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@YazanShannak
Created December 30, 2019 14:31
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Autoencoder model for visual recommendation engine
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:Falling back to tensorflow client, its recommended to install the cloud tpu client directly with pip install cloud-tpu-client .\n"
]
}
],
"source": [
"import os\n",
"import numpy as np\n",
"from PIL import Image\n",
"import os\n",
"from keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D, Reshape, Flatten\n",
"from keras.models import Model, load_model\n",
"from keras.preprocessing.image import ImageDataGenerator\n",
"from keras.datasets import fashion_mnist\n",
"from keras import backend as K\n",
"from keras import optimizers\n",
"from matplotlib import pyplot as plt\n",
"from sklearn.metrics.pairwise import cosine_similarity\n",
"from numpy import dot\n",
"from numpy.linalg import norm\n",
"from keras.backend.tensorflow_backend import clear_session\n",
"import cv2\n",
"from matplotlib import pyplot as plt\n",
"from keras import optimizers\n",
"from keras.callbacks import ModelCheckpoint\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"clear_session()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"images_path = os.path.join(os.path.curdir, 'auto_images')\n",
"train_path = os.path.join(images_path, 'train')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 9856 images belonging to 16 classes.\n",
"Found 4216 images belonging to 16 classes.\n"
]
}
],
"source": [
"train_datagen = ImageDataGenerator(rescale=1./255, validation_split=0.3, horizontal_flip=True)\n",
"\n",
"train_generator = train_datagen.flow_from_directory(\n",
" os.path.abspath(train_path),\n",
" target_size=(200,200),\n",
" batch_size=32, class_mode='input', subset='training')\n",
"valid_generator = train_datagen.flow_from_directory(os.path.abspath(train_path),target_size=(200,200),\n",
" batch_size=32, class_mode='input', subset='validation')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"clear_session()\n",
"input_img = Input(shape=(200, 200, 3))\n",
"x = Conv2D(16, (4, 4), activation='relu', padding='same')(input_img)\n",
"x = MaxPooling2D((2, 2), padding='same')(x)\n",
"x = Conv2D(8, (3, 3), activation='relu', padding='same')(x)\n",
"x = MaxPooling2D((2, 2), padding='same')(x)\n",
"x = Conv2D(8, (3, 3), activation='relu', padding='same')(x)\n",
"x = MaxPooling2D((2, 2), padding='same')(x)\n",
"x = Flatten()(x)\n",
"encoded = Dense(1000)(x)\n",
"x = Dense(5000)(encoded)\n",
"x = Reshape((25,25,8))(x)\n",
"\n",
"\n",
"\n",
"x = Conv2D(8, (4, 4), activation='relu', padding='same')(x)\n",
"x = UpSampling2D((2, 2))(x)\n",
"x = Conv2D(8, (3, 3), activation='relu', padding='same')(x)\n",
"x = UpSampling2D((2, 2))(x)\n",
"x = Conv2D(16, (3, 3), activation='relu', padding='same')(x)\n",
"x = UpSampling2D((2, 2))(x)\n",
"decoded = Conv2D(3, (3, 3), activation='relu', padding='same')(x)\n",
"\n",
"checkpoint = ModelCheckpoint('model_5.h5', save_best_only=True)\n",
"autoencoder = Model(input_img, decoded)\n",
"autoencoder.compile(optimizer='rmsprop', loss='mse')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model: \"model_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"input_1 (InputLayer) (None, 200, 200, 3) 0 \n",
"_________________________________________________________________\n",
"conv2d_1 (Conv2D) (None, 200, 200, 16) 784 \n",
"_________________________________________________________________\n",
"max_pooling2d_1 (MaxPooling2 (None, 100, 100, 16) 0 \n",
"_________________________________________________________________\n",
"conv2d_2 (Conv2D) (None, 100, 100, 8) 1160 \n",
"_________________________________________________________________\n",
"max_pooling2d_2 (MaxPooling2 (None, 50, 50, 8) 0 \n",
"_________________________________________________________________\n",
"conv2d_3 (Conv2D) (None, 50, 50, 8) 584 \n",
"_________________________________________________________________\n",
"max_pooling2d_3 (MaxPooling2 (None, 25, 25, 8) 0 \n",
"_________________________________________________________________\n",
"flatten_1 (Flatten) (None, 5000) 0 \n",
"_________________________________________________________________\n",
"dense_1 (Dense) (None, 1000) 5001000 \n",
"_________________________________________________________________\n",
"dense_2 (Dense) (None, 5000) 5005000 \n",
"_________________________________________________________________\n",
"reshape_1 (Reshape) (None, 25, 25, 8) 0 \n",
"_________________________________________________________________\n",
"conv2d_4 (Conv2D) (None, 25, 25, 8) 1032 \n",
"_________________________________________________________________\n",
"up_sampling2d_1 (UpSampling2 (None, 50, 50, 8) 0 \n",
"_________________________________________________________________\n",
"conv2d_5 (Conv2D) (None, 50, 50, 8) 584 \n",
"_________________________________________________________________\n",
"up_sampling2d_2 (UpSampling2 (None, 100, 100, 8) 0 \n",
"_________________________________________________________________\n",
"conv2d_6 (Conv2D) (None, 100, 100, 16) 1168 \n",
"_________________________________________________________________\n",
"up_sampling2d_3 (UpSampling2 (None, 200, 200, 16) 0 \n",
"_________________________________________________________________\n",
"conv2d_7 (Conv2D) (None, 200, 200, 3) 435 \n",
"=================================================================\n",
"Total params: 10,011,747\n",
"Trainable params: 10,011,747\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n"
]
}
],
"source": [
"autoencoder.summary()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 1/40\n",
"308/308 [==============================] - 52s 169ms/step - loss: 0.4336 - val_loss: 0.0598\n",
"Epoch 2/40\n",
"308/308 [==============================] - 48s 154ms/step - loss: 0.0597 - val_loss: 0.0512\n",
"Epoch 3/40\n",
"308/308 [==============================] - 49s 159ms/step - loss: 0.0399 - val_loss: 0.0465\n",
"Epoch 4/40\n",
"308/308 [==============================] - 49s 160ms/step - loss: 0.0339 - val_loss: 0.0283\n",
"Epoch 5/40\n",
"308/308 [==============================] - 49s 158ms/step - loss: 0.0309 - val_loss: 0.0366\n",
"Epoch 6/40\n",
"308/308 [==============================] - 51s 165ms/step - loss: 0.0287 - val_loss: 0.0326\n",
"Epoch 7/40\n",
"308/308 [==============================] - 51s 166ms/step - loss: 0.0272 - val_loss: 0.0215\n",
"Epoch 8/40\n",
"308/308 [==============================] - 48s 157ms/step - loss: 0.0257 - val_loss: 0.0269\n",
"Epoch 9/40\n",
"308/308 [==============================] - 51s 165ms/step - loss: 0.0248 - val_loss: 0.0298\n",
"Epoch 10/40\n",
"308/308 [==============================] - 50s 161ms/step - loss: 0.0236 - val_loss: 0.0333\n",
"Epoch 11/40\n",
"308/308 [==============================] - 50s 163ms/step - loss: 0.0229 - val_loss: 0.0244\n",
"Epoch 12/40\n",
"308/308 [==============================] - 49s 160ms/step - loss: 0.0220 - val_loss: 0.0228\n",
"Epoch 13/40\n",
"308/308 [==============================] - 51s 164ms/step - loss: 0.0213 - val_loss: 0.0244\n",
"Epoch 14/40\n",
"308/308 [==============================] - 50s 163ms/step - loss: 0.0208 - val_loss: 0.0243\n",
"Epoch 15/40\n",
"308/308 [==============================] - 51s 165ms/step - loss: 0.0203 - val_loss: 0.0172\n",
"Epoch 16/40\n",
"308/308 [==============================] - 50s 162ms/step - loss: 0.0199 - val_loss: 0.0290\n",
"Epoch 17/40\n",
"308/308 [==============================] - 51s 165ms/step - loss: 0.0195 - val_loss: 0.0206\n",
"Epoch 18/40\n",
"308/308 [==============================] - 49s 158ms/step - loss: 0.0193 - val_loss: 0.0232\n",
"Epoch 19/40\n",
"308/308 [==============================] - 47s 154ms/step - loss: 0.0191 - val_loss: 0.0190\n",
"Epoch 20/40\n",
"308/308 [==============================] - 49s 160ms/step - loss: 0.0189 - val_loss: 0.0176\n",
"Epoch 21/40\n",
"308/308 [==============================] - 50s 163ms/step - loss: 0.0186 - val_loss: 0.0183\n",
"Epoch 22/40\n",
"308/308 [==============================] - 49s 160ms/step - loss: 0.0183 - val_loss: 0.0219\n",
"Epoch 23/40\n",
"308/308 [==============================] - 50s 161ms/step - loss: 0.0185 - val_loss: 0.0213\n",
"Epoch 24/40\n",
"308/308 [==============================] - 50s 163ms/step - loss: 0.0180 - val_loss: 0.0202\n",
"Epoch 25/40\n",
"308/308 [==============================] - 50s 162ms/step - loss: 0.0179 - val_loss: 0.0247\n",
"Epoch 26/40\n",
"308/308 [==============================] - 51s 166ms/step - loss: 0.0177 - val_loss: 0.0179\n",
"Epoch 27/40\n",
"308/308 [==============================] - 50s 161ms/step - loss: 0.0176 - val_loss: 0.0170\n",
"Epoch 28/40\n",
"308/308 [==============================] - 51s 166ms/step - loss: 0.0175 - val_loss: 0.0189\n",
"Epoch 29/40\n",
"308/308 [==============================] - 51s 167ms/step - loss: 0.0173 - val_loss: 0.0174\n",
"Epoch 30/40\n",
"308/308 [==============================] - 49s 160ms/step - loss: 0.0171 - val_loss: 0.0170\n",
"Epoch 31/40\n",
"308/308 [==============================] - 50s 162ms/step - loss: 0.0171 - val_loss: 0.0212\n",
"Epoch 32/40\n",
"308/308 [==============================] - 51s 167ms/step - loss: 0.0170 - val_loss: 0.0191\n",
"Epoch 33/40\n",
"308/308 [==============================] - 50s 164ms/step - loss: 0.0168 - val_loss: 0.0185\n",
"Epoch 34/40\n",
"308/308 [==============================] - 51s 166ms/step - loss: 0.0170 - val_loss: 0.0167\n",
"Epoch 35/40\n",
"308/308 [==============================] - 49s 158ms/step - loss: 0.0167 - val_loss: 0.0246\n",
"Epoch 36/40\n",
"308/308 [==============================] - 50s 162ms/step - loss: 0.0165 - val_loss: 0.0160\n",
"Epoch 37/40\n",
"308/308 [==============================] - 50s 163ms/step - loss: 0.0164 - val_loss: 0.0182\n",
"Epoch 38/40\n",
"308/308 [==============================] - 48s 156ms/step - loss: 0.0163 - val_loss: 0.0173\n",
"Epoch 39/40\n",
"308/308 [==============================] - 52s 168ms/step - loss: 0.0162 - val_loss: 0.0185\n",
"Epoch 40/40\n",
"308/308 [==============================] - 51s 165ms/step - loss: 0.0161 - val_loss: 0.0201\n"
]
}
],
"source": [
"history = autoencoder.fit_generator(train_generator, epochs=40, validation_data=valid_generator, callbacks=[checkpoint])"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"clear_session()\n",
"model = load_model('model_5.h5')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"im_1_path = os.path.join(os.path.curdir, 'auto_images', 'train', 'Groceries & Gourmet Food', 'Amazon Brand - 24 Ct. Solimo Hot Cocoa Pods, Milk Chocolate Flavored, Compatible with 2.0 K-Cup Brewers.jpg')\n",
"im_2_path = os.path.join(os.path.curdir, 'auto_images', 'train', 'Groceries & Gourmet Food', 'Amazon Brand - 100 Ct. Solimo Light Roast Coffee Pods, Breakfast Blend, Compatible with Keurig 2.0 K-Cup Brewers.jpg')\n",
"im_3_path = os.path.join(os.path.curdir, 'auto_images', 'train', 'Groceries & Gourmet Food','DOVE PROMISES Variety Mix Chocolate Christmas Candy, 43.07-Ounce Bag 150Pieces.jpg')\n",
"im_4_path = os.path.join(os.path.curdir, 'auto_images', 'train', 'Fashion & Jewellery','1-2Ct Diamond Stud Earrings Set in Sterling Silver.jpg')\n",
"im_5_path = os.path.join(os.path.curdir, 'auto_images', 'train', 'Fashion & Jewellery', '1-2Ct Round Brilliant Cut Diamond Stud Earrings in 14K Gold Classic Setting.jpg')\n",
"im_6_path = os.path.join(os.path.curdir, 'auto_images', 'train', 'Fashion & Jewellery', '18.4 Laptop Backpack for Men, 55L Extra Large Gaming Laptops Backpack with USB Charger Port,TSA Friendly Flight Approved and RFID Anti-theft Pocket,Water Resistant Suiltable for Traveling & Business.jpg')\n",
"\n",
"im_1 = cv2.imread(im_1_path,cv2.COLOR_BGR2RGB)\n",
"im_2 = cv2.imread(im_2_path,cv2.COLOR_BGR2RGB)\n",
"im_3 = cv2.imread(im_3_path,cv2.COLOR_BGR2RGB)\n",
"im_4 = cv2.imread(im_4_path,cv2.COLOR_BGR2RGB)\n",
"im_5 = cv2.imread(im_5_path,cv2.COLOR_BGR2RGB)\n",
"im_6 = cv2.imread(im_6_path,cv2.COLOR_BGR2RGB)\n",
"\n",
"\n",
"\n",
"im_1 = cv2.resize(im_1, (200,200))\n",
"im_2 = cv2.resize(im_2, (200,200))\n",
"im_3 = cv2.resize(im_3, (200,200))\n",
"im_4 = cv2.resize(im_4, (200,200))\n",
"im_5 = cv2.resize(im_5, (200,200))\n",
"im_6 = cv2.resize(im_5, (200,200))\n",
"\n",
"# autoencoder = Model(input_img, decoded)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efbdb7e7ac8>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(model.predict(np.stack([im_3 / 255]))[0])"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efbdbe41ef0>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(model.predict(np.stack([im_4/255]))[0])"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"encoder = Model(model.input, model.layers[8].output)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efbdb802470>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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ljG81c9MNH2UmQTIYDAaDwWDowV6QDAaDwWAwGHq4MRTbwFncXsMp7AEvcDhOo8BG+JTLD3Vo4ZNjypz67lyyEtgnz7SBRUKx2YLJwkiLhvXYfM20KtdG/Y3BKIdqipWjSqvpTQkrlAKL7BSWL8ekJvoI+xLWdZyO1MjZc7AQqy5T+tnjizBWpAaZI5kd8hlZLTsK6+yC6z99xlTY8/PHKX112dFiH33CtNqnjz9O6Q9++bOurWdMu1xe8BibBbe7WnVUVgU0wsEBc0KTwOksGjaZaxqga8CK7clZR/ktnjDFdrXgehdX3b0tl8+5rXOmpMjzGC8vup+Wac0UHfqfrByPsfmg6+/TY6bu3DEXPpp393B8yLQceabVJie8PjV17c5OgFabcL35cZeuJtz+wQl7nbz98q2UPj19o6tzyvd4G5xdzm93Y5h7tr47OOb7Op7zXjm51ZWdEY9rOuNxX17wmtRhw89mmt0YURUcUFboMrLWy+qOMYdnt8r9KGjHuMTAl0zmckXG/Hwg5RhfGdBhbKlZs2IzGAwGg8Fg2A43RoI08HXweQmQCkEjd2gY0prcRle4U6UcmC4GalSuiwCCIo4D9LupGATHU3Kqo9XZrIthYUW5eNBWQXucPz0KfY1ESTKlXX+R+z0TQLIkj0RV6krZS2OUu9sGNJhD2XoGfpCwrKgZFau5xAqVRoNSsqv4YCxBW7pdcnoRNLk/eP+jlPfRLzj96fNO6nN+zlIh9HPUQKTXxaIrcwXOjc6uWNLzGfgLWgZl5qeXLF25OgMF5/NOcrU4u+A88Ee0uOT8JkiQcOqPj1mpfDLv0h72eLtkSU+UfBERLS+7MTSgBN6CtKkJa+YJJDkzDIcBkqt5nH/YayDlqipu93nV9ff8ApTPL9GXTvg3c+QbEBH6MN5Vi/tr2FbtdCuAW688TOlXXnmFiIjmRxAi5ZQVuu8+7BTFX7nLCuOnRxBC5eWXU/rhrU7R/MHxS3z9hH05vTThPqp7g2HL53xcMqHwrZ9D7UQvV2AxEPbwZAaa6Et+LXAz5RxrIt1BvgKU8KSQQXg9J+kfKn+jr7+q0O0uMAmSwWAwGAwGQw/2gmQwGAwGg8HQw42h2DanGK6Zl8gogunaavvocAQVVaxSaCuIKn1mDst0S67dEXTcVihMgvCJpCkb5ug4xc9+poutkGU6Nf9MCq26CZSpl276tQHlHI5o0JU3o4jbZciw0inF8B1Vku7PlJJEl8ih+Y46WV6h8jAoWQd/QQ4YlotLVoC+PAeqKjT7i7ffTXkfvvNOSj+56Cin86dM/ZxBv75leuoq0FZXoPR8ecGDOL9kJe1loOPOl9xWCzRgE3xENUB/XS3g+hLoslikAn9GZzwf1VVXDykt7AuijqR8v+S2WqCvknJ3Rg0BabxI3aPibIv7ruFv81bhSJxyvJFWwWdYC+sQ/V8tkWJrMdn9UUGomkugUJ8Blfn0UadEP5kylzUHXmsWqMy7t5h2OzxievP2PabTHtzvlL/v3n4z5d29x6FX3nydKbajBx3Nd2fKdN3xbe5jFhSyD49ZofxwzkrrpSPdrsC/UpzHJchK0IeYpu6RuRwh/PjBPGvhq7JtFVQ01Mfa+qytYBIkg8FgMBgMhh7sBclgMBgMBoOhh5tDsW2Mazb3KYW4eAFD0LX5t6RgRLuh+kY+pq5pDBsj04E6rILV3pixFstmNsKY/ZHKbjCwTX0p5awctTVDi9HSXhO5w5AgWf9c2K4bJGgCEdhLsRqmE/AXcx7op3O25Lp4wrTIo086KuvZGYfp+OB99q9z8Yx9+PhFNw8fPWZ/RI+ecr3L4NPoAi3TwM/RsuH5WAa6rAGaaQUUGvohWgWKbQk+hrxieeRFTAegLWZgDebjIxyszbgWJaO7FqiuFvctU1Eu1PQZc7H43BD0F24lQdcPLY+yzw+F6vZKWQ/xY3BqcJ7a0EgrQtnAmjShDWjrbMn7Z/URU6GffPhh6J7rowVYtMSsa7YAqyDUzBH4PDq939FtJ+DL6eguU2Rf/FNf4PSDLxIR0euvshXc/ftM173xemddd//u6ynvtVe/nNIH3CwA9gdYMc7TM4HD3rTE9+PgHrS2NBmLNGbL/KCqWhm4L0vqItk/Bv1KlYOSibGESZAMBoPBYDAYerAXJIPBYDAYDIYefgUptmvGJr7utqKX9ujNahSdsy03uE3ZTfkgovJ8jDAty97ihmLajZZGszzTaKRN+r0OfjJnuaYV3XIvFqY+m6+IyzE0gtYwsFP06Ck7WfwwOHV88vTDlPf0M6bNPvm4s1h7esG0yWcffJDSF2DFFiNjPF+wk8bnz8CRZHDCuASrnwU4mly1CnUD/EIDNE6L7GS83UqhpAjWDy3EkCbAppKVUCaMQ+DAhGVRM7gcuqv6TVEL1nGuHa62k/Fl9DEowHoa5S8tobrrra9ECa4PlKPrxluLueNaVRgZhp+Zztl6cjIFh4nK+OZI84WtIBxggpXbZAXhVM67Np5f8l69fAaWnOdMez077fb2j+6y5drpMY/xi1/srNwevPHVlPe1X+fz8OB1Dn0yD+FOTu5wfX/JNF9z0FndOXAOWRNa7THANaOaq1PwcF0YP3Z/5J/ypd+tEc9QrakNq5sEyWAwGAwGg6GHmyNBum5XOpsi549m53GN8Suk5GUV30qf9WMUq4UznfVFS0II1R39NfmEz92X5p9JlNWkQqV2FQctmaZGjeu6ULqHEoSQDH3eDIuifx6UEFXVsLAnVnZuwnfa1TMu984776X0+5D+8S9/SkREH3/AitVnz1jCdBbCZaDEZQnOfq4g6GtU5F1e8pf8eQthNoIfokb48gHFaiGZCGVBGRt9CLkGffV0ZWpQ8vYQ+kILw4BbrYXvWvYzBF/q6POoqsNVUFrFdhvutw3SF5rwHDhQ6I7LWMN91SDVET6x6tgXKsuipEdRrIbqrcewM0HaIKIOQ9Kj3yb5L5GUFqUphwJ1hVF0ORmlH5WQdsH1g5jHY8WtjvveVXFfcNmGeC++95ilnO982u1393MYCrR1+O1uvK987U+lvH/1g09T+s0vfymlv/zVLv362b2U98YhSKZOgq8lOLt0ut1z6WrVnekaDkYFEjl3CSFMDpUHphRnFnoT1gODLCnZ0qpvdo8mQTIYDAaDwWDowV6QDAaDwWAwGHq4QRRbctKzRd3CdaEbrIjmBFr9uhDJbTrWnHOaEnen5G2jfLwRco5sCrTYGLpuV6i63Zson2+oNJ6NQl1SKh+jdK4U3URZutLEx9oe3qJ/6inDpvnI0IhOKQtwoP2r0WqI56AUujzrRPPPP/ss5f3oJz9J6Z/+/O2U/tk7XfrsE6YULi+ZEloEMT/60VlAlPl2iV6CAnUDeSvwCxRDb0iXOkyhNSvM754bLWhjrxxQaBAupYltNPisydA8cSw56j/k1+BLylVATznFTw2sk/B5FKii2vF8+YrvN+mWiz0DtNkEFJTrqFgN9BdMpBPP01bcC1GPTouX22aQR0TUIFUZw7QAreqh3yYsmm84byUWEmnkrkyFY1X2tYO4NrmyVZgmodANnGKjUKCVUD7nsp++2/kAO7/4Ad/Dp2x88LMf/HFK/+JLXyMioof3j1Per/8aK3e/+tWvEBHRrSnP4d0V+1yaTDjcSRzYrduYx2t+9aw7hyczoBw9hA8Sz7t4b5r1AslDpz5LhgYMOY0Hp9U3JW2DwWAwGAyG7WAvSAaDwWAwGAw93ByKrSCSV6G4XRAoWfBoLE21yTujRnsAoihRNJW7v+hmf4y12YvEJoPxvX8z9UYZsWXWaV37WyPTliKyFf45BFOKm7FSCkBb3g+uo68Vr7Na+nXXT8hxq3OXseBQSURxLhUrRzRcusINPxkkkdy6rJiW+Pl7ndXO+9/5Ucr77k++z9ff/Siln3zY+Tl6smBKoV0AnRL89iAFiBZRclHDmrVI0XBbTUwj7SaixEO9KOaHnpCKamDR6tBuAzRCBbQX+/tBHzJgEQehIJKlFeRNkFYLGwh3p/DJhCxf2BcO5kuMMYy7Amu0Kez7egUUWxhDK8J8II2ENF2XRkoSiibrNqRNsX7bDik2XCek9nwoi+NqZdySQbtt5llUsJMSNGKk03Ducr6g3CBB4rfkwne+lB6/93HK++SXP0vp+SHTaffvfo+IiI4f3El5X/7qw5T++q//BhERfeWLHLbk4UucvnvEcUti+KA795liOznh6/6q24O37p/wYB1bm/po9kdEju6kVAJaeoqfQzy/4briF0yEp9Ee3qLwZj9GJkEyGAwGg8Fg6OHmSJC2wTb+ZIp61RkJwSjF6FInmrRBDGJEWzcBG45xS53m60PBDxLAwXcK5jJE1M5wWS/r1K8Y/IJU8vcpYHTDry+EF19fhY5xqBPY1/hkCd6HF6AMfQUeq3/4w3eIiOj73/ujlPduUMYmInryIXsfXlx2kqPLFuYbpRypX5AEuOEXKBF/EaOjHN+iUnGUIKHkAyQ56vbRN5C29YXnYT+URklFVGig5rJRkVd6MUZX2fHeUXlYH1cSFoI0owKJugtinUqrQ1KpOEoehRQldz+hRYf7EhW6yYt/+w1IX0vRZxKPxaM3cD+cL6EwjhI11RBh89NXNL/JGF5ESQgGfEad9flBJyGazjngM0r9phV48A5n7+wRB3f+0TkHb756rwvO+/Srr6a8w1vsifvwmIPVxjm7c8qSoFe/wAF137j/RjfWoy+lvEnDvrgP5jyuY+WcePQbVZDwyLkdSm+LPy8b/v6YBMlgMBgMBoOhB3tBMhgMBoPBYOjhBlNsI/zc7JWF2gNdl/WrE6DRFopvk7HDufEYRatl/FXtlZrb3j/GuoocKiKn/K3t2xy1Gy+XrqtJfQSopYsKvUk3GHz5NNzCBA0YNKoBI1sSU2iXV92IPgHfRT/7+fsp/c9//m0iIvrlBxxS5NkHj1P6bMF+jpZh7CvPYRoE7RGoNy/OEChWA9IxRToHlKVdpKowRIZQ6B1aiUivLlAWtI6jUnCFtJrwpRMbAJpIKGwPqSwCGgnLVm3sCwaGCt+ggB7pxVpcVy1ZYNzQrGKUgmegcjoJEu/HS34rIeaiwUADbU09/4ylcCmZECdtWF8PFG0lQlyAYn07XF9NNVs+kob+jLo+4pnXVbu90m4j6EnGfNodNPR9Vdfo+wqV/1ehrScp7+yS7+sH7z0iIqKPz/hsHp2y4vV8wjRepEgPTpkq+9KHX0zp8693+auXvpDyfvO1B9zuIStvX606ym+O9DfcD/oNc8m/Fs6oQpGK4M/7+aEwCZLBYDAYDAZDD/aCZDAYDAaDwdDDzaHYeoYbPsMCqJW0MCDFjkinCXJWCqO6GPqIyYaK4LDXel/XgU36Kt2jWq/Q8Jj7Kq1DxgJsu3GXoRlVuAyVmkIbIMujhe/YiDr0gwJIH2ljyDAZUB8thDCkQ6BFgGJrl0BPzfFxAb54Ai6h7PIZ02KfPu78tXznR++kvB//7N2U/sEPf0xERBe/ZH9HqwumBBboEyeMEX3XyGmMVAZGmQdoc4PRx8U8d/OAlm0VivaVycX1wD3TYruJYa0hD9ckFihbxKX1A8qo9atB6ZwPIVeKai4602gzZdyiCpYFaq4drh+Gp6kUX06TBtYU6rdIKQVK2GfiTqT9I+hPGDD+7qR05kD52BaeIaRFca+EfzOqFOIcx9AqxGFe/IrbbUJZD/NBU2hLmhYOOsbwM5HebOCQXZyxj7EVULd1CJPy7Aznm/0vTYIfo0ug+14+5LIHx7/O99CGZ8kBjgXnFi0xYx5cFnNHA5R/4swPksFgMBgMBsNWsBckg8FgMBgMhh5uDsXWd/ooRJEZWiwlc3TL0OGaQKu0NYaCycnxCjI/US2IioXRzQhnZKOgzcc+rcJy4no3SJStsop0HZq55G5if1aOTrsHhODgvPiHaIP1LVK4aMW09nJ/YIMysnvFXGjK303iAQGhJCiECrmsuf3HV5cp/c6HTKe9904nhv/2t7+X8n75Iw6TsHj7F0RE9AzChzQQKkJGjw//wtn1GqfIHiPJC0phUJJqaB+t1CIV2aC4P0PtaRDhQQSlFGkvvK/1i4p9VWCSlu4dqaZc/i0AACAASURBVD1ogbvV4zJpR1ZqLCB1E8eiUDi98aYBoyUWUrdIi0VHf2Kr4rNiSJuJ+jCeZbSEAss2MR+BLvWCVsW9NFynLELRFp1S4joovy+V+vvVo0DD+jqkTd1wX7bCinJ4RojYug3z0PlnFeargXX0DfKMTJU3wRnlqmHq7/2P+PrTx53l6eKC5/5feu3XUvqVV+AcTWIZpFLZMrWBUER8PnHf42YZynkyPnpLmQOYBMlgMBgMBoOhh5sjQeq90WUVKzWIt8URWrpbSxYUJdsSFB3d3cawDbYb7+Z1SjdWkhptOYCSVvJesLnYhoVNJWlT+R61ktpXv5CM5A5PsmmAL0j0bRSlmVhnOuN0PVQExiAeM/jeevSIw4P84hedf6Of/rOfpLz33vkFD8t3vliahoNgolAQJQ8+XQfJBvrlGSTys8zLg9IXRfE688xQlxclEBnDDFYwze3bLQ5fLjSDIkFCBVf56AzSlYy/GRaMwnxn9l3atxnJuhactRVzN7wu9iUqDzvwgxT8TWGQXWmXoymSoy8wlCz1BtBrKyaFPyuQGrWwb2O/OamU0/YH7nvUA48/P0KpHSV96Ccr/JsjYZJUWZdWSh9joa9KP3vvftI9E+YzDmXy/qc/SOnXrr6a0qcUfS2hsQc7UmsakCApbyliXKpfuf1gawmSc+5N59z/6Zz7nnPuu865/yjk/+fOuXedc/80/Pfv7m+4BoPBYDAYDNePXSRIKyL6T7z3f+ScOyWiP3TO/eNw7e947//W7sMzGAwGg8FgePHY+gXJe/8+Eb0f0s+cc98notf3NbC8yLlAoaiXC0q8okyOFsnVK7WrNCDlzuH/10UNDbqS2Ee3qjx9wzpEI0WjiSfKNLZPjNGGVvzBZKg/r7QhcnJbpTCCdL10RNAFDLIWdVS+BAou10f0wdKyYuXjlpUw3/nsg5T+2bc7n0cf/ZJDiXx6xqFEYoyK2YQjjqPi9UpRwmxBidtVQPSFshUoVvuczywXlbD5+lRc9qEtVA7WFWd5oXSKxdcQwiRFnMdRAV0S0hgexAulZqTL/OC6V7gujTrsBgljCDyOoHtUug2pMFwbpF5cL0fuJRGSxcc147wJKsMrNGErynJ6GTqsgWbCviIDJhi4TKiRNhSSp5hba1Jb4M9KocKIQGcd2sJ5FnYmYQxLXGdMB0VzpJm0UCU4Htm8H1xfNbw/UWkdz1aVwvDwdXTFtFp9QkREP/uIjS2+/8Ovp/RX/gznn37lNVoH18CriaKSoPyE5mnmHai3vShpO+e+SER/hoj+v5D1O865P3bO/a5z7u4++jAYDAaDwWB4Udj5Bck5d0JE/xMR/cfe+6dE9HeJ6CtE9A3qJEx/O1Pvt51z33LOfevjjz/WihgMBoPBYDB8LtjJis05N6Xu5ei/8d7/z0RE3vsP4frfI6J/qNX13n+TiL5JRPTWW28ppiObyMVKnJEb5mUtizbM2wiq7VGh3wLntA8NfVUEWZiPjZah1K4X/4xF0WVSodtxfF5hnbL8lTZIr19X6IcXCsGagOg+cAYVWAgR+kSBEALed1Zqn33KYvP3PuaI4N/7f3+Y0t///h8REdHjCw4vsrgES5swEZVnixYP/pUmCjcjQo0AtRdDNrQZPylISzTKCrSCMRpaq4owDYqFllhlaAt9LVEYb5vZlkrgd0EZifHGMXqdfkqXBS0H9aFwpBLlI3L9g9GjrycRzmQ4tz73PFTuF62j0nyI73nYHxjeI9CabZ2h2ML9itAvGYs3nyhH9TLFgPNNO6Q8iaSfIqeEOBFhXgQ3F54PMlYNDf5AP0mtIC2hqXA2sC80THSRzoW1A0u8ilZQLR5U7IkbWyy79LJm2v3jR/xMeO99pthfeflOl7h1nzSI3a7FGvPamu1f7WIXKzZHRP8VEX3fe/9fQv6rUOwvE9F3th+ewWAwGAwGw4vHLhKkf52I/j0i+mfOuX8a8v4mEf2Wc+4b1L3CvU1Ef32TxtrwVVVFpbCc92yB+IWXa3WLt8icQueO8Ipfj1F9XM+wKD9HSifZopsqrY9YD/GBqdTLBKOURXf8ihBdRIXN3L1qXzn4R279FWj+ZErK4cJVd2YM8Usc3b7gh2X46vboqXmFgU9ZUvNo1SlUf+c9lgr97P9h/yePv/vdlP7sefcVeXnOnS2X7I23Dt58V/DVj7PZeEX6kXk8xOCp+GUrlU6HytDoN6ZCyUWbKvF1VP5VAuKiUjN6WMZ2o+QK/TvhDdU+Shi5Tp1Z/ij88OJ+h16zUeImpCeozB7up8366okbCJXWtTvg+ZAyn8xBVdcUpC8+zpc6LMINPw1znuurUZ5FrVCG1toVG4z7oqhMDRIbaACV/+NEoDK0kBqCpDZKBWuUdorYveh9LParPw+b0B/elwgaHIVCwn8TnBHRcbyVGrJw0UJfS5YgvffR+yn9DhhpfPVLv0lERC/dIhVexMJWCCZNYp95BorAyMnTut5vH7tYsf3fpD/rf3/bNg0Gg8FgMBhuAizUiMFgMBgMBkMPNyTUiO/5KumLa0v0gihc6qpQdlv+ar0yoxszyJLueXEMn5v673oI6ucmjXED/xlbjXd3pUG9V41y3LwBGTh3fSVUWhbUzLNOzP7xj1gJ8+33vp3STxqm2xaXQSkZ2TqhNBxokRYVjVFGjsq/BapTYUWkAjReCDeHvl5qpM2GyvQiLIUalBoDgXo1n5Vw0QkRUGSRYnM8rgm0JZ+VPuQhTYTK9G1oEwcJFIpQKo70g75XE22FdAyySIJ6UwwRshzZrgq1MDdxf+Sov7AMQuUBFeB9Zs1SYTdIVoLP0dcJ4x2rA8O+XPRzhCFDkHIM99hmni9C0XxIOYogyZpxgRjk8H5zv2WTEBPEw3m6PGe67ezJ05S+uoqhiF4mDV6b+xLGPG6LIck6mATJYDAYDAaDoQd7QTIYDAaDwWDo4YZQbI7qWmrmC1F2gZ7ymSjQeldC/jhs1wknEWv7zSJFF845OsGyQ4sTCSf+eeHISiJLlOGI60VpJ4iHNVoDrRSqkpxV2T/iql4/+lehrDXiGGjU8BhuWMkW+xYLAD3low8Y9H0E1aLfF+BjVgtOX1TMkX386AkREX366Bcp79EZ021PnyNd1lms+Rr6ZSO2JPLPkeySPhqmcM3ikUPqaCIMcTAKfPgXxPlTQVt0+a7S575SLV7154ewbqsixTbjtlpciECLoTURWi4BVxmj1+NTpIG22jS3YBGVodAindpm6I24DiuYInxqt7LwoN+cQ7NIKeae+BwSpkxlMf0Ec4C0WLIQxKZ0H0L6mcQ1if/irsQ1H4alwedTAzeJlHJN0ZoUxwWWZ34SbwbylKFS35pPGWNkTdGPEobTwQdEOBtIoeHvV7JAhz4fPeeQQ+++/05KP/moo9v8l6FbnO7Sz6KGnKbEDqo0JkEyGAwGg8Fg6MFekAwGg8FgMBh6uCEUG9F6kdd6Ex1xdUxE+VLZMdZxol2lkhr5e1tkBpboljEDL1gD5brdqt3MfKimVrq8NFWTpkV62g8SepsbXEmO/px+fRyluNVm0ttKhkcgNsfwIBgBPYjRlytwDoh0TeC90Enf6uIipc/P2XvbxWcfERHRZ49TZCF68uSM21oiZRRE8yOoVEFPlUTkyvKjtZowPMMWYj4aMSH1E6ybavyMRCd72rAo0xkgUZwwIYJNidQetCUijSC1Ei2pcL4qpGOGo0XGEB0Eet5MBJmDtpwgOvU10xgSYbSlzI3QflDCy/iMeoQYbgoPk1uH+AdaculygvIjMFCDuDiV/hyIIU7QTyRE8ejRnl09QbDBvSdHoA20rzjW7AasUWxAP0aLSlmAx4XqK/HesElk5hIlza2dP2E67uknT1L6cvGYiIgWxFz7XHiHHPH7sqsR5BqYBMlgMBgMBoOhhxskQeohG6G0IJlQv+RHvGIKhbv1veYlAelTq9BAtuFNC+pFt5V8bV9xi/Y3yY+Xtc9NSOde84tzW3SWUaiP0BQ9c/syKLCilCMrySsscPyow5ARIoAoFA0SpBbCfCxb9lOyXA0lSM3qElrgT95nvks/ueJ+ly0/ThYHc672vAtoWyk+ZLoxOvFvdx3TQz81Wv0uHf6F5UC9fRGWJLRVYcBW18D1OrQ5DClC1FNAVtqXQk742tcUY3EMSuwN3AYtiCFcCiWB9YdoxON0qNSMnQiJjNhqQ2V6L+YeFNFDfi2kXbqBQ1Scx+DBqPzN7pn0Z7MMnTIcl1CQV/qvhNTZD/Nzj0XtMY+BXuFCWnMhogRJrUYEoJI+jjcpceOmyEhcNbGtcIQWlPzFQqOBBQbcHTaJa5IkriBy9Q0Ern3KfpA+edz5QXIXIFI7YglSnTGMgJ6HWbnHreZ/a0MWxyRIBoPBYDAYDD3YC5LBYDAYDAZDDzeGYks+WFxJGVbUUvJKFFyp/v4gpNejGKvCe6vP/hE6G9NXpqKmDH1tKChpC9FpUPhdX7uHjF8X7SbFmqH/nSFtJvsdKrvmr8dESRGZVDG+JkuWbnQUmoCYYlsBtbMCZerVajFovQWF7hVcuQrhQ1ZXTLvVoPCNSqWRKnAZSjEd+UqfW7dhWAABQavl1ixez9SL67gJVR4v5LRdSx2rCsiwdjmlZE0JV1NaVnzfhAKD8WZnW2NrVF9QRJHMQkqpAtpEYXkk2mFmm5kDpIESxYb7HkOgBO1vacuhU78aU17aiiUKtrh/RJauLF/UHJGa5MPMoupBRsnbKW1pewLT8KxpIL0M67sEg5KZWFMwUCiMNg2vMF3FBhSYBMlgMBgMBoOhB3tBMhgMBoPBYOjhxlBszmvUWgFJTJYxHVlXZVBUs1goWVehEwjFomXNX+qA1vW7kdy7ZD11g7CtwVx02S9ohByFsv7eowWPzwU50JZ3AxF5pB1y658E1UhDZRoe2jORapmCc9AIqx7ID8kVUIct+CGJFlFVy/PRAm3mPThuueisUKrlVco6nLHt0XTOVmzVpB6Mu265bB2otQpCGEj2Ca154pqh1RZcD33UMEV1hfURwYpNhAeBZLBoa5v14n4itMTL0EiCtgj9tUjhMpowHhF1Hbcl0E+xBWmppVl1QfcZa7CYbjXLJ9rkSaK0BretBbTHMlnLskgji5yhxRzma9RjLN0fapWhfmuFgq/RN1XqQ9elqMQ6DJ9bIq3Mbu75Efc7RsWphN+n4fqL/ac+atY/f4Z/DLP4HtGyDZ4JYErZnHfPj8Uz9rN2OOPQOw1Yk06I86Gz4tjXY7PfRZMgGQwGg8FgMPRwYyRI7IF0i7fBEVWKUh3hgLWgnbmzR+wRbWxS7IYKixhbajtm/JRoRQW88mmqVMzuCZfJL8DpDQ/LqcqURLiQUcFYBOTUpJX45YqefTG4bigzAYmKr6GtSeeHBONTojRqCQrdV80q1Ac/KeD/ZDJhnyazaZdewj20IshlFf6F+8msQ3KUnJEwsRB1qATebzcpf6NEBYOcxi9emC8pxdC6dZnrqDQcJEQt9otl2/6wpM4yFvZDaROWTT6ExLgzEqQ4HTguofiqSG8ph6QtzVmlIySkOsMx5CRb0odPyIPrUsl/yFRk/ZHFoMIVnr1h/1L+jHM73Au5+dL2jRPe0YeesqXTbpwD9KS+4Y/Cls+6nsb/IG8241eMg8PDlF5VXbqZgNR4Cv2268egPQPF9T39FpoEyWAwGAwGg6EHe0EyGAwGg8Fg6OHmUGwDsZ5wVKEX24biKjon2gNttleUZIVj7mcLueN10XYl0XtubTX3/zm4QaIXRVP5PthDUGGn+J4RKI59uPezImOlC5/5K9JaXnX2QuTqofKww6CzF6zQTVdd+JBJw4rb84rLHsDUnrlOjN4Ch9YC71VFJe1MgFGkvZoYIFRQIZxslKkXCrAi6Gc1vA7wLtxbhlcTITviuAo+l0T7+Mcwmoo4Ig3MgaBunKxDpLMTOWrQ+xrSTehLCzXLPm3E4zh7RoZK6zklbY2S1spqyuddeqgMnXvMR99mctS6gnPkZl3mGRp9PNU5Yws1Zkv5IMc5E1FJhM80N6iTMTPRH2EKRSoo+py/suLjMKw5tH8yY6r91uFxSh8fhjA+YDBydYEcKzS761vKDvrcJkEyGAwGg8Fg6MFekAwGg8FgMBh6uEEU2wtCUcQ2gsu4NpQ4mAJ1s6EodCPsyNDtYwi7IzNwp13+vNa5ZPK2vgXFlkT5Q6GBRLoTe3s0Y4NQI8sF+zy6XF4SEVHj0U8SdjW0qnNAsTmN5suwrsJPVepjGF4C//BgyYN+g7BoG9oQ9ISy33OGQBpRiT6XxP04hQQRfaGlnB+MtRGWZUPqBi25NIIsS7EpV3JhTVTDtDH0RaZsso7LVhvSZuK6ekEx5csMJeuPTGnWaxZzgrZltGIrDB/OPnNq1XkQbcXzguukWGdmWlONPjN9lYy3tfOC12uwZp0fsRXb/PCIiIhmE/aXVoPzstbpNK8Gr/S7L5gEyWAwGAwGg6EHe0EyGAwGg8Fg6OHmUmw7aJ6vR6GxXFj1F0oJjekMrRuiqHqE5duNs9rbEBsNe8N7y5mAXDs2GZ82oKHFiwN5vrB4UcJVVARhPhyLwFeBBlpVEFJkzmVXj8Ga7Lyj2KZg2DahBY+h4gtH066NGmivq4YfPS7SUhCWQEDxTNhmzmmkmlBAv8IQJkCRrCCMShq3YtHkM5tCs/YRDBtSDW5IoQjngIrxk7BMQ+eeMIZGMWMTTiUVekrQjO2QqmxbnfrhsBWAzB/j6A43GJcXzjDzYxlAo8UKYTx8YS+V6CesLhxUamcvY44qaKvwr3gsQbU6UNXibPd65rY0M9dhiBu0IMWxVBWu6dAyEQvHMCwz6PPggJ8vd45PUvr0VpeeHQLFNuFnQitENwVTXVVVolR4M5gEyWAwGAwGg6GHmyNBWqdgvLPe9J4VrzdWhs7VzzjpULsKXzEbuOzPBTzF1v7EIPtRUPpaUOYgpw846jNY++reo3Su0JSILoJf8sIpTvBHBGOdTDgQpKs6CVCz4sdCVbHvksXyWUpfLbuyNX8A0qE/SumDObfrD8IEg2TKK+EfhBQFxo1+kOJaaeEliFjy4Bs8LyzZIshfhXZxJLVTlJYz2uOVIjGpMwrwWuiTGr7a1VAhmX3dwtykkC1CgjTc41KSoEtivCK6Kqg/y0Fqt5uRXEmpjF9bVhEgZbHpE04+gnN7SWt/KOrTpH9EUtISV9pnRRLDeZRhT4bSqE3CuPCaQh7KRUK7OT9IVTWULDmlPiYnU75+DEGrX7p7O6WPjm91dfAVBJItnNMUBNcV9loW2z+HTYJkMBgMBoPB0IO9IBkMBoPBYDD0cHMotr4UbJ+6w2MiSm/S7zZjE+La9b42ZMldO9uSJtLklrqUXmeUdtYDLzQg6Bg9X+9287kfN6yC8xCtaK6t3F5Zc92BMiVG+UYqqwoXPIQHQZG/CxRcBeEnkK6pala8rqcHRER0MGPFS+eepPThGYQSmU9CW6ywSUtcqBjiAqgj4WuF/2hKdEyiPZCSwrL8R5P8Pa1XasW5xauNonArHjV4D6KNoJScccAUKVC5vXRaIzFsUFqPer+5VnPpWOS2vQhLUfBtpfUoj8PwQOA+cDkt7aHO+rpig78U/XY5UiUUkWCxURlfUJXD+Wgzm6VS5qP2w7lFCq/O+FeKOxzHKKjh0G6l+SUjVrzuxhDqZ/wvxc04A9r+pZfvpPSrr91P6bsvdc+NBij65hLGOEG+LcwHPqvU36fMQ8GUtA0Gg8FgMBj2B3tBMhgMBoPBYOjh5lBs14l90nV7wQiRX9HHQ67dFwjtFq59zkGUne1LmQ+t8BgJ7Eb3tYUVW2npRvAeWeYviuZREg38U7JCATpohT6TID2vu28rtFZzjuXl8xlYsQVmbYZcF7ggSlZbglcDaq9BkX47vK82J1pXMgUfN6Q95EQmcyH9uuqLRadrkAaOVlM+Zz05ZBH7rWUqDkYIf+hzq92C04uOg+YzRxZYW90rI8O2VP8+xVbx3sr11ZXMm6ENIMJ/pDxRYm393HMtWZNBdaTNsN9EOUvzumFbCgXc5StlHT8HKqB761W3oY/mTKU/vPsgpR9A+vios449QMpxAus74cPh2qHfJxXX8PNnEiSDwWAwGAyGHuwFyWAwGAwGg6GHfzEotpuAPO8xRMlCrNjJGFnj50TLCaiC/s2vZ60XNqQvsxZk26K0vhq1MwIac5i7b41iq9HiDcXpISQIWJbUi+ecnoEDuHuddcrJ43Me1mc8iKl/mtKrurOlOazB6RyEMFn4wLddwVCBjpsAhdbS0DEiIlEKmJex8NFCSXjVa6heHy1pSoaJguFK9FPOolIbF6MVdMp6qz7Ny6KYOo1uyxmIJYoF9o8SboWIEhnrRJR5vd1YpBVWasMheqC3pJ/Q4c1nKSXNSlFZRyxbibWD+Ur1cnSdshsycyCcM4axV1C/EnMb97g+bhH6JLSrOgSFfmsM8yO25XC/zyt+bTiENZmfdJatb9xmKu3h/ZdT+viVW1xvChat2j0oPKB06KlN5P5/y0yCZDAYDAaDwdDDzZUgjVGcHeW4Y8e2tm63pKy43q9HWaKywcAKCopqRMtN1kH99NT8VGTq70czWsF6Hy/8dbujBIpIzl360tFVPnUt3B212nNLLm44fBFD+IAWA7kGCU8N16srDjUyP+L0naO7RER0dsoSpHZ5ltKHT/gL0S1mYYjsR6kCDeV60Y3hqoIgmiDIgXi4qhhCfh3HcqIEJ0EalcKS5JwXxZAgwj+Y3mz84pUhVHSF7ShZEH59FCmH/GCGL3lFRCTmoF3/EMvpCau1CtIXLCAUesMeEuE2slrHwywMmMsKzrpyuZCCpaM1rJ8dN+YqW0EEf3bDNc3qXau+evR+SQkKi76NMJTQRJEKCQV2xU+R2Jcg9Ulhb0C6S4qSN45rBkrapxBK5N4rp0RE9Btf+9Mp7ytf5/RLd17he6hCPRTYVhBSSDoJi4OBvDG/GdrO3ux5axIkg8FgMBgMhh7sBclgMBgMBoOhh5tDsUXxmebkYRNKqFR284Fk8rfh6bYdS055U7m+6+2KZkG0qojpXS5ki1cyS3rXRWia6rlGdNF7Ur4sLqk+MBnxW+lAbyyjQJgpew1AKkRbMudQxA7KmaEE6HBTXYPvo8lBSt8+6pS0z24xrbY4e5TSp+4wpdvpgoiIVssF93TYDq57CDXQcFGaQWRvF3wi4eOhgUVZBpl9LrRCIyJ2dI+/nDA+RWAXPFRO6VihTXOPrXChlZm5PwZZSD/FNO7VNutgSWlW3c8ZZdgqKstiSTx7SD+1g7wsDRz2Y4VU2Rh2G+my6GMq08CYk5mOvJiCIcW2yWzz2UOKTX9eJn9keA5hENNqeBfZkFRhbmXYEzCACO2K+4YHwAJ0qavwunB0xGf7+PR2Sj948yEREb38m19MeQ9f/1JK37rLStoh+hA1jmk134DvI7yH+AwaEzKMtIc3YMNHsEmQDAaDwWAwGHqwFySDwWAwGAyGHm4OxdbHGIX1a8N1mb/to971QqWUPifmKOfvAwpsPIiccZOWqUeMXtv8OJQMLfbRBUrxQx9osCK4KLfe8mgy4/TRYUe3ndxiy7aL5xy5+6U7wJdNOjG68xxfZAn9+mV3vQYRO0HZqmExfJTIty3QhEgpBQ5thZY82CxYytWu68PBWBokTJJIPyPaF3shqgZkC0C7cVzQF85H8vU0qCKvE1sZiXtEzqd0jhVLuSxdkwaeoaTxdpKWQc76DsfTDgsUaeotsZ6h1+mYQltOWLnp1nNuBGeYdl0u/EdSQ6FhXtfZsC3RP5+dSTCPQ6a9rplXO56xldp03p351157NeW98vLrKf3mFzufR1//wlf4+gOm1W6dcvihVTi/FdD9mvVd9wd9bjAJksFgMBgMBkMPN1eC9EKkRspnlfi62lWMddOkQ8EnhsjJ3OOY29X8/uysK69/EWUGgBWVpD6uqGCab17xf+MzfZXGpVW7ru2RGWLMrvC7CN2fRAkAKpKCx+vJOX9NHt3qKr7U8BciLe+l5OWKxQmrzzpPRt6D9+wV+Dy5fNa1P2FX2vWSrx8ecvps0Ul95lNuvwEJ0+KySy8dS7BWnttFKcdi0t1P47n+cgF+ocLc4XXpJwekWGoKpULDvdCI9Yf7SUku0DQsUdMUsoX0poW5VcZdOpxCB1goJdehti5lxbRXFIlzAWY1aZFDKVn0C1UQbPWSetFCAa8UwG4bXN8UCBbHqteLf1Uo6RNXQfE+GZeAvzLRWNcISndn6LsMStYuluWfej/jvqLPs+kR1zqo2Rjj+ITP9N3b3Vl/8IUvpLzXvsxK2K+93OXfefPXuP49rk/Ez48oxZbbEqRJYx6OWz2bN4NJkAwGg8FgMBh6sBckg8FgMBgMhh5uLsW2T6/iG1Xcpv6vKDaZWzVmQ2Zy+j6sch1uonjJWoWZfjXFWVRK1PpYryy7mQarVrYg29+r0ununHOKkQv0h1CSVGiRCYjbp4dHXK/uRPeHQOfcvWL+YNmyOP1k2j1m7k4fp7zz5iKlnz7r2l1ccVCRJQGtBT6RzpZdmcU502YroOOeXHXBdZ9f8KPtasV+WxpwtjQL1NzVJdNXrQdfTatASed86ihbUPgFwuVHmi74dWqRRkI981iWh0UrmGcRcDf5QcK8oWcep1B83T0oVJgItzLcw5KBy1BsSlkv+UkYTnx+6OONyrtVlkJBGnCbBzhylkpboqvhmfeZYy4Vq8M6bfDciqnWwTqisURQcPYTvAxUONDPU9cpXM8mrCBdwfW66q4fzfls3z5lw4vbD+6n9N1Al926/1LKe3ifA9O+dK8LP3Qw4bbaSn/FUJ/ScrOo9dZj/z/eJkEyGAwGg8Fg6MFekAwGg8FgMBh6uDkU2xj/E6lO+HdryVqJaxpjPVWgonJ0i3oPkcEmzgAAIABJREFU1+UEKlhtZZscjltExZYxBjjphuJ02cg2a4vWIsrcFi3bxADUJP+Rs5grmbwUSgoLsoLr+61RoDfFrQ2tGEWEdTdIEE2Agptxug7U3MGKqTS6x+lXZicp/figa+/ghPOeXXzMbc068f8KfLHgvkPm73LRUU2Xl0yVXVwx/XR63lF3Tz59mvKeXDCdt2w4NApRR9c9u3zCY/mIH4mLQC/VC6DHgAtzLfpw6QaJVFiLIdihbKTWkAoTlmnBjK2FzFWDlmlDOk1atum+eLRMGfoiAMaNPqIi5SPazIReqZRvb0nH4XAi96uXZYa+vMdTlZK5GlbHe8CQHIHqRMJShGBKzKBmwyjPVpwN9b6JqIYLdehx4vC8cb1J3e3bOfgrmh/zuKbg1KgOR/JoxlT5wT2mwCahwOHB3ZR37wH7M7v3EtNpJy915/fu0cOUd//lV1L6+NZpd1+H/BxoV7Dv0Xh2ojx7YWrl7ik8L5NVsE4j7/JzahIkg8FgMBgMhh7sBclgMBgMBoOhh5tDsW2DnZXWx5jHlVCiY0qWVNv2+wKRucXyaEtWbgWodJouQxWU4Ia0aZbdLGFE2esiTbdpbeP1ImnEhFZEdfD01kxBnD9h0fr8kC3S7rbdY+ZwxtZkt5cs5n/ptLMcqw75cYRbZQKUwSJYrK3A8uxiCemzjlp7/umzlPfBk0cpfX7O1NuqOSciok+ecvsfwPXLZXfzC4f0GN+XoM0iDdTqs4vMjNNCmCibSbaU22waRz+k8zfxuxrLSP+4itUWXsbwEGhNFhrJhS0Zc8yS38Tc9W0bTlWQzh0+P3AK2oIjScmxDbMd0pdISSIdF9I1xASawPVpiG5/cAAhQSA9hf16dNRZpN25zdZmD7/wckrHM3l0lx063nuFKbSTu7e5j9PuzB7WTJXfecD1vJ+FsYKzVTDFdAQcegkjjJH16xvtliJMgmQwGAwGg8HQw6+2BGln7NPZUqG+8iW2dVdbIyrpFpQ4s8j4Hok6luIjtjDwUsfyM3XjsWgltpUTii/iMWFJPm8JYGbuo4KpGB2KNlKoEbi+hC/bBgPEhjz0vwKBLeEjlg6D4Oh0xX0tG/4K9UEoUx+Drxb80oYv6UVUYL5kpeXLJavRPnveSYs+fczK2M0z7uv8M5YQ+UU3nsuP+Cv4Yfsht3vVff2ePWOF8EXLfpKEYnRQzm6Wcyh7ntLPz5/z/QQp1LLBueX7aVIAWl1JW6xuUNIWno80kWhGmRqVktOFChXRUQG5CS0OpR1ddZAmhfWT0hmMawNDdOvHmHwqZfoSSAK1zDPBD31ECTdIIhSIF/8SEXkRxqXrQ8wBtDWDMVSh7AEqKkPonVnN6WnV7aH5Af8813geQtDoW0cgQbrN0tmDKZ+jg6A4/crD11Ley/ffTOmjo67eyS0+I/deYWnTyW2WIM0OunanEy47mbPytw/GEpMJGDVMYe5qkBBrrx6ZeeTttuXv9Q6P5p1fkJxzbxPRMyJqiGjlvX/LOXePiP4+EX2RiN4mor/ivf9s174MBoPBYDAYXgT2RbH9m977b3jv3wp//w0i+ife+68R0T8JfxsMBoPBYDD8SuC6KLa/RET/Rkj/10T0fxHRfzqqhVGisG0pjT1SIUJUrV3fsi3dyUfmeoH6cwrFki27psnBeApalKncHrSaVd4MKEONMsiFWSgMwWli2pwioBDpB0qgKNvdB5fa1WsxRMIK6BiMNB5oGvQr5JHaaYd+blrPSpYNKCgvI/0jwiEADTBlqilFYwcdzRr8o7jADlRzrlPhIKHdWePDWOAeZ0gJhfwl+IgB+uJycsp9hAEdnHLeEpRZr5YdtfbkU6bHLq4g7knLc7MKc37leY4ePwNFcY6yQsvnnV+mlb+ATPBtFNpqgZJsgEb0ik81zNNtGvS9qilce027mIjaWA8092VXqKQ9rK8eTSyU03aOftay2tAaMioN2jkWvo+wqOJjCinHOA+olIwUGoTZqOuu7HzKVNhsxvVODji8x62jjtY6PeE9PHGc9iFUyOkRU2kn96D+lCmwg+NOsfrhA97XkXYjIpofd+M5OOC2phMMgbOEdHdzbgL7EiZyEkIKOThvFU40ODqL9yCfsXpoFf03MPvHEKP2jcQ+JEieiP6Rc+4PnXO/HfIeeu/fD+kPiOhhv5Jz7redc99yzn3r448/7l82GAwGg8Fg+NywDwnSn/Pev+uce5mI/rFz7p/jRe+9d4pGnff+m0T0TSKit956a6+qyAaDwWAwGAy7YOcXJO/9u+Hfj5xzv0dEf5aIPnTOveq9f9859yoRfbRBQ92/mtOLrFTsGqyFcqyHyNcopRF0zChojeXuuzR3Je5P8fGhmxP0mmhj4cy4QjHVF0wGuXVI07HJuLSyI+BLsnmtMxzWGFO9ArLdBooFROEtRI6voI8mUkLovwdoojZRc9wZ2vw4sLqiwDS1yCnU6P8EwnDERoCacXOmBJJ7FD+0kuvGCPcTxt5AWzXczyRQe0eHQLtVTE8cQtTyKOZ/c8Z5l/fA8uyim9PjlyBUydVVSq+A5rsKc3dQcVuP3me7lEP/Xkp/MunyLx+9nfIupszBtYFu8xXQiFpIECJqwuQKBs0P69Uu96gvnaP1lLXYH0hIJOoPeNVKp+7qsAEEqyr8AlWhOuQhHYPOukI+0oQVmKa1yTIQ9uqM609wOgJF1sBzoAE3WNMwnoM5z+0Mxn3AW4Fm026/n9xm+usQKOXbp2wt9tK9zqry6JgbqOFs1VVHh83B99F8xmM4OeV6Rwe3un/vM7U3JTwvXf50wufRw3laXcGcB2vSuuH5mAMN7KbdeKoKnwNA18F+dhp5hc+SgkrCKCO3HUI77USxOeeOnXOnMU1E/xYRfYeI/gER/bVQ7K8R0f+ySz8Gg8FgMBgMLxK7SpAeEtHvhbf9CRH9t977/9059wdE9D845/4DIvo5Ef2VHfu5mci+mG7qgQeKjBFylKQnxW430rzu/p9VrMTuNntD36yUMndqxexgdkN2akoSr4zfjfWVNum4cHnoQwaVHaUSZFToZqmRb1AhU/ERk1v0eqjwjVLBFtM0VMgUnp1DI15IK2DY4HqmdSu8FWW43dfrFL6oFxBwdwIdz+bh63nK9z0FH0BnwQ/S8j77QWpWfL2CYKGL4DH4FiiBP36Tg+C+9yqrYX5y3uV/52esGPvez99O6Y9WnS+npWdpVVWDcji64knnFCesGiRd9lN46NnZwaJKXdlo5AFSIXEdNZS7Mg5831QoYYR6UUKEvn7Qi3S6DhFbazTMQP9LYbPgI7LCDeRjWyBVPAQFZRjDfN6VWaG0Cn0XBaXkW8fsC2gO4759wnvh9p37RET08GX2uXV0yPXugKHAndtd4NgpKE7XoPDtQr/TCexxMA44hmCx1TTcL0iblme8l1yQLKKPKudw/0B+3BfClxQ+a+Kk66zENfA9ErCptvf1J7HTC5L3/qdE9K8o+Y+I6M/v0rbBYDAYDAbD5wULNWIwGAwGg8HQw80JNdIX5W+iWLUNPbUtSj58tnVnrjarNZbrf0THib3agNrxSr8F/0sYgmAMK6bObUEPfWto95DTfy8OSx+MLymFq1qFxcLQwfA6BsHEgKnopySyAy3Qag3Gj1QU50VZVFaNYUtQmRr7gjAZbSzkhkq84h6g/Vb0BX20sv+uKbzHLr+CILqnSBm0oFAbwiwcHQB1M2EqIoZGWYACfA1jqWdMkazCeI9AIfzk9fspffAGBOc96/wjzV5mxVmqwT/T4U+JiOjyEvwkoQL7EpSwr7r+cG3aCxhvqFbNQVEZ1wzYpybM3apiSrFGxfpJd78OaCaC8DMYHqYN9eYVhI+ZcdqB8nZUvkZF8rpCXzqxDg8Wg7c6oEij3y+k4yZww0dBiX8OCtLHoNR8OOcxHoX1bVAVHSjDw1k393dOwO8Q7J/pCSs+33+1o83uQFDY02Ne/6MjHsP0VlevVoJDExFV1PWBIXjOlxxa51DMXZdu4R4ugK5N9kYN0+49zXvODnPaAgWL1K7X/M7lfG6lPKRKC8Y25cxyfWWI62ASJIPBYDAYDIYe7AXJYDAYDAaDoYebQ7FtAz9I0F515Uf5EBrTVgElH0H5ioUxjGg3sU+b1FH8L42BDN09bEsMQeskx4ut96VRro/ZPT9da1Ccs22kw0ChqDQfUg5VhspKIRvAp4piOeZF6AVIQ7gLWq1CFbwZ8KmEvmeSeRQOG/8IIQx0IzbwXcNUUiPN4KCpQJ0AxbaCe6hqTi8CbYWifdFXHAXOJ9wvuMRJ9KInpk1uAcVyyzOlc3a7s2L78u03Ut7dU462/vRxZ/fy/IJ9I2FImPY5U29nl52lW7MAuuWKr9fzbh5mE6aOGrBCWoFjnxCMnZ4BXeOWaPHU9YEhUJZLrj8BS6s45QdAq80g8jtakU0CVTQBehL3lUuUMVgbAoU2neJe6MqcgJ+twzlfvx3WZHbAYzk+vZXSR6ecf3rQ0Z5NDf57oKtZoAQnB3zfRxXXP3dMVR4Hi0lCf0Vz3isOfQe1gRZD2gutTYMZoweqs13BOjqoN+3mv4HD1cB5idsd1w452FpQ8OG8yNPJ41aM2EqujTa1gB5gV0PuDWESJIPBYDAYDIYe7AXJYDAYDAaDoYebQ7ENKIxNaDOFjkGMcphYKqx04jN/RPH/tiEu9HDcer+jHExuN5wiVAu/YWdjnHcVVyY3B06hQ3JWartiE2vANZc32X3Rsiu75HGvIOWEFm1AhyQJOLr8F87VgrgcLcRQzA8eCpeRToN+IQIBLbHfyFTVKHuH4SaWUJ+FpgW6rI3/osNGLtsGuqYFZ4boABOtvXwzXBThRJOG5xit8xw4coxnwLFBE51AqIjJHaZ8JhfdY9e/zLTIN+5+OaUfn3+FiIjOzp/yuC+fpfTTZ0yhuWDphiEhLuAeDoIV2WQGFnMwB4uax3Bx2dV7/JT7ugSKbRIWagl0zvKCQ7MgtRtposM5rwPSbVOw9kpM5hQoOqCU4vJhRJHZFJxKTriPSSh0DFZhx8fc791gsTaBsZyc3E3pW7d5no4DxVY59MyJzi67MXhw0kiOqdTlBc/dyndzi/O5BLqtAsvTeAwb3J+CqgrhVMABZquEeSEicucrMVYieQZSffT9iTQivCHwLzM8X9ApqfozgJbNW6qpaOHHNOSu7yAGMgmSwWAwGAwGQw83R4K0C67dh3kZqo8H/GDe0jdS/IotyNB6ZUZINsYEX90RYxTyxgn/Mtq9itKgrni/3r8TUU66kVPoVppSmt1oNpJ+sz7G4iopitEikCwo7EbpCEpJVugnB30iBYVtjDrQwBdtg7566tg+BpAd+kwSEggYdiskWl0b6J8JD1qUgrUYj0OI39BnTrwMStqNMs8guhASucnQuGB5ydKbKwJ/Qkf8ib4Ik+pBGnF8yKKn28GvztWClYdnsBDPl9zuURjvEr7kLyAcyrztJDU1hJ/ACVmAku3ispOEnF0+T3kNlD0MPoQWK5aCLM5ZoZuEsnvX7gykO7i+E/An1AQFdOHLazmUIKEfpBloD7cgmYxGB3MI43GIStQhfAhKneYw98dHIOWadm1UYHwgw+WENkAqRMT1FyCpXQQh07JlqWMtDC/gfuO/+AOC6VQU6+PZgXVIZbSAvdyECBkkpKRKWJlhdXF9E4JD/63KoEhQaGzFuqubwyRIBoPBYDAYDD3YC5LBYDAYDAZDDzeYYnsRvNkIfzUFisUpfErWfc9Wfn30sQrqJSmz7YMei35dNleslhiOQU5BoTWXmbCkAL/BEDQGbVdk3eGXlPjXX87fjh82rxRGqgynTrgLimsKVEYj9k/8F0T0DnzmQKT7RegPpfUroIGWSItFCg30vSvwYxNDTTigSiqkCfDmI8UGdB1SZDH0Aeq8ova4nJtA7UBRQaHQ0O9LLY7mkNqb1HyTUxjj4ZIprkloD6mO2YyVuE/udum2Ybpm4lmp+Qzig9RNR9ks4Ft3seIxzMIjvgalZBGLvQF66CrQdRMOhzHFe6+7Nq7Ad9Likuk+nI84RDwuGO5CuOqKhXGZVzhK5SDX2ADeUKT2mGJz4AdpFvcYVJ/WPDceKcHg/wip5aoaPpvbKawHeMfySPOG+8H7rhzSxDhRvj9EtI9Is5j7GXFACVfV0MjDiYdJ6MsLLXC+igepiv2DkQdy7El3IPewGmGas7UvwM162hQmQTIYDAaDwWDowV6QDAaDwWAwGHq4wRTbPrCentLL6jm6FdEI7qZoxoZcSEnU6NRkiQZUs7LD8usvK2MoW55tYDGXWEKwc1DGm7U7U6gul/kr7Y4x9Oe+zCM2rK6ypVooEIXu6feSQkUgO9FgW9WgrQZE7y36PAqid7QmwxAUJNiDQEWAlRsyKJG2wmjwwqoGJj22gWPBfdUqPsTEsVAmHSk8nLlYsQI6B2lAjKYe57yCaPDoW+YppGOtFsJ0IPVyGf0Meaa/LoA2u4A1q0KokRUaGy3ZUupqFXz1gNWXmCG0LAz34Kc63bIKVNJKbEqwVhTn2PebF5STNEKMfn1wL6KdU7gH9EeF+07Qy12ZZsm+ogj28NJFC0Jua1oxTTi54Hm6DOvvwa+U8OsTmqiB0nIOf1KBkl6E/SHYLbSIQ8uzmAf7S3lIecpQdMK32dBk1uMgwtw1UAfPHjJscX0q2H8N0O4uWiM63aIOLVcdYQwTzt0Jmxhkj+zCJEgGg8FgMBgMPdwcCdJA+jHitS/rbGHM62JBwVlquw7HpTmEKGSNGFUvsyC50nS8+2ktT/MtkZuPLe7HOV2xVm0KlXyxjbQO+sDLyt9qslxYwxjl75JwL6v7vV6yGa+jR9sWS4gv+NBJO/yCxHqoTLtqUfF6mEZl6RV43cYv0iihWQpX21yvDvvCgYJsJYLvcn6zikql3FSNn7zhi1Z+BYvPYE7HL3EcFxStg2gLg/s6IXnA78sQcBWUqSv0c3PFUp0o8aha8AW05LZWz6L3Y5hPkCahsvtV9MED/mpQ+tLGILcr9IjO8Hhvce7AQXiDCr+r52Fc4IOowQDF0G7cl7jXMs+tJDFBhV9IVlH6JZ4JIM1ciU0exgi+i1ZglJB8cnGVFWjeT5bcx1X0yi6kbDAfITmdgFdvEIygn6s2BXrlNRfSJjhbsd1W+OyCvdRGY4tGvy4UyaO3b8iCvlKgaOH7COorkrqVMNyAcbdRaohK4iOezdta02g/CfiIw7mJa71hVyZBMhgMBoPBYOjBXpAMBoPBYDAYerg5FNsu2JfTg3XNjtCx3hle+yPHwWzRfo6CK5XdGesVr0XJ3Bg3VQjHentZuzEK/2uq57J0lodF40IJWyngUFEVLmubWChxDptCWgRDbyCVEUOJNEADoB+kRvgmagf1Ubnb14Fia5B243HVGI02lBFhSUSczkDt4H0jzdMgXRLqCEoAFMWDQjbqLFdAL02nqGjahjygW2AhkDKMfn/QBxX6xFn4izCW4ViJhM4xVXFuvB5ttI6TIyJGwF4S2vBD+sEp89g6ndrRQiuJ+rV+duLtiCCooB0cleRxL2K7tQjUGq4rxglETLGg0nMNvFiNcxfmphXrNBw3hk2pMsrwqVnRPlDHwjlVUFrH8CF4XtzQgEYaLSDFHhdivaqEmHvgNxsRdig6t2LjglZwivEBAlmkP7fUneDV5AbGP2MKjHt+mwTJYDAYDAaDoQd7QTIYDAaDwWDo4U8GxZZFiRYpcTcl2d0ODhbW1itxToWmcnEpNuxKQLXe08uIopr1G0qBs2U35dAKHJxIjlmnrElkaUDrMYLW1I0NdfmzV8Takp4EWiJVR8uToegeIagKNC1KYTrQ3AgoNrRiCxJ5QcdBhHSmEfV7mDZD+gB9KjVoZRQt4tDHTIPUDYSNUPLQMqiiIT21qsAKSQk74ZBWAz9JaCgX6ZDmivtdep6PGD0eI1E4oKeQaoprVgufTHDvIVtYEOE8t7i+4RyLdcKBx/AyQMEKCzIYY9gXaC9Fq/WWq4KwRN9CsV9hxQZppEgp3TDXF1Rn14ugA3Wjz7SH2hxdF/tXfBjFUXJZjXPMPFuHrLmQZLTJchX27Qr3xNA3Gfo+8mDRmLqFvXwFdB7Sy9FydQXncQKWeJOD7nrlMRQJvGKMUQcZ88hWf/dG1F8DkyAZDAaDwWAw9GAvSAaDwWAwGAw93GCKbQO5WBKpZfiLnS2w1jfgc11pFgM+M8YihhSKhCY6H2PxNoJG9OvFwy4798PxFC0EM06/djZp2AcrWsKm7WpmP/3qmhO0Et2KljYgOk9MFkYGl7Eghg1AEsN4xCZwWBhppIE+ovVLAw7qRIgSL4gY2QFJWiNaGeG4PRvVUNUojiKhLaRjYigHYfUHNxydIK4g4H2LDv3gQqTbGqSfwLoJKaFlsPZrLsAaaAnWTT5SFTAueFKv4B7qSPnN0KpveGZFCBZBu6JlWKSUwKIO16kdPouQ7hMhasL6NMI8Sz/U8c5xzbyyx73i1JSIyEHsnEmwQkTLRnkefOgLrSyHlCQRUFkwH9I6LvaPlnzo8BHvNzqKhBwxBs6P/UkLMCwQQ7MwVbaCA9dCaJQmOGRF2k1QbPEeYcKWSzgwSC9H67oZOIyF+ZotOiepLZ5XEVEEXzcKspnSI059Bm6gDjISJkEyGAwGg8Fg6OHmSJCSPxf1k3lEQztKasb0i8ETMTu+QWfCZfQaGXQl9cSV+XAj3pR99o/1DagDLvWb8cVRCo2izvnm0qjsGLSb+LykRjmJmJYnpjkozo7Y1zJAJOSHveQ8Ki0rEkix1Th0hgdfO9Pw6KjAJw768oHoC3SRyuA91MO0RwVYkMRg2IigjIwBQlF5NwqW8MsPfbl4CHHiqhjSg8uixC0G6vUQfkJEacBotOFTedWep6zVFALXQieLEKR2hQrOKMhrpapvVwnWDKKGTCZd2QOYr8kM6w+/gYWfK0VKgb6NYpDVLh06xjlCCRGMO0qWUNInQmcozzPxWJMPQfEPEVGFvongHqeTbl9OhOSU01VQwnc17mUMnQGSvHooQcLQLFFwNcmEU0HbgjjemjJzj/6k2mGeCAkU5nwJ0qorCFDcQBDkJkhBK7wHlIi10aiB9+piwfWXsH5RWjSHcU/BaGF+1I0n7kkiolpI10Y8fIs/w0qBnHGKKWkbDAaDwWAw7A/2gmQwGAwGg8HQw42h2KI4UVe+yuG6+JIOJSmfjE6slNiICSvQT5uKF8e0uQldo63DGMZS7S9DSZaU4ZWWRuFFKGZvPTcbNpWhGbfSWRdUxlCJG1NIZU0mEEbhoKPeXIWUg9YWUX0RQkUAJYD+hlyMOD6MGBHSw5tAHzGCimiigitcB0XiFsKhRKoBabUKfCZRoliA0wKOzbfgEykoZC/RBxFUQ6picdUpdzeoDCs0lIdUVyXCcMBKzbp1qHHuvNCMjSPsN9+NARWrA+W3AiXfqyumWy4hzXVQ8R5uOOSLNW31/REV3MXTFP0gJXoK1gluceqYHnKzbh0cTgjMbRvoXKTY3BR+BlFkENuAsTRAE0X6WvjDKhhICDYOzh5SldFfmAjHA/tutQoULcx3u2CDgQYoMh/W0mdEIS705aB9t9L3e8qCuW1r6HfV0XzeMy1P4Cfpen+t12H7nk2CZDAYDAaDwdCDvSAZDAaDwWAw9HBjKLYhzTJCLKZZPGSxOf0kmRlNaz5TtuSfqYSdKaECtyeGkrNi61sV9osOfa3IIaz3U+F7JAqXcLL/df0qOeWtsOvkZtYU7zfn8j7ViiEbMiMRrmWC3xbhrkgjwzZYJ2VuBT0QB4SWb8BlzMCvT5ScuxosVsBkbo7hH4KDpBUMDKX4jRL+AS2eGuEnycP/Yw5SKIGqh+utCHgBtESyYoNxISUQfergeggfQyIEe/d/6Oq8AmsicBIVLYtWUB8tC1uXzJhSXiUs/Hi80WCoWTLVMUP+qdWeVUjtcNHLMK4ltLUE6uY8pHHu0f+OX4Ffp8Av4nRRxrIshjsRIUFEzI9wX2BROcf7EVaygTISIUEgHSklDKcC9CdantXJv5Ie0mMZ7mcK9yXsNKvhmjlhVqqHy6FAi6GVI1JscX2Q0lwg3QaHK54dnE83wckN9CU8w6+AG3aO13SV8sBnEvH1RRj3DO5lPsbyeZSeQkkFZD+EnkmQDAaDwWAwGHqwFySDwWAwGAyGHm4MxdYnpbxw9JQRl0XRqqA39jcml/1LcWa4x35lVwrlhCjSSMrVDDOkjmGMBNQpdE6h+S6tzK0QWyvXRbiE3P4oZGpMqAA6OQtFC4ykrKbvj+jYsG2G1BGRtFJiJ3kYZgGQnOzBfNUZeiG1qHN7yZoIrI1qaLcFK7bEMqPRF4YlAFpsGniLagr9LkGMH/pDyqkCSqER4S5imAUM/8BIThZxvjEMA9APPlAcwtoIo57HcWPoBGGxpNCTSMcs0eJNDFKOlTishWjB6/sH1yS2i5ZLS5zHNFawgkOqE63rFpHaAaoMqZvgjBBDnSxwPtGiLay/E88anWJjKgqcjgJNmKzFYF/P8H6AyoprjY45J/Arl8KDIDmNz5IG84fr1EC/cd+0GUe4OK7ImoqfKrF/mkFaWFyiI8nlZTcW3DPCmhAs3tpluBc0XeRkzG8gXMsKHKOiPWSiMvGxJdjrcJOwP1ze++fnjM1+sE2CZDAYDAaDwdDDjZEgCWVR6n/UZyQT6Y00owgW35pF9YwyraZnnBusGpYE26qGeTnhihpKROkyI8lRfcQo1bFeSYe3SxcmRHsBL7mSL+nr5RsutJu7rkn6hgrO+fkqKQLmxjDcH+Jq+CrPSZDaZqihKgO6grQoSn0gBEIttjiKHkKeCORZWGfhTgb7HT46UJKHEoJZUApF9ygTkNREYdIC/RXhlzqE9Igf8yJYKSodx696XGdYm3Y1PGcyBvNQstA4DuNAU1S/CiXhAAAgAElEQVTihmpBuuHBjxJKjXCp0+6AhcKyvHtQsgUFUJAX7xfDZSzQv1I3nirzJd+sOL0MYUWuROBTno9VkOqsQDK2BMkDbtEm+JCqUNInnvGY7ubUw8acNnjvYW5R8jXl9LQazlMLfrZwnuPsinA8OCqUJsW9AsrUHtNhDEvYtz4n2U4iaKHxr9aLDrS8kCrBeQnXW3BLhdJXEd4ljrfRx8U/oSD5rIVmPeSHBMQR8nPUao97EaTOeLjkg4f2jtxvJMxHkkJuyPiYBMlgMBgMBoOhB3tBMhgMBoPBYOjhxlBsA7jsHwxNGXYMV6b2gbRIQRF4hI52ltbSamq3k+lgK0GlEPMiLYJFrlcBPg9lHTZRKh/Ul21ol7PMnFq2pKWt/CF4NaB5Qhp9/aAIHcM3gNUCNwVjqKJ/FaRrUJQtaE0n6hAJyXvKRTqmqnQROUfmVhSCe2OYRJE8Ko+j6D2G9FiCsi36UUIl3LrjFRZA7Ugl7UChIKWAInaMUZLoBZ37TTQe1PdAf9ZAAyW6VES3189OVFwVCvCkFM1SBtBWDEvi9L2UNnlOuRwotirUq1DJFpqaKL58VqjULroI1B6GrXFaCBRuF8c1gTWvAq05mQIFN9F/uqLCNLJTDYbLiWNFZfoWzwsoZMexCydkcH0Z5kOEBNGVv+P5lb8DuP4Yeiesae75EPwNtehLTPhqgi7CvTtBuyHFFnx9qUZIJNYkLgmGHJpMmDev62kohwYBMJZS3KN9QlO1wQFt2K1JkAwGg8FgMBh6sBckg8FgMBgMhh5uDsXWpzBQTFzl5GHX7Veh1G+OYxtaSniVN2MRtqiOIlCtAyHLHiO2HHaWMzyLFiOul6vCjZRbDhtQBrAJlbWm/ibXi+MucHsZqjTSQ2L9NSM3jMouLNrQIiUkRKT7Ybs+c17Q0kojwxzkuhSmgevUGYqtDfQSto9LNsHbiRHW0Z8QjGEaKIqJ4Og4uQLLsNWqS0+XugXgMvhiadB6ymHkdqBIAgXmKXOekk8d6ApDPkC7vA5gAYbWPA7nOd4PUjvDMy+OtlhTpGuDhRcWRguu0C7SpujrqRUmj2H9a+Zo6hZpz9D/hOtPcd8hIxTpVOgXQ294+OWZBfMoB+Z5wKZRPevya8gUabByjL6LhK8w8bwLFpWQ2YCvJ6TYqmCWJ3xuCTp26Pcn4xCNqVBBacM6EI4hWoMBgMZbttHKDS5XOoUW9xjuYWFLFkMZ4TMB2sLzP5l28zyfzVLebDZP6Wk9D/VhPXT2evDXehSevWpTmQIFlZU+TIJkMBgMBoPB0MONkSAl5co6ftWhgvQIJWyfu1AcQSFvfVvCk7EibXA5iYgT/6zpKqNkOeIW+Ysjp3w+ShtaH5vasabwrWgH4x+KcnF/iGpXqMBa+LKIe0x2n9tMIV/xo0QklYqjIq/U0UZFz/BlioFTwYmMl5+8oXf4whP+iOK4sC8YdUEnGcUUSfFaFIAvavR95AYJ8cmLkqVJfMwIKQlIJqKfJAiGK4Qn8PUcPWzXqMgO8Ivw9bpg30UVfJxP0UVQDMQpJLKwDmGIuDYtKGavUDE23lujzCf11jQpTkOW8Msz3LhSWAmSqSgxAREBKlmnEaIvKFxz9M8UREQTaB8VyeN4m0zQWY862MGtuhNa3uDPCpqdUieRmIIIcQaSrWrmsMnQ/mBYXX/pnOKNoXR3mIcPDS+8uQdJTcZwxwfFanHGMs+15BkPnx+4r1CrPPo+o+EzhYhoFcqKW8wZaaSOdeldPKfCrgN9kMGauCgJnrIEqQYJUjULCtuwUF54cEesf5CL3/9C8G/t2Syu7kA0mQTJYDAYDAaDoQd7QTIYDAaDwWDo4cZQbBiIsANql2YopZ11tDXlrw1oNYWrKIoBN1QKy3YrHWhk0htOiHD/DvlVZp4LzTNVVVBqR5ZJzJ1GmxbmXgxAF4HHwjmKtjhbmg8owT6hrx1UnG0HRVF5N1IvGSk/kRDjD4fS+yOU0321YNnkf0n05AZFkRZxDV5HaiUGjR3W75eloLQpw10M12SKYnVk7mBfTmNgWxwLshqBilii0usK6DwQ+TfV8PuwQepPYfGc2MOQry0UToFGi+I6q8+S4XzL+pxftdi+4iMqQ6sKdd64/kix1cO2GrxF6Fe63xqGdMA5aNE3UUhPDznvEPudBIoNOsCV03SkUTG/aoY+hhBoqCD8EcUxinMOfYV7R39muE6VG66v8L+EgYCFH6SgWA1jRCOMZOOB94J+wURoldCvyEMKLCrIK7QcEVU1+zmK/o1qUMKeAC0embUKz2NWgV377YWrfniOZO3C0zv7vMx3r8EkSAaDwWAwGAw92AuSwWAwGAwGQw83hmLrYyPN813d76gdQ3KEr4VS0V2v54Hi9s3qa1Z2RD3KYKsR5DC0YsuKSHdcy0zQchjKCK5T83OUqS6pvaHPExSRx2jbPkcNqn6w1lNZXjpKgn5xWNF6SqdYYhMuQ5vJParMB7RbKfWQGqqFOD2EpUDrGqiPYRTiGGukHDDQfZDzt+AnxyNNiD5zUigRuAdhGhQpWqwPZcU9Ducj68orUlkZy9SYL/wzCR4Raa+4aDisIS0qGE9BPyAv1vSbEhRKDNNSYeR3LawJUbKEEsdNOuCBIUxiZ+q4YnR5p1lnUe88RF9N2L5Ys/AHslPC7xhfSHtU8JB4C9HMEegxoLo8WEQmyzCxP3B9h7SYcAumHFS8R6TQpLpKWAcM3ULDzYBnU5gLIjUX2q2wL7Byq+uhvzOJEQ/38o/vCGxf3yRIBoPBYDAYDD3YC5LBYDAYDAZDDzeWYhNy8wo9hGnO+/bZb+6CGxbySl6mjaKzy9wYhgYvxYp5bf9Idem1pVRzvZWBrBgvo3OvociYMjTSzhAWQIWy6DQuUR2Vel2U9cr1jAO5GGICrVtQjN8Eim0FFkAN0loKDVhjCARkGmI1OCJehvOGMQbqBiODY1eK1Vab4YxSGA2xjBohSBzaQmwJDA/RXRdR5JE2gadUFQaMDuxksO5glePZ+ubYL7ktCFvShrIr6He1gnUKDTdgBdXmNlgMJSGsCSGp0aZ4HERTrn9ZhAcRVFPcuxr1Qxx2QrI5/EeF5zTSLTAadA46Sc8PvsdJjWcA7zFQnWjFJs4IhLMIP0MVeJqcwU9T3Bf4K1CJ2BlIZQV6CkOzYKiQNAbdghAty9i5I3clQskEOrZdYowV3D+87+LYG9w/cL9cks8DrjmmozXfSoSJgbOJFo3x2Sxoc6QyAy0Gs1vBfE0wJFAoM68OUt6sAqeRLlLlsH8m+vOSd3zmN7TwG6mWzFHaqmPkzX5/TIJkMBgMBoPB0MMNlCANFXpzoovk82JbfS71hTbX2Agx1SjhSPxqy3xOprxyo3oJ+HJIjk4yEpPSPWaHEC5kFDZ1MVhubmMaJASqZAHrCydC0NRwwFJAFP9AxVztOlETx4AhQTLSpighQskDhhVYLVrZJhG1GDBTIAbfBAXnCa5p+PqGPOF6RPWZhMOGr9R09HQFaOmcSBkqBmSVkVZDv/BlCelYCxVFhVKx2DbdH23Gl9c0KrjiR/IUHnMgAbiMOutLkDAtIFBrHYORcp5b4V4c+p7yuUOiZuv3GxWFNR9Vg8aqup8jFZDdMOQHBrZFqU0MTIpL58REhn8mfN9TXDP0xRP6xT2e8zcUpYluitIK9IPU/TtBP0hCQjTU7hf+m/CcaiIBlNSgknY0gMD5xBA34cyuFiD/gb3UtMP9IQwgpjjGtl9UBJ2VT8voV4zXpiGUbGHhMLcVrjMqYYdAwBhIGM8xSoNCqJH6AIIKH4AEaTIftIV9Odhr7Dsv8/sjbtgNsmj4WMv+fO2i7731C5Jz7jeI6O9D1peJ6D8jojtE9B8S0cch/296739/234MBoPBYDAYXjS2fkHy3v+AiL5BROS6z4V3iej3iOjfJ6K/473/W3sZocFgMBgMBsMLxr4otj9PRD/x3v8852NnPTw1QVwZ/ZhkFY0ztAbn7cyxjag/rC2azcoEM0NYW3R3HpH9r2SUpTVp5yZdJXoB85AGKtGTBYVwEeJCq62r0mm3gNG6WddeUcYmkgqXgZppBSWl14tpqbsJisDtkGJDRWEvFGf9YCwToA9qH0NNoCgbqsPtxAvy2CDVFftCxW5dSVur71HxGupFOg3Pse+RBt3whnu1Sw8VsqtaH1cMs4B7olpOoSzQB1cdHbISLBIah4SQDzD3qKSNOu1tomNG0PLCbxBkh/F40KBHekJQ5NHvDypxV9oYMnMPvnomdaTjkPqBenEMGO0dmhLUb7iJlcd74OtIKMdwJSKUCIZLaSNtqvfrlHAoGCID6UVU9E7XK30dBtGviKh1QKeFsgt8TqBCMOw7vwp37PFcAECZ2YcHh4iwVeO+C/2BoYJg85Z+kC/2BJ6XmIXhRxp8cAG1H9Z9OuHXhlnF9xipNSfWCX9rUJVh6L9rlLHN+kdR9vdjLPalpP1Xiei/g79/xzn3x86533XO3dUqOOd+2zn3Lefctz7++JM9DcNgMBgMBoNhd+z8guScmxHRXySi/zFk/V0i+gp19Nv7RPS3tXre+29679/y3r/14MH9XYdhMBgMBoPBsDfsg2L7d4joj7z3HxIRxX+JiJxzf4+I/mGpAe+R+tCEoLq8rSw4U0iWLQ3T9J5zPkCuA7u3mlpQrIIG+Vu8OmekpZkSCGUhcMm2ZBddcfkjx6bwYySpleTnBvJyoUTSBRBVi6jWkTpph2L1ri0Yb7Kk0mlRXzfD/gXthZZFbjBwr1GsSIuQDq8UqDNrFkMTCMs0ETLc4z+hfTxbOCGhrSqzQWP0B3i0edEwRlvv/l0ClSXoxzCniwUMfMXkUCNCTEQTQBhq5jxF+lGGlxleb9H3lSgwpJyRQqmUeDtIOXpx5oeWchMxWGwreQbiPHhcV7jXovWSmE/dAjT2UMMGqsW+De1XGYoNLdrCvxi1BCnB1AXcl6DS4BzF+xF7Ec9/OHtoTSZVGpAyjNaGuKaMCmir6CMKfSbhOUyhivCc4yMM9nO7jOFjhjQ0DqJF32lAHguqOsx/DfRlDWFJ0vogJS66ylllDu8BoRmpFY2k94R9UGy/RUCvOedehWt/mYi+s4c+DAaDwWAwGF4YdpIgOeeOiegvENFfh+z/wjn3Dere597uXcu1Q5P0Bh01ifHLNhMhUtXkKogYispbm0g54tciKiBiE8qXVq6P9Pa7T7lTri03vDzqrTvTbvpKxbxtlcqVssW2MlIwZX3RCXFUCkblYOEiChUuw1ebVHrOdduVnTn9a9JX3fXa8VfbHNcfgqs2QfpxCV91fsltRf8n1RK++kBxkmYopQiSGpf58lQ8rcvAp9hvPJOodIoShKEEQCjLCinG0Bu0OPMwN/8/e28Sas2y5fdFZObe53zNve++Tk+lkqWSsQQCISRTA09sBJrIxtgTY9DAlmVDIfDMAzd4IPDI4JknNgIL2WALDMLYAxssBLbAuMBP1bxqXr3u3vfuu913v7453d7ZeJARsX5rx4qzz/nuV6+O7PWHe098kZmRkZkRsTPXf63/ys7odNKOhsWEJgZlAaBlK605KnHuttYIo9bPvJfyns7s2RhJPRpcDhW8c3/mhQrdsm926Nc6S7QQ1WNJf+nWStv8emdiY51YNFv64GzfGY73+NUwhLhDCCH0Sbyop3o2Jl/kGE9jQY0Znjf3UVkNGw7uxULEe6TMd4eHq33VklEGBsbPhv3K+k22blDcwyqTrrdj4mTOByZ6TsrgkcluOU+TVXlP9Wx18+W4KSeCxvaRQzxbb1VfsJ0O8EV1m2NZkK9dWYqaJph6bW7/Shi/Lzdss42b/fB9pRekZVnOQgjfPKj7t75Kmw6Hw+FwOBx/1PBUIw6Hw+FwOBwHuEOpRvS7mqZrGu9xb+OU1bTCGR69xw5UrJtBwbX2NTWN3paSMuilY5TUDZi/DOUb3HIqLYk6eQ46TmbqxqZ24lFa7QiOJQ0mDaAcMvPhdloTrcWT/iprPc3PtdT/opw3cWB2rOYlbkSyH8xLuEp9vLrcoTMXUk7UzR46ORs4TnKC5x7Q2ZV0S6F2cIz20aWTbEzHc187nUHWmVGpWUJNoXRM6Kuy6PLeJUqApn8zRQmuC5SDer7Z6fREjt8aDrfKgXaLOwon/Nyq1smCfpLSNFrS4WNVF0IIMTkzL6RN6KeunJLTvVMPrabNFC2nHioPSzo2yA7c0Qk376foK/t6C/3EuUcHaHR4SPQ1qdLBoNg6lZyVelX187fu0brdGOOKRl6q+kVpF9U0MjWX2K8eqYa6kJ8p6kjB9xgraWz3waA3QwhzGjdMe8PFio7Ty1zPUz6nPM9UvzC3Bni7DyllT7eRZLWxl3VLEt4qvljKShOpXt+Xxg9T3lWvNbf4jTR/Dm92vFuQHA6Hw+FwOA7gL0gOh8PhcDgcB7gbFNsSwpSyJPfZpLfU2ifmgYdopc44ergR4XUUNh1jUUYqIuqoTvptunAbU6PBObUi2kpAU4OuM6LFVFPWvW/QjHbW8ltclzrxsePEZFwTJIenpak67T3StA9zOiM7ckQZJfsRKjWk3Bb7S5xsJ7TZDHN7vFqptW4ErYYxPu7Wdi/Iy917IH25JybwQYRupCnQR/kaBqXfAnpBCR2lfRgV1jFtBXWOkpmfmd1JW5SmmF6iQXXWgXYqKq+kZED7pGvmEfumcyjaZGDsWY4mk7ZGXNeWkYMp4mwGrcJxPS3UAEr9xiMjlZ2TWajpom4nb3qee4zqqief2q5oYtDeeR6rx8zj4vXHz9yQ753qBLrNf/SHm/WBWUeLzxH3TmkilYhJW0MqlrGICDAVurpUZSVhxn0zlcVng0tYENGW55ZK48FxqyJmUx/Vbxnox7hSehuMtT2XMEakJUpYjwhjvUXHB0TqbU+wfiRqTaV8of5WqlfPEdS/TltU96UphPQ2Qke3cCO5Dm5BcjgcDofD4TiAvyA5HA6Hw+FwHOBOUGxLWMJSTNB9qhPcSiDqbSLb3gVUhw0T9y1YwlvhNibDYqls3N1jwWS3EH88FmRwvNtf3UZqMYqa2rOah1kcnw9Tqp8Nc/56CkSZpONGlaoExXQcxR/381UpjxCYu7g4X/cdz6T9SczWY6L8SAO8B7P2Ka5hM+ToGKncgDLYZBM5GQclolfTZoouZoigFWXGdie2lc7LNCBdg7dITc2KZgo1SA2pLPHYxaDjuq5+UANot2WyI4skBYpUzRT3nGu6dlJRakfoBxUBZAgfKjR4rdy8OtX1UbA6C0+iJFtUiEofEkspo1MuCXUf9XyyQkiXgyOMLpT0Qew3KGvJRVMfEw6p3ZTSQx2vzxbCwZrQuEaRVQW9pYaaFdVlI0dwKapLpQ+SfbsUkTir1uq5xWi1fotUIsOJlBOlqChtXo8VNtwUUw4VYusfBq1+K7y1aLFbkBwOh8PhcDgq3AkLUoyxJPOTOltW3vwi4lbr6+ZGL42mueH6PrSML1YT78hp7GY4crJbXOLxCwu256ypvwStD+VUWiconuBMO9xmlBo6JviQV9tzuov5El/6cHxUX6ypvh/texvhfNmnTzgmsZzYieRR2V/I9v2VXOR4Kdak/cVqTbp8fC5156/kvOkLb/O196TbQTSTTvuvlfI23chugNVoguZN0kQZ7slX4wme0/Y9cdic0v2gk+YWn9J7HLe72ueDpN/QBdova7uXp/tSRyfa+0F0V0Lq734r19jTITdp0kSkY2HSV37VF8MEhp/KcJKNEXA+7jlWezrcJi0frGMdrrGDFWouJ5bDR6SgyCk5lshjcCrDYL6o+WbNPVqFaisJ24gwQaikssnqpzTMaKljD0rKF3ahM/ctyxItE0b+ECOGJDdcFZWRbWYwRd6R5mE61rPZ9V8q05XqeU69IRbf2dCCCiGEfl7q7R3HJS2iWaDNPmu2eG1QuVVjoh5LTEVLK2pOUXKyEavRCTTZtr3MvWxN6pRX/NFoHPsijH317/j1zMZRHD3mZtSNW5AcDofD4XA4DuAvSA6Hw+FwOBwHuBMUWwhBScOvuIFjVTbNql2PeX+16r8a16Wc76RStitzqWEvbzhOSzUpqZaJ89g11CbjY87jWr+pcapjlGKsd2TW8y7UFFs/7PEvDtP6ZDQfqwGddr0A1XEGOm0b13NcnYkD9G4n9NYEnZur3brvvJftpB/2l9LfTB/yFuxG2b4/X7e8eCnn3V8JbfbmNRyy55VK+vLzJ3IN54+k4eQ4ubknpvB7790v5fff/2OlvE1m9OFEzOn37t8r5ayT9OD990vdgxO5o1/74AOcdj3vAIfO+yfS1g7fXtPFeg2bSK5Ttl/thnTMpfS1l/NGXM8wrOcgRdt1MgKGRGtM4KTmZtqaOe9QamyKzXaApRvAbMxT7eVPeimdpOfcoihSSiXBdD0LRrny7q3Oak5UUjtzi25LVFTX1bRbCKHo61CviilMNA2UaWbboVf5CWdKujPWUPUvPFPTORjXo+4driefq7Gu6WUrO2HbC3mhxVpiT6Rzs4YYqL2F6Wc0J1j1hmfIe/bQJdtShw33MdO5LR//OQdubJFS5FQo9ngKentI1FtnJTB6F2hwikd2PUbdfRW4BcnhcDgcDofjAP6C5HA4HA6Hw3GAu0OxxcN3tT+U8K5b4hZmuttQXSavRU0U1iazNq28jBy5TVZj41R2mo/QEgm6vl1FExr3g1k6FmVjRzmZhBHVFU6uP68exNh3Wmmt8VKom9efSzTYm6vnIYQQnnzx41J3cSEU2vlrSe9xfvFmPebVi1I3I3Lt/FL2nRJVMSMtye5KKJTXF+u+b85eyzGg/vZvQPNt1nvz+uWzUvccdNyU+hDPEZn2AFEog1BgXUo7QCrs4f2Hsu/91cz+3j2JfHv4baG3Pjj9einfu7+e4xQRb9/8hlBz23ty3HZaz7cBjTSdgPLpUuTZIub892Dm331L+nv/wbfWwqm0f8p0KGmQad0XZFtn2pBE+XEOjKCX8nhllJtmAerUKEo3CvOhV3RajvAizYzTJmpX6dmoyDJ2cT68LK2/lPW7eO8nUk68hhSlhjCnhZFYeRo39IgiU9EUWotttSKT0j6Vm0U6zqprsFolEk/Rbti15HkxT6XdInKBFCzPVXaAxhUpOCYzKtQf7x0i2swUSdQQwhhPRQypMDR+fjINqI5nf9MzYUTcCZ7/doMIwDRfOBZ1r61I8GO/oTYleSwSszVWLJBe7oyI6evgFiSHw+FwOByOA9wZC9L/J3EbKYdbGJ3e3v0s4v+56nrL143e07NeyJHdZv0phyKcCtPL/hDpeg0LwBH86KPnpfzFo++HEEJ4+VisPp99+kUpP3n1dP376Yel7uLsAuU3pbxLztkXr8UCxS+a3Sj9nZKmTQf9lQkOmVfj6rQ8TuK43e3F6rNM0taYEl52e7GCXUGLKZ9i2cs97M/o4C6I6cvwDVRzn22wBKQkldte+nL6EO12Up+tehsktnx4XyxAJ++LBWgT30/HwxEZGkIPH64Wq/e+Jg7lX/+mWLG+8+ZbUv7j63m/9gEsPafSrzld20A1aDWWeO9qFXJa/bKFKFI4hl/PyvM1zS31FUxrEqqzZtIeqtxKBycn/bSdkulIXuSTMBZHdY3J0RjZXScotSvn8fRMBliCeO3ZskRrP4M49EpSO1Y3feVzfUP7xjqODt9MRiv9odMz9LeM3i4N3SdrRdM2jmydo/aRfe+6Yp1rWF+U1lJt9dHJiFObyvjC8c4xGtUxIWiLaE6oG5FYN2JOxx4O2zkAYjEsY0E771tQy7/BfDR/iUoggv1rdJva28ItSA6Hw+FwOBwH8Bckh8PhcDgcjgP8/5xis4x6LTvw9Y7VyxFzbFNwyDzdXFcpvRG7j1ZtNPq9WOk4DnuQTPM03dZaVbm9bGpG+oewrXfE4X1vD73iI7u9RK3s+zKl4Xj0+PNS9+qn4rT8m7/3T0r5x5/+JIQQwvPHX5a6x8+Egtu9Wem0syvQV2dI6bGX68laOG0asXZMXFp6MyUfAk3h0gflFJxpHlBhC25daQJtUW1I63Ot591DOSqCfso0QFiEZuxeSlvz9eyD+tzqe6FFh5zipJcL226EjvvGe2ualG+cPC11X/vlPynNDrLv6QfrM3lvBoXXS5qVk6whhOs+Hzje4Ry+S0ljwThdTfIc+jTnNqB45570A6iGRGH10IjpkKJEpTvJ+jqgsno4AsujxpwHFTaBLut3qa2JzuV16osR1OH+CildlCP5ep3LFmN1IOW4dmzh3OVSxTUq00ukr7irkfIl9jbJku8XqTSlEUVH8Mw5qyTL0mo5TLksHHEOMB2oxQlb0XJTi37K+4LumzlTOQ+n1EWLGgxhXrKztNT1imJFupuUJJl9UUx3ctI/2cr9ujdinuLauzSPOjbQSDVTYDm9rx2qdm3rUV1f2zjDEdyMgnMLksPhcDgcDscB/AXJ4XA4HA6H4wD/FFJshs3uFhJEGtfvrDJZa77s2m5ZqTVuYx7U3v7GdiVBb+uj1MdLG7Z2xeGWRFUoWs1+n56y+RgmYbJE2aB/sZO27m/FFD1eQXvozaoN9PK5RJ5dvhaq683rn4cQQvj+jz4udY++FI2gDz8UTaMnX677np0LbfLmErRZ0pu5RFTGpKLRcBF1gm071CKEYpKf55a5PT8H0gR4jspsndNh8Ez8R+YnGl0x+qXGD7V2Mi2homNsA3cebCqqB2NlAv00J+okwjQ/n0j5xbKOkC8u5Tluz4Vuez0Khfr5k3WfV39G0q380ne+U8qbk3Xk3UfqBFJCG0QW9am8n2T7bpTxsU102jQw0k/oPmayzw9IaRcxkIp7pvEWmUUe+ksx03SKG8JYQkTkmOYpx9p+FgptlyLWrvaou5QxTh2kTO1tQfdN0I3J1K6KGkM6Fc75WIYlo6vivr4AACAASURBVM1ayJS0Hbom2UNISfNsSmBt7UsjxUkZz0p46tgaiihb9iufduZ8pLYRaLNcBv2pyriGLtNwqi3ZM0fHUs8qNOj8PD64qxVoGfEcF0S0TbxPqRNKB6lBP+IglLjuGK4fDX0tqTviptJg2N5KKzDBLUgOh8PhcDgcB/AXJIfD4XA4HI4D3BmKLUcJtSKlBC3ayqh6G8vabRzhVVSPqWZ2HNl2WjMhqYlYVSrhNGXGN6KnTO211k1CpEMWsWNKkMZoGUon7pnbSwwQTNnnz4X2+uLj75fyo0drxNnHP/+k1D15JBFrZ59/FkII4fOPJTLtGaKuXrwSaubZZW2K3u1Ba+RoIprIgcV6pmoH/qOmQ2YlqHZ9u8xkriODMi2GzUZ/Vcb5Vh/TeZmGQ1EguQ8W7dboN8H0MR3pgdQeaY9pL/uepTCyZ6+EYlueyLle/PCzUv7oT30UQgjh8a8IxfonfvlPlPI3/tgqMPnw4YNS9z7K9zpE+GxX2mnYyvZ5gzQs2zRy78vA7xENtgxMYZKO75E+ZOCYoLhi2jfK8ZoGSucChddjfHBOD2mwTKQndujj1Vrej0Kx7c9BsXHc5czvPZUEZd++RDnadN/MwzJLxDop6kjc0gdcA90MMp2rImqxVnHC5N8RngvXWIqKZrLXy0KFc+2dmcYlzXNGdTFKjetpnp9sX63j7EOisqJ9P/I/5gbFRuZ3Ts9d0VOK7431dgr3TvU9V1G2ponlBq4li7FrCzd9JWj+9lvr1s1+6N2C5HA4HA6Hw3GAu2NBKk6fb+9QlRp4d8cffcnkZw7bqL/6b9MtfQ+MIxuNHfdFS18AbXOVIH0txFuMkDPxtQ4RMkgvnqwbvvji01L3+IlYgD75yW+V8pOUCuTJl2I1+PypWBYunqzO21dXZ6XuzcivNqlflvu5UrbT4padlt/Wia91WP4Sn4+023CG1h97dRvHnQ7tgSuJPM1TXXvOw/Pa1iR7XC3J4rBAF4jDLlvETgYMGjyoPZyZn71enfh/8MkTqUNy3289X52o778nqUq+9r5YiO4jK2eXnMc/+DqT8H4g5324WpPu7+T4k1M4NZ9If7ukIRSxvZvg4Ez9pXQ/OjUYYaXITu1M+bHYTrQha9bAxMDUFznFyDwxWS2c5Wfej6na3o3c1wjcgEVOOezmFBcNrThlJC2WmupwdW1d04nbsH4oh+66rZvA2lVXrQ13dPLGhdHQkss6Ya+9MOV7pnSfaI0q5so6SOCwj/mZzbCF9JiH0fjdjbM9z4t8W3g7KKvhV3CcvuYEJo4FPV0HtyA5HA6Hw+FwHMBfkBwOh8PhcDgOcGcotq6/7l2t5ehl2fwsjqzJhdTHGXo1h21Eo13LiU6ficc3upC3K8dJa78jehDRvpfjPpmqYfvtWk7xvV0tjUmHdskx8ac/+LDUPfrkcSl/8XTVrPns2Rel7vEz0bF58rmUXz9ZnawvryTlx+WZ0GYXu9Uhe4R5mWkUlkWcbOekB0Of5slIBcDUDW+rVq9GXfa7N8zTrNemf9v03tXD8sDvunbMD2p7/Y+ppTcSDXO7MRTZrjKbw3TfIbVGdvPtofXTG47msRfKqgcVtpvECf/qak0V8+qJbL+6kLQjT1+uS9r7Dx+Wum/ck/L2VPZ978Fa3l/INTz8BtJ0XL2/9v+eaCOdvCf9PlmkvycnK53bjdKvPa6H9GJO48Mpdo+6PptEZWEdGeAQPo8U6FrBKd/juD7d/Q75VDajUJIXg9SPySE78howzzO1w3QqcQPtM1LKqcxABY62QdE4eZDLnp2hMRWHmhpa+wVkxpGpXdjWPveElCeoP47L0i04LQdxdu/ycWxfXa8RjKEnpJQWI/BC0aYoT2t/JtxDrod76NHNhY7DmMFYG9I9HeiYv2n9vtTXo3/qjriD3EIz6Q8fNzuXW5AcDofD4XA4DuAvSA6Hw+FwOBwHuDMU2/VomMOOaSYdkz8wuC6ahBkk0KkQi/pwnXbAeu9shZ7V/VKS60fNkuxX7jsjIniq1Tzcdcf4sxDOEh33AA28gk7No0eiN/T81Wqy/94/+e1S9+zzn8i+T1da5PELiTx69fx1KV+8lFQSu5R2ZE96CmkSrrLMPvRmFjJkNJcnDQ8V1WNRbFNt3m6iGUFYb2hRbOWZ6QEkZSXvXx+vaIvZqFNnWup9G7pPcsoWd2i0q+YTowlBEyZKaMKFKUo93w4Myx5RW6RApkQJnfdCwV4hPcjFZUx/hZY7O5Xtpw/lJB9crhTbtJG6S6R/WFLW+/0DiWJ7qERghM4dUh6OCVTYsJHlVT2ydP83jAoErdGne8Nxq7iMAX0Y1mtgJNXckRJawfQjI8oBumC7OdHXcrvCMgpNOKXne1+FtspzGpiuIl1wr/SKcDl9TaEx8Qbv8qJ3S3Wkia1oQEZlMaov0YhYNJbZXh8sV4qw4N7l9DIqJBPFqCaMvpaDf6m1Ims5kSZEu9mjYGLKGeyw52mnmlbf4Lx9GkvDVp7z9kRo6LAB7Z2iKvse+l+L+aRQtZhb7d+1RpTbbdweDHiqEYfD4XA4HI53CH9BcjgcDofD4TjA3aHYjgWc3bqhRl20TX4l8mhcqroQQpgRGdAlU6OS5D/acVvIK1aFcCDeeOTGKJG0nArA3tzvUn8RhdKKVhtTdMNPPpbIsw9/97ul/IOf/LSUH3280mUf/+x7pe4xUn6cv34TQgjhYoQR/UrKl6GOyrGir0IIYcrmcCbFXmrajIdp2q2OXjlGORE017aC0Kwnpq4ni+ipADBQBkwbkugSHQVXj6VmFFu4/n609q1OEOxn0rJ+89pzCpIICq4zUm/EyY6eI3WT71nshUJjRvpxXMf21TmoEqTemC+R3uP+SiWc9kKVUdxxm47rZon62mzl+O2pdPL0/kpFzOq6ZJ7NLKfxNkIYk/erT5Oy47zADTkFHTsnunwERXeKaMEx3fOll9Q+C65nkURAYUkCkXMUGonBT7uUUqO/JxRMB3qSopOZwdqMsr0DhxpV2F06Ro0vCkym45nLRK2nmDtdGeSow/MPu3Rd5OUZ5op9y2ADZUlqLu2rUpGghyHKIiWXK/d2WUgqGulKDNotBImCnJZ6LTu4hBCN9DARz2HTr+PyBOP6dCvPd+4RsVjWLd57XMNi/ZgYUedBHm9s7fsuYf7g3oy3cwuSw+FwOBwOxwHujgXpbXDsJdBwjOObOD/hi8MbvhBo19B6D93B38M3TetN2H47LgkRm3ve/q266d82pDd/1VnZ4/xCvm5ev1q/tH77e+Js/Tu/8eul/OMffFTKTx+vztu7M9E+evOaDobr1+vIL0A6WWMYWvY9y8G1lfxVp1Gpt8+0zmQryHyDrwnDmb6lv7WYO1j6JzzGbjg7gLa257Zu5IjY1WNNO74aOGIiMvxQ6y7eGNffgxDog2tbm/rs2Kqcj8VionRo0r6vzt+UqhkOqsXXeZCbNDyQtrY7BA+kQIJhBwfWQbYrp9T0id+j3Q0sOUNOJdIhPQQdo7ewUm3W43YLLGOTpFnpUrLa7hLHT3INUxCP7CnNA05TyDeFfXYeZmof3IMeTsVTKi9YbDa4noHXk60Ux+Z0I02I1inKaW1graS1KXk4L/vGdgZxlO5yMHNdS9Y56pYZfQlBHKuV9YWJb5V3d7532L5Um8WaflhWiWvng2sJOsF5sgB2cMYmM8JgiuIMr2I4VLb0Go1l6xepePRV4BYkh8PhcDgcjgP4C5LD4XA4HA7HAe4QxXZAO0xTtaU6Yq4dRTvTNCvbJyUlH+t6ylxA2l7rVNT8wtLZJn+z3wYJo2gE05nNblSZUzPdosyiwEn+l9yDyzNxdv3s089K+cOffBlCCOF7P/q/St3PPhGH7RdfPi/lp2/W8riTvlwtMN2ni5hnqVvg0NlH1Kebx0zn2kExm5+BhtNxcSRW8hr1vq3nZdFWLY0gy3lbZ4yBGT7WpmpebzTbJeVkEJFNlrDW9VrgpMk0DOLoWdOQh+eYZQd7X+MadGqVOm3ExHuEZz6B9h7ScbuODrB0oh3SuUir4d7BUXxJQQtvXokm1+l0v5T3l+v2MzjTPnwg9NXlQ6HjTs7XfTd00u6E9up7pFlJjtWRrArWmjnRT6Sy2O8BjuTxftKmwbfuvZ1cw5hS9sRzWerp0A22LezL/JXrnXZ4Tpt1cbzawUE+2k7YU3KMjht8g+MaB9ynTab21ISpnXupd8btM27knByjZ4g5DbieJd3TjumJ4MQdQXvF5HbBlB9cPvJvBtPtaJqZv2G5rZYmW12vdZC4Bq73bsR8a5Xzb8IQ6Q4iY6GPm3QN9iKYA5JCwBhjv0gNHslPdSta7WY+1DdDg5q9CdyC5HA4HA6Hw3EAf0FyOBwOh8PhOMDdoNiWJcwlqiCZW5FxWgcZHdF1MUz+NFWOZAFg0s1BbFTA7wJ1SgwKREXS3Dxy7YDzMY63aI1GBMeESJmhkDvmvjn1RreTe/vyhUSe/fCHH5byb3//ByGEEH7/d3+/1L3+2aelfPlaIn8uU3szIkP2oAeyTtFMszassRERLUt6AAh4eXtra8z6O7yfbDidKx7/TigmaEUdsVxHc3SKQ2Mxt2WPH5tiq7qd/3V9xxea1jPlaEcITpleIH3RoNgkbwn3Rb+5a80ShmCEzy1I4zDvpd8TqYqxpqdIA5TAH1Rt8Gz2I7OxrzudnQhlFDcyrkPKaj+eC1V2cibb++eyPnTZJQBaX/dAdZ+evlfKw2m6Biw2PamqTPlgvowjaEJQQptEt3WYMPdA7V0mWmvTCx04jNi+SMqWHOF5BUpx4nqYxtJ0LuvHfoJOzgg9qpQCJTItyow+gHIcypwnTW2UG1FuQaUNWfu+gGKbQfeHfY5ykyq6NIQJdFxJP8XfFIz3fHMwGNUqDh2k7BqgpjOer5kOiYMcfdinOUe9oz3+scfFnaQ2IvSMhq2UNyfrGO42p6Wu7/G7h7U5r1ut6LrbhcEaaEQFm7+Bt+Lr3j5mzi1IDofD4XA4HAe4ExakJUChNGXam2CNmI23+hBCcb5aGkrIxYmbH5jKeENn1WRtwFcME2byCy0aTrY2Gl/fllNxtLeb/mVKhBb/yAImDevLlK7h0ZsXpe4nP/uolH/rx79Ryj/+/ichhBDOfypWo2dn4pg9Tvy6Xb/KqWg9zfx6qp3ptVGHX2D1TaUlZjJUqJXTu2GJUckkmSC0OHHf/CsnRrutzjhvPOp4Lehu0O5hv1Ud+9iot45fonUk7ifmljJ8Zn0mJmluKZJbTtqqj+lLnWLC+EqdjATDVN3ujOer7gEsOUqxPFtUL8Wy0Qdx2H6TLVuzKG2/90C2vz6V42JSn+5hNei3ctxmEcfp7nRteNuJNesUumB9mqfwnw5TZ31Rh2Ih5OZuK9aq06Q4/mAWS9G+PyvlcySCzppHI6w78x5zb79eT7zC/URX1FBKa8EGC+6Ae89YmM2Ut9sWpGwJnmael/NYdp3GbPXBCShYncfPzDUDx2MMx2RJayadzm2pKdT4sckO3zyvOsxgQQw18bXv699OWdloqUMxj31Y8nokpt1sTtJfOG5j32j4XasMAEfXzptbb5p75hO2rFWmhbqx7y3hFiSHw+FwOByOA/gLksPhcDgcDscB7gbFtixhv8vOdevfiU52cHwkjROK0ykpmtqeRqvnzISJoHayY1oPZ7a+577U+8jOv7ex6V3vwdq0AhbWwza3Un+p7+v+qJpp7fez52Ji/+yzz0v5kx/+vJQf/fynIYQQ9qPQcUuoqQwWW/RTYZpIHTYdlBNFQs6gYZYOVq1FZR3jnG6C0tT1/V7L+u91+1YHHW43KKOjkv5HdlWgb3luo0FJRiuvyHzkutCJltbKYtwvfTnUmSm8ad1AAIXReOYzaI/sizztkJakF/Ln4nIlufa9rD/33zwo5fG1UGy7eXV83iBPx8l9WcMe3kMwRXdy2G3lpBunnGDUplp7UE3FwRj0JFN+nDxY9z15CLrvTOi+pRO6ZTxL9BTo8R3nXtYQgkbdRqXOwPXkxLeTreW0MFls7jzWr05HNazn5z1QwQdwnE5luh70WEsy3c7lRf1mGAE/yoVDsch1slpGl3SkqlN5As1I6wRTusQ0p5T+Egd0vk+ce8G+dzFpXvWDOOZ3cNjPHBrXdpZv4978FZisCuq85f6+yzPcDG5BcjgcDofD4TiAvyA5HA6Hw+FwHOBOUGxhWcKc9Hz252u0BfV9mGF5pAZDMjGq9CLKTJujZxD9gGTbNLMOydTYb8REXrJqhwPKR87WuKDr91V6MV1NoUwTz7vuPCgqRLaPMIeXp8koE9CTT+bLEEIIP38uKUU++fhZKT97hPLZq7X9KznXHtpUE6iKMUUZTsrEDlo0/e0a7+OMEpGABEZayb5Rcq+wBdmuIsCM8zE9TI7EMntlP0UrWu3wvHlDzyg2ow1V19n7lki8Rh/LhsanjhUFOaM1naom3Y8GFapOm+kHnGBS97uO/FEU2mJQDSrqj+kM6j5wrDHdQTQi6Xg8WeircpxQYUxxkrOZPNgJrXb5UqLB7s2iiTQ9WHVkzr4pJ3jwja+X8qud0NpZ7ukEEULbTiiw+HA9MSOLQkc9GmafT38ZfaXotochhBDe/xrmI9ILvZ7k2q66dX24hE4SqbupRBPZGelVpvq8KzSVZnRMlbu1zDVWUWBdnk8Yl9CQitCIylpNOeXM2geKHqU6pTHEfmPtzOwlBpuiQpec9ogUH6g9aibp06dzYS2ZB+zbpXbtWR/TWBj4W4iISM6dIekb3dsgLc6AqM2kmdVKdWSugou9JtyGjrNwKwLN/Ilt9ctq+Wa9dQuSw+FwOBwOxwH8BcnhcDgcDofjAHeCYlvmJewvVzP35XkyRYPOCaCRRiVMlUTSFFfGDNpJ0p8BETBVbxCxtknHbQbIrPcwNR8Bo2MyLaZoM6TeoBhZl/dlRAvoxRwJMS/SL1oSd4gGyQE4Z1dCAzx9IjTAh89WCu23/u/vl7pPf//3Svn5K4lou0hm+EWlO4AQJMy74y6lEsGzmYzUCLGRVdnMFKN5NSmWG1WPg3UHFPO4UHZtmpINAbIG8mlbpmhFRRVKoDusSuVM/aJORb8YJyZMxc3jJmMRzsRzIiOVBT/JPjDYiF3I4p9KKBI7K1G/OtpnJtU55fvBaDV1MhQThRJJ7Ui7eVxqBpaCfUhhkvba4/gN+r0bExUFOufFlfBil9sO5SSieC77bl4LrbbBWrJNopC7bzAViVBd87LSYv0GaxnoNtKAUxYzxFhbkB7iJK1rA84/XyIKDTRhly53hqgk53GOHFuUICyeA6KqspvACIp/7JDCZJT7OOc1WVG7AeU8j7FdDxCpT7ehI6umaPH0m4Fz0eWBzeb0IJNWMJViptg4rhXDCw51yULE6BfPpaJ+jRRJynVgfZaZmlyvR57vABpw2K502ul9iJpiXOVxQzqP7hMd5lle+xYuCqbrydviWFu3OJei89+qhRCCW5AcDofD4XA4KtwJC1KMS9hs1rfei3m1JC0TEgzC4ZdJY0OyEM3UuYDPcpY86uFsPUDPKOILMCdVjMPN3xkX5byHt+78paU+EVCe+AVvfKLT+pLK8xbn2qCPyL775Gz98nv6WtKD/F5KGRJCCB/+zuqc/fPv/T+l7pMnsu/5C/lyvLxMn5PK2oA+4LMrO2nTMjErM8T6J8JDNhr3i6eb+ZVCZ8YY1X6su65c6lQaltjcb+1j7ZCtvmypPaKFVeq6YHwhmmfV46az9jL6oJN72pYY+SCFVcDQGELO0TDDKqA+2tO1qUSeqmO0ENX9tnJU6PtNa0I9J5UVjPXGfGK2hIUJYuec+BZWjsgkGKlfV3LM5Ut8fV/IcadnyUkbFqoPvi5BD1dIAPrgXrIAfCBpS+blg1LuUh+RESIMmPOdmpOpLabTQELesFkbGRCdsv36+7L5Es7Mz9aHst/DYof1Ze7Wa+SYUIleZ46FPJGZDZn7SjHmAaK05morO59jr6yNWJdy+g+uLzocIh0jWLrpcPPa3TTG8fOjLD25EdUXBhfQWl2CcWA56zmucUNKvTIxo62k2Ydz9TCZzXTS3q7PbLOVZLQbjKXiaM4s7gwC4OWWrvP51+ve20OtVrffNdrbo2kHeodO2jHGvxtj/DLG+Luo+0aM8R/GGH+U/n491ccY438ZY/xxjPF7McZ//kY9cTgcDofD4bgjuKm55O+FEP7aQd1/HEL4R8uy/NkQwj9K/w4hhH85hPBn03+/FkL4r756Nx0Oh8PhcDh+cbgRxbYsyz+OMf7KQfW/HkL4K6n834YQ/o8Qwn+U6v+7ZbWB/3qM8YMY4y8ty/J5uAZZ02jaZf1/MRNvaGmEeEh2QAudmI+vYGIftslBcYtj6PgIyfUu8XFtw1vtyaucbJVJr953Vja/2itQZUVWTnBdVUXGYYKT9tPnL0MIIXz+2dNS9we/8WEpf/ThagB8+vTHpe6LZ6/QljhsFidc5YM7V9tDELrNqmN/uV2lWYBJONMpC27uQlZVdgxvBcP5OzY2vz2uFy8qTq4NR3RL9yc20g6YaToaDqy12pQ+b6b+dCp024Ru+M2q1ArLZJxD9atut5mqppVyoZzMKDf5S6vOpn7ynIugYMbLy1ImPb5NtNizNzL3Ni9krYnQoem/tlIk7+3fK3UPFhBIxdO44dEL9MnBmWzubhBOKAeq7DtxWRhOhLu7vxWtpjglDTo6adONIF3vgLqeGkNMjZJpdSPdxtpfyyHbepBS0npGDY0gY6hxXGXHfOqZkTajjlF2viYzqNawOQefhOqYEEKIdGBPN4TrWkeKTemgreVJBYSg3eR43/WcfCzj+aRx12/kmfcIRJKgkzqFV40bRLN8Bdxq6T26s+3gflt8FSft7+Cl54sQwndS+ZdDCD/Hfp+kOoUY46/FGL8bY/zuk6fPDjc7HA6Hw+Fw/JHhnUSxJWvRrV4vl2X5O8uy/OqyLL/6rW9+4110w+FwOBwOh+Od4KtEsT3K1FmM8ZdCCF+m+k9DCP8M9vuTqe4aLGFJ0SNz0TFBpAZMkZk2CyGELpmKF4R7DIjA6FPkCL32t4gmoR5El6PXSO2gh6ZpXwU01GILKmgH5mFGPQzJBE4K7SoIvdhnM+oO0Q9XohH1+kJosY8ffxFCCOHD3/lZqXv0yR9I+emjEEIIz19I+2cXknZgRPTcbr+eQ2sU0dyOayt03GLuW1LCdDS32xFeJUWBkvQ/EplG83M4sq+xvY5xqboVzIeqNtf6SIuiiWTX2WwrGiWk1sE9YLqMPOzYb91Fgy5TekWKP1j3WmxaRPdxqc/LlD541r0V1amebyqQJ1K8ar1MkYbUwYL1M22Jz2SmiOzEpPjJpFcE+mtGWpLtLPPocrfu27+UE9z/4rmUR9E5evi1b69/N18rde+dCt22T24GOlhV7tcJItK6rI8EybbNPYYhrn96CWIKA3ZmCortydr3zTn2BY2zS42peayiQoFMT0JXKjbWhxKzZTNsIeYx2vF4bFfBXomewsicjEjNidFkEZGJuN4lpf/oSLGii1OhyvFbxbWdlGPqDyPXemj2DUhxtYTs7oGIa1Bww7A+TEagUqtrgXZR3ne7uYc6mU85elvnduHNBeUYakR7eWhUHrOhHKPCjpxM86pHDruZPeerWJD+lxDC30jlvxFC+J9R/2+naLZ/IYTw8pj/kcPhcDgcDsddwo0sSDHGvx9Wh+xvxRg/CSH87RDCfx5C+B9jjP9eCOFnIYR/M+3+v4YQ/pUQwo9DCOchhL95rP1lCWHar2+9OblqhEmFvnkD3nSH4swoVqGTEzrBrV9Hm1N5D9xASXvGl2nWqeCXqVIR5ldTeTttOLaZjoJQvKZAd+47TDJXZ9ADSYrilxcvS92zJ1L+7Jl8pf72b6zO11/88Lul7vMvxSH76eP163d3Jhao/Q4K33C+nPbZqZAOrHBmpFRthroFtfUkNqwkpsOlFgPCvrXKbMtqVLRH6kej+hAblh7b+bJlBbNa5hevsW/DOkeLmVgm7U/mGOs6bcw0nL/pQG86cV/vML4ii4yhLQyJztCp0dbI+kbTkqP0ZAwF5aXxHIrTurrfzLiKL+Kk7DzvZb6NPdad1GFaAkYsCj0u6CLNX6oohTM5F0Tow/SN1Zr0z+3ENfMDmgVzBoAeVoUJVqOOVohkRacxIYqdY5f6S+2kLbTeHr4nlq0PvrXqI72mNeKpWJjDbr065WCt9Mro4JwCIDiNG9PFSmZsBsUs1gg9mIdJS0mpPStV99QvzjFYiJTuj8jn4xrg8D3pNkPQWnF06N5knT38/sQNy3UGh0jNvijl7HgdGya3GaNwSIxJr9gSBA/EfK6Auka2AMvyfdQQ8w4cu8tyesTC1NxsrM3Lzfp10yi2v97Y9FeNfZcQwr9/o7M7HA6Hw+Fw3EF4qhGHw+FwOByOA9yJVCMhLGFJOUKyMzPNnnGRbpL12icz/AlMkf1W9u3j6qBGOREmcuyU/dAwuZEzMJ20Kf9v7ItDhhFmTWqepBQidGrF5YbHX7wIIYTw7GNxvP7Jh1L+4qdflvKjj38aQgjh8zcim/D6hZjIry7X5JkTTPAzHHapXTQvNYVGk2631LSGNr3WFIjWMTniRNdyYM631khAWfXXNAnXzvQtY6sy3d/UzBtA/1i0GvqgDOSqE0xXUPMP1u1ST6t1b3PiYzWLatpTSduYe8qWWN/O6sB8H2fu0FnOn6TrQC+oW3fMNF7fW34H0vc703wtiiRPf9Jqitql83aaO9u9OHFfvBZv58+fgfZIDtlnf/GFdOZPIkH1cD+EEMIpXAfmTrbPcLIWR27MzYdw/r1a5/oQhErbglbfD9LuH7//S2u/nss1vISm0v1E8/RM0YR1i9JXOckpHbo7pHzqKPtkzUBzPbbnnpG/XDmHGbvxnwAAIABJREFU63GV0/wwaqKzy3nqMTUPqK4pa+dd72mxltNhC4KMIoKLIpOkdye5gDr8xmX9PurHcdIqDbq1jZ4/goZmUlSJXI78LrZcFvI/Gmu3eWAz6MU4TC0E1tpsN8U1QxIfH1/HQ3ALksPhcDgcDkcFf0FyOBwOh8PhOMAdodgEMWSTHykUMZH1MDv2yeyoU37Q8z9H7cAU2bfMh7XJLTb5gwRGVRyz2PXow4DolERxMZrs6kz2/eijxyGEEH72o++Xug9/8lEpP//sCyknau3JuRy/nyRi7bjZ2rpew5R52IRZa0T1LV/9fdzSNjrel8b2pSqoB7l0ls3WPoPF4i1Nm2+9XdEEpiXabmuRsK3G8TVfpig0Q/NIZyRvUaHGfFHRRDRrJ1pDnYsXkfez56aur057YFo37kejj9HkBAwqtHEPFpWGY91n6hBBthOq6uwCqT6erulIvnzyuNT9ibPXpfx+ijJaOtEoWmYpR84j435wUV/SN/AWdM4YpS/dKdKOfGOl9t4/F30mUk5XS06zIuvXBQXRqJmTUyQpakeFSskp0n2ebxhZdAg9z/JgWsztWRNJSW41ykLR21GyXWkE2xWHC4osRSR2PDE0kTpyjqXe1kHKt1lFbzYE3HI6k9jxGrpqz/adJwWfXCVakbzm0tho2XBviI11+I8SbkFyOBwOh8PhOIC/IDkcDofD4XAc4E5QbEuQ9AvZ/N+RSmOaBdjxtknocVAZkrFvEjxbBjs6qwuW6bxFu9Vm+IlhOaQBO+O9k8KKMMMvZ+tx589F8PHTzyUj+A9//JshhBA+/v6PSt2Xn4pp/vmliEaen6902gUyjl/tYV6e1vOOSswMUWxLfe36DpCCi1U9NPhCH2qqs6eZl4KfSrAzHd/R/Ixnapm1G0KPGTqQq47aIpoBGKXKPr4zorKYBZz3bi51jT5a1Bt2UPGSMdMTPJzjvTZxL0aEIuuXRlvssKQ54BzAM8Pc6Er0nIBMw1zqQLtQnI/dOfhboyYNGpdQ+qunK59jinJTw17+scMYz8vOqMRWJUJsunhVyi+ered4+VTm6fmlzMN776/tDkiLtNtLRNw8UWnWuiNIS5GfyQRaH5FYW9D9721Wiu1r30S2d0Tf5mXlakRU3xXuM6On+pXG6yFa2GHdYWTgnCIWF2yf+3rtnY9QtGsb6S/pLQRtZiaL83iAeOMyoF9J3XNiJB5cOIZMReMEaqxiYG1y2qtBqNJNlHIP9eASsbbU9yCEEGK6TzHyt4yReri2dB96lfYE5ZijURuUtJnaScpL8/fyZojX/KuCFbn21vAoNofD4XA4HI63wp2wIIUQRa9hkyXZ6QxHmXXoRSTHwzgw2SCTECar1EidC3xdD0bCRH55qhd4Q34d1pdu4Js0NSVW7PBWH5Hq482b1TnzQ+gcff9DccL+3d/5nRBCCC8+/LjUnb2SL8/XkzhcjuP6tXYBq9EIzZtpTF/yMG3M6FfTqbjAdg7NGhrdQF0OHpctSHRahFVoUzsCdkiH0CkLYfkElGOUNUtgyWfoXhXvYPN4+xjbWkUrV/mmV4lgDedgZc1qiA9ZFiCO0bnuMbfPqg+prmFBEvkmfI02PhDL13HD5BYtJ21q9VjWtaZ2jXFvm0M1XwQtQby3tdW3U07PTFGxjjVqhSnH2EXmXha6mZCmY8Y8fP1K5vxZyuv9s8cyp7/zhaSrfHB/TSwavykJbBeYZztLywtVSt9tkx2+YZEPYrnoFqynYU18fbKTn4VLJrBOa9zARLCLbYHepPnd00LNgJGdPJNdumc91unBYA1oMVFzHmO8BB3QikqNuWJC4uTF7wt+EfNvUIf2O6ztWYOKGnhLY8L099bnoFJ+IEFt13MMputt6KhljSmVnojb6RefnbSpo6ac0nMggm1xXdS6lZ3W0a1bmXLaNvNr8Xa+++8EbkFyOBwOh8PhOIC/IDkcDofD4XAc4I5QbOIQmR3UekXB2JmI+5wFPNbmyRBodqSJ1dZ4EcdZmtDNZstrZTcyHYLyUA4hKL/IsNtLyo9nT8Wx+umT1bT+G3/wu6XuJ98Tuu35D34aQgjh8zNx4p4mMVtf7uHwnTo8TsxILn2Y5jH9pUaIEsWR66kKbWfo4uiH922l95EwDBtz+6avHbrpOIkMBWFIDqZ0SuxMN14pG6xKKluO6Cgf0VxiuhWVeiWdd9/IPp5pLxJdM8ciOjlmmpj7shOFYjG0YMKhUfuIrdqwoC+kN42YBvWFRarBoCL115jl/Ekzv2yfqK9T+lUdrqApA/s7sPSR0jWg8wo1A8drJfWEA+ewzq0OKVI4t65mcbK+eLmuBR/9VCi2X/oVKf/KH/vTIQTJ2h5CCA8+gMP3Zf2sleMsKPQcPNDx3sqSETYPHkp9SkV0Ek5L3cN7Up6v1tQoHSjxEalIOuivDcua2qQHzRhn2ZdL9pQ04qYd3COYliRd3GzQtiHoOZ2f36KCJjAWl5pyiqAB+8B21/6McGpXcz45uPP3h/OF2kVdSiUS1VrHcYlzlHwpwUR2slYaZg0dpLzGqSxPoGtLH5lGKtrrR5l9sW6/BUU4viXD9lVhr+M364BbkBwOh8PhcDgO4C9IDofD4XA4HAe4ExRbjCH0ydt+SFFqWvtGuskogmyGV1SYFd7SDHkxIg4alJKi6TIdyLsHs3MxcZPeAh33+PmbUv7i52uqkJ/+vtBqn3z8B6V8fv4khBDCDjop1AuZYE7PKSJmFdWBKygaIXZ0leqwaTltHJdN0NQLgVk6v4b3ymwO8zMiOPI9p/I+o3L6IVMG2E59JavXNvtUTMldK4rtSHSb0hNBf8vtp64LzlsoNtIi6OSkdk4RK9h5IpVVItNUx1Guo9jMDCoBFFxrTBhcpUrDoQVS3gI2F2r25lj7TXr02IH1/VqOjINjx68HcrFYW3n9UrSRnnwpKYNepZRB+xFRckHo6XmUhut4WT03cgSg8kIA9bdF5On9++s59l+7J/vek3Xn/PVK843nEo3WX8papvXVVjptBp0zU2+IsnCpv1mnLQRNa2VKKJImogaQigatU2soii0NftJfPc8VhcrM4z0qoSyuW+txW1K00Z4PMescYaFQa6AaYzX1b/kB8FQ9o9SU5tHCQ9JxvJFDqqvX4MNzWFHBzbQjRrffmla7TaDcO4ZbkBwOh8PhcDgOcCcsSMsSw5Q0UOJ2dUykw2aHL48IoYr8tj7zLVY5VmcPVupUcDv6UPrCOpop6nMosVfD+beHku7FKOXPX8nX4s+//1kIIYQ3n4gOyusL+Sp7Na/Xe7nI8bQQTdBBymrkcaHlglab2ml5g4uYoRIb0tdRy2lZKWGn57Pg62joa0fAk0EcPqkFTGNTNL6O7uGLdzCsPh20Z7qW2u41lVq0lw6I17elxijqi3I0ZhfHVUlsGhoBA2hsn1STJwQX7Pa1Q3fLIXzE12LWBdvDKZVjvAwrXiytkZw7xh2hU/LML1rjO0zpjaW/vZqP/IrlF/GKqfU1aupGoawsS/WX+qISeab5Euq6EEIYle92DpCAI7K6HlhS0pz95Oeijv/wg2+X8l/6878aQgjh7Eraev/B/VLut9D4STpEnQqQoEkjmxh5jVLmgrnp1rF2/6Gca7iUnS93q6N5ROLdHQNVJo7nKe8g55olUCVCQyon76YuHbWnxqx4HqHZRK0fPp+0FtEReaKTftZaohUF92uesTLlfajJhjVuk3SMhkGJJ0lbUhumvF7CiX9uOWwX3TBlCkQf8u8LTsBnyjW9jFccr9bbmjkJxhxh6VY5he2mGtYkg9H5I4ZbkBwOh8PhcDgO4C9IDofD4XA4HAe4ExRbjCH0m7Urm212EKy1PNadYR/MTpSUXDc8clVyTh5vmA8nOhqypWmq9h2UDgWOm1bb5/OXZ6Xu00eSgPbHvycO2Z//dNU/enb+Sak7O5NUIuPVet5ppPkZFBtSASxZsl9RZbiPyXy89EiRAnsrNaKKvgVZRtIPlH1KpvmIhIs0O2e9kBPoWZ3SMZIW6iWb06WPW9AWmWLr0YEB1xiRWiWzB9pBlUgO4TfQ5yhN2H7EyhzeJzpWj1s6WSc6BuNymuvtIQh1tqeezCj3Y5qyhyv1sNBxtptOx1QzlPgpB7ZoZoXs/EkeqcFflzputmg3G1p/Kc3pRraU3Ioy1jfoR0kZhPaZziLduxnCQcuE+8mxlurpQK9T4EDXK82H189l35/99Kel/MnH65rw5PGfLnUnyy9LuRN9pDnNs67llF6yP0vVAg6X1F9OmHpvK+0PuGP3T9a1ebcV5/KItYTpZXKAApiysAv2vVnyunSJNQPH9TmZLea5pvCR6DXRdGpcYk0PfU7TwZRU1GcjnZr7g85wDcyJfq1Es0GP53yUdtvgvkzYndZApktBW3lPHejCwBy029V0HYNL8hqmAzcaUS35mNuwX185cIN4OwpO6UWV/tzseLcgORwOh8PhcBzAX5AcDofD4XA4DnAnKLY1BiRnhE8RUTRVK9GbWneB5vZZRb/VUVtNw1qJnmKaDkZlMHJkLe9gqh6uZPvFbqXIPv3sy1L3yW9+VMrPfyw6R8/frDpH54gMmaB/snR15uZF8wel2BXdDtlM6fwu6RD1CyIBG6/IUW6ItKUoNilvkol56BBlspHtp0nbqt+iLQy9bV8/FaXxMUqahm2iOwayiDhXj+ziuVk1fKwopkamkkX/Y923pTdkUJF9pNkcTSWKlPTontFmOEdm0y4ZqQm6LVM6HSlY9LAz9JVUGg70O9+5mxmyayqrGSFa2FpGVFoDz7bBa8bQiLpR++bIM3b1iDkdXZnVvUltgZIcG3pVWZtsAqdEGmkLyjmP15dXEq366Mtnpfxhimx9/Zekrv+2RLl1vcyzfL4Zc0jf2fyvOpp1hYRC9UOKiOsZYyr7buNKscVRzr9cIjoKUXfTJkVyYj4uKroOa0GiMocZ6VT2+GnKqZuYqgRXOVBQLB3GcR+MtCSkGTk+FqxRc4ognUGxac22RP1hEe2ZqoqRmkVTy6avZkaZdbkOe1L7LlFzTL2y4eXw0tO4iHNjcnbGPObx7MRbBZYpP4RrN/9hwYq4vSncguRwOBwOh8NxAH9BcjgcDofD4TjA3aDYYgh9NhEnOoZCYTrIqM7s3RKjEituw7xolGeVyoQm0jqKjNFGy176e/lmNQU/+vhJqfv4898r5UevJXP3q9erbD+j1JR8e7KXavl32CU7w3zYEHQ0RcFoATWE+qJKGVLL7IcQQp/og2FjR7Gdbtdnut3imIUUXd2hqFJNSLs5WGPDVDSKXpD7aFNsRloTQ1dv7QkplEX9zWeTPgpyuxuVLwU7JJN97GkXx1aDTu0QPdUpcc9Ut3BeMHJR2p3L46+jWPKRh9fSTtZtqUq2kE9sm9uLAN1N2iqhia0z1RuWY8p26oJrWrUN7ltHAB7cXOO0WFP2Qh89P1uptyevn5e6swuJbA33H8hx+QHz+avlIUV1qehd9oHRXrnbpO3rtYipfRaMRY6VEqEJKqtDihRSTZvUx2ULt4oNIsdSdafEerEv6allqerUiMgRXiqyERQa1F0L7aUEY+uorFmFQaKI37CpTAHSfY0fLmuZ5jPJ81Spz7ILqhPpLyMqeT25EOu66h9vgRZf/wug1szz3hJuQXI4HA6Hw+E4wJ2wIMUQQ8xJ8zbFm022szzUOkaWpkpudwW+rpTVqNbfnwM0T/glznQH6XwT+jVCOv/F09Uq9Nmzz0rdFy8elfKbLyXZY3bovsBX2aQ0c0RBw4KVaFXVKSfr1BLqhoYVZMiO3FE0UeIgfTiFI2d3uh75YEDdPSnfS5ajAVkdOzgw04Izpi/LDRyYR+icJD9SJZc/wJq1gUNt7q76dsY15ASPHF97lT6Elpr0lauGDMcorie3O9oWpCmPFUNbK4RQNHVCEOfrXunC0LK5lvuGMJBy2C5/OSYsjZDjsPelhYBjMP1VWlG1FWtpfW4aXvRj03vUcNKmgzI/utOJddJgy9vV/vRlepjcd+qo8T7rBMS1FWzavy7lTz/6QQghhN//0c9K3V/483+5lN8/FSfp3W7VWttuYfmAJTcbMeiYzfFOp+MS4LJj0tm6PHMwY/Jy3copW3paatRgxJzLFlVYcvqFDtlrG8MCvSGMCUyNkr6HQSS0+kbLAsm0J7hPOcPIDKvSsMBBPVuQdCZqKTKwJ+1DrSgl6acywKbOTRyYWCtSd6hnFhpt5cAdut1rf+1kFWwkqP3qaDV2zIT0Dk1M5rJys/bdguRwOBwOh8NxAH9BcjgcDofD4TjAnaDYQhfDcJKMgHOWWZ/MXWla7Ys4DbMiw3yc9SIMPZsQgjJhFmdoZjpXmigwUibz8NVOdDt2ryStyIuXa9qQLz7/vNQ9eyQm9PMzyWq9S87dI85L02lxDjdN/4fOwekv6Yuuvh8LzLzU6qFcfZcoo2F7Wuq2G7nP97ag0E7Wvj3shY7r7st5TxJF1uN4UlKxR6b6fL0wGTPrfT/XlCPTDgzgojKbtoG5fajlVVT7TBNPh8o561EpzZxgIj+emXk8SJum+hHXQGs5tbzmrDekZFsM+mqxqdI412MlNhwyRYW/1m9Zq2tzua5pfW8lypHaVXRQN/yb2ydZ/9GTQjGortig69jDTDuN5BygxSPO4/b6sVDjJxVnprVAu3OkPtLayHYjc4scyMtXax8eP3pc6i6nF6W8678j7aY1jI77kYEm+XpAQyuHXCXQtdZPvC7lwJw0t+SIMGB9mUkpGqpas3L+ZjBM0pCCjtJ+ZrqM9e8V8o90WEuUlleaSH3DzSC7R0QVQMHfGgbLpH0H0Hkcd4U6Jq3GYB6s6Zlioy4dgyUMim1ROlt4JmlccW5ztC94JsXNoIMOV7DnjnSmrmqi5YR9rK3rGfqb7HC0+l3ALUgOh8PhcDgcB/AXJIfD4XA4HI4D3A2KLcQSPVKyKbfoC/WPZGqkCb2vzccdJOpJt9HbvzA3lN+A+XGmDH4yh18iCunxazGBf/HFpyGEEJ59/vNS9/SNpBW4ROb13bJP5yLdQjNt6qvSrmjZFPP9oBlXkI3KpGNOYTLuQQlkBuQ+bf+Q4X/vVOpP3l9bPgV/tUHE2pDoSaYwiAMpAdrI13uz7Hi9EjnS73O0oR0dMyL6pUvPjAzKBNP+lOg4BkRNpEWuZN8xS/LjmZNBwxALefBOzAKPsZb7OEEXhkZ+lTonjYsRHNyViohb/+4YBYl7syPtkarHmfRGTS8o2SDFLtV6MNyVtEZn1G9wb7cqa/oRG7nBcM1GXQgHEUVG+6Q18iAfFaUpyIGU1JuZ1T3Aea2INxUdx/L6j/unQrEpbatpTTHy+tGnpe7NE6HlN78sbU2FIsfcwgDKY7CniwApehVJue47c71EuXgkkMInnRdJ7eVrwb0bcC4+pxR1x4i5MKpJsP6JsgbPoMiWzkidhEkdQS9mNwLS+hFuBmos5dRNpCEnUl05mrmOVlu3oz4vFnBv6AZ7LE19pthwv3De8lvBe8vUKZhbecp1oBEHiqOV/tiR3iqibTn4ewir/q0j4o5xd7c4xDz8Zm26BcnhcDgcDofjAP6C5HA4HA6Hw3GAO0KxCfpkDlUBQK2di1WbJt86mmc0zNvr4TVNM6t0CIw8wr7J6jygj+dvRGzs6cuXIYQQXjwX2u3spUSxjTvZN5vsZyO9hOpvg1IgorkH716KymBAC4Q3GVm0Sdd+gmi1HhTbg43QXiebdRid9KDYEPnR5ROq1BoUlUMPC6XYiDySo1CiKVtMyeNkUGh4vtO4muyZrX2HwTIifcw+PYdlZGQK2uUgS3btkVQFNo+J1lpUGgfZHoznT6HBkTRfFk7EdiWcx3qjrYVROwade8zSHRumbLISOZJSRVS2KNYjKN1R8xjIET4cU6qL9QZSIR2oCqHW7MYi900Dl6KnKqWLFYVoROeFEMLr1+t5v/xcUhW9PBe6/mL5c6U85CUcJ5iN9CCEpiSN6MoR4xYpUJYyX2yBU3WfywPgjIXrgJHGh64FI9OHpGvguB5JaykKNLVJuq8zVpBorSQHY79QrNhO2jRtWKZ6DoVwEF2Zl3EKSWLNUOld8i5qgYGI5pSikfGcOqzNEetwN1sRcfXaq9NqyWmPZMu5W3inApcr3ILkcDgcDofDcYA7YUGKIYRNeqMf0tt+p9wla+fQ9R/pDZ7WJpWcNRUmfrnM9faAl09oIy1wBORX1T6VL/ay/enZeSl/+dmqifTqmTgVnk2SbHLspK3sGK00QphdNXkdMiErv0yiofdh1bGsnGVxbzYYDpt769/7J3Dueyg6R/ekWKxMGzhh96F+DvyanWHWWXDP+2ShURpC+Hacu/zMkYpAfWjB0jLXO/R7+Sa4SvdhD4fwCX25msTSN6br2asvRDlur7RjUl9praLj9Mxv4RWdSiYJ5K9npQtVO14zzQO/zuk7nj8iR6aPUBpCRroSNUcafczXgO8t+J+GIU3QHs7hg/mVaqdLIaycsMqCmH1hafRRFuba0sfULfQNzuN1VP1SDaNfqS2sGcqKhfo8v626EELoN+v68fjVF6Xu5x8/LeU//5fFYXt+8F4IIYR7yiFcnvrVbt2w5UqPW8DUKEsKkNhD323ayxzYjWt5VsEHGGGGnpDW9KLVB4flJLmwqGww55f0UJaG1TF2TFu03tN+A92fgVbBPh2DZ6c8/nEjr58OoUvzmPOG/bJGs3JEV8E4hiWXTt4qmXmyUE/ynGj26Qex7g85QTjpDpXyZamuQT8cy2xcVzU3vIWv9fWN/GLhFiSHw+FwOByOA/gLksPhcDgcDscB7gTFFkIIsc8S8JkmYnpim2ITisO24+XNytFsJsVW00CjksOH6X0Uc+bLlFbk5bmYl3/240el/MlnH4cQQniD9ADz2JB3X7LjNGgg5WienbjpWW3fj1JWjqS8xqQBonwWQYswfUhy+ruHzODUNjqFtsgm0X8bPjLl2ZjMuLhsplYZQaftEnWmHafpoLia+SeYl5eRpmg4LiaNKZVKAjTAVXZKvaLjtew7wqydW6UeES3Re/Qxj0utbQU6Ll+v8v2lw2/9fHk8aZFMW0ykykhrGGk4tK27PtfSGF8Kmc5Vzth0DoZDdhpj1nzTvbmBDd76pFP05FK3H405gtOpvjLT/ZS12ey0FnSszfehUx6u6LbppE0nXVC747osX1yAKhuRagTU7725fqbjTpb1OQWEjIMcQ+pm2l9JObXLIJLxSlwDpt1anjDHlMgYn0OeA2NNPa8b4FTe12QUgynyRFNrCoJLFuYPGnI6JehCURtvMe69mg6k7vJYwrlUUMOcO4u27OCSTGWpAAnS8tTZy80qio1rSfqL36SB14BJmdtQlDTTJeX7QNeSY9NQCaUdgUXRKdhr0fG14Ni+74aWcwuSw+FwOBwOxwH8BcnhcDgcDofjAHeCYosxhmHQXemU7b5x3JQjJVCpLG81XaejWLDrJleJ2XMHM+zLUSJHfv7lGlHy4iMxez/56KNSfjWvJuod5P9nRntAnj+bfweVOZ70VOqPkUV6/UdtSqQWlH4FThQKtUkgO99Rnr/bpu3o9UTOAM1epWifgdEciHTJpmLQchNoggmhYVPSXVl4u2DSzxFYe0Z17JhVnfRQqmP0DPq1S01ckaIjlRXq8p7Zy0nB9rWOCB+NyqJQUsIIGOHHdBg5umkxjl+vLVNwwYTWNzHoBbaVKdgbUF25j6SketJTLKex0qtxywzo+X7Y9BQhl2NRh+u/1v1ai0LdGNNeMKKtS31ssQRKvyvGqo7cTRfrZ9opLly2bxJfMi5CoTx/KevP7hJ02ftIIZKvAVGy5yHtS4oGc2e/l3NcpPLZDhG3lxKde5EicWekSuL6sZAqSxGL6nao4E1QyolumxuRunOsv+O5pnfQ/YllnaRLQk39BaUFxueEw4znNPOZpfVwWWy3Df685j1Iwc5YT3V0bIra4xqH55dTnFDzDQGiKoVJXnjUc+CcLVtwLoYFGzYU3i9LJ+mdBK69DUWmDuH60Ho+x+EWJIfD4XA4HI4D3AkL0lsjqj9rmT6D+ZWSCr4tBdVUPeGdkb6Iy7ns/erR6qT95RNRt311+WUp7y+SgjMtLi3J4axuDasRjBHlbb1THwV8O66bjY1P3vz1pN76VaJFKEcnZ+kdb4LyzYQTde4FP2NgAioaH1DS3ikLEh2yawsSE2ZmD8YRTo10BOVXaheyTgnbknI+Lb+oW47V+VGqBLXcTjXd/Lel2l5MTDdwjFyqglZatypbEyLUz/9W32nGENZO2ihbn5G8H0yuafSi5Qe6mCW2a2zv6nug27RPdkTwugFYRtT0Z73h4M4WkhWkh76PUotWum5132mN2I/Z0RhJZ6kQDwvSeLWW91dw0r4UJ+756iqdX2X0lmtAV7JlQq3HSqOOztD5b2N7uV+t7Tf/zi9DsWEM18PWCC7g9qzZ1wgIUPp8yeIVsUB1tIJB6Cyr8iuLqlIOz0mlaysst4cgAR2zsnKxX/nmS51K6HzM/9maWm9vNroFjpzkqAH5ZiufW5AcDofD4XA4DuAvSA6Hw+FwOBwHuLMUG83e2phGm61hJjMsb8phU1FsdO5Nf7HrtIip+XVKQBtCCM/PVjrt5SQOjG/Ooa+zrKbo/Qb9gzZJvyAlRzpxDEw7AOe71MQW3tJ0otuTM4o5TUvLgbVLx0sN9XN2FPZJjs8XE0zs8ASe4JA9DGO6Bph5cdZsCp6x/QqOnnS4zibhaaKuECi01BYTtpIajFqoZj0efWGajmx2pjN+c9+cFNaiykII41JTbKGRgFj4KXuM0wSe/VbV8RZtppyteabaHk6HYd2tWNWRNiHNO6R96ZjN4Q6ytThskwmx0prMDbP5RAfSUPdRl7PGlLSlFjmDSlgaVGfRUUPHO6Wfw3K6H6TyNGDSAAAgAElEQVSBmD4E9HIuDx3XAWlrn4IZTqH1M/YyXy6gf7NQHy33kS4F6X60AhmmS1BsuzH9xdzaM0Ai1TNZbZTjO9JHWb9NxYvYKZ+GmFNjSL82eFCZrqM7OssDAwJyv1rzpUy92s0hhIOAH8mRVKo4bvtcrzk2KbI+D0uu47g5I/uQ9qGHxqw0xoxrQBCPTuqb1lOVzFrKQ5qpHdpfjphNYoueSvOkuf2glRsjX/CxZpu0mnWum53fLUgOh8PhcDgcB/AXJIfD4XA4HI4D3FmK7Wa4XoShpB1QgkfYwYg86kHnUHL/5fmrUn72YqXbnr8SvZCzczE1X14mOmYidSTbtd5Lim6ACX5AaoNiZmX6CFyOjjioqQwVKZUpn9mm66YdTb5r/SV1oZDeg1nLhyzvz/usom7WsmX6DUHrIBX1foaLoY9ZdmVuPEdtWs+aODiv0kRa0nXZEWKMYssaQaOKIGxEsRkmcJrIra8SRYty39RGM/1HYQFuYbKm6V/NlzR+GlEqHFcl0op0IMz8Sgepz9FzdryQ3GZSkhy39TNrUmykiROOBpMu9nmr/Q7KTEGSx+jCaLUGxdal7PKQ71FUZd/XEWAXL2T2XDx7U8pX33odQghhuvcBuogI0RwOqihraXhkNGmi05dZaHUtXlRHRKn7zYzy5RygfiL7UNPaioYcWE70pRLSIl3HyLBMwTLFCde7+vmqSzii+6O1q7JOVjT3VXpBBn0dGtFxRZ9rsc8rkXiNgW0JsDGKTbHb9ViLR+wmenk4Ei7Wini7TcibGdJq+dIcb+q2cAuSw+FwOBwOxwH8BcnhcDgcDofjAHeGYsumWjFLH1OjYlXDTJed31Wgh+2tX2gg2Br3iI46vzor5Yuz1cS9uxJT9B4qivPVWp5Ax0wwcXYLzdbJxKlMt+hXpliU6ZaHq7AcY986eoF0DymnPaLnhtT3C/S7v5JrjKBThl2OKYFZG+b0HEGhRBYD6UepX6pCUKkggjE8WhqcuTgrerKmbvYUXENT01xTsBTsU4KNpnojrwGbS7SH3W9FT+UesU4F6mVa1R4fHGl5LMyN8VFoAKP9EEJgJok+3VOa/nvVFtrI0WJ8DkZkER8zn9loRJmp1Cq89Zmewmaei1+EmRqJpJwtakZzEtJtNfVShCjpUVJsEAXcpIsYmNaEUVs5OArrVr8InX+B9B+vrta1aHtxIjuDKl9yRNRU01AhhBAX/ASM6YQjLmzE803XQ3FKpcFJqimPJZ1mvpRmxdylSF6mhFKU9Hr/e1JdOJ4uFHkexAHXuzDVVErTQfpr5rom90MiJrEOMOVT6mKnxgHGOGmtXMYkmpniBiNzSP1V1DJTQuU+MA3URvHfUkz3lKKUsec8rdcXjdvwVvkH11ivq2Zjvb21IFpdaVJ3Vq/eno5zC5LD4XA4HA7HAe6MBelWTlvlCOOLl9vTV8zExKczvxBRTvLu0yhOi7sLsRDRWrS7WhNH7lE3QbJ/l1Jf8ItYffWrRInpL+qUlSN/OCjLB65HeRXnXe0v3tyWsnYYejRrJ7PDLp2H7SSGY8xaTjyeOkXJwZmnxRfiZHy9NDNnGJVWwsQQKJ/Brzp1lupcynmUVp/OGp9v6xVYt7WY20MxIygHaZW2ItfJ9tlyzA/inLvMypwl7Wa9qiP3MwSxjugn1/wcrOsMS5z6YlbPpLbwtQx25c6qsWY7s5bxYcxH3TH7Eqyx0PaVrxeDTn3py4Hb9MxP4MV9MmxLeYPj5l1at85lLRo4T7OTthG8cNjfLukvddBfCpP0YYipDMGrHmMp4tfEyAmr1pLYNR5g7os6Ljsto04F3tCc1OcduDNQt7U0UpXIpdGaRTNn+kuGQg1xY2RaQltBB1l0fdarY7+wfVgt9kwO3MGpfYGze0xjiEFAwbxe/i72KNfO4Qc3r27q2DKQWr5+B8sM32rL2tBam2/+fhHCDSxIMca/G2P8Msb4u6j7L2KMfxBj/F6M8X+KMX6Q6n8lxngRY/yt9N9/faveOBwOh8PhcNwB3IRi+3shhL92UPcPQwh/YVmWvxhC+GEI4T/Btp8sy/KX0n9/69100+FwOBwOh+MXh6MU27Is/zjG+CsHdf87/vnrIYR/46t25FDHxXSsqjuXD8aBlukW0vg0CcPU2GetFiX5Lu2Os4jbnyUW7mp3ie2Q/086JLGhxTGiv32203Z0cKb0fXYel8siJaWcXbMTboOCE4l51NG0i6b2iabjc9BZrZU7c6m19s3O8JOidqRIXahMm8amVk9+5qhr0B7iz23TYhaDoizg6vMh9avB56nxa1mHSWUYTtqdGhOCnHJBp/lgr9J2pfViOzjnuz+pmxewvU5Fw/QyvepjponQ2Ra/lMez4k1p8q/HLZ3hqT0l10Dwmdbjg4scR61F1+pW8zVyTNkOyrJW2LTJgOvdJqfwUxy/hUf2crKuNacnSEUyYM72pK/XK7pCWqR5lCueY9YogyMy05owYCQNMp6LDtt94tDoMDxgkkyax1v3VVSZlPl8s8P/EO17m28jUwrt4TfRB1mHh+JkDbp2RyfudJ8Xe75GuCcUSpCDHPOh7Ilb2NKC66bs8K14avRLqod0CSeKZybFttKtXIM3G5tC225X5/3NIE78eq0wOqBQP1O93B6h21ow14qG+8JbeTIcc4W4WaPvwkn73w0h/G/495+JMf5mjPH/jDH+i62DYoy/FmP8bozxu48fP34H3XA4HA6Hw+F4N/hKL0gxxv80hDCGEP77VPV5COFPLcvyl0MI/0EI4X+IMb5vHbssy99ZluVXl2X51W9/+9tfpRsOh8PhcDgc7xRvHcUWY/x3Qgj/agjhry7Jrr0sy1UI4SqV/0mM8SchhD8XQvjuDRq86ZnNYoFBxzDyQFn2e9Jp6W9DT2aEOfPsarWpnl1I3Y6RMEb0g4LiwFKKgom6QdTKSBm2R0byMDKpjkjRUVkop/Nqoynbra9dBcSZ9KVqDH1hWzlaDHXKnM4QrYV/qnMtxomjQTOu3YlH+l3TZirSxhRbsunco5SwQbEp/RTSVyz3Xb1dUT41DaQoJ9BThVphynKOn8UYH3gQTIeRs3/HBlVhRfPoKV4/Ex1BCCpjrqPYyNaqVg3anZdLtiRHucZGx/OwjNYwCJouiVJpNVUik0KQZzpshFbbDkKnPUgUyoPT+6Xu3omUNx1y2afFZhlB0SMlRx431I1iFGOnUpCsO23VfAT119VpkUbo60zQ19nnCGNF55FywrjKY5j3K9Tjku4RYQ/KcGJUp+FGsNB9IV1DZJqYYJbnTHZTR4nHpbHPqOGZlCUjSK2oLQpdcU7n9WGx7RfDdls3xchDDNh+s+7bY3wxRU7WR+qVVqARuaZwvTuBQmM+3Io3szqh5v+xiLi3x1tZkGKMfy2E8B+GEP61ZVnOUf/tmEZQjPGfDSH82RDCh++iow6Hw+FwOBy/KBy1IMUY/34I4a+EEL4VY/wkhPC3wxq1dhJC+Ifp6/3XU8TavxRC+M9ijPuwvuP9rWVZnr1d1445Wck+h+7dBfn1D18A6sUTX6lFT2bCvnsp7y+oj7TqIJ3D+W/EF9GUvwZGfmHi6xhv+Pl7g46PtEaIU6r1NXJgUSlf4qiitkx2clTWHaK2iGhjQ+Oz3eg3HUFNY9PS+Ef5GDC+zlvnavRHPsrqL+r1XNliInWT0oipPy2Vo/pS36/U8LV9zKOK1pdBqT2jfolVXW9cD9tX+lvKMXbda1TPph5rdKBVbQWWs3VO6rTuS/1Ujmw+0DZarq1vfn/W3WoanfO9o3I5b1g0xzu/9DGPDOdwjuENzrFJk2rAVWz5BT+chhBCOD21HWtpschzkk7LSmMqB0jE2iodQgh7aiZlPSH8KnRzPS673h6rynJVMiOgecMqlFtJO0hbtDCL+hXa4j2A9T3PPT46JsNO5+pghWNQzGIMzK7nJEDAT7SCGhiYw+uRnkuJ947j3RiXnPPJDKqTR9MahXuXrH1MJG37Rx9fTwVv5TV9vIl3agBSVJJxrpud7CZRbH/dqP5vGvv+gxDCP7jRmR0Oh8PhcDjuKDzViMPhcDgcDscB7lCqkbeAYbbU2w1aREmu12a4gZLtTFxLZ8PkELkfxVQ9IeNqdrimw96sNIBoTq1tjTQvZ4dKi0o7aMquVMX6PilqyND4ic3jj/AlRymyxr6ZIlF1FpVVH1OXa70hq7zAGVLdOiNli9aCavTBSMTYKRO5QZvBSdNyyG45aec2lIwJAwZiPVjYltKpybRI49lZzsp6/Nnz0HKhvAmBbm7Pt5YO/0fTErQGSPrTyMKQqY4Ga6a2lIS8jX15zwtFAkoqgiLZpud7spH0Ir1aqUmXrWvMohIrkzJK+6n1CeMalFD2fG85pUv9zekYzpHuSLlFSZc1Ugu8oV8oz3mM43rV+pH/girjMyftZdHAKktPptJRR294zsm8xqgcKmy5pv4tij8ECTTQOn4cbEhhkwaO5ZjNdhcrIXiwmajrHV6O/jL8IeDYL8zbU4JuQXI4HA6Hw+E4gL8gORwOh8PhcBzgn26KLYEmdlMSB2ZRZtDuDXNnd0rzJMywI/RAUnTafi8S9/v5Qtoa17Qjy04i37q9pCJhRNps0Tgq8ihF7RjZzw/r86WzxcWi8xSNRFM16+uTLY3ItGiQKFamEJqE27TX+i9lBIatO1uSVTSSip4zTPeKVTEMwIxCwdYZpuh8nNXX9Vx1u60+9uk+KqoMnyqqfqgpNk0J5X5Bm4YaQns5bkzVjEzi3MkpSHgPxsbcKpSSune4RrSRI61IWfNuzTlFjuoLthtjf1YaMzUU7UL2QWlxzelccu8GpRuV6lrhd7GeD62xeIJzbBPdssE1nGAATKcrtXZyDxQbopzijHUlRa/FhdpIXBPWOxlBpbXKS6LrGL2ntIeisZ33wOIi1Xps08ihPH/BpGiz9bxjlDWUwXdM3bSkiOXI3EyKMq6jIBkFNyubQWpLacFxDUtzE7l/uMaFnr8lsd7OtDWMJk3nW1SUdU3R6t8yrFWo36TyAApO0XH5+dndOljVTF7dwA1oxGM4FvGqNhv9OXb8fqorDbgFyeFwOBwOh+MA/oLkcDgcDofDcYB/Sii2r2iag0m4V2miefk5GkQauDyDOOTuVSmPVyu1Nu3E5DvurqQLqTyNzLAtEW+MjuotEycjKRb9d/2HXV7KX8XRSTFHqbSijeoAnwPBviPxCx33RSRNDuBoRQBZ9BFM0R2l80tkYsB2WwStz1FsxnWtHasKiuZRgR35EhuRa12oT1Ib63N/1x0GmsIxFHtQezmzN4UCdR6WTGWASgNtsqdoXI6w6Uir1BGTipJuBIMUakVZ01WIT6jQoIkzhTZP3M5Irbk6bm4NReP0HD/M3rDMfbWvarakU1FqhyiCFol1nc4kAYojbeiRamSzFTpt2CZahGMN92AEdT/tU/lUjmc6DBHW5LOhqGSdGkMLL2KspOejUr+o5wSKND8nzifeZ5ZzCiS0u4eYZUg0MedTHHg/6+z0pJl6pnkxHBG4fvDaM/2k9EJJ5+VoxFkmb2TKEJZTNFns+WyImprtGmO80O6kLAdSbIhYS5GQXW9TcNKZ1iSooYPr6uNiQ+BSN3Ks8haRZ+WHz/6tirGevyolzDVwC5LD4XA4HA7HAe6OBckSS6k2Huxg+AFaUJLuC972lZNl7Sh6fnFWym9eiQVp3r1ej5nkSy6OYkEK4+qwvcCCtMxwMKQOTXbeW+y3Z3kRth2kzTdtvkkbVptWGgfdg6Xat/VSHzvjCSjrSv4Lq5CSC8GXUPpaGyK/5GBpKfdLNqvUG6pcd0Z1NdaDTls20MdsfFH+jfxahKUmWRw6pmygA/OgryWEEPotrxH3aagtZuq7pggS4Rrw8R2uaD1Zb+6A65qC7Nxnx1aV5gFQH4v15FtUu9x3OeyiSsg8HvwNQd97yvaUedo0IeXPWPabQRHyJd2nq2MmCVo58j+iJQazbijFLmvX0KmdDt/qI7Y2MfbUX0vWpBkWqN2V3NErpD2aU32UXLZilQ5iOSpphg7KcZJ1KSarzcwBRP2kbGGi4zasfh3qo5iQcDytUbWlJuJcIwJkclAMDR/dCMd6iEQtaQxHrLczE+6W9CCYY7Dvctxmq92sNMpwrqwbhufMpK/U3Ivp+fboaysdU14n9e+WlPNQUQl9eS5akPK1MeCEFtFisUcH+MxoPctrXHM+2NXX78zfl1tYjYx0WzqLlL2Q57lMXbDr4BYkh8PhcDgcjgP4C5LD4XA4HA7HAe4MxZZNYrY5++a2O9NIp5yAG7bEdI5tL3oiI+ytZ3DC3iU6bdzDWRJOhSU9SNOzmtU17WWLUtA5mObF+t7oGpoXa8daTaG1vJkNHHGyi1Y9m2eZFt/ihA2TMKmMZEqm461K40BirZzWduLOTsWsmzkm8PyzQ6ROe0JHctl3SA6TSnsEJ8mO11vY4/sNtvPa075ao8p4TjCbT3TeVFnCUyACaIBFPfN6fNwONGvzHImqIG2GuZEzsE90GMf2WeV3qLebpnnlEAyqQjkNp+ePh8f7UQ7T+XasYrDmafM2LtYOHCvJibsjHYPDZzpWp7JKrUHtovpUWhuNqUamXInzgjYrHvLMWA/qDvtOMbssyHXtcdzEayiDBcEY4Bdzs5zbDLbZqAiH1FfSlxPJ9rw28xC4PChtonSc0s7i/M8FUJaR1B/aSv1lKitzjQxYVxqO03kN6ha2X+szrfvWdebaba0DB7su9eZ3i1v4aCvXkKwVqChJNsAxfEO/nAS3IDkcDofD4XAcwF+QHA6Hw+FwOA5wZyg2sZndxhXeopfquq5h9tYS5Wu5H+7J9lneH18/Pi/l89erDtI8Ce02gW7rl7UcG175dkweaBFDp2LWnAWKbKGO8JkNiq0ZmaZMnHXfWzpGxdyttF4YJbLWt6LNGEWU6TJSUkpSP9ZhF4qiU9eTaLGmebmOiGOER1QhHAv+r5pf61WkS+ortFqoedRvMwXHaDVpS927TNO1GNrCOcG0r6J2mBYiUUpMNYLjxkS3TDjZ/khkCbeOjejJnOJkxo3eKzpt7ZdKkUJNnQn09aL/tnqkqHpSaJhHu6I3o0LepJTOQQ0rLAkHZv60rwpzlPLI+5GeacfINaWZk1JccHtgNNn1UWqkGnJUqFqLFF2H7ubIHtzviHa7VOazYTQay3MqT7hhI+i4ceT1pKgtPmelV7Vez46RrdAe6idSdwadj3+M6Wl21HdSa0JN3ZKi7dGxEhGJSD5GHkYEA+a1b9hiu1rDQLcLtxtMZAaO0VlINaMi2sqcMwarOkdjQhlpWg52QNmg6Fs/5+bvPfvYOM7Y1wpo1VXG/L4hTegWJIfD4XA4HI4D3BkL0vX2o2OvpNc7LSspB1pUdHrEdTu/qJFg9s1OLEj7KStl8y0W7aavmEWZJmyLR1E1hUNvpxIaxqpuaSjZFhGXjn0JFdT7tJmhFnvpnaVsXAOdXTtaR8olUp+DTqm1YyQTKirH63wu5QyJbvHr1vii0ZaH9IWonDBxXbG+H7HhoWg55Oscp3y+ycqhrHt2H8oeR86rnWX5RQ3H2WQB2ONLfYQeSNYG0dab6/VClNNzwwI0ZssDDAB7lQQ1JY3lUKYTN+bZckNHcu1Mb1uIcmJSTiHerzxu6YyvE0HzfOmYhl6Z0h7L94H3wFAL16uebZ3ty9yTfanrk0+mxhra1TpWs/qrOoNroJL2iLE24gHvU8LuK5jO1L57OnTnvsChm9loU1TBzDUQx/fo7zDkTK/00sa++VTK2mmvzeV+SFWI0NFb0jrbo30VXsO28r2zfxKUxXzJWm94jqoPXb1Gcl+lg5R1l6iurgw1Sy6w8ghaOxxxgFZz1tjpRselKi3FXu3GMUrH+PyAWlJOh3ALksPhcDgcDscB/AXJ4XA4HA6H4wB3hmIjJVOjYQ9bjmwvjVuu0CHw8osJm9L6saYfQghhl8zGpDWUGT9LwSvqho5zpIzWPvTU1KHDXnZwhXF/otMpKaWcXHOy70fJSqFFYrBDfYzSGFIOe6TIkskXdRtqlqRzDEqvyC7ne6MT0Nb0YzRoyPVyqBGT61BFfR2jpOT9lbaIarI6L29dsf7j2fRw5JzS+KHjbq+eI8Zg7sNiUySS6BWJPuEAu78SOm2XnFmvSLGh3ausRwR6akfn4EDkOWAHBLA8GmN4r3Rw8rXgXCqbRf1MmxRbccwXUC+GFEfuI/2qVXJfIy2FovMNR2C1r9Kr4sPOLZF+qjYrZ1uu1N0G9PJJ0kzqbYql6Muhs6TotuhWHqKKYkMCmOzY3Ac6bjfouJymhRdGzolrVNbJUmsonkNut/FrNTN1U2pjhtgXyyWNB9d55N6xHpmqo/aQFVBCNwJrjYr04mbDTIGV3Cr4+8Rgi/QsVdoStQbWelGdvVwe/iM1UFc10fCxPt7W9U41pleN4qyNdbyho2bBTI9lwC1IDofD4XA4HAfwFySHw+FwOByOA9wZiu1tIJa3VsRKbY+3dJLY2rzYtsie2Z+jZU6vKTKVEoD0FFNJ5CgUmMgHhGWJjAVpNZQVZTCm9m0a4LjmBYtHogysgDf7dhRzppbDr6PcWN8pWpT3Tv89hB4LhTModYoRyJo5RqRObkHq65K+YXUUY1CROIjgSSTKqPRVaKaXwwr13EitUSg2aK5cwdS83yOyKHEoEyi4CXTKnOqnRgQZUXR5sLmZKqSk3rG1fEqdYmsWs75kfj+mbcb5olJn1AOnkZWg6DbNSksKxxnPf7nR3KrrVJRjmv6bjYjmnNy7j7JotQ2b++kY0cHpelJsa9970HLLJNvHAfo5mxQtplJz8D7mlDG1Pti6L+kn/TeEw0g7RAbmQCo+G9CLSypTK2rGosF1uJS5qOB+2H4E1KPiPMvrvD37yyUY0a6H9eI6wM2Y/0xL1OdUMyoHkxw35zWSkc32M5P+HOPCftG4BbW3GDsYS68xtdvnuiHcguRwOBwOh8NxAH9BcjgcDofD4TjAnaXYaI7XEUs1WkJwwii1zPHWiSGzjwiOAabXIaeQgK783MFUXSTqmSKDdB2i1LIwYpDjB2UNTSZy1ZYIWO7R7lS4LjsyrVCDaD4YaU3UYTh+UBEaUr/JtCSiRdjfIV8jr4HCZsrsnClHmJSPpj1ZzHKmVnR0VY2pQaA16RJjbwpy5uK0A9XFgKR9fqY0q5PClX2zGV6nl8C5Uj2FF/fY4QrROpkC26EF0mlX+X6ptmyhyNIfRbHZFNqUouf4GCemqMh/DbHEw/5ktChWiQCtach0kqpdRrQwkiqWOh6PPqh/1NFzpIwoQJuFHHWknZRP0px87+Sk1N27/76U7z0s5dOTlWIjHcd5NmXKWpaXsPRY1yY5x35a15VuL9sR8FhEQxf1POQ5qnUtXRBTb2zwHKjd15d0KVysGOm7NrLdyEWcIoLrdJBrONmu+5z0uB+nWFsTfcgUKqovjFLr8jqOeY7zDpu1v1vM3QFUJue0TOqG6wCuXaIQ6WqBfuVnqpUmS5HUb+yNawgWjv4y2lia/7geR06hKXiDJtRql9XptVuG8ftBdeFr4BYkh8PhcDgcjgPcHQvSgSyClvFvOYrW9VFZEHJl6+3YsixRT6LhFFbyCuAoOtEtOSFi7VwcgtYsyVoWA754Nhs6ZKcvHaaPYHJGXI04UfJrg18mtWNt13jpj8YnukolwutNX3t0FKW8e/6yHFT6EFij2FbWAKEZZak1cyIdgvGctLzOrP6EYFsplP6OsjYaY6kBZU3Izp2d/RyyP6VKt0J5FNVwtiChecNJe4LOktgXQ9gph+xkQWJ6EVx71k/idTMVCftlJYicmxakelyqfXNqFsOBfq23LEj8OqclL+9rz2NlITQuYjE+GVvPnn0oVjBtspV9+3q+KMfcjlaI1SJy/6FYit57T5y0T98TJ+0+OW/HLTVx6JSedNY2vJ+yL5PG9tlctGdOGDyzPtXDitIvsNRQVGmodlV6VMpCuNSpZni/sjVpewKr0X0p38O1bx6ern87sSoNp6fSx7ycMgmv0nfD7MkDEuOH2kM52XCkg/zA7QzGWffpN9je0MbLgRkqqIXpmNJ6Su1AlYDacBTXa4oxoNsezjVau1ptNH97y0Fm8ZhBywqWUD8ZDZ08Od4tSA6Hw+FwOBxvBX9BcjgcDofD4TjA3aHYiiku01eyqWVty2baliZKxdsd7KuTTSSnQrJqsDRTUj9n7O5AcC3KBJqdoXtzu3a+yyZQm34SZ1jSKnT4rilDJb1P5zxTgMVGtJxOVZn9XcsDtY0izM7ZnKksvxh6SqYkP39qfNCZMdE11KZRGbilPBtU12xQaIqmxP1Suj7GvWspi2RzeNdwls8UiHLStX2hS3+0Yza2Z4qN2cBJm+EkxaGbDsxobDdnZ2pSlrUzte5g3f5hG1PRQWK79QW3KE1LM6lTgkXYtzjWSl1Uc8do12bSy3PqGs+c9TlbxUDqhvwSnKS7TD9thAYKvZS7RFttqH304Btyro1Qb1kzTa0Dan1I92MQKoz3Pg5CKXXJ2XnT45n3cnOGca0fOo4JjDtebl4v4S7A1EvqOaRdOd9IL3WJbttshSrbwoH9dCuU40m6zg0o/i1orTm1NY/1GhyCHndd+QEADQk6LVOkPNcGETYDadPEoceWdh7HkqldVNNxKpVJk6KvfwNttHwIbkG95TZuc8hNumDVx3pcLQ1XnGilMWtFeRzALUgOh8PhcDgcB/AXJIfD4XA4HI4D3B2K7cAupwLIGtYwOwbNqr2JPkOOeBLz8TxCD0SFR1lmS57t+ui6qMN11j+MLFLu+P9ve+8aa8uWnYWNUVXrud/ned+vdhvsgGiTlkEitloJD2NFdOCH060ogSSSsWQjED9InPywZQmJEEyUKArIyC1Awm07cqy0EBCIEuE/cUQkjTQAACAASURBVHDbtKD9wm27O30vt++j773nnnPuOXvvtWrmR81Z8xtVY65ZtfbeZ+9zzvike89c811zzqpdNb7xqHsjSapKsQJIXq7iMGIUhOnARohi34wTkc416i5FX1FLSaJ4GigUhU6V+9FfrxSdI7apDXGRmhfSQ16ML8g7zYcHiIm1fYQkElIalSXt/JDewmG9tdBatzYLVl1o3SUMyJIX3++LlDVN+XKKG9Hvs1/AiZwzIMEjB6tNcWzxuaSwJWgdUwEdMwe6ZebrLIBmXkLIj51Zk96bRxppbzdSZMtFTFezJi0sscSm9SlajAyPc1wHug78DZXTeLLYNfOphPUfWH2hXy9fp1hr1JFOdeK0GfwJBWuxKVijTZdg1TeN6zTxa4ehTEIIFSKiInDOgr1Cugb/JIa6SJtCM0+bFWiZhmNhGBdv3YZ5LkGLkj8fjGoGhFW53yYVDGkglTTqLkrefJwpHzGFEcZv7Tad/UnQg0mQDAaDwWAwGDqwFySDwWAwGAyGDq4QxSaRiqquSeHygrWUvA5pGh8xWjgdBNEqOOIr6yDmByd81Ldyc9C/S1jlBSszBsuQFUYf92Hay4TjPBkB3feZCLOgWQMlEVgPtIJCoof7FJdc2b7lUMJQSzj1ClSkcBQqDJY85QiZda1bvAULrZSDwjCvtdPXCyPdO+WUpZyvuVbSjN8ffQpOSr/1bxWNnpIEStMJUsCpMB0tHYc0MnAdIR/PVK3QwUSwTwnaNXfWWJWR6xQdifPh/xU0M1AkSugcQT+Jutxrg+F0qvZfbB/7xbAUlT+DYCxGOzOwlNoH54qehqnm4OBwGemj+aIJK7JY7rV5y8lOm54V0Wpr7k3icF5oudr6OgTqByl8V0d6ij2VhNQOUl0hQol7GC8Sn1VoVRUcl66A+13j81CxYluJfQJLO2+FNJ3GcWczsFyb9aksHEA4YfXXvsZ4TvBwFmuzmviuTtq8qoB9pEDnwfhgvcvoDNenheUZnlXxwPPPU2H5qpzBrOrJEOTULs6ftkqPB3/3VJ2Sze8ECcbxTDAJksFgMBgMBkMHV0iClJYHpd5hw1sms/4Vq7dM9da8K9bwzohhFkRwzSIoTsNbrPb6Kr4AIC00FP1XOzisWYE0qfASJJSorUEldy0kIiGYJHSvfMm7IVIl5aVdKMALKYOX1IBsQ/geCoEr6/5XElH8csXxhM4irD37a5fhQUAigvvk1wYlQTVIAlvJFraH61or4UzUL7mmAPrVNJgxuVnJX/gWUjLXSogMoXiNvSohPeQa9KUNmuJ2b7pRM3JzeSLlFOVRVLwX56NXs7MPQlm6L52TIXIwCGrRLy/76Qr9GUG/+PCsfB/oE2eGysMgiVkWjSRkr4xSoaN59G10/XojHbl2K/o+2rl2I/a1jHVLH5wV7TpWoDcdzrYIawGnqppBfrhe8M/EIBKb1F6itYwSlToRjilIkGpxljFANT5LmjmuQZKD0nlW1raE4LyTCn0TVb49+mqCvrykDxkBcTcVePbD86MvNSIimvpxMfxIBaFGygpDSjXzxRAqBWh8430WDVWGhcMIrSI2P39GQQhtMpzNKGHTZs3rbKgxpbmManI+ki+TIBkMBoPBYDB0YC9IBoPBYDAYDB1cGYotKJO2YkdVtEeU5K204qi1HJF4JQxiWPR9tFqdQHkU2QYfHzJEBlAZPo1DCcXpoi9OrYs4LhTTyo9bUp9KI+qEyQhUl6Cf+uXpMA6Krx7hqgMXPI6xCtlIDWK0ZO77chL+ikQkau8/RShpx7UJ67AWtJq+NiGNNNJKhJfxecI/D1KZGnDxQFwuOB1lnRP0U1ueEIG31yP2rL+/LkHRyfAdrldBSq/7k0j5UdHC1qSYbheoLKE93r+PpR8TPBPK+AmKLewDzrsUUdNjflDIRiXsCaY9HTPDcBu453BIp/4ai1ks34l6xFTsgk8kT1stocL8dqTNDq8dEhHR3mGk2JY7UWF7DhRY1YZRgPUq0YjDU8MF0ltA/YDScaB/ariPK1iv9alXBwBarsQwQPiMO/X3HkUg3YaR6IkbTrBeAcUm2CWvAA9UmlCWBj9EpVeSFvfxOj4/OOwZrBHenPjYCs1WNShbAw048bRZAbQahlCShgReSbvCZ0b/Gel/9NpL9kiht1OqJSrbptyz+IBKPYxCnZxYJfEnZXtsVtLWsoS9B9CpSHEOgUmQDAaDwWAwGDqwFySDwWAwGAyGDq4Ixeb6Yj0hJdTsYChaPOnNkpLCTRCiORFyoa9hz5L36KV1ekNOOFB7SBkIaqe1QgJKKeHnKHScDJ2hRC+Xa7R5wVJ0XJBaoygTw2wE3yI415Qfm7BmuHYMIvJgaoWWaWvF10+T7lNsuI9hHeXe6msbp5jwbQS5cWkS9FQmU2OXcxQdp+aiWnbosui4D3pfggBTxPwpV/86HadQbCnLk5QhnTKuSj8k/CCFrWQRPgL8e/lzW0JeBeZimJ55mqWaxroLCNkxgYjzu/MmffN6pNBuXr/dpm94au1gJ4bTwCjxSO1p0PapSPjcKTW/cEgpAr0UnkU1UpaJ55pmeSSoYRw1RKdHC0OwWAv7WwKVVQGVheFSWioRKCsM7xErohkurAFcexs+BsKlEPhcK7z1mrAQxGtQnnGc+FuW+1N1PjZZoS/trk7cZNtav2WRsYhT60aoj8PkXLfn/EyCZDAYDAaDwdDBFZEgsfBFEvI0CHlJkOSkxEZKgFHEGno7DhKPNSgz1tHXxil6WPZfHzUoCqICc5BI4FxrRl8++NVe9fKE9MQrTK5ldMc4FyW/rnW/PkERPvHRl/1w4IRILgzBIDVaoZQrSGrQD0ridT9cOyp/otOlghppEu7dKvFl2ldJlvOKSu362muSGE74fdFEQIXmv4NIahXHySTq+i/PhOJ1/HhKSFnFGFr/vaFEZuoLqlVKR8/UiiSwqdLsO0rnigLn21esTimdK5MV93+QQmCeUOiF/KkfdwKKtwtU0vZiuzmMPwHJRRGdX9PcSzfKZXxmTBdRarSYRZ9Hh3tN+mAvKl4fXd9v03uH15s2i6i4PQVv0ZRRNEUpRVBQTzkpRxRhH9A/D/r48eu0Fgr2CX9D3ldcKc4q7L/YM38+hDJ9XyojJHmMQWFhT3xdvB8KEL+61oACpc4onYN5VXUvjx1KkIretQip0bR/7ax4eu+2a1ulHsjbiJNShk4aDSPa4Y+BUp/zEHdl+8ADrSlsn4/oyyRIBoPBYDAYDB3YC5LBYDAYDAZDB1eEYusreAoaKhXPoPV5oivOtjVBLIr6vsTRzxF5XztVEUWviz1wKz+PCpMlBz8kKSorUGw4V6TjkG7zeQnN2qD4jEFHsVyE7/DJVCiJ2EVf4VzmwtoJ3c6E2DKEOAHtcjGtcL3gr0hQbEK8HJSwY14BlGFBISwBUGypMBuKsvxauD9xOH2R1+tMUzQmhNBQ9Tl9ReR+u/5QY6C1c1v3FmizxL0nbr0QpiPmobKqpNj6lLMWwkRSdFgZp9gX8ws1Y4ViK4GSKoEPKX0U0wqom8k0UjeTQO2AgvQUfRDN4sQWRZM/gfJ9CB+ys3/Ypq8deIptN9ZdLmN65qm5chbzymnk8xidBMWHXMwS9GVTF+lLThgttM9ToIEwjEYIUSKeAyJcBgazbvrC+7SAqLEFBHVtfQOhTyYMht2GhIn0ZSkotn4IE3b6My6uF8wVObKyXxefvazQgCwMHXSfW8HXm+svd+8Hq5QRpNXbe8w9rz819InlqO5MtypFl8B5aq1rayjKh62XSZAMBoPBYDAYOrAXJIPBYDAYDIYOrgzF1kNKRCbEmVp5P41hPCR1Fy+/lZZPYwd7e9fb9KKKViarYL5SxrDZp2BJsToNFhwRDsTiOvWCokwUoYfo9boVm7DG8ElhlSXa1d2R0tCsp1I0YKD20PeIItZe4Z6iSBnDJLR+oXCfkGILFnGx/DRlEee7RQqtRtF6a8CREiOj2Fupq4yFfRSqaUrsbIjhyHDB+Xa0mkqhJQxeBGWghPTg1J62jrJgtkqg8qQbJIUjSY1bcJ9iExS8YnWHc8U9Cz6C0PBoDnQbAx0X6KMp+DuaLiE8SBUp+tlOQ7Et9yLtNltGK7diMfH9Q5R69K+TYyrQQqwM16j7QRJUVFgnDL0BFFrhn2ilYhnb1MVwS37tgNPGdSy5b3lWVpFCE/dT8JMkrM2AgtNoLVwD9fZGblj3XVQXwYqt0KoCxdbPI+pQmcE9U4obyv4xy9BiKWSpqE3jDxvibNAH4OSP0Cxn1qeo2og+h5namQTJYDAYDAaDoQN7QTIYDAaDwWDo4OpSbEkJ2BgN/2A5oIRoJqIKrB9W3sU8Vt3biZYjh3tRdD7z1iVreL1cr9CRm6eEQBSNVlko7g4GFJK66dNAgtKCmikrNA0ttZeyUtoW7STQIZsYuFPanVcmU9B8fcu0lHWdumJqMiX21jpLOCgT9GGvph5aJWUUqHEo2c1N3ASC9nK9uWisadJhozoupMVF9s+YS2yqarUj0F/bZFgS7vzbRZIy7pe3YwliRu8g3McTsPqaTyNltLMT03t7jXXbwY1I2x9cA7ptdkRERGUVnzk1OjvsT7GDlKVlP7MQRzhYk0FVcArZMnCCnlIn0FrPOaSnwFqwVCzWilL/c+SUG0rSXgp1nwpr1P5NgAHQ6k+pK43NFJoZy9UrgPxRD8HtkDH6VMeSZ+qMk9z2T0rib5n+OFTO+BCdhZEwCZLBYDAYDAZDB1dWgsSJN3wpF+i/wWtf+ELKUoBrfNd/P1w/uNemp/NYfuv3xy+8w7eaL7s778eRTyFEyfq4+VpEpWVHUaFbKiVX/l/967r2Xyn1INXdvoRAfE22X8Spr9H+2g55+w5K4Vi1EJ9oYR3AT46ur90WCCmH/Mxt/hFCks2TTOhdt7NJSUlUBWblC7M7By1eqt4/znHzHFL+mUIfigCrSSsXzykRUhuGQe9L9MT9feJUOANN6OuUjUiNpfzIKWl3PvthrJgO99YayldKVez/IWj8lhjUNUigJ/E5UO1DqJGDozZ9cHiDiIj2/b9ERHtLMAiZHRAR0XQeJdgF9Kuvl77eMbB2om5Gjiq21O9ZMlauOKJBK1mXZskArz4PrwsVpxUJpIj4o1y6FGwqkt6kABLPUqcNkRISq9cBoL9Q5yKxHyVu0qTVea5hSJeD8zdWTonRt+1Xa7S9eC4rQWLmzzHz28z8Zcj7UWZ+g5m/5P/7Xij7YWb+CjP/JjP/ia1nZjAYDAaDwXBJGEKx/V0i+h4l/39wzn3C//ePiIiY+duJ6DNE9O/4Nv8LMysGvQaDwWAwGAxXF1mKzTn3C8z8ysD+Pk1EP+2cOyai32XmrxDRdxLR/zN6ZkPEajkNRI8JitXhkldQt1REkXsQCuDb9j7Wpr9+/W0iIvoavRErP4hK2id07AdLKAcLEXif1hBUlEaLJN3CawCxdGAfUuJWTdE3pQQuxM6hPKUBG0Tk+rCqEm6KBgjlEH4kFdldk6yy4hSFE/xUjroTon1UbNX6SijZqgML9OlLTYlaMnC4HoqqelLi3KfNUtRNuw8yXkIiqdAa2hxS5RpFl9jzdn/xfKaU9NsQOfB8UML04FHDUEUM6dqPOwFqaG/voE3ffu5Wm7750nNERLTcf77Nm4FBSDVpfCZheJFSRBfRQitlqIrkUVZooOTzIaTRiEQPgRT9EQFlBUraXPbDgxRFfIZKKivQ6n3FfzFWAgqDL8uTzw+NjtMOaeIeOCeaZyyS093URqFS/Y/hAyvGOmPOnZhPdk/Pg6rM4yxK2j/EzP/KU3CBYH+eiL4OdV73eT0w8/cz8xeZ+YvvvPPOGaZhMBgMBoPBcL7Y9gXpbxHRx4joE0T0JhH9+NgOnHM/4Zz7pHPukzdv3txyGgaDwWAwGAznj62s2Jxzb4U0M/8dIvqH/ucbRPQiVH3B5+XRE6klRGgpc51NeSAFRpf9NYqHfbtyP4p5d+vo/v/2C6+06VdefZ2IiN5593fbvDfXD/tTFXQOWmVk5i3qen8iSJUIVgzFzv1o20IUrY6lzyGG1tCnSAp1kxJ7tuVClC1MVmCMpjaGfEDxb5C817C2Rd3fR6K47XgNa8WSLhVhWz9eCWqHlP0VHff3b4jbDrVOxo+JsPRUGJJHIezPrd0oEz+tOBkaoU+LuOS5ZNGEiCCoTTw/GNZGnC9Qr6xDGI5FfKTuXNtt0/s3n2vTBzdfICKi2TSGIqmqCaSbvvAeKEZRCtp88+1DDUEXC5ds4YbBxdX7jVaOGMYD/b+hVZ6niYFWQzouN9YYM6fWt1HqwSbo2m3kB4mHySjDs766R2qIfF8j6rZttnxCaPN2SnmyfaLdWem0M1jEbSVBYuZn4eefJqJg4fYFIvoMM8+Y+VUi+jgR/YttxjAYDAaDwWC4LGQlSMz8eSL6FBHdYObXiehHiOhTzPwJat7NvkpEf56IyDn3q8z8s0T0a0S0IqIfdM6ttX7PAzm115idUCRUKuOXGsSfpeky5i8PGv8mMwhGWUCgxfbjx0UtTsdxGVgRUwglXsXJh5C4gPSEUXqiKHRrvkNSL/VOKeBEXYm+Qqb4DA1fYikJkgg8Gf6FuvCxWfl2axQa4fW6/vWK4L2wXm2Q3dSZUC5Y9YjdzVclNWdT2JQfZYrSMV5jrpektrxmMBChSYDEeot9gKrquRnxWad1lhhAU0RP+mdqr1c3LnB1fz3E2iuizcksSoKWe/H5sNyNCtuzWaOEPQGlZPQG3QbcpcS5HvEVPE7uFBT+9XGdctaEtFIVbaaet1vMMadtPQbbNh/VbsR9nu1XecAkhjqDwOSckL35s81UbP0I3X5FhlixfVbJ/skN9f8qEf3VUbMwGAwGg8FguEKwUCMGg8FgMBgMHVzZUCNbQ1HiTnmmkPAKmyg1p+gH6dpBFJE/e3SNiIgOqxg+YMrvtukTuktEHYVPVNiGSZRc9aaNlGDRahKDcrngc2JdDk5aRIgTEJe3/ooiXMJfzBhpp5onOggUG1BpqOwMcwjLVGEASYoc2zQoaYOCvSBQURlaCZ2xhr6Cm6o6RQMoUm1OnCZHfUVxl/B9tNLjP8S6gvHRaCBMul7/oq9cHvxo3XYlKggKJQQxxbMI9KWgH5Vus7Rb8gCGtUPl38395nymSCXtOHBwj1ThvQcRqkvwmTQrG59F+/vX2rzrhzG9s4wK27NJU7eCgK01nNui9PQ2PjPyMQ9iUqFbObWgYp+adEopPew/Pn8wDJDuyw19umFfMG4b06U/Fs5LVz4fgCSlnOlLy9eWMfXQ0KjZJH2NP3JP39BX/29dr6/8aMPGOueqKlIU2tDpXoCSt0mQDAaDwWAwGDqwFySDwWAwGAyGDq4wxZYQi6nZGflikjeJyVZ8TNGypJzG98edKvpEOrreRN7ev7aM5Tux/Pi0CTWyfgi0CzIwBVIRpf9Xp7rYW7+5hAgdEUXRJVSNdVtaKily7lu/ZQyAZDaKlJVlFtZ76GsFI3eHyN5IoUDHRbg0CFVQ1P15E6GVGpCdsA+BwZAUW0Jsra45fl/AHDxXtXb6/sNktWSyjpqVFWtrgyTouvZ85K2nXBtKAta70A9Ie3ZT96GWl6E90taEm8XpnOPjcD3CPsLm4Z5OXXxWzOcNHX/z+n6bd+3WYZue7USKvvQUG9Kygrhtzz7S0MrFEIHbp+H8RspqT62r5Mk1Rqqzb72UCkWDfsNahi0VtkbNy/DTSYold0MNKvDdRgIz14Y7//Z/KAUpnQWn3AQJ50OB5sfnV86V4NbWYtxLSIi/JcraJfUEBip8nJXiU2ASJIPBYDAYDIYO7AXJYDAYDAaDoYMrQ7EFsW8Usw5QY1dFb/26TrGo6Y4RqJUCXetzXJ450FbXrzUO4F76lpfavP/vzTtt+oM732zar4HaAadwKOKsq+YH+EKU4vQ6UHAxE+vWQC/V3tqGM/L4pLWaYhynSkW73aq9gSVeSIM1kLB4AgosWLShc0i83jIYMdW4p9Cv6zuCdDDuuu5bv9UuJbrvX5m0rsFy/Nao/bVAjqAfqI8k3dZfdDFD7ia6bZR8zbqG4HYSa6jvbhtKojc7ZdyBRiQ5xqFJ+vtUULD9eaU6QBaw9HVLdNKI1pPhGmsYax3v4xOwYuNZQ5vtXo8hRfaPbrXp3V1wJOvv+fpUn7d6DQk6RV8z5TCJ5vqNHM4ouvZ1SnlybzUHuFisM9LE4bkluB/tDOs0kj6fFN8S6Jht+ZgBlNCmVi4373zHgZqV4ZqwQl8dI0XLO+0+znH42T/NQ0z1Hg+YBMlgMBgMBoOhgysjQVK/dM7UUYT8GNksTcK38mpadIuJiGjnZuPT5MXbL7d5N2+916a//t6bRER08lH8FDtm3UdM6++nRq9J+FUfpBFryAPF6xrSQQqH4UfER5fyNdEvTtbJfJN18oS2q/8nXkOdUMIOn5noiwW/+usxASQVzUgZvLevwJhy1tO6LhISlf7aY+VtdT/1T7SEBCpI3Dix52N2svW5lJrKZslGLtBvFolGQnG+jVqTGDccltSHOrYr+orEWnkJ7dE/16yIss39ZWOwcbQflbR3Zos2XU4grIgfo05aQAxHTkDk1D1VpIZEIPTVz0eQ2gmpY0L42q4t3m8JiUftBy4SRg9ajvCjRKJAyd1W61jDdu3jtPR9HrP7rcQ8KXHDupr0TZ1ZHrm/0e1DMllh+FhXBCZBMhgMBoPBYOjAXpAMBoPBYDAYOrgyFBt3qZOkjweso/m8UN75kjreCt1SgoKq0MdbtelJ1ShcPv98VNJ++YVvtumv/s5vEBHR8eSDNu9kHTUyRZTuulHuXDn0J3ICcw/iZ5wLirhBwTn4TEqsXa344lGjdcMYw0S/3G8vfOmEgVP0FF572ctbwyyq1lcPKKoi5ShonnA+UEm3L3pPhVbAM1h4RfI1KOwKdmKt+LRJ6k0rNBDpFJmmjusURfQa+3KJPff5qKiOe1ardIywWmiTQVle3kPo3AqSrcJun75CFAnRfAlq+qVfEVTSLsSe+3n1deabukJh2xdUYAYwQTrPU0qT+Jis5vM2vdyLfo5uHDQK2YtFDE+Ez7RpgaYG/lrAl5fmJisNXPP+s1E9CqlnoLK9krnBhoHfxAXFcw9rW4oWTTkqwAs/aNpzHMq7ExSZpCo+c7I8gwti48LauNQ+aBvk9LWNbn/wGZiYA2snS/416c51A4eWyO9WSzxPcxiz9llnTucDkyAZDAaDwWAwdGAvSAaDwWAwGAwdXBmKbTOSckn5L1FHepiRL6N1VOtfRRd7u1WkspZ+1RZHMXzAc69FnyfPff3FpnsQb67uvNOmTz6IdNuqDhZPQCNw9JlS80Pfl25pJa6spdt0CkUTpyalz5ul3mrllFjbed4LWVSNJiKKVnlrtHKDhnUIzQLXWCP9JKwUvX8ViIquhTMoU1Y9GEajDi2wLtJeGRNABbinLunHyInxm7Tr1XQJy0XMD+3qNbZXLCIT6yGuPeyPoNJgg4t+vog0U/TpuEKhEYgk9RbSVQkUm6Du/LUkLPFw2LaPAim82NfE+0HbLSJtdnMvWqndfvVGm375975GRET7tz8e28/i80GzV0OfS+h7aJRvGRXaWUpYT3H/3pAhgfpcqcPQQGvd8qzwa4vriaFoWJkj57iSVLGIgdP5t9cws47namjVf1BnrxGRC72StVYdMC+1+5R1JSt1U32cYS4b5xCyRliAnoGCMwmSwWAwGAwGQwdXRoJUe6/TRau4OOSN2PvX4dSXidJV0h10k78Sb+1RMbucxK/M6arxeVLein5OvvWll9v0N177dj9sVOh878sP2vSbZfSZFL5e0QfIGqRYjv3Xq3iVXZEG137N6SqfurQooaStVJbSqv46i/bKOie/FUDSVvt+1/hlC3WDtEgEsFW8HzfjhS9iIc7o100oOGMw0eC3SXhBR+kLdKHGQFUkRG7Al22MvYlK7aJGk4eSIigV+b6zOiG9C1I9ufWspIiit3BUsMdWoFjvC/AIC6mPH69ISBhAAEiVX8eJGAvOQmswoEv0StiHyjs4mlQxbz0HxeqqeTwuDqJEd+/Fa236hW95pU0/81qTPjiI5QUod7P2RVzjvKlfns0jUs+Ntn9iOVCykVCyD3VR+loEKTuW4z72z4pLejxP/WgnqZTrzwSBtmrm78cgiclZofjRE2zHtlIfn5YP5Hyzjd0PaB9u1ExA6GETUPoQBgOp587m3POGSZAMBoPBYDAYOrAXJIPBYDAYDIYOrgTF5pxrqYCi7PsLkVCUxrIUmq6VLIR0wb2O8BsBfigg2GzNDcWFM92/FhUyX3y+CVh59zQqY7/xztfb9PsPop+j07VPu9S7apMvlcd1jc6+IFoiV56DFERrvaDSstIy5Ro/Jd5tW6MisT8nKOZHBWXB8wQ6DqeYoyRSytZ9BebUQjpNAp6lQoZrywuKJCj5J6alsofJ69WoDH2fWvoyMWuNTxG6vxC/I+SLALRYF+m2YEwBN5+g4zjmapPBsCHlpBlvOouPwWIe6bTZtKHQn7/9TJv36iu/p01/7JWokP3izWeJiGh3Jz4nys3HmjQlXuXHaOQZkIyWbeH6eYTr7JS8sbM+2zW6xByuLNQpnnENEsygRtzn1ihJMir67+mezrgP5xB657xhEiSDwWAwGAyGDuwFyWAwGAwGg6GDK0GxMbNwu+9zIT3CIkF1O6+HS8D3Qy77/mYYzYWEzxrf7jTmzRZx/i/8gUYk/1ERLdf+7VeimP69Zcx//6MPmz7XQJsxUnt+vmuk2MA6pog0XqBbpNUW+q4JlKRuuYbQDd7QwgutjAKnJEw0IM1+erpYXIR0UfgppD3DciDtUgKnUCItGqy2YC7C105Yr4T1Hlp7rUIYDrgqYcWmsCW1WC8Yg/p95aKti3nVrld3KuBPYwAAIABJREFULfwgxfI1+kwKlppr3QpSo2DlWcJkOGtorQbrDJ3Mgr8p9DEkrNh8OVquoOUZWsT59CTBTqnRy8HJ0AR8+JTBnxlYm013d9r0waKhzZ85An9HLz3fpp999uU2vXutqTOZR59JEmMs084I5eYdMlK4t5JP2+D6SlCt+iBqNJ2sbxtMK8//Ac8qVjKdsIjtPwPzi5Oo267Dln+rtrWe0x/OG/tKUpLt4zY/l/wMN5NwY2hRFvsT7tkx7wGpgnEwCZLBYDAYDAZDB/aCZDAYDAaDwdDBlaDYiEiEk1BKE9kZS5oWuqNARJDIYQgEB5Zrp0jHVY2ly+nD2H4OJisvchN25M4yOoR87nZ0GvnWnWjxtrrTiP8ffBBptzVFKzc1wjZSGWBL1zptq3VRZBCj5hxCikpJoy6FusOxtNAoQjQP7YEeCpSNDK0R023Eeegf6RzpsLEf4kKEUWgdJyJ9FYuRtgp0mnCyKJxs9q/XiTXC69m8D1q/ohwXxLNH9ToVuiXSS6FZDQwbOgIs/Rl3ydAsBPkhjAvQYhD+AxnzyjtcRKuuSYkWa01BVehWbEi+B0eRVcKKLZw7wdbAgkxhYpO5DyWyiA5fdw722vQtT63duh2dP16/ddim5xB2pKbmmZCKGFKo9EDi3tP5qQz6a4B9ccpSVLk3OEEN61ahmWmNoTqS9JNS3r9EWSlh1aXmJs3++pSRYH5cN5FqD31sG+leuSDdTrPbauCapxi2Lc+gljfmcuV0lElo8x0112EwCZLBYDAYDAZDB1dGgrQZY15vNQU1kFAoysNE8SNAKIdiMEnhe8b/C/EO3CqmF8vmK/WZZ5Zt3kuv3m7Tb30UP+G/+eAOERHd45hXUJRcOe//yGE5XkINEi8KYUtQcqGsXeKLR5NoJD32a4rVUrO6N4chuxj6QoVdGd6jASpb10Li0lfYFmPV0M6LVFAqJL1g9b+k5ViJa1CVsFGhu7+o2K90cxTCf6DErd/XkFAjQbm7xsiosB6u7EtfCKWVfd3OjsInivpAmhT2FO69iVCc9/Vg2AL2Ec9zuOUqIRQGJf7gJwk/1MtYPo+3Fk2mjUL1dBZ9H03KeM9O9xtp0u5eDES92InSpMkidlaEAU9BPIcK7pXy/awFWU3BJX/4vnSRCvcSnT1TpS/YXjmXqb4UcFK6IiopmZrUIDMvog3SnO6Y+KNOFShz6D8T0tK5jGL+1tKk0GSIkrf27NX+Rg6YSsZf3dmRmkVGRJTZcnx2smKotAkmQTIYDAaDwWDowF6QDAaDwWAwGDp4TCi2zaK9nHhQ0gCbtfcK9JkhRHP9ER2QAhj6ILhJmh1F5c/rR8/F9PUoht9/+20iIrr7flTSXrm+mB6VYes10kua6B6SmuLjACVtPVsXa4eI3cldapU784LczSr0qbyMeDnh90kLvZHyNxSjcCTJwV7SqYNBOW0u76XTWZ0KupKtcrm6Xqw4NLoPsZaCxTVCuk58em3WKg3DsUYNUdfnVdNxhfep0g4ZrQIUwqcFppvH37yKVNku0G1H+40S9uFhVMzemcd7uqzAH1kwLkiqaZ8jPaEYGqSVWnPj5iilEXVHYRtNYDzXGWpveFed8761hvLAgc8PY3Z5jAuq5GVvdW1j1jCnLJ9pltSV19RMhs3IJEgGg8FgMBgMHdgLksFgMBgMBkMHjwnFlkLQSO9nScT3wFr4zxE8UdO8SMjpkDPwfawJQ1H0Q1xMqhh24Nrz0YrtOaDT/s3vNuOWVWxfga+W40BPPYiif8cQXuQ0ptlbvAkTHkEpevE/9/0OEaXotuGCXNEX5gdKKWG1I13Q+zywviqg3dpTGE7QKnq/dRtFHq4XDa1a30aQB2twKpwxUQ9pP0bpvCbdpzrHQCMBXKKGRvMhPSH6ai3mwIIMaLM1i8Vt8oRLJqSX4hk+8eexAJq4YLRo8+PD5ggrRrBC46JJVxPwmQSjhvsXz0w1iXNhcKBU+LAg891oubbcib6NjvYai7Wja5FimyyjP7MKePVwbYL6yXx+Jg1pXC+RKCeVMRhlHKUakCXu+aEWYkT61JP+hoZyN/3nRL/f9mEzZmJQqoyRWM+8UVde+WMzMuuV7F5ZjxyTmtI8Ua0nx3BtmbVNOrfKdTuCYFTP+LBrMAmSwWAwGAwGQwf2gmQwGAwGg8HQwWNIsZ1RKz7r1CvRPzQLAn/ndDF/7a3QluDN7vYihjD4twdRjL+/04Qd2V28H/sCi7jCNfFM1muIa3IcK9QF0Bp+PqzQgUQUQ5QkReUg+OTNdIxopS2dZvUnaEgQvYqwJNzPE1He+5Gda/RgKES6wVGkLj8OPYhQI9Dveg1r1y4pOOYUFo/Q71AGTUwrIYrWwk6ol5O3gotWe+BUEh1nFn1rwzp1jeF8pCwE0RflaRDzw9pW6Bi1GbdAf33iCAM1548+Q9ySEv0x+oYzpPOAcp66+Mhbegr8aD+G/jm6cdSm929fJyKixWGkx6vZbpxXCVZs3joOnbg6YcrX30BO0gSamdFwyigVHmY4xlA/Y57HiTOqcyCby3NmV8nl2nxtGu3JGoVHneeK1pf27By1dLkKo+zYNiIbkuSqYdTa5c5XGiZBMhgMBoPBYOjgMZQg9V/B019isl5TulkRzCUUFLFdUMKuIeonziEoXNeruLzTvfh5vH8Y/a7s7DVKn/N5VMIuJ/Cl7Zq6pyfxk/x0Ap/aKwyuGyRIcVxxOUHahJKc5IcDw/+VvpS6CV1pVelUhNao1cqQA3KSOuw5SD4ygThZ+5IjXdJTK2E8cI5C4TuhC69CHLt+ZZf4Mm0DDKekTco1irlgO+0zFvesXRBcb5A2of5xkI7AGmHgZHywBIXpMnOYRFBazC9j3bmXys7mrNetmrrTKt5P0714v00mUSF7Z7eRHB08d6PNO3ruZpte3miUtGfLKP2dTqLhRaGsHafCYQgoirOqVYPSptdwKEaILrLK2FtaF4wKVZFRas5NYYw+eFY3OKWlvSGv106RBCeqRkuVlOa0kqWdHxg3/ydSl9gPsAjZjMRzKyf1U+ebEEBytALKTWE0TIJkMBgMBoPB0IG9IBkMBoPBYDB08BhSbIiMYnULUCQVsjtFyTop1lZ6RTc5grYKFFzMO11HiqwE2fzM+zyagn+WEriIiVcEdRDWoIK+1mVM164U4xN16BqvaewSrvVlBANN+bOX5Qs0EWdfRjpKMC+Ui3H/lN5HKOwJhUtFER2pLkF7KeJblxIJa8i66tDnEMO0QBacn0D3Yh46dmJFXI5B5lV6U6w9aksrSdE/+itCJWmlKl5DKJC8XEzC/RB8Gk3BD1IFE5tOGjptB4wirl+PitWLecw/uNVQa8+89nKbtzx4oU0f7jYU23wWJzaZwD4pXKZ8DmR4nhRnrWZvSxRkqKoLxxDl8ktWEE6El1IfeNrfhyHUjrqnW66BFiMp1V4LRZOjOrdkUPMY3vGolRlF3Y6DSZAMBoPBYDAYOrAXJIPBYDAYDIYOrg7FplkEDG6E0MSiuhWTKgFPhMPQ6COk69bg+CVE9FivYvnJR9GP0Sn0O7nViP9nb+zEvh4ivdCEJSkqCClSAzV4Gqm5tX/fLdGKDSyAXN1MDEWsGNKhJhw3NIpzZdbfpwNlVwBf4xRrHqeJp0lSXCEfw39gabB+QwuhtaCJsJ1m+tEX3iYZJ1EzWClhJqyXcphK4b8Jm4Xzo581zK8Vf0Mk/Db16RpkxQTz5he1WANNVPT3AdswhNPA6RaeGi4L/RoJ/CsVLqwz0GKw0BN/rqZ4Ll0cdwLOhaZVQ6HNZ9FKbQL2b5Odxsrs2sG1Nu/w6JmYPohhQ/afafwcHd1+qc3bnUaLtr39xl/ZbAmWa+B0SZxxjWMVWZufSxmDpW5nm5GxFtxQeXNVxbgu+bjWdBZS3WtWe1l66xyR7FdT4UAqvJszFplNz3aM7TdX3nqOqmOo8+hYGytxFrNHWLP6FB1j5c6/m2ESJIPBYDAYDIYOro4E6QzAr2v1S25MkMUUhFPcoO0KX/rwxey8NAmlICv4gZ5/r5XNV+rRLCqP3qf7bfrk2FcGr70n8FW/KmJ+kBwV6JIYlEbLoPDtojRqDV/nKCEKPm1QSlYkvljaNcdAsDXOIShpo3xGyoXihEJddMWMX9p9fzMZN0jp3EJR0k4ouDslj0s8Vyi2CVIuWE+oW3hX6fWAD6agNJoKfNuWw7xdYlqtQjeI3IRCeCjHaxQSor6EscDzU+KZ6EspS6g7gYDMc38u5zMsBx9iy5jeWy6af/dj0NhFGdO7vvzWtegd++CZ6B372rPPxXbXGg/ZO4fXY94k3oezedNXORHa43CNkK1+mWaeO0L//Rw/xUdJjUaU88bS7iT6fXHikGvT3foacnIdrTwhrs7sX34dxiheD86E7reUKqpDJZiTrAOmc0T21klJbJWDeU7SRpMgGQwGg8FgMHRgL0gGg8FgMBgMHVwdim0bsV3rDiIhHmxf/3Ql7bPCrSDUSA20lafYMNjpOlaloo5Kn4tZo0y6PIg0wOpurFzda+iDFfg7KjimJxiWhEO/QE8ho+S3W4T5cCdtskRKqaVboD1G4lT8JzmG9cBopa2Cc5+y8g373SKthiFKWqpyhBIfzlowe32qNK0o6uT8iDrz7lOKLCiU+CNQTRhaI3UJ4dpFOVCobZgVoF0xRIrU1/UK8Iz73C8X/oowcjKGFfEXN4HKMxhtViBF1ihWLyukwqKS9e6kobLmixgSJChjExGV8ziH/X1v1LADQWc9FUZEdLh7i4iIFuD7aAeC0e7ceD6Oe9Aob09n0UCimEIA2rKZo6C/kDcXkWlJQepcKeVZXBBtpp134Qso020WiXmriuTbDrYNnyKsJrYcN7RPTSVjRJSN/5HqmPtZyTEy89KU6bPdZtYreVnDOTB1hFGqMpn9HbjlJkEyGAwGg8Fg6MBekAwGg8FgMBg6uDoU2xmQi0i/vUq7LitsffAAjbReQciPwKetgHYBOm4KFMly3mzB3n4U8zuOdN3pg7UfKvb/AGgxYPFa67gSfNus4BW4Lk59m0hvBN9IRJIlapPCp07ifbq1LItZKuuZdPuh0GkpixcFWliUNJR9TEWvzg8MSfAX1IbW0KndrP8tUhYSaTN0dFT3r0FKtfv5yRAY3C+XkVn6ViSiLliezXYi7XVzv6GP971fISKim9ei5djBfElERMvdSKtNypguwLptd9nUnQIdt5xH6u7aUUNZ7x7GsabTOJf9gzhutWjmOwEKbyV40cJfI0Hetv6Ihjcb19lZdBNS7bMmT4n8bS/4osyitsA2S3tR/pk2EO+ju0g+T5W/kdm/p0MH3dRGyU9Z8uaGuECYBMlgMBgMBoOhA3tBMhgMBoPBYOjgMafYNKeQmfIMpJB4s/MsFr4BI1XlfCgQpL8m4ERvCaFADmeNeP/Zw0gTzNfLNn160FBz6BjLQXiRe8eRjivc3aZ89lGcKVgDhe1eTSLdV9yN466RbvOUnghbUWBfiIaQcxhuRThc7DszzCLlU06h08ZQbJroll3fAk1UEG3QYSPQSxh9XvEZKMOH+EUVzh83i9PR8lBYFrL8tz+vmB8s3krIxLptLnQ2YaC9YJnKSVO7mMTy+WFMP7t/q00/8/xrRER083oM/3HjmRjSY7HfUGA7E3AUCWetmMT5LBYNPVyBtdnBPFqFBgqtAsq6XEEokmW8t1pOmqeQF5Nhz2q4CUqX+aYcwj5lcVarrhwy/Y4aNmUdx/4f/dyqXWxNm2yma7ZmDHNDtds0wEJQy0w9a3Lr0YbWEOamicqZsYaWiwnlrvfsdLCwHGVtQc56vcPmYRIkg8FgMBgMhg4ebwnSYLcd2ykPppRdW78+RdHJ8ShDHnydT+OXa7ETA9dWp83X7+H1GOJgAl+0ddmU34fQDLsct+3d+ftt+oMPm6/u09OolDqp4OvX+086ruP4D6ZRLFCAr6a1v14pQUJ/MP03dPzSLgqUqFEPMowHSnD8P4p/HpFOlec+hMRh8RKChG8S4ReqPWuolNxXWm7GVb47cL4hDEviGoTkqX+5UrLJ/bOItbkGvz5eeb+AfcJgtWXweQRPhRlIchYwxtwrOM8n0cfQrWejhOhbPv4tbfq5V34fERHdOIy+vg4O4nmfLpozvqzA/xfFewB9gE2r5tpP4XKXcMani8b/UTGL91uFxhJwb4U9W4NvI1zn2lstCMGpOFTK45P752s8tvUzM7jC4OKs/52MDi4PkSaEcDljppUNwzFi7Tn1QxlDuWeHjBTu41H6z6nKWmylnBT9fO2UdKiSr0tSwM8eu2ELkpUgMfPnmPltZv4y5P0MM3/J//dVZv6Sz3+FmR9A2d8eNAuDwWAwGAyGK4QhEqS/S0T/MxH9/ZDhnPuPQ5qZf5yI7kD933bOfeK8JmgwGAwGg8HwqJF9QXLO/QIzv6KVceME5fuI6N8/60QCDZNytaPDK0tn5YDbyRclXaNoDdd65cJfDEQBobqKP6ppTB/MGpH/Yi9SDvdgVybTRgn7zvywzVsuIk2w2I19BbXUD1fgJ4miEjf7/Pc4ltODSGucCkqp2Yi6QD9JkeZzQLc5T9nUFPtagS+ndaB2al3cqrvo0PeMFSk/7rkkmrQ+Not8pWS2r1CJNGMJez4BP0iVIk4X/oTWXqldjKsbBLQK7niWagg1Ev51/b1r0ug/qduKqAL+iPebdlMIWzI/gLNWRd9Ct46a87i7Gym2mzdeadO/9zu+rU0//9zHiIhoZy/SXvv7kW6beeVsdxqp3wJClayBIlt7HvjkFELvAAUXfERVGCIFKLK1oEhCZuyfga5r17aG9UTKkgCBqhyjsDuGfUj5iHHKuKnQOVtB6UvyvWrV7ZTSE+Nu0zzVVVb/fXNngs7Xmgj2Gyj4VncA626nwOyUi+DEnqsGLApFN2j0LE84prMRUJW/h6Ne47Oi1X8ZhLMqaX8XEb3lnPstyHuVmf8lM/9zZv6uVENm/n5m/iIzf/Gdd9454zQMBoPBYDAYzg9nfUH6LBF9Hn6/SUQvOee+g4j+MhH9FDPvaw2dcz/hnPukc+6TN2/ePOM0DAaDwWAwGM4PW1uxMXNFRH+GiP7dkOecOyaiY5/+ZWb+bSL6ViL6Yq4/52kp1QIoP5sR5efgo1zxPSMiFHgqqmYQ7SEFB+LQ6byR/0/mkX6YzyOtMfGRzm/sRvrq/n6kyO7ej/5ePpw3fpDeOfmwzTs5iXUfHDfl/F6kv+7ci/2WIIoMISxWQJu5uuwWN/l+72qwriPwnxPCrOB6INCHELcR5RPmaIHuENRRRlSd2PK8oQuKsJVi3PMS5uMrlyWKvfv8g2RFuFPaBVqm9UX3jJZYaKWG7cK5BQux5TKen6NrDc27AAr3pedfbdPXj6Jvo4+93Pgb2tmLFNtsL9JmL7/ycsz3dNpyGv0VzRbR/1a44OP7QHUBzbcuga714UwcxMUpwLqu8ueDwTrPrWG9YO2cEiIH79P2XAkzzJTJ7EVb6wzwJ9SvejHIWK5JpCZzjpPc5vGefGRs7kyLCJR+jmw2r96OYOtaBmq95fpV5qVZxg3rLINtr/I8ofDqA6dyFgnSHyWi33DOvR4ymPkmc0P+M/NrRPRxIvqdM4xhMBgMBoPB8MiRlSAx8+eJ6FNEdIOZXyeiH3HO/SQRfYYkvUZE9N1E9GPMfEqNjuMPOOfeGzKRojzLu9rwt9TUB0Z8Kx/xZQOKoBVIT4ICs/AcDdqhFSiC7ngJUgmapLyIdfeXi177h8ex27v34lf5h3sPmjare1B+v02v7jQNVw68CT8EZdjTKG06PmnmeOwetHkna1D4RkXhVTO3GpRli6hv24ra0Jt0UUfJFINTG2bFaZKA5nuEO6Uhl7vFA3ZXUayEhig1hMulCpTZg6dqVHbuaFn7zuC6S5CewDqVbRpu1SkERvZnsIBAsQWcxUJ41fbjLeO8bu5G5f9nn3+BiIhu7EeDgVvPvRLLX3u+TT938xkiIpot4lmaga+v/VtRmlT677CqgvVQwDMI+JvQ+GXvZKxEZXkQ37YevlHiAkuHErXw0VyjhEn1MQV7IyaMP7LavxeDEVLQM0O7RHUNLgoDnvNb2ejg8wMldcoFi7765XKGfSOPraG6o0Ipemo9cpuW8yc1cH7JvkZ0kKqqKZprN2KSKVAMGAYe1SFWbJ9N5P85Je/niOjnhg1tMBgMBoPBcDVhoUYMBoPBYDAYOni8Q420GOMzAxXUzib2FFTIBBWYvV8gUJytEszRyovvywJlfjE9nXqFWQhwW6xBKXUGCreLhtc6BKXSD+/ejd16he35tett1jevRyXb43vR3+d7d5oQJnfuxMC3Hz2MdNtqDf6TfPoYfCodY3gGn41iYAd+bE55c6gRhMsxGYpudzYUTYImcITUn6KwCUrYBYSCCbRYlaCNQzBjhnKkjPBYBup2OotKzVPY88LTUsv5DpRH2rWq4rkpPeU3XcbNubUfKbabr9wmIqLb+zFkSLUTz8f1axAeZNrMfTKP/U+AIgP3W0TcHACxDxP0LeTvAfQ3BM1noPB/4ksWk7geBexN7WlEpIBl0GncU79PSJHAJQRKUoZxydATF8UyJamsLVQDUsj6Exqj4Jrjura4UZM0VWZPRHGfdk9XVvJESKF+X9luNd9ISaQ6Dg/JMX+/clRa4u/iiEDgOsOWcuA1hnpTzviYa9fYxYHXZRIkg8FgMBgMhg7sBclgMBgMBoOhg8ebYmu9tytiT6XexnyNQskOH98v12AqE7rCqOlo0FSA1c2k9esT6SkisIjyW8TgQ2gK1M70aLdNz5YNtXIAVmG3dhZtOoT/OJhH2uQb4H/p3Q8+aNP7H36DiIjeezfSbvfW0coNQz2sT5p+79+LdN7J3Vj34aqxnvvobrSuOy5ivyfraPJ24kNJoEWd8Hnj165Avz9Qvhb+hHwIC9ZFsyGlbD0RSeql8pc7AWuzOVg/zabRtHAyafZhtg/fHxiKpGgosmkVaaIKaK8KKJ2Zj3S/WMR9Xix2IN30tdyJ5fN53HPsa+JpwOkkUmUHN2L68LDpd3EA/RfxrCx24nzDfVZg6A30vwQ+tdZTb8WIN9wxnnffnhNWbmD1OQmhV9DqEz/zvHXkugaLSuFnq5/mCVBsguXx5WKSCZooZ2lzru5gMjSQGgskMahmlZWiQlRaJEdVDHn4ntV5Uab9iGvUaa8E9ZepqnI7I6adXzucV0LWMXB7XMoPG+55PXCfBp3vrEmkUjeRx71Ep3h7OZBJkAwGg8FgMBg6sBckg8FgMBgMhg4eb4otSC1zGu0jfIohclJxtGLD8CGtdRNSafAuinXb8BvYXljzNPklbhXQNeLavTPJVRVnXu5EKqJ0DV2yB84fJ4vY7/4zN9r06cPGEeDdDyIt5oDaOwEK4+TBQ183UnQfQvqjB40l3Dfe/kYsfz9aYt3/IIZGuXfc9LUmpPAiHbPyFnroANFRXA95FAJFghRKn45NGlRAfuGvHcOHTMAKbVFFy7GFd554EyzEygms8+6R+JeIaO8mWIhN4p7tHzZ97BzEkIaLJdJpTd0p0GoTsHJbg3PPyp8bBxaXy704bmDI5tC+AtprshuvcfVRU7kEmhBDxiDCeRd7JhyCetq0wH2CYpXl0ceKewr3U4EOKAHhsMC4BUZrD/dv8kGRM4+8IGxrDTQUY/rEGy5rIpoyTR062Hlc6/A+VHJSMcpKGWqJUXN0XHZa/XVMjqUNoagWbOojVhjhSNJpmaRV2LI81Sxnmbg9TIJkMBgMBoPB0MHjLUEaqqRNECog89auepLv1g3uQEBJt8B3zSDlcLr/FFTSboVB+CUGPnVq789FfpyDBAp0Xd20mVi5Ql8+cYsrH6Li8BD6vxF93tw4jf2u6kbpuLgflaXrBUgQwNfS+l5T5xvvRKnR/XffbdN37jVSqBeOokTl7TeitOqDo9juzsMmNMrdb37YyyMiOj5uxipclDCtYA3WEFz3xC+O3Lq+cqgDaRV+PJfTuE47PlDv4QyU4qdR0jPZiQ1v7TaSulvPvBjb70Ew4sNGGnRwK/qjOjyI6RkEdd05bPZn/yhKeibgE2ni/QlVZWwTlKKJiE7vx7ULZ38CS1DNY18rryA/wTAe6EcJpEnhiPEEQ+zUUDeOESRD4gzjea/7Uh8hmBB6nEHhG/MguQ7BbCEPv55zOqEoTVKVtJU2OKHUA+Y8FbO5f4ZTVWO1Lb/ONQlBTqRCdGbJVla4khOD5B70A7BNq2SbUDBqH1KK9Zv/cOl/w8ZIglhPD+5jgEhN89+VVHAfqmmeGko5CwM31yRIBoPBYDAYDB3YC5LBYDAYDAZDB483xRaibY8Rho7RzM7kF8JtC/zwStZIOTCIVmsRVqL0/8bmECS+5Y84wQ2UQB9OqKFxauihECLMEFUdosELVxowxiQo/0Yl33oWaZ6TdRx3sddcw+Qw0nV0+1abvL9qFK9Xd7+tzXv/vfdiXx9FGu/D48Y/0vG9WP7e3UgTvX+3od5O7z2E8lj3o/sxNMrdB40yuoM1chiCwiuar4GnxKgSe7NIix2UzXpcO4zK0DtVVJwudiPddvtmQ5fdeOHlNm8flKwns6aPXaAcp4tIdc1B8bnwCtOLZaTQ0P9WCCWC/o5WZbytZ7O4wYX31YUuU5BCq8M6od+pSVwDgj1vGT24CQoIlxOoLtmffoZd5qaUFLpaIZaXYS4QUgRayfaBrsP+lXZD6BrOiPnVCY+h4HIdb2eokqd8sqYqmTFGqRLH0tywOeonqSuhTSW3+Po1RkYpMRe13wF7HvYkw+2yOLcpTlpprtoWpM618mMM9zhG+TzLTwJUK44hZ20cTIJkMBgMBoPB0IG9IBkMBoPBYDB08HhTbCrOKIoeAYzyXYJM2AWqoUZrAGiHUsWib8HDEKZhFbJTEtBGqD/bAAAVPklEQVQKKbam0hqoMrRyW/t+18IHDQBOQzltaJ6H8A49gWucQmiUylu33dqLFl71YaSJjnwUjpN1pL8OP4p0XbGO9BStmjr3T99vs957P9Jp3/ShTz74MNJuH3wQ/Su9/80YwuT+iff3JOJHxPR61dCHNax3BUzpchrppb295hpv7EQfQXOwaKuqSJddf7ahGq9di5Z6i4PY12LatJvvxrxToK+I4xjsw5KAwaSgYAPdhrRbWYPfH6AJy9L3W+r8RaDeHFhB1qeQFpaY4dxCT8J0DcT/3D/jDiw82/LkvanfR1pxGKISoRcSfI1iBSv7db15S+SonRQyVEVLsYx5Vo157o2wPMNnmPY5PUZlIbO9qZA/eSu1LQbOWlelus1RmSnqL7PncPu3bn2SPqb8/YJW0inLQlYqaI6bUo7HRiG3zgMtLscOlQvzM2YfOjAJksFgMBgMBkMHj7kESVPOOts73yDvC+ElNOdCVXysojrcZqVT8UWreCcWXlBAnBAkRDVkutP4aRJ8KhH4MEopwJZBOgZBclfigyUqb7MPVot9zdwEKzeXQlGqtAApxnwJ3pi5abc8jgFTl5MYCPa5/ZtERHT/OI5/+iD6G7r7YfQSvgpSLvjCKCDwae0lSGsH0jBY7+k0zms2a9odCilblM6sIFjxgfd+TeDPaDaD4KphPcCj9fo+Bm+N6XBWGIwAalT49/kOvKvXIrgrKh0HEREcGkWyWaA0VEhn4Az7AhHkcoSOpPoBN8rWIjNY6t5U8jkhbRjlOShz/4/qLKfcu63HYXWsM5Zn+x8yb0VZfoxyb/7hqzfbCjkl7MQcctCERcnm4eDmz+3w0zxkrqojrIFtxrYb0632HsCJ9DiYBMlgMBgMBoOhA3tBMhgMBoPBYOjgMafYGjgRSkATs6GgMeNTZdCA4Z+c4qNOq+nSP708vMEK7+8YUBNfcb2iLy6BUCT31JpDCqVOXINnsArQWq4jqyWUhsn7EypRORz875AP6upW0GgGIVDmkX5yXsF4sYy+kWY7kaqaTPd7fa3WkYI7fQg+nrRYo4xhXLzSOlBOqL9clZHmq32Ylmod51VUGBQ2tpt6n0VrpPZwEqvat0HFbKhboMZmr5gK2DMOoWggPE0Fov9yAorVXnE6teXhMAkqDRT6a5hEa1wAzdGJlNSbVPzcqIe8V62PrJS/748oxbCp/mYU5c5k+yy2pTXOj0KLy5WiHxQDhqSPoW2emAOuRVOyVRZdPOehAj7PWAtcKmhVhY7JRkZOXMM2jNOQfTgjNHY5d7uMPNgZDNC2z7FiW3G/Q7T8w8Nm2KaZBMlgMBgMBoOhA3tBMhgMBoPBYOjgiaDYJHJ+LFJWCH3rl5wBRrKYFfohOcW+rFHzLYOei9CNUYUR1oPvGeCJkEJzVegfwkugRRQujQ+tUU7ACgpoJPQzw8XM58FYdaTNSi/WntSRnlrjvE9iXyE0iluBhRdQYMXaW23hGhWRgqsWsDjBLw+K5pEGavccQmvgIkAYjbUfozyNtBrSdQXFawtUJFKhSLeF1ArWsyiAZoTvlsKHAmEYq0RLOk9fFtM4r6KIaUHNBv8pYBHn8GC1w0IjEU5H46J0LguvvSW6U7QHKVxoiqLLSt6V+ylVt5W26xyblpJjaZlDrJz6NOAof0IjLKny17AFbXYuhkkK7ZrpK1Uuw2z0Et3Km8tVP0dnp8IimzuAVs2ZeKrXoM+xHS9nYTrGiC0Lba75qqOQW6NzGcQkSAaDwWAwGAw92AuSwWAwGAwGQwdPCMU2XOarGKn4AsWiJSUqdL2E3i++for2SmeYhSZPtVIM866R6vJpdPRHEP6BaeL/BboHqR/wVVh4r5CTCqkfnHU8OsFyhGu4YKCtgpVJAY4X16tISa3QR6JvxyVYiIH53NrPi3ERMKwEbpliscJroK+C5Rd0tQLOqVhB2lNcKyFmjmuzRkvJMF2MKI975hfarYGiq5ALg3xvWYZWagUSJ/7aSww1AueHFUej8twL8tb3iZWhX+3eEmcZLOY06i1rSpOcZD+ZsZIbBJWq0CyqxlB8A/Jz09XWK/VcGmxJlbHEIoobn7MmGsVYjLCIS9JAmy2WZDN/hrXrSg6SWhvNIi4xR7U9NNMs9YR4YlvVkIEYZaU2hlK+Sjj/CZoEyWAwGAwGg6GDJ0KClFZ8C0h8bWgfR6M+RvUvE1XPT/hqgmylMsN7a932iz5oYl0UEBRBYVeTGlCUqNSgiFymXpG9FKMA5WAHWtpOKGkHKQZIUcR69OfjQCIi/OtQ/6sN2zvXF6kJKYnq8wSyRHHwrwKK6ij5El+ATX4tHVL1+m8qN3VK8CEl/BiFfQApWCmOEl6vb4PK5eLag4Kzfr506BKRXDvpQyynUdsfLSk/aNdRadSdYwhxkqoQpJlimxLXq16Dsr/nGjR2WySkIAP3LLlfiXAV54chvmmU4dVmA6RRLnPaNIlbQgqqYxvpHSV8faWuJ9dxrjynaL4lxlzvEwKTIBkMBoPBYDB0YC9IBoPBYDAYDB08ERTbGOW/PB03QH7Yihp18TF369EGNkbziQJo2SP0Z4TlYlpB6RjpFqCPKChxRxqJhY8gnJinMoAGEiEoMEo8K+WCFvN9oB8lQSMireXnWCf6CnWRskrUld6jwrzjJNj1y4Wgu4R1qsN6ILUIa4v74+cgvj7wh/evVEOoEWa5kzHVp3lQSTtQoIXwVzQcvOEX0Tj9ZHSqJPW8lZa11ttwOiZJhSvhMiSdh3W1Z8UIJd4xVIYWzmIMQzIKcM9m2ZrcPigK8lsjywdCVW0Oieetdg05KmsIE5pbvDFUttpVRjl8FBKqBeqNklmvLNX5JGDYhZkEyWAwGAwGg6EDe0EyGAwGg8Fg6OCJoNhG2WFsbbWhiZqH8w88whIGacA2heFDhLg+poPvGTEWWrmF9+E6tQaaFZourpWSW9eZifwVrMWQ7mMw2yrBH1AMh8FqXVp5X05i2gkLrhHudfRy6NevubDIQ9oL/Umt/TUA7SWIv5aCQ6tAfeLtkrk+pdmkS9+/Is7v/+jlScs0hcrallbJMTPaGR1DLYxiysf0m7Ck25x5Dv2KytuNobVXaaIUtROqXpKZUtJIbQzVlaEvcze9NHPN9DUC+T9MkNzGXCx1w/kfOa78SbZMU31IDbtgkyAZDAaDwWAwdGAvSAaDwWAwGAwdPN4Um+YTTEMiWvfmTodghNh8W5Ev9+sJCg0sh0KICWkRpaAcIG5vaY+EaFa1EtHXuaVuIJxG0sJr01yIYnT5MYZFiG2tMnLGIJjW7iqkOv2WrYVUHa3+wNJOCXQvrQn7eQIZh3uqBVASuXOD51K5N3hLMf9ZLWnOyqonLaLO2O/WyOxDbr7iMGkOGzNnadQ+DbhY9SyMsEzT9nfUGl+Q2dZ58NNnxVCjzNSQjyv1NuSeHQCTIBkMBoPBYDB08HhLkAIu7O33Ub4+50QiecVqTclWfhxlvo5ycVbO+nE15kPtor7ItVAkQ+Y1RuKRVdhvBtE9H5FUDt+Ywh8DxCTqURojXtly0x7lbXQRCqipe+iilZmTY21zI24rRlP6yPkYwvxMsdp/t4L63MpZAZwDHlfpydOKnG+05seoLk2CZDAYDAaDwdCBvSAZDAaDwWAwdHA1KDbnyK1WRERtdHJXY9gCEIth+PmV96+DSsejXvlyIuHzEEsPhd5/jMadgqL4yonyMdimWZbOSyl8j1D+3ZA1DBnR/ChKYEu40KU+mOYHK8VqRN9SY7jBi4ofcEEL9igvQcM5KXyORpLCGzEHlYJN9JWj2HOUohtxb+Xmoo37KMJhXJYPqEeJJ/USk8YD29OxJkEyGAwGg8Fg6MBekAwGg8FgMBg6uBIUm6sdHd99QERE5aSh1lZ19AVTAK1WTmdtOgSl53Ia69KYsOY5Xxtn6+o8RL+BqUpLfjW5c05UPmBgzvV1jmZmqrg84+ckBS3MRsoCSBsr2VkQ82f8RuUzdcYwI9qXdosj+IvcvLLrOcrpzcXgUdJpYyZwBtH9o0JL0SctF88RWdorde/kLHXHYIswHckwHFdoU3OP+dzfh9xtfNblPksfFz2uZg2as+j2MAmSwWAwGAwGQwdXQoJE5IiKRkm7fti82dX1qi1d4wvgMk6ZvWfmKupzX+Ar3wiPs+eI9nJSX4BaEMys0GeIhmPuDXuMlGrEF2vbDjZV84Q+8AugN/5WX7b94fvNRogQW3uAS/pC3UYK1223jUskl0hf1S/Pbfq9qGsZs95C71oxPtl6kDEXOcZD93ku3hZ9pAIJn6dgK4fcGDm/USlpJivlZ8WYPxkXJbnKjQuoweCraCOIDxvYJEgGg8FgMBgMHdgLksFgMBgMBkMHV4Jic87R2vs0Onl4z+euoUYUh1V1nHLFk6b0opQOBcYo/Z3nsJosEkXCcbCs1HJMaI2WB0rQU9uIRsesixB755RhExd0VvGtKm4/K880pN3AuSTKL4wR2JLVVDFqYpfFx10hbOufK7tcF6ywfZ7UzqPY+seJ7h3FdF6xe+gRTsGR66VzRjEBJkEyGAwGg8Fg6MBekAwGg8FgMBg6uBoUGxOdThpKbf0gvLNFEZhzJzGNokIflkSEHzkrzhw1m85ZfJi5tkzk9yyyosZz9PUyypdTpt22YRhUOnbMem3Zbtvxhja5+i55aOuZnae16FZUxhVb0XOdzpjOtqg7pMlZ1/eit+ei+j9zvwM6uIizexVuhxFzQD+KQ6m1tu2o2gaDwWAwGAxPAewFyWAwGAwGg6GDq0GxkaPT9Wnzw/t0KkAUhuFDKgYrtmra1rgYXAVZYg6PwxxzeJTX8CSsl8FgMBiGgHn79wOTIBkMBoPBYDB0cCUkSB8dP6Rf+dqvExHRHzj6diIimoJiVbGYxPRsHhsW2vtdRrHa9X0iIJjHBLvdOooqTEeZg+L0xCUCKupvx+fof+fCkHPcc1E+6se0O/v+Dh8qFzDzrOu1qc5FY2gYltQajvmO2yIcRvKZ0PQx7gs0Fdi2163qw6zJDr5aoMkZvoLH4zycbo0IvTN4f8/jfswZaWzT73k4psI19c/8RL+6ovFWsUoS7eFcwhmN4551vcYi4wswg5M6GnmF0Dv3Xn9vUFuTIBkMBoPBYDB0YC9IBoPBYDAYDB2wRvE88kkwv0NEXyOiG0T07iVP5yrB1kPC1kPC1iPC1kLC1kPC1kPC1iPiZefcTa3gSrwgBTDzF51zn7zseVwV2HpI2HpI2HpE2FpI2HpI2HpI2HoMg1FsBoPBYDAYDB3YC5LBYDAYDAZDB1ftBeknLnsCVwy2HhK2HhK2HhG2FhK2HhK2HhK2HgNwpXSQDAaDwWAwGK4CrpoEyWAwGAwGg+HScSVekJj5e5j5N5n5K8z8X1/2fB41mPlFZv6/mfnXmPlXmfkv+vwfZeY3mPlL/r/vvey5Piow81eZ+V/76/6iz7vGzP+MmX/L/3t02fN8FGDm3wNn4EvM/CEz/6Wn6Xww8+eY+W1m/jLkqeeBG/xP/nnyr5j5D17ezC8GifX475n5N/w1/zwzH/r8V5j5AZyTv315M78YJNYjeX8w8w/78/GbzPwnLmfWF4fEevwMrMVXmflLPv+JPx/b4tIpNm5ie/wbIvpjRPQ6Ef0SEX3WOfdrlzqxRwhmfpaInnXO/Qoz7xHRLxPRf0RE30dE95xzf+NSJ3gJYOavEtEnnXPvQt5fJ6L3nHN/zb9IHznn/qvLmuNlwN8vbxDRHyKi/5yekvPBzN9NRPeI6O87536fz1PPg/9D+BeI6HupWaf/0Tn3hy5r7heBxHr8cSL6v5xzK2b+74iI/Hq8QkT/MNR7EpFYjx8l5f5g5m8nos8T0XcS0XNE9H8S0bc659aPdNIXCG09OuU/TkR3nHM/9jScj21xFSRI30lEX3HO/Y5z7oSIfpqIPn3Jc3qkcM696Zz7FZ++S0S/TkTPX+6sriQ+TUR/z6f/HjUvkU8b/gMi+m3n3NcueyKPEs65XyCibgCl1Hn4NDV/GJxz7heJ6NB/hDwx0NbDOfdPnXMr//MXieiFRz6xS0LifKTwaSL6aefcsXPud4noK9T8HXpisGk9uAmq9n3UvCQaNuAqvCA9T0Rfh9+v01P8cuDf5r+DiP5fn/VDXmT+uaeFUvJwRPRPmfmXmfn7fd5t59ybPv0NIrp9OVO7VHyG5IPtaT0fROnzYM8Uov+CiP4x/H6Vmf8lM/9zZv6uy5rUJUC7P5728/FdRPSWc+63IO9pPR8bcRVekAwezLxLRD9HRH/JOfchEf0tIvoYEX2CiN4koh+/xOk9avx7zrk/SER/koh+0IuMW7iGG36qTDCZeUpEf4qI/lef9TSfD4Gn8TykwMz/LRGtiOgf+Kw3iegl59x3ENFfJqKfYub9y5rfI4TdHzo+S/Ij62k9H1lchRekN4joRfj9gs97qsDME2pejv6Bc+5/IyJyzr3lnFs752oi+jv0hImBN8E594b/920i+nlqrv2tQJX4f9++vBleCv4kEf2Kc+4toqf7fHikzsNT+0xh5j9HRP8hEf0n/qWRPJX0TZ/+ZSL6bSL61kub5CPChvvjaT4fFRH9GSL6mZD3tJ6PIbgKL0i/REQfZ+ZX/RfyZ4joC5c8p0cKzwn/JBH9unPub0I+6k38aSL6crftkwhm3vHK6sTMO0T0x6m59i8Q0Z/11f4sEf3vlzPDS4P48ntazwcgdR6+QET/mbdm+8PUKKO+qXXwJIGZv4eI/goR/Snn3EeQf9Mr9xMzv0ZEHyei37mcWT46bLg/vkBEn2HmGTO/Ss16/ItHPb9Lwh8lot9wzr0eMp7W8zEE1WVPwFtc/BAR/R9EVBLR55xzv3rJ03rU+CNE9J8S0b8OppdE9N8Q0WeZ+RPUUAdfJaI/fznTe+S4TUQ/37w3UkVEP+Wc+yfM/EtE9LPM/F8S0deoUTR8KuBfFP8YyTPw15+W88HMnyeiTxHRDWZ+nYh+hIj+Gunn4R9RY8H2FSL6iBprvycKifX4YSKaEdE/8/fOLzrnfoCIvpuIfoyZT4moJqIfcM4NVWh+LJBYj09p94dz7leZ+WeJ6NeooSJ/8EmyYCPS18M595PU12EkegrOx7a4dDN/g8FgMBgMhquGq0CxGQwGg8FgMFwp2AuSwWAwGAwGQwf2gmQwGAwGg8HQgb0gGQwGg8FgMHRgL0gGg8FgMBgMHdgLksFgMBgMBkMH9oJkMBgMBoPB0IG9IBkMBoPBYDB08P8D0NbfJZSgko0AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(model.predict(np.stack([im_1 / 255]))[0])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
"im_3_encoded = encoder.predict(np.stack([im_3/255])).flatten().reshape(1,-1)\n",
"im_1_encoded = encoder.predict(np.stack([im_1/255])).flatten().reshape(1,-1)\n",
"im_2_encoded = encoder.predict(np.stack([im_2/255])).flatten().reshape(1,-1)\n",
"im_4_encoded = encoder.predict(np.stack([im_4/255])).flatten().reshape(1,-1)\n",
"im_5_encoded = encoder.predict(np.stack([im_5/255])).flatten().reshape(1,-1)\n",
"im_6_encoded = encoder.predict(np.stack([im_6/255])).flatten().reshape(1,-1)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"encoder.save('encoder_5.h5')"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[0.9532262]], dtype=float32)"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cosine_similarity(im_2_encoded, im_1_encoded)"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efbdb9dda58>"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(im_1)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efbdb93ff28>"
]
},
"execution_count": 40,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(im_3)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efbdb8ad668>"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(im_2)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7efbdb892b70>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(im_4)"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fce8c908b70>"
]
},
"execution_count": 108,
"metadata": {},
"output_type": "execute_result"
},
{
"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.imshow(im_5)"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fce85dd5be0>"
]
},
"execution_count": 109,
"metadata": {},
"output_type": "execute_result"
},
{
"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.imshow(im_6)"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fce795fff28>"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
},
{
"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.imshow(model.predict(np.stack([im_6/255]))[0])"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1000,)"
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"encoder.predict(np.stack([im_6/255])).flatten().shape"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib\n",
"matplotlib.rc('figure', figsize=(20, 10))\n"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.Figure()\n",
"plt.plot(history.history['loss'])\n",
"plt.plot(history.history['val_loss'])\n",
"plt.title('Model Loss')\n",
"plt.ylabel('loss')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'valid'], loc='upper left')\n",
"# plt.show()\n",
"plt.savefig('loss.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"fig."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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