads/catsdogs/train/cats/cat.10151.jpg\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 156, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[0.5729302]], dtype=float32)" | |
] | |
}, | |
"execution_count": 156, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"pred = model2.predict(ary_cats[1].reshape(1, 80, 80, 3))\n", | |
"pred" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 157, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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\n", | |
"text/plain": [ | |
"<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=500x374 at 0xBB010A7F0>" | |
] | |
}, | |
"execution_count": 157, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"Image.open(\"../Downloads/catsdogs/train/cats/cat.3406.jpg\")" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 160, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"text/plain": [ | |
"array([[0.00830288]], dtype=float32)" | |
] | |
}, | |
"execution_count": 160, | |
"metadata": {}, | |
"output_type": "execute_result" | |
} | |
], | |
"source": [ | |
"pred = model2.predict(ary_cats[2].reshape(1, 80, 80, 3))\n", | |
"pred" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 179, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"# predictions 12500 12500\n" | |
] | |
} | |
], | |
"source": [ | |
"predictions = {}\n", | |
"count = 0\n", | |
"path = '../Downloads/catsdogs/test1/'\n", | |
"for file in os.listdir(path):\n", | |
" file = path + file\n", | |
" if os.path.isfile(file):\n", | |
"\n", | |
" data_arr = image_from_disk(file, (80,80))\n", | |
" pred = model2.predict(data_arr.reshape(1, 80, 80, 3))\n", | |
" prob = pred[0, 0]\n", | |
" # print('prob', prob)\n", | |
" pred = int(round(prob))\n", | |
" # print('pred', pred)\n", | |
"\n", | |
" fname = file.split('/')[-1]\n", | |
" predictions[fname] = prob, pred\n", | |
" count += 1\n", | |
" # break\n", | |
"print('# predictions', len(predictions), count)\n", | |
"# print(predictions)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 180, | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import csv\n", | |
"\n", | |
"pred_csv = open('catsdogs_predictions.csv', 'w')\n", | |
"with pred_csv:\n", | |
" writer = csv.writer(pred_csv)\n", | |
" writer.writerow(['filename', 'cat(0)dog(1)', 'probability'])\n", | |
" for file in predictions:\n", | |
" prob, pred = predictions[file]\n", | |
" writer.writerow([file, pred, prob])\n", | |
"# writer = csv.writer(myFile)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 181, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"-rw-r--r-- 1 shane staff 279K Sep 17 20:48 catsdogs_predictions.csv\r\n" | |
] | |
} | |
], | |
"source": [ | |
"!ls -lh catsdogs_predictions.csv" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 182, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"name": "stdout", | |
"output_type": "stream", | |
"text": [ | |
"filename,cat(0)dog(1),probability\r", | |
"\r\n", | |
"9733.jpg,0,0.32477674\r", | |
"\r\n", | |
"63.jpg,0,0.18546014\r", | |
"\r\n", | |
"6400.jpg,1,0.91334033\r", | |
"\r\n", | |
"823.jpg,1,0.9856765\r", | |
"\r\n", | |
"4217.jpg,0,0.13022408\r", | |
"\r\n", | |
"3578.jpg,1,0.5600768\r", | |
"\r\n", | |
"10321.jpg,1,0.9740864\r", | |
"\r\n", | |
"2666.jpg,0,0.397293\r", | |
"\r\n", | |
"5109.jpg,0,0.3333093\r", | |
"\r\n" | |
] | |
} | |
], | |
"source": [ | |
"!head catsdogs_predictions.csv" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 183, | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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It looks like it dropped the output from the command "!head catsdogs_predictions.csv".
That command gave 10 files and their probabilities.
It got the two dogs right, but it was 1% off on the last image of the cat.