{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"import pandas as pd\nimport cv2, os              \nimport numpy as np         \nimport matplotlib.pyplot as plt\nfrom random import shuffle \nfrom tqdm import tqdm      ","execution_count":1,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Data loading**"},{"metadata":{"trusted":true},"cell_type":"code","source":"TRAIN_DIR = '../input/train/'\nTEST_DIR = '../input/test/'\n\ntrain_dogs =   [TRAIN_DIR+i for i in os.listdir(TRAIN_DIR) if 'dog' in i]\ntrain_cats =   [TRAIN_DIR+i for i in os.listdir(TRAIN_DIR) if 'cat' in i]","execution_count":2,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_images = train_dogs + train_cats\nshuffle(train_images) # mixing up the training data","execution_count":3,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_images[:5] # check out the format of the raw training images labels","execution_count":4,"outputs":[{"output_type":"execute_result","execution_count":4,"data":{"text/plain":"['../input/train/dog.342.jpg',\n '../input/train/dog.4525.jpg',\n '../input/train/dog.10740.jpg',\n '../input/train/dog.7423.jpg',\n '../input/train/cat.1723.jpg']"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"**One-hot transform**"},{"metadata":{"trusted":true},"cell_type":"code","source":"def labeling(img):\n    image_label = img.split('.')[-3].split('/')[-1] # split the raw images labels to only \"dog\" or \"cat\", then convert to an array like below:\n    if image_label == 'cat': return [1,0] \n    elif image_label == 'dog': return [0,1]","execution_count":5,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Training data processing**"},{"metadata":{"trusted":true},"cell_type":"code","source":"# process the training images and their labels into arrays:\nfrom keras import preprocessing\nwidth = 64\nheight = 64\ndef train_data_generate():\n    training_data = []\n    for image in tqdm(train_images):\n        label = labeling(image)\n        img = preprocessing.image.load_img(image, target_size=(width, height))\n        x = preprocessing.image.img_to_array(img)\n        training_data.append([np.array(x), np.array(label)])\n    return training_data","execution_count":6,"outputs":[{"output_type":"stream","text":"Using TensorFlow backend.\n","name":"stderr"}]},{"metadata":{},"cell_type":"markdown","source":"**Testing data processing**"},{"metadata":{"trusted":true},"cell_type":"code","source":"# process the testing images and their labels into arrays:\nfrom glob import glob\ndef test_data_generate():\n    testing_data = []\n    for image in glob('../input/test/*.*'):\n        number = image.split('.')[2].split('/')[-1]\n        image = preprocessing.image.load_img(image, target_size=(width, height))\n        x = preprocessing.image.img_to_array(image)\n        testing_data.append([np.array(x), number])\n        shuffle(testing_data)\n    return testing_data","execution_count":7,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_data = train_data_generate()","execution_count":8,"outputs":[{"output_type":"stream","text":"100%|██████████| 25000/25000 [02:06<00:00, 198.02it/s]\n","name":"stderr"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"# define the training data and target\nX = np.array([i[0] for i in train_data])/255.0\nY = np.array([i[1] for i in train_data])","execution_count":9,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**CNN with different convolution layers**"},{"metadata":{"trusted":true},"cell_type":"code","source":"#model with 2 convolution layers\nfrom keras.models import Sequential\nfrom keras.layers.core import Activation, Dropout, Flatten, Dense\nfrom keras.layers.convolutional import Convolution2D, MaxPooling2D\nfrom keras.optimizers import Adam\n\nconv1 = 32\nconv1_drop = 0.2\nconv2 = 64\nconv2_drop = 0.2\ndense1_n = 1024\ndense1_drop = 0.2\ndense2_n = 512\ndense2_drop = 0.2\nlr = 0.001\n\nepochs = 20\nbatch_size = 32\ncolor_channels = 3\n\ndef build_model_1(conv_1_drop=conv1_drop, conv_2_drop=conv2_drop, dense1_n=dense1_n, dense1_drop=dense1_drop, dense2_n=dense2_n, dense2_drop=dense2_drop):\n    model_1 = Sequential()\n    \n    model_1.add(Convolution2D(conv1, (3, 3), input_shape=(width, height, color_channels), activation='relu'))\n    model_1.add(MaxPooling2D(pool_size=(2, 2)))\n    model_1.add(Dropout(conv_1_drop))\n    \n    model_1.add(Convolution2D(conv2, (3, 3), activation='relu'))\n    model_1.add(MaxPooling2D(pool_size=(2, 2)))\n    model_1.add(Dropout(conv_2_drop))\n    \n    model_1.add(Flatten())\n    \n    model_1.add(Dense(dense1_n, activation='relu'))\n    model_1.add(Dropout(dense1_drop))\n    \n    model_1.add(Dense(dense2_n, activation='relu'))\n    model_1.add(Dropout(dense2_drop))\n    \n    model_1.add(Dense(2, activation='softmax'))\n    \n    model_1.compile(loss='binary_crossentropy',\n                  optimizer=Adam(lr=lr),\n                  metrics=['accuracy'])\n    return model_1\n","execution_count":10,"outputs":[]},{"metadata":{"trusted":true,"_uuid":"3bd411fcc9733e4b3b0077e5a3cf1576cbf398cd"},"cell_type":"code","source":"#model with 3 convolution layers\nconv3 = 128\nconv3_drop = 0.2\n\ndef build_model_2(conv_1_drop=conv1_drop, conv_2_drop=conv2_drop, conv_3_drop=conv3_drop, \n                dense1_n=dense1_n, dense1_drop=dense1_drop, dense2_n=dense2_n, dense2_drop=dense2_drop):\n    model_2 = Sequential()\n    \n    model_2.add(Convolution2D(conv1, (3, 3), input_shape=(width, height, color_channels), activation='relu'))\n    model_2.add(MaxPooling2D(pool_size=(2, 2)))\n    model_2.add(Dropout(conv_1_drop))\n    \n    model_2.add(Convolution2D(conv2, (3, 3), activation='relu'))\n    model_2.add(MaxPooling2D(pool_size=(2, 2)))\n    model_2.add(Dropout(conv_2_drop))\n    \n    model_2.add(Convolution2D(conv3, (3, 3), activation='relu'))\n    model_2.add(MaxPooling2D(pool_size=(2, 2)))\n    model_2.add(Dropout(conv_3_drop))\n    \n    model_2.add(Flatten())\n    \n    model_2.add(Dense(dense1_n, activation='relu'))\n    model_2.add(Dropout(dense1_drop))\n    \n    model_2.add(Dense(dense2_n, activation='relu'))\n    model_2.add(Dropout(dense2_drop))\n    \n    model_2.add(Dense(2, activation='softmax'))\n    \n    model_2.compile(loss='binary_crossentropy',\n                 optimizer=Adam(lr=lr),\n                  metrics=['accuracy'])\n    return model_2\n","execution_count":11,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#model with 4 convolution layers\nconv4 = 256\nconv4_drop = 0.2\n\ndef build_model_3(conv_1_drop=conv1_drop, conv_2_drop=conv2_drop, conv_3_drop=conv3_drop, conv_4_drop=conv4_drop, \n                dense1_n=dense1_n, dense1_drop=dense1_drop, dense2_n=dense2_n, dense2_drop=dense2_drop):\n    model_3 = Sequential()\n    \n    model_3.add(Convolution2D(conv1, (3, 3), input_shape=(width, height, color_channels), activation='relu'))\n    model_3.add(MaxPooling2D(pool_size=(2, 2)))\n    model_3.add(Dropout(conv_1_drop))\n    \n    model_3.add(Convolution2D(conv2, (3, 3), activation='relu'))\n    model_3.add(MaxPooling2D(pool_size=(2, 2)))\n    model_3.add(Dropout(conv_2_drop))\n    \n    model_3.add(Convolution2D(conv3, (3, 3), activation='relu'))\n    model_3.add(MaxPooling2D(pool_size=(2, 2)))\n    model_3.add(Dropout(conv_3_drop))\n    \n    model_3.add(Convolution2D(conv4, (3, 3), activation='relu'))\n    model_3.add(MaxPooling2D(pool_size=(2, 2)))\n    model_3.add(Dropout(conv_4_drop))\n    \n    model_3.add(Flatten())\n    \n    model_3.add(Dense(dense1_n, activation='relu'))\n    model_3.add(Dropout(dense1_drop))\n    \n    model_3.add(Dense(dense2_n, activation='relu'))\n    model_3.add(Dropout(dense2_drop))\n    \n    model_3.add(Dense(2, activation='softmax'))\n    \n    model_3.compile(loss='binary_crossentropy',\n                 optimizer=Adam(lr=lr),\n                  metrics=['accuracy'])\n    return model_3\n","execution_count":12,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Model summary**"},{"metadata":{"trusted":true,"_uuid":"f43a05603d5ae4567f0ad98a8da2da6e657dac6b"},"cell_type":"code","source":"model_one = build_model_1()\nmodel_one.summary()","execution_count":13,"outputs":[{"output_type":"stream","text":"WARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nColocations handled automatically by placer.\nWARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py:3445: calling dropout (from tensorflow.python.ops.nn_ops) with keep_prob is deprecated and will be removed in a future version.\nInstructions for updating:\nPlease use `rate` instead of `keep_prob`. Rate should be set to `rate = 1 - keep_prob`.\n_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nconv2d_1 (Conv2D)            (None, 62, 62, 32)        896       \n_________________________________________________________________\nmax_pooling2d_1 (MaxPooling2 (None, 31, 31, 32)        0         \n_________________________________________________________________\ndropout_1 (Dropout)          (None, 31, 31, 32)        0         \n_________________________________________________________________\nconv2d_2 (Conv2D)            (None, 29, 29, 64)        18496     \n_________________________________________________________________\nmax_pooling2d_2 (MaxPooling2 (None, 14, 14, 64)        0         \n_________________________________________________________________\ndropout_2 (Dropout)          (None, 14, 14, 64)        0         \n_________________________________________________________________\nflatten_1 (Flatten)          (None, 12544)             0         \n_________________________________________________________________\ndense_1 (Dense)              (None, 1024)              12846080  \n_________________________________________________________________\ndropout_3 (Dropout)          (None, 1024)              0         \n_________________________________________________________________\ndense_2 (Dense)              (None, 512)               524800    \n_________________________________________________________________\ndropout_4 (Dropout)          (None, 512)               0         \n_________________________________________________________________\ndense_3 (Dense)              (None, 2)                 1026      \n=================================================================\nTotal params: 13,391,298\nTrainable params: 13,391,298\nNon-trainable params: 0\n_________________________________________________________________\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model_two = build_model_2()\nmodel_two.summary()","execution_count":15,"outputs":[{"output_type":"stream","text":"_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nconv2d_5 (Conv2D)            (None, 62, 62, 32)        896       \n_________________________________________________________________\nmax_pooling2d_5 (MaxPooling2 (None, 31, 31, 32)        0         \n_________________________________________________________________\ndropout_9 (Dropout)          (None, 31, 31, 32)        0         \n_________________________________________________________________\nconv2d_6 (Conv2D)            (None, 29, 29, 64)        18496     \n_________________________________________________________________\nmax_pooling2d_6 (MaxPooling2 (None, 14, 14, 64)        0         \n_________________________________________________________________\ndropout_10 (Dropout)         (None, 14, 14, 64)        0         \n_________________________________________________________________\nconv2d_7 (Conv2D)            (None, 12, 12, 128)       73856     \n_________________________________________________________________\nmax_pooling2d_7 (MaxPooling2 (None, 6, 6, 128)         0         \n_________________________________________________________________\ndropout_11 (Dropout)         (None, 6, 6, 128)         0         \n_________________________________________________________________\nflatten_3 (Flatten)          (None, 4608)              0         \n_________________________________________________________________\ndense_7 (Dense)              (None, 1024)              4719616   \n_________________________________________________________________\ndropout_12 (Dropout)         (None, 1024)              0         \n_________________________________________________________________\ndense_8 (Dense)              (None, 512)               524800    \n_________________________________________________________________\ndropout_13 (Dropout)         (None, 512)               0         \n_________________________________________________________________\ndense_9 (Dense)              (None, 2)                 1026      \n=================================================================\nTotal params: 5,338,690\nTrainable params: 5,338,690\nNon-trainable params: 0\n_________________________________________________________________\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model_three = build_model_3()\nmodel_three.summary()","execution_count":16,"outputs":[{"output_type":"stream","text":"_________________________________________________________________\nLayer (type)                 Output Shape              Param #   \n=================================================================\nconv2d_8 (Conv2D)            (None, 62, 62, 32)        896       \n_________________________________________________________________\nmax_pooling2d_8 (MaxPooling2 (None, 31, 31, 32)        0         \n_________________________________________________________________\ndropout_14 (Dropout)         (None, 31, 31, 32)        0         \n_________________________________________________________________\nconv2d_9 (Conv2D)            (None, 29, 29, 64)        18496     \n_________________________________________________________________\nmax_pooling2d_9 (MaxPooling2 (None, 14, 14, 64)        0         \n_________________________________________________________________\ndropout_15 (Dropout)         (None, 14, 14, 64)        0         \n_________________________________________________________________\nconv2d_10 (Conv2D)           (None, 12, 12, 128)       73856     \n_________________________________________________________________\nmax_pooling2d_10 (MaxPooling (None, 6, 6, 128)         0         \n_________________________________________________________________\ndropout_16 (Dropout)         (None, 6, 6, 128)         0         \n_________________________________________________________________\nconv2d_11 (Conv2D)           (None, 4, 4, 256)         295168    \n_________________________________________________________________\nmax_pooling2d_11 (MaxPooling (None, 2, 2, 256)         0         \n_________________________________________________________________\ndropout_17 (Dropout)         (None, 2, 2, 256)         0         \n_________________________________________________________________\nflatten_4 (Flatten)          (None, 1024)              0         \n_________________________________________________________________\ndense_10 (Dense)             (None, 1024)              1049600   \n_________________________________________________________________\ndropout_18 (Dropout)         (None, 1024)              0         \n_________________________________________________________________\ndense_11 (Dense)             (None, 512)               524800    \n_________________________________________________________________\ndropout_19 (Dropout)         (None, 512)               0         \n_________________________________________________________________\ndense_12 (Dense)             (None, 2)                 1026      \n=================================================================\nTotal params: 1,963,842\nTrainable params: 1,963,842\nNon-trainable params: 0\n_________________________________________________________________\n","name":"stdout"}]},{"metadata":{},"cell_type":"markdown","source":"**Model fitting**"},{"metadata":{"trusted":true,"_uuid":"3e543582abc3223db7391c26b276615a18e514a4","scrolled":false},"cell_type":"code","source":"model_one.fit(X, Y, batch_size=batch_size, epochs=epochs, validation_split=0.2)","execution_count":17,"outputs":[{"output_type":"stream","text":"WARNING:tensorflow:From /opt/conda/lib/python3.6/site-packages/tensorflow/python/ops/math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\nInstructions for updating:\nUse tf.cast instead.\nTrain on 20000 samples, validate on 5000 samples\nEpoch 1/20\n20000/20000 [==============================] - 12s 591us/step - loss: 0.6606 - acc: 0.6191 - val_loss: 0.5713 - val_acc: 0.7024\nEpoch 2/20\n20000/20000 [==============================] - 7s 339us/step - loss: 0.5550 - acc: 0.7160 - val_loss: 0.5048 - val_acc: 0.7542\nEpoch 3/20\n20000/20000 [==============================] - 7s 341us/step - loss: 0.4910 - acc: 0.7616 - val_loss: 0.4840 - val_acc: 0.7662\nEpoch 4/20\n20000/20000 [==============================] - 7s 338us/step - loss: 0.4369 - acc: 0.7933 - val_loss: 0.4814 - val_acc: 0.7692\nEpoch 5/20\n20000/20000 [==============================] - 7s 340us/step - loss: 0.3771 - acc: 0.8274 - val_loss: 0.4463 - val_acc: 0.7946\nEpoch 6/20\n20000/20000 [==============================] - 7s 345us/step - loss: 0.3018 - acc: 0.8684 - val_loss: 0.4687 - val_acc: 0.7854\nEpoch 7/20\n20000/20000 [==============================] - 7s 346us/step - loss: 0.2165 - acc: 0.9112 - val_loss: 0.5166 - val_acc: 0.7904\nEpoch 8/20\n20000/20000 [==============================] - 7s 342us/step - loss: 0.1494 - acc: 0.9405 - val_loss: 0.6217 - val_acc: 0.7852\nEpoch 9/20\n20000/20000 [==============================] - 7s 355us/step - loss: 0.1118 - acc: 0.9585 - val_loss: 0.6587 - val_acc: 0.7878\nEpoch 10/20\n20000/20000 [==============================] - 7s 340us/step - loss: 0.0857 - acc: 0.9687 - val_loss: 0.6958 - val_acc: 0.7872\nEpoch 11/20\n20000/20000 [==============================] - 7s 338us/step - loss: 0.0719 - acc: 0.9749 - val_loss: 0.7262 - val_acc: 0.7862\nEpoch 12/20\n20000/20000 [==============================] - 7s 339us/step - loss: 0.0567 - acc: 0.9806 - val_loss: 1.0134 - val_acc: 0.7720\nEpoch 13/20\n20000/20000 [==============================] - 7s 338us/step - loss: 0.0674 - acc: 0.9779 - val_loss: 0.8023 - val_acc: 0.7774\nEpoch 14/20\n20000/20000 [==============================] - 7s 338us/step - loss: 0.0528 - acc: 0.9823 - val_loss: 0.7840 - val_acc: 0.7868\nEpoch 15/20\n20000/20000 [==============================] - 7s 339us/step - loss: 0.0457 - acc: 0.9834 - val_loss: 0.9668 - val_acc: 0.7880\nEpoch 16/20\n20000/20000 [==============================] - 7s 336us/step - loss: 0.0493 - acc: 0.9838 - val_loss: 0.7565 - val_acc: 0.7888\nEpoch 17/20\n20000/20000 [==============================] - 7s 336us/step - loss: 0.0389 - acc: 0.9864 - val_loss: 0.9248 - val_acc: 0.7898\nEpoch 18/20\n20000/20000 [==============================] - 7s 346us/step - loss: 0.0392 - acc: 0.9860 - val_loss: 0.9954 - val_acc: 0.7878\nEpoch 19/20\n20000/20000 [==============================] - 7s 343us/step - loss: 0.0331 - acc: 0.9887 - val_loss: 1.0023 - val_acc: 0.7832\nEpoch 20/20\n20000/20000 [==============================] - 7s 337us/step - loss: 0.0372 - acc: 0.9886 - val_loss: 0.9680 - val_acc: 0.8004\n","name":"stdout"},{"output_type":"execute_result","execution_count":17,"data":{"text/plain":"<keras.callbacks.History at 0x7f08ed249908>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model_two.fit(X, Y, batch_size=batch_size, epochs=epochs, validation_split=0.2)","execution_count":18,"outputs":[{"output_type":"stream","text":"Train on 20000 samples, validate on 5000 samples\nEpoch 1/20\n20000/20000 [==============================] - 7s 335us/step - loss: 0.6819 - acc: 0.5530 - val_loss: 0.6185 - val_acc: 0.6598\nEpoch 2/20\n20000/20000 [==============================] - 6s 286us/step - loss: 0.5827 - acc: 0.6920 - val_loss: 0.5080 - val_acc: 0.7476\nEpoch 3/20\n20000/20000 [==============================] - 6s 287us/step - loss: 0.5026 - acc: 0.7543 - val_loss: 0.4470 - val_acc: 0.7894\nEpoch 4/20\n20000/20000 [==============================] - 6s 287us/step - loss: 0.4545 - acc: 0.7852 - val_loss: 0.4253 - val_acc: 0.8040\nEpoch 5/20\n20000/20000 [==============================] - 6s 287us/step - loss: 0.4176 - acc: 0.8069 - val_loss: 0.4060 - val_acc: 0.8136\nEpoch 6/20\n20000/20000 [==============================] - 6s 286us/step - loss: 0.3875 - acc: 0.8253 - val_loss: 0.3940 - val_acc: 0.8212\nEpoch 7/20\n20000/20000 [==============================] - 6s 287us/step - loss: 0.3604 - acc: 0.8389 - val_loss: 0.3633 - val_acc: 0.8386\nEpoch 8/20\n20000/20000 [==============================] - 6s 286us/step - loss: 0.3330 - acc: 0.8518 - val_loss: 0.3659 - val_acc: 0.8414\nEpoch 9/20\n20000/20000 [==============================] - 6s 285us/step - loss: 0.3082 - acc: 0.8656 - val_loss: 0.3760 - val_acc: 0.8366\nEpoch 10/20\n20000/20000 [==============================] - 6s 291us/step - loss: 0.2885 - acc: 0.8751 - val_loss: 0.3693 - val_acc: 0.8402\nEpoch 11/20\n20000/20000 [==============================] - 6s 299us/step - loss: 0.2632 - acc: 0.8894 - val_loss: 0.3695 - val_acc: 0.8382\nEpoch 12/20\n20000/20000 [==============================] - 6s 291us/step - loss: 0.2326 - acc: 0.9054 - val_loss: 0.3643 - val_acc: 0.8438\nEpoch 13/20\n20000/20000 [==============================] - 6s 286us/step - loss: 0.2190 - acc: 0.9079 - val_loss: 0.3904 - val_acc: 0.8436\nEpoch 14/20\n20000/20000 [==============================] - 6s 287us/step - loss: 0.1968 - acc: 0.9193 - val_loss: 0.3955 - val_acc: 0.8338\nEpoch 15/20\n20000/20000 [==============================] - 6s 286us/step - loss: 0.1795 - acc: 0.9271 - val_loss: 0.3975 - val_acc: 0.8470\nEpoch 16/20\n20000/20000 [==============================] - 6s 287us/step - loss: 0.1687 - acc: 0.9321 - val_loss: 0.4107 - val_acc: 0.8348\nEpoch 17/20\n20000/20000 [==============================] - 6s 285us/step - loss: 0.1475 - acc: 0.9415 - val_loss: 0.4505 - val_acc: 0.8434\nEpoch 18/20\n20000/20000 [==============================] - 6s 289us/step - loss: 0.1409 - acc: 0.9435 - val_loss: 0.4698 - val_acc: 0.8330\nEpoch 19/20\n20000/20000 [==============================] - 6s 285us/step - loss: 0.1247 - acc: 0.9519 - val_loss: 0.4640 - val_acc: 0.8400\nEpoch 20/20\n20000/20000 [==============================] - 6s 292us/step - loss: 0.1150 - acc: 0.9556 - val_loss: 0.4591 - val_acc: 0.8290\n","name":"stdout"},{"output_type":"execute_result","execution_count":18,"data":{"text/plain":"<keras.callbacks.History at 0x7f0836849128>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"model_three.fit(X, Y, batch_size=batch_size, epochs=epochs, validation_split=0.2)","execution_count":20,"outputs":[{"output_type":"stream","text":"Train on 20000 samples, validate on 5000 samples\nEpoch 1/20\n20000/20000 [==============================] - 6s 321us/step - loss: 0.6938 - acc: 0.5068 - val_loss: 0.6932 - val_acc: 0.5024\nEpoch 2/20\n20000/20000 [==============================] - 6s 275us/step - loss: 0.6915 - acc: 0.5192 - val_loss: 0.6855 - val_acc: 0.5338\nEpoch 3/20\n20000/20000 [==============================] - 5s 273us/step - loss: 0.6665 - acc: 0.5895 - val_loss: 0.6135 - val_acc: 0.6702\nEpoch 4/20\n20000/20000 [==============================] - 5s 273us/step - loss: 0.6118 - acc: 0.6744 - val_loss: 0.5650 - val_acc: 0.7074\nEpoch 5/20\n20000/20000 [==============================] - 5s 275us/step - loss: 0.5406 - acc: 0.7308 - val_loss: 0.4812 - val_acc: 0.7658\nEpoch 6/20\n20000/20000 [==============================] - 5s 272us/step - loss: 0.4881 - acc: 0.7661 - val_loss: 0.4278 - val_acc: 0.7968\nEpoch 7/20\n20000/20000 [==============================] - 5s 272us/step - loss: 0.4530 - acc: 0.7880 - val_loss: 0.4099 - val_acc: 0.8044\nEpoch 8/20\n20000/20000 [==============================] - 5s 271us/step - loss: 0.4262 - acc: 0.8026 - val_loss: 0.3856 - val_acc: 0.8262\nEpoch 9/20\n20000/20000 [==============================] - 6s 283us/step - loss: 0.4039 - acc: 0.8172 - val_loss: 0.3815 - val_acc: 0.8316\nEpoch 10/20\n20000/20000 [==============================] - 6s 294us/step - loss: 0.3850 - acc: 0.8284 - val_loss: 0.3491 - val_acc: 0.8462\nEpoch 11/20\n20000/20000 [==============================] - 6s 286us/step - loss: 0.3644 - acc: 0.8380 - val_loss: 0.3437 - val_acc: 0.8408\nEpoch 12/20\n20000/20000 [==============================] - 5s 273us/step - loss: 0.3479 - acc: 0.8424 - val_loss: 0.3381 - val_acc: 0.8522\nEpoch 13/20\n20000/20000 [==============================] - 5s 271us/step - loss: 0.3345 - acc: 0.8577 - val_loss: 0.3263 - val_acc: 0.8586\nEpoch 14/20\n20000/20000 [==============================] - 5s 273us/step - loss: 0.3244 - acc: 0.8564 - val_loss: 0.3211 - val_acc: 0.8568\nEpoch 15/20\n20000/20000 [==============================] - 5s 270us/step - loss: 0.3144 - acc: 0.8617 - val_loss: 0.3151 - val_acc: 0.8644\nEpoch 16/20\n20000/20000 [==============================] - 5s 272us/step - loss: 0.3035 - acc: 0.8695 - val_loss: 0.3074 - val_acc: 0.8628\nEpoch 17/20\n20000/20000 [==============================] - 5s 270us/step - loss: 0.2920 - acc: 0.8749 - val_loss: 0.2920 - val_acc: 0.8710\nEpoch 18/20\n20000/20000 [==============================] - 5s 272us/step - loss: 0.2855 - acc: 0.8776 - val_loss: 0.2923 - val_acc: 0.8750\nEpoch 19/20\n20000/20000 [==============================] - 5s 271us/step - loss: 0.2758 - acc: 0.8835 - val_loss: 0.3116 - val_acc: 0.8620\nEpoch 20/20\n20000/20000 [==============================] - 5s 271us/step - loss: 0.2693 - acc: 0.8860 - val_loss: 0.2872 - val_acc: 0.8788\n","name":"stdout"},{"output_type":"execute_result","execution_count":20,"data":{"text/plain":"<keras.callbacks.History at 0x7f080c213208>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_data = test_data_generate()","execution_count":21,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"test_img = np.array([i[0] for i in test_data])/255.0\ntest_id = np.array([i[1] for i in test_data])\ntest_img.shape","execution_count":22,"outputs":[{"output_type":"execute_result","execution_count":22,"data":{"text/plain":"(12500, 64, 64, 3)"},"metadata":{}}]},{"metadata":{},"cell_type":"markdown","source":"**Different models predictions and results**"},{"metadata":{"trusted":true,"_uuid":"73dd0521e2fa252bb5db4420af16ebd9e5d64ccb"},"cell_type":"code","source":"predictions_1 = model_one.predict(test_img, verbose=1)","execution_count":23,"outputs":[{"output_type":"stream","text":"12500/12500 [==============================] - 1s 101us/step\n","name":"stdout"}]},{"metadata":{"trusted":true,"scrolled":false,"_uuid":"182c187848e8faade75cfbb454d0b827e8329bc3"},"cell_type":"code","source":"for i in range(0, 10):\n    if predictions_1[i, 1] >= 0.5: \n        print('I am {:.2%} sure this is a Dog'.format(predictions_1[i][1]))\n    else: \n        print('I am {:.2%} sure this is a Cat'.format(1-predictions_1[i][1]))\n        \n    plt.imshow(test_img[i])\n    plt.show()","execution_count":24,"outputs":[{"output_type":"stream","text":"I am 100.00% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"stream","text":"I am 99.89% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 86.29% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 99.26% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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060In0TgYXf/ZTt7TJLXoOXtk+L9CgpwkWhphdUgAVaVkOM4fVpTMI+PXxaX54TX2sigFm0PnuXd6NnapKrbtoVpvqdm+FrOThlRXGgIVoRvCLKTukj3ZLPN5gRJx4AJzpLzUynxbno+0PdlcpZF4nxZ73YXQh5zJDL6tur6+ZDBMWFbi+Lbtu/m/gp6V1+OsSQJR8xzNTzCloEVz6bgLpyZZivN5NzLqt3YGJOK7NqtCU3OzyPRpSXieBDAZ7vlzwL49hvsx8PDYx2wFnPenwN4FMBVRDRBRHcD+CKAjxLRYQAf6X728PB4m2Atu/qfSaj68EUei4eHR4/QY8+9DEpdHvWfvqK9xfZuYq+kfN4QYDRYX2wJjn1rWkni3++ce/U0XFY/l7B9rJX0U8L2H7aTdXz5WZsftblNcvqPj2oT2wkR3dUU3PxzDcPv3+C01luHdSTZA1/+z3H5zCTrn8Wi1vFdm8fljPlqekqnzeaGej6cIDdJm49sIHIhkNZvJS/9wUM6vda7rmAv0GqN5ya/Iu8C90mR3msolpLJX+Rz0Kb6qt8DQCsjxl8wz9ySMFeL1FvX7NWee0s1niubJnu4m84swNr2jbyvvodHH8IvfA+PPkRPRf2mczhV74hbw7PHVN1ic39cHilqU1+9IfjQpWiV4jGXlklXiqVRpPuQwRpWXJNiXihSVVXbmvwgECQj9bbOAAsSU57R/bfFmIOQz5UNtGjrBJlHra1FvmyDxfEwxyEUNGOIGwLu47UlrQYcmWbzWFvyDJrHRXqgtetLqi7J7NqmtmnH6ojMaQCYYKqA+6uTmVNxq7/z3b9TVX8lAqiyAatFuQF9rn/zv/6zuCz5GQGARGCYIy1KBzL4KxQkLobLcaDM57bPVV0Ef40L1TCI9Ht5SJTHRjUDSxhku+Nbmwrq3/geHn0Iv/A9PPoQfuF7ePQheqrjFwol7N7X4Ud/bvIpVVcUamxjWUfnSZNYqyVNdsnnSkuTnWTas8fZOqnT5lXkmD5XWpSgJeaUkHsILsfnbhg3VxldeObMnKqbOM2c82dn2KQ2P6UJJIMrmZf95ce1Xjw7wfsBo4JA0uW12U/lI2xqU9/CArueyvkoVIZUu3yW+4xMvrkgkO7TwpSakh8un9GmuDnhzlso8N5Rpqnv2d//hJ/H99x2napr1tcWiQmZLt2kTpf8mmRcjstldiVOe/7kueomt/lAlxSV4HV8Dw+PBPiF7+HRh+htCq1MFoUur3qlqEWtuvCqGrDpqYVZQ5pCbASUFKvT0gVLESqNm88SJiSRdNhUWxLWdJOUI8COpQkxxqw251XrIvLNiKxPPvUsjyvD3HGFQN/q8jRz04WTOgosX2cxvbbEY8oOai9BmTOguqS5/9oiHZjywLMEGMJUC8M3n8+zqa9U4PtSr2tzm7yfOWMSzAmPP4TCVAs9p3//6JNx+YabrlV1gRh/3qg78hnJCFMtGXKTbDY5ci8S6cwyoi5jzLi1Jp9reUmbcUuFzhhTNFwF/8b38OhD+IXv4dGH6KmoDwqAbEdcHKroU2eF1Gu510KRYTafT+asS9vJV8MQIrYV56WonxYEJNulEWrYMUVubUEU6ifZ7AIXS7wLfPClV1TdzDzvYreIry2qaW+34Cyn5Spn9e//fMA746MFnu9SUYu58tpaDRNg0+YxF4vcX8GIylFbql1aPG7W+b6XxfNSW9bPh7yHgwN6V184xSEIhIdlqO/7fI3VmPu++qCq+/RdPxOXh4a0VUIF7YTJ71FF4hLqZyJUgTXJu/JtQemey2mVptENworWuAb8G9/Dow/hF76HRx/CL3wPjz5Eb3X8qA3UOrpleecOVUXE+pwlr2hWRXSeIDus1bSuJ4kb01JoZwVBhTPtpJNcmDGeU3k+t/SmI0POIPU0Z3R6Cli3tJ5ZiiCkybpwkNF621Mvc7qxhbY2+eTLQgcVpBdR1YzD8XwPbtWED/Mt3icoDwvyShtNWGMPy6yJUNy6bRvXiT2Jc8YrsywINpVpD4ATenhtns2Fy3Oabx4inXR+aEDVzFc5dViaKTiX4/mYbWtz4dAopwDLBHqMrZqIQkwhwZD7Ifbczon9opR3cVNEJQ6Mb1B1jaW2bZ4K/8b38OhD+IXv4dGH6K2oH2SB0ggAoFz9iaqan9/Dg8prsXFukcW1iFiULZW0WCcRGiKEQPCNN9ss1hkHK2WyczCkEcLzKxCecNPTs6qdVDkGjbebJLZYmUKLByMd0AJj4jn0IpvwXj2iefXzxZG4vLTAJrt2S4uv117+jrg8ceqYqtu5e1dczhRYLToz+ZpqVxfeetFGrbq1Sswj/65bOV3XU9//G9VueZbVtaZ5DWUFl/7MOWGmNCZYKepbEg1FFiICbCoVbfZbFiqIDDACgL/+64fj8j/+xEf0GLN8P6Uno1XjLgaywjMwazItB90suWkeq6r9xRuWh4fH2wV+4Xt49CH8wvfw6EP0VMd3ANqu81sjo7cA4NTEibhcGNT6udSTT77GUWWvHp1Q7QYGWOffsUPrnOUykxOWShwhtiJSSphkWg1DZJllfVceJvsGtO4+Pz+fOMZWS+8hyL2BhtijyOW1ye7lg4e4j7oh4hT7AUEoXJOtTijOtWHTdlWXFdGRcqtkbGxMtTt6jlMmFvJ6rkhwwD/+MLvAFkm7mm4W+eCOz+gUjG1BzJGmM6e5aidFbNq9AHkPrTn50Z9w5N5HPvR+VVfIrm5CTkuBbvcobMTfeazImSi6zER6/dS77rxrdQlfSwqty4joB0T0IhG9QES/3v1+jIgeJqLD3f+jF+rLw8PjrYG1iPptAL/pnLsGwG0Afo2IrgHweQCPOOf2AXik+9nDw+NtgLXkzjsN4HS3vEhEBwFsB3AXgDu6ze4D8EMAn7tAZ3BdHvv5wStV1Tv3cQqt6SUt8s3OsrksL1Id77l8r2onxcHJszqFkxSbRsfYJLh7927VLiPCBC1HeRQKry2RxsmmTpainK2rVQVxg03HJMghfuu3/2Ncbra0h+LsNF/bxg1aTK/PsSkqI+T0Uk6rIxs2sTfaaxOajy90bNqS3G6zM+dUOykSL0wcU3V7brwpLo9vZM/AJmmx9siRI3HZqkzLItW2EodbWpyV820jKqWI/UbSqAOAi/i4I4dfVXX7Lt8dl2VknBX108hfZJ2KeDQqgUwxPv3aMVWXGd+76nmT8Lo294hoN4D9AB4DsLn7owAAkwA2v56+PDw81g9rXvhENADgAQC/4ZxTHg6u8zOz6k8NEd1DRAeI6MC5c9OrNfHw8Ogx1rTwiSiHzqL/U+fcX3S/PkNEW7v1WwGcXe1Y59y9zrlbnHO3bNgwvloTDw+PHuOCOj51lJ8vAzjonPt9UfUggM8C+GL3/7cv1FcYRVhc6uht+eGdqm5ScMDXa5aBR/CJt1gXO3Va/9Y0GuyKK1NJA8D27ZwuOSci5GZmdKTXK6+wO+wVe/epunKZ9UwSUVrZlnb/dIJhxZpksiGb98JA66P/6t/9TlyuL/BxBWPOKxfZvDlzblLV5UTevobQEXdc/l7VbmZekGEaU18oCDwXJvm+NE1+PJLklWVt1Hn5OLv3Zia4D7vnIXXyWlVH7pWEyREZ1v8bc8Z0KPRzmz5ank+2szq9NMVZ3bpS5Dn97nf/StXd86uf5XOVxD6E2TKw+zkS0gKXRhhbFExMlSG9t0PdPRzpmp6Gtdjx3wvgVwA8R0TPdL/7N+gs+K8T0d0AjgP49JrO6OHhse5Yy67+j5BMBPbhizscDw+PXqC30XnOxaYLK5LJ6KhmQ3tVzcyziPnaJIv33//+36t2MqrKinLSK27rRt5r2LtXmwTHx7nu5Ve0Z+C+KzmC8OWjh+PydddcZcbLm5jW2y0XsQpSben90HKBefCpxHMQtrXomUYW2hJqRl30v2fnZard4YNM5lEsGN7+BTafStHTkpvISEbpDWnHKMVcK/IuLfG9lffI9iHfPbZdq8XPkjXTJZnw7HhlnX128nlBaGI85mSUXys06bsFpMq3giQGq6sB9t6W8zzm4TG9X3ZmobN+LprnnoeHxz88+IXv4dGH6K2oD4p3KtM48az3kRQPpUiWN95otSqL2NYLTKboOn6Md8JPTWhvNHncoiDsAIBcjsd44/7r4/KRI5qg4vRpJsc4duyYqts6ytYFqcIAwMAIqwXLC1y3IqOv+GxF55ZI5/Xhj30sLk+d0xaQrODPi6wqsbpLxgqk7ZLL3fS1klJYC4iETCeVJs7bZ0fez7k5ziyctqtvEQruv2uv1Zae+XlWi0oV/cwl9W+Dcuq11fM1rMjWLNWRQPfR6PIkXhLPPQ8Pj38Y8Avfw6MP4Re+h0cfosc6vot1HRtFJU0XlghBfpZmmExW6zP5Av+OtUNtdpE6VrvB7Vykdb3ZOnvWRYZHviE83H78wx9xhdP51KS5qd3WOvjh2eNx2V6n1Dulvmv10awk7NCXiUye9cxl4eU4dUZ7+GWEvtis6b2GQJiE0vR4vb+g62RbqdOm7e1YM51EmrlNmtTqdTMhAnK+rQehNCdbPbkhSGM+9jHtuuKECU8et2JfRtRJMyig5zFNRy8P8LNv06OfJ1pxa9yf8W98D48+hF/4Hh59iN5y7jkWgSyvuQywIWg1YG6RvdikJ1y5Yjy9AhaPV4haUgQS/OSw4qsg4mgZXrbISfFbeLQFmlev3eLfU+shFuSFdx5psWzqLHsKDo4xecXMtDY5DopgECsafuaXfzkuHz7FAUhFY0KqCTPUsklrlRPXBpcsfmszWjKRRVqASlIQjcVyLdk7rybMYZIXEdAqk7wX1itOXosVxdvtZI88pbpQskkwzXuxUV9dzbVqUbHM43fG26/R6qgjNmVbEvwb38OjD+EXvodHH8IvfA+PPkRPdfwgAIqFjm4SmrTKzQbrmdZ1MwPW6eam2D12ZGSTahcE7CprzXQyrxkKrC9GGa0TSXNQAK0XZ3LCXTjLew1tp117JTloJtC6WBDwvkExr01KTpBITguO+bwxc2VEYj1LthkFvIdQzrGLaq6g9xoWWtx/1NI6bFXotKUimyoLee2SKnXhyJkU10nmK2cIRsVtymSS30NBRhJU6Lp2m8+VManNZQ7Flth7qZRHVLtMhe/1fFvv2Xzg9lv43JFeMi2RuwBij8nuvZBI0ijzJwI6Dbq8Tgp0O/lsRmTMltVuH2tT8f0b38OjH+EXvodHH6Knon4URXHqImvmkp8tSYc0/W3axOJ9PdS/W68c4dRSM9M61XEkRL6M4CWL2lokK+TYHFQZ1Wm48wWeroC43aZtW1U7eS2Sww8AhFSHxpJJ6SxINFyLxc1FE9zWqDC/3T//1f9F1b105BiPUUjVy1XDqydMYiui4pzkDOTjcjnrachl64UoRV3lmWZE0UDwyEVRctRdWtSaHL8VsaU3oPb+g4FLrNu5k/khbeqtXF48S0IltXx5aemrk6IXV0YMch/W87DRJa9JizJcvScPD4++gV/4Hh59iB4H6SRDijsyoyygxZqREd6N3WJE7K2beKd94qQOSjl8mFM1bdnC6aOsaHTVVcyfd+j4EVX33Ye+v+qYloyn1/Aw76w37Q6uOF1gdvVJZF4tCqtBxhBl1ERkzpGXnlV1587xTn6txtaGmlErZODMnPFii8LV03w1DUegDqxaPeMroO9tq6UtIHIcVkxvihRa8j6lefhZtUVmWpaqQ72hA5PkjnnecBBKK81ll+kszNJTLhBWiTTR3j5zsm1acFYg0rZls7p/h1ZcWgv8G9/Dow/hF76HRx/CL3wPjz7EukXnWSKOxUVOm2XJCKWeKXWxgYru4/K9u+LyFXsvV3XvvpW9r4rlZFOW1Fu/+c3/ruoCQX7QaLC5MHR6GhvLPEYbhdgWJqus8eobGmEzXZsE4UhtTrXLhex1N3nseVWHgI9bPCPSgxmPuXmXTGyp7w3ro87p/YpymdtZi6CNfouHZ141kqxy+3bthTg5yfs0oTB1ppmsrG6tPDFFneTK7/Yal2zUpHz+Vpyb5HGJw9JnSiEjkXkGrIm0WGTPyWpVm7x5/BdJxyeiIhE9TkQ/JaIXiOjfd7/fQ0SPEdERIrqfiJJ3dzw8PN5SWIuo3wDwIefcDQB3lRxyAAAgAElEQVRuBHAnEd0G4HcB/IFz7goAswDuvnTD9PDwuJhYS+48B+C8/JHr/jkAHwLwi93v7wPwWwC+lNYXESHbzfxqeRsGhtjs0m4mp4ySakA7TG4HGC+wHItAy0ssJo2OadPh5GkWDefmdP95EeiysMhBRY1FnXG3UhHXktWmoVBkmM0b78WsyIqbabIq4aDNhQ2hWmy77EpV9+yzbN57bfJUXJYmRkBzzNs0X1oUlXxwlldPqA8rPOa4rtUWpsTAZKKt8LjyOX0vyhU2d9aqPG8rvOeEd54V9SXBi+b+049+JsN9SDMoAMwvCEKTkuGzF/1HYVqQTjJ3oQyKys1wOdylA4kagg8y39I8jy5W5damb6xpc4+IMt1MuWcBPAzgFQBzzsWK4gSA7UnHe3h4vLWwpoXvnAudczcC2AHgVgBXr/UERHQPER0gogPTJhe9h4fH+uB1mfOcc3MAfgDgPQBGiGLyuh0ATiUcc69z7hbn3C3jRqT08PBYH1xQxyeijQBazrk5IioB+Cg6G3s/APDzAL4G4LMAvn3BsxHrYJb/XEbkrSCoSOArX5E3LsGEZNtmcvx799BDj6h2D/7l38XlyJi8SkXWR3fv4bTTV12nTYfSdPaTHz+uq4TqZ4LdhJ4GOJkHICWn3EsvvaTHKPYNduxg91JrVkzjb5c6vtSZ7TFyn8CaYGW+uayY76nTuo9f+ZX/IS7f//WvqrrRcTYXyucjzZxn66RJLCll9mqfJQYGRK6C5UVVJ123ZXSl3WtIczkOxINw7ZUsTLfM/lNWzPFiTe/7nCeyWSvZ5lrs+FsB3EednZwAwNedc98hohcBfI2I/gOApwF8eU1n9PDwWHesZVf/WQD7V/n+KDr6voeHx9sM6xadZ0UrKYpbkV2KSapsRE8pbkpPQECLZPd+5U/i8oljmrM+V2KxrlnVfPPNJpuR/qdf+Exczha1KF6rshg2NqJF7BMnmDv/tVNTqm5uhsXZRp3PZUVDKfqfOHFC1X3mMzyu559nrz4rAg8NsTnI8uonRb+lpTZrtQ15ikj31GzweAcHNE/iT37CqchGDPFJTZjttmzhPAOWqGV6mtOjW4KKpLRZ8hjbzl7nNddyxGalok2wKvUWJKlIWtpt/eyTUIWeeemFuLzvphtVOycIZIaHN6q6fKYzx2tNce599T08+hB+4Xt49CF6HKTjYjHeBukoz6Yg2ftI7iy3UlIb2V3sp59+Oi4fF+K9JK4AgFJF7L6a4JtcntUREh5ogfn9lFaJ7du2qLrLL2drwNe/pg0hp1+bwGqwu+ly7qxl46GHHorLd911V1yeMT4UklzCIikoRXqpAXrnemR0UNXV61Jd43nctUebdF89/uKq/QHA8OC2uDw/z2qRFfWlCG/FdOvll3QuiZVZe3kOFhfnE9tGLtkCIp9ve25ZN7yXLTFzOa0uXF5h9azRNuOP6c29qO/h4ZEAv/A9PPoQfuF7ePQheqrjEyjWm7OBNruEgoSRTBqkQOhAzZZIhR1pXS+XZ913fl7rYrv3sL7oItY/K2VDoiEINgLjMPeB998Zl4cHN/CYatok2G6yV2LGmHWOH2c9/uTEcVUniS3qS2yODEpaj8+OsslxZEyTP549zDrzA9/4Zlyentc6/f/3f/5fcfmhv/pbVXfyNKciywpvwuuueLdqt2kP76N866/uV3Wh0HdvuoWPe+JJ7ckYtvneZgva+6/Z4jlI88qUsLq1/KzMlmb/Blm+2SOj2mRHoYieM/p5Rnh3BpHQ9w1BaiD2TVZw7gszXUOYjOcP6/2nXTfzM+da+tl3dH6PZW3vcv/G9/DoQ/iF7+HRh+i55955PjPLry55zqzZSJpopOhmPcxk0IgV+aSYt0Xw7x85dFq1K+SY/KDd1h5tO3exKS5yQpzPatNhvSEDkPRv6zXvYO/n3/kPt6s6DnYEasJs9MRPn1bt/kIEFv2Tf/zzqu6rf8IhE3kxxx+99lrVbtsQmxl/9v0fVXVDY+wV1q4KLsRAE0P8yXf/OC4Pjui6Wp3F48eeYPF+eFib/eR9sSZYGcgl66waJz02bfCXNEdKM2WQ0c+OfMYmJ8+quiiSZjp9XL3Oc1wsJpuknSCGcUhWR9LSkp05w+PauvmKVftfmzHPv/E9PPoSfuF7ePQh/ML38OhD9FzHP2/JiCJtK5MRSzZ6SZo/VB62drKJx5JXyP2ATRtZxz95TEdphSJt9s0336zqSiU2QU6eORmX9+y8Trcrs75r3T8jYR7LZE0uujZzqufLfM033/RO1a5Q5P6fefwxVfeu970vLj/6XXbf/Y1/9quq3eIx1t1LLRN1tyS4/8V8ZIraRfrkSZ4DDOo+ZhfZLHXXp/5pXK5VtX7+wAMPxGXrVix1XHn/bIp1uU9g9WL57Mg8eiD9fMgM3aWSJrJ89NFH47Ldf7r1Vo5Mt5F7qn9xgjQSlIbIw5jN6GdnZJjNedWqzv2Xy3XmZ63c/v6N7+HRh/AL38OjD9Hj6LwIrXbH3GKjyjJZ/twOtbwixSspwltvLllnRTJZ997bborL11+jxeiqMF/tvXK3Hn/E43rhBfbAu+02TYogTUo2kszJ8aeoKiRSaEkzEQC8Yx97IY4OaPHyj77KvHXbN26Oy7mm/o1vt1g8Hh4uqzoZ9UiCR25hWXsojl3G/c/XtOlz23bmJxzZwPPzxPd+rNpJVahc1uNIIgSxJCtpabOl6K9zMhgimECajPWzec21zKloo/0Wl3hO5udZbZSmZUA/7/Y6d12xNy5Ls7bNGyFTkYfGqzTrRX0PD48LwS98D48+RG+DdIhWiPjnIXdmg0APS3pfyR3RNHHeqgHSGiB3WMsVvXO6ZdtW7r+pd043b9wZlz/x8U/x2GsLqp2yUBiKbgf+LNNMdcYviD4ygrOuqdUFEtFD27bq1Fi//W9/My6/9ioH5pw7rfn9ckVBtgEdSNQWY1azY27d6Sn2JDs3o60jW7exl+P3vvc9MQ7tKSnTd+3cuVPVyXstM+dazz0Ja0VJTK8V6muuN1iELxb08+fAz9KQUYuaYheewFafXH6Daiez4L7wos5wfOjVIzxG4vHu2rVHtbv+2g/wmAyNNtOZeyIODw+PBPiF7+HRh/AL38OjD9F7Xv2uqSQ0nnvOsV7cDk1aaKHLS51K6uqATkGdzWqFdEroo/v2sXlm8rQmqBgaYj1zZEzrz/Lc1TrvSYSR3k+Qumlg0xYLb6w0QsZWa0F8r68lyLCeGZHW9RYFOcnQIJt/glmz55ER+yNFHTFXaPNxuQw/Ik9OHlXt5N5GoaB16+UlntfhjNijaenouYFNHCV42ZXaA3JM1J0+zvkDFh/5rmpHgtM/Z0xl0pwnn6NaTT87uRxfc8ZE7pFjvv/lmiZEzRLr8mHA97NQ0eOoDLM34MatmoBVPleS7//ctN4PQUGQfpjH6jwvxxozaK39jd9Nlf00EX2n+3kPET1GREeI6H4iyl+oDw8Pj7cGXo+o/+sADorPvwvgD5xzVwCYBXD3xRyYh4fHpcOaRH0i2gHgEwB+B8C/pI5M+iEAv9htch+A3wLwpbR+FK9+SXPuyfRUaem1pFhkSRfkZ2vW2bOHvaMOvfxqXL799g+odlJUqta1l5YUxa2aISFNidZ8qfICtJJVBED2r1WCIOBBNpt6DpqRCPRpCVG/YVQC4fCnhVIgK9SwasQqzYMi6AcAciXmCGzWk02r0lTbivS1TJxk3sGmMbFVReqtd1y1Ly6HhsewWOSLseqTfCbSsg7L+7SwoM2zjx9gHsPb3q9NbK0GLyGpIaQ9wza9lvQoHB8fj8vWw6+QZzKSqelJVff0MwcAJOcRsFjrG/8/AfjX4MwC4wDmnIsNvhMAtq+xLw8Pj3XGBRc+EX0SwFnn3JNv5AREdA8RHSCiAzMzydlbPDw8eoe1iPrvBfBzRPRxAEUAQwD+EMAIEWW7b/0dAE6tdrBz7l4A9wLA9ddfu1ZKMA8Pj0uICy5859wXAHwBAIjoDgD/yjn3S0T0DQA/D+BrAD4L4NuJncRgl900/TYt6k4iExj3TEFscdmOy1TdU089FZfvuOMjcTlsa31LmnwC46LaFtF0ggodUah/z1Q+tZR0yVb/l22bgihzBVe8cLHNZLXQlofIqydUxPq8MaMNjMblltGtCxXu44WJYzy+krYhhSmEElKvl/syLTPf0ox76oTOMyD3VJ6tC9JP41LbEvq08YJW+rMchyXskC61AwM6XfdTT7OOv//d2q14eUm48w7yhKfx+1siEfm8y2u25KNSQJfzBgBXXtXZwyoU9d5ZEt6MA8/n0NnoO4KOzv/lC7T38PB4i+B1OfA4534I4Ifd8lEAt6a19/DweGui59F558XgmjGVSfOHFe2lSUYSHJQNN9r4OBM+HDt2QtXdeuttcXlhnsVQGyEnRXgHK6avLrbblEhpaosU79M89yQhg43EknU227NrsprRKPK8NTfocdACqxIj2zSRyKlTzKX35z9hL7m6kSKzgtwjMgwQck6k+pQvaDF3cIDF42ZDRyFGLRbNAxHV6EireCUhEjerug8VPSfGaAlS5HgtsYfk4CPS6d1LghtR5oqwapx8pm1dUgpt+1wtL/OYz53TpCjnvQ09EYeHh0ci/ML38OhD9FTUj1yEhVZHxM+bIBqq8efQEIpJ0Wj3Lk4d9PzzL6p21113Q1zesGGTqlOBM0Gy110odrgdJe/Iay8+3U6K99aDUHra2Tp9HMvV1kOx1UoWG/NCHWlHfHvPlbSon1tm6+ucjjvB//FHnEm3JHb/rQqmRFHSnnvFEp+7Kuj4IsMjJ3fTrbdbocBzUMixSlCtaT67pvjcbun50AQsPDdWnB8eHk6sa4l7NruCApznICvUgEJRv1OletZqazVjIM906cWKoDav7FPt5DNseQfrXdUlzYok4d/4Hh59CL/wPTz6EH7he3j0IXprzgOh0D1lYNINN9uhaqmP49+nuTmOnLr9dp1mWpqNrK6TRNhp9Up1jDGjJZnirE6YlrY5K8yHdWu+EmOU47L9y70BO37ZtCi8uCwxaWMb68x//KX/quoyFfZck+bTtKiyykCyx1ixKNJ/m9RPpSKfi/KWKJPnanZGEGySjVaUnPjJ90zOm90bkem77HxXKkxU0m7pc2cy/Dmb43FYz0B5n7LGTKdIYgXp5/iIng85Zns/z9+btPRcEv6N7+HRh/AL38OjD9HzFFrtbqqloglUyOX5N2h2TovH09McznvtNdfHZSuSSZEpzawhxS4rGkkTVSZINg3JdvZc0lvMmuxqdVZVrFiqM6quPiZAX6c8FwAUhLhZKLAoXjMprsrCXFjSQ8RQRrJ0JJuQlFfcslV3xKMlzKK5DZq24ZP/lDPp/uhHP1J10ruuEjJnor21mvhE309pEpTtrKhs51FCTr+L9DMhTauBSw7wyuWS37FJz6rK7mvGaE2rme4g09KJSfg3vodHH8IvfA+PPoRf+B4efYie6viNehVHDz0NACgOabKDptBvz5zWJp+PfuRObtdk3SY07p9Sv0kjuUgzxcnP1jAi9fU0fUsSLUhCCkDri9YUJ81X1Sr3n2aisaQRtSrvIVTneB5LZb2nQmK+sxtNnSgPLiVHE8prc8Y8mxH5A4ZH2HR45T5NVrl46qW4/K6rtqk6ec8mz7I77KmJM6rd3JzYU8nqa5FjlESUK82gq0fIAUC+wHPw4osvq7r9N18Vl+UeQtFptnl5vlzeELBG0p2cz10s6khASb5pn7l86XyfXsf38PBIgF/4Hh59iJ6K+sViBVdc1SHtabZ1lFN1mcWky99/o6p77SxziA9UOK1yIavFqUik3gojE9HW5s/ZDBM3pInRxkFMccdLUSuXNV6IwvsqE+hOGkI7yWa1KCdNTMUiX1ta9F/dEJrA8W/58BBH1llTXFF43f2PH/+QqvvKnzF//qKYH8sBJ8XXekOnrqYaz8lVV++OyzZqzUHy8WnxVV734ACL8Puu2K3aLS3xHDz73EFVt7ws1cFkb0jpabfSJMaf80ZMbzf5c2WQ+2gZNTTIslkxjPQcBII7siHMg7lQt5MmWGsmRq6r0tiHNgH+je/h0YfwC9/Dow/RY889TqEVBDqooy3ICeo1LZYODbKYt7TEXGOB4dyTHHmRSdWUz5VEHX9vd3ClGB1F2psrKchjuapTLqV5T0lPMhvAI4NeZMZWK6ankYDkhMg6P8/it/UCCwU/nM1cLD0IpUqTphbl8yXzDR83OsbnlioMkB44I++N9rrTO/JpBBUErU7F36dYc6wYncnwOLbv2KrqhoaFVYV4jDZIR8Les3a0+hzb+Z6amuI+nFYl1si/EcO/8T08+hB+4Xt49CH8wvfw6EP0VMcHWI9zzur4rKS8evSoqtu/f39cHqiwLnlmclq1GxpinT8IdIph7ekUiXb6t0+nv9I6luxD6uflij6XNMvZKDAS+qLU6QGt083PMwGGJIIEgNlZjlaU1wwAi/O83zAywiSO1tNLkkRavTsjzJPSZGfHq/Ya2vpRGhhkfX10jPXgQj75kbP3QurC5bzU1fXey9Aw7yFYT8blpdUjNu212P0FCcmXPzw8mFhXKss9muTIzpX9C31dmH9tmuylZZFWDVrHz2Y664nW6Lm3poVPRMcALKJjCG07524hojEA9wPYDeAYgE8753w6XA+PtwFej6j/Qefcjc65W7qfPw/gEefcPgCPdD97eHi8DfBmRP27ANzRLd+HTk69z6UdQMTZcpsNLQrJoI6r916v6uanONCiXOF2pbI2u1QFn1shb4KARHBPNkfiey02SjNMWoorKYa1Wtosp0RUI661RM4Aa1KSvG+jo+x1J7nnbZ0V4ZMCOey1zM6zWfSybTpwRqpCMlDEmsqkmvHaKa127bl8PC6PjbN4HLVTPCXNfMgxyzkdGNQmOnnc5s2bVd0ri5w0IC09lc67oOuKpdXNrIB+luQYrUlQPlcrAmyE2hG6ZF69bJb7zGlNBWE3Y/Na89Cv9Y3vAPwtET1JRPd0v9vsnDvdLU8C2Lz6oR4eHm81rPWN/z7n3Cki2gTgYSJ6SVY65xzR6k7C3R+KewBg+7atqzXx8PDoMdb0xnfOner+PwvgW+ikxz5DRFsBoPv/bMKx9zrnbnHO3TI2NrpaEw8Pjx7jgm98IqoACJxzi93yPwLw2wAeBPBZAF/s/v/2BfuCQy7omCEWm1ovLhTYZJVrGc7wIv9gUIFdexvTOsKvWGT91rU1AUYkTCZUYjNXFtqsGDrWYzMZPT0q3bPQy9LMXNYtV5Jt1E2q5kFhFlxeZL1+yLjbShJKm4Zb6qdSz7SEIDu274rLx45p82kmYB26WORrmTF546RePL5xTNV98Gc+HJfLQiFtkI4mlGYvey0qKk7oyPWm1pFrLUHKOWB1a/luW31uAH0ttu6md1/L7ci8K4XJl4QZ1O6pyM/2eWlUBUlnju+1y+s+wkZynsGAzj/HF8+ctxnAt7oPcxbAnznn/pqIngDwdSK6G8BxAJ9e0xk9PDzWHRdc+M65owBuWOX7aQAfXnmEh4fHWx295dxrNnC0K1Y2mlpkuuLqa+Lywef+u6q76ob3xWWKWDQnM/xalcVqaxqSPHizs2x6kmQVABAIc03Y1uKUNJVJUcua26QJTEbjAUAUJXP/J5kLZZQdkB75Ja9Tmo2sWVGa5iy3mxyHvE7bh+SwKxnvxXxBcNhlBN8cJaeFSks7FQo1wJrbJCxZiFQfZJ2de9mnfXZ27NiReD7ZNo23Ly2iUqojTeHB2mho1SeTYnKMVYk12vO8r76HRx/CL3wPjz6EX/geHn2Inur4UeRQrXf0lhtufJeqOz7BbgAbt4youtoix/5kC+wm2qgbc4diMtH6UanMeuzoCLvzLi1q/XlwiPVAS5gozTBSTyuZPIBSt7b6onQRtvqoNCPJCDzbTprmrGlI9i/Nj9ZEJcdvdWvJ1jM9ySY8G3Em+z9z5pSqk+7UQSD0c/OukX1avVWlPU9hNZJ7AePj46pO3pu0fIpp0XnyfmZyul06SSdWrVuxvyD2ldoNPlc+Z9y9Rd7FFTp+bFb0ZJseHh4J8Avfw6MP0VNRf3BwGHfc8UkAwHJdm8q2bWPPvaOvaLExn2WzUZARpjITgZfJsphTLBkiBMGz7wT/fj6nx9Gqs1i6sKBJNK1YfR5pxI3Ww0qKr1ZFkCY2Kd5brztrIpRQBCHC/CZNb4D2hIPxMrNReOdRM56GUswtlzUhSCQ44QOR/yBrXjUqZVmKt5u8lsB47knyjRNTr6k6KRKnpU6T7ex9kcdZ06ecgwirRxNeGKunR19e0l6fpUKyOnJ+HD5NtoeHRyL8wvfw6EP0llcfAdphR0x94bnnVV15SAR5kN7FnjnHnnbb9vCOfy6jRf12W3DFh5pgo9GUIjaLyjLAAwBKBT63JLwAtOgvSSgaRvTUKa60uDY2NpZYJ3eW03bd08RIKaZKtcKKgKEgBLFqQBJ/vh2H2pHPaBH4q/f9eVz+pV/8J3G5PKjVFClip2UdbgtrRZpXnOUgTCLYsNcorSHWApKmjqgszGKK09qlkYBIlUYGnQHAqQmOhl9hGaBLQ8Th4eHxDwh+4Xt49CH8wvfw6EP0VMdvt1o4283/NbJZEzecm2MTEmW0jk8Z1r+eferJuHzVDTepdoOC87xWM6YhsR9QnWcdPJfT55qfY3PQ6IimESxnWafNOdax5lta38pErO8OWHNhS55b65JS95MRf1Y/l7qw1fVsBN1qfQM6yjGX08QnjSafW5mrTI49CvizzR9YynP/pSLPcTvUkYyBSOudy+v5kCSmGZEiGsZEGjb4Xh97dULVyeuOHD9HhOQoQUk2CgCVAs9B2NJ7R1GO6zTlhzEXCgKPXFafOxRkHtKcXMrb+y48GUOzZ3M+b19KfkM1njW18vDw+AcFv/A9PPoQvRX1wxAzc53gk3qzZSvjYm1Bi5QQIqDkaJ84qbnitmzZJg7RZiMStpZskeuaLX2uIMui8sKiFvkGBkV6rYDFrqGcNoedmWJxtjKqVRopRVrxW3L/JxE8ADbNlx6jNM1JT0NrKms0a6KdfgxGx9gkdmYpOTAkFEFMVsXICtFWeh4Ob9D3JS0ttBS/ifj5yJj5kFz3ExNa1H8j7zY7V2nmPNm2WMivesyF+g8Et6NMyW3vrby2oWE932E3pbs353l4eCTCL3wPjz6EX/geHn2I3hJxOIdqvaMbt0ykV73G5ry6MQ2dWuSU0e+8ejtXhNrlderMybi8Z/dVqq7VFK6VIhVxyUSVFR3vIWQCHY0n85VNTbO+VTZJhIpSjW3rvYxCmd2AV+Tmk2VKdlGVrr6DhnNfRgOm5c6r13kfolTSJs2xMXaLPn2M597qnNL8Vq2ZPG/F1Uk/nUvOKWch6xoN+bwkk1Xa65T7IaEYv3weAB3xaPVzuX9hIzblfKftBSSNCVDU/Cr679y5c0hCciSjN+d5eHgkwC98D48+RG/Nee02pqc7kXaRSS3dqjL3XbOhRZxMjsXxF54/Epf333K5atcQ5B7nzk6puuGhDXE5EqJ+vWlSEUlPL9JjJMdiWKm0kduZ1E+bNgl1oa1/W185yxx2w8PD0Fg9jbPlg5OiouX0l+KmFF/Pz/t5bNzE3HSTp0+ouq3b2GPx4DNcl8YfmFYnRXZLTCKxMgeBEMdJkmjo47K5ZBKN5SVhIg0k732yuc2qVnK+rWqSxqWf1M7OQUZ48klR35pI5fxITkYAqAx0j7uYvPpENEJE3ySil4joIBG9h4jGiOhhIjrc/e8zYnp4vE2wVlH/DwH8tXPuanTSaR0E8HkAjzjn9gF4pPvZw8PjbYC1ZMsdBvABAP8cAJxzTQBNIroLwB3dZvcB+CGAz6X1FbkQi63OrmghSiZCWLJECE3eWd69jUX2lhHT//KBH8blu//ne1TdS4c4LdfefbfG5YKhMI4g6LYjLTZCBJTkC2K32BDJLYhUXoWcVheGRTbXWl1z22VLrNI44nOHRi3KCSk1G5jdeiEdy910K0YH4rhcVl/ntLBYSLE0m9VWjlKJVZX5xUlV50JWd547+HJcvv32/XocaifceuQJtavKInCmpHfWVSBRaLPgshoWtYX3Zs7u/rM6Va1p9Smn5spQjIuUV7WILRvFnOFnDLldxmTcDcRaGBAmIQq1h58Tqk+V9LNf7FZdTM+9PQCmAPwxET1NRH/UTZe92Tl3uttmEp2suh4eHm8DrGXhZwHcBOBLzrn9AJZhxHrXMSKu+mNDRPcQ0QEiOmBtoB4eHuuDtSz8CQATzrnHup+/ic4PwRki2goA3f9nVzvYOXevc+4W59wtlg/Nw8NjfXBBHd85N0lEJ4noKufcywA+DODF7t9nAXyx+//bF+wrbKM93zErkeGorwlyzKwxX7UarLc9+xR75xUqZ1S7o0dOx+U/+a/3qbqP3sl6/fRp1jm37LxStZM0C0bDV5B6ZbNpzH5Cby0VNSHo3DQTfTTq2tutIvYNlkWkXqWsR9JqCC9E6/0nCEKkh5/lg5+e5rkbNRGES0sc4adSVRszlDIlOvMOIR7Hc8+9EJff+15NniJNYNYcJk1uxTLrvi6ryTAWRBo0STAKJJOWBoH23FP7IcWcqZNpz/S9aC7wHEiSlXJBz7e8soxNFSaOC8U8RiuWJ49xuKyfq1a7S7a5RiV/rXb8/x3AnxJRHsBRAP8CnWv5OhHdDeA4gE+vsS8PD491xpoWvnPuGQC3rFL14Ys7HA8Pj16gt7z6kUPU5bdfqmqRLFdgs9q5Cb1dcFB467VlhtyMHn42w2LYr/zyv1B1D37n/rh83TW74/LhQ8+odvuufCefyxAmyCiadsjjbxlufpmeavK09rDK5niMFTP+kvBAW1xmMb1RMzz6AR/XMrcwm11dDbAc/vmcDJ9du78AAAUbSURBVKLR/b92iuc/jfdeZ4q13P8svs7OsOrQMl6OBXHfndPjiISZKyPE/pZRK158kQlZ0sg8pKriTKBPIK7FpkqjIBTttBpaLIlApQbPsZ3vSoHn26o0bcfz2opEVl0Y0hIxjrzhDDx8uqPmNs38JsH76nt49CH8wvfw6EP4he/h0YfoqY4fOoeFekefyYVaj3rlWdbTag1NXpkRv09OcMCPjGpnQWmi+v3/+CVVNzPDbr8zC+wqe9fH3qfanXj2p3F5z423qbqqIAgplXn8GZM3LhI8+5WyjsBrFfk4V9fpr6dmeYxF4ZdbLGpd78hxTiM+OLpB1RUCmXI52baTz/OYm8asGIWrE2Da/qSu2moY3TrL488Lt+hXXnlFtbvhhutW7Q8wPP4iOq9a0+a8Q0eO87kyWvdtJuTccy45fXm+oZdFU+RdLBhTc0GaYOt6r0dCmhUjE14YiWvLixwEzZZN5S0+tPT457vPdBia/aAE+De+h0cfwi98D48+BKWJgxf9ZERT6Dj7bACQTCjWG7wVxgD4cVj4cWi83nHscs5tvFCjni78+KREB5xzqzkE9dUY/Dj8ONZrHF7U9/DoQ/iF7+HRh1ivhX/vOp1X4q0wBsCPw8KPQ+OSjGNddHwPD4/1hRf1PTz6ED1d+ER0JxG9TERHiKhnrLxE9BUiOktEz4vvek4PTkSXEdEPiOhFInqBiH59PcZCREUiepyIftodx7/vfr+HiB7r3p/7u/wLlxxElOnyOX5nvcZBRMeI6DkieoaIDnS/W49npCdU9j1b+ESUAfD/AvhZANcA+AwRXdOj0/8XAHea79aDHrwN4Dedc9cAuA3Ar3XnoNdjaQD4kHPuBgA3AriTiG4D8LsA/sA5dwWAWQB3X+JxnMevo0PZfh7rNY4POuduFOaz9XhGekNl75zryR+A9wD4G/H5CwC+0MPz7wbwvPj8MoCt3fJWAC/3aixiDN8G8NH1HAuAMoCnALwbHUeR7Gr36xKef0f3Yf4QgO+gw3qwHuM4BmCD+a6n9wXAMIBX0d17u5Tj6KWovx3ASfF5ovvdemFd6cGJaDeA/QAeW4+xdMXrZ9AhSX0YwCsA5pyLWSF6dX/+E4B/DU6BO75O43AA/paIniSi80kZen1fekZl7zf3kE4PfilARAMAHgDwG845xTneq7E450Ln3I3ovHFvBXD1pT6nBRF9EsBZ59yTvT73Knifc+4mdFTRXyOiD8jKHt2XN0Vl/3rQy4V/CsBl4vOO7nfrhTXRg19sEFEOnUX/p865v1jPsQCAc24OwA/QEalHiDm0enF/3gvg54joGICvoSPu/+E6jAPOuVPd/2cBfAudH8Ne35c3RWX/etDLhf8EgH3dHds8gF8A8GAPz2/xIDq04MAa6cHfLKjDu/1lAAedc7+/XmMhoo1ENNItl9DZZziIzg/Az/dqHM65LzjndjjndqPzPHzfOfdLvR4HEVWIaPB8GcA/AvA8enxfnHOTAE4S0VXdr85T2V/8cVzqTROzSfFxAIfQ0Sf/bQ/P++cATgNoofOrejc6uuQjAA4D+DsAYz0Yx/vQEdOeBfBM9+/jvR4LgOsBPN0dx/MA/l33+70AHgdwBMA3ABR6eI/uAPCd9RhH93w/7f69cP7ZXKdn5EYAB7r35i8BjF6KcXjPPQ+PPoTf3PPw6EP4he/h0YfwC9/Dow/hF76HRx/CL3wPjz6EX/geHn0Iv/A9PPoQfuF7ePQh/n+dbhN/6AM3bwAAAABJRU5ErkJggg==\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 98.42% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 91.43% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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kKbylq10bDt//rjoy7Py1BdfJs10LyTqc/QIuZdnd0q6sGsdCbAUR6U5Psy0Fwd6yXV4dpeke5/6NypT+f4bbxR9k2Gdd1Uwt0gJx++6uNenlDpOGB4DgL6TDTYwMHh14WWv6qt6AvScPzOIeCcibkLETXoOvoGBwZnB77qqP4qI/Uqpo4jYDwBjcw1USt0FAHcBAOSyuegHQk+m4JLRs5pc9Y1v/4Oo/cMf/jBqp1IyuSQ/QyYgL2cEAPCLRynBZusAmZuqrK2Ku7Qy+7V/+IboiwOZir0sYmv5uXKlurOP+r7wqc+LvjdeTW7GW//kPaJv8z//gPYVI1Pf15KAMnG6bLWMjFQLU+QGOGkyj0NNoptLdicsKRayZ9/uqN23mEx9ryQTQKpluobZhDT62vrIlF64jEz4ipI//m6RXCEXpQnvx5ib5JPZm9FeM4USuTFBIEUuqhU6dyHrClypZ5eME+vRs3SF6Duy8amofXC/NNN7fDqPC1bQOShm1ohxGcY2uG0y+SYxSexF1aF9xxZPiHFYI6bk2w/Lqr1rLqh/r6aJtsyF3/WN/xAA3N5o3w4AD55krIGBwasM86Hz/g0AfgUA5yLiMCLeAQBfAYAbEHEPALyp8dnAwOA1gvms6r9njq7r5/i7gYHBqxxNFtvESBhBX+jr7KcMroOzUojjuWfIt7EdctQ8LcNq+dLzonZB07rvUhT11KGIMnlm3yYxrp+tDZx/k6S5/FnyhR954NGofWCHLGeU6iD/sVPzn3NMEGRiUlsaqZKPm82RT5gCLeNslsbFNJculyP/MagRted5uu9H53GmJLefCsnnHGe68X5cbsOK0TYqZUkXdvURhaeYqMi0dsw1Vq7b0sRTk6xQgsfEKifLmtgEF9EsaNmKrMRYggm6ptLSx18yQD65W5BZn+cU6diqgYwM7F1AkZkVJjDavkgKsG77NZVOG1gtS1yHFtGF/AzYaRn1eWSEIlX7OmWWIBxfE0IjtmlgYDAHzINvYNCCaKqp7zgOdC+oJ3okUZr6C/vJNDw3JqPutj9PCRU9K4nueGGnNNOvuoSimWxfJnxkWPmrmVmi5W47VwpxtMXJfN3z4n+Ivtv/7ANR+4o1FHH2+U/9dzGuUKBoOlsT4tixeUvUroKk6S6K07F5IZmloS9NzwCpr+JI+opbehWbzNxQ06LniKGmRR/QvHymiR+4mvDJZkruWbN2HUjQO6WUp4jKSkXuC5FV/rWk+c1dCaV4STGJrVvIjO7qGRB9qQxF1tU8rs0n5+EkiS4cXCa30dN+Q9SeGJECGGV2Hy+16L6aOCijHAusHJan6eKVS3Re+xgVbA3JyrzTs3QeF/Zodc+sxlk5yXUWw+c1ysDA4P8omAffwKAFYR58A4MWRFN9/EwmBZevXwsAL6Xzsl3ki33wnVLrftWqVVF7tkp+1OVX3CDGzZbI9y3NSNooYHGeMSCfanJGhkUemyaqzHUkXfjA3RQuPMQyrD73V38lxnV2kjxBb2+v6EOX/dZmpZ+54x7KCrMS5Mn6Wrgtsqy1gaQMOebnNcVEOjVpfrH2MOnKa5FkghLnLid/d2zjNjFu/aUkONq7dJnoGz5KYiSlaaJWXY1WTGTpXAVxSSu6jMYMXfKLy3mNEiyQ77vlgPTBwabMxuXLSLO+rVvWAbRcRgPWZMZjtp2uRduC80TfzBCtP4WMZly8+CwxbsOWZ6L2oiWSJh4fJ0VTHro+dmhIjEsxUZFYSgqrVL36BT5JBXEB88Y3MGhBmAffwKAF0VRTv6+/Hz72mc+8rG0EPpnmGErqojdDlMkeV5rALtP4O7KPxDDGD8tsK+5WbN4nzcarP0BRyu9Y836ax3ztKwAI04xSAmnC52fp2Bb1kr6dnZA0Fy8FHablJbSY5j7kyS3yKjLzDRk9lozJ85hg9c1ynWRuX3j1JWLcqiWvi9qTgYyU/MaXyf15520kQoHt0tQPkB1nKN9DFVZ+rJqnaMJdO4bEuAfuI4GKo6P7RB93abw8ReD91y/8TzEu4ZCZXgvlOfVcpok/JefoTtL+ghyZ97OupGoXD1AkX02jEotlci06umTmHoeK0X2QjMvM1FojezFUpzc7z8DA4DUM8+AbGLQgmlxC6+Wjq5MkrkFNir7nnn82amfj0tTPs8SWwCJTNt4jV3efe47Ka63ok4kWq5js9PyNewluVOvbyHbTCneVmd+IerQb9YUFuQIdq9EKdIUl2IBmztvMbFRaLJxVos/DO8kVWnTehWKc20Fm9N2f/UfRl0xQ37fv/ueofdO7fl+MWzVwQdSenpUlozwmI54fJ7dl+wtDYlwHi3aLZySLkk7TfbDuSoou9JU0xdGjc+xoZbg4K1E8JhmFDjY2YOfbnZ0S49Jpuuf27JHuSFdXDxtHEae5DileXSiS6+PEZURorZGQpVdWngvmjW9g0IIwD76BQQvCPPgGBi2I15yPzxmwrm7pA61eR5Fk216U+u3b9pH/v6iXRDmSlhQ0yCwlX6wSSnEJnp1mxaXW/XzB3XVf+9ktsmw9Ll1pa8KknKKKdcmyVlChOfqsNHMqIf147vFjVfqF1Qr5qjVWumrn5o1i3I1LKQLtA3/5CdG3/TmK8nMY9XTuuXLdZM8o0WgVKSMPQUjrF9Ua+fiXXSZpxfLa8+mDkv55LSCte69M50ahFOxIZ+me8DTBykkmHjI1IqMXOwYW03yZkOjM0SExrlCk67T3mPT/r11PWv0W0vzzpbIYN3AWHafS9DZUUL9H5rv2ZN74BgYtCPPgGxi0IF57pr5FtNzuA9JkqgFRIY8/9pjoW3seUTmPPPL9qL1sQOrBd/ezBIpJWXE3P0mRdZ39Uqzhd4Gllddy87R9e8HSqI2auILFPjta9J/VQS5Ie0CUXehJ+qpapvMY75J2o8NEI/xxmlOIchv5KaJTs20p0bd4JQlFpHNkRj/8U3ld9u+nkmU2ymi0lecQfZplen+BL03gdIrmW3blscQ8Mp2R0W1t7ZLGtW0ykqdnpcFsM2GS+Iw8B5OLKRlpERLV3J6XNGt3P7kn52nahZMzlGQ0MkL3XOhLt6VvkNyKqjct+uyG7qBJ0jEwMJgT5sE3MGhBmAffwKAF8Zrw8Xk22uHDTNBwWvI/O3aQ+OZbb5FlhDf8hEQurr6carkdGdolxrXFyWc+EsjTs2srUTnrF5KPGNe0zGtVmpcuOOKxoZ1a7b9yjWXuMcGKWEpm52GSqLmZmPTx42nyC7MLKNMrmZUhzGlWf09pjqH3EIUtK4uFDiu51pDJ0Px9W/Z1xqhOwrf+5l+j9tSk9H0np6iGwui4zIb8xY/uj9p3fuzTNHftdRV6LmtL/98KaHAXo3EDzRcOXAoXtn0phhnPkehFeaHogjU/vzpqb19CJdeffVqGk19539uj9o5HpBDn9DjdV2vXUlj0b0Y3i3E2o0V9JX380K3fL69YyC4iLkbExxFxByJuR8QPN/7ehYiPIuKexv+dp9qWgYHBqwPzMfV9APiYUmo1AFwOAB9CxNUA8CkA2KCUWgkAGxqfDQwMXgOYT+28owBwtNEuIOJOABgAgLcBwDWNYd8BgCcA4JOnY5JhSGbvrEsmjl5y6ZylFNl03z3/JvqeeZoi9958yxujdn5CluvqbicTNdclM70qSPP4wb1khurmPDedA00vb9UKKql90bky2+2WP7uTfSLaqIaS/gljdNkWaLFaHhNi8Fyi7PxAauKnqjSu4sm+6gyZ43zfoXacmzeTKbriivWi79v//NdRe+wQuVN2TkYa/vLXVBZqxYpzRJ8qknjKs5uojNrrzl8sxnlMsAO1OgNtGTLTkzmiHEdG5XVP8FoFWmYd2ORqrSjeKro+3/6lqP1u5+ao/V6U0YVPH6VI0lqfpJDPYuW8eDahFZfHEgCNm57Oi77ORJ3GPS2Re4i4FADWAcBGAOhr/CgAABwDGWVqYGDwKsa8H3xEzALA9wDgI0opEcSu6q+4E/7YIOKdiLgJETdxNVEDA4Mzh3k9+IgYg/pD/12l1PGwt1FE7G/09wPA2Im+q5S6Sym1Xim1fsGCBScaYmBg0GSc0sfHerzoNwFgp1Lqa6zrIQC4HQC+0vj/wdMyQwCwHZrmirPJv3v++RfEuEOHKXzyHb9/i+hLANE1Rw6RvzWwROqfewkK+8WSpHWuv4F0/Asu0UaWpm+YYLX/bF3NhSnmzFZk9l+SUWxsWQMSltyGYqGnCqTfzUsSphPse740yB5/7BdRe+9BSaP1sP0FPvGPoSZCuXs3acpfcMXVou+888jHvf8B8uPbbFkPrhanMuI7h+W7I83WK/p6KIvSlcsmAKyctgPSL644dNxjB0lNiIfhAgBU2XlEbT2knak05a6Qockrvndd1E7tJv/8c0t+Jsa9OXFT1D63XdKz0wcpbNlZRmG//R1arYLJ3VF7314ZTn7Zpavrc7fmVztvPjz+6wHg/QDwAiIer/j4Gag/8Pch4h0AcBAA3jWvPRoYGJxxzGdV/ykAmOtn5Po5/m5gYPAqxmsjco/ZvTGbTK3JcRm5t2Tx0qi96TcyC6y3j2id81YSbWQlZPScy4Qnnbg0yX7ys19G7XKRFiqve+PlYtyXP0cUzxe+9lXRl82xyLqczBCDkPp+9csno/aRYRkF5rEyXOWKpHUqZWay+pxWlL/dnstoP1uKXCaE9j+Nq1a1UlsWuQGliSOir+d8oirPH6SMx+FZSaMtydCxjOelO3LOatpGJsay5yYl3ZbkFJ60xGFmgtwYu0bmvQo1sc0kHVsQyBoEtRr15bVMRj8k9+TnNtVruCJxvhjXW2RuXCBdGnuMIveOPEnzLTgrxLgdu0mkM1+W974KG/NS8zP1Tay+gUELwjz4BgYtiOab+njqEj81JZdtR0YpWm9mmky0c1bLqqO7tm2P2rdcL5N0JsZpBf3IMG3P1fTmwzLNb+UFa0TfRJF02oYP0qr+e3//fSc4ijr+8K3vFp9vvo3WQH1pbYJcaKbfZD2JplYj07xak2Z6kpUVK86QSRyztUvt0zn2S3Ibv5gg1uOSK6ikGDoaQ8FKdG3e+pzoa2NRlAkWMTczIVfMY+w4+9qkLmA/+97UNLEh3e0y4chnJ65clfdXMsZKUrEELEtLwArzZDrr0X/IaJu4dg7O71watX+wZUvUHnYkY/PhHRSxufewNPUvO4cq8I7uJ3N+cK2siJvaTukwuYTchu/V3RNlSmgZGBjMBfPgGxi0IMyDb2DQgmiyj69ANWqW6X7r1BT5o47TJvoqeaJT4lnyA/UMqyTLxJquSL38Yki+ZbafMsS+9IUvinF//sd/QbONSeqmM0vbf46JwLf1aVl8rCR1SStP/cN7SZRibFTSUtzHf+f7/yRqF7T6ePE4nQNfy/6rMU34F/dTpFqlKKMQFffxNY35MivxvP1BohK7svK6eB4d2xWePFdXL18dtWOsTl9XW1aMS/C1B08ey7FhimjrZMInSttXtUbzTyS1MtZFOpaOjo6oXZiVkW+85Ho22y36Yilaa0iXJX3qr6F5LTlGa043vOk2Me5Xe+lePTc2I/qe3U5ZjlPHjkbtdFk+IwN9tK9MhzwHY+N1OtXXF47mgHnjGxi0IMyDb2DQgmg6nYeNnxrUooB5ieGtm54QfWevpBJD37qbyjHfeMN1YtzPf0Tfu+kdN4m+DT+lpImbbyT9Mz3Q6SArYVxOSbMpEdAcd/6KNPyuulZGLn//+6Tb36mVuCoWiQK79tY3ij5kl4NTdrxkFoA052qupMdclrCyYDElfCjNjEbmEpQ089Bm5rLHsn7ioaT98j65KuOlg6IvkaRjSbLoSFujm0aPUsTfQJ8UtHNY1ODUBEVKZhPynNpsnFeVc4wz0ZLJiSG2DRmxGe8gmi6VkqZ+Kk1jq1qJrrULiPI9sor27VgTYtxVgzTHnzylRR5mQ9amcxC3pUvQ3knuU/mw1NzbdqBOJVZd6VrOBfPGNzBoQZgH38CgBWEefAODFgTqtNrpxFnLVqjPfqEuwljWwkRzWQpHHOyU4Y7xFNFXVaBwzUJe+jk+K6W85sK1os/z6Hv5MtE/k7OSylIl+i3cuvM3om9kmLKoBrsuoI6YJobpc513mUWFFtW202viZbNEda01ablVAAAgAElEQVR9Hc2f69cDSJ/frWp0Hl8bYOso5Zqcx9AwCWLsGZLHuXUrhZ56THDkH/76bjHOLbFy2hV5Pbu6aN8f/zMKaf7AB/5QjPMCui7HxqXvu3Ah+buVMvm7XlVSaiP7hqL25m2yjPW2HXScX/wiCUFbMUlN1gK6LjGNxuV1B0cPbhJ9PjsHcUX+tZPU1hCQ7mFXK3teq9E13LuXxDYuWCPFR6dCmvPMmDxXBxsiI8/s2gyz5cIpU/TMG9/AoAVhHnwDgxZEU039wSVL1X/5+GfrO9aYRAvpczUv1Xivv4ZKXIdIJtmRo6Ni3I69JGLwnj/4A9HnJOg3bvde2n6+Jksu8ci3L37i/xZ9b7qctOMXLGCmviWj4vr6KZLv9de/QfRVZskc5KY9AECVld7yWRajTudxF8HVTGzexzPJlK1FtDHaLwxltluWmbrIy4EpeV3sOH2vrUtmktmKZRdWiLLzK/JcFcrkrqXTMgIyVDTHapncv0pRunj5mbkj9ybH6fr29dIcZ6Q3CWNjtI2Jo1KD0GZludstWTAqX6BjU4rOm6eka+VbrNS2pvfns3P1yy2kY3jFhdLUt5iLEPpSFCVobP/bP/s1HJ2aNaa+gYHBS2EefAODFkRTI/dUCOBV6lZIoEkYex6ZgMjMeQC58pth4gxtnXJllpvOTz35tOjbdYBWrm+5+f+K2n5Zmo2laTLrbEdq7rV30CrzxReRHtqSC1eKcb7L9Nuq0qxL55j2GshzkEzTcXMXTHfHuDlvJTS9vAQz21kyj1fTBDDYNkJbMgNJVnHWj5FrksjIiLmYw1bCLSl2ly8x8zukFe5Ym3zXWAGZxBMssg4AIOPQ/uwUXVu7Td62vEJseVae785FJFE9WSBXpa1NrrofeeiJqO2n5Bw7snScbklG08U8Ok5rYHnUDmbk+Q6YS1YGeb5ViViKBf20jdkJKbaRYslCOiOkjrNdodHcMzAwmAPmwTcwaEGYB9/AoAXRXB9fhVFkme6jxFipKdSop03PUTTWtddcFrV1OmxwkLLRnn5C+vj/+U9J2GJiivxK3TdNshJEn/vE50XfWUtp+4OLScSxWpN+ZQBE6+glnZD500pLDVQh8/1YVywuM8J4dp6dlOshDheD5MKmmsipw0RGQ9A05hV9dljZ5kRCrnmEeikrBq5bX2Ia/lltPcGyaB0iEZe0Ytkl8YrpQ+Qj9/YsFeNyiq31SP0VmKzRGsXsGK0j7du+UYzrXU7HFj8m11Qe3UgirmlNCPbSq66M2iVGVVY02rJSpc/lshRWqZYpk2/TARr3hhVyTcViJdH05wes+jpBCCe5KHz4qQYgYhIRn0HE5xFxOyJ+qfH3ZYi4ERH3IuK9iBg/1bYMDAxeHZiPqV8DgOuUUmsB4CIAuBkRLweArwLA3yqlVgDANADccfqmaWBg8EpiPrXzFAAc5yxijX8KAK4DgPc2/v4dAPgiAHz95FtDcBqVb11NQCLkZbIS0vwuVk5svsS0SrQDAwNR+53vea/o8xml5AFF/C0e6BDjMkvJVuxsk9sPfTI3A6bfjqGMohLVWzUddkA6liCQJqVtndhocqvSbHRY9WBHM78tVuk29MnMVSBNfYtRYGEok15sm7bp5MiMVp50Cfg107Xe+OfRaZr/8riMQqwxurOmJRyhQ65cN6swO354uxh3YC8l4nS48loc2E9JLyGLQuxvWyrGjW0lqu/bL/xS9K1fc2nUvuxSWWuhxAzd2Ym9tL1pKcThuvxayDmOHKHzk2pbErULFbmNZFZSkBxhI2ownGcg7rwW9xDRblTKHQOARwFgHwDMKBU5g8MAMDDX9w0MDF5dmNeDr5QKlFIXAcAgAFwKAKtO8ZUIiHgnIm5CxE3lUvHUXzAwMDjt+K3oPKXUDAA8DgBXAEAHYpRZMwgAI3N85y6l1Hql1Pp0JnuiIQYGBk3GKX18RFwAAJ5SagYRUwBwA9QX9h4HgNsA4B4AuB0AHpzHtgCP+6AaG5HNET02PXtU9LWxH4yRA5Q5tfJcWTvPZ1SGb8lDs5H882ULKMPKislxiOQkuVoWlcsEK5FljgW+zMSKxWmbgUaVBWwbetYdWNz/Z3XeNJ9QMd9XX0Pg30Ok33VHF+wMKCzXsSQHhqw8eJyF5fq+FHIMWMixbcnjTKXpHCgWlluuyiy+0iwJSkxOyvDpgcHFtH0Wipzqle+rpXG6d0b27BF9r7uC/PNamc7Nrp37xLj2deS7f+aqS0Wfx9ZHMtq1ACZUsnWY7tv2lFynmmV1DSZqci2jc/miqH35Wiq5/vX7nhTj+qbpuFNx6cy32fVzV3XnR+fNh8fvB4DvIKINdQvhPqXUw4i4AwDuQcT/DgDPAcA357VHAwODM475rOpvBYB1J/j7fqj7+wYGBq8xNDVyLwxDqFXrppGnmYajbOFveHKr6FsSI1PowY0UcfVHPX8sxnV1LojaNmpZYNw0D8hkRZSmcjxOZm+oVyNiWnq+W2TjJDXp+8zEdjSXg7VRK3/lu9xMJ1/IDiQVF2dlnJW2b8VoNJ/RbZpTIdwMW3OL4klu3s9dkokLQ1iajpxj03ntaaPtbdn0jBh3/sXkrlm2pDM95hZxNyCpRSv29FNEJbRJoYxKgSgxl5n3y3qkdv6R0otROz8rz2mWzctLSfp3kpXv7u0mN2ZsUmrijYd0fp4aOiz6OibJXViwmuaPjqTvUjly8SbGpUuzc6J+nJ4n5z4XTKy+gUELwjz4BgYtiKaa+n4YwHihbrI5WblCPDxOptbuHZtF3+ZNZPItHCCz/3s//lcx7r3vuD1qxxPS5At9rtlG5t90UWrurVtDZa2CQEbMVZkgRpVVm0UtKi5kpbZillwFDtkpD0L5PY4YMy8djQZFxl4EWtIIL1GlkFbT9V3x6DxlSXfHssgNUHOwBPWBTJtPixhLMNM/wSIxEx3SnLdtWpG3kjLOIyzTPdKWovkeObRfjKuddXbUnh5+UfQt6KBzN9NOUYiZrHQXeivkPs3OyuNUisxnBTLB5qwYuRllFkE4WZDn9NkZMs0/+8l/En3b9pHgxm+eo+i/2ZIUBjzGJNLzo1L/MJWr7y/wjRCHgYHBHDAPvoFBC8I8+AYGLYim6uqnO1Nq5XV1kUpvSvr4HTGKzIp1SxHNQoHGTlbIJ4+5cu7dQPRHf2+/6LvkdeS7HxqZjNpf+Mx/E+P8GvlVgSeFFV2P9ldkoovcp69vg3yxdEIuozhMADPUHG9OscWY323FpT+KzD/3NTUMi2X8hRYr5aX5+DGH/G4nJrf/kojCBgI195qETud5jJoslWitJF+SUY6Hhqi89tSY9FsvWEvCk7yUV60k/eypw5RtOX5EluvuaCN6dpYJjMS0qExVJPotpy19lWeJShwuSJpuRS9RyFueJz++8/W3iHGp3muj9oZHHxZ9+/fsiNoLFxAluPXATjEu7tI89HPgN+5Nz5+BMDy1o2/e+AYGLQjz4BsYtCCaS+fVAhg/UDdXEglJd5SrZEIt6pLRUbzEkDtMohF9q1eIcdN52ka+KMtrjT/1k6jdrsglKGi6+rZNZqkKNY25kMxNHlnnaS6HxzTmfE1Eo6ObTrluHnPTXzF+TNdX012EOftO8rPOXby5THt9jq62X9GnRSEqRvWFrJ3QaLTOheRyxO1Fom98hMzZDY/+lLbta7UEbKbp1y7vne/cf2/ULjD9Pd+Vx3Lr226O2pctlNp/wNjUBMj5f+PHP4vaf/Sxf4zav9ksKcetj/wLbSMtXdnJSUpsnThCdJ4Xl5R0ucg0/PXEqoamok43zgXzxjcwaEGYB9/AoAVhHnwDgxZEU318RIRUox5dLiv9l9kSlRsuTUu/u1Aif+zsdRdF7QmN/kk7OdaWflp6Efl+f/fJf4jaSitnbCmi23wtg7DGqDJepbjqy7DfkIXRBpr4Y5rRXJmM9BeBrWUEDvPBLU1/n81DDxcOWFgtz+qLoUYrsnGavL8Q84g7LCw30DIeWc5fqNHCfK3B5ll8GtPUkSG/PoPyWpQ8GvuWP3gndVSlH1tkGvaFguy7zqN53HPPPVFbrxGQYYIjz49KqpmrxhRrMnz6BUZLV2bpHB85LIU+rr72+qj9j1//B9HX3cWuTZqyBvV7eMKlZ8YO5bqMHauHPge+FOicC+aNb2DQgjAPvoFBC6K5kXvtKbXiino0ll/UzFefzDUvlFRfjZmNPYuoVDVq5g6TdoNCUZo85628OGp/7YtfjdphIKkhTp0FGkVVLtMOeORUpSZNfd8j8x59aYp39fRFbVtztGJMR80SpcLnjvDTNdotpvOumBago4lcxGJEo1kpaVJ6bP5xFmlYdaXrw+savFRXn+ZcLrOy21qJJ69G5z+syWPhdQcCpunv1qQpXqnQZ93Un5oiipeLokxMyPtj9ChRarrQB0fNk3PsGCRX5b67H43abb1LxbhDB4ZpTjNSlzaZogxFXuosUFppM6Bz5ZXlPaGOf88bAhVWTOSegYHBS2EefAODFkRTV/U9L4Cx0XrkXTYpo5cgJNNzoFcW5dl/hMykCZaQ4fuam8Ii7ZLdsm/0IIkkeEjJK5ZuRlu0DVd6AVBhemZVjzptzfxLMA07p0Mre5Riq+laCa0wIBO+xkptxS05LsZWmVWgVeNFMg8DFtEW2vI4faQ5J1CPyKNtWsgjDTXBEeaC6W6Ry05ewJKYUBMytFiSUbEihTg4EZGIMWESrT4rD4BUmjCJx66Tw2TDNbIFpiZIGjuTka6PCmkiB48dEn2P7WfMRoo0afcekyIaPlIyT65rgegr14jRcmxyi+xASnRz0RVly3si0WBfXH9+73LzxjcwaEGYB9/AoAVhHnwDgxZEcyP3bBviuXp0nadFcKXT5AtvHz4g+tqT1BdnPng+L6mbWo0+Y0n+pi0+h0QRvRr56jEt880NmB9flRrlnOYSJa50Xo75+HZMRohVffJPNZcZ0swHRcW0/7XfZz4PC05CxyKnOyX1qRgVqvvntn4884CnrXNweo+3LX1Zhu1ahfJaVEp0/sssOrI9I9dNOOWY0kpXcbo6X6A1hGJRridYTuKE7fpG6HxMTcg5jgyRWIaqEUXou9LHB5ZR6Gtl1RJJovPCGlGJemlzTslacU0Q1GvMUb3CPn6jVPZziPhw4/MyRNyIiHsR8V5EPHFxdwMDg1cdfhtT/8MAwLWAvgoAf6uUWgEA0wBwxys5MQMDg9OHedl0iDgIAG8GgC8DwEexHt52HQC8tzHkOwDwRQD4+km3EwJYjWCyiaNjoq8ap+SHkqZrFusie9BlHE86KSP8PJa8EbrSAFnaTxShxUozhY7228cyVmo1yedx7bi4zSL8tCwXm5WPGp+WJp/HdPyrmqZ/jEXkZXtIey2dkGZ6R5boJguliS1Kb1lJNk4zyBRtU4+6c9g54UlAepQndxF0U59H6/FIQwSNimPuiGNrlYXLNI8KqzZbnpVaiP0DS6I2jyYEkFF4RabTX61qyVlcd1CLciwVaWypokV6Vph7ySIDlUbFOUjug60VIQh8cjs8pvmoC7D4SOc0pdHhxdrx86PxlHNgvm/8vwOATwDFjnYDwIxSUUzhMAAMnOiLBgYGrz6c8sFHxLcAwJhSavOpxs7x/TsRcRMibgpOUoDRwMCgeZiPqf96APg9RLwVAJIA0AYAfw8AHYjoNN76gwAwcqIvK6XuAoC7AAASmVTzMoIMDAzmxCkffKXUpwHg0wAAiHgNAHxcKfU+RLwfAG4DgHsA4HYAePBU2wqDEMr5RplsT1JIFRZGyzXZAQDKeepbfiUJbI5s2y3GtaVIqCDd2S76AubTlrjuPUpqqMYyvyqa4AMyLXbF1hq43j4AwDir7fb85o2iL8XollpC+pLdbP52ko65u7tPjFvQQxmK7Z1SdLGrm9ZKAp+ESfVy4Lx6N8rTLVhA7mXqtB/363UB0CCk+SPzb0ELD/ZZGKqr1SdQwPxwFopcq8px07NUJ6GjXZa/BpbVx/19x5HrJgl2fk4mglpzZWagH9JcHLYvZUmRVWWRz1/Twqwtdn6sFM3fCuVx1io0D6+iiYVEPv7cQqxin/MadWJ8EuoLfXuh7vN/82Vsy8DAoIn4rSI1lFJPAMATjfZ+ALj0lZ+SgYHB6UZTI/cs24J0e920PmvlYtE3MXEsamcHpJkeVsk02r9lO21PXzFg5aQPHpSllC7788uiNqeXyhVpznPz1fMl5SNEKRgddHDqiBj3zW8Rq7li4ULRN1Ym6qYzLXUHf7ydSjzf8Z/eR/uqSJOvLUdUn48yunBskkzMZJIJWaQlBZZJ0zmuaRGKNivfpZhrotNLrsuyHDXzWIXsM4tkRE0/UHcf5gK/LnodAL5vnYLl4hvAREBCJY+ZQ6c3+RxrWkSexTfP3Ju4o+ves4xH7cZVLCqRU7olTeAlmWLCJ1XZl8rV76VqSepVzgUTq29g0IIwD76BQQuiqaY+IADE6r81MyVNBjhBq5SqJn+PuIbE8m4ynfNalJLHTLSBARlPdOWVV0btoUMkfVwpS1Ofyy6nUjJZIz9DZvrICLGX9333ATFudIRW0zVpNCgVKWJxaaxL9PXkyFX50UM/jtq33vJ7YtzwMLkWFVuuHsdjZGJmWcRf/4Cm0cYSYhKa5p5coefm8dxCHLobwAVNuLswrUmn823wyEgAGf3HtfN6OmTUWjpN8xcuBgD4Ps1/YpLOfT4v55HNkeujRyjyORZnpWsSs8ld81wWOWrLVXdkEZaVmnQXYj6rfiy+JPflBzzxSbqhftj4HM4vVsa88Q0MWhDmwTcwaEGYB9/AoAXRVB8/DAOoNDLv/JgmmMB8oHSn9FOyPeT7zpTJf3YrkpJJJSgKb3RU+lH5cYruqlaoz9d09XMxKrVVLMjtHxoaitpf/8Y3ovZkeVKMs1h229RRKfiwuIt02GMZ+bs7XWZUokPfe/7QFjGufTHN0dYETRTQnEcnicI7OnxYjFt38QW0DU2kI0yQz+wxbXeNsRN+fK0mzxVfKymX6Rxr1amF/n5Vq0HgM5UOZOs5dlbSvaUqK0sWk7d0YZrWkmaZln7oavONMbGXuIxyPHKY7peyL7/nOHSOXUYRxrWaD15AVHDCkWKbYLEISBYZaFsyslP5NK9YTK4hhI2IyCA4paR+fZfzGmVgYPB/FMyDb2DQgmhytVwAJ1XfZSIpzZiA6ZqVi7p4BStdVSXTs1KSlEaqg9yHhaw6LoDUWOMiBu0JaRpxyu7oMVmNd8OGDVG7K03uh67bJ0pQpeVxxhndFF8gK69WmCthMf39HYdfEOMOPEDJSR9+/ydF3/gY0VSJFDdf5aV+euOmqH35Ja8TfT5Lzcl1UtKITtlx2ktP0uHpPbzElR4VxyPtdB08myX0cMpOL3HFyh3A+Myo6Dt0cE/Unp6h65nNyW20se1P5POi77Ff/YbNV5r6MVbRNh6nbVY0YRLg5cw0nUQvpHNgMULPVZroBxMxUZr4S6jmFwFJ+zEwMGg5mAffwKAFYR58A4MWRFN9fAUheGE9LLNcktlFGUVURb4oqYp0nPweXlZZBZIymZiikMkBLTsqZP6ox4UmPEndlFl2055dvxJ9YyMU6ltloZucdgIASKfI12vvkvOYKFBYqlWV/m6VDfUrNG5mXGb/pZjue1zTgHdYeGzIxCV8TaAhXyYa6oOf/kvR90//839F7WyO1kqqnhb2ywNMddFPkeHH6uOVtFBWto1UXPqt40eIgsxk6OQUtBLXnkvHXJo9JvqqrGx2nNFjqZxcA6qUyXfPazRukdGRdlyGCxcYpczXOSyQ2whD8vG18gHgMxoQmRiJ0qhmy6Ft+Nr28Xg9CHX6hTgMDAxeozAPvoFBC6Kppn7gh1BomOO6qRUy3TrUIrgU08ur5KkvEZdmbjpHplzGkpGBNhPpUEwMY7ooo+5e3EV6eY/9XJr65QrTZWNlpjp6ZHZbV29P1B6vyBoBKkPmW6Eis9Fm9pJJP7BoWdSuaRGKwKLCJmZkfYIEO84ay9QqFOS+CrNkck9opvNHP/rRqH3vA9+L2l5N0qc8Ok/X1ec0naD6dPOViVLkZ+S10DXyj2NmRoqKlKv0vUpBUnHIsgvjcbondF39WUXn577vPy76/BrRopYjXRWvSt/jAiFhqNVYD7k+oXQNkWXhWYqVR9P0CSFg2ZChvCfI7Zqfnq154xsYtCDMg29g0IJoqqnvOA70dNUTFDytqmdlkqL1MlpUlaqyFWKPVaKNy6g4DMnMOXvJ2aKvyAQZjh0iEY2pvFwFvv8+Mm1jWpKEk2aVdIu0+h8ckWZ0kUV+he3SXK0FZB4fPDQk+noXkqjD6DRFoAWOXP23GEOxY88O0XfJhdfRfNlqelXTaJuZptXu3t5e0dfGIhu5ya4LVHChDD2qj+vU8XFBTZrKAZtjoOnlVdjYmRm6P0ItEWWWiZvEUXP/WOIWF9+IpyXbMsmqK3uBlFx3fXLXlC9dmphDc1GK6zXK41QeuRYxPY+Ga/Axl0CPzhMyHUqLDLSOn0dj6hsYGMwB8+AbGLQgzINvYNCCaLIQRwilRuSWV5WURiJBfn0pr/lHjGpJJXg5Y7mNUp78qLe/63bRV82TnzbOsrT+7m++Ksbl2sjP9rVyxglGoyUzRNlhu/QXWZVsmCpKuq2IRD1lUEYeqlm6HCnm+2a0MllcBPSqS68WfYHLdNmZXntBK8ldLBI1dOHy9aLPSZMIaGWGRZXJpRcI2LrJS0o6syy8kPmjmJD+c3GKzs+sJoCp2PZHmFBmX4cmUpqhbWJCUquKrdO0J6lvfFKej4fvp8xLz9MoR+RRmprgKBtri6g5Oc6y+Tbkmg0yX55H9eFLovDoPc1LoAPQ+kswzzLZ83rwEXEIAApQl1z1lVLrEbELAO4FgKUAMAQA71JKzU/N38DA4IzitzH1r1VKXaSUOv56+BQAbFBKrQSADY3PBgYGrwG8HFP/bQBwTaP9HajX1PvkXIMBoM40NCyRsCLN9EKN6CWdNuKlqyqsUqqjpKmcccjkS2uRgePjRI/t3ncgatc0AYPKMRo32LtI9GGc9hewxJD+fjmPMi99VNAivUaZ+WZLk3VBB9UC6Ozpj9pdnf1inAo5pSndgJrHSmgxWvTgiJbok6FtopJ0pM30537xFFX7vfo6TbCDm/OaCcxLV/GINnRl1F1hlj7nyzKa7sABcsm2bKXSaR//4DvkvkJG9TkyiebYBB2bz+pdlaq6Zj3t29aeilKZtqG00lsWcwctRqUp7d5UXIBEcyEtpPtbnEd77veyTtqFEX36ymruKQB4BBE3I+Kdjb/1KaWONtrHAKDvxF81MDB4tWG+b/yrlFIjiNgLAI8i4i7eqZRSiHjCyIHGD8WdAFJ91sDA4MxhXk+iUmqk8f8YAPwA6uWxRxGxHwCg8f/YHN+9Sym1Xim1Hu35mSEGBganF6d84yNiBgAspVSh0b4RAP4bADwEALcDwFca/z94qm2FKoBqWPfl7ZgMrVRVJpThaeKVFvk9cWSii2kZDpuwyN8dn5KZXsUK+d0/fuSHUXvx4KAcN8v029NS//zc9ZdGbU5f+VVJ/3DPvXehllnHREX1tYy2NhYqy7KvbI3VsZkfd+yoJFJS7cy3rNC4WlXPrCP/HwN5G3hAY1devIL262hZkzXykytaBqEb0Pnm5bRrWm278YnhqF2sdou+zXtJVNT36H5J5nrEuCCgYynnJVWWYOs+gaI5lcpS0DUIKMy6VpPHaTNBE7DlNePrHD4rPBAHeX+H8blFS3hmKqfp/EAzopFtQyu1fXxJxZ8fmzcvU78PAH7QuNEdAPjfSqmfIuKzAHAfIt4BAAcB4F3z26WBgcGZxikffKXUfgBYe4K/TwLA9adjUgYGBqcXzS2THVjgT9VNmY4eSbcFVTJZ23JSRCNgSxG5NjK/R2ek7v0tb3lD1O7qltvYtPnpqP2GK26L2pam78/LLKfTkhpyWXljLhIRVOemsrIZeZwWMwcnJ6U7wsUsrBiNU4Gknrh+4GxR6sjbSaIgC7O0fV3UIpWk8+M50sTOMA3+yf1EfZ49cJkY5zMTVS/dFLJaWTGH01wyYq6vd0nUnthzVPSlmbVcZSW/LS0rc/wYuVqlonRpOjvofuGVpbdu3SbG8WxCy5JUnO9Rnw3yvoqzBWvu0oQJrYy1Sy6qbcnoQhZQKNwRB+Q1izlMt7+iuQt+41rPLznPxOobGLQizINvYNCCMA++gUELoqk+vmU7kOuqq714mu59x8DyqH3+ynNEn5MkgmxBB4lJeiB9vStZ6efJcekDFUsUGmohZeC1paQfzzOzvKoUbrSZhr3rErWS0dYCxNy1+E/XoxBeTt8ByLWBkku+Xiol/cpKkUJIe7oGRB8X34yxfedy8nyXS3ScaUuuIQQ+rUtsfIHottXr1ohxiTg5p5amVlTzGM3FjrmmKfCUi8y31rItV69cHLW7Oi+M2p6WCeiy8GmdAqsx5ZvZPJ234cNyPYFTq76nheVanJrTSnkzOs9h/n4AMgsR2RpLqKlPceoTFO3LUtLHrwYs/FhJEddE43lyw/m9y80b38CgBWEefAODFkRTTf1srguuuroe59PTLaPiPI9H7s0dfuQmydTqQGkCL+yiiK4ZryD6sjFyFwrs987XRAsrLpmGcV3MU+ick1l6eHhEjON68319Mnepwsslo/zdjTEVhiRT89Az35IZMrH/41e/Fn2XXXI+fXDao+bSZZKi2sqy3dxAnkflszJfjH6MxdvFOD+gvnJNRhB6XD9SkTl87Kg0scfHycytahFz7T10zUosy9FC7ba16Lw5Wq2FOKMtJyeHovYNt9wqxm3c+GzUHhuT0ee8LLfrSXckxqg/nmVna5r4yL+nCXGE3JVgXkwAsmy45dG5smOyxPqq1XVXaPd2mf04F8wb38CgBWEefMfJeYAAAA2ESURBVAODFkRzV/URI/NZN18DVh5IjzLjUVXgslJEljSZbKZFV87LiDa+jYCt/ObzcuU+m2WswUlcDj7/nh6ZNJJhGnCBFnXHzcZyQZpyDtNeq7hz69nz7Vsao7B5O0XanX/eUupQ0gRefR65BLt27RZ96TS5EnzfTz/9tBh38TpKWqppmvhFpvFXqZCZ7oXS5bATdL47spJ5qFRO7HLo++LXQr93uKb/FKvCbCdlROWqVaui9tq1MkKdX0OF8p5zbLqeiq3Wl2oyCcgvkYtXLcvoxSpzC/bto4rMfe2SsTlyZG/UvuYm6ars2XWwvp9wfqF75o1vYNCCMA++gUELwjz4BgYtiCbr6gMcD9yyY9JP602SDzobyN8j7tOlk0QpVWqSupitEIVX9aQfxTfpMeGJZFL6hKUS+ZU6nZfOkD9XZPSSrik/19x1xGy5fZetc6RS5MfrPj7/vU7NUUoaAGDkEJX8Xr5SRt1VfDoHy5dLUdGDQxSthyxD7NiIpLmsdXSOfa1GANfS91j0XHtS0lCzBbpmtZK8ZnwVSNaRk/cHF9HszMk1j6OMarWYP16ZlesrqTZa19CvWcWla+1rmZiINJZHXtZqcn3IZgIsoSfnn+6gvmtvfWvUVjFJn7qP0r05e1DSotOT9WeB1zo4Gcwb38CgBWEefAODFkRzhThAATS05JJJaZLVGMXGddgBANrbyeThJYw4rQUgqRuvJmmX7k7aRqlKVIvSEiE4bcTbAAAzM+Ra8MQcpdF+nF7i5p/+mQs31OdC54C7DzolyMFdEwBJFxZc+t7QwWEx7tzVZPpnklrSi0/zOHZsImpPFeW+QqYdr+uo8jlLWlReF57kMjUpXbcUE2RRTNhDPx/cJeNRkwAA09MUUcivy0voZBY1GPjStUqnmHsivTNxT/BtWnE5xyqjNwNb3i8zI3ReOfWZ6Vgqxk0WaV69SRkRGsw+BwAAKpif6J554xsYtCDMg29g0IIwD76BQQuiuSG7AJBq6IHPFmX2XFuCQih1ik3gJP5zdzeJRhZnZLZYtUT7w5B8qkJJCyFl6wsn8895aKgTm5sS1NchuL/L/XEA6avqvjsHp5s6OztF3+wsrV8ELFusPCrPR62yOWov46G9ANC/hGoNDC49O2ofHZMUkkg401xLvl7Bz5sutlGuEK2W0tZ9qlW6ZjYTmNB9fB5mzY8fQAqausDDa7Wy3qyWQywmxTC57x74UkSTX1++L8eStOWBQwejdjEv52ixdQmcpO0n4toaEBP63PP8f4g+sBr3hJYVOBfMG9/AoAVhHnwDgxZEU039IAygWKqbOR0dko6IMxOqUtai3VjUUybLopmS0hT62f++N2p3Lpu7eG9hmDKg0j3niT6L6dTptKLF6Ctubtd8SVFxjTxf64vHuG6fnD/Xbwdmijq2RjmyKLm87hKwOddmKPOQZ9wBAPgBE5BwNbqQRd29sOP5qL3iLFmuu1hgwhCOnm1J2xQUpq+Z2EDzqNZk5B4XnM8w4ZNkTtYBKM+Q/lxciyAsMD27SpnOt57F51v0uVaRuoA8azLQhOvnKmvtWNLFq7HCajqVGNbo3ufT91xZNyKZYiW6LDlHtOvnpFiT2aZzYV5vfETsQMQHEHEXIu5ExCsQsQsRH0XEPY3/O0+9JQMDg1cD5mvq/z0A/FQptQrq5bR2AsCnAGCDUmolAGxofDYwMHgNYD7VctsB4GoA+AAAgFLKBQAXEd8GANc0hn0HAJ4AgE+ebFuu78PB8XokWKZTileMs5CopBYxF3NYZBYTc5upSJPp5puuidpf/pKcip0mU6tvMcl3d6Tl6iuvBOVrK78ZlkjETX0rLs3GWsCkpTVT32Vmni70EWer8K4i0zbmyO2HLKpPaVFm3M2IdbMyXFqiz1SBTMKnfymTbwqzx6L2pReRQMWmJ38hxnX3kOlvp+U1q7LqvMiOWWcyeHSkzqLEY3Scb7vp5qg9Nn1EjHPYuINDB0VfOrEwars+mcdxbR4uE/3QTXGus4eOdCX4+easzN4RyaL4IbmesU6p0ZjTXMoIWm5WjOkJur6MULQbFXhPljDGMZ83/jIAGAeAbyPic4j4L41y2X1KqeP8zjGoV9U1MDB4DWA+D74DABcDwNeVUusAoASaWa/qr5MTav4g4p2IuAkRNwXe3CmqBgYGzcN8HvxhABhWSm1sfH4A6j8Eo4jYDwDQ+H/sRF9WSt2llFqvlFpvxxInGmJgYNBknNLHV0odQ8TDiHiuUupFALgeAHY0/t0OAF9p/P/gqbZlOw609dRLaKGmZ+8h+VwpW/PxEywCzaVorklXTv/HT7wQtc+65E2iL8syrBy2ZuBpJZeSWaKQ3FDSXNwn5z5z1Z9fRhQAgC0oH5nqFWMRXIppxes+p83WFPR1ggITtkil6JwG2jaqjEq0O+QaQlcbRevtPkC+bzG2UIw7zDL3BpdI+opnyaFN+9bFTQStprGK5RKtQ3z//vuj9utev06MGxujNYmhg/tFX6VCa0nI1koCkL4wX2tAzedOxpmufiDXbHg2HV+/sP0JMS6oMeq2LIVPkotkJN9xeFW9FDbdc6GjCX0E8/Ptj2O+PP5/AYDvImIcAPYDwB9D3Vq4DxHvAICDAPCu32rPBgYGZwzzevCVUlsAYP0Juq5/ZadjYGDQDDQ1cs+2HOjI1ON8dOomyXXkHBllNjlKywfcVMzpyTEBmVO5bqlJbjOLPmB6aLlOSedxMY+EZpZyjQOPaZtlsnK+3GwsFqW2W5xVmEXNzfBZBdtA8ag+acapkCW9xCQtVauSaa5YQoyu5Z5N0Dz8kuaqMNM8maNx8UCa8/v3kob/qhWvF31hkuY4PU41DpIpec0qJXZ+NFGUJLsPyjyqT0mfoObSMTtJWQ7MZvRWnCXi6ASazc5jNZCJOLNMgCTXJu+XuRKr2rVxGNK1PTQkRVFqNvUlQ3JNwnZ5PhwWXYia0Ey8ETmJOL/QHBOrb2DQgjAPvoFBC8I8+AYGLYim+vhOzIHu/nqA39Fd20Vfb+9ZUXt8bEr0dXZSuC2nr3goLwAAsOy5hLaGwP36FPMDXa00c5yJMISB7PNYAJIQ2FBaZhqjXRJx6f+LrDXtd5evDSQcRu1poVHVCh2LFZfHyUUpQqYHn8vJunQ8lFgXpUiw0FBOUY1OyVCNBKMjfZBrDchquNkWLx8t/ed0nK5ZqSgDvMpAn/2AC1nKunfxGB1bJiWvxfDUYdq3onOjhw7zGoq6yCofyzP8AOQaDh+XTklREc+lEN6FA3L+s+6yqF1GtsZUktl5IctgzViamGdjESt8SQ2GE8O88Q0MWhDmwTcwaEHgS8szncadIY5DPdinBwAmTjH8dOPVMAcAMw8dZh4Sv+08zlJKLTjVoKY++NFOETcppU4UENRSczDzMPM4U/Mwpr6BQQvCPPgGBi2IM/Xg33WG9svxapgDgJmHDjMPidMyjzPi4xsYGJxZGFPfwKAF0dQHHxFvRsQXEXEvIjZNlRcRv4WIY4i4jf2t6fLgiLgYER9HxB2IuB0RP3wm5oKISUR8BhGfb8zjS42/L0PEjY3rc29Df+G0AxHthp7jw2dqHog4hIgvIOIWRNzU+NuZuEeaImXftAcfEW0A+F8AcAsArAaA9yDi6ibt/m4AuFn725mQB/cB4GNKqdUAcDkAfKhxDpo9lxoAXKeUWgsAFwHAzYh4OQB8FQD+Vim1AgCmAeCO0zyP4/gw1CXbj+NMzeNapdRFjD47E/dIc6TslVJN+QcAVwDAz9jnTwPAp5u4/6UAsI19fhEA+hvtfgB4sVlzYXN4EABuOJNzAYA0APwGAC6DeqCIc6LrdRr3P9i4ma8DgIehLj5wJuYxBAA92t+ael0AoB0ADkBj7e10zqOZpv4AABxmn4cbfztTOKPy4Ii4FADWAcDGMzGXhnm9BeoiqY8CwD4AmFFKHc/eadb1+TsA+AQAHM+u6T5D81AA8AgibkbEOxt/a/Z1aZqUvVncg5PLg58OIGIWAL4HAB9RSgmlxWbNRSkVKKUugvob91IAWHWKr7ziQMS3AMCYUmrzKQefflyllLoY6q7ohxDxat7ZpOvysqTsfxs088EfAYDF7PNg429nCvOSB3+lgYgxqD/031VKff9MzgUAQCk1AwCPQ92k7kDE43m+zbg+rweA30PEIQC4B+rm/t+fgXmAUmqk8f8YAPwA6j+Gzb4uL0vK/rdBMx/8ZwFgZWPFNg4A7waAh5q4fx0PQV0WHGCe8uAvF1ivb/RNANiplPramZoLIi5AxI5GOwX1dYadUP8BuK1Z81BKfVopNaiUWgr1++ExpdT7mj0PRMwgYu54GwBuBIBt0OTropQ6BgCHEfHcxp+OS9m/8vM43Ysm2iLFrQCwG+r+5GebuN9/A4CjAOBB/Vf1Dqj7khsAYA8A/BwAupowj6ugbqZtBYAtjX+3NnsuAHAhADzXmMc2APh84+/LAeAZANgLAPcDQKKJ1+gaAHj4TMyjsb/nG/+2H783z9A9chEAbGpcmx8CQOfpmIeJ3DMwaEGYxT0DgxaEefANDFoQ5sE3MGhBmAffwKAFYR58A4MWhHnwDQxaEObBNzBoQZgH38CgBfH/A2NjL1yi9fVuAAAAAElFTkSuQmCC\n"},"metadata":{}}]},{"metadata":{"trusted":true,"_uuid":"7dc18acadde20c087bed42570e7fcd487547b84f"},"cell_type":"code","source":"results = pd.DataFrame({\n    'id': test_id,\n    'label': predictions_1[:, 1]\n})\n\nresults.to_csv('sample_submission_1.csv',index=False)\nsub = pd.read_csv('sample_submission_1.csv')\nsub.head(5)","execution_count":25,"outputs":[{"output_type":"execute_result","execution_count":25,"data":{"text/plain":"     id         label\n0  7802  1.628904e-07\n1  5704  1.060301e-03\n2  3271  9.188990e-15\n3  1961  8.629210e-01\n4  8444  9.999720e-01","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7802</td>\n      <td>1.628904e-07</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>5704</td>\n      <td>1.060301e-03</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3271</td>\n      <td>9.188990e-15</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1961</td>\n      <td>8.629210e-01</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8444</td>\n      <td>9.999720e-01</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"predictions_2 = model_two.predict(test_img, verbose=1)","execution_count":26,"outputs":[{"output_type":"stream","text":"12500/12500 [==============================] - 1s 113us/step\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"for i in range(0, 10):\n    if predictions_2[i, 1] >= 0.5: \n        print('I am {:.2%} sure this is a Dog'.format(predictions_2[i][1]))\n    else: \n        print('I am {:.2%} sure this is a Cat'.format(1-predictions_2[i][1]))\n        \n    plt.imshow(test_img[i])\n    plt.show()","execution_count":27,"outputs":[{"output_type":"stream","text":"I am 51.90% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"stream","text":"I am 65.36% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 62.94% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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omeSyv8WhgKL+oUYi8dDxmS3Zw+nQZ4xQ5uoDhxgU9SsWbNU3cGDrCJIE2YlL8RK5kj5u25VH9nOqhIt7bwW0qtvaEibwEYLXJds1rz9Us2oRPqBGK91X1+fqpLjam/n1FjzL1qo2kkRfvOWjapO3ufeTRF7HN5/x2+qdo/cz9F0PTueUnWJNNNNtLW1qTo5JweFt+Ulyy5X7aSZccZUve7SPCuf/WJce2WqMRXKkM64Oc/hcJSDb3yHow5R22y5AThJrVcwYrokcpCn2wDQ0FBG5DHSjhSTKmWwrRZWjE6In8m+Afaq2rnzVdWutZU9rLZv1x5cUtS1XmZSnJXXtmMvZ+WwqOQdWW5MgBa5pYowIZ2WsHLYPqT4KsXhCRyHFVQaee19+5hC+x/u+Y5qd9ddd0VlOYeApsNum8Lrcukli1S7j3/81qh871//WNX9+Jc/jcoyMAnQhB6SUnvFihWq3b697PVo50DOt+J1bCi/PRP5yZ9nD9JxOBxl4Rvf4ahD+MZ3OOoQtU2hFYrI5sYJIGwMGcXbRNko74KwMi3OBuJG56yk+5Yl2zRmxQJYzywErXNu382cotJcFYvpaTx8WKdqlpDjkiQRAFAUXoONgqByaFRHYkldm0xqLKlrj+bYHNaa1N55JPJ3FwxraUx6RBLPjz1ryYt7oaKeq7jos9LZi/Q8zOe1/izPQKZPZ5Pa3339f+txFHh+MhlNYCrHnBMkmo/+5CHVbqow0616w02q7uGXOPKwq1N75KVi7IX32FpO1/Xem7+p2t31CT5D+Mb3H9TjzzABCSV5jA0xfS8SIVnu3Md1fIfDUQa+8R2OOkRtzXnEoq413UgRdWxMm4aSDSJ4hRKTfgeYxNwkUM7sNSENlxD9jx/TRAjSRCW9xdY++4xqJ1UOa/6Rpr6mpiZVNzbMImtXF/Ot5Q4fUu0k2ca0rm5Vd/QoB7M0SjE9ru8zky9vLkyKOW6I85xakg+pqhRzuk56uBUGynv/5YSKMMHUJ9Zm1y4mKVm4UHvuHTt2LCpff/31qk6aBPfuZMKLp5/Zp9p1T+NgnuaYfo7yWRaf1617QdVNmcXrO3acx/upz81W7X5+/xNRec5cHaRz8fwbo3KqkefN5hwolwZOIhZzUd/hcJSBb3yHow7hG9/hqEPUVscXsNFzUufPGkLGlMh1XBD6p01nXCkFtYTU+4pGVxrL87VDzJoLmYt+6dKlUXnrJh0RJs1Q9tzBcthLkBiL1NVt9Jwcv61TJjehx+dNqu2szA+XMFGO0l1YrktWr5mcb7sWclzybMCaVeX82HMf+bm7m88ypL4PaJJOqe8D+kxhLMNnKDe/42bVjpq5/299W7sEX3/jTVF5w4aXVF3fAK/T33+Z0123TF+u2qGDIzY3PKfz7/2xyJGXTvO5Sbagz7Aq6fg8V2dJxyeiuUT0KBFtIqKNRPSJ0t+nENHDRLS99H/nqfpyOBwXBqoR9fMA/jiEsBzAtQD+kIiWA/gsgDUhhMUA1pQ+OxyO1wGqyZ13EMDBUnmQiDYDmA3gfQBuKjW7F8BjAD5TuS+gUHLVShhPsjHB7ZZIaLFxZJTr0iJlVKagOeWUeG/ERiUmFQRvvBFRZ0xhkoRnn9ZJgJOCV3/jhpd5fCZF9LRpbK6x4qsUPW2q5tamySPaGuN6jC3NLA4ODmnyiiltXHf8BI9rGFpsjIsU3fYhyAvvsSA8/FIJrbYkhOQvU3IBWg0oFstHRpJMG27eQwWxZnFJ2HFcp9rKZkT6NdJ3I3MX9J/g+S4aOsLpnSywXrVSmwR37+boS5uyvDvBnnz7+7n/aS06B0F/j1DdhrRnZ1sLRxRSYNN1Mq7nVKp4EwhYSpyVsXMRnUdE8wFcBeBZANNLPwoAcAjA9DJfczgcFxiq3vhE1ALgRwD+KIQwIOvC+EnDpD/rRHQnEa0lorWVWF8dDkftUNXGJ6Ikxjf9d0II/1T682Eimlmqnwmgd7LvhhDuDiGsCiGsquRZ53A4aodT6vg0rhx/E8DmEML/ElUPALgdwBdK/98/ydfLwr79i/nyhJIxod9JN93ysUsTzWjS/JETUWAdHdrlddOmTVF51apVqu7F59dG5S1btkTlJUuWqHavvMKkjjKlNaDNXtYkI88GpNmvqVnrlQd62DRkyR/l9eQcJ5J6qWPCVXaCaVWYhMqnKNd6pp1v6aq8fDmbtux5yG0f/d2o/MlPflLVjWZ4fhIJPhP66le/qtpJlp3NW7eouve85z1ReckSHsfH7viQanfft38Ule2c5gqcT8CaieU5zdGjJ7hdSp9hFQOvxcf+4DZVhzi7bgcRHRo3ZJuKRjVh3JtPPktVuuxWY8d/E4DbALxMRCeNmH+C8Q3/fSK6A8AeALeW+b7D4bjAUM2p/hMo7xXw1rM7HIfDUQvU1HOPiCKR0Ir6DalG1U5idIjbtggzYCUSytCoo8ViMRabjvWxV9mBzTtVu4E+FtfmzNRRVO1tbPKRBInbtm1T7aT4ly9qkSwppjyW0OLgURGFlxQi24kTmpRTmpRsxFwszSJ3UqQlI0NumiUpUmoxPSsISBqLvC4xe34r1AWZegwAGuN831s2bOB2hlziL/7sT6NyIqbVve4pgpxFmAT/6q/+XLV7xzveEZVvvPlNqm7lDcui8tyFIr1Wg16Xd73vbVH5X/9VW6WXLrokKh8+flTVnRB5EuZfxN6cfb16zfIFfiYuv+LNqq4cSczpEMae7IMq5IWQcF99h6MO4Rvf4ahD1FzUP3kqakkXpJhuRZ94g1ADhAhp+1CZdI1UlBHkHocPiSCahM68KvuQ6a4AYHiET9qLglN+ZESTbUjCDhrRwTHFvAhYMYMcFtli88XyRBk6PZURB4WHXrMgMLGeXq3ixDib06f1o2L65VrYQBw5V3ET6COvJ/vIT8hVwJ6GN990o6p7aM2/ROUFF8+JygMD2jLw6KPMiffBW39L1TUK1cJyHEp0dvLJ/eJFOsBmaJCvZ+JmMO8itug0pHk+Oqdqf7Zbbnl/VK6UIk7idET9k3XOq+9wOMrCN77DUYfwje9w1CFqzKsfIv20s1OH70vdpL9fR18VhZdSnkSabKMbKb55o+rIj22t7K0n9XZAE2D29GgdPwjvq+Zm1h1HR7WOLyPrFs2bp+qkl5mNaMsn+X5i4iwjbkgXNYGnvlF5ViJNfTZNdi5wuyGyXpPcp0rbbDz35GtjAlFmmTTcN978DtXuqSeZhPLFdc+qOkmwsXr16qh8yaVXqHb33XdfVF73nCbKmHfRu6KyPaOQOJnvAQBa2vRcjY3y+L/01b9Udf2D/KzK6Wls1Hr88WP8nOUy2gQ7ZQpH+PX2sue7zSFZiYgj0vGdbNPhcJSDb3yHow5RU1E/FotForT1OJPBN1bEKRaER16RhxxvMNF+QtxMNGixNNnIppz2DIvsUzp0QMaWLRykM23aDFW3e/du7l+oH0Mj+l4aU3ytDaI/QKdSLsQrcN0JUa4trT38prWzmrT38EFVJ4V2waGBhEkHlhfTkzASPIQKNTTKnowz0jqgSToDjhqTplQLEg08/ieff1K1GxPPwec//3lV97nPfS4q79/PnPi/fPIR1e7d7/r/uP8ndI6Dd9/CHnnyuZIqFwAcP84muw995PdUXdc0mddBVSGVYtVQPh/tTTpdt/RsTJjndlikSEs3c3+pJr0PlLerITex5tpTwd/4Dkcdwje+w1GH8I3vcNQhqJIb4NlGZ+eU8NaSOcdG51XiXpf6iyR8lG6cgDYpDQ2fUHUD/WySmT2DzURPPPGEatfUxPqoHYfkbJcmtVyxPLFnbqw8YaKde0lSIc1oVsdPiWi6WIMZozAvUZ7rWhs1qUNGXDtj3H4TgohTnr0UTASe1JmbErp/iVHxvTe+RUemvbyOSUusuVBeu1gQZzuGqHXWbI66e8OqN6i6ZDM/E5/5L/85Ktu1PXqAo+7+9//4P6pu8WLO1Tdz/ixV9+ZfY35+uZ4DA9pMLO/FmlblZ3XPKO+y25g0KctL33vb29+Cl15ad0qbnr/xHY46hG98h6MOUdsUWoHFdut1J3nObFooKcInhagfirqPpuZWUadvLZ1i1ULy6sl01AAwOsqECVYdkWOWXmDZUcPznhXRczmtBkgVwYr6KtpNXMumAychVseDFo8lAcZQVqQeNzkIguTIN+QNiqtPiqVx3S5TFPyHBb0Wcn6aRXTl2rVrVbuYWMPLLrtM1W3cyKnJuruYFOWSyxerdjOmXczl6dqM9uwLnP66kudb12w2Vf75f9dEHz/4/gNRuWByC2Szk6f5TrXoqE/5TOfHtOlTmnjlvOVMKKAcc8x4bJ68tkfnORyOsvCN73DUIWpLxBFjzj1LRjAiTr8zOe0JV8xLmmWZQkuL0SO9HFTT1TVV1W3evD0q9w9zIMS82Vq87D/C6Y3sKbMUw9Tp65D5/Qw8rWlzIi/pr2VAEACELM9BUWS3pbShWQ7cLhXTwU5jYu5GxKlwAXq+UzFxSm4eg6Lw/5P3GYx6JqXlIeMZCHGSH6g8lXdOiM4/e+jnqu7DH7o9Kq99gT3+jBEFP3nwh1G5o1sTYLS0Tm5tmCgS87jyRvW59Moro7IMqAGAvn4mdWltZVXT3mdaPDuxlFYDZNuC8MhLNeigIrkWRJOTdzjnnsPhKAvf+A5HHcI3vsNRh6itjg+KzEMNDVr3iosUT9azKTvG5iVpDrOEHTOnsb4rTXaANoWMDHN/rW1a38oLvXj2XO0ZuHsvp66S17amSemFOJrVZjRp8rFpsqWJRpp4MnmtL5LQmZMJk4pMRPwVs/w9O0Y5/yOZ8p6H6u9mHA3inGY0r8fRm+V1ahT8/nbdpwpCFqsXP/nkL6Oy1J83CJ5++z0bpXbdddehGsjnw0aOTp/Bpj77bEpTqLy2Jf2Q37PTGy/z/iWYM6aU6MOmFC9FsFZpzTv1G5+IUkT0HBGtJ6KNRPTnpb9fTETPEtGrRPQ9Iirvs+lwOC4oVCPqZwDcHEJYAeBKAO8komsBfBHAl0IIiwD0Abjj3A3T4XCcTVSTOy8AOEkilyz9CwBuBvDbpb/fC+DPAPxtpb4oRpGoZznaxoQ3kxXXJB+65KmTGWUBLepffvnlqk4G41y5gvnbjh3TKZFaOtnzayRX3sNKemINjWqed5WZ14iNUuSzc5AriCy1YgqajVlnLM/XbjCmT8mlV4ncJCfuraVFk5GMmoy20ZiKWo4koZo0B61K5EWarzQEl6AxNx06xGnDbNbhnoP7onJ3N3vr9fb2qHblOPwB4JprrsHpwnr1NaZ4/HHjvRiLpSatKxqijITIO1C1OF5lO4A5Gs+aqD/eGcVLmXJ7ATwMYAeAEyFEWSX2A5hd/TAdDsf5RFUbP4RQCCFcCWAOgNUAlp3iKxGI6E4iWktEa60PvsPhOD84LXNeCOEEgEcBXAegg4hOyq1zABwo8527QwirQgirpKjscDjOH06p4xPRVAC5EMIJIkoDeBvGD/YeBfBBAN8FcDuA+0/VV7EYkClFjKXThihT6I9NxqWxr48JMGReup79R1S7hRfNj8rbt29XdcuWsZDSf4J573ft3qHazZ7NJB29+7UueVy4Z0qTjzVDJaSiVSFPmo26a01NbhgJMa0v5gr8e01G5wx5ES0mDC2U0u1Ipr+uoBiq84qiSRwXRKSkMXMVRNRacwv/4He16ui5NpHr70SvXs+EOA/Yt4fXacUK7WYtx7F581ZdV9RmxnKQkZ4TLHZiju0ZgjS5ySObpMklKOex2gi603kvV91lCdXY8WcCuJfGnYNjAL4fQniQiDYB+C4R/SWAdQC+eXqXdjgc5wvVnOpvAHDVJH/fiXF93+FwvM5QWyIOAevZNCbMdNZzqqOjA5NBplgCjBnGmJea0uz5tXgRi/0yrTQA9PQwf7uNxJIkHVIMLRhuNDn+hrjxdmvgceVI1xXybGJTqauMhC0lfztXEnI+pk2bpurGhnKTtgN0BKEk5ciRbtfWyutivRDl+HVUmZZJ0yk2Mybipv80mxml1fLECc2n+MbrOL32wMCQqrvhhhvEJ2HqzGkx+thxVjOmTtWRnXJUxgJrE5jJlrrd6cri5xjuq+9w1CF84zscdYiaivoNDQ2YM2dmTjg1AAAgAElEQVQ88KWnR5+YS482m0l3eJg99I4fF8QHzS2q3cm+ASBtLAMHD3KqKen9Z73FZGose6qfjLGY3trO/R8WVgdAe/hRXoviivfNuGZ1dTL/n/LqMwfTcq6Gs9rLLid49qQI392t01+t389BTPNMRt+jh5moRFohEsYbLZaZ/FqAvs+FC5me+tDe/ardNZfzMVHv4eOqLgjRv6WZn4np0/W9yKCdW265RdVJyvKmdlYrDvboa82ey/3HYloFq0xAb/OPRb1U/Nb5xoU9OofDcU7gG9/hqEP4xnc46hA11fFDsYhMyV+/2RBNSpOdNddIUkppvurr1ZF1Uv8/dlzXNTWz3r1sIUd6yfTLAPCma5m4wZJ5bBZ2NRkR1lnQ3miybsTovqMiXiGV0hFzY1kZlSg83xr0XBWIzygsx2VS9NndzOWtW3ardjlBbnJwv061Lc8o5FlDyOt7GSnwOCqRPMo5/uAHfkPVvesDvxmVD/Xos5KfPcDOoJJz/1j/gGr30dt/JyovXLpU1UnilhGRznz2XG2qtWY6icqGuNfnu/P1OWqHw3FG8I3vcNQhairqJ5JJTJ8+zntu+fJ6e9mEZAkqOoWZ6/Dhw1HZeu7t3LlTfEebBGfMmBGV+4ZYVIw16iCadS++HJUtIYiEVE1k4BCgvdikCRDQmW4nZMsVXPqSm+66696k2h04+GpUfnX7HlUnCTeOnmDROUeatESa6a6++mpV99STz0Tlri7mqT98SJs3s4LgvsGklpLeetksC8uzF12q2i2/9Iqo/JOffEnV3XLrB6OyXNuPfuA21e7559ZH5YO92nOvvZPHtWr1yqh8gTnS1Rz+xnc46hC+8R2OOoRvfIejDlFTHT8WIzSlxqPyGpM6PXVSkB2MGLLHA4JwI17kdocPH1LtpBlq8IQ+Q8hn2JQTS7J+K88MAB2ZlWpqVXUf/Z2PR+VHHvpFVJ4zW58n/OIXXLdkkU7pLF2V7RlCQejFDYKLfv2GF1Q7Fe2W1L/dU6byucfxEZ6DXEbr+GgUPPWvbFZVQZgSh0f4e8m4flxyYk4LQdOqyejLZILXZeXFOsL7r+/6XFTe16tNq7fc+taofMXV74/KP/3xw6rdgoVM93ioT/dx41vfG5XrXa+X8De+w1GH8I3vcNQhairqx2OxiCPfEhNIjnxJ/gAAbW0chTdYZG+x9nadEllytBdM6qq8SPHUP9AXlWVqJsBw6RX0GLfsYDPaR29jb7Fvf/se1e7Sy9lshKKOzmsW17MeitKMKcdh8wdIU5zMOQBoc15Tmuus+VSK4jZdd0Iwfchr2zWTZBsFKh/DNiIITP7u219Qdf/lv7Kon2rT/P6tLaxCPbbmxai87NKFqt011wpzpM1YHirH1tUr/I3vcNQhfOM7HHWI2gbpBD7JlrxugBYjrdfd0AiLigOClWLz5i2qnRTbKaY9yZIiDdXUdm5nLQjHM9z/RfMWqLoTg6xm3P8vD0XlVatvUO1k4pDdu/QYL1vBYqk91f/7r/1NVG4TYq9tJ+m8u1o0KYUU/efNXRSVnznwjGoXb+D7zma0dSQuuADlvSRJeyHKcSSMB6RSC0Q+sC9+6W9Uu5iwSry6W9NrP/il+6Lyzt1MtvGVb2gPv0qvrwuN6+5Cgb/xHY46hG98h6MO4Rvf4ahD1FTHLxaLGBoa1y0LBcOhLnRayxV/9DhHmUkT0pyZc1Q7abopmvTRo0PCJCZ0zkZjymogQZRpWC5ClkkdUinWpdMmOq+1nYk5Zs3QJsdf/MsDUTkeNFFj21T2ZpRzkDKRb8PiXILGjP4vaCP27OJ0UosXLFLt4g289EXDZ9/SyPdzQKQYK5rcUnlBNBkv2LTQfB5QFOWtW3aqdkXwvW3cuFHVPfTTH0blR9c+FpUtSanj9FH1G7+UKnsdET1Y+nwxET1LRK8S0feIaPLEbw6H44LD6Yj6nwAgnbq/COBLIYRFAPoA3HE2B+ZwOM4dqhL1iWgOgHcD+CsAn6RxG8nNAH671OReAH8G4G8r9RPA4rj0MAOABiF6WvOV4twbZTOgzVIr+dVCXnvuKSKOE0cn/Q4AJAQBxtCQJnXIC9G/uYlVE+tZJ4k5ugxZyJtuvDkqP/TTB1QdCd76pkYRcDSo01NJXn07xktEkFFbG5OFFApa9Zk/n7np3nOL5sFbv5aDgvbvYm9Fadob75Png0wATxBqDIlMyGvWrFHtXnhhXVSWZBsA0CHVMJfuzyqqfeN/GcCnwdkDugCcCCGcDBPbD2D2ZF90OBwXHk658YnoPQB6QwgvnKptme/fSURriWjt8PDQqb/gcDjOOaoR9d8E4L1E9OsAUgDaAHwFQAcRJUpv/TkADkz25RDC3QDuBoA5c+Z5xITDcQHglBs/hHAXgLsAgIhuAvCpEMJHiOgHAD4I4LsAbgdwf9lOuK8o8k7mrwO0jm/NeVKnLVcGtA5q+5CRe/kC6/XxmDZG9A+y6dCm8r7mWs7zlsuyDmvdj+XZQ4jr/otg09b02Tpn3UA/Rw3KaDpJMALo85EZ02eoOhnZKLgw0TlFR/GNDAuO+VkXqbrsJWwu/KUgFS2a8wR5LUkUCgBNguykURCOfutb31LtgjC72vUcFuQsOZGDMNmg58Nx+jgTB57PYPyg71WM6/zfPDtDcjgc5xqn5cATQngMwGOl8k4Aqyu1dzgcFyZq6rmnLpyw5p8waRkAUg0s2kpuPjLkD0ePMjf/kkU6ldLhnr3chxDh02ktNh7tY5Vg3rzLVd2g4MtfNIfF40PHdMplqSKMDerov/172Tttwdz5qm54iPs5uoHF/pDLq3ZFMQfptPYazMT42u95P/PNTZs2TbV75Gc/j8oHD2i+/HQHR0euWsW/7c+vX6faSSIRGwVXzAs9I8XeeU2NWsgcylY49hEqk+Ttc5w53Fff4ahD+MZ3OOoQNRX1iVjEtx5nIyP8WQbiAEAiwSfjUozu6+tT7WRKLVsn+5Sn0ZZzr72DRefDvdpCOXfBxVH5wAGu6xvSnnXLli2Lyts2bVV1r6xnd4h1Y/p3dzTPcyB59ZrSOpBIYtEVWh0ZFVlwZZbabdu2qXZXv4FTV93/o2+ruoJwkxvtZ69ES1oikTCpwmIisEhaOdrbdWbh0ZHyp/qWC9Bx9uBvfIejDuEb3+GoQ/jGdzjqELUl4igUo0g2q8dLXXsijzy3lem0rQlJpqfOjGrPvdYmPieQXn2W276ljU2HzekOVSe9/yB06Y6p2lT2wgsirCGrTXEj4mwjCe0ZKM2YMmrQEnG8+93vjsofvfP3Vd1ffOpT/EFEGs6bp70Eb/uP/z4qd/3gZ6rumUfZ1Ldt08GoPDqmvS27u5noc7hP8/bLtRkr8hy0Ge78/fu4f3muAej5GB3i84XGFm3as2nVHaeGz5jDUYfwje9w1CFqa86LEdLpcfHWmobyeTb5NDXpgJIhkbF1YIhFSqsSSPUhbn7SBoSoKCVDm65rtFeMq1OLnkMDLHpefDGb9hqTut2ASBmVHdJefc3NLOratFY33PSWqPyrX/0qKs+drYNorn8XE2eMDmvx+7f/gEX/Fx5/LiovWqQ591LEZsumNm3SHBRqzMqr2APyhQ06R0AysDivKVE0b0ZCvF92bd+h2sn5b2jQAU1ZoVrs3smelwuW6AzEMZHyKxbXJC5SfQgVyDzqjX/f3/gORx3CN77DUYfwje9w1CFqzqt/Ure3RBktLaz7WhPb8AibtjIZ1uGs+6fUmRuNCUzq/zKqzxJ7Spdg61Y8fSabr2Jx1moffvhh1e6OO5hw+MiBXaruxRc53bN1F5ZElNJddfrsuard6uuuj8ojg5oEZJ8wj10tiEOkqRPQJtIpU3T+vTnz+fzi1c2vROVmkz+gQfRhIyrl+krd3a671MEteWo+z2bAPXv2ROW5F89X7aQ5LwFrEhQfhB5vLYBB5Au0+v6/Rf3f3/gORx3CN77DUYeocZrsEIl6VqyT5j1r1hkdY5GvUZByzJ+jOesff/xx/mAi2qRIn0jw753ls5OiqOTOB4BBIVbLFFELFuh02tK78OmnnlJ1UrS15kg5RjkfY4aIY9O27VF56fz5qm7v7sNR+YorWGTPmjwD2QzPf2fHVFV38cIlUbn/GOcgiBsyjJ7dbGKzor5UrWTUpFXjRkRa8koitow0nJALIVH+MZamPmnOs16CUnWrNI5/K16C/zbuwuFwnBZ84zscdYjacu4FFvGtOC+TrU5ISdXE4v1FCxZG5V07NbnEvIs4mc+Rg0dVXVcXZ6LNZNgjzJ7qp5J8qt/c1qnqGgSfXTHH38sYaunnnmGVw9KISxVnAvGEsETIE/QVKzTZxraX1kfl737jH1Xd0BCL0o+t4WAbO6f/cM+3xHe09WLaND7lnzeL6bt37dqj2h05coTH26ktLNIq0TVVBPOMao/NmKBEJ5MnS86dTK9VhFYrCiJdV7xofQgZiaQQ2cm243eg0VpAVL4ukFahJutvIsqPUfcQL1tXRKFMTXWpK/yN73DUIXzjOxx1CN/4DkcdorbmPIRIx7VRcdm8NLfpYUldb2iYvfOCSX+VFWmWZs7RyXsl+WZc6EHWrDNlypSofNykxpo2ZTpfS5j9urq059vUKUzg8cyTv1R10jPQmjSnTef+pXls/YYXVbuVq6+Nynv2bld1/Sd4rhoa+Hf92LFjqh0FNhHaOchl2cvv3vs4QdKffPLT+lpHuM+8eYXMmTMnKne2sRlww9Ejql2ykc9vpKceAKREqjCp47c36+hNNf4YmToul3HiOy2EnF6zGIlnVXZqX6nia4HK6+7qK2aM8pmIx5KYHNXdWFUbn4h2AxgEUACQDyGsIqIpAL4HYD6A3QBuDSH0levD4XBcODgdUf8tIYQrQwirSp8/C2BNCGExgDWlzw6H43WAMxH13wfgplL5Xozn1PvMKb9VEsUmkiKwLJQ3XmZBCGnpJjZzxU5okotpgrDiWO9+VSeJOaggTGpxPQW7DzCvnjU5HjjCXnGLFzMZRFvrFNXu+eeejsrNHWlVd7CXzYzJtBZZt+1gcfaSSy6JyhkjXq597vmobEV4GYxDMeGNZkTg40L1sd5o3Y1s+pSS44du+7Bq9/STT/AYDcfh9ddxgNDRw7wW19/4RtXuxRdfisqFglE5Ciz69x/n8T711CMoh44OzZM4YwabIw8d5OfFBkiFojTZaZPYlC42VVrTJ4ktJE2m6ZieD5nJOWXet1L9k2uRJaPKCvUyAf3snMzYPDqozcflUO0bPwD4BRG9QER3lv42PYRwMhTsEIDpk3/V4XBcaKj2jX99COEAEU0D8DARKQ6mEEIgm8GyhNIPxZ0A0NraNlkTh8NRY1T1xg8hHCj93wvgxxhPj32YiGYCQOn/3jLfvTuEsCqEsCqdTk/WxOFw1BinfOMTUTOAWAhhsFR+O4C/APAAgNsBfKH0//2n7AsURTpZV1Zp3qsUASVNfW1tWp/r6WH9vL1D63BZkaNtaITdWjtMFF8qsJ5pzVyN4odLmgezGW2GmjOXTYkH9r+q6rqESXDKNK0dBeGFKXPzdXboaDQ5LhupJvXFIOxB1nyaauD5sWbFxx57jPsQ+u7CxZrk8vaP/15Uvufv71Z1yy7l3Hw9HawjTxvU0Xm7d++OyoMD+l6Gx3jN5NlFW7MmJpHPhM0zuGcnn4G0tE2ezw8AhhUZq37+jh7hhbHzWChMHtXX16+fiY4ONvke7dfnMjrmkftLJbVbrrgUCkXtgn0yaJWqVN6rEfWnA/hx6aYSAO4LIfyciJ4H8H0iugPAHgC3VndJh8NxvnHKjR9C2AlgxSR/PwbgrediUA6H49yi5p57J6PhbAoty8UmIUXbAeFNFyPdRzrFJo5AxvtPSGhNrawidHYbcfs4m3ysaSieZDFSmm46OnRkmvRCbDJkHvMXMMnFgd7Dqm7JEq57+eWXo7IVSyV5yNSpmkRD8g62TWGxP5HQqo+8twmkFGJtlCm1VXPu/fbv3BaVb/3wB1Td889ujMrT5nJEZcuRfapdskHaWcs/A1Ll6OjSdVOm8Bxbc1uzEM3HRL4Am4Jb8jfaZ5EgU5ZrwXxoWJKz8DOXaNXPX0GcfTe26LMuEqqFVCXyxuYtUk8glzGqW+mZqC42z331HY66hG98h6MO4Rvf4ahD1DZ3HhEak+NuiBMisVKsc1n9f2CATUAtLazHW12sGZPr4OP9s17V2MA628FeHS1WyLLuZDI6Y7Sf9bk3rGaX1M2vbFDtZs9mcx4ltT53TJBNxo3tZc9udm0dE4cSiRmatSbZJExbjZpw9M6P3xmVDxxm14rp0/VZRr8wNz30z99TdZl+nrtkO58N2LdEQ0qk+TY560TwH3IianLTvr2qXaNY9+yIcQVJssvq8Cib+v7sT/+7anbX5+6Kyh2d2pU1l+czj5ywlx44pNd99nR27ZUmUQDoE+Y3ex4yIvT6qSJatAj9fB85xPfW2qnPWxJCd29LcV3WmBUbxNnOaFybPsdKUauhAgORhL/xHY46hG98h6MOUfMUWic9sKzIFBdRcjbdk4ySk1FONopK1lmPNsnnPmc2i3VtRp7PjnIfVh2RpjPpWZdMaXG+QXiPTTWpvLZu3RqV169fr+qUyUqY22Z2X6HaffQjnKLrxvdcpupi4recKpA1rlu3Lirv3n6xqtu1Z1NUXrJipagpR/4AIOhHKZvluZMRbO/9DW32WzCLr/29+76l6nYd4HRgyTg/Az09OvLylfW7o/Jv3fZOVTdzLhOCbHiJTaRkHv2cMvtp8tT8qCDzbNRz0Jhj9S89g9c9ntLP1d6dm8WYtPl3SJC/ZtO8fsmsfi9nhGobN4a7fMnUHKp03fM3vsNRh/CN73DUIWrLqy9gT04Hhli8t2J6UxOfZkoefBvoIz2nbGosWSe926w43yBUDuu5J/n4pDg4NKatC69sYb7/lBENpcpRKVWTTMO1Z5/OH3DDjVdF5bglelcdlv9dv+Kqq6Nyp/FG+7u//fuo/NdffoPor/ylYoY0olMEpQxm2Epw/Fi/ajd7Hgf+rFp9jaq7NsWegg8/9FhUzhhR/O5vfikqf8CI+tLz8AqRn+CF57Walc3zs7Ro0SJVN9TPwV92zfbuZe/LDRvWRuV5pK0LS4QX3p5f/krV5RtZJbtoKV/7yKs6N0Tbtcujcjqj172/d/d4oVDe+1HC3/gORx3CN77DUYfwje9w1CFqG51XDJGZJx630UWsI1oeDjnIbqF3x6ZqPvtWEenV16d1ySMHRe61HOtfZHTkljSP49Ll2ox2qIf1ubVrWZ+LGdaxXpFaevoMTcR59CjXNSRMDrg832l7C5t8YkW9TMkmQQxpcqhZHbQcYuK+Z8xfqOo6Wzn8LUZ8BlI05kGZ627NLx5UdUF4Oe44yGcUba06H+HlK26Myrf9/idU3Vf/D+vuuYwkytD32BgT5CnQkMtbFMc53d362WkXEXN9J7RuvfllJlNZtXq5qrt65ZVROSMi9XLm6GXDM0yQ2rHwIlW3eDETq0ozY65BmwSHB/kcrKVZm5A7usc9/uIJN+c5HI4y8I3vcNQhairqx+MxtJdEFGtuSwkRW5IiAEBX2+TmvBN9OhBHmubGjInts5/4T1H5nm9xUMoEAtAC/xZufOVlVbVxE3u0yQChVFpP46LlC6Ly0qWap+6pp55COew/wGmoL1nC4t+RwzqgZFjQ1qXay4v6QabJMmnJCkIW7e/TqcIuWbqUP4zx9womMEQGUy2cf4mq+8mPfxCVly1nAqc3Xn+VardlKxNz9BzQ9/n2d7w3Kh86uCsqy0AtAOjs1OqDRBBmtJdfZnIQK+ofE6nH4nFN0rH6TddF5ePH9RgP9fL4uwXP48iYNjUvvIznIJPSqkpPkdewtUWI91mtJuZEyrLerH72W0p5AihWXXouf+M7HHUI3/gORx3CN77DUYc4D0Qc4zpIc1q77E5pZ72tpUXrWE0tkxMh7n15h2r3zEusg3/mv/6Jqjuyg9tKd1vrOnzZlaui8n3/8A1VN5hjk5KMpJvZrM0zv/O7/y4qj45oEo3LLmd9cbHhqT8hdG3J29/Srm1DW3fyfSaMqU/quzKluCWhTDexfm5zBC5fxXr4xo1silPEG+Z7w0PaPLvyjTdE5aY0j380o9c2O8Y6afds3X/HdI6G/Mu/+p9R2bpZy2di104duSfXV+bLs+7e6VYel40OHRrh8Q8OG778bh6jTBWebrERm3xO1ZHU893by7p7dpDnMZXQ5KYXLeJr5XKGV79x/OLxRIUISgF/4zscdQjf+A5HHaK20XkhIB/GSQ0aUlrkOy7IDp4QXnEAsGfv9qgszXkNxsUvKdJCvXn1dapufVqkk7qPxbx1L+5W7datf4XbBW0SbGvj6TpxXKRwHt6l2n3+0/8jKv/xpz6t6hYuZhKQhfM1Aca+BHsXzr+IOfIaTVqoRJLF4xNHdDqmQmAxsqk5Kcra5CX54IPhh2tLc9t4i8hpMKzVhYKIaGvt0qJtPM2mqI5mwXs/oEXU2fPnReVZs2apui1bODdr1yw2vx3o0bx9Ur2RacMAoDHJInYuzvcpTZ0A0BjndrG0SdedYzPmjBnaDJgXpjgIU2osrs3VmTFuNzBg1K4W9kaVaktDUo+js4PnMdGoTZon94U125ZDVW98Iuogoh8S0RYi2kxE1xHRFCJ6mIi2l/4vb0x1OBwXFKoV9b8C4OchhGUYT6e1GcBnAawJISwGsKb02eFwvA5QTbbcdgBvBvC7ABBCyALIEtH7ANxUanYvgMcAfKZSX0UAY4XxE9JfPf2iqusf4NPv4VFNs1wYYfFQivrplKYpTidZ/Pna176u6o4cZfFwZIRP9Ts6tRgtSTpQ0OLgpUuZf+7qlaxKZMwp86EjzK+2acsvVd2vv/cPo3KXzn6FGXPZojAkAjIKBX2qnxJi3rROnU9KWgPkKbblJ5zSxeKlnFMASDezmCrTd6Vb9am7zCpbiGla53Saxfa+w7x+NuXXaJ7F6GLQloGLF7AaIDkalyzRRBk6e/DkqaUAna6rUlqyo0f1qb4cs7UojAhrifRkzJp2jY2CU3JQ90+CiKMhzus0dZr23FMH9oZk5eRaVB2kVUWbiwEcAfAPRLSOiL5RSpc9PYRwkg3xEMaz6jocjtcBqtn4CQArAfxtCOEqAMMwYn0Yf51MygFFRHcS0VoiWjs6OjJZE4fDUWNUs/H3A9gfQni29PmHGP8hOExEMwGg9H/vZF8OIdwdQlgVQliVNqfTDofj/OCUOn4I4RAR7SOipSGErQDeCmBT6d/tAL5Q+v/+U/U1NDCExx95fLxf0m//WGCdKxbTwwo5wTUeZ0WnkgdXS6s2hYzluM/u7mncX4PW9UaHOU12Kql/qHr2MunizKnsIfY/v/YXqp1SH41nYCLG3ljmCAFFYl27uY3NY8MDOiruYA+b8GJG/29tZXPTvj09KIekMBVZr75Z81k/V9GLOX0WoHIjmHk80cfrK81tsbhJ/ZyRJjbbP7fNCO556XUIAKmmyc8kACAv0ndJspcJ3PminfUcTaX4eiMjuv9chr/X2sxnLx1dmqg1L1KnjwzoaMikmEeZ56FQ0OcVJFK/x5Nn5oJTrR3/PwD4DhE1ANgJ4GMYlxa+T0R3ANgD4NYzGonD4agZqtr4IYSXAKyapOqtZ3c4DoejFqhtkE4MSJck3aEhLTKREOvy1qtKBPBIUc6aqEKRRaO9u41HW45Fu6nTOOhnbESLnosWMqHEvn0HVV3XNPa6+43fen9Ujjdqs0t1VAjARCeryb/Z0qqDOn74nZ9EZSLtMTdvHpvAZNZem4E42cjz2HtUz1VOOCzKOZ3Wrb3FRka4rsFwKI7m2GSVFeQmCTJqXIwvZsdYyPDnFmFizGS1mD48yH00Gy66wUFWOUZEwFTCTH5OqDFDQ9rc1i+yB1sSkI6pLJrvE2nVOsf0MzF1Kn+eddFsVSdVJvlMJxPVmeZeC9xX3+GoQ/jGdzjqEL7xHY46RM3TZJ/Us2ya7IRINW3dDhOJ+KR1+bw+J5CmuS3b1qm6otALM6Ossw0P6fOE7m7WxVo7dNzRe3/zlqh88zt+DbWDvs/Zc0U0WiFj2rLJce9e1jmbmrSJKhTYrBiMCWz79q2YDH2dHZP+HQDyWX0OId2AR0aYp97mRUwK3w5rnkUD6+SDg7xmfcd1zgR5riFNugCwYAETn0rTJJG+54Twh21OazfooojAk9F+AJAX6cDnzGZCFhkZCWgP2zjpZ1+OWe4LCvq9XK07bjXwN77DUYfwje9w1CHImsTO6cWIjmDc2acbwNFTND/XuBDGAPg4LHwcGqc7jotCCFNP1aimGz+6KNHaEMJkDkF1NQYfh4/jfI3DRX2How7hG9/hqEOcr41/93m6rsSFMAbAx2Hh49A4J+M4Lzq+w+E4v3BR3+GoQ9R04xPRO4loKxG9SkQ1Y+UlonuIqJeIXhF/qzk9OBHNJaJHiWgTEW0kok+cj7EQUYqIniOi9aVx/Hnp7xcT0bOl9fleiX/hnIOI4iU+xwfP1ziIaDcRvUxELxHR2tLfzsczUhMq+5ptfCKKA/gbAO8CsBzAh4loeY0u/48A3mn+dj7owfMA/jiEsBzAtQD+sDQHtR5LBsDNIYQVAK4E8E4iuhbAFwF8KYSwCEAfgDvO8ThO4hMYp2w/ifM1jreEEK4U5rPz8YzUhso+hFCTfwCuA/CQ+HwXgLtqeP35AF4Rn7cCmFkqzwSwtVZjEWO4H8DbzudYADQBeBHAGzDuKJKYbL3O4fXnlB7mmwE8CIDO0zh2A+g2f6vpugBoB7ALpbO3czmOWor6swHsE5/3l/52vnBe6cGJaD6AqwA8ez7GUhKvX8I4SerDAHYAOBE4t1St1ufLAD4NjkTqOk/jCAB+QUQvENGdpb/Vel1qRmXvh/6JChMAAAG8SURBVHuoTA9+LkBELQB+BOCPQgiKebFWYwkhFEIIV2L8jbsawLJzfU0LInoPgN4Qwgu1vvYkuD6EsBLjqugfEtGbZWWN1uWMqOxPB7Xc+AcAzBWf55T+dr5QFT342QYRJTG+6b8TQvin8zkWAAghnADwKMZF6g5iKtdarM+bALyXiHYD+C7Gxf2vnIdxIIRwoPR/L4AfY/zHsNbrckZU9qeDWm785wEsLp3YNgD4EIAHanh9iwcwTgsOVEkPfqag8YDqbwLYHEL4X+drLEQ0lYg6SuU0xs8ZNmP8B+CDtRpHCOGuEMKcEMJ8jD8P/xpC+Eitx0FEzUTUerIM4O0AXkGN1yWEcAjAPiJaWvrTSSr7sz+Oc31oYg4pfh3ANozrk39aw+v+XwAHAeQw/qt6B8Z1yTUAtgN4BMCUGozjeoyLaRsAvFT69+u1HguAKwCsK43jFQCfK/19AYDnALwK4AcAGmu4RjcBePB8jKN0vfWlfxtPPpvn6Rm5EsDa0tr8M4DOczEO99xzOOoQfrjncNQhfOM7HHUI3/gORx3CN77DUYfwje9w1CF84zscdQjf+A5HHcI3vsNRh/h/yWH7KI//ywoAAAAASUVORK5CYII=\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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MMWZjGEfzFJ/epB0ySJ8T6/B269jHJqMemBij8fZTI9l4Ur40zBlg7qHxiUMzoeCELeWFq9RDemFCTwyxq5JMorv7AtxdmGiBOdAa8iFFbU0rmUOQnNbtz1NundfifBepgT3RH+MM+uOHEFW34xGrngMDMN8DvvYlC4pgivhMdq0+2r43oweRJitPsDzL1sBgzmWNsJxHeyCpbwIEdY38zU7NphzuxLpc0vEUae1PrNiekSk7o0GW1hYvL3wpnf1tdZaxMXrZEApdYdSartSansiObWGfhYWFucW/9Nd/V6lVIPWulsp1SAifZMN1FrfKSJ3iog0NtTpRas3iIhIOM1UyplimJ7eWjaTfv7aDke+oALmd6q/lcZ1HIHJPXfGQtItmo3XRUZroooI//bVVcJ0S/m4tVRHJ9yMl1+Cabh6He8CKw9+B6MJjjyIsdvrVdwN1WcGEQzzO+4rp3HZQZj32TTv+PsUTGlPynAdNBNxBH0w58Nj7EpUleEcZwxSjrRrpzpl0Jt74r2kC9bAxPZUGZmYrvnGjQxCb4ofDCmjk3FA4X1D3VwQlPXi9lt+IWfubWsFVXtHF7Io40NcmLRwMbIhi4uZxCWeQKRglquAJxCEOX74OO6P6mF2WxpKkcnYNHc+6XbvhfsXNt63bDYXNHl6cH/XzGA3NKhz18Lv5eK0yfA/feJvFJHbJ+TbReSh/+FxLCwszgOmEs77hYhsFpGFSqkOpdQnROQbInKdUuqYiFw78drCwuJ3BFPZ1f/QJKpr3uK5WFhYTBOmNXMvGArK7KW5Cqa77/0B6UqNDK5Ol3+0uBjhjuql8Bc7+nmfYHH5GkeOjzNBZTIBf/GlXXscedWad9G4sjIc/7U9x0nnNfprJRLwOTs62OdsbIS/ONTL1XN+kyjBxVMf88IASwaRmRXKcDZayUz4ix51NemSp0FEmTHacHld7cayhrFXVM1tp+Mpox1zAL5wasCV/VeMkGYqyDlc2VGDm74Q5zQT5WxFT9Ag9hQOlWUD2CvxGlsUHd3cUswfwh5FbQ0TcWx+BoQVN9yIcG+kjvc1Lr0cbbieeeYZ0pVVIFR59DCTWTY3IcQ2b36LI5cXMf/+79/2J478D9/itJfqOuxprbkAvvuoq+1ZsbH/dOLoadINDOTWQjzF+0aTwebqW1jkIezCt7DIQ0yrqT+eHJKtnfeIiMjSDbNJ11x3lSPf9oE7SPf5v/+kI58+jbBR8wwXJ14vinue2XaYdO9vQBhmQIM3bfspbum0opjDXibmzQO5R9Uy8MGdbGdT/8QJhPoe+O63STc6jLGl9dwKqnQUhSNJowuuT3GYK53Bd4n5OPSpPXhfUAwXwZVpETBcq+E4h9iKjNDTmNEJOJvmVmE+o4WZJ8Nui/JDF/LiGKk4uy0+BfM+7WImyRokF8PjcDPKK9iMHjPIR/YeeJV0N98MIpGhcbgfNTO5AGbLazDhiwo5VNbZj6KaZSuYRKPEqBfKKszrUNd+GveZv/icI8+ePZd0Ow/CbD8ygOzC5gZ2n3QcWX1Ns9aQbiSyU0RElOLzOxnsE9/CIg9hF76FRR7CLnwLizzEtPr48WhWjuzO+Wq11UzOuGAW/Jf7H7mPdEGDcMNTinEfuf3zNO70caQ0Lln0HOn6++Dzt6yAf+RPcXgpGYM/unQB70NEwqi+OtDV6sh1dRxCevwZo39bI1diVYwhhdSX4qq+Ag++Z8ggEk36+Fw1liGFN+xjwlF/za2O3LP1LkfOFnHFWdjg41eudNuo0afOG0UKsK+QU5g9Xuw9+HxcSZZO4RilPoNE1MPVY+FRhJ9iWVfPxAqk30ZjSFPOeLlKsKIYIceBLIeCT/XiHBdX4bO2vcph1iXzQKLpD/FeRuQkrkvFYl4ypUYjvKEhpA43lnDfu6ARPgz5+Xm7eCH2NiJj0EXHuF13YQF8/tOtTFbTVJvbNzju52s5GewT38IiD2EXvoVFHmJaTX2vX0tpba4ErXOAWwDtPwAzr7WLTbm5c5E5dewUTMj3fPwGGjdscGosXsxVWksWwdQdHzE45cddmU4KJXLFJWy+Prrxfkd+17t/35E7e3m+2X6YdZ/8OLsj//lV8KYFXW2+00b227xZkD/9Xg5brrsQYUWvj03KqFHhd2A7Lu+d93D/gCdOwbz0lTGJhkri+yxsQQbh6R4XUUYWH2ZWJIqI+Hx4ppQalXWJKPMY9nXjs+pmcgZhQqEqs6byCkeOZZgvz1cAs31mPX+XZLTY0OEemD+HQ5iH9hjVkJrboy9diYy/rn6+1hGjL0AsCldw/17mxF97Ca7hkQNtpDO7bWXScD2TmrNPq8oRO6xvcLlu4ZxLo4Wv0WSwT3wLizyEXfgWFnmIaTX1kwkt7Sdzdk1BMZuGFTOxO7rzJBdhjOyAOT441OzIzY1zaNz8FlAfL5rPZmMqid+4vcfQbbaleD2NKzQ2+cfZGpQbbnqHIw8b2WLlKS4WWnrRBkfu2LOXdN/8q/dhTns58nDxapCFVK3GLnOq5koal+hB8VBM8293qBqmf3EXdnhrGrngaOYIdrtbXe2Y0mkcs6MTumyMd5l9xZhjVvH1TGfM9lcwPzNhJiaJxXCSPRmXmRpDFKErcrcjJzLsniViyJirreHWVT1RZMWVGzSMv76PXc1ZTYi+lJRyFGV0FOZ9jcvEHm3HXJoWwb1snMmRnk3P7nRkX8CVRpnBeV3SAlr4wko+RlsbrllXF2eLelRubDZ7bjn3LCwsfodhF76FRR7CLnwLizzE9BJxBILS0pLzy7PedtK98Nzjjtzbxdl0c2cjyywYgqPW07GHxkkaoZvyUiaNKC6BH+g3fMdRP2eLZY0KsdEx9n1LQ8gQi6Yw7qt/9x0a97m//aojL1AcklleA5+wtYs3EQKFRgZXKQg8i10EFVKMyreuDs4yay7BMRvmozKtsmUxjWvpxrz623iOfqOF1tUXIcvxpR07aVxzEfY21l/EYcX2MHz84Sjm1OMqHjNbbWnFlZHltYYvHMG5bz/EPRMamxD6HBhissnxMEKyAaMl2rJ5XJ3XNB/ZkAcOcJssFYLv3n6Sw3kFBdhz2vIC2msXlTOZZ18vQniXreMwdCwBopLKGbg3hwf43pw7G2HFklKuyuwbyp0TLy+dSWGf+BYWeQi78C0s8hDTaupHY+Oye3culJZMcguj8X6YRgsv5MKTuhkIa4QUTJxrL+eWftsOPurIMRdv/9HdeO0vgVmX1hwaChoda3v7mNesohkhQoNbQmYt4SzBwhBcjgMHN5Pu0mZ8l9U3v490Yx3ISCsxSPazMW47tfsQzNnWvjjpKgP4LS+rxrmaOY8Ljna/BF65lfM52+3UaRy/sxfZhTddxyZq6wmEXXf0sY3pTyDcWVePUO1xF09iaTnCaCaRhYhIQSFM+GKNW/VbX/8XGnfvAyB5bm3lcOGsZny3z30epCg/+BETpMQzIGRZf/GVpEv7cT2Pbj9AuuoyhOKWXoLwpsfH3yUbwX1WW8/uwiuvIuW0dwgu6rKFfF1OtCIEOWfmMtK1d+aKv3TWZu5ZWFhMArvwLSzyEHbhW1jkIabVxy8MFcmK5WtFROT0afafw374JlWV7OPHM/CBWnt2OXL3CBNlngkVioh0dnMF1Ic+/KeO/P3vfMuRZ63mtMjTXaisy8R5HyLrQWgoGUEI7N23cM+RwnL4d4WlTF7Rk4WvV9LFIcfyC2/Eiwx85r4+buXdfgKh0Lir5fLx00jrXFOOyrqBbk637Y/gfPuSHB4rLMD7xtPYzFA1HLKbW4s9j5/f/QvSNRYgdbS/B9c61Mh7DaKxlxH0F5Kqqwt7HmNGxeCvn/o1jRuM4LrExtnHv/46pMB+7s8/5si9vXw+CoqN+6+RyTZTWVyLqiqe/742zCUyvNKRPQXukCMaSu/ey59dUop9pZpa3C8njvH9UVEHndfLc6wszIUnvR4mGJkMU2mhNVMp9bxS6qBS6oBS6jMTf69USj2tlDo28X/F2Y5lYWHx9sBUTP20iHxOa71ERC4WkT9WSi0RkS+JyLNa6/ki8uzEawsLi98BTKV3XreIdE/IYaXUIRFpFJFbReTKiWF3icgmEfniGx5MZcUXzJkicxczyUXAB1MomWIzqdiPcFDYyGILFHLW2vHj4NXraGXusWcf/nNHrqyEcdLRzqQLs+bBhNp7+CjpYobp3zQDobIdu9kU7+6FyXpVLZueM422yuF57yXdtv/6qiOnBNluKy67kcb93nuuc+TTnRwaGuyBGfnoxl868k9/ei+Ne+d6mMDbtx4hXbnhqlTWw5VIpzmT7JVnED5tqWL3LNyDeRXMwLX1+13XPeAzdBwS9BluTMcIOOZe2txK43QGoeBFq+pId98zDzhyn3GqLrvsKhqXMnj7PUE2xbuHEU7devxl0s2uA9FKpgyZe2XVi2jcDqNKc37LPNIN9OM+jkTxLI77uEr15AlUHs5q5ArCiok2aD4fu9CT4bfa3FNKtYjIKhHZIiJ1Ez8KIiI9IlI3ydssLCzeZpjywldKFYvI/SLyWa01PZK11lp+o1eL8747lFLblVLbE7GpJRdYWFicW0xp4Sul/JJb9Hdrrc9sY/Yqlav+n/i/7/Xeq7W+U2u9Rmu9Jhjyv94QCwuLacZZfXyllBKRH4nIIa21mSu5UURuF5FvTPz/0NmOpSUlyUzu92Gwj9NQRyOtjrxs2XLSHTeYRwJB/FZteYn9+JpasKP0dbFvPXsWQn0rL0Kq77wGTtk9fBKv16y+kHRi+Kff+vu/dOSv/MW3aNhgAj5iUScz8ESDIOks8bAFtORqpPCGt6ONeFHLEhqXMFh3ql1sMTv3wV986nn0g/OXM2Hn8y/DZ/7AR/6QdC888itHNv36inKuCFMGE07GywZfldFPoD+MEFNhOVckxhMo1/O4QlRK4LuXlyJ0eMEy/s7bt2JvJx3j8Gl0HKHPumowHB0+wIxE+46ivfh11ywkXSaMtOiGKk7PHk/jHI8cRSj4+FG+N4fD2ENIjg+SzhvAOdAK+0V1tbwXEB7D8f/r7rtJVz7RxG/cTRs1CaYSx79URD4iIvuUUme+5Vckt+DvU0p9QkROi8gHpvSJFhYW5x1T2dV/WUQmI/K65q2djoWFxXRgmsk209JxKmfmhKMh0qVSBq9+K7e4rgghNDISRkbeResupnF9/dC1LOT9hMZ6VFjNaITJ9MCLj9K4L136FUeO+DiT7Mf/ipZU/SeQNTgW4Ay/J34EM/2K22pIF6ozzLcM/54WNcEcL6r7W0eOukzgwjjcmKE+DsWNaGSBzVmHMOCJX/6Yxq2+GrpMEbe4zhptuYf6sHWTifB8/UYLrUyaSTT8hQavfgg6nWEXrLAAZjsHC0V8hvfgT+F+eeVFrpArK4N5/+Sjz5Cuohr3wbF2ZFve8BFOO7n1Pbc48oMbuXLv2utAivLyS0wgExtDdmE0hs9at4YzQl95BW7dxevYlTh+EoQy3V0Yd2yIM1ODWYShZzdxxmZkPOc6q6lxbdpcfQuLfIRd+BYWeQiVC8FPDwqL/XrhxI6st5gNu2ApssWGh3nXc7QXpui8xTDreruZ1GHOPOz81tbx7u5DvwYhRi14OKS4jHnYKxtgot32hw+TbsU86H7805878tFDnOF3WTOy2P7sbz5IusIQyBV83E1KssbPcMow2QIx5lDvegHtsO7ayK2xRupXO3JRE4pGpJd55MoLYFJGAswVH0hgF/u1B/4V4zy8oz0WMTr/ejlzTxSOX1ECTrmOXr62iy5Y6shV9VwEFArBvE8Z3XdP9b5G4+obcPxXX2FTfPV63Dtjnfhe3iJ+5p08hWiI6cKIiMxohEfsDfB9VWZw3x/ag/vgHVeso3FpDz67tZN5AVtbcX3XrHynI3e0chuu0grcuMdP7yOdpHL3/s4XDkl4ZPysBr994ltY5CHswrewyEPYhW9hkYeYXiKO4pCs3HCBiIic7Ga/uLcVDm8kxuGxO/4IRBcPP4Yqs0s3cO+83Tta8VkhDlGtvgi+daEHHPPlRmhPRKSvw+iTVsP+6D3Po/Jp9kUIJZYF+TQuN3qolYQ4JKgMMsS0h0OOPjFIKYxxnfu4gvC/f/KEI49meI9m3z5Uo136UWT8heps0iMxAAAgAElEQVSYQCIxgPPviTOvfrAJ59VbB/551ctZYdoDVzKV4izErDbGFsFn9nvZ/exshx9bXObKDBRU6ykvwoBBPx+jwIuQ4Bc//0eke/a1f3TkiA9+fFGEsyELQ8gk/diHPk26qzfc6sj/8J0/I13Xaczl9An48c8nOCSd9CHUvOgC7nGwbh3ChYcPgmimuoHr3g53QOfT3Bty1qLcPPZvkSnBPvEtLPIQduFbWOQhptXUVyorXl+uIKHYw+GfYsP6KQuyCf/aNmRjbbwHWU5//U3m1d9wJUJZkQSTeby6BabWO69BpvGclstpXNDzoiM/ej8X3yy+DGZjZQEKSCIucolb1pthKc7cM39qf/Pkw7TVxsBdz3N24YduucyR//Q7PyRdKgp3QQtCpAEXyUVmBsJoOs3ZdNkMTP8N16BwaOPPv8/jTEp/zfz+JuFGzMjKDGgOlY0PIiQbi3B/LZ8PZ2g0gkKf8QR/1i8fhPt39y/udx0D8vzFCN3qAi7Sqa9BmG7Tjl+Sbv8RFOLccPPXSPed74KI44b3Iiw6NMDntNkotDrd1kU65cf3GR6F6xkMsJs4pxJc+hW1fD2DwVx2pN83tSVtn/gWFnkIu/AtLPIQduFbWOQhptXHTyRTcqo9l544PMxEmaVlCMmE+zlF9Y8++veO/IefeYcjV8/gsM7mrUhjnNfMZIfvvhG+atogJPQWcuiwPIQKqFAZh/oWVcJvbRszfNUw7ydkAwht/U9/WZVRZnW1UTkmIvKpO8yQFbfQrp8x35H9Rjp2XHgfwpMyyCUVk5FIGBV5qSBSUkuK2efMJODHZlzHN/3zVBJzLCrmKr5gHHPsa+dqtJJCELLMmIV0VdXLlZ0f+vD7HXn79m2kiwwi7FVdh72LUIh72y1owf1y74O/It3iBUab7/v+P9K97zakNP/w3+Hvf+KTS2nc//3uPY68bMV80g12Yy4V5diHiIwxkepIH+7VaIrzvTvacvdgOMx7C5PBPvEtLPIQduFbWOQhptXU93q9Ul6eM9kSCTZJtj4H83veAs5K+j//Ak78ZZfAJThxiE3s2DDMwUoXv3pjHcJv4wl87VOHODtv1XqY+q8+xccP7AU5hnrP/3bk7lbm1Ut1YR7BUuZNe0MYVnvS+EmOptksTVeBmMM3wll3M1bCPNZZzF9lOASWjYLbzVvCGXMSwvx9Rnvq8XEOxXmzMIGTSXa7lBfvyxhtw1RpAY0rNNpHJRIuPr5xhPqKDHKQtj4m4hiL43suv7CFdAe2wX1ob8e1XriQs+de3QxO/Osu4zBx+yAq/na7UuPu/fWljnzNDeBT3LObsy2XL0fm5Ngg3/szZuH8xMdxfvrSrvZr/eCePHicQ58zWs6si6lV29onvoVFHsIufAuLPMT0cu4lk9I20c01FuGd2e/++wuOfOQ0d0Md6kO2XrAQZu/idzLN8uyZax35xb0/I939j4OIYkELMqD27+GuukcPI/uqvpnNY18Qu9ofnYWoxE9mttC4ZAanlY30syBquBbFML+PHOKCjw3L8T23ju8gnd8Hk9tjkD/oLEcvImEUpVS5duu1wQU4HkFkI51iU9zjw7fzaReriIbfks1CLizkzwqGYNqWlXM22sgITP3jr4H045JLmdzklVc3OfLJA3yuSsswr4UzQY6xetFKGvdkF7JDDx/hqFJbO+bRP8jttVZfgF34TAzuwgsPcafbhkXI4JzjcmVHxvF5g0N438xGdlfH4xhX18CcfmcITdp2vSpTgX3iW1jkIezCt7DIQ9iFb2GRh5hWH19ns5JI5kIXqy5cRbonn0J3rliaW/3GUghZzWlqduTFS5jQcMurrzjysZ3s00oEmVn797Y68vyFzTSspwe68hrO/qtQyLhqLIa/+5cfYJ70oy+jmm7JIm5x7fWyH2vi+KvwM1tWgZzhgiUcenriZw868sc//gnSHTwIIse4kYH38uYXadyKNSASycbYH/UaGX993a2OnElwht94FiG2ukoOCQ4OYL8iEEDIzueqHissRfg0HnftqRjzWL4U7cySMa5uu+oy+Ot793B4s6AaYa9Tp/C+3pc7aVzMDCUqvndKC7Ef1dfOVaWhSoTmZtajAu+2P2aij4eP7HTkoweYhCbgR9iuuQnXuvUkk22ePo79irpG3ms4sDe3VxVzkdhMhrM+8ZVSBUqprUqpPUqpA0qpr038fbZSaotS6rhS6l6lVOBsx7KwsHh7YCqmfkJErtZarxCRlSJyvVLqYhH5poh8W2s9T0SGReQTb3AMCwuLtxGm0jtPi8gZFgT/xD8tIleLyIcn/n6XiHxVRP7zjY7lUV4p9OVMwpeeYp73+UtbHLlvkE39ggKYYQNGOO+5J7fTuEcfwutsmsNGLbMR/rjoImS39Q5whtXMWWhj1X6om3R//fnP4oURogoEuFCmf9gI/+x5inT1q65w5CHFc5y3DIUdX/0UQlZf/snLNG7BOpiDJQVsep48jCyzh7b/xJFnlJfTuLJ3XunImYiryCgIvsLBfnR9TXv4ORExSD9CruIQnxc65YF7k3URcYTHQbDhdoNMDr6Hfv04jl3Cx6gpR0hw5dINpDveCXN5q8HJeOXVzEFYXIWl4PNxdqGuxLwOH2ZuwY6jOP+R4f2OHCrlQG53K85xOs4t0ZpntDhy7xBcgoZm7vmw5AKEoZ996mnSeVTuumczb5GpLyKilPJOdMrtE5GnReSEiIxo7VzFDhFpnOz9FhYWby9MaeFrrTNa65Ui0iQia0Vk0Vne4kApdYdSartSartZnmlhYXH+8FuF87TWIyLyvIisF5FypdQZ+6hJRDonec+dWus1Wus1/oCNHlpYvB1wVh9fKVUjIimt9YhSKiQi10luY+95EXmfiNwjIreLyENnO1Y6IzI8lHvqV9WUka67B3796rVsUAQLkB7bfhJWw4P3v0Tjli4G2WbTfObVf+F5pDKWdMJPyyQqaNz+LTjmikXLSPfpL6CF9sb//m9HPrqPQysVBi+93vlz0sVW3eDIlXEmI0kZvt4dF2EvIJnlSqw5KXDde4bZtx7P4pKWB+BnXnb9u2lcWkHnLeSAzNAY5nVkF85HVSn7puEwwoBuXn2/wblv9mdMJtkHDRW+/jgRkVAxrk1xcYsj9w1xf7zqUnznvQc2ka5/BOdn0Tz445XF3Ga6oxN7PdVVnA47MAz/fMEi7h/YMgf7LaWV2Ivat4Ov7WWXI3za2sHhU62wz5FJ4L5VwtflsY3o/+jzc4p0Np0LOWo9NSKOqcTxG0TkLqWUV3IWwn1a60eUUgdF5B6l1D+IyC4R+dGUPtHCwuK8Yyq7+ntFZNXr/P2k5Px9CwuL3zFMa+ZeeVmN3HzzJ0VEZEbtBaT75UN/58h1MzgU0nUSlU1PP4YqvqZ6DsnsPwBCjOQoc/PPrUELrTlz4C70drLJ9J6PwMSuKq0n3UdvhKmfMbn5XBz+JbNg/g2f4Gy3hm6DE66es7v8SXzv0quudeTuV5j8YcsowoXXjXI4TxXChZrVgHBQ5Uw+V3FlmNVpNtOPv4Jz7M1gToVBDreFDK5+t6lfUoZ5jYzBlK32c1hxfJzdGBP+JConSyoQYktkuCozGIJZXV/PGYTeIMY2NeLceDLMEXjqIO4D70K+ZiMRmOaxETaly6Mw70924LpcecU1NG7Xnk2OfGALhyNXXdSCzzJ2ynoVc///r498wJGPnXyedD6dy0DtOPiKTAV2t83CIg9hF76FRR5iWk39eDIsx09vEhGRU607SdcfAY/a5ufYbNxikDDMam5x5H/65+/RuMZqFNyMDnBm4Jx5KOT4ytexw71gNu/q7zGKXC5690Wk+/QX4QZ84ZPg3Av183wvmAEz11fNZl3Hi2jPVPfevyed34/jFF4ILreDn/0mjTtokE18+CZuAfYPt97kyD/61U8d2evl3fSAhukcCzPvYE8XCB+CQbgEWZdLoL0wl3XW1dLJyLD0j8NUzip243xG2zCPl3f1q8uxgz52AEVGlZXclqyjHfP6t2/9gnSlxRj7wdsRUVm5nudx3S1wuw4YRVwiIgvnwWXavYvvq+YaRH6G+5C598xT7J7d8SmY6eE+btHVO4CI1szFKNi5/oov07gnnkILs6oGnv/IRKRKZy3nnoWFxSSwC9/CIg9hF76FRR5CubOlziV8Qa8uacj5lrNntZCuZR4ylnwBrs4rLjGIKLIgRThymIkKrrwYPtymF7mircogZEiEEbqZtYhJP/t6kRW2YBH7+G2tmNdPvoTKt3DnbhoXMSI+R7dzFdXyWch+m3HRe0knLZc4YjKAsNTofUw+evdjqEL86Ae5vdZXvv43jrz0o+B5T7u4ML1GBdqeFx8j3cmjBx05WIBnQ1kJ74ecPo3zkc1yeKy+Bj5oPApiz5p5nBKijfoNr4/vRWVk5G16daMjVzdwC6rGFsxx0QwmLakoM4lb3unI3/3Rp2lc3AiL7t97inTvvAGZpHPmcyix9Tjib4ESY48muIDGeQIgCIkOMWlpb6/RDjyFPgCjvVwleNEqpM3E0xwGbRvYmpv7pjEZH05zk4PXgX3iW1jkIezCt7DIQ0xrOE9Ei/LkbM5FF42QZrgXIaXRTi6wKS1DZtbuHbscWfnYornr+wiPLbuIwyn9XTBnR2Moqtm2ncdlYgghDfayOVVSbrgFQZiytZVMmPDURnDuDbgKMtYtQgbdiee4vGHuR1HIETCKLWrW8PEXnwb3/1/90z+SrnReC46hcHm9im392DjOQaiSzdel18EFGdmDDDFvCWcJFhfjOo1FOFwYi+DcKYNnr3keF2Al45hX52F2mbI+hPr+4E9uxfFSbALf9SOc72UfZPdsxyG4Wi++iiKX0iDPd9GqFY7c1cmFpqdO4d5sbeMCoXACuks3rHHkjKsHQXwUWYPVdVwg9Mrmhx3ZG0DW4NAg8wceOoL3XXwVZ6YGq3JuwPHXNstUYJ/4FhZ5CLvwLSzyEHbhW1jkIabVx/f7vVI/IxemyiTZX1y0BOQHsQhPKzoG3/rnd3/Dkb/4xb+hcd/7Marn+ka4/1lIwV/aug/kEu+96Ss0bnQYoayCEKehzqhF+qfJFZ9Mcxiqsxt89mP9/F1O96CSr3EGEz6kdv7YkbMrPuTIHYfY53z4QYS22jK8D/H+i3/PkaMZ+M9m/zoRkYxRTVdSwqQoKeO7SdDcb5m8J4CbKDMYxDNFe9B/r8jHex5FjajSjI30ke7AMPoMRDdjvvt2cvVceRmuy89/di/pmlvQf64kBL/+mne8i8b9+z8babRJvmZa4ZpVVHDr6oYSpOwePYpquvZT/F3u+MNPOfKDBnGoiMjq1dgb2LbjOUdefwn392s7DfLXo0e4B0FiosdBMsl7C5PBPvEtLPIQduFbWOQhppeIo6JYbnlPjvc8luBQxXAEYZG9O9m0HQ/j96mqFoQaDY3MAXfkJMwkj4e/2ug4ssfWrLjekV/adidPMga3YnYLh5469mCOt18JconBQTZfw+OoyIu6TK+Fq9Y7cqicOdUirQhVho4j/OhrZubyd/5vZJ1FR7liLoxpSdpoeRWLMYHE9peQ2Vg7m1uAVdQiQ69uDlpX9Z8+SOMCAWTrZTRn7pnVgM0XgAvxC3/5lzTu377/AD63ZS7pllQjjHtoHyo0sxk2czvacF0qqjkTs7oGLmUsguPtO9FK4664ASZ7x3F2fZatQLjz0ad+SLqZhbg28SjCyzfedC2Ne/BBfE+fnyvrduxAq/PLL7vOkcsqOVy9bSuIZgb6eP0Ei3I9GpJxrgadDPaJb2GRh7AL38IiDzGtRTqNLZX6j/86VyjxwvOvka7bMJfnLOCd0+6TMCOLjc6ixzq4mGfZIuzgDrfz91qwBOZraxd2X48e5t3XsgJkxWlhk3LZ3BZHvuvr33HkH/3sbhrXdQJZiX/16XeQLlMEHr/iEO9O+2uQPXb6+e9C7hyicYfGkP0X93PhTFcXdn5PnYR53D/C32VGDc7jrItvIl3QDzcpGsZ3ObaTO+5KBOcu4eNrlolCt2AFXLJxb4TGrV+NLMG+CJvYY+Pg/vMYUYNsinn7/uPbKJhqms/unwr0OPLMOkRRSsr5/vBkoEuF55FuJAvTfNF85leMavACDgyi3VjvIHP/LZyL6x5Ms+6xx+DWKQXzvqqYv8vl1yJb7/gxdiHP8FQ+es8+GeyN2CIdCwuL34Rd+BYWeQi78C0s8hDTGs7LZrIyNprLNCsuZM760mGDCGHzYdLNbASpQXdPqyOHghy6yCYM18bLLYxGxuBPJ432zpUlTNyos/Cdqio5jDZjBqrkRkZR3bZiAZM//P6t8MGjPg7ZPf4AQo7XX9hCuppK+L+Fcy9z5LrkVhpXVQ9/es++faRr7YNPGx/DvkmBcAhpznJUAkoBV0NmU7z3cAYZF9lmKgU/Oa1ZlzZaZe05CYLKWJrDfo2VCMVFXXP0ePFcSmSxZ3DqFJ+Pd90MApOGmXxPtLchvBePIyzn0/wdE1nM430fuYN0//79Rxx5/wHebxkcRkXh4sUI/+p+Pv7RISOrr5P3CQIB7Flccgm+i9+1/dbdgf2EJev4njuwP3eOU5mpNaad8hN/olX2LqXUIxOvZyultiiljiul7lVKBc52DAsLi7cHfhtT/zMiYnILf1NEvq21niciwyLyibdyYhYWFucOUzL1lVJNInKTiHxdRP5C5WIOV4vIhyeG3CUiXxWR/3yj40TH07Jra85kGxruJV2J0UI7PsakEboOoajLrgDv2CMbn6VxB7q7HLm8rIp0J47CTCo3uNZNTjkRkVCp0caqks3Gm66/zZFrq5FBWLW8kOcbgI32640vkK67H6Z4oIJ52bwZ6MqDuDSREu7QGixH2PLqOcw/t6QfGYo//Cm4+gZHmXgikYBLU+Pj7xkzOPLN4pt0nAuCsj6cq1CIM+ayAtdt2VqQY7yy6Rkal0obGYWuDrBHD8A8bmqBK3FoD3Pi3fouZPwNjLGL5w1iXgf3oX1ZgauV13ve8x5Hfm0Pz/Gpe/4VczrC9+23/h1FXlVVOI/1l7AB7C/CPI4eHCVdOo33bdmKrs6zZnA4L5HE+feXsEl/aEeOqy8+/tYW6XxHRL4gImc+rUpERrTWZ2bcISKNr/dGCwuLtx/OuvCVUjeLSJ/WesfZxk7y/juUUtuVUtuTidTZ32BhYXHOMRVT/1IRuUUpdaOIFIhIqYh8V0TKlVK+iad+k4h0vt6btdZ3isidIiJllcXTlyZoYWExKc668LXWXxaRL4uIKKWuFJHPa61vU0r9UkTeJyL3iMjtIvLQ2Y6Vzo7LwHiO3FKnuCJs8Qr4aYOD3Mtt8XyEx8JhhEIuWstpoiO98IkSSc5afPgh9OqLx+Armb3VRES+8z1Uj6W8nM57/Y3wA8NHQdKZ8bN/e+oESEA6jneR7iv/+DlHHu84Rjo9ilCRvwbno6VhLY3b98L9jhxVbLSdPImQYHgc6bZV9U00rq4BrxNZPlcZ45ABn9Efz8t+a8ZocZ3IsG952XWoMguWwZ8ejrD/XGkQdo4G+Xp+9IM3O/LOQ6gmXLCQ9zzEA383PMb7EC0zsBezOYO96VXreG+kqw9h0X0u4pM/OImU5qF+9q1Xrb3KkXt7kSKdiHA1pAjmtXfbAdJ4FO6f8Dju/eZGJhV95w3op2juC4iI7CvM9e0b8Jz73nlflNxG33HJ+fw/Ost4CwuLtwl+qwQerfUmEdk0IZ8UkbVvNN7CwuLtiWmtziso8unmiTbAJmmBiIhOwvhYdZErQOBFOC/oQcZfRS2HqBB0ENl7kttr6Rh+465YD5Op4zRnUfV04rMWLGOyg+/9I7LuTrwCLvSQj00yUZhHdS2HFQ8fgfvQcXQX6TZcv8GR/YvRGsub4eOnehGWajvC7caPtcO8f3jjk448d9mFNM5TB1fLbTamDNN/rA0htYN7XqVxfoOPLxPna3HHnyGtY2AcYb+GCnYJjh9DlubpKFcajnfeh/c1oXLx5ve9n8Z97Pfggn36T28kXY/BU/cfP4U5XxDi677K4Lerq+Pswm2b0f760D424RddiOsbHsLm9Zxmdq1KS1GR19bK91Umiyy/ojLIc+bxOqivQWbg/gPbSDc8knMR9r0Wk8hoxlbnWVhY/CbswrewyENMa5FOsMAj8xbkMrr2buMihqIg2gNtfZXN9Ot+DzuwJQaL875D+2ncokUwhbJRdmHKC2FGbn4NJCCZBLePqm+GyRofYRM7k8Dv5JxmmMoDBvmFiEhJCUzbWJRzF1588RVHTo9zMdKNZQYhRhrZXRkfRw28M5DxVyVcYNM1DLKMlRuws57287iY8Zvvd90FyQTOXdtx8OwVhfh8lFSjaCkywBGQW29Fy6u7Nz7hyBsfvIvGXbIeZnp/linXP/LxbznyN76D9mjvvYlpyQsKWhy59VAb6Trb9jjywqU4j/MabqBx0QDcs0O795KurhbHr7mC3YAZ8xAV2vT4UUfu6+uncckk7oPiMo4M9HTD7VB+uF2xKLtP6TReh8fYPTtDMe71chRpMtgnvoVFHsIufAuLPIRd+BYWeYhp9fHTqZQM9k5UN/m4ou1DtyNEMzR2lHShAmS4PfYwsp6CQSYt3G9wr9fX8fEjIwgjzW5BqGXPruM07sp173Pk117eTjqVQvZVugi+nTYIHUVE7rkfLa7SKY6s9Pfi8/xeDvXFasG5r7f8wpEL1/4hjcv4QEpZUsx7JZUzkNVWboRMw0n+jU/GcD6SmnWpUaOC0OCwX3rZO2ncuEHEMVrAvQVEGdcmCX80xJdMxqJ4n3KRdPzRn3/EkS+6Atfsrvv+lsa94x0gFbnvwZ+T7gLDB6+owN5LTTPf+uVGa6/Gytmke2nLCUeud/H2a6PN94bL8b5shv3ztnZc9/lzuH+A1sjWu3AF9nmefPp5GhdNYh7BILcsS6WjE8d6i4k4LCws/v8Du/AtLPIQ02rqi3hEJgo9Zs5hkoFdO0EaEfUw9/rYKEyh7m6jCMOV0bZ0JYpBLlxzAemeeARZcg11MKnHWvgU/Py/jAKYsIt7zjD1PQaX3g9/zB1aIxGYjaOjTLqQMizAC1ZwdpcEUKRSuAxtvoaP/oKGVcw1MvxK6kg3fx642I6dQFg0k+SwosrAVFTC7ojZCXjpZciEC1RxJplKwA0oyHDWnTY4NeIjMOE9WQ5DVVYijNsTZiKOtKDAZtOLCHmlw5tpXKEX5nw8zUVXBpeHaC+uy0gfh+xqfLgfj/WNkC5mnB5Pku+JskL4Lt39ON/tXWzqJ+NwM/wuXryuXpzHaATZluvXLqVx5TPgvu7bwgVeI4O5z8ukz32RjoWFxe8o7MK3sMhD2IVvYZGHmF5efe2RcDLnE5Wk2a8saYYPVFnMIZMTUfjWQR9+qz7wqRU0rq8T6YpPvsRMYaMJ+M93/wycIZesv5zGrbsWxJCJIQ4rJqOozIr7QOrobhEdT8LPqiznlGBltK7uCzJxoxqAj5ioNvq3aQ5NHtqNlOO6ctaVlcJXTY6AECSb4T2VgiD2QzLCfndREcbGPDh+yOOiTssanPUprrpL+bAv0zOMMNQtV/4+jbv3MRBsBIqYnKWrFSnNMYNsY2YNn9OREfjklSW879Pfhz2WkEGs2jbOhB0HE7i2hSH2k1NGemyoppZ0m19Gaq7pX4czHKr98N8izBjp3UK6xBPfduRxo7Buu6tdfHY7zkE0wvshS+bk9jaOeN0EIK8P+8S3sMhD2IVvYZGHmFZTX0lWgplcqC7AURfp6W115EUGT5qIyIxGDG6shVl9/DCHXUYGwVm3fs3FpHv8YRAXrF6L47d3cube4AhMreuuWkK6vlZUqs1cutyRb/3gLTTu8ccQkkmE2Wz0FyGMFnaRQTz41M8c+YMf/pojBys4VDboxzl48lXOLrxk/RWOXFGLcOFMo8JMRGTPIWRABlwZhNkMTHqvByaldoWh4jGc76/9/T+TLpOGa2XSz/3VN77L42KobKxbfB3rvHD/rrsYbkCwiM30Z5+ES3Dl1dyW/IlH4UqMJWCyFwfZnVQZmNUqy2FWHcQX6B/jULPXi2sRN1qPlbmu7Uv3/ZMjJzLM/R/txOtEFs9i91M5m8X597q0r0wQhERiNnPPwsJiEtiFb2GRh5hWU9/j80hRdY4Qwp/indm2Vuxo+4uZ1GHfTuxOtzSAlKN7jLOXVALm28kKPob2YNf52GHspkcibJJt2ABOv+OnWkkXWY7fyR2bQHgxbwW3wgoY9RNBV6sjfwYm8IKlnF1430PIGvzg74PmO5l+Awo1PxdrHDgKd2T+Crg7+12kJT7jN7+6mgkwohGj+MbI+EsnOBttbLTdkb/1zc+Q7tqrPurIvW3oKNtpUFCLiFSVw6we6TpIuqWz8L17eqDzpnkeXoNSOpnh614/G+7Iojk4H6khvu4tC1Y58s9+ya3Zrr4CRTXPPc0Zf2HDjbnscmTa1TZxFKW3G/MvLGfd80eNiIIX94f28vL0+XA+sil2Oa7/2DdEROSJH3xNpgL7xLewyEPYhW9hkYewC9/CIg8xrbz6voDSZ4rJyos5RCUKYaPaevY5e8fhk69bhsq0oQRXvvW2gkBiZIT9wPpZCLWEw/C73/UOJl081A5yRp+HWzr98svIvhppRzjME+DMvVAJsuIiSfbBf/lfdzpyKshzfPww2kv91ad+4MjrLruZxr3wAPYCYpqJPkurQAbhM0JD+0630jifUV0YiXHmnqcA2XopI2tQpXm/4tnH/suR29r3ka6yvNmRu7qxF5BIsm9dXI77oLGMfdqYQdLRNBt+dnc3h8O0B/fLwaO8l3Hbx5GJ2bYP94tf875JzCC5XL6QMwhPdSLzMBPjzLhTrQgpLzdCyCfaT9C4Ky5D1WRfFxOCBvzYt/rlfcg4bZwVpHF7dqI9eHURn6tV74w1V4wAABVSSURBVP2SiIi8fP/3ZLSv86y8+lPa3FNKtYpIWEQyIpLWWq9RSlWKyL0i0iIirSLyAa318GTHsLCwePvgtzH1r9Jar9Rar5l4/SUReVZrPV9Enp14bWFh8TuANxPOu1VErpyQ75JcT70vvuGHeZRUFeaKKJYuZlN/aBwux4njbArVzgbZQSwKo6IgwG5KYwtM88Xl/NWWXAAO+EcfRpHLiePtNC4agTlbWOlyg4IwvbwFMC8zwgUTIxGEWrbsZNMzGjf41cv5HMxpAF/e5hfA27d2w000LpPB52U8nIH26sNwF8IG6cWFV3ALrfFxfE8XXb5o4/tkswiD7t/1Mo07dQqhuXiU3Z3oGIp0QkXg9B9z2YTxOKxSHeZrNjoOXdQoJFp1DXMQHjnwkiOXFLOJ/diDCKONDeN61tZysU1kDK7gQB9z3UkI7tNFizibc8s2uIYvb4L7V1YSp3FPPvSII6+95CLSjcdwrrIK7bUWLVtO4666Gq7Ef/3bRtJ9/TPLRETkwy/x/TAZpvrE1yLylFJqh1Lqjom/1WntOJg9IlL3+m+1sLB4u2GqT/wNWutOpVStiDytlKIWMFprrZR63V3CiR+KO0Q4AcHCwuL8YUpPfK1158T/fSLygOTaY/cqpRpERCb+75vkvXdqrddordd4va83wsLCYrpx1ie+UqpIRDxa6/CE/A4R+TsR2Sgit4vINyb+f2jyo+TgDXilojHnhx88wb8TVTXwny9Yzem8g6MIARUZZApl1Rxuq56F1/t2sO+eMXzVKy79PUe+/xdMlFlThTCXt5zDXEmFz+4bRRinqMiV8mpUge3cx22sCwW+cCzBv7tJQSrnq7tQTfg5H18ms611JsS/pn/5CVTn/fm38N1efOw1GveRT3zSkRtms5e2fy/81qMnESLNhDlNdHwUewGBAtdGgbFPMDIcM8a5CDUz+C5DMQ5velI4P8P98INfeeQRGjd7OdJt4xFuH22i0IM59vZyWE4bBK9HDvB+RXU10n7vPcw98eoa0OOgrAB7Uc0zuFehvwTfpf0E+/9HT4DwJRTEPbB3N1eO7k4hrN24op50X/nr74mISGcXz28yTMXUrxORB5RSZ8b/t9b6CaXUNhG5Tyn1CRE5LSIfmNInWlhYnHecdeFrrU+KyIrX+fugiFxzLiZlYWFxbjGt1XnJeEZOH8mZyPOWM0f7spUwNw8dZK67ilKDmEMZ4TwfVzlt24zKqfAYZ/UN9CKctepCZKNdfRVn7p02MvJWLygnnRic6i1zUZHnzbKJOjRqcK/H2KzbcQrm2+oNXJ0X7ofu/R9Dm2mvy9QPFMGkVBkmI9l6CtluRVUIWa28/Hoat2g5zkc6zsQWV12OVlkvvfC/Hbl5djONy7yE8F44wm6A3yALSRmuicfD7o3X4FDUrnZjSYE57jWOkRrhkN2ul3DeAgGXW5TFnnPMcPdChZwVl4ga7pqf3RHTJVOu2Kfy4z440YkqxN4+nkc0invCo9iVSCZx/xQZGXkDHezGxeNwOYqL2ZXoOJzrG/EbvSAmgc3Vt7DIQ9iFb2GRh7AL38IiDzGtPr7XJ1JRnfO5fK6qssE++DnZOP8e7dsJdp73vA9pjPW1zCl/uhvhvPkr2Ie78EK879N3/Jsjr1zKLYsLgvCdktEy0uk09g18QYRTYuOnaNx/fB9VfMEgE1nOqIH/eGQXh/p8VTjmwb2nHTnxLvY5lTIuW5Av4Vf+9R8d+YKFSA39wPveTePMXnobH+BI7G23gfs+YPiS4TBz55stmU0iSPdrr5HAkUjwMQoMXXEx99AeHcVY83jm/oGISHkl9mI624dIV+DFHkvWg3Nl+tUi3C/Q59pTiSfx2Z4Eh3i7WsGR7/MaYVbF904iDl1JyeRpteMG379ZQSnCYdyYq0rwzPnRYnvnWVhYTAK78C0s8hDTauqHCgOyZGWOXLHMx2b6wZOHMC7EmXAL54GoIGBY8K9tfpTGRdLI+Ovr5ON/86vgrL/iOlTBtR7gsF9REUzDPTvYHPxZJfjyP3Lrxxz5dHsrjcukYaJ5Cvj4QaOarqliPukOJcHt/urLaOsdDLhCT0aFnwqyiZ3qQ7hz++CrjjzS3kHjqmaiWjFYwKbzk4/D9PeHcB6fe3QTjcum4YK4ze9UCnNcu3atI+/dy2SViRSyModH2Eyf1dziyO3tyMRULnO2ZO5qR77+2ktJ98ov/tqRCwvhtkRc4ces4Dy63ZGsD2Mz4xxG82TwOhPAuY+7Qrym2T7uat9luhmmC5JKsYvndkFMnJmzzlpT38LCYhLYhW9hkYeYVlM/nkjJ8dZcocGsmZwVd+kG7Lq39wyQLhJBNlLK2N1tO8lm16jBB3/rl7h0oCwEV6K1sxXHHmaTrLoK5BghxSbf7bdiZ1xrmPAbH+c2Vh09MNnLSthMHxqCOVtXx8UxB1/D+2obDaIPzdl/4sH58AZdBBhZZJZlkjApv/K3n6JxLTOXOfIdn/0c6e7+Obj0/IW4TiUVnCkZ6MC1CLoKlcbGYML3DbQ6cmMzF1ZVNqM9WmKMv8vOfXB3SmqNLsCDvNu9sBEcedk0H+Oya6915KcffwJzD/AxskZ7sJpaji50dRqRAc33S1GZ0UIrjmsdGWcXr6oSEZtUmrProuM4fmGo3BjH959p6mczfIzKlgYREUke4+K0yWCf+BYWeQi78C0s8hB24VtY5CGmt3eexyOFhbnwUHERZzYd3A4fvKSSK/cqS+FX9RsZfoWFnAGlDWqv7/zLD0hXbFRtFYbgH1156SoaFyqGrxpwsYXf/8ivHPl/3YjquXR8kMaVlmLvYSTMPPK1MxBKLCllXzJpRG8yCexXeD1cpWX6p1lJT6oLlMIv9gV5P+TR58DN/xd/zf3WsgZJZ9KYR9sp7m2nAjj/7vCYmWXW2YE9m49/8j007oknH3bkgTF+DgW82K/waPjSwVKu4tvyPDIlF8zhCsLDnS84cmkpqhXT2TCNmzED4c3ODs4qDQRx/t2VdWYGnZmhqDNcxVdQaJzTCN8v9Y0IQ2/YsN6Rt73CRK2RBKoSlyzk76nKctd6UyfPfTLYJ76FRR7CLnwLizzEtJr6BcGAzJ/XIiIiXQdbSVc3D6ZRQyWHWsLj0B1vQ/FKJMGhsrmz0aZ40AghiYj4MjBZP/nJP3Lk7/zo/9C466/9iCOHvMx7/4Ofo7gnaPDjfehmJiJSIZhuP/nVc6SbvQiuRUKzq1JS+Jgj+z0G33yGTf1UCqGiTJp1pVVwH0pDkA/s5fbUs+fCpIyNu8KFXjwPYmGD891VoJJO45yaWXEiIgUFCI+lMwhL/ejOB2ic34dr686Y8xoto7PGORiNsJmeKsI8Xn2NQ6uBAK6hx4c5zahs4XGCa5GOuVqs+18/nCwiojwIyXqDMPtrGvnaXjgb7mvEz+exsw3f+7nn0BchEuVMxg/dDl79XVu498SJvTkykmjYZu5ZWFhMArvwLSzyEHbhW1jkIabVx09lktI11CoiIuUzmTs/mzRaOu/uJV2wCiGUJcuvcuTnHjlE4977ri848rx5nA77uc+j/9wzzyB1U2fYF3vuOXC2r1gxi3RzL0QI5ScP3e3I7/zJ3TSuzWjj/PHPci/Rga4uRw66Ggs9UIeQUsLoEahcBJWlRhiwa4BDjqUV8GmDCj5yQYgvdZNRnVdezmHFmjKk0Q6EwdPuJsp8I2IIszrPZxBqJuKc8po02qNPULhjrOHzh0K4Tu4+BvE49ihMchARkaRBONJQg+/VN8LnLd6JdOl0hqvimhtRRWmmXIuIBAox55IynMd4iqtDH30KpCsqwOcgFMRa8IgRTpYaGvez76MVedDH+0/xWC4lOJvhdPfJYJ/4FhZ5CLvwLSzyENNq6kvWI75YzmQbHuXqolga5v18V0unzS/BPB5sQ7/OC1azKfTVb7zPkVesXk06byFMvv0HUPU1EuMMq6YGhI2GXNloRpRLesIIpxTULaRxyxoRZkylOPR05BCy31Ic1ZHb/wAVdP/0DWTTZV2mp0l60drOmVonW0G4UVVu8v1x2G9kxAjT6RTphvvBcSgeuAtunjqzXbcrysWtvI1Qqs/nbrWFN74RD57JSx9wcdtrjeMH/Gximy5HdwfCdDNcPQLSGbg0QVeTx7a2LpkMaSPbMDKG+eoE3zu+clTnBV3XPR7Hd9MamZ7BAj6Gx4PjxxOufuPONPhemQxTeuIrpcqVUr9SSh1WSh1SSq1XSlUqpZ5WSh2b+L/i7EeysLB4O2Cqpv53ReQJrfUiybXTOiQiXxKRZ7XW80Xk2YnXFhYWvwOYSrfcMhG5XEQ+JiKitU6KSFIpdauIXDkx7C4R2SQiX3yjY0XDSdn6Ym739GOfvIV0Tz4DPrtUM2fkBcvwejQKkyxxhHdYi0th2h7u4gKH7DB2fuvqMK482UTjlq8C3XbfOEcNtm6Gm2Hyob33fVfTuI2/fsWRvR42SyNj2P1esphbaLWewjFLinFp3LvdPi92uAOuYqdQEX7Lu7vQ6baxcSaNO3USbac8ruhCRkDg4fWCGMI9jwKjQ66bH47bQsH8du/+MyEG28Ba4/O8Xrg3ys0rZ5BopLKc/WdGIrJeHK+jjQkrPNpo5SV8jEAB7j93ZKOyDOfH5NJLxNjFa6id7cjtRw+QzizuIf69hJuyXBkyuyNn3J2p5e1N7Yk/W0T6ReQnSqldSqkfTrTLrtPaIcfvkVxXXQsLi98BTGXh+0RktYj8p9Z6lYiMi8us17mfm9f9sVFK3aGU2q6U2j5FAlALC4tzjKks/A4R6dBan2kZ8ivJ/RD0KqUaREQm/u97vTdrre/UWq/RWq9xm5QWFhbnB2f18bXWPUqpdqXUQq31ERG5RkQOTvy7XUS+MfH/Q29wGBER8fq9UlGXy27au/806dauXePI/gLmHfcYlVO9A/h9CXh4L6CsFn7gxSvXkG73VvC5j47DHy0N8T5B6wjCY41F7INX10BXWoJQYirKxIrKY/iqmokb3v/B92MeYc6yOrjnNUfOGD5yOsPVcx2dOHfjUQ7F3XHb7Y78L//+PUfu7eNqLjMTLp3k26CqDvseo4MGb/wbhBXdYSTTFzYz69www21uAkzzfeb+QibD39ncawgEeE/FDANmE5Nz55cVY68klebvEk9jHm5u+9QA9pzMNl+6kK97JIrr6T6GGY58oxZa5jlw9zE4o4tGeA9lMkw1jv+nInK3UiogIidF5OOSsxbuU0p9QkROi8gH3uD9FhYWbyNMaeFrrXeLyJrXUV3zOn+zsLB4m2NaM/eKS4Jy6dW5cNnoMJtTUSP8cWTPbtLVG6Go7pMoaEj4XCZfGcz2xDhnPTU2gwghZXRQDfdzBmGdvtCRByO7SDd3HubR0QbzPhXnzK4/+PgNjvztb/4b6QJ+mM59bT2k6+vFcbwa7kI6zd+zaSaywPa08fcc6UEGZDSO7K7amnoaV2XEYDLaxdFehXN1anRyE9U0l83sPBE29TNGuM0dEjTNY3eobLJxBQWBKY1zvzbnn3bNIxXHd/H6XHM0ZHc4sqTIJBLBeUxH2RTPCNxE93k0Q5+m25JO83cxXQIRnqNz7qa4j2Zz9S0s8hB24VtY5CHswrewyENMq48/NhaVp5/aJiIiF6yYS7p1a9/lyGXF3F/tuee3OvLCJXMceaifQ3HJfpAYRKrZF9u9Bf7zvOVIn4wPcmrlpoF9xiv2wYMehFrK6uHvVzVwH8C5S5ESfPevHybdzVegZfTGh18gXWcHUoRnrkC4sH+Y00sXLgCJxiNP7yCdVMP/ra8Hj3zYFb4qHMdrv8svrs1g/yIZxy0SS7r2VAJ4bnhd1XmpJP5gpqSa5B0iHJozU3RFmMDjTD8Gkd/0s4NBoxoyzTrTx5/M3xcRyaq0MY5U4vPBX/e7ehUm4nhfQdCsZOQQZtwgIHGHHBOJ1z8H7pBjhUGyEo64CEH8oYn3W7JNCwuLSWAXvoVFHkJN1TR4Sz5MqX7JJftUi8jUyMHOHd4OcxCx83DDzoPx285jlta65myDpnXhOx+q1Hat9eslBOXVHOw87DzO1zysqW9hkYewC9/CIg9xvhb+nefpc028HeYgYufhhp0H45zM47z4+BYWFucX1tS3sMhDTOvCV0pdr5Q6opQ6rpSaNlZepdSPlVJ9Sqn9xt+mnR5cKTVTKfW8UuqgUuqAUuoz52MuSqkCpdRWpdSeiXl8beLvs5VSWyauz70T/AvnHEop7wSf4yPnax5KqVal1D6l1G6l1PaJv52Pe2RaqOynbeErpbwi8n9F5AYRWSIiH1JKLZmmj/+piFzv+tv5oAdPi8jntNZLRORiEfnjiXMw3XNJiMjVWusVIrJSRK5XSl0sIt8UkW9rreeJyLCIfOIcz+MMPiM5yvYzOF/zuEprvdIIn52Pe2R6qOy11tPyT0TWi8iTxusvi8iXp/HzW0Rkv/H6iIg0TMgNInJkuuZizOEhEbnufM5FRApFZKeIrJNcoojv9a7XOfz8pomb+WoReURyFeXnYx6tIlLt+tu0XhcRKRORUzKx93Yu5zGdpn6jiJjVJh0TfztfOK/04EqpFhFZJSJbzsdcJszr3ZIjSX1aRE6IyIjWDgPIdF2f74jIFwR8F1XnaR5aRJ5SSu1QSt0x8bfpvi7TRmVvN/fkjenBzwWUUsUicr+IfFabzdKmcS5a64zWeqXknrhrRWTRuf5MN5RSN4tIn9Z6x1kHn3ts0Fqvlpwr+sdKqctN5TRdlzdFZf/bYDoXfqeImO1cmib+dr4wJXrwtxpKKb/kFv3dWutfn8+5iIhorUdE5HnJmdTlSqkz9arTcX0uFZFblFKtInKP5Mz9756HeYjWunPi/z4ReUByP4bTfV3eFJX9b4PpXPjbRGT+xI5tQEQ+KCIbp/Hz3dgoOVpwkSnSg79ZqBzh3I9E5JDW+l/O11yUUjVKqfIJOSS5fYZDkvsBONNy+JzPQ2v9Za11k9a6RXL3w3Na69umex5KqSKlVMkZWUTeISL7ZZqvi9a6R0TalVJn2i+fobJ/6+dxrjdNXJsUN4rIUcn5k381jZ/7CxHpFpGU5H5VPyE5X/JZETkmIs+ISOU0zGOD5My0vSKye+LfjdM9FxFZLiK7JuaxX0T+ZuLvc0Rkq4gcF5FfikhwGq/RlSLyyPmYx8Tn7Zn4d+DMvXme7pGVIrJ94to8KCIV52IeNnPPwiIPYTf3LCzyEHbhW1jkIezCt7DIQ9iFb2GRh7AL38IiD2EXvoVFHsIufAuLPIRd+BYWeYj/B5qEdWSl4DwcAAAAAElFTkSuQmCC\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 99.52% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 99.84% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 82.05% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 99.83% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"results = pd.DataFrame({\n    'id': test_id,\n    'label': predictions_2[:, 1]\n})\n\nresults.to_csv('sample_submission_2.csv',index=False)\nsub = pd.read_csv('sample_submission_2.csv')\nsub.head(5)","execution_count":28,"outputs":[{"output_type":"execute_result","execution_count":28,"data":{"text/plain":"     id     label\n0  7802  0.480983\n1  5704  0.346439\n2  3271  0.000008\n3  1961  0.370639\n4  8444  1.000000","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7802</td>\n      <td>0.480983</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>5704</td>\n      <td>0.346439</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3271</td>\n      <td>0.000008</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1961</td>\n      <td>0.370639</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8444</td>\n      <td>1.000000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"predictions_3 = model_three.predict(test_img, verbose=1)","execution_count":29,"outputs":[{"output_type":"stream","text":"12500/12500 [==============================] - 1s 103us/step\n","name":"stdout"}]},{"metadata":{"trusted":true},"cell_type":"code","source":"for i in range(0, 10):\n    if predictions_3[i, 1] >= 0.5: \n        print('I am {:.2%} sure this is a Dog'.format(predictions_3[i][1]))\n    else: \n        print('I am {:.2%} sure this is a Cat'.format(1-predictions_3[i][1]))\n        \n    plt.imshow(test_img[i])\n    plt.show()","execution_count":30,"outputs":[{"output_type":"stream","text":"I am 99.63% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{}},{"output_type":"stream","text":"I am 97.63% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 100.00% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 59.01% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 96.85% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 98.74% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 85.78% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 94.87% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 67.73% sure this is a Cat\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}},{"output_type":"stream","text":"I am 99.90% sure this is a Dog\n","name":"stdout"},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"results = pd.DataFrame({\n    'id': test_id,\n    'label': predictions_3[:, 1]\n})\n\nresults.to_csv('sample_submission_3.csv',index=False)\nsub = pd.read_csv('sample_submission_3.csv')\nsub.head(5)","execution_count":31,"outputs":[{"output_type":"execute_result","execution_count":31,"data":{"text/plain":"     id     label\n0  7802  0.003710\n1  5704  0.023652\n2  3271  0.000016\n3  1961  0.409856\n4  8444  0.968451","text/html":"<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>id</th>\n      <th>label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>0</th>\n      <td>7802</td>\n      <td>0.003710</td>\n    </tr>\n    <tr>\n      <th>1</th>\n      <td>5704</td>\n      <td>0.023652</td>\n    </tr>\n    <tr>\n      <th>2</th>\n      <td>3271</td>\n      <td>0.000016</td>\n    </tr>\n    <tr>\n      <th>3</th>\n      <td>1961</td>\n      <td>0.409856</td>\n    </tr>\n    <tr>\n      <th>4</th>\n      <td>8444</td>\n      <td>0.968451</td>\n    </tr>\n  </tbody>\n</table>\n</div>"},"metadata":{}}]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}