{"cells":[{"cell_type":"code","execution_count":1,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T03:56:15.710038Z","iopub.status.busy":"2022-07-04T03:56:15.709356Z","iopub.status.idle":"2022-07-04T03:56:23.984552Z","shell.execute_reply":"2022-07-04T03:56:23.983575Z","shell.execute_reply.started":"2022-07-04T03:56:15.709957Z"},"trusted":true},"outputs":[],"source":["import numpy as np \n","import pandas as pd \n","import seaborn as sns\n","import matplotlib.pyplot as plt\n","from PIL import Image\n","from matplotlib.image import imread\n","import os\n","import random\n","import cv2\n","from tensorflow.keras.preprocessing.image import ImageDataGenerator\n","from tensorflow import keras\n","from keras.models import Sequential, Model\n","from keras.layers import Conv2D, MaxPooling2D, AveragePooling2D\n","from keras.layers import Activation, Dropout, Flatten, Dense,MaxPool2D"]},{"cell_type":"code","execution_count":2,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T03:56:37.806812Z","iopub.status.busy":"2022-07-04T03:56:37.805745Z","iopub.status.idle":"2022-07-04T03:56:37.823540Z","shell.execute_reply":"2022-07-04T03:56:37.822533Z","shell.execute_reply.started":"2022-07-04T03:56:37.806763Z"},"trusted":true},"outputs":[{"data":{"text/plain":["['benign', 'malignant']"]},"execution_count":2,"metadata":{},"output_type":"execute_result"}],"source":["train_path= 'melanoma_cancer_dataset/train'\n","test_path= 'melanoma_cancer_dataset/test'\n","os.listdir(train_path)"]},{"cell_type":"markdown","metadata":{},"source":["Data Augmantion"]},{"cell_type":"code","execution_count":5,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T03:57:11.700168Z","iopub.status.busy":"2022-07-04T03:57:11.699806Z","iopub.status.idle":"2022-07-04T03:57:15.394758Z","shell.execute_reply":"2022-07-04T03:57:15.393758Z","shell.execute_reply.started":"2022-07-04T03:57:11.700136Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Found 9605 images belonging to 2 classes.\n","Found 1000 images belonging to 2 classes.\n"]}],"source":["train_datagen = ImageDataGenerator(rescale = 1./255,\n"," zoom_range = 0.2,\n"," rotation_range=15,\n"," horizontal_flip = True)\n","\n","test_datagen = ImageDataGenerator(rescale = 1./255)\n","\n","training_set = train_datagen.flow_from_directory(train_path,\n"," target_size = (150, 150),\n"," batch_size = 16,\n"," class_mode = 'binary',\n"," shuffle=True)\n","\n","test_set = test_datagen.flow_from_directory(test_path,\n"," target_size = (150, 150),\n"," batch_size = 16,\n"," class_mode = 'binary',\n"," shuffle = False)"]},{"cell_type":"markdown","metadata":{},"source":["Built Convolutional Neural Network"]},{"cell_type":"code","execution_count":6,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T03:57:29.839571Z","iopub.status.busy":"2022-07-04T03:57:29.839231Z","iopub.status.idle":"2022-07-04T03:57:29.927838Z","shell.execute_reply":"2022-07-04T03:57:29.926779Z","shell.execute_reply.started":"2022-07-04T03:57:29.839542Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Model: \"sequential\"\n","_________________________________________________________________\n"," Layer (type) Output Shape Param # \n","=================================================================\n"," conv2d (Conv2D) (None, 148, 148, 64) 1792 \n"," \n"," max_pooling2d (MaxPooling2D (None, 74, 74, 64) 0 \n"," ) \n"," \n"," conv2d_1 (Conv2D) (None, 72, 72, 128) 73856 \n"," \n"," max_pooling2d_1 (MaxPooling (None, 36, 36, 128) 0 \n"," 2D) \n"," \n"," dropout (Dropout) (None, 36, 36, 128) 0 \n"," \n"," conv2d_2 (Conv2D) (None, 34, 34, 256) 295168 \n"," \n"," max_pooling2d_2 (MaxPooling (None, 17, 17, 256) 0 \n"," 2D) \n"," \n"," dropout_1 (Dropout) (None, 17, 17, 256) 0 \n"," \n"," conv2d_3 (Conv2D) (None, 15, 15, 512) 1180160 \n"," \n"," max_pooling2d_3 (MaxPooling (None, 7, 7, 512) 0 \n"," 2D) \n"," \n"," dropout_2 (Dropout) (None, 7, 7, 512) 0 \n"," \n"," flatten (Flatten) (None, 25088) 0 \n"," \n"," dense (Dense) (None, 128) 3211392 \n"," \n"," dropout_3 (Dropout) (None, 128) 0 \n"," \n"," dense_1 (Dense) (None, 1) 129 \n"," \n","=================================================================\n","Total params: 4,762,497\n","Trainable params: 4,762,497\n","Non-trainable params: 0\n","_________________________________________________________________\n"]}],"source":["image_size = (150,150,3)\n","\n","model = Sequential()\n","model.add(Conv2D(64,(3,3),activation = \"relu\", input_shape = image_size))\n","model.add(MaxPool2D())\n","\n","model.add(Conv2D( 128, (3,3), activation = \"relu\"))\n","model.add(MaxPool2D())\n","model.add(Dropout(0.2))\n","\n","model.add(Conv2D( 256,(3,3), activation = \"relu\"))\n","model.add(MaxPool2D())\n","model.add(Dropout(0.2))\n","\n","model.add(Conv2D( 512,(3,3), activation = \"relu\"))\n","model.add(MaxPool2D())\n","model.add(Dropout(0.2))\n","\n","\n","model.add(Flatten())\n","model.add(Dense(128, activation = \"relu\"))\n","model.add(Dropout(0.15))\n","\n","model.add(Dense(1, activation = \"sigmoid\"))\n","\n","\n","model.compile(loss = \"binary_crossentropy\", optimizer = 'adam', metrics = [\"accuracy\"])\n","model.summary()"]},{"cell_type":"code","execution_count":7,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T03:57:35.292657Z","iopub.status.busy":"2022-07-04T03:57:35.292300Z","iopub.status.idle":"2022-07-04T03:57:36.406812Z","shell.execute_reply":"2022-07-04T03:57:36.405722Z","shell.execute_reply.started":"2022-07-04T03:57:35.292627Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["You must install pydot (`pip install pydot`) and install graphviz (see instructions at https://graphviz.gitlab.io/download/) for plot_model to work.\n"]}],"source":["#plot model layer\n","keras.utils.plot_model(model,show_shapes=True)"]},{"cell_type":"code","execution_count":9,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T03:59:02.107422Z","iopub.status.busy":"2022-07-04T03:59:02.106833Z","iopub.status.idle":"2022-07-04T04:29:55.856201Z","shell.execute_reply":"2022-07-04T04:29:55.855073Z","shell.execute_reply.started":"2022-07-04T03:59:02.107384Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["Epoch 1/100\n","10/10 [==============================] - 21s 2s/step - loss: 0.6822 - accuracy: 0.5312 - val_loss: 0.6820 - val_accuracy: 0.5000\n","Epoch 2/100\n","10/10 [==============================] - 16s 2s/step - loss: 0.6881 - accuracy: 0.5500 - val_loss: 0.6814 - val_accuracy: 0.5000\n","Epoch 3/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.5814 - accuracy: 0.7125 - val_loss: 0.5624 - val_accuracy: 0.7530\n","Epoch 4/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.7999 - accuracy: 0.5688 - val_loss: 0.5790 - val_accuracy: 0.5000\n","Epoch 5/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.6323 - accuracy: 0.5063 - val_loss: 0.5555 - val_accuracy: 0.7670\n","Epoch 6/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.6396 - accuracy: 0.6812 - val_loss: 0.4982 - val_accuracy: 0.7900\n","Epoch 7/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.5673 - accuracy: 0.6938 - val_loss: 0.5078 - val_accuracy: 0.7870\n","Epoch 8/100\n","10/10 [==============================] - 20s 2s/step - loss: 0.5831 - accuracy: 0.6938 - val_loss: 0.4673 - val_accuracy: 0.7770\n","Epoch 9/100\n","10/10 [==============================] - 20s 2s/step - loss: 0.4938 - accuracy: 0.7312 - val_loss: 0.6374 - val_accuracy: 0.5000\n","Epoch 10/100\n","10/10 [==============================] - 22s 2s/step - loss: 0.6133 - accuracy: 0.5312 - val_loss: 0.5670 - val_accuracy: 0.7760\n","Epoch 11/100\n","10/10 [==============================] - 23s 2s/step - loss: 0.6270 - accuracy: 0.6562 - val_loss: 0.5322 - val_accuracy: 0.7430\n","Epoch 12/100\n","10/10 [==============================] - 24s 3s/step - loss: 0.5957 - accuracy: 0.6242 - val_loss: 0.5956 - val_accuracy: 0.5000\n","Epoch 13/100\n","10/10 [==============================] - 25s 3s/step - loss: 0.7477 - accuracy: 0.6938 - val_loss: 0.5579 - val_accuracy: 0.7520\n","Epoch 14/100\n","10/10 [==============================] - 26s 3s/step - loss: 0.6081 - accuracy: 0.6438 - val_loss: 0.5492 - val_accuracy: 0.7030\n","Epoch 15/100\n","10/10 [==============================] - 29s 3s/step - loss: 0.5892 - accuracy: 0.6625 - val_loss: 0.4774 - val_accuracy: 0.7420\n","Epoch 16/100\n","10/10 [==============================] - 36s 4s/step - loss: 0.5239 - accuracy: 0.7125 - val_loss: 0.4006 - val_accuracy: 0.8010\n","Epoch 17/100\n","10/10 [==============================] - 34s 4s/step - loss: 0.4966 - accuracy: 0.7563 - val_loss: 0.3725 - val_accuracy: 0.8270\n","Epoch 18/100\n","10/10 [==============================] - 25s 3s/step - loss: 0.5794 - accuracy: 0.7063 - val_loss: 0.4328 - val_accuracy: 0.8150\n","Epoch 19/100\n","10/10 [==============================] - 24s 3s/step - loss: 0.4673 - accuracy: 0.7937 - val_loss: 0.5375 - val_accuracy: 0.5890\n","Epoch 20/100\n","10/10 [==============================] - 25s 3s/step - loss: 0.5982 - accuracy: 0.5875 - val_loss: 0.4773 - val_accuracy: 0.8080\n","Epoch 21/100\n","10/10 [==============================] - 28s 3s/step - loss: 0.4479 - accuracy: 0.7625 - val_loss: 0.3906 - val_accuracy: 0.8040\n","Epoch 22/100\n","10/10 [==============================] - 31s 3s/step - loss: 0.5618 - accuracy: 0.7188 - val_loss: 0.4302 - val_accuracy: 0.8380\n","Epoch 23/100\n","10/10 [==============================] - 27s 3s/step - loss: 0.4870 - accuracy: 0.7625 - val_loss: 0.3904 - val_accuracy: 0.8540\n","Epoch 24/100\n","10/10 [==============================] - 24s 3s/step - loss: 0.4309 - accuracy: 0.8000 - val_loss: 0.3345 - val_accuracy: 0.8450\n","Epoch 25/100\n","10/10 [==============================] - 31s 3s/step - loss: 0.6007 - accuracy: 0.7563 - val_loss: 0.5429 - val_accuracy: 0.7670\n","Epoch 26/100\n","10/10 [==============================] - 30s 3s/step - loss: 0.5277 - accuracy: 0.7500 - val_loss: 0.4285 - val_accuracy: 0.8760\n","Epoch 27/100\n","10/10 [==============================] - 31s 3s/step - loss: 0.4226 - accuracy: 0.8188 - val_loss: 0.3157 - val_accuracy: 0.8670\n","Epoch 28/100\n","10/10 [==============================] - 27s 3s/step - loss: 0.4362 - accuracy: 0.8500 - val_loss: 0.3904 - val_accuracy: 0.8480\n","Epoch 29/100\n","10/10 [==============================] - 24s 3s/step - loss: 0.3778 - accuracy: 0.8250 - val_loss: 0.3420 - val_accuracy: 0.8370\n","Epoch 30/100\n","10/10 [==============================] - 26s 3s/step - loss: 0.3205 - accuracy: 0.8375 - val_loss: 0.3158 - val_accuracy: 0.8670\n","Epoch 31/100\n","10/10 [==============================] - 26s 3s/step - loss: 0.3617 - accuracy: 0.8375 - val_loss: 0.3946 - val_accuracy: 0.8400\n","Epoch 32/100\n","10/10 [==============================] - 27s 3s/step - loss: 0.4135 - accuracy: 0.8250 - val_loss: 0.3234 - val_accuracy: 0.8700\n","Epoch 33/100\n","10/10 [==============================] - 23s 2s/step - loss: 0.4267 - accuracy: 0.8313 - val_loss: 0.3662 - val_accuracy: 0.8760\n","Epoch 34/100\n","10/10 [==============================] - 25s 3s/step - loss: 0.4688 - accuracy: 0.8188 - val_loss: 0.4179 - val_accuracy: 0.7710\n","Epoch 35/100\n","10/10 [==============================] - 24s 3s/step - loss: 0.3841 - accuracy: 0.8000 - val_loss: 0.3367 - val_accuracy: 0.8510\n","Epoch 36/100\n","10/10 [==============================] - 26s 3s/step - loss: 0.5073 - accuracy: 0.7937 - val_loss: 0.3512 - val_accuracy: 0.8620\n","Epoch 37/100\n","10/10 [==============================] - 30s 3s/step - loss: 0.3388 - accuracy: 0.8625 - val_loss: 0.3112 - val_accuracy: 0.8730\n","Epoch 38/100\n","10/10 [==============================] - 28s 3s/step - loss: 0.3627 - accuracy: 0.8438 - val_loss: 0.2878 - val_accuracy: 0.8850\n","Epoch 39/100\n","10/10 [==============================] - 23s 2s/step - loss: 0.3645 - accuracy: 0.8188 - val_loss: 0.2915 - val_accuracy: 0.8720\n","Epoch 40/100\n","10/10 [==============================] - 21s 2s/step - loss: 0.3432 - accuracy: 0.8562 - val_loss: 0.2998 - val_accuracy: 0.8690\n","Epoch 41/100\n","10/10 [==============================] - 24s 2s/step - loss: 0.3654 - accuracy: 0.8375 - val_loss: 0.3125 - val_accuracy: 0.8600\n","Epoch 42/100\n","10/10 [==============================] - 24s 3s/step - loss: 0.4120 - accuracy: 0.8000 - val_loss: 0.3146 - val_accuracy: 0.8750\n","Epoch 43/100\n","10/10 [==============================] - 29s 3s/step - loss: 0.4511 - accuracy: 0.7937 - val_loss: 0.3041 - val_accuracy: 0.8830\n","Epoch 44/100\n","10/10 [==============================] - 29s 3s/step - loss: 0.3959 - accuracy: 0.7937 - val_loss: 0.3088 - val_accuracy: 0.8860\n","Epoch 45/100\n","10/10 [==============================] - 29s 3s/step - loss: 0.3039 - accuracy: 0.8875 - val_loss: 0.2932 - val_accuracy: 0.8600\n","Epoch 46/100\n","10/10 [==============================] - 25s 3s/step - loss: 0.3725 - accuracy: 0.8438 - val_loss: 0.2889 - val_accuracy: 0.8740\n","Epoch 47/100\n","10/10 [==============================] - 22s 2s/step - loss: 0.3249 - accuracy: 0.8375 - val_loss: 0.2955 - val_accuracy: 0.8830\n","Epoch 48/100\n","10/10 [==============================] - 23s 2s/step - loss: 0.3351 - accuracy: 0.8375 - val_loss: 0.3250 - val_accuracy: 0.8650\n","Epoch 49/100\n","10/10 [==============================] - 25s 3s/step - loss: 0.3900 - accuracy: 0.8125 - val_loss: 0.3312 - val_accuracy: 0.8500\n","Epoch 50/100\n","10/10 [==============================] - 27s 3s/step - loss: 0.3917 - accuracy: 0.8125 - val_loss: 0.3250 - val_accuracy: 0.8670\n","Epoch 51/100\n","10/10 [==============================] - 33s 4s/step - loss: 0.2986 - accuracy: 0.8500 - val_loss: 0.2880 - val_accuracy: 0.8720\n","Epoch 52/100\n","10/10 [==============================] - 30s 3s/step - loss: 0.3830 - accuracy: 0.8062 - val_loss: 0.3176 - val_accuracy: 0.8870\n","Epoch 53/100\n","10/10 [==============================] - 22s 2s/step - loss: 0.3672 - accuracy: 0.8625 - val_loss: 0.2859 - val_accuracy: 0.8830\n","Epoch 54/100\n","10/10 [==============================] - 21s 2s/step - loss: 0.4395 - accuracy: 0.7875 - val_loss: 0.3235 - val_accuracy: 0.8860\n","Epoch 55/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.3781 - accuracy: 0.8625 - val_loss: 0.2989 - val_accuracy: 0.8860\n","Epoch 56/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3751 - accuracy: 0.8062 - val_loss: 0.3250 - val_accuracy: 0.8660\n","Epoch 57/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3249 - accuracy: 0.8687 - val_loss: 0.2841 - val_accuracy: 0.8790\n","Epoch 58/100\n","10/10 [==============================] - 17s 2s/step - loss: 0.3042 - accuracy: 0.8938 - val_loss: 0.2797 - val_accuracy: 0.8820\n","Epoch 59/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.4908 - accuracy: 0.8188 - val_loss: 0.3009 - val_accuracy: 0.8760\n","Epoch 60/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3756 - accuracy: 0.8188 - val_loss: 0.3048 - val_accuracy: 0.8650\n","Epoch 61/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.4228 - accuracy: 0.8125 - val_loss: 0.3731 - val_accuracy: 0.8850\n","Epoch 62/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2919 - accuracy: 0.8938 - val_loss: 0.2890 - val_accuracy: 0.8710\n","Epoch 63/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3187 - accuracy: 0.8750 - val_loss: 0.2698 - val_accuracy: 0.8900\n","Epoch 64/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2848 - accuracy: 0.8813 - val_loss: 0.2696 - val_accuracy: 0.8940\n","Epoch 65/100\n","10/10 [==============================] - 17s 2s/step - loss: 0.3878 - accuracy: 0.8000 - val_loss: 0.2811 - val_accuracy: 0.8790\n","Epoch 66/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2976 - accuracy: 0.9000 - val_loss: 0.2752 - val_accuracy: 0.8880\n","Epoch 67/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3489 - accuracy: 0.8313 - val_loss: 0.2804 - val_accuracy: 0.8760\n","Epoch 68/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.4933 - accuracy: 0.8125 - val_loss: 0.3075 - val_accuracy: 0.8480\n","Epoch 69/100\n","10/10 [==============================] - 17s 2s/step - loss: 0.3945 - accuracy: 0.8054 - val_loss: 0.3526 - val_accuracy: 0.8600\n","Epoch 70/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3791 - accuracy: 0.8562 - val_loss: 0.2835 - val_accuracy: 0.8870\n","Epoch 71/100\n","10/10 [==============================] - 20s 2s/step - loss: 0.4430 - accuracy: 0.8062 - val_loss: 0.3447 - val_accuracy: 0.8680\n","Epoch 72/100\n","10/10 [==============================] - 25s 3s/step - loss: 0.3734 - accuracy: 0.8562 - val_loss: 0.2834 - val_accuracy: 0.8770\n","Epoch 73/100\n","10/10 [==============================] - 29s 3s/step - loss: 0.4392 - accuracy: 0.7688 - val_loss: 0.3283 - val_accuracy: 0.8900\n","Epoch 74/100\n","10/10 [==============================] - 38s 4s/step - loss: 0.3091 - accuracy: 0.8813 - val_loss: 0.2998 - val_accuracy: 0.8840\n","Epoch 75/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.3766 - accuracy: 0.8438 - val_loss: 0.4204 - val_accuracy: 0.7950\n","Epoch 76/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.4221 - accuracy: 0.8375 - val_loss: 0.3044 - val_accuracy: 0.8810\n","Epoch 77/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3761 - accuracy: 0.8438 - val_loss: 0.3118 - val_accuracy: 0.8660\n","Epoch 78/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3338 - accuracy: 0.8313 - val_loss: 0.2987 - val_accuracy: 0.8840\n","Epoch 79/100\n","10/10 [==============================] - 17s 2s/step - loss: 0.3530 - accuracy: 0.8562 - val_loss: 0.2687 - val_accuracy: 0.8860\n","Epoch 80/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3163 - accuracy: 0.8500 - val_loss: 0.2752 - val_accuracy: 0.8900\n","Epoch 81/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.3866 - accuracy: 0.8375 - val_loss: 0.2725 - val_accuracy: 0.8850\n","Epoch 82/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3121 - accuracy: 0.8813 - val_loss: 0.3004 - val_accuracy: 0.8760\n","Epoch 83/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3221 - accuracy: 0.8562 - val_loss: 0.2671 - val_accuracy: 0.8960\n","Epoch 84/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3267 - accuracy: 0.8687 - val_loss: 0.2692 - val_accuracy: 0.8900\n","Epoch 85/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.2705 - accuracy: 0.8875 - val_loss: 0.2601 - val_accuracy: 0.8870\n","Epoch 86/100\n","10/10 [==============================] - 19s 2s/step - loss: 0.3141 - accuracy: 0.8813 - val_loss: 0.2673 - val_accuracy: 0.8870\n","Epoch 87/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2853 - accuracy: 0.8875 - val_loss: 0.2629 - val_accuracy: 0.8940\n","Epoch 88/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3395 - accuracy: 0.8625 - val_loss: 0.2741 - val_accuracy: 0.8790\n","Epoch 89/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3415 - accuracy: 0.8375 - val_loss: 0.2959 - val_accuracy: 0.8830\n","Epoch 90/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3806 - accuracy: 0.8375 - val_loss: 0.2720 - val_accuracy: 0.8830\n","Epoch 91/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3017 - accuracy: 0.9000 - val_loss: 0.2723 - val_accuracy: 0.8830\n","Epoch 92/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2680 - accuracy: 0.9125 - val_loss: 0.2679 - val_accuracy: 0.8900\n","Epoch 93/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3279 - accuracy: 0.8625 - val_loss: 0.2702 - val_accuracy: 0.8830\n","Epoch 94/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3885 - accuracy: 0.8687 - val_loss: 0.2701 - val_accuracy: 0.8830\n","Epoch 95/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.3518 - accuracy: 0.8625 - val_loss: 0.2738 - val_accuracy: 0.8940\n","Epoch 96/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2742 - accuracy: 0.9062 - val_loss: 0.2749 - val_accuracy: 0.8830\n","Epoch 97/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2575 - accuracy: 0.8938 - val_loss: 0.2537 - val_accuracy: 0.8940\n","Epoch 98/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2787 - accuracy: 0.8813 - val_loss: 0.2587 - val_accuracy: 0.8930\n","Epoch 99/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2463 - accuracy: 0.9187 - val_loss: 0.2790 - val_accuracy: 0.8780\n","Epoch 100/100\n","10/10 [==============================] - 18s 2s/step - loss: 0.2302 - accuracy: 0.9312 - val_loss: 0.2780 - val_accuracy: 0.8820\n"]}],"source":["history = model.fit(training_set, validation_data=test_set,steps_per_epoch=10,epochs=100)"]},{"cell_type":"code","execution_count":10,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T04:31:06.695590Z","iopub.status.busy":"2022-07-04T04:31:06.695231Z","iopub.status.idle":"2022-07-04T04:31:06.702086Z","shell.execute_reply":"2022-07-04T04:31:06.700922Z","shell.execute_reply.started":"2022-07-04T04:31:06.695561Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["training_accuracy 0.9312499761581421\n","validation_accuracy 0.8820000290870667\n"]}],"source":["print(\"training_accuracy\", history.history['accuracy'][-1])\n","print(\"validation_accuracy\", history.history['val_accuracy'][-1])"]},{"cell_type":"code","execution_count":11,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T04:31:15.552518Z","iopub.status.busy":"2022-07-04T04:31:15.551709Z","iopub.status.idle":"2022-07-04T04:31:16.161673Z","shell.execute_reply":"2022-07-04T04:31:16.160716Z","shell.execute_reply.started":"2022-07-04T04:31:15.552478Z"},"trusted":true},"outputs":[{"data":{"text/plain":[""]},"execution_count":11,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["
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EJf1+yNYkY6buVNECKYiQSiWDVqlW46aabtPtEUcSJJ56IZcuW2T4nHA4jGAya7svIyMCnn37q+DrhcBjhcFj7uaWlxf0ifZnMoegNfKl1tDvvvPNw+eWX46GHHkIgEMBzzz2Hc845B6Iooq2tDbfddhsWLlyI6upqxGIxdHZ2oqqqKq2lvf/++7jzzjuxYcMGtLS0IBaLIRQKoaOjA5mZmVizZg3OOuss2+euX78e4XBYE03p4vf7MWnSJNN9NTU1uPnmm7FkyRLs378fkiSho6ND+z3XrFmDwYMHa0LEysyZMzF+/Hg89dRTuPHGG/Hss89iyJAhOOaYY7q0VoLobW5981s8+3kVXr1qNqYNKezt5RBp8vQyVkFz8ZyhyPCzRmPdKUZ+esxw/H3JVnyxsxErdzRgxlD7z0pfrqQBUswZqaurgyRJKC01q6/S0lLs27fP9jnz5s3Dvffei82bN0OWZSxatAivvfYaqqurHV/nzjvvRF5envZVUVHhfpGCwEIlvfElCO7XCeC0006DoihYuHAhdu3ahU8++QTnnXceAOC6667Dv//9b9xxxx345JNPsGbNGkycOBGRSCSl1wCAHTt24Hvf+x4mTZqEV199FatWrcKDDz4IANr5MjKcr74SPQYwQQrA1MAnGo3ankewvEcXXXQR1qxZg/vvvx9Lly7FmjVrUFRU5GpdnMsuuwxPPvkkABaiueSSS+JehyD6G+urWc7T2r0pXIwRfQ4uAuaNL9PuG5TPLtBrWkKuK2GscDEyY2ghfjitHADw8JKtzuvow5U0QA9U09x///0YNWoUxowZA7/fjwULFuCSSy7RNjA7brrpJjQ3N2tfu3b1fNvcniAYDOLMM8/Ec889hxdeeAGjR4/G4YcfDoAlk1588cU444wzMHHiRJSVlWnJoKmyatUqyLKMe+65B0cccQQOO+ww7N1rdo8mTZqExYsX2z5/1KhRyMjIcHx8wIABAGASmGvWrHG1ts8++wy/+MUvcOqpp2L8+PEIBAKoq6szrWv37t3YtGmT4znOP/987Ny5E3/961+xbt06LZREEP2Z1hAT9HVtqV+AHNLEwikVExxIwjEJTR3s37EkJ6DdX5wVgM8jQFaYIEkVWVawSxUjlYWZ+OkxIyAIwOIN+7FhX7x4lWRFS2A9KJyR4uJieDwe1NTUmO6vqalBWVmZ7XMGDBiA119/He3t7di5cyc2bNiA7OxsU9zfSiAQQG5urunrYOW8887Tcm64KwIwAfDaa69hzZo1+Oqrr3DuueemXQo7cuRIRKNR/O1vf8O2bdvwzDPP4OGHHzYdc9NNN2HlypW4+uqr8fXXX2PDhg34+9//jrq6OgSDQdxwww24/vrr8fTTT2Pr1q34/PPP8fjjj2vnr6iowG233YbNmzdj4cKFuOeee1ytbdSoUXjmmWewfv16LF++HOedd57JDTn22GNxzDHH4Ic//CEWLVqE7du347///a+pIqugoABnnnkm/ud//gcnn3wyBg8enNb7RBB9idYQ685Z3xZOciShUbcZuGso8NxZQLRrDcW6g3pVSPo8AvIyfNr9oihouUDpJLHWtoURjsnwiAIG5gcxrDgLp0xge/AjH8UP4Nvb1IlwTIbfI2JwQd8akMdJSYz4/X5MmzbNdIUsyzIWL16M2bNnJ3xuMBhEeXk5YrEYXn31VZx++unprfgg4/jjj0dhYSE2btyIc889V7v/3nvvRUFBAebMmYPTTjsN8+bN01yTVJk8eTLuvfde3HXXXZgwYQKee+453HnnnaZjDjvsMLz33nv46quvMHPmTMyePRtvvPEGvF6WVvS73/0Ov/71r3HLLbdg7NixOPvss7F//34AgM/nwwsvvIANGzZg0qRJuOuuu/DHP/7R1doef/xxNDY24vDDD8cFF1yAX/ziF3FVWa+++ipmzJiB+fPnY9y4cbj++uu1Kh/OT37yE0QiEVx66aVpvUcE8e2e5i53xASA6uZObNnflvigHZ8Ba15IeAWvixFyRlzzzcusonLLIuDF84Bo+tUq+PY1YNN7XVpObSsTksXZAYiiOXTMQzWu80aadwNL/wZE2rUQzaD8IHweto1feewIFKAFFd88gIaPHwN2rQTCLNS3RQ0VDSvOgkfsmyFsQUlxUs9LL72Eiy66CI888ghmzpyJ++67D//617+wYcMGlJaW4sILL0R5ebm22S1fvhx79uzBlClTsGfPHtx2223Yvn07Vq9ejfz8fFev2dLSgry8PDQ3N8e5JKFQCNu3b8ewYcPiEmWJQ4dnnnkG11xzDfbu3Qu/37mGnj4vhB27Gzsw989LMKQoE4t/PbdL5zrp3o+wq7ED7197bPxVaLgNeO+3wKon2c8/fhoYF39hJskKRvzmbQDAzKGF+NeViS/2CJVH5wJ7v9R/Puw7wI+fAbwp9tVY9STwn18Cgge4Zi2QOzCt5by/rgaXPf0FJg3Ow5sLzNWH1/5rDV5bvQfXf2c0rp47MvGJFAV4/CRg90pg+k/wysBrcd3LX+GokcV49rJZ2mHL7/oeZnV+Yn5uXiXWZ8/EqVt/gFMmDsJD501L63dJl0T7t5GUc0bOPvts/N///R9uueUWTJkyBWvWrME777yjJbVWVVWZcgdCoRBuvvlmjBs3DmeccQbKy8vx6aefuhYiBJGIjo4ObN26FX/6059wxRVXJBQiBOHE0q31iMkKdtR3JG0elQhJVrCltg2hqIx315rD2di5FPj7HF2IAMDqp23P0xbWB6jVtVOYxhWtNboQ+eHjgDcIbHoHeOUSQIpPqHdk+yfAwl+z7xUJ+Or5tJdUq4bYBmQH4h4rT6WiZuPbTIgAwOqn0LyH5dBVFBrE7p5VmNX5CWRFwGfKRMjZaupEcxXG7nkFR4pr+2y+CJBmAuuCBQuwc+dOhMNhLF++HLNm6cpsyZIlWmUDwGL+69atQygUQl1dHZ5++mkMGtRLTckOUp577jlkZ2fbfvFeIQcrd999N8aMGYOysjJTyTlBpMIXOxoAMDHBwyPp0NIZ1SIv761VKwxlCXjvd8A/TwWadgJ5FcD3H2CPbVkMNMUn6PPkVaAXwzT1W4GN7/ReMuie1cC2Je6P37KI3Q6aCkz8EXDO84DHD2x4C3jtp0CkI/HzAfY7/+sCQI4BBcPYfaufAdLM1+NhmgGG5FXIMrB5EYYHWegkac6ILAGLf8++92YAcgxTtrBqyEqjGFGP+TB4PM4L34T7Jv8HuH47MJmF/8/xfIjhfbThGUCzaQ4Kvv/972PNmjW2X2+//XZvL++ActtttyEajWLx4sXIzu67qp/o23yxo1H7vqEj/c2/0fDclTsa0NAeAb56AVj6VwAKMPV84KqlwOEXAEOPZveteS7uPEZB1NwZTbv8M22kGPDMGcALZwOLftezgiTSAfz3BuCx44CnTwfe/a07MbDpXXY7ah67HXkCcPazgOgD1r4G/HUKsPwRVm1jR6gZeOEcoLMRKJ8GXP4B4M8BGrcDO537YiXCVox8+EfguR/h1GXzUYqG5M7I1y8BtRuAjALgvJcBANNa3sc4YYcuRrZ+yISbxw/xOHZR9tTSHWj35AJHXAUAOFlcicNy+m7+EYmRg4CcnByMHDnS9mvIkCG9vTyinxKVZLyyane3JHWmTQ8MU6xrC2ObWvYIgAmINGnq1B0NWQEWr68B1r3B7jj6OuD0B4GgGjc/XC1B//JZdvVroDUUw489H+Jl/20YLNSisQtrApC6mFj3OnNxAJY0+cEfekaQ7P4CeOQYYLmh2m/ZA8ytSORsxCJsQwaAw07W7z9sHjD/RSC/EmirAf57PfDXqVj75n1Yv2kL0Farfu0HXr4EqNsE5JYD5zyPj3ZL2D/0NHae1c+k9evEiZGvXgI+YZWGgc4aPOa/B/WGmV7xv1cY+PAO9v1R1wLDjgYm/BAAcJ33X0yMKAqw+H/ZMdN/gmNmTsew4iw0d0bxwooqNOWNwdfyMPgFCSOrF6b1e/QEB40YSTEPlzhEoc9JApr3AA3btR8Xr6/BdS9/hT/8Z13vrGfjO8DtZWyTaK+3P0aWWIx/w0LzlzGJMQmrdjaafu7Kxt9kcVU++nYHsO0j9sNES4fjsd8DgnlA8664cIRcsx5/8P4TM8RNuMb7ctd6jWx6D/h9EavecYOiMAEAAOXT2e0n9wAf3Z3+GpIRagE++CNL0qzfDOQMBM57leV+8FDLk6cCrfbNNVG1DIi0AlklwEDLzLNRJwILVgHf+wsTGi17MH71rRj7/DTg/0aqX6OArYtZF+35L+DZtWFc9MQKXL1+AjvHujeYY5IippyRXSuAN9VRHodfCCWjCJPE7bhN+htaOh3cmpWPs89HziBg5uUAgM6jbkRU8eB4zxoM61jD1rb3S8CfDRz9a3hEAVccw1pnPP7pdmzY14qXpOMAAIGvn+szPVis9Hsx4vGw9rrpdCYlDj3454R/bvo0isKumqu/OrCv01QFvLEAuG8iS7BsYQ3xqtVx45v299L044//DEhhZrE/dAQTJxxZBtb+m633qe8BL55r/np0Lss5cAHPF+GkFKYJtwHLHgI62DmsDa7ErYvZ71A4HBgw2vxcXwYw6Wz2vTGRVZZw2PKbEBBYqOZ0cSna9zk3/UvK1y+xRMzlDyc/FmCJtnu/ZAmg574EnMymc2PJHcCnf0l/HVYiHax89sXzgD+PZP/eisxE29XLmIiY+CPgov8AGYVsTY+dAOxfH3+uzWoJ7qiTALuGml4/MP1S4Oer8f6Qa1Gt2LRMzywCfvg43qgpxu/e+BYA8EV0CNoLxrB/w69fTvlX5M5IuVDLPpdSBBjzPeB790M451lE4cF3PSsQef+O+CeHWoBP/o99P/dG9nkBUIWBeEmaCwDI/viPTMQBwOwFQDZrQHnG4eUoyQmgujmEvyzahDelOQgLAaB2PXOf+iApD8rra3i9XmRmZqK2thY+ny9hZ1fi0EaWZdTW1iIzM1Prn9Kn+epF4I2fAdllwK++BrzxGfldomUv8PH/sY1QVsML0Q5gx6fApB+jpZNthrsbOiHJSs/2J6hZB+z5AhC9bCOv28TyF6aeD4w8ia275ht2bDAPKDZs9M27gNZqYP2bQHny3jwr1XyRoE9EKCqn5ox88n9sg971OfDjpzUxMnNYIdbsasKxbWoFxOhT7cdFHH4hsOJR5ua01wFZxcCKR1HY+BValAxsVgZjmrgZA9Y8BBz+hPt1GeFVGNVrmPuVV574eO6KTD6HrWfOArYZL/498P5tTBhM60KXY0VhG+jnfweiengMRaOA438LjD/DfHzlEcDli4Hnfsxck5cuAK78FPAZSvM1MXIyEuIL4s6GY7E1PB1luUHsawkhP9OHl346G6PLcrB4fQ1+/a9VUBQgy+9Be0TCyoLvYW7jBmD1U8ydSGHURF1bGFnoxJgPfwq01wJlE4EzHmGCacgc/C3z57i24z4Ur7oPGDqRiS/OsgeBjnqgaCQwRW+IWdXQgb/GzsRZ3k8R2L2C3ZlZBMz+mXZMwOvBT44ahjv/uwHLtzcAyMS6guMwteEd9ntUzHD9O/QU/eAvcmIEQcDAgQOxfft27Ny5s7eXQ/RxRFFEZWVl359dI0v6VVHbPuCbV4Cp5yV+Tipsehf414VATM3kHz6XZepv+i+wazkTI2pFR0SSUdMS0oZ7mWjYDrwwHxh9CnDird23vi/VGP3oU4AzH2Ob17IHmVP0pTrtO5ALHHE1MPtqJkg4X/8LeO1yFp448baEL9MZkfDtnmYAwHdH+PD2hubUnJGN/2W3698CmvdoYZqCTD/mjS3G8avWqL/HqfbPL5vIqj/2fskcjNGnalURd8bOxUa5Aq8FbkPlrjdY1U1+CnO6ACZwmgx/Fzf9F5hxmfPxdVv03+kIfXPD0b9mDbQ+/Quw8rGuiZF9X+uf7fwhwIQzWR5E6QTnjb5wOHDpu8DfZzNB8vHdwAm3sMcatjOxKnqBEcclfOkt+9uwtbYdPo+ANxYciSufXYUvq5pwwePLcf13xuC3//4GMVnBGVPLMWlwHv73P+vwUng25noCQM237N+JC9zaTcBb1wBcEFhQAHwpyPAEZHjrZRZCmv8iENAT7deVnoaHN2/Bld63gFd/Arx+lX4CSf0cHv87wKNv1VUNHdiPAiwp+CHmNaplx0dfp+ciqZw7qxIPfLhFS4beN+JsoOEd5kZ9504gkKMf3NkEbP/ItudNT9HvxQjAOsOOGjWKQjVEUvx+f/9wz9b+G6jfov+87EFgyrkpD2O0pWkXK3WMhYCKWeyP3bCj2Wtu+i+LbYOVqXKqGjrixYiiAG/+nFm/DduAo681/4FLl1iYVaAAwNQLmT0973a2Ub9+FbvCnHUlMOfnQKaN3T7yREAQgf1rk27ga3Y1oUzZjxsy38B3d3yEX/kL8UzjgwDGJl9n405W5QCwMMiqJ9HUyf6Y52f68J3srSgQ2tCIHOSUzzD9sf1sSx2+2t2EK48ZAXHqBWyTW/00E4nRDuzMPRwv7j8OCkR8Jo3HkZ61wGf3Ad91N2ZBw2rJb3g7sRj5/EEACmsWNsA8KTt22Hfh/fQvCLfWI6FHV7WchQsKHUZ+rHuT3Y4+lZXfuv1MZxWx3/+l84FP7wPGnY4vwhWQPn8BswCgcrZZlNqwaB3r/TJ7RDFKc4P458UzcPYjn2NjTSuue5mFQ08cW4K7fzQJm2pYePKT3RLkid+H+O3LTCQPnAKseIS5RDHnslwBQID/ahkFwPwXgDzzqIry/CDujp2DY0vDGFu/SBcgnMo5cQKBz6RZN/wSzNvyKRM30+M7T+cEfbhw9hA8+CEbnpcz6mhg20j2d2Xtv5krB7Dy8jcWsIuenywCBk9P+B4eKA4KMQKwK17qqEkcFMiylnGPI37GmmTtXwts/YCVK3YFKcZcg1ATMOhw4KK39O6Ug2ey25pvgXCb5owATIwcMbzIfK7VTwE71G6PUphZ5Wqmf5fY8BZLFswZZP59hx4J/Hw1Cyn5EkxzziwEBs9gDs/m94AZP7E/rnkPshf9Dh/4X4dfrWapEGtx+bZfAs2Lk4czeGjAl8XCDaufQsugkwAAeRk+jG1m781iaSoG72rV3r/319XgimdXQZIVzBhaiBkTf8TKV2s3sC9vBl4tvx7KfjZL5G/SGUyMrH6GXQGn0g2Uh2gGz2RX8Ns/ZrkIlqtoACxJeI16pT17QdzDa2qB6QCk9gSJnM17gH+eAmSXAL/82r7z6XpVjIw/M3VxPfY0YNwPWLXPGz/DTa234eaW/wIeJA/RAFi0jiXAnjSONenMz/TjmZ/MxFmPLMPO+g7MHl6EB849HD6PiDFlucgOeNEWjqFqyJkY+u3LLG+kbrP+uR9+XLzLoPLV7iZc+cxqlBcE8cq1p9l+ZgflZ0CGiEcG/Bb3XfwA629iJGdg3Hu0s56FtkpLyoBTVrHHPT7YcfGcYXj80+2ISQoOG5jDBMiiW5jwnfBD9v3Kf7CDC0d0z8VOmvSDS0SCOMTYuBDYv46FIY69nvWkAPRYflf4+G5WeeDPAX70hHmzyCsHcgezJMK9q7WcEUC/GtNo2csaeQFAwVB2y694uwovo5x6PiBaEo093sRChMM3ps2L7B//6iXgr1Mxcd+r8AsS9hbOwqo5D2GnXIIBsWrgqdOcKzc4XIwcdQ2QXQq01WBkPSsvLcjwQdzEevwskg7He2o31mVb63H186shqV1e97eE2dW8MU/i+N9ip8K6Z1YUZuBzeSw2B8Yzwbf0b8l/dyN7VGdkynyWeyBHgS3v2x/7xePsSn/gZGDoUXEP18bYxV4mOiHFHDqaNu1kLlFrNet+amX/BhZS8fhZ2W06nPpnIJgP7PsG329+BkeIakJrkvPtbwnhy11NAICTxpZq95fkBvHqVXNw748n4/GLpyPoY585jyjg8CEFAICPImPY5zzSyoSIL5O5NBf8GygZyxwPy9ceuQjVKGL/pxw+s4O0LqwhIKcs/jzWzz+gzaUZUpTJ/v86CBGAlRT/64rZePonM1GSEwQmz2fhrN0rgQdn6UJk5k+BKz9h/VV6CRIjBNGXUBS9hHLmT4GMfNa0SBCZM1KzNv1zb/9EP/dp9wGFw+KPqVDdkV3LTc7IznqDGFEU4K1rgXAL++P1Qza9GZvfc9flMhGNO4BtHwIQmBhJF74xbf8oflhapAN450ZACmOVMgZnh3+Hhh++jNjI7+DcyG9RIwwAGrYCT32f9aCwI9LBXAYAGPNdYNrFAIDjmllPkfLoDqBxByTRj0/kSXhv3T58tasJlz21EpGY3julqVO15WdexuagVMwCZl2lxfmHFWcBEPBc8Bx23BdPOK/JiizrFUXl0/W8FZ4TYiQaYom0ADDnF7ZXyE2y3u1zX42DUDOWv9q1uuc9V4YfZ+/OuCG7BPjOnwAAP/e+joAQRY2nDCg+LOHT3l+/H4oCTK7IR1me2UUvzg7gzMMHI9NvDhbMUMXIyp1NultUMYsl0M64LKGTYNvwzAIflue2l48sK9jVyI41dV9NwKTB+Zgzopj9kF3CQnAAS/TOHQxc+AYTeP7e7c5KYoTo/+xZxZKyeqt+fvOiLk/3NJ1r39fM+j/ianZfwVBg7PfZ98seTO+87fUsPAMFmHK+OWvfiCZGVsaFaTTWvsZyS0Qfa2tePg3Iq2SVOFsXo0t8qXYjHT4XKOhCw77SCSzMw6uDjHz1AtDZgEhOJX4c/i3W+idiTFkOCrP82IMB+AluZc+t28g6gHY0xJ9/xyfMRcirYFfG0y4GBA/Gx9ZitFCFitqPtN9D9mVid2Mn5j/2OdojEuaMKMLpU9hIDF59g/JpwC+/YhuDx6u1gx9SxDaIDyITWFgt1uneIavbxASjLxMoGcdEEwBsfjd+VsvKf7BcnNzBjkmMbVEBbQrbPHcZ5o+Z6GzSv9/yPps0a4SHaMZ9393v4MTkc9Aw8Bjtx0XRyYgmmSn0nhqiOXlcacLjjEwfynKSVu5ogDLjMuBX3wKXvAMUjUj6XHdihDkjNS0hzS1LxP7WMCIxGR5RwMC8NNMSjrmOfW6nnA9cvZT9X+sDkBgh+j+v/IQNw/r6Xz3/2ssfBZ77EfDSeUCkPfnxiVAUFkYBgBmXsoQ9zpyfs9uv/wW0OGwEiXjz58w6LxoFnJqgeRUXI7tXoKVD37C0ME17PfD29ez7Y64DSsexq8OxaqfKroRqZElvjc5DU+kiCKznBMA2X+01ZE3QrSk/BxI8mFqZD69HREEWC1mtDRVCuvA/LPSyfy3wvk2VkNZ6/CT2WrmDWBMzABd6FqFoNwuFeMaciqNHsd4PHREJkyvy8eiF01GayzYSU5O0/ArNzufOyNBiJkbq2yPAMf/Djlv9lDvhzfNFBk1l4a3BM4DMYtb2fOdS/biG7cCHai+RY693tP1bwzE0g61nX02N7TEINRl+UHRxCbC5LzXfMgfIqbrILYKAj0f/RhNH78WmYO3eFsfDW0NRLN3CGufNG+9ejEypyIdXFFDTEsbuxk72b+QyAV4TIzZD8jglOUF4RAExWdGOTwS/KCjPz4DXk+b2PWgqcM23wA8eTJrw25OQGCH6P63q5vzODe4t7O7gi38C/1U3CClivipMh21L2AbiDQKzf25+bPB0oOIIFvPndrpbqr9ieSiij+WJJLJjSyey1+9sRHGkSru7vj3CJsku+h3QUceutI+6Vn8ev9Ld9I7z7I9kbP0AaNnDKg/GfC+9cxjhoZpN7+qb96b/shBMME9rHDVDvfrNz2CbsKIAzZmVwFlPsed8+RxLWuQoiqGvhZ6nIE1jVSpnej5BcL/aAXb0KThtMnNBRpfm4KlLZiA74EWe+lpNHfa5F1qYRnVG2iMSOoccx3ItOhtZ9VIyeL4Ir44QPbpFv/Ft/Xf5zy+ZgzT0aL3Cwob2cAwtCltPQ91++4N4mCarhN1++aze0p+7IsOOsa+CSpH1Hfm4KHIDbo5ego/lSXHN64x8tKkWEUnG8OKslCbXZvg9mFDONuwvdjqf3w6t+2oCZ8QjCijLdR+q4cmrbkM0/QkSI0T/Rorq5XWdjbo4ONB8+Rzw1q/M94Wdr8ySYswVOfwiIMfm6m2OGrP+4glWEeEWnhA69nvAwEmJj/X6WTgAwOEC6/qZ5WdJdHurtrFeGABw2v3m5NfBM1lztnCL3v48VVarm//k+d3T4G3YsWzzbtqpi4mlLMShTLsEn+1kn5vpQ1legNcjIjfIcgYa2iPAkNnAYaewhEze5RJgFS/Nu5hoG6aHCppKZmKjPBgZgup2lE8Hcspw2qSBeP7yWXj16jnIz2TvWYF62+ggRniIbGB+EH4v+zNdH1KAMvXfz0132d2r9HVwxqiOxIa31Q6/z7C8Gm8G+zdNkAPRHo6hBWwTbG50EP1ckE8+W211XwVsX8LuW9dNIRqVqoYOrFJGY3H2aQAErEwgRnhJ70njSlPuMTRD/XwYhym6wU2YBmAuB4DkA/OgO5SVRSRGCKJvETa0Khc8rH5+/VsH9jW//hfrjAoAM69gjZusa0mVLe8DVUsBTwA48pf2x4w+lY01DzUBD0xPPIGUE+3Uw1cJrnpNqKGaqcJm+D0iRpawK0lx9VOs9LDiCD2cwxFFPVSz/g13r8NRFFYlwv/dpnYxRMMJZOtVIZvfZblFVUsB0YvqMRdiX0sIHlHAlIp87SmFWVwkqILihN8BEFgpKRcAPEQz9GjAr28KjZ0xPCOdpL++uvELgoA5I4qRHdCTI/MzmTPS3GkI06jIssJcKAA5QS+K1DXVt0X0hlt7k4iRcBsLMQEsPMMZfhwTUc1VrL/Euzez+4//bdI8iNZwDM2qMxJqqbM/iDsjOQOBiT9m369+mvV72bsagNA9rhf0kMUZU1kJ9hc7Gm1nT0ViMj7YwJyck1MI0XCmDSnUzp8KbsUIT2J1I0b470zOCEH0NbgA8AaBI3/Bvl/4666HTJzY+gHw7ysAKMC0S4BT7tKrAtJ1RmQZeF+dujnrp879LUQP8IO/x00gxRf/jE9I5Kx7Ewg3swTTYXPdrUcVGtPEzcjN8KKyKAtexDBw64vscXVgVxz8infD26yfiRukKOti+d7NABTWV6V0nLvnumGUIVSjuiKY8COsqGMbwIRBuaYKCp43ok3uLR2vz4/hk1F5iMZSStrcGcG/paPQikwk23S5GLFzRtojMS2qlBPwoSjbsCZeepnMGalew0q0c8vNfUn8mUyQAKwDb7iZnZMnSyeg3SBGPOGWuKGAAPSckWC+Ln7Xv8V65QDAkDmsoqOLKIqCKrXC69SJA+H3iqhvj2B7XXze1vLt9WgNxVCcHcCUioKUX4s7ZxtrWtHs4GRZkWUFdS7CNICxvJfECEH0X7gYCeQAx97Aeim07WO5DQeC1U+zP/ITfgh8915mawfyzGtJlbWvsTkrgVxzHoYdQ2brE0hzBrEci7d+BfzzVHtBwtuqH36B68Q73vxstLgbAwNhVBZmYJ74BbIidSwXYKyDzV45h83I6GwAdn5qf4yRUDPw/I+BVf8EIADz7mSdVrsTnsRatUwvK52zQIv/82oJTiEPnxjn0xx3E8u32bYEWPs6UPW5+dwqTR1RtCMDN+f/Cbjw9fjBeAbyM/zac6zwfBGvKCDoE1GUxTazurawFkJD9VeJBZ/W7MymmyYP1UTb9Yoom34WVtoNCay5Qge21tokbPOLgIx8FhIcOIXlOfEBe06fnRRp7oyiVXWPRgzIxpTB+QDs3Yt31/JGZyVpzVcqzg5guJpIvKrKXd5IU2cUMbU6hv/7OcHFyJ4mvQR9f2sIl/xzBe54ez1kQ5VNVUNqZb39CRIjRP8m0sZuAzmsEuH7alOo1U/HjWVPSvMeNeFOcj6GT9Cder6+ufPui6nkcXBiEeCDP7Dvj/yFu8Q+PoH0F18C37mLiaHdK1i7cCP1W1kJqiCyVvJuyR6AjuxKAMA07zYMKczChV7VDZh2kX1XTYBVbPDy0WRVNS17gcfnMafJl8nags++uvs7QBaNUJt9xVjux/C5QNlEbKphn5uJ5eZqAs0ZMV71FwzV222/fjU7T/FovdmbCnc5GnPHJi2XNIZprKEFLkZygl4IgqA5I/XtEfa7BHJZiW+tzfRaDm8DX24jRg77DlizcrCZMy6dqLawpDkjuWjD1tq2+IN4mCZDdSC4O6Ko/6d4KK+LcIegJCeADL9Hcy+sSabNnVG8/iWbQv2dCSl0rrXAz7/SZaiGh2gKMn1azo8T1pyRpo4ILnx8BT7cWItHP96GW99cC0VR0BGJaW5LBYkRguhjGJ0RgNnAM9QwwpI/pXaud25guSC8JbaVULNexVA2Wb+fv3Y6zsiXT7NGX1klwKyrkh5uwhcEjrgS+K46dOyju4HajYZzq67IyBPjZmIkozZ/CgBgsrIRo4UqzBI3QILIQlOJGKv2qNjwVmJRt+hWtpnmDAQu+a9+tX4gMFS88CqlOnWz4CW2HC1nxDq595jr9LbvAHBYfOtxHrbgVTmJ4AmsUUlBe8T8PvEeIzlBdh49ZyTMBPCgKezAPavsT64ouhixc0ayS9iQucMvZGLEJW3hqOaM5Ant2GbnjBjDNADrZ+NVu48OnpG8xb5LeBM+7hBMd0gyfW75TrSFYzisNBtHjyxO+/W4g5aoYseI23wRwBCmae5EeziGS55ciQ37WpGf6YMgAM98vhP3vLdJE2D5mT6tGutggsQI0b/heRp+w2yIo37Fbqs+T63UVx0QZ+rBYGSfOrI+r8LcAyRdMRJp1ytojr3eNM0zJSaexdqfSxE28EqWWMiGi6o0EkL3ZE8EAIyJbcCIKlZB8748HVLOoMRPHHYMc2raavRwhpVIB7BhIfv+x0/rm+uBgjfxKpuozbpxKrvkIqGh3RI+yS4xjWg3CRwVHnLhrkcigj5Ru2K25l4YnREAKFL7VNRzgZQsb6RlDwtVCh4WJrHj6GuZi+jkctnQHpa00t48tMc7I4piCNOozkgwD5ikJrLy3JtuoMpSVTKtkomFbXXtmnsQikp44tMdAIArjx0BMY0QDYeXf3+1uxnhWAKRrVLbxkIu7sQI7zkTxaVPrsSXVU3Iy/DhpZ/Oxh9OnwAAeODDLbh9IXPCDsYQDUBihOjvWJ0RgLkAAycDUOznY9jRuo9toIAeb7fCQzQDJ5vv1xJYUxQjyx9mr5k/hJXzposgsBwSfzYL16z8B0uybKsBsgbovSVSYHtwPABgeGgtsja8CgB4MnYS9rU4TykFwDY3tfmXNnnXyuZ3mcOQP8Rc6XGgqJwFXLYYOP/fgCAgFJW0Dd+6WRRm8cRSm+TMOT9noZmiUUDlEXEP89buvHw3EYIgoCDTvtdIi+aMqGLEWE0D6HkjTmKEuyKl403VPl2lzZAzkifYiJFwqx6OycjX7z/lbuDCN4HpDgML02CXJZEzL9OH0aXsbwB3R15ZtRt1bWGU52dovV7SZWhRJoqz/YjEZHy7pznp8W4annFygj7t33r59gZk+j148pIZGF2Wg/OPGILrv8Nyjz7ZzCqYDsYQDUBihOjvhA05I0ZGq7kLvLlTMqq/1r+v32yesaEd4yBGNGck+R8pjY4G4NP72ffH3wx4/bj//c046d6PUJNsw7cjbzBwklrt8f7/Ap/cy76fPD+lq1/Odk8l2pQgAnInhEgbdgiDsUwep1UwJIQ7Md++Zi/QvmXiBhN+mHKOyLUvrcF37vsYoajz1emf/rsBR9/9AQtrcAZPZ2PtoW8Ufq/eV4SjOyM2YiSYC1y9HLh6mW2XUs0ZcWmhOyWx6s4IO0+x5oyovw93Rvavs58FpCWvdp/Qi8RkRGKyIWekA1X1HYhK+pwd7f+MJ2AeDOcLAsOPdZ9A7QK7qhI9VNOAmCTj0Y9ZSPXyo4fBl263UhVBEDBdLfFdsT153kgqYRpAzxvxe0X848LpmFqpV/1cPXckrjxWL7smZ4Qg+iKaM2IJcYw+hd1u/dDd8DYuNDh28XhHMZKGM/LZfUy8lIwHJrA5Mf/+cjc272/Dq6t3J36uE9MuZRUt0Xa9+6bb3iIWmkMy1sj6H8BP8k8HIMRP77Wj8gjmHkTbWd8XI6EWfY7PhB+mtCZZVvDmV3uxYV+rffKkytvfVGNXQye+2Gm/aWghmuxAXAOsuD4jVnxBx3bpXFQUZLkUI9wZ6Uwcpim0OiO5g1irekXSQ4dG+GfXLl8kTdrVyhXujOQL7YjJinmAIs8XySjAgcZOjPBQysqdjfjvt/tQ1dCBgkwffjyjoltek4udVS46saYqRo4bU4IsvwcPzJ+KOTa5LTd8ZzQuOXIo/F4Rx6jjBQ42SIwQ/Ru7MA3A8gPyKlnVgZuqmuo17FZQSxx3W8RIpJ0NHgMSOCMuxUjLXtawDABOvFW7YuQ5AXzcfMqIopoHoCZlVs4BikeldaqWUBSrFHUKqj8bOwezvIudDS7m7wiCPlvGOrl149uAFGbVKKXjU1pTfXtEK5dstOZ0GODJp/sdHKZEG0Vcn5EU0MI0Ge6cKKdeIzyBNZcnsGbrYkRRFPb+ankjls9ptBPYu4Z9343OCG/CFvayz3qO0AEBslkUGst6DyCRmKxVntg5I2v3NOOBD7YAAC6eMyxuEm+6aEmsOxtN5bZ2uGkFb+SG74zBmltPxsnjy2wfFwQBt542Hmv/dx5mjyiyPaa/Q2KE6N/wBFarGBEE3R3ZuDD5eXiYhld1cGeBU7OW9RfJKgFyLH8wUnVGPrqLtbCvnM0STwGEY3oew5pdTY4baVKKRwLfuZPlj6RQKWGlpTOGN6U5CPsLgaN/jdIB7GqM9zlIyuT5gOhlIYOadfr937zCbtMI0RjDVw0OzkUkJmv9J5zyWxKJEd5npDUUM4cgXMAFkpsEVkAXLc3JEljVPhURSdZEgZY3Yu3EuvppJsDzK4HC5JNl3cJfV/azz7oIBTnotIgRS1nvAWJvUydkhSUBG/8Ny/MzMDAviJisYGNNKzL9Hlw4uwuTny2MH5SLoE9EU0c0oTMHGHNG3E/WdRNK6mq4qS9z8P5mxKGB1mckN/4xTYy8k7jMtKOBtccG9H4Su78wT0Z1CtEAqfUZqduiz4o54VZtQ7ZeiS9a794dkWQFMePGOf1S4Dd7gFEnuj6HlZZQFFuVciz94XLg6Gu1pLkqN2EagFWf8MRZXmLcXg9s+5B9P+HMlNe0r1kXF3GltyrGypR9zfat8hOJkdwMH3jRhWOoxoHmTi5GXDojWYmdES5GMvwebT6QFqopn8pujc5ILAx8eh/7/qhrTDkaPMySiETH8Md8wUzNecsV2rF1v8Eps5b1poibNQLmEI0xzCYIgqmJ3TkzKjWnqzvweURMrXDXb4R/xopzuu/1D3ZIjBD9G+5G+G3KYocexcpMO+qcK2QAXWgUDAOGHMUS8DobzJNR3YgRN87Ih39ksf7DvsO6qapom4yK21BNWziGOX9ajPP+sdx2Lke6tFhCBdwOd5UzwuEVQl+9yDbK9W+y5mNlk9IKH9W0GpwRBzFidEz2tzo4I4acESseUdDEhNNEXTsiMd216O4EVgAo1BqfqQKLOyMN25iYBoA1zwGte1ln3innac99+5tqTLjtXTy/XJ/CbGXVzgZM+t/38JdFm2wf579bdsCriY08dDg4I/mOr+PEm1/txfhb38Uf3lqX9HOcqCU6H2rnFQVcdvSwlNeRjBmGJFknIjFZE5huqmkIBokRou8Q7WTJjU5zVuxwyhkBWKIhb9mdqKrGKDS8fl1wGK86u0OM7P1STegUWNMpAzxfhF8NL91ap10hJ+LbPc2oaQlj+fYGratod9DSyTafvAy2Ht7PoaE94mpdAFhPj5xBTNhtWGiuokmDGqMz4uBaGEWK0Ukxkiy5kJfcppI3wl0RQWDuihsKHIblWcM0AAwt4dVjMwuZeAbY50oytFw/8pemqcfLttazWYRbHYbbAfh8WwMkWcEqh6RfLkayAl5NbOQK7dhW26aLB2uPkRRY+DXrkvr4p9vxl/c3JzyWC2K7EtdTJgzEmLIc/PKEUVozse5kupYk6yxGuGD0iIJWnUUkh8QI0XdY/Afg+bPYoDu3JBIjgHlkuhNWocGrELibEgsD+9ebjzESVFuKR1rZ0DsnFv+e3U46Oy55k5ehTh6cj+HFWYhKCpZsTN6wzXhl+p46g6OryLISl0SZHdCnx7oO1YgeYKp6hf7pX4Ad6rya8WektS5jDoiTUDAmtqaTMwIk6MKaAC4ocoM+1/NPnBJYWywdWAGgONsmsZYnse5dDXz9EtBUxfrKTDP3rKluZnk+iQax8ce4qLLSbuOMFAjtaAnFdIGUZphGURRT59S/Lt6Mf3yyzfF4a/dVIwNyAnjnV8fg5yekl7idjKmV+RAFYFdDp2MJfl0rez+Ks/1darR2qEFihOgbxCLAV2rH0NVPuZ8rE06QMwKwVuiij/UOqXO44tqnJq8OnMRu+R953jxq/3o27CuYzxIDrRiFUMTBHdn2EZvDIvrY4DULPExTlO3HSeqY80XrkodqjDH791wc74b2SAy8WMB4lV+RTqhm6vnsdt/XABQ2hK8gvaTCmhY9B8TRGTHc3xqKoSMSn4eQ3BmxmU+TBC4oClwmrwJAnhamce+MmHqnlKuhmt1fAJ/cw76f83Nzjw8Ae9UBbHubnJOik4mRtjDLucoKeDXxPTSLHasJ4jQTWLfXtaO+PQK/V8QvVBHxx4Xr8a+Vu2yP52J4SFHP99vICfowdiD7W2M3lA9IrfsqoUNihOgbbH7P3GjsP79k5bTJ0KppHFqpB/NY7giApi9fj3881ALUszJAbd4ML4nc9w0QDZmdE7sKEG8A8Kh2rFOohs/JmX5p3IA1AKhTrd2irABOHseqdT7csB+RWOKKDqMz8s2eZldjyJPRom6Gfo+IgGHIV2WqSawA+12NQ+MShGhqW8OaULDDVE3jUNprdTOMAgZgV+GJckaA9JwRnveRl4Itz/uRWHNGeEjE2JCNl/fWtdk4I5veYbkjGYW2XU73qs7I/taQY4VQtRrScuWMqGGaIZlsLboYaWK3KeaM8E198uA8XHPiKPz0mOEAgBtf+xr//abadKyiKHHdV3ua6UN4Eqt9qCaV7quEDokRom/w9YvsdtolQO5gNjzuwzsSP0dRkodpAG2S7NZP/oV1ey0VLzXfstvccq1DJ/Irmd0tR9kVfaJ8EU6yvJG9X7LbGZfZPtxgcEamVuSjODuA1nAMn2+rd35N6BtBdoBtXG7clGS0qBtSbobXVK2QlhgBDI3XBGD8D2wPCccknHL/xzjl/o8dBZhRjDgJBWv4xmqlt4Ri2vkdnRGt14j73KXGFIbkcbQE1s6olnehKIomRkwJrLzxmfH3K5uk98UB2NRjiyjviMQ0sSMr8e8HZ48qYltCUdseGnoCq0cLwwwOsk1Xc+f4xUSKYRo+aXf60EIIgoCbThmDc2ZUQFaAX764Brsb9c9bU0dUK90eXNBLYkTrN5JEjJAzkhIkRojep6OBld8CwMzL2ZwVAPj8IT1UYkcspM/CSCBG5FGsxHSqsBnLvl5nftBOaAiC7o7s/sKlGEnQayTayXo/AEBOqe3T+SbD48wnjWPHvbfOOQ+kMyJpm8h5R7DwUbeKkaB5Y+VJrDvdtIQ3MuY0Vt1x/M3xPVpUdtR1oK4tgrq2iPY7GQlFJVNuRUNHxLbqwhq+sW6+fKPICXoR9HlgR4GWy5FCzkgaYRqeMyLJugDpiEiQVDFgDNNoLeGNYRp/JlAyjn0fyANm/jTuNayhGbtQTUsoqoWGFEUPExmxS2At8atihDsjaXZg5c4Ir1QRBAG3nzERM4cVIiLJ+Mcn27VjuRAuzQ04/vsdaHhztXV7W/S+LwZIjKQHiRGi91n7b+ZClE1kiZ2HncySPBUZeONnLIHUDuPG78tyPH2VVIiv5OEQBQVF6ywdQZ2EBrfAd32uuydunBG7XiP8ilHwOOa28E2G5wacbMgbcer2uL2uHYrCNrVzZjAx8vm2em1jTBcepsmxXOWnVd4LsAqlHzwEHHOd4yHbDOEmO+dlf4teoQCw8smOSHzvGO6M8OOsFTVuNoqE82kcSGVIHifo8yDo45N72b8ZFwIeUUCGYbMtsktgBdiUZIC5IjyR2gBPXuXYhfGqLQLFLlRjl8BaKLJ/p66EaerawthWx5wVPnkXYL//L45n+SMvrqzSfu+dvRyiAYCBeRkYXJABWQG+rIrPG0kWBiTsITFC9D5fqSGaSefo9827E8gsBmo36EPfrGg9RnISDuFaV92Ch2LfBwCc3PwKpBaDe+AkRrgzsvEd5sD4sxN3tNScERsxwvtAZBQ4dh3luQC8n8ScEUXI8ntQ0xLG1w5TQvkmMGJANoYVZ+Gw0mzEZAUfbtzvvE4X6M6IuY023wB2N3ZqV+/dxdYkYoT3GCnPz4BfzWOxEwvczRgxgIlTa86Im40i6XwaG7hr47b7KqfA0tPE2PDMGCKLK+3lHPcb4PxXgWOutz2/VWjYuU5WgWInRtpCRjHCRE8O2rRzdoYi+mc/BWeEuyKjS3OQZ3nvjhxZhInleQhFZTy5dAcA47Re54uPnkCbg2OTxKoLXvfdVwkSI0RvU7+Vjb0XRGDiWfr9WUXAqXez7z+9137YnVMreAvr9rbgXXkG1sjDkSmE0fzeneyBSAcTO0C8GBk0FYDA5qgAzLVJNHU0Uc4Id0YyC+MfU+Eba7G66QS8HswdUwIAWOQQqtHFCPvDzBNfE4V23KA1PLM4I6W5Qfg9ImKyEnfF3VW21urJylX18YnL3OEoyw1qLdvtxAIv7R1TxsShNUxT58YZSWM+TXOKE3s5eRnmkFCLTSUNYHRGwmanLJCtVozZfzat4sPOGbEeYytGbMI0vmgL8jN9UBSgaq8h0dTi0LSGonh37T5zl2AV3jyMhz6MCIKAq+ayC4Cnlu5AezimTY3u7cm1iYbmUZgmPUiMEL3L1y+x2xHHx+dTjD+TtZ6WIkC7zdW+VtabRIxUtwAQcFdsPgAgb+0zLEF2/zp13swAIGeg+UnBXKBkrP5zohANPx6wd0Y6Dc6IDR2RGDqjLOTANx0AOFnNG1m83t7p4Bv4iAEsaZGHdpZsrEUomqD9fRJ4wzNrzohHFFBRyMpGE3XzTIekzogqKkrzggnFAr+Pl1/G5Yy4GGCmiZ0UxAgXE6m2H9cn91qckYD5vecOiqzox7qBi0Y+ot5OjLhxRtoj8WEaobMJI9XP3pufq6FMf7ZpqnFzZxRnP/I5rnhmFR5asjXuvCt38nwRe6E+b3wZhhVnobkzihdWVOndV4u6v6FZKvD1flnVFFehRGIkPUiMEL2Houghmsnz4x8XBFauCOihDiNaJY1DWa8Kr6DxjjgWH0sT4VFiwId36pN6nUp2ed4IPyYRiZwRLUxj/weX9xgJ+kRk+vU8gSPVUeIb9rXa5oFsM4RpAGBieR7KcoPoiEhYtjVxFU4idGckftrpFceyK9WHlmxN2JgqFRRFwdb9RjESv2FqYiQngMIs+wTTUFTSRN2Ygezfw9r4TJsZkiBMwwVFe0RyLeq00t4UnRE9TMN+F7seIwDg94rauRvaHXKobOAJq/xK3i6BNaUwTVB3RhBqxhXHjoAgAJ9+o5bHGwR3Z0TCZU+tVC8GgCc+227q+9IRiWGtGoK0c0YAJoB5qe8/PtmObXXsc9LbzsjIAdnIy/ChIyJhfbV+AdIejqFdzWUiMZIaJEaI3qPqc6BpJ8v5GH2q/TGZ6rjshGLE2RlpaI9oG9IFRwzBn2Nnswe+fgn4+mX2fdkk+ycbR7B3RYxwZ8QhTFNnSF415gkUZwcwvJiFYFZVmX9/WVawjTsjJUyMCIK7KpxkWLuvGvnx9Ar8z7zRAFhjqpdWdt0hqWkJa3/AAZYXYK2U2afmfpTlBbUNvNFSesvFiVcUtCv2/S1h07ncXLXmBr1aAqzb+TRcTKSSwMqON/casZtLw7HtNZIE3mOE98awd0bY/w+eMGsfplGbnvl1ZwShJpw0tgR3nDER+QL7LNbFmGMRicm48tlVWLmjETlBLwblBdHUEcWLK/RGZmt2NSEmKxiYF9ScGzvOPLwcJTkB7GsJaTlAdq3gexJRFDBN6zei543w/8sZPn24IeEOEiNE7/HVC+x23PdZmaIdmeoVU6edGEmeM8KvWoYWZeKoUcVYJ4zAW9IsAAqrlAGchUbFLHbrywKKD0vwixjWYBumSdyZkocWjCEaDv+DZ+32WN0SQmdUgs8joKJA/0NurMJJN8lUC9M4XOVfPXcErlCvVm967Ru8bWlMlSo8RDMoLwhBYPkJ1hbpmjOSG3RMMOXvY0GWH6W5LHkwIsmmc7kRI4IgpFxRw0MnqZT2AogbyqcLwXhXirfjtw5VdEJRFC2BddoQJoRbwzHN+eLwnJHRZewznLyaRs0JkWNApB3zZ1biwinsvk0tXjy9bAeueWkNPtpUiwyfB09eMgM/O34kAOAfn2zTwhqr1M/0tCEFJhFuJeD14CdH6UPvMnyePlGpMt1maJ7x85XodyLiif/EE0RPEAsDa19n308+x/m4RGGaSJJW8NBDNOMG5SLT78WEQbm4d89ZONX7BUTeo0QVIzvq2vHal3sgGebLTBjxWwypHI5xniSbDF+DXWlvR2IxorWCt8k3mDG0EC+v2h0nRnhYY2hRFrwe/Zpi1rAi5AS9qGuLYM2uRm0TSoWWBBsiwDbrG08Zg5ZQFC+s2IVfvvglVu9sRMCnr6Mg048LZw/VKl8SwcXIuEG5UMC6ge6sb9dEB2AWI05CgTslhZl++L0iirL8qG+PYF9zSDuX27LLwiwf6trCripqwjFJKzPmjczcwhNek4VpAENLeJdhmqaOqBa2Gj4gC/mZPjR1RLG3qRO5ZXqPE+4cjh2YizW7muLEiCQr2nmyg17A7wNELxMjoSYgkI0ThvqBdUAzsnDLG2sBAD6PgEcumIZpQwoxflAe/rJoM/Y2h/Dmmr344bTBSfNFjJw7qxIPfLgFraEYKgsz+8RGz9e9dGs9/vwuS4TfUcdyWihEkzokRojeoeZbINzMwjBDjnI+joc2bJ0RXtrrnDPC49Vj1eqK6UML8fjuQVhVeCpm1P+HNYsqGApFUfDLF7/EV7utZbTjEdgo4rNp4YR5BgmbniUL0/BW8Dbn51dfa3Y3IRyTEPAy65dv4MMHmEsc/V4Rc0eX4D9f7cUnm+u6JkYS5D8IgoA//mAiWkIxLPy6Gv/4dHvcMTlBL86eYTPLxwIXViMGZKMlFEN1cwhVDR2YWsl+d0VRNDFSlsgZ0ZJI2bpLc4Oob4+gpjWEcciFJCtaP5eSJJtFKs4Iz+cRBXsRkQjHBNZuCNPwEE1xth9BnweD8jI0McKrjfa3hiDJCryigFFquK/FIkaMjb2yAh6WXxXMBzrqWG+RvMFaj5EBA0qBvey9+Os5U3HMYayrcdDH3I273tmAhz/aiu9PGYTVqhhxyhcxkhP04YIjhuChJVsxsiRxjlhPMbE8D0GfiObOKB780JycmyjsRNhDYoToHfgU3NIJiUtmXSWwOodpjM4IwLo8Pv7pdvwl+iM8P2gPMOpkQBCwbEsdvtrdjIBXxPyZlVo+65KNtdhe144nP9uB69RcCVvclPYmSWC1c0aGFWdpV/jf7mnWxMVWS/KqkUnlefjPV3uxxZAUmgpO1TRWPKKAv/x4CqZVFmCXoWX32j0tWLGjAcu3NbgSI7zp1YgB2ahvj2DF9gZTY7WWzhhCUeZWleQGHKtpePULFyuluQGsqwZq1LLghvYIZIXtpYVJql5S6TXChURehi/lKa35ljLlhM6IKlbdJrDyXJCBeWxjHJSfgXXVLdhjSGLlOSRleUF9Vk6n+XfmIRqfR9DEMDLymRgJqeJd7b46bfRw3HnERAwpzMQcNQGbc94RlXjowy3YvL8ND324FW3hGLIDXk0YJeMXJ4xCUXYAJ44tcXX8gSbo8+Dv50/Dx5vM07X9HvY3hEgNEiNE78DFCG9n7QRPYE3kjDiIkVBUwhZDCADQY+fLan1ovuo9rULh7x+xK5tzZlTgtu+P184xa1g1rnx2NZ5etgNXzh2hzYCJw1U1jVOYhjsj8RukIAiYPrQA766twcodetiFzwOxEyMjSphbYuzdkQrcGcmzqaax4veKuNQQzweAjzfV4sInVmClw+wOK5ozUpKlhQyM5b38vvxMH4I+j6H01nwFr+WMqI+X5QVNz+fx/KIsvym0ZUdBlv1r2NFoed1U4GEa7q60GKtWLBRnp5Yzwst6B+Wz96FcvTUmsXJhMig/Q/u/YA3TmPJFOIYkVgCa4BYy8x034tygD+cdMQQPf7QVf/2ATdA+fEiBliycDO6u9CWOG12C40b3DXHU36EEVqJ32K/OiDH28rCDhzY6bEpVk5T2bq5pgyQrKMj0oUxNaByQE8DQokwoCrBabeX87Z5mfLK5Dh5RwGVHDzed4+RxZRg+IAstoRheSNRbw02fEYcwDZ9Lw3MCrPDYtDFRTnNGbCxrLlC21bY5tpJ3QlEUx9k0bplamQ9RAHY1dMa1Y7fSHo5hr3rM8OJsbSy8cf6NMUQD6GGYBotrwd0F3RkJqs9nIoTniyQMt6kkaqxmRXNGUkxeBXTR4yZMU5hiAitPTDU6IwBQbRAj/PvyBGKk1djwjMOTWHkLeK0VfOKQy6VHsjwinlw9Y0hqc2yIgxcSI0Tv4NYZcRWmsbd511UzC3ncoFxTwtt0y+bOXZHTJg2MKxkURUGrHPnHp9sQjpn7TiiKgn9+th2vrW0xr0k/wH2YxsYZAQwVNTsbIcsKWkJR7Fev8q05IwCbZur3iAjHZNv234loj0jg+iVRzkgicoI+zXp3mmzK2a6GaIqy/CjI8mvv/y4bZ6REFRdaCKXdPCzP6ozoYsTsjLhJLkylC2u63VeNz2nqiECWFVcJrHUuwzS8kobnLwzSGp/Fh2kG5Qd1MdLhwhnReo00sVuXE3tLcoP40bTB2s/TXSSvEocGJEaInqejAWhVy0EHJMjDAAwJrPEzIJKFabR8kYFmscKng67c0Ygdde34r1qaeuVc+9kzP5hajtLcAGpawnj9yz2mx+55bxP+9z/r8Mf3d7M7Im2AbBAs4VZWdWD8XSzw6ggnZ2T8IJYo19QRxba6Nq2/SElOwNa98IgChhXzUE1qeSPcFfF7RARcVMI4MWOofUmyFWvuC29mVd0S0oTffs0ZYe8PFxsxWdGu2oF4Z4Q7KdydSUWMODVWs0PrvppGmIa7KbLCHIjWsHMlEw877WnsRKfNkEArPEwzUA3PcDGyxyFMw8VnazhmctTabZ2RfHbLHRFtYm9+0nX99Ojh8IoCsgNeTKlIfjxxaEBihOh5+DyYvEo9vOEEt30Tlvbai5H11Uys8HwRDr8a+2pXEx74cAtkBThu9ADHRLqA14PLjmLuyCMfb9Ms5sc+3oYHPmSdJ9tgyJ6PGAQAD9F4g4AvPsNeUZSEfUYAlpfB/2iv3NFoqj5xIt28kRaHQW2porlPSZwRY74IwBySTL8HisI2XUB3Rri4CPo8WqdaY8v2BjW/o8ASptnfmoYzkkI1TVfCNAGv/rs0dUQSNj0bWpSJ8vwMhGMyPtlcG/e4FWsCK3dI9rWEtM+w7ozoYRpF0RNpAf17e2dETWB1GaYBgKHFWXjlqjl48adHIIMagxEqJEaIxLRUAzXruvecbvNFAD2BNdoORC35BwlKe2VZ0cp6xw00D+4aXpyFwiw/wjEZr6xijsZVc0cmXMb8WZXIDXqxrbYdi9btw4srqnD72yzUdN6sSkQFH8KKuoEYe40kaQXfEoohKrGNIVGFhz4ltMGQL+I8uZQLldSdkcQNz9zCyzXX7W0xlYZasc7XEQRBc0d4Euu+ZrUcN1efgmonFrRqGi1Mo0+6jcTklEa7G0NByWjqgjMC6KGaxo5owjCNIAhaU7v31tXEPW7E2D+Ei5ABOQF4RQGSrGgCba9hdk3A67HtwppKAmuyMA1nSkU+JpTnJT+QOGQgMUIk5pkzgIePAvas7r5zavkiLsRIMA8Q1Ksna0VNgjDN7sZOtIVj8HvEuLwKQRC09tgAy8mYkaTXQXbAiwtnDwUA/O9/1uE3//4GAHDFscNx+xkTcfK4UrRyd8SYN5JkYi+vpMkJeBH0OV8l6nkujXob+ATOCP+dt6ZY3qsnr3at0G5gXgYGF2RAVoAvq5xDNXYlylYxwjfOMoMYsZbeKooS12ekMMsPn4e5O7VtYdSq50nJGXGTwMpzRtJwRtjz2Gvta+7UHAs7ZwTQJzMvXl9jOwWXY+wfwn9fjyhooZ69TZ1oD8e0tQ9U77dLYuWt+rMChs8nd0Y6m9hFQkwN/bhwRgjCDhIjhDPNe4Da9YAiAR//X/ed123yKqAOy7MJ1chywg6sPHn1sLJs+GzKOI1dH688doSrkMTFRw5FwCuiujkEWQHmz6zEjd8Zo52jTWFipLa+Tn9SklbwvJKm0CFEw5lamQ9BYBv0SjXxdniiMA2vqKlLL0zTVWcEMLo59mJEkhUtgdVWjNRzZ0TvvsrRE0zZejsiEiIxtjlzoSIIAkpy9LwR3izMXc4IO0coKifNz+CCKNUheRwuYnapAwJFAY5zTWYMLUB+pg+NHVF8sdNZ5PEQTWlu0FQ6q+eNhLScktygVxM/dmKkTXNGDL8fr6YJNenuCISE3ZAJIhEkRghndq/Qv9+4ENj3bdfPqSiphWkA+y6sxrwMG2fEKXmVc+zoAfCIAsYPysUJY9z1CSjODuC8WUMAAN+bNBB//MEETcRMrSyAopYYL/pys/4ktz1GkjThyjVUqHABM8KmkobDhUpta9h21ogTXS3rNaLP1bHPG9nb1IlwTIbfK6LcMF+nskh3RmKSrA0fK83TRUShuoHzMAoP1wS8ohZqAPSkz5qWkJYzkqz7KgBk+j1aK/tk7gh3F9IN0/DncScoO+Ccr+P1iDhhjBqqWescqrH2GOGUaxU1nabkVY6tGNFyRgwCyZjAyvNFgnmJGxgSRALok0M4s4uLEfUP48d/7vo522qYWyCIyYfPcezKe3koRPQC3vjNRc8XsRcjh5Xm4N1fHYPnLzsipa6ZN54yBq9eNQd/PWdqXLOmggLWcfKLjTv1XINkYRoteTX5BmkMJQV9IgblObeczg54tbDGthTyRnjTrVwXDc+SwZ2RNbuatOFoRnhDuuHFWab3ssIQpqlrY11TPaKAYkO1keaMqELBWElj3Mj5e7CroUPbYAdkmzdoO9iwPLPgcYKfN90wDU985V1snUI0HD6ZedH6fXHTjTl7LT1GOIMMjc/2GnqMcHLtwjR21TTGBFatkoZCNET6kBghnNm1nN0e+Ut2u+4NoHZj187JXZHCEYAv+aYAwN4ZMeaL2FxF6m3gnZPkRpZkp1wB4feKmDakwFbA5BWwdfqldjy9bKd5zUl6jBQnCdMA5p4Mw4uzk4qodCpqutMZGVWSjdygFx0RSZuebITns1hzeoYYxIjWYyQnYPp99S6sZmfE6k6UqEms36qfB79HdC203FbUdKW0F9ATWLkzkmy+zTGHFSPgFbGroRMb9tl0/IUephmUbxUjujNirKThcGfE2BK+LVFpb6jJEIrMT7hugkgEiRHCnmgnUP01+376JcCY7wFQgE/u6dp5U0le5dh1YU2QvNrYHtG6eo4Z6Dy3prsR1Hh5Njrx5NLt6IjEXIdpks1KAczOiF3nVSvpVNR0Z86IKAqagLLLG7FW0nDKCzIgCCwPhItKY74IEN+UzNpjhMOdkbV7WA5RKqPd3cynCUUlbW5OOqW9gC5idjfyHI7E58n0e3H0KDaAzilUY2xmZsSYM6J1aDUckyhnxCSSuPCIhYDWfep95IwQ6UNihLBn7xpAjgJZJUD+EOCY69j937wM1G9N+NSEaPkiLpJXOVqYxrChRXhZb7zY4FfhlYWZ3XKF7xpVGJVnxNDYEcXLX+x2MbE3cSt4IwPzMjRLPVG+CEcTIylU1OhD8rpnbNX0oc55I07D/gJeDwaqIoIn6/IyXU6BpV07T2S1hkq4iOGJvMUpjHbnguc3r32D6X9cpH1d+cwqbYPm+SIeUUCO09yiJHARwxNw3Uz+1Ut899k+Xq2KcWsoj//sFKbhYqTFLkzjN6zLnwMtfNu4g926LOslCDtIjBD28OTVipksDDJoKptwq8jAp/emf96uOCNOYRoLO1W7282G3a2ozsisQSzR7/U1e5K2gm9I0greyulTBkEUgGPV0eyJ6G1nBDBX1FjzG7YlmDzM80ZWbGf/5mVxzog6n4Y7I+32zojVUXHTY4QzVW001x6RUNcW0b7eWbsPP336C4SikhbOyM/wpd0kzhrecSNGThhTAlEA1u5twW7DxGSOtfsqhzslzZ1RbaqzOUzj1R7n2IZpRFGvqOFihMI0RBcgMULYs8sgRjjH/A+7/epFoCnB0DgnZBnYr3ZfTcsZcSdG+AblZiBat6KuZVgOu8L9sqoJsTY1tORY2ut+eBsA/Prk0fjq1pMxtTK5Jc5zRnbWd9gmkNqhiZFucpQmlufB7xFR1xY2Db9r7ohqpbZ283V4eS8PJZTmmTdVPYTC1tvgkLdRZnmem7JezmVHD8dH/zMX7/7qGO3rnxfPQJbfg6Vb6/HzF77Ucn7SDdEA8W5OsgRWgCU8T1cnOL9vaYAWikrae2t1RnKCPk3saMcYxAjveZI0TAPo4kMTIxSmIdKHxAgRj6IYxMgs/f6KmcCwY9mslWUPpn7e5irWSdXjBwqHJz+eY+uMOLeC56WgbipUuhV1LRlyh9a+XWpXxYhj0zP7K3onPKLgarMCmJuQ6fcgJitacmQy9A6s3ROmCfo8mDSYXUEb+2JsrWP/fgPzguYrbhU+vZdTmmMRI+qmyQfMNTnkjFjDO6mIEbaOLIwuy9G+jhtTgscumg6/V8SidTW4+XVW7p5u8ip7rlWMuHvvnbqx8r4sGT6PbYWPMSwjCkCp4T2xbXoW5k3PLOviYRkK0xDdAIkRIp7GHUD7fkD0AQOnmB+bch67TafnCA/RFI8GPClsdrwlvK0zEm/xp1Kh0q3whk/hVpw0rhQiZARi6jptwjSSrHcNdRumSQVBEFLOG+luZwQApql5I59vq0dHJIaOSAwb1LlBTl1krdOTrQ4Hv4KXFbZmrZrGIkYy/V7T5p6qGLFjzohiPHju4fCIgta0LZ2JvZy8DGuYxt25eInv8u0NmhgDDGW9+UHb0JHRCSnLDcJraApoLe1VFAXtER6msTRis07uJWeE6AIkRoh4dq9ktwMnx5ff+lVLXXI3xtxEqs3OOBl21TRqqahNx0ce+nDrNnQbfOhfuAXzxpciDwYBYBNPb+yIgKdRFHbhyjoRWlt4F+W9iqLopb3dlDMCADPUcMIrq3Zj3C3vYtwt72rt9J3yeiotYsTqcPi9opYw2tAeQaOawGr3PhrzRlLJGUnESeNK8X9nTdJ+zu/Cv5+1c6tbZ2RIURbGlOVAkhX82zBNmleSlefb96ExVthYS381Z6RD72zLP6M5ActnImgpm6ecEaILkBgh4uH9RYwhGg5vMCYln9kRRzrJq4Ae4gg1A7LamjtBzki9lhTaO2EahFsxYkA2JhWytUa92YAnfnPXe2P4TFen3UkqSaztEQl8cnx3OiNHjCiKExcA65Z6onp1byVejMT3pCkwlN5a59IYMSa/doczwjlj6mDcfsYE5Aa9OHZ08oRiJ/xe0TSEzq0YAYAfTRsMALjz7Q1Yrc4A0hue2ffxMQoQJzHSGo5BlhUtX0QUWKM9E9awDIVpiC7QPYFh4uBCEyMz4h/jm2qsK2IkheRVwGD/Kqz1dFaRYS6NjRjRymV7OkyjixFBEHDCUD+wDmgWclBsc3hdCj1G0iUVMcJdEZ9HiN94ukB2wIsl181FKGae8eIVRa3lupXCLD+y/B60RyRk+T22oYuCLD+qGjpQ3xZxrKYBDowzwjlv1hCcO7My7UoaTl6GT9v4UxGClx45DMu3N2DRuhpc8cwq/GfBUXoljUOH3nIXYkRRgNZQzFRJE/c7Wp0QCtMQXYCcEcJMuA2oWcu+Hzwz/nGPC2dEUYAv/gls/1i/T4oCdZvY96k6Ix6fHo7hSazcGfGbcw5kWen1ahq+tjmD2H+vfZFMrYeEkZ5wcLQurPvbHFuHc4z5Il3dXK2IooBMv9f05SREAJbvUlnE1m7nigD6fJqqhg7EVEvHLpHUGOIpzjkwuTldxejopOKMiKKAv5w9BaNLc1DbGsZPn/lCm+rsHKbR7y+3lP76DbN9mjujWo+RbLseKlYnhMI0RBcgMUKY2bOK9RLJHQzklcc/7lX/mCcSI9VfAW/9CnjqNODNX7DNuWEbe44/G8irSH1dmZbyXocwTXNnVBvD3uM5IwE1hh5pA2QJw7OY89EgZ+LzbfVxh/Puqwcy0XZoURYEgc2cqU/S1lyvpOnBRnEJqCxkm6aTGOFhGp4Pk+n3IOiLn3bLk1+zA0wE9UXyDUmsbhNYOdkBL/5x0XQUZPrw9e5mLFd7s1h7jHAShWkAc0t4fUiezftGzgjRjZAYIcwYm53Z4VH/aMYSJLB2Gjqlrn4K+PuRwKqn2M8DxqQ32dOaxOqQwMo33Jxg4ivvA4KxsifcClF9HxqRg0WW8ktAzxlx0301XYI+DyoKWP5FsooafS5N39iwed6INXmVw5NVeQjKqbyWi5ker65KAWOfklScEU5FYSYePO9w08BBO6EBsFJefphdKMdY3mvb8IxjTGAVfYAvPi+IINxCYoQwY9dfxIibMA1/LLsMyKsEmnYCn6t9SVIN0XCsvUa0PiPmMI3uNvRwiAZgyb38/Qm3aqKsUcnGonU1kGVzmKQuQZ5DdzLCZUVNd3df7SqnTR6EMWU5+MFUG4cOujPCO7k6vY9HDC/ClIp8nDdryIFZaDdQ0EUxArCS49tOY/lYXlFwnOrs9Yi4cPZQHHPYABxWGl9azYVRc2dUK+tNGqbJyLcdWEkQbklLjDz44IMYOnQogsEgZs2ahRUrViQ8/r777sPo0aORkZGBiooKXHPNNQiFQmktmDiAyLJe1muXvAroCayJxAh3TQqGAFd9Bky9QH+sdEJ6a7N2YXUI0/Ra8ipHyxtp0YRThycH+1pC+EYd1sbpiTAN4D6JtTsn9nYHkwbn451fHYO5o0tsH+fig3cStfYY4eRl+PD6z47E5cek0Givh+FhGkGwzIBJkfOPGII//2gS7j9nKjL88SErzm3fH4+nL51pW8VlckbchmkoREN0kZQ/9S+99BKuvfZaPPzww5g1axbuu+8+zJs3Dxs3bkRJSfwfjeeffx433ngjnnjiCcyZMwebNm3CxRdfDEEQcO+9XZhxQnQ/9VvY1bw3AyibZH8ML+1NFKbhQsXjZ703Tn8AGHc6sOV9YPLZ6a0tzhlxECNa99VeEiPBXKCjjq1PFU4DSgYCu9hQs8lqZ1ag50qQ+YTfpGIk1L3dVw801rBMYRdasvc2vFNqdsALUUzfYRAEAWdNTyMny4BRjAjqMDz7ME2+/fcEkQYpOyP33nsvLr/8clxyySUYN24cHn74YWRmZuKJJ56wPX7p0qU48sgjce6552Lo0KE4+eSTMX/+/KRuCtELcFdk0FTbvhgA9DCEIuk9P6xwMeI1bLKjTgJOuSvlK6g9TZ2oqu8wOyOxiN50zSJG6rT26r0QpgHMFTVqmGZ4JdscrOPeG3rIxemvzkgyrGEZJ2ekP8CbpvWF994oRvRqGhuXxfh/mZwRooukJEYikQhWrVqFE088UT+BKOLEE0/EsmXLbJ8zZ84crFq1ShMf27Ztw9tvv41TTz3V8XXC4TBaWlpMX0QP0LCN3ZYm6ANiFClOoRrumni6JgiikozTH/gU3/3bJ4gE1D92HfV6jxFAHWWuo5f19laYRu/Cyl2cMcOHwisK2Ly/DW9+tVc7tK6HXByeM7K7sdO2qofT13JGklFoaXB2oLrY9gRckKabL9KdcDHSYkhgzbZblzF5nMp6iS6Skhipq6uDJEkoLTV3TSwtLcW+fftsn3Puuefi97//PY466ij4fD6MGDECc+fOxW9+8xvH17nzzjuRl5enfVVUdM12JFzSqv4b5pQ5H2N0O5zEiOaMdG1z2NXQgbq2CFpDMdRKaqZ+Z6NeSePNiJtxw1vB93rOSKgF6GDOSFbeAFw0ZygA4NqX1uDDDfsRiclaWORAVtMALAz03YkDoSjAZU99ga93N9kep5X29oEN0Q3WME1/dkZmjyjCaZMH4erjRvb2UtxX03i8+sUAhWmILnLAq2mWLFmCO+64Aw899BBWr16N1157DQsXLsQf/vAHx+fcdNNNaG5u1r527dp1oJdJAECbKkayE4gRj+EPvlMXVs0Z6drmYKz+qI6oYqSjIWEr+LreagXPMQzL00qcMwvwm1PH4vuTByEmK7jy2VV4Zy17rz2iEDeb5EBwz48nY/bwIrSFY7joiRXYXNMad0x/c0byMnymAo4e7yvTjQR9Hvxt/lR8f/Kg3l6KQ5jGQaByR4TCNEQXSUmMFBcXw+PxoKbGHPuuqalBWZn9Bva73/0OF1xwAS677DJMnDgRZ5xxBu644w7ceeedkOX4rpQAEAgEkJuba/oieoBW9d81Z6DzMYLAegoAzsPypO4SI3o4ZldIbeDU2WAo67WbS9NHnJGOOiCqiqmMQnhEAff8eDKOH1OCcEzGNS+tAcA20K4kLLol6PPgsYumY/LgPDR2RHH+48uxq6HDdExrKPV25L2J1yOahJxTnxEiNWydEacKH+6IUJiG6CIpiRG/349p06Zh8eLF2n2yLGPx4sWYPXu27XM6OjogWppceTwsGSpZe2qih2mtZrc59sPLNCzD8nY3duC9tfv0f08paj4uTYxNura1qxtNR4Oh4Vl8jwQtKbTXnBFVjDTuZLeCqLklPo+Ih847HDOHFWpdYntSNGUHvHjykpkYVZKNmpYwzn98OR7/dDueUL/4gLX+Uk0DmPNE+rMz0pcw9hlJmDMCAFnq1KWs9AcFEgSQRmnvtddei4suugjTp0/HzJkzcd9996G9vR2XXHIJAODCCy9EeXk57rzzTgDAaaedhnvvvRdTp07FrFmzsGXLFvzud7/DaaedpokSog8gRdnVPJDYGQHihuXd+Oo3+HRLHV69ag6mDSnotgRWozOysUXdaOQo0KImgVq6r8YkGY3q6PNeK+3lYqRJFSMZBaaOs0GfB49fNB3nPrYc3+xpRolDq/MDRUGWH8/8ZBbOemQpdtZ34A9vrYs7ptcqkdKgIMsP1LWr3/cPR6evo7WD74hqc2ocwzRzb2RdlQ/7Tk8tjzhISVmMnH322aitrcUtt9yCffv2YcqUKXjnnXe0pNaqqiqTE3LzzTdDEATcfPPN2LNnDwYMGIDTTjsNt99+e/f9FkTXadvPbkWvXkbrhCfeGQGA2taQ6f6uJLAqimLKGdnSJAPeIBALAU1V7E5LmIaPkReEXrTsg6pA4s6IzXuZE/ThqUtn4pGPt+LUCUmE3wGgLC+IFy4/Ao98tA3NajkvZ3RZDoYVZ/X4mtLF2LnUON+FSB8uRlpDMWT5EySwAkDlEeyLILpIWn7sggULsGDBAtvHlixZYn4Brxe33norbr311nReqv+ycym7gh/7/S5XlfQIvJImuzT57BjLsDy+oYX5ZNpucEbq2yOmjXJ3QyeUwkIIrXt118FvbQWv9hjJ9JtmdPQo1unCmfbCrjDLj5tOSbM1fjcwuCATf/hBmt1w+xBcdOYEemEW0UGKMQ9nv3qB4eiMEEQ3QZ+wA0G4FXjmTCDWCeRXAsfeAEw6J64MtU/R5qKsl2MYlifLiiYaIlyMaAms6dvmPF9kUF4Q+1vDiEgyYoF8+Fr36q6D1RnpoVkvCbEm1VKVwQGF/1v357LevobPIyLT70FHRAIfp0RihDjQ0KXEgaDqcyZEABZSeONnwIMzga//xea/9EVaXZT1cgxhmrZITPuDFZG4M2LTgTVFeIjmsLIclBewgV8dXnVKaJO9GOmpJmIJiRMjSUJeRJcoIDFyQLCWm2fZdWAliG6ExMiBYPvH7HbCj4CT/whkFgENW4HXLgfedW721qtoDc+SVNIApjBNc4ceSglHrc5IV8QIc0ZGDMjWRsm3CGoIpL2W3cbNpenlShogLqnWKUxDdA+D8plQLc/v2UTgg504MdKF4X0E4QYSIweCHZ+w21EnA3N+DvzyK2CuKkJWPAJUf917a3NCC9O4SKg0hGmMeR2aM6KV9qZ/tWonRuplS2Jl3MRedQpunwrT5PfKMg4V5o0vxR9OH48bv9N7+TcHI8bGd1l+T4/0wiEObUiMdDehZqD6K/b9sKPZbSAHmHsDMP4MQJGB/94A9LUeK7zhWbYLZ8SjOyMtRjHSjQmsuhjJ0sRITSzTfJBjzkgfckYoTHNACXg9uGD2UFQWZSY/mHCN0RlxrKQhiG6ExEh3s3MpExyFI4BcS2vnk/7A5qlULQW+fbV31ueE1vAshQRWyVzxoiewdq20NxSVsLuR5dyMKNGdkd2hDPOBDhN7+1TOCIVpiH5IvkGMUPIq0ROQGOlutqshGu6KGMmvAI66hn2/6BYg0h5/TG/RxlvBuxAjhg6sRjESjknsmy7OptlR3w5FYQPbirL8qFDFyM4Oi+MRlzOihml6U4x4/awfCoeqaYh+iNEZcey+ShDdCImR7maHmrw61EaMAMCRvwDyKoGWPcCnf+m5dSVCiulNz1xV0/CcESdnpGthmq37mUgbUZINQRA0C35X2OKM+K05I30ggRUwiyQK0xD9EFOYhpJXiR6AxEh30tEA7PuWfe8kRnwZwDy1++xnfwUad/TI0hLSXgtAYXNU+KyJRGhhGocE1ljXwjTG5FWADW4ryPShUbGEQKw5I219oM8IYF4XhWmIfkheJuWMED0LiZHuZOdnABQ2qyFRiezY04BhxzAH4d3f9tjyHGkzdl910U/Aa58zErbmjKTrjFjECABUFmaiEZbBeIZNPxSV0KoO9Sru7dkq5IwQ/RyjM5JDYRqiByAx0p3wfBEnV4QjCMApdwOCB9jwFtCwzfnY3V8AH93NQikHCmMreDdwkRGLoCmRGOmyM6KX8lYUZqJRsYoR/WdeSeMVhd6fOssrajwB5oQRRD/DVNpLDc+IHoDESHfCm53ZJa9aKRmrV9t0Njoft+gW4MPbgU3/7fr6nGhNoccIcEBLe2VZMeWMcCoLM9GKTMjaR1YAfLpYqTdU0ghCL/dE4GIks5AJT4LoZ1BpL9HTkBjpLtpqgdr17PshR7l7Dp/dIkWdjwm3sNt936S/tmRolTQunRGHME18Amvqzsi+lhA6oxK8oqCV9ALAkKJMKBDRJqohkECOaaBfndrwrKi3QzSAHqahEA3RTzFV01ACK9EDkBjpLnjX1dIJQFaRu+eILsQID8/UrE1/bcngPUbcVNIAzh1YY11PYOUhmiFFmfB59I8nL+/Vklgdkld7tccIRxMjVNZL9E+otJfoaUiMdBc7XOaLGNGckYjzMfyxAypGUugxApgG5dn2GelCaS+f1mtMXgWguSR1khqa8Zsfr9eckT4gRoI8TENihOifUJiG6GlIjHQXiZqdOcHFiJwgOVVWN/vGHUC4La2lJUWbS+NSjKiOhxILm3NGJBmQJdaBFkhrai+f1mvMFwGAgXkZ8IoCGngSa18cksfJH8JuC0f07joIIk18HhFZfpa4Sh1YiZ6APmXdQUs1UL8ZgAAMmeP+eamEaaAAtRuAwdPTXaUzKVfTMDESi4YgG0bsRGKynrxqOC4V7Mp6AcAjChhckIHGZnsx0idawXOmnAvkDQYqZvX2SggibfIyfGiPSCRGiB6BnJHuYMen7HbgpNTyBAxVKY4YHzsQoRpZ0ruvplhNE42ETXdHYrIeogHSdEbiy3o5lUVZeq+RuCF5fShM4/EBI08wlR4TRH9j+tBCZPk9GF2Wk/xggugiJHm7g+o17LZydmrP86hvv5swDQDsX5fa+d3QUQ8oEgAByBrg7jmqyJAsYiQck/XkVQAQU/t4tYVjqGlh5xw+IH4jryzMwJ6taodYi3DSWsH3hWoagjgIuP+cKQhFZWT4qc8IceAhMdIdxELsNpiX2vNENwmsBjFyIJwRXkmTNUAXR8lQnREpyoSDIACKYnFGPIGUe2xsU12R4uyAKYGOU1mYib9Ix2Ls4AGYf8wVpsfq+1KYhiAOAgRBICFC9BgUpukOuGDwxG+gCdHCNIlyRixiRFGcj02HVCtpAG3dcszc2yNidEZsQjRRPrvGgUQhGoCJkU4E8ZJ8PJBdot2vKArqtIm95IwQBEH0N0iMdAeaGEnxqjxZmEZRzGGazga9QVl3kWolDaCLEdUZGZDDBEBYkg1zaczvxSMfbcX4W9/Fl1XO3WbtOq8a4b1Gqho6TPd3RCStFX2vD8kjCIIgUobESHfAN2AxXWfEIUxjFClZqhNQ821qr5GM1jTEiNe8bi5GIjEZCq+msTgjy7c3IBKT8enmOsfT7qhnYmRYkbMzArA5NK0hXaTxEE3QJyKTbGWCIIh+B4mR7kBOM0yTrLTXeP+gKey2ppuTWLWy3lScEd70jAmPkhxdeEQjneoxZoeCN0SzuhpGdqmPVRZl2j6eE/Rpzseuhk7tfmMr+F6fS0MQBEGkDImR7iDtnBGv+flx5zU4JgMns9vurqjRnBGXPUYATWgIFmcEAGKRkOkYTijKwiiJxMhOLkYK7cUIYB+q4c5IMSWvEgRB9EtIjHQHaeeMqMfLDmLEGKYZOIXddneYpi3xxN5QVEJtq7mEl4dpRHXdxqTRGC/39do7I7scxEhzZxRNHex8FQnECBcqxvNoPUYoeZUgCKJfQmKkO3BI2kxKstJefr/gAUrHs+9rNxm6snYDvJrGIUxz3j+W46i7PjALEjVM45HZ+vIzfPCrQ+10Z8QsDLgzUt0S0mfYGODiojjbn7DjY2VhBgDgw437EVOrc3j3VUpeJQiC6J+QGOkOuDOSYpMvfVBekpwRj5/NO/FlsTyNhq3prdOKLBuckfgwTVSSsWZXE8IxGRv3tRrWrTojChNFeRk++L2qGInaJ7CGokyAKAqwu7ETVrgYSeSKAMCpEwfC7xWxdGs9rn/la8iyQj1GCIIg+jkkRpKxdw2w8Dqgvd75GDndME2SQXn8fo8PEEWgdBz7ubtCNZ0N+mvYzKXZ29QJSR0+s7fJICDUEIxPYb93fqYuRqSofc4IL70F7PNGqlzkiwDA+EF5ePDcw+ERBbz25R78/q11eo8R6r5KEATRLyExkoylfwNWPgasf9P5GC1Mk241TZIwDT9vCRcjSZJYZRl4/mzg7f9JfBxPXs0stl27UTTsMYoRVWj4EAWgMGdEDdPIkcTOCGCfN+ImeZVz0rhS/N9ZkwAATy7dgXfXst+DnBGCIIj+CYmRZEQ7zLd2SAYHIxXchmm4aOF5I8kqapp3AZveAVY8Zp4VYyVJjxGjGNlrI0ZEKPBARl6GDwGf1RkxvxcmZ6Q+/r10G6bhnDF1MH5/+njTuSlnhCAIon9CYiQZ3J1wM1k33TCNm5wRwOCMJAnTaGtVgJY9zscl6b5qEiPNxjCN7nr4EUWuwRnh82qMCayyrLBW8So7E4RphrgUIwBw4eyhuO7kw7SfjSXGBEEQRP+BBuUlQxMjiebHdLEDq2NpLxcj6j8Td0aaqoBQCxDMTbwegLkkhcPsj0vS8GyXyRkJxa8bQLZXRtDn0XJG7DqwRiwzaaxhmpgkY4+a1OrU8MyJnx03EtkBL3Y2dGDcQIf3gyAIgujTkBhJBhchiZwROc0wjeiy6RkXOZmFrB9IazWwfz1QOSvx8wCgebfz6ycJ0+ysN+eMKIrCOpyKXigQIEBBcZA9zsWIrDkjumAx5osAzAXRzgWgujmEmKzA7xFRmhN0Xq8NgiDg4iMdxBZBEATRL6AwTTJSCtMcoJwRY/iHh2r2r02wHsP5mnY5H5cgTKMoiim3IxKTUd/O+54IkNU1FaraIaA5I/FTe3lOhygAgsAG22nngh6iGVyYAVGkdu4EQRCHGiRGkuEqTHOAO7B6DAYWD9Ukqqixhmmc0BqexZf1NndG0Rpmr5+fyUSTMYlVFth9Barm8HvZgDotTGPjjGT4PBiYy9SLMR/FbVkvQRAEcXBCYiQZbsI06c6mcV3aaxA5mhhx6YwkFCPOreC5QCjJCWBYMZuiaxQjksidEdaHhCew8uF5xjVzZyTg82jVMrtsxEgqyasEQRDEwQOJkWSkEqZJOYGVixGHpmfW0l4AKBjKblv3JliPUYw45IwoCtCmOiM23VeNbsWgfNaCfY8hiTUmMLcm38/ECA/TwCZMw52RoFfU3A9jPkpVimW9BEEQxMEFJbAmQ3NGHEIpitINHViT5YwYxAjf5N1U9wBMjCgKS9Yw0rKXuRii19YZ4WKhsjATxWrJrNEZiYKtKc8qRmycET6XJujzYEhR/NTdqnoK0xAEQRzKkDOSjGTOiLGVuyfV2TT+JOe2ESPJnmN9LBYC2uvij6nfwm4LhtqGl4xNyAblsTwPWzHiU8M0VjFiSmCVtGO4+2GbM5JiWS9BEARxcEBiJBnJxIjRoUh5ai8v7XUK09iEf1yJEYtr0lwVfwwXI0UjbU9hF6YxipEIWMJqjp+5HlyMCDbJvEZnpNKSM9LcEUVzJ3tORQGJEYIgiEMREiPJ0MI0SQQD0IUOrE5Cx6Z/CX+NRG3ereezK+91KUaGFNnnjIRkJqRyvGpyKhcjsl1pr6Qdw8XIvpYQQlEJuxrZ6xRnB5AVoKghQRDEoQj99U9GsmoaowshphmmSdqBtQthGsA+iTWBGIlKsuaCVBZmwqdWytS1hRGOSQh4PQgpZjHCnRHRpgLI6IwUZvmR5fegPSJhT1OnwYHJcP59CIIgiIMackYSoSguckYMFS/WJNFkuA3TGB0X/r0iAbIU/xzAJkxj44zUbWa3NmJkT2MnZIU5GQNyAsjP9CGoDsLb18zckZDMwjRZXIx42M+iHL9mozMiCAIqi1ipcFV9hylRliAIgjg0ITGSCFkCwBI0k7ZsT7XHCJDc5eAixei4GF8n2Zo4VmckFgGadrLvi0fFPd2YLyIIAgRBMIRqmGPSwcWIR09OBQxixFTaqzsj7LwZ2utQwzOCIAiCxEgijJt6sjBNWmLEXNrbGori2n+twUebas2vaeeMJFyTej/vrNpkSWBt3AEoMuDPtu2+aswX4ZRrSawhyLKCTokJiwyPOWfEY1PmbHRGAF14VDV0mKp2CIIgiEMTEiOJMImRFObHuMUyKO+/3+7Da6v34JGPtrL7E+WMuFlT4XB2a3VG6nmIZoRtaMlOIAzK0ytqWsMxRNR0o0yRuTe6M6K+dkJnRBcj5IwQBEEQJEYSYdzsk7kQqXZfBQxhGvY6W/e3AWCD5EyvbwzTiKJBxIQTr4mLkc4GINKuP64lr8aHaAD7WTHG8t6Wzigiap8Rr8LWyMWIR+FujqGaJmp2RrjI2V7XroV9hqh5JARBEMShB4mRRLgJ08g25bdusYRpttYyMRJRZ7k4ui5Jc03U+zOLgEAe+97ojiRIXgVgm1Q6KJ81PtvT1InmzigiChdE7LW40PDauDl8Ng13Rrjw2LK/DZKswO8VUZKjixeCIAji0ILESCJchWls8jrcolXGyIAsYVstcy94joVtmMb4s5vQUd5g9r2x10i9GgayESOKomhhGqMYKTc4I82dUS1Mw/udaGJEsQvTqLNp1Iqc8vwMU3SooiADophiJRJBEARx0EBiJBGphGnScUYM4ZdIJIydqgiISNwZcTi3W2fE4wfyK9j3xvJeHqYpjhcjTR1RtIaZ21NhG6YJoalDD9PwUBEP03hhl8DKk1w92rE8BwWgfBGCIIhDHRIjiXBVTdMNYRoAu+qaIMmsjDgc5WKEl/amKkYMjkqeRYyEmoH2/ez7whFxT+X5IqW5AS2sAgBl6nyazqiEHfXtiMKcfMv7jPhcOCMAUFFIYoQgCIJgkBhJRCphmq4ksALYUdOsfR/vjFhzRpKEaWSbMA3PGeGuSHYZEMyNe6pTdUvQ50FxNhMY66tbDGEaozOiwAcuzozt4M3OCAAMKdQTVispeZUgCOKQhsRIIoybfdKW7emU9noAsFyJqjpdjGjOiHZuS5t5vtGnEqbhOSN17mbS2PX9KFeTWNdXt9gmsPph6CTrNbaDV6tpDM6IcUIvOSMEQRCHNiRGEiFbckYUJf6YrjQ9AzQRs6vOzhlJEqaJOZX22oVpLM5IUXyIBmAt2gGzc8EZqOZ5bK9rN+SMMDHi94rww/B+JcgZAcxih8QIQRDEoQ2JkURYnQfZZoZMVxJYDc/bU9+qn1JWEJPk9MM0xudxMdKyh4kb3vDMpg08YAjTFMUPruNJrLIC2zCNyRnxJM4ZMQqQChqSRxAEcUhDU3sTYd3spUi86OhKB1ZAq6iprm8GoG/KEUm27dlhei03YZrsUuasyFGgtTrhtF7AOWcE0HuNALBJYDU4I6KXNWdT0cI0BmdkdGkOyvMzUFmYiUw/fQwJgiAOZWgXSIR1s5ciALLsjxHTfCtVYRGJRCAKzHUAWN5IplMIyGMOkcSv2/A8UQTyytk8muZdCXuMRGIyqptZR1T7nBGDWFLMpb0Bnwi/wJwRxROAsWuI3vRMFygZfg+W/M9ceKm/CEEQxCEPhWkSESdGbMIiWgfWNJ0RVVh4EUNlYSY86uYckWRDO3gnZ8RlIzYeqtm1Aoh2AIIHKBga97Q9TZ2QFSDD58GA7PiOqIOMYgSWBFaPR3dGvOb3wjqbhuPziBBsZuMQBEEQhxYkRhJhF6aJO6YLHVgBTYz4EcOIAdnwe9g/STgqO+ejpBKmAXQxsu1Ddlsw1DbHxRiisRMJtmIkZkxg5c6I+b2wTu0lCIIgCCO0OyTCNkzjcIy1/NYtIndGJIwoydbKXyOS5Dz3xptC0zNAL+/duYzdJkletQvRAEBRll/rtGrXgVUTI6JFjDg4IwRBEAQBkBhJjJswjdQ9YRqfEMOIAVmaMxKKugnTuHVG1MZnfMqvQ/LqnkaWLzK4wL66RRQFDFI7sVoTWD2igAwx3hmRZUUrVSZnhCAIgrCDdodEpBKmSacDK6CLEUgYMcDojCQq7U0zTMNx6DGyt4mJEWOiqhUeqhFsep1kelg4Rhbje4wA5IwQBEEQ9pAYSYSbMI1T+a1LZIE5DF5VjJhyRrQwjbUDq9upverz4sSIfZiGi5FBLsSIP6AeIyUTI5L2PTkjBEEQhB20OyTCVZima31GOmXmFhQEFBRk+bVeHN3rjJSbH3cI0+hiJGj7OHuMiZBAUD3G8J5kqmEayeAS8UoaryjA66GPG0EQBBEP7Q6JkCwdV23FSNc6sHZI7J9gUI5aVePlzojUhZwRi0DyZQBZA9j3/mwgpyzuKTFJxr6WEIDEYRo+nyYQVI8xhGkyPEx4SAZnRG94Rh81giAIwp60dogHH3wQQ4cORTAYxKxZs7BixQrHY+fOnQtBEOK+vvvd76a96B7DVTVN18I07erTB+UwR4Rv2qY+I3FhGp6vkcwZMayJh2qKRgA2Zbs1rWHICuDzCNp0XjtOGleGYw8bgNOnDVNfK94ZkQX9dfWGZ5QvQhAEQdiTshh56aWXcO211+LWW2/F6tWrMXnyZMybNw/79++3Pf61115DdXW19vXtt9/C4/HgrLPO6vLiDziphGnSTGBtjbJ/gjJVjOjOiOw8EThVZwTQy3uThGgG5mVATNAVtTDLj6cunYm549TQjyFnJCgyFyRmCtOQM0IQBEEkJuUd4t5778Xll1+OSy65BOPGjcPDDz+MzMxMPPHEE7bHFxYWoqysTPtatGgRMjMz+4kYcVFN4yQYXNKsnrI0izsjas5ILFGYJkE7eFkCFCl+TaUT2O2gw23X4SZfxLyGgL4GdZpxhtoOPkbOCEEQBJECKYmRSCSCVatW4cQTT9RPIIo48cQTsWzZMlfnePzxx3HOOecgKyt+RH2fI6WmZ6k7I7KsoEk1FgZksn8KLUwTiQBQ7M+dqB288T7j8+b8ArjwDWDm5bZr2eOiksa8BsO51dcMilyM2OSMkBghCIIgHEipbWhdXR0kSUJpaanp/tLSUmzYsCHp81esWIFvv/0Wjz/+eMLjwuEwwmHd/m9paUllmd2GHIuY1VrCaprUxciepk6EFfYK+arRwMVIzJgPkko7eON9RmfEFwSGz3Vci5seIya8hrwSKQx4/QZnRP9YcWeEwjQEQRCEEz26Qzz++OOYOHEiZs6cmfC4O++8E3l5edpXRUVFwuMPFJKhUoTdkSiBNfUwzdbaNsQUtnF71HAPzxmJRRxEBZA4TGMUTCnksextYpU07p0Rw5r4fBqBuSBRxOeMGCf2EgRBEISRlHaI4uJieDwe1NTUmO6vqalBWVl8uaiR9vZ2vPjii/jJT36S9HVuuukmNDc3a1+7du1KZZndhhxNIUwjpj6bZlttO6JQwxdqgzPuIEhGZ8QqKryGfI1E6xHd//PqCawuc0ZED5v+a3jNgOqMGMWI7oxQmIYgCIKwJyUx4vf7MW3aNCxevFi7T5ZlLF68GLNnz0743JdffhnhcBjnn39+0tcJBALIzc01ffUGcpwz0r1Nz7bWtsXNeNGcES6EBDFeVLgJ06S4npTDNIBBFLH3KSiw3yFiiP6RM0IQBEEkI+XL+WuvvRYXXXQRpk+fjpkzZ+K+++5De3s7LrnkEgDAhRdeiPLyctx5552m5z3++OP4wQ9+gKKiou5ZeQ8gx7qvmqY9HMNTy3agPaw3Uvt0Sx2GaGJEdRdUB0GKhp3Pm6gdvHpfFF58sbUes0ckf79bQ1G0hNi6BqYiRjx+INqhCynVGYnYhGnIGSEIgiCcSFmMnH322aitrcUtt9yCffv2YcqUKXjnnXe0pNaqqiqIliv5jRs34tNPP8V7773XPavuIRTVGWlTgsgWQpBiEcRtqZoTkfitvO/9TXjsk+1x98e85jCNXwvTJOhf4sIZaY4AVzzzBb669WQINk3OjFQ3s3yRvAwfsgMpfCQsw/L8iHdG9NJeckYIgiAIe1JPdACwYMECLFiwwPaxJUuWxN03evRoKGoviv6Eom7sHQgiGyFIUTsxwofZOTsjTR0RPL+8CgBw5tRy5GXqAuOopoHAVhicES5GuDOSnhiJwIuWUAz17ZGEHVWBNMp6OZYwjR/xzkiYnBGCIAgiCWmJkUMFRRUaHUoAEIBoNIQ4yaEljDpXrjyzbCfaIxLGlOXgnh9PNjsVHw1QxYg5Z0SOJehf4iZMo1bpVDeFkooRPV/EZfKqwzp8qhgJyeSMEARBEO6hHSIRqtDoRED9MfXS3s6IhCeX7gAAXDV3RHzIhId3LGEarZLHNmdEFRfWBFvDmnliLHc9ErE3XWfEsg6fwt6LsG0CKzkjBEEQhD0kRhKhbuztYI5BXN8RwJDAau+MvLxqF+rbIxhckIHvThwYf4Al5MLDGbLWCt7GvErYgZWLEXaeva7ESIo9Rjhe8zp8as5IWNaFBzU9IwiCIJJBO0QCBHWT7VBUZyTq7ETYiZGYJOPRj7cBAK44Zji8Hpu3WzSHOlIL0zg7NdwZcSNG0s4Z0USRxRlRyBkhCIIg3ENiJAGCbHZG4pqgAQkTWBd+U43djZ0oyvLjrOkOXWQteReag5CoX4iLBFZNjDS7D9OknjNiDtN4VTHSaZMzQs4IQRAE4QTtEAkQ1BBMBxcjsQRNxizhFEVR8PclWwEAlxw51NkZ4GJEtjojicI0iRJYrTkjIfvX5YfLCvY1d0+Yxk6M0KA8giAIIhkkRhIgqgKhXVHFSAodT5dsrMWGfa3I8ntwwRFDE7yIOeSiOyMJEmMTOSNqImxEcRemqW0NIyYr8IgCSnJSdUbMYRqPKkZCii48QlFyRgiCIIjE0A6RANHijChWZ0SWAYVd+VtFw8MfMVfkvCOGmPqKxKG5HObZNEqiacDG2TTW/i0WZ6S2NYxwTHJ8eZ4vUpYbhEdM3Bwtfu3mpmd82F+HKUxDOSMEQRBEYkiMJEB3RhwG08mGMImhA6skK1i+vQEAcP6sIYlfxBKm4dU0QqIBfJpAUTQnhMMFU9RQXsvDMHakNZNGW4c5TONR1CZxEjkjBEEQhHtoh0iAR1Gbnjk5I8acDYMzwvMkAGBATuKGY9aQC88ZURLNvDHeZxFIkQgTHlF4UJbL1p2o14jeYyTFEA0Q14FVlOPFCDkjBEEQRDJIjDghSxDBrup5NY0gWxJGjULA0IGVV5AALhwB7nxYwjSCVqWToB28dQ0AOjuZGJEEH0aWZAPQ+4jYkXbDM+M6VFEm8vb5sv47c2eExAhBEAThBIkRJwybfFhQN2pr9Yr2swCIxtAEcwP8HhFisjwMS88Q7owIiZqpGUM3ljV1dHaoTwtooZdESax70m14BsTljOjOCJX2EgRBEO6hHcIJwybvCWYBsHFGjKEUQ5v3lDZgvqFbckZENURkO/NGEBwrakIhJi48Pr8mMBKJka6FaQzVNIqi5bm0xQxhGmp6RhAEQSSBxIgTBjHiDbBwh+gUprG4Fyn11hDN1TTcGeFD5xynAScRI15fQBMYexMksFY3dyVMw3NGooAsQQCr7GmX9I8VOSMEQRBEMmiHcIKXyCoeBINso47PGbHP60jNGbHvM+IFLxl2GKyshUjsE1h9/mDSME1HJIbGDvY7dTlMI+mt8nkCqyQriEiUM0IQBEEkhsSIE4Z+HRmZzGHwODkjor0zEvSlIEbUc3tFAYIA+IUEYRrA0RmJhJko8AcCpjCNYu1HAj2xNSfgRW4wQS8UJ4wdWA1DBNti7Pc29jchZ4QgCIJwgnYIJ7SBcx5kZWQC0DuM6sfYd19NaTicZVCeIAgIeEV4XYdpzGuKqs6I3x9EWR4TUR0RCc2d8a3ju1RJY1pDWHsvZEVASBYhyQrC0RSqigiCIIhDFtohnFA31wi8yMpkmzXvO6Ihd2eYRhcLfo/oIkxjP7k3pg7zCwSDCPo8KM5mgsGu10iXklcBc5hGdUYi8AIQEInJCKnOiFcU7CcWEwRBEARIjDhjCNNkZyZzRpzCNC6cEUuYBmCJr/40E1ilKBMFmUEmMPRQTXwSa5edEa8hgVUTb+z3icRkzRmhfBGCIAgiESRGnOBhGsWLnCy2WWuhE+0Y+zBNeqW9MW3OjMkZccwZsZ/cK6sORQYXI3nOSaxd6jFiXLshTBNR29CHJUlzRihEQxAEQSSCdgknDM5IbhbrM+JDzDyYjlfTWObHpNRbw6aBWcAnGkp7HcSIpRU7ACiKAiXGzpGphpYS9Rrp0lwawFzRo4ogPhMnHCVnhCAIgnAHiREHYlF9c83LZmJEhALIhgm43eKMGMQG78LqEeETpPjHTc+LD9O0hWNaKIkn3fJ8ENucka70GAHM04O5eBPUMI0kG/qt0MeMIAiCcIZ2CQd4v46IQYwAgGLM0XAYZpdazojhubwLq8+TVpimoT2iPc8fYCLEqddIVJJRrYZpBuZ1MYFVChucEUPOiCbKyBkhCIIgnCEx4kAkzDbqGDzIzcnU74/oYRFNCFgqXlJyRkxhGnVYnsdFmMbGGalri+j9SdTnOSWwrtzegIgkozDL3w05I3oCa0xg90Vicmr9VgiCIIhDFtolHIhFmdCQBC8yArpzEAoZHIbu6DMiCIZeI2pZrk+ED6mHaRraI3Ft5LnQqGkNISrpfT/eW1cDADhxbAk8yYb5OWFT2htTwzThmIwQtYInCIIgXEC7hAMxNUwjCT74vB5EFSYsQmGDw8CdkbgOrOom7DZx01Le6zc5I06lvfFhmvq2cNzzirL88HtFKAqwT51RoygK3lu7DwBw8rgyd2u0w2sQRKookgRjaS8NySMIgiCSQ2LEgaiawCqrQiMqsHAKH0QHwBCmsTY9S7Gk1dKFNeAzdGC1yRnZVNOKsKLeb2jDXm9yRtjjoihgkJoTUq2KkbV7W7C3OYQMnwdHjSp2t0Y7PPEJrJLIE1glckYIgiAIV9Au4UAsYr7Sj/GSVaMYcUxgTbGk1eJyJKqmqarvwMl/+RifbGtWn6OHaerbIrbN0gZaeo1wV+SYw4q75lrYhGk0MULOCEEQBOESEiMOSBZnhIsRPvuFHWTfgTVlZ8QSpgl4PY4JrFUNHQCAfe0SX6j2WEN7fJgG0PNGeHkvzxfpUogGsA3TyCK7L2yqpqGPGUEQBOEM7RIOcDGiqGKEOyThsF01jX3OSNrOiNe5A2t7hImNiKJW4RidkfaIraNSrvYa2dvUiar6DmzY1wqPKOD4MSXu1ue4bkOYhjsjgkGMkDNCEARBuIDEiANSjG3yiuowSGrOSCSSPIG1yzkjXufS3g4uRmAjRtriq2kAcxfW99axEM3MoYUoyHJIjnWLsZV9jLkussdQ2hujDqwEQRBEckiMOCCrzggXCjwXImpyRpxKe9N1RtQOrF7n0t72MLs/qokRQzVNe9g2Z8TYa4SHaE4aV+pubYnwGn7vSDsAQBF1McKdEQrTEARBEIlwmE9PyJZ8EC13xOiMyPbuRcq5EglzRsxCpyMuTKOGkxSF9Rnxxq+Ji5Ed9e2I7mdr6xYxYlxbuI2tw2PoM0KzaQiCIAgX0CWrAwovmVU3XK3EN2rnjFjESKq5ElqYhgkJv1eEl+d+WIbwWZ0R3p6+JRRDVFIcwjQsZyQckyErwLiBuagozESXMYmRVrYeNY+EhWnIGSEIgiCSQ7uEA3z6LQ9F8ETWWNQwmyZJB1b3zoi5m2rAKxrCLfY5I1yM8L4nDe0RiJDhFeS4NWX6vSjI1M9z8vhucEUA1j2Wv44mRtQwjSRpU3tdN38jCIIgDklIjDigqLkYoioGeC6EZJpNkzhMk3LOiGxTTWMROu0Rdj9PYG1tZ6W+pu6rQJyjYpw/0+WSXiN8fREmRrh4I2eEIAiCcAvtEg4oajWNwJ0RTwJnJK4dfIoD4kRzMmrAVNprFhUdYbMz0t7BqlhM3VeBOBHDxcjgggyMHZjjbl1usDgjghqmYaW9lDNCEARBJIfEiBOq0OCbq8BLfA3t1506sOoJrG6dEcP0WzBnxK4qBtCdkexMJi461cF9prJeIM6tGTEgGwDwnfFlEIQ0B+PZ4VV7jagJrPxnckYIgiAIt1A1jQOCKjREnyoGeFVN1K7pmf42xiQZMVkBkIIzEldNY5hN45AzUjEgH9irt6dvaA/rborgAUSzELry2OEYXJCBMw8vd7cmt/D1cWfEayztJWeEIAiCSA5dsjogqM6IRxUj3BmRY4kTWLkrAqTijFianomAR1Dizg3o1TRDSgrUp4QRikqoc5hLw8nP9OP8I4Yg09/N+pN3YY0wZ0T06mEackYIgiAIN9Au4YTqUnjUzVXLHTE0GdOdEX3z5/kiQBc6sHpkw2OWnBHVGSnJZ3kfXkSxuaaN9RgRnMXIAUNLYGViRPBSzghBEASRGiRGHBC5GFGdEZGLkZhNmMYgGLgz4veIEEWXuRmWDqxBUYp/TIU7I4EA6x3ih4T1+1pQ3x527Np6QPGahQ8XIxFJ1triuw5XEQRBEIcktEs4oIsRtrmKXnMvEAC2Caxaj5FUNmAtZ4Q5GwHBKEbsO7AGAmxdPsSwvroF9UnCNAcMHqZREX08gVXSOrC6DlcRBEEQhyQkRhzgYsTrV8WIzy5ME9+BNa0N2BqmEdk5ZAhxiai8miYQZNU0mhgxlvb2pDNieS2PX+/2Ss4IQRAE4QbaJRzwKEwY+Hxsc9VyR4zOiJYzom/IaW3Alg6sfjX3I6qY80WikowIb6imhml8Qgzrq1tZzkhvOCNeszPCw1qdEQlRiSXhkjNCEARBJILEiAMehW3sPj/bXL1q+AFJE1jTSNrkpcFamIadIwrzOToievgmmMGckQCiaO6MQpKVXkpgtYoRJpJaQ3rPE3JGCIIgiETQLuGA5oyoYRqeO8L7jwCw7cAaTqec1ckZgRey2rME0PNFfB4BPjUcYswvyfPzcuDeC9N41XW1hPT3iZwRgiAIIhEkRhzwKGyT55u+ljsix3SBYBOmScsZseSM+FWBEYMHEUkv8+WVNJl+r/aafoMYKQqq1Tu9GKbh71dbWBdOHrdVRQRBEMQhCYkRGxRFgReqMFBFCHdIfEIMnbyXiOycM5KaM8LDNKobowqMKDymJmrcGcnyezTB4TW0gM/nuqBHwzT2zoii6jVyRQiCIIhkkBixISLJWjKoP6g6I2qYxg+DGLHrwJpWzoh5No1P0RNYIzEbZyTg1Z7jUWIQwI7J75UwjdkZ4WKEQ/kiBEEQRDJop7AhFJG1nh1+dXMVvWyD9yGGTp5IKsWX0qbljFjCNIKayBqDRzsfYHVG9Nfkzc7yA/Yt5A8ocWEa88/kjBAEQRDJIDFiQygmaRs8r6bhG7zPzhkRu5gzYunAym8jsDgjEWPOiL7pl2aynIxcrkF6MYHVH8gw/ZxS8zeCIAjikIR2ChtCUUkL0wh80zeKkYhzmEbrwJpSzoi5AytMzoguRjq5MxIwOyPjSpl7k+vr/TCNL2AJ05AzQhAEQSShm0e4HhyEIjEtiVQTGlr1Soz1+5AlAPGbPxcPXamm4SInCi9ku5wRv5d1ZhU8gCLhstmDgcxOjCvNADaih8M05tfyW8QIOSMEQRBEMminsCEcDuk/cKFhcEZCUck8o8ZU2tsFZ0QL0zBREoXXvpom4DGtaUZFNh65YHovOSMGMSL64Pea9S05IwRBEEQySIzYEDKJkfickY6IZO7EaqymUcVDIJ2cEWuYRvE454wYX1dzVOI7wh5wjGEabwCCIMBvEGLkjBAEQRDJoJ3ChoitM8KraSSWwGoUI2K8M9KV2TTGME1EMlTThA3VNMa1WZ7Xa31G1O8DHv13J2eEIAiCSAaJERui4TAAQIKoT821VtPwjV/wAKL+NmrOSBem9uphGo/WtwQwOCMB1RnhZbVSWL2NnyJ8wDGW9qouCTkjBEEQRCpQAqsN0ShzRiR49VF1pmqaGCDz1uvmjT89Z8Q8KM/ojEQlhw6sxtfuM2Ea9rpGMULOCEEQBJEMumy1IRJmYiAmGLQaD9MIEjojsuPGn5YzYg3TGEt7ow7VNHbP6/UwDRMmAXJGCIIgiBQgZ8SGaER1RkTjRmtIYI3GAKkbnZEEpb1hO2fEUk0TL0Z6KUzjjQ/TpFTiTBAEQRySkBixIRZlm7osxIsRP2IIRSSAiwTRIkbSckYcckYUD8JRPYE13hnpC2Eaf9z35jANOSMEQRBEYkiM2BCLqgmsRqEhsrdKT2Dlc2ksYZq0ckZ4aa8qJgxhmkhazkjvihGjEEupxJkgCII4JKHLVhskVYwoNs6I1meECwePWc91rZomvrTXtprGmjMS6yPVNDyB1VDam1LzN4IgCOKQhHYKG7gYkW1yRryCjHAk4uhCdMkZ4W6LoQOryRlR+4xk+q3OSG+GaeITWM2lveSMEARBEIkhMWKDpOaMKDYNvQAgEokYNn77nJG0pvbKzn1GZFlBR7QvVtMkSWAlZ4QgCIJIAuWM2KCFaWycEQCIRsIA74xqSWANpzWbxiAqFEUTJTFDB9ZQTIKijp7Rc0bsZ9r0XtMznjNCzghBEAThnrQuWx988EEMHToUwWAQs2bNwooVKxIe39TUhJ/97GcYOHAgAoEADjvsMLz99ttpLbgnUGI2DoNhg49FQo4uRFrOiGjQhLJkqaZh5+OVNIJgaCQWF6ZR1yT2oBgxCh9yRgiCIIg0SNkZeemll3Dttdfi4YcfxqxZs3Dfffdh3rx52LhxI0pKSuKOj0QiOOmkk1BSUoJXXnkF5eXl2LlzJ/Lz87tj/QcE2S4RVPRAETwQFImV/vJUDqNIkWRIMrMv0praCzBBYZMzwitpMn0eiCLvcdLHwjR8Ng05IwRBEEQKpCxG7r33Xlx++eW45JJLAAAPP/wwFi5ciCeeeAI33nhj3PFPPPEEGhoasHTpUvh8bLMaOnRo11Z9gJHVMI013KGIPgiSxEp/JTHumJBhwm5qOSMG8SBHDWGaeGdEm0sDaNUrvRumMbpHqjPiIWeEIAiCcE9KO0UkEsGqVatw4okn6icQRZx44olYtmyZ7XPefPNNzJ49Gz/72c9QWlqKCRMm4I477oBkmEbb11DUTV2wOAyK+rMUjdhWroQMDcqMG3JSjGEVKaaJi4iNM6LNpTG+ttZGvpebnqlhGqMbQh1YCYIgiGSk5IzU1dVBkiSUlpaa7i8tLcWGDRtsn7Nt2zZ88MEHOO+88/D2229jy5YtuPrqqxGNRnHrrbfaPiccDiOsTs4FgJaWllSW2XW4GPFaNnXVcZBjYUBS3zpDvgfvMeL3inooxQ2iyKb/Kuo0YMkwmybGBE5cjxGgD4ZpbPqM0GwagiAIIgkHfKeQZRklJSV49NFHMW3aNJx99tn47W9/i4cfftjxOXfeeSfy8vK0r4qKigO9TBOKuqmLFjHCnRJRjmkt4+2ckbQafRnLew1NzyKqwOE9RrRKGuNz4vqM9GCYRvQAUIWXbQIrOSMEQRBEYlLaNYuLi+HxeFBTU2O6v6amBmVlZbbPGThwIA477DB4PPqmNHbsWOzbt4/167DhpptuQnNzs/a1a9euVJbZZQRNjATM93v1LqxRm7wSnt+RVmjCOCxPNlTTqGKkzzojgqCX99rMpiFnhCAIgkhGSjuF3+/HtGnTsHjxYu0+WZaxePFizJ492/Y5Rx55JLZs2QJZ1pM7N23ahIEDB8Lvt980A4EAcnNzTV89iuowWJ0RY0v4mI0YCcW6wRmRooYwjcEZsc6lMT2nF8UIoIdqbPqMkDNCEARBJCPlXfPaa6/FY489hqeeegrr16/HVVddhfb2dq265sILL8RNN92kHX/VVVehoaEBv/zlL7Fp0yYsXLgQd9xxB372s59132/RzQiy6oz4LM6Iuvn7hBhiES5G9I2/S86IbZjG4IxYJ/YaX7s3wzTG17MJ05AzQhAEQSQj5dLes88+G7W1tbjllluwb98+TJkyBe+8846W1FpVVQVR1DegiooKvPvuu7jmmmswadIklJeX45e//CVuuOGG7vstuhFFUSDKMUAEPA4JrH4YckbEeGckpbk02rkNIRfZ0GfE6oyYqmlUsRQ3KK+HnRFrmMY0KI+cEYIgCCIxabWDX7BgARYsWGD72JIlS+Lumz17Nj7//PN0XqrHCcdk+MA2fq/f7IwYwzRSgpyRtDZgXpUjxUxNz7RqGrs+I8YwjSwDcsy0zh6Dv57FGfF5BHhSqSoiCIIgDknIQ7fQGZF0MeJLIEZi8SGRcJecEYOwkAxNzxI6I4YwDe8xYllTj8DXoeWMsDVSvghBEAThBhIjFkIxXYzEJ7CqOSMmZ8SutDednBH1PIackYjidV9NI0Xi7+8pvGZnhCewUr4IQRAE4QbaLSyEojL8Ag93WBwG7owIEuRY/PyasDYkL4231RimkfWmZ5GYDEVRkvcZkXrRGSmdyNZfPBqAHqahfBGCIAjCDSRGLISiujMS5zAYwjSKzYTcbnFGLGEaAIhIMtr5oLxkzojgURuR9SCnPwhctxkoHgkAGJSfAQAoL8jo2XUQBEEQ/ZK0ElgPZsxixOqM6GEa3RmxK+3tng6sEfWfJxKT0aGGaUzOCK9ikcK9V0kDsHb2mYXaj8OKs/DGz44kMUIQBEG4gsSIhc6oBC/UgXcJnZH4BFa96VlXqmmipjANwMI/7WE7Z8QmTNMbYsSGyRX5vb0EgiAIop9AYRoL4agMv2OYhvcZkQC7ahpe2tulPiO6MwKR3WdyRpKFaTykLwmCIIj+BYkRC4nDNLozYhcW0ZqepZUzYgzT8KnB7L6I0RkJ2JX2Rno3TEMQBEEQXYDEiIVQTIJPSJLAKsT0vh5idzkj6nliYUBhokZUXy8ck9EZtXNG4ufZ9HglDUEQBEF0ERIjFkJR2bmaRs3r8CEGwTZnRE1gTStnRD1PtEO7izsjbeEYopICgJwRgiAI4uCDxIiFzojEckIAxzCNHzEIcrwToZX2diVnJKKLET4bp7Fdb2iW6bMRIzESIwRBEET/hcSIBWMH1kTVNKIcX70S7oozwhNPTc6IKkY6mNAIeEV4DUPo7HqTUJiGIAiC6G+QGLGQMExj6DMiKjZhmq44IzZhGp8apuFiJCtgqZQxiZH49vQEQRAE0R8gMWIhHDUmsDq1g49BVNRjRJt28F3pwMrDNB4//GpIprGDCZ9Mv+W82voUINppPg9BEARB9BNIjFjojEp6nxHRqbRXgscuTNOlnBEepmnXXpsPnOM5I/FixCA8IurzKExDEARB9DNIjFhIPJvGGKaJd0/0QXnd4Yx4tYFzPExj6r5qXZ8mRsgZIQiCIPoXJEYshKKyoR28c9Mzr01jNH1QXldyRvRwi+6MMBfGNJfGur5Im2mNBEEQBNFfIDFiwc3UXj9i8Crxx3TNGYkP0/i9PGfEwRkRBIOjwsUIhWkIgiCI/gWJEQuhqISAYwdWHqaRdGdE9JqeC3RXAqshZ4RX01hzRkzPozANQRAE0T8hMWIhGtEbjDk2PRNjce6JoijdW9rr8RlyRtRqGmtpr3GNlMBKEARB9FNIjFiIxcL6Dw5hmixRgl+QTPfFZAUy69jetUF5BoeDOyOSeuLEzgjljBAEQRD9ExIjFqRoIjHCnIksMRJ3H3dFgC4OyuMJrKJeTcOJyxkxrpHCNARBEEQ/hcSIBSnKhIYCARDt+3pkIl6w8ORVoIvVNFonVR8CFoclrppGPY4tQHVGRBvBQhAEQRB9GBIjFrgzonj8rFrFiCo8MhDS71NFBHdG/F4RgvV5brAJCVlFjb0zEmC35IwQBEEQ/RQSIxYknjNi7b4KaC6EX+6Mu09vBZ/mW+qxCA3RGydGEjojURIjBEEQRP+ExIiVaILpt+pG71WH5MXg1dwTvZImjeRVw7mNP6eXM0LVNARBEET/gsSIAUlWAFlNTk0gRjgx6MJDb3iW5lsaNwfHF++MUAIrQRAEcRBCYsRAOJag+yoQJ1Ai6KaGZ0B8mMbQZ4STmTBMo0/7JQiCIIj+BIkRA8a5NILXToyY74sqHigK6wESjjJnJK2yXptzs6m9lmqaRM6I9jOFaQiCIIj+BYkRA51RCX61Fbxg64yY74vAi9YwOz4c66IzYhOm8XusOSM25/YGEq6RIAiCIPo6JEYMmIfkOVfTcKKKB7WtYfW5XXVGbHJGfNZqmgTt4LWfSYwQBEEQ/QsSIwYSTuy1uS8KryZGuuyMWEWF6NIZoTANQRAE0c8hMWKgtjWcthjpsjMSF6Yxl/Z6RMG+sys5IwRBEEQ/h8SIgQ827Ic/UZhG9ACC/pbF4DlwzoilHXym32Pf2dVhmB9BEARB9BdIjKgoioJF62oSOyOAycGIwovatgOXM2J0RmwraezWSWEagiAIop9BYkTl2z0tqG4OIcurDrxzEiOG+yM2OSPWclzX2Jb26v88tj1G7J5HzghBEATRzyAxovLeun0AgHGlGewOJ4fBcH+sO6tpknRgde+MkBghCIIg+hckRlTeW1sDABhfGmR32A3KA0ybvTmBtfs7sFpzRpKthz+PIAiCIPoTJEYA7Kxvx8aaVnhEAaOK1CZiLsI0UXi0nBF9Nk33hWlMOSN2PUYA21wTgiAIguhPkBgBsGgdc0WOGF6IDJHnjCQP00ThRX1bGJKs6FN77cpv3ZCktNe9M0JhGoIgCKJ/QWIEeojmpLGlgBxld7pyRryQFaChPdJ1Z0T0ADCU7nq88IgCvCK7j6ppCIIgiIOVQ16M1LWF8cXOBgDASePLACnCHnAUI/pm7/H6tHN02RkRBLOQUF+fn8+xmsY60I+cEYIgCKKfcciLkQ/W74esABPKc1GenwFI3BlJnsDq8bH8ktrWcNedEcAcqlG/56EaCtMQBEEQByuHvBjhJb0njytjdyR1RvT7fT72fW1rGOGuOiOAxRnxqudjIiSTwjQEQRDEQcohLUY6IjF8srkOAHDy+FJ2ZwphGn+AlQHXtnWTM2ITpuHOSJajM0KzaQiCIIj+zSEtRj7eVIdwTEZFYQZGl+awO1MI0/gDephGyxlJt+mZ5dw8TKPnjFDTM4IgCOLg5JAWI8YQjTaELgVnJMidEWPOSLpNzwBANAgOjzlnxLmaxiCaBFGtyiEIgiCI/sMhK0YURcHybayK5uRxpfoDmhhJ3mckGNTFiNaBtUvOiC/u+/GDcuEVBYwuy3F4TsDwPbkiBEEQRP/D4XL74EcQBCz+9bFYtrUe04YU6A+kEKbJCOo5I9psmq44IzZhmj+dOQm/OXUs8jOTJ9SSGCEIgiD6I4esGAFYsulxY0rMd6ZQTZOZwYbq7W8JaVN7u+SMmMI07HVEUXAWIoCtm0IQBEEQ/YlDWozYkkLOSFYmEyMtoZh2X7c5I9bBea6eQ84IQRAE0f84ZHNGHEklTBMIwucRTA93rZomvrQ3+XOMYoScEYIgCKL/QWLEiuR+No3g9WNAdsD0cLc1PbMOznPzHHJGCIIgiH4IiRErKVTTQPRhQI4uRgJeUS8RTgcxjfwPCtMQBEEQ/RwSI1ZScEbgiRcjXSKdZFSvsbSXwjQEQRBE/4PEiJUUEljh8ZvESJdawVvPnU6Yxu1zCIIgCKIPQWLESgoJrPD4TDkjXUpeBShMQxAEQRySkBixkkKfEWuYpkut4G3OfcCeQxAEQRB9CBIjVlIJ01gSWLsepolvepYU0cNm0qTyHIIgCILoQ5AYsZIsTCM654x0OYHVeG4xhX50XISQGCEIgiD6ISRGrHBnxCkZ1JKjMSA7qP3YdWfE///t3X1QVPW/B/D3wrK7MAgrMOyCPJZOiE8hBC52b/eOzGj563m65VARFY2FE8RMpXnVKQdxxsbbw/jLagadO1mUM2rl9DDOYhYT8iSYaKKODniNhYxglzSo3c/9wzyyBbnLLnt+C+/XzI7sOd/DfnyPAx+/53zPufbZ3iwRvvqwPJ6mISKiIMRmZCQRL1fTaBE37do4vy3t9bapUI7jzAgREQUfNiMjuZwA5MrXHq2m0SFCp0Wk/sopFb8t7fV2iS5P0xARURBjMzLS1VkRwLPVNH80DVevG/HbNSPjnhnhaRoiIgo+bEZGcv127WuPTtP80Yz8ca8Rvb9mRrxuRjgzQkREwYvNyEjOkc2IZ6dpAD/OjPjcjHBmhIiIgg+bkZFGrqQZazXLKDcZM0dfWVETZfBiOe5oQsZ5zYiWMyNERBS8xtWMbNu2DWlpaTAYDMjLy0NjY+OYY3fu3AmNRuP2MhgMY45X1fVW0gCjnqZ5LD8NT96ajgdzU3z7/PGebuFpGiIiCmJeNyMffvghKioqsGHDBhw5cgQLFizA0qVL0dvbO+YxUVFR6O7uVl6dnZ0+FT1hrnfDM2DUC1iTYyLw3//IxAxjuG+ff/UOrKFezrDwNA0REQUxr5uRrVu3oqSkBMXFxcjMzMT27dsRERGB6urqMY/RaDQwm83Ky2Qy+VT0hPFoZmQCH0w33tM0vM8IEREFMa/+Cz48PIyWlhasWbNG2RYSEoKCggLU19ePedzg4CBSU1PhcrmwcOFCbNq0CXPmzBlz/NDQEIaGhpT3drvdmzI9V/9PoL/r2vtffrzyp0enaTRXngvjTzxNQ0REU5BXzcjFixfhdDr/MrNhMplw8uTJUY+56aabUF1djfnz52NgYACvvvoq8vPzcfz4cSQlJY16TFVVFV5++WVvShuf43uB/xvlepfw6WMfY4i+8mA6g9G7W7Z7IiLm+p8/mvBxHkdERPQvwMflH9dnsVhgsViU9/n5+Zg9ezbefvttbNy4cdRj1qxZg4qKCuW93W5HcnKy/4u7eQWQ/m9/2qgBZt859jERMcB//e+VZsTfbvgP4B//A6T9u3fH/edLQFI2kHmX/2siIiKaYF41I3FxcQgNDUVPT4/b9p6eHpjNZo++R1hYGLKysnDmzJkxx+j1euj1+jH3+03O4+M77u+aFV+Eho2vJmMycMuT/q+HiIgoALy6gFWn0yE7OxtWq1XZ5nK5YLVa3WY//o7T6cSxY8eQkJDgXaVEREQ0KXl9mqaiogJFRUXIyclBbm4uXnvtNfzyyy8oLi4GADz66KOYMWMGqqqqAACvvPIKFi1ahJkzZ6K/vx9btmxBZ2cnnnyS/5MnIiKicTQjDz74IH788UesX78eNpsNN998M7744gvlotauri6EhFybcPn5559RUlICm82G6dOnIzs7G99++y0yMzP997cgIiKioKUREVG7iOux2+2Ijo7GwMAAoqKi1C6HiIiIPODp728+m4aIiIhUxWaEiIiIVMVmhIiIiFTFZoSIiIhUxWaEiIiIVMVmhIiIiFTFZoSIiIhUxWaEiIiIVMVmhIiIiFTl9e3g1XD1JrF2u13lSoiIiMhTV39vX+9m70HRjDgcDgBAcnKyypUQERGRtxwOB6Kjo8fcHxTPpnG5XPjhhx8wbdo0aDQav31fu92O5ORknD9/ns+8mWDMOnCYdWAx78Bh1oHjr6xFBA6HA4mJiW4P0f2zoJgZCQkJQVJS0oR9/6ioKP7DDhBmHTjMOrCYd+Aw68DxR9Z/NyNyFS9gJSIiIlWxGSEiIiJVTelmRK/XY8OGDdDr9WqXMukx68Bh1oHFvAOHWQdOoLMOigtYiYiIaPKa0jMjREREpD42I0RERKQqNiNERESkKjYjREREpKop3Yxs27YNaWlpMBgMyMvLQ2Njo9olBb2qqirccsstmDZtGuLj43HPPfego6PDbcyvv/6K0tJSxMbGIjIyEvfffz96enpUqnhy2Lx5MzQaDcrLy5VtzNm/Lly4gIcffhixsbEIDw/HvHnz0NzcrOwXEaxfvx4JCQkIDw9HQUEBTp8+rWLFwcnpdGLdunVIT09HeHg4brzxRmzcuNHt2SbMeny+/vpr3HnnnUhMTIRGo8G+ffvc9nuSa19fHwoLCxEVFQWj0YgnnngCg4ODvhcnU1RNTY3odDqprq6W48ePS0lJiRiNRunp6VG7tKC2dOlS2bFjh7S3t0tbW5vccccdkpKSIoODg8qYlStXSnJyslitVmlubpZFixZJfn6+ilUHt8bGRklLS5P58+dLWVmZsp05+09fX5+kpqbKY489Jg0NDXL27Fn58ssv5cyZM8qYzZs3S3R0tOzbt0+OHj0qd911l6Snp8vly5dVrDz4VFZWSmxsrOzfv1/OnTsnu3fvlsjISHn99deVMcx6fD777DNZu3at7NmzRwDI3r173fZ7kuuyZctkwYIFcvjwYfnmm29k5syZsmLFCp9rm7LNSG5urpSWlirvnU6nJCYmSlVVlYpVTT69vb0CQA4dOiQiIv39/RIWFia7d+9Wxnz//fcCQOrr69UqM2g5HA6ZNWuWHDhwQG677TalGWHO/vXiiy/KrbfeOuZ+l8slZrNZtmzZomzr7+8XvV4vH3zwQSBKnDSWL18ujz/+uNu2++67TwoLC0WEWfvLn5sRT3I9ceKEAJCmpiZlzOeffy4ajUYuXLjgUz1T8jTN8PAwWlpaUFBQoGwLCQlBQUEB6uvrVaxs8hkYGAAAxMTEAABaWlrw22+/uWWfkZGBlJQUZj8OpaWlWL58uVueAHP2t08++QQ5OTl44IEHEB8fj6ysLLz77rvK/nPnzsFms7nlHR0djby8PObtpfz8fFitVpw6dQoAcPToUdTV1eH2228HwKwniie51tfXw2g0IicnRxlTUFCAkJAQNDQ0+PT5QfGgPH+7ePEinE4nTCaT23aTyYSTJ0+qVNXk43K5UF5ejsWLF2Pu3LkAAJvNBp1OB6PR6DbWZDLBZrOpUGXwqqmpwZEjR9DU1PSXfczZv86ePYu33noLFRUVeOmll9DU1IRnn30WOp0ORUVFSqaj/Uxh3t5ZvXo17HY7MjIyEBoaCqfTicrKShQWFgIAs54gnuRqs9kQHx/vtl+r1SImJsbn7KdkM0KBUVpaivb2dtTV1aldyqRz/vx5lJWV4cCBAzAYDGqXM+m5XC7k5ORg06ZNAICsrCy0t7dj+/btKCoqUrm6yeWjjz7Crl278P7772POnDloa2tDeXk5EhMTmfUkNiVP08TFxSE0NPQvKwt6enpgNptVqmpyWbVqFfbv34+DBw8iKSlJ2W42mzE8PIz+/n638czeOy0tLejt7cXChQuh1Wqh1Wpx6NAhvPHGG9BqtTCZTMzZjxISEpCZmem2bfbs2ejq6gIAJVP+TPHd888/j9WrV+Ohhx7CvHnz8Mgjj+C5555DVVUVAGY9UTzJ1Ww2o7e3123/77//jr6+Pp+zn5LNiE6nQ3Z2NqxWq7LN5XLBarXCYrGoWFnwExGsWrUKe/fuRW1tLdLT0932Z2dnIywszC37jo4OdHV1MXsvLFmyBMeOHUNbW5vyysnJQWFhofI1c/afxYsX/2WJ+qlTp5CamgoASE9Ph9lsdsvbbrejoaGBeXvp0qVLCAlx/9UUGhoKl8sFgFlPFE9ytVgs6O/vR0tLizKmtrYWLpcLeXl5vhXg0+WvQaympkb0er3s3LlTTpw4IU899ZQYjUax2WxqlxbUnn76aYmOjpavvvpKuru7ldelS5eUMStXrpSUlBSpra2V5uZmsVgsYrFYVKx6chi5mkaEOftTY2OjaLVaqayslNOnT8uuXbskIiJC3nvvPWXM5s2bxWg0yscffyzfffed3H333VxuOg5FRUUyY8YMZWnvnj17JC4uTl544QVlDLMeH4fDIa2trdLa2ioAZOvWrdLa2iqdnZ0i4lmuy5Ytk6ysLGloaJC6ujqZNWsWl/b66s0335SUlBTR6XSSm5srhw8fVrukoAdg1NeOHTuUMZcvX5ZnnnlGpk+fLhEREXLvvfdKd3e3ekVPEn9uRpizf3366acyd+5c0ev1kpGRIe+8847bfpfLJevWrROTySR6vV6WLFkiHR0dKlUbvOx2u5SVlUlKSooYDAa54YYbZO3atTI0NKSMYdbjc/DgwVF/PhcVFYmIZ7n+9NNPsmLFComMjJSoqCgpLi4Wh8Phc20akRG3tSMiIiIKsCl5zQgRERH962AzQkRERKpiM0JERESqYjNCREREqmIzQkRERKpiM0JERESqYjNCREREqmIzQkRERKpiM0JERESqYjNCREREqmIzQkRERKpiM0JERESq+n+Y8CMhg+EgDwAAAABJRU5ErkJggg==","text/plain":["
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","text/plain":["
"]},"metadata":{},"output_type":"display_data"}],"source":["losses = pd.DataFrame(history.history)\n","losses.head()\n","losses[['loss','val_loss']].plot() \n","losses[['accuracy','val_accuracy']].plot() \n","losses.plot()"]},{"cell_type":"code","execution_count":12,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T04:42:11.168320Z","iopub.status.busy":"2022-07-04T04:42:11.167965Z","iopub.status.idle":"2022-07-04T04:42:11.304847Z","shell.execute_reply":"2022-07-04T04:42:11.303833Z","shell.execute_reply.started":"2022-07-04T04:42:11.168289Z"},"trusted":true},"outputs":[],"source":["model.save('skin_model.h5')"]},{"cell_type":"code","execution_count":15,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T04:48:16.876385Z","iopub.status.busy":"2022-07-04T04:48:16.876030Z","iopub.status.idle":"2022-07-04T04:48:16.880771Z","shell.execute_reply":"2022-07-04T04:48:16.879798Z","shell.execute_reply.started":"2022-07-04T04:48:16.876355Z"},"trusted":true},"outputs":[],"source":["class_dict = {0:'benign',\n"," 1:'malignant'}"]},{"cell_type":"markdown","metadata":{},"source":["predict test data\n","\n"]},{"cell_type":"code","execution_count":20,"metadata":{"execution":{"iopub.execute_input":"2022-07-04T04:48:19.322126Z","iopub.status.busy":"2022-07-04T04:48:19.321418Z","iopub.status.idle":"2022-07-04T04:48:19.557094Z","shell.execute_reply":"2022-07-04T04:48:19.556207Z","shell.execute_reply.started":"2022-07-04T04:48:19.322085Z"},"trusted":true},"outputs":[{"name":"stdout","output_type":"stream","text":["1/1 [==============================] - 0s 78ms/step\n","benign\n"]}],"source":["import tensorflow as tf\n","from tensorflow.keras.preprocessing import image\n","\n","img= tf.keras.utils.load_img('melanoma_9623.jpg', target_size=(150, 150))\n"," \n","new_image= image.img_to_array(img)\n","\n","new_image = np.expand_dims(new_image, axis=0)\n","prediction = model.predict(new_image)\n","\n","if prediction > 0.5:\n"," print('malignant')\n","else:\n"," print('benign')"]},{"cell_type":"code","execution_count":null,"metadata":{},"outputs":[],"source":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.10.2 (tags/v3.10.2:a58ebcc, Jan 17 2022, 14:12:15) [MSC v.1929 64 bit (AMD64)]"},"vscode":{"interpreter":{"hash":"1b59aef429d94f9727be379b2b4e901ad83994d2771109d9e14291cd6c734af6"}}},"nbformat":4,"nbformat_minor":4}