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Corona Virus Detection from XRays.ipynb
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Corona Virus Detection from XRays.ipynb",
"provenance": [],
"collapsed_sections": [
"LcLqkN1iom1T"
],
"toc_visible": true,
"mount_file_id": "1q-ai9v4Zyp7V408mpxTvbfBYrRB-Wh4F",
"authorship_tag": "ABX9TyMQCFwjjCW3v7HHk54ck0V/",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/arghyadeep99/20a43f55e6e6376ee9cd8e3adc423363/corona-virus-detection-from-xrays.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "P_uiIBSN14Ai",
"colab_type": "text"
},
"source": [
"#Covid-19 Detection from X-Ray Scans using CNNs\n",
"\n",
"##Disclaimer:\n",
"\n",
"Before starting this notebook, kindly take strict note of the following:\n",
"\n",
"1. The methods proposed here are in no way scientifically proven to help or detect Coronavirus convincingly. \n",
"\n",
"2. The work of this notebook should not be published in any kind of journals or research dataset. The research on Covid-19 is already burdened with community research that aren't proven to be effective and it is proving to be a menance. \n",
"\n",
"3. This notebook is just our novel attempt at trying to solve this global pandemic as deep learning researchers closely work with medical researchers to improve diagnosis. \n",
"\n",
"4. Recent researches have shown CT scans to be more helpful for detecting Corona Virus as compared to X-Ray scans. \n",
"\n",
"5. The dataset is scarce as it is hand curated, as abundance of scans aren't available for Corona positive and negative cases. \n",
"\n",
"6. **This notebook is a part of our Internal Assessment-1 under the course \"Neural Network and Fuzzy Logic\".**\n",
"\n",
"#Objective and Motivation\n",
"\n",
"COVID-19 attacks the epithelial cells that line our respiratory tract, we can use X-rays to analyze the health of a patient’s lungs. Given that nearly all hospitals have X-ray imaging machines, it could be possible to use X-rays to test for COVID-19 without the dedicated test kits.\n",
"\n",
"A drawback is that X-ray analysis requires a radiology expert and takes significant time — which is precious when people are sick around the world. Therefore developing an automated analysis system is required to save medical professionals valuable time."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "LcLqkN1iom1T",
"colab_type": "text"
},
"source": [
"#Curating the Dataset\n",
"\n",
"Picking up Covid-19 Positive cases from [this](https://github.com/ieee8023/covid-chestxray-dataset) repository with PA view. Chose one view as data is less and other views may in fact result in erroneous results. We will instead perform data augmentation on PA view data. For non-Covid-19 X-Ray scans, we will use data from Kaggle, and use healthy scans instead of, say like pneumonia, MERS, SARS, bronchitis, etc. \n",
"\n",
"The repository containing Covid-19 scans also has a file named 'metadata.csv'. This file is useful in extracting only the images we need. Since this is a Colab notebook, we have avoided mentioning the build_dataset.py script to obtain images. Overall, 25 images were gathered. So, we extract 25 healthy X-Ray scans from Kaggle. "
]
},
{
"cell_type": "code",
"metadata": {
"id": "aAhWJFgw5o_K",
"colab_type": "code",
"outputId": "0d4bdcdd-9c1a-4968-864a-d77d48c2ed51",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 139
}
},
"source": [
"from google.colab import drive\n",
"drive.mount('/drive')\n",
"%cd /drive"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n",
"\n",
"Enter your authorization code:\n",
"··········\n",
"Mounted at /drive\n",
"/drive\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Yvrs-b9r3O0A",
"colab_type": "code",
"outputId": "6cdc8f02-fe02-4a6a-b29a-2c7456024716",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"cd '/drive/My Drive/NNFL IA/dataset'"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/drive/My Drive/NNFL IA/dataset\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Ip5JaPN33x-e",
"colab_type": "code",
"outputId": "868e235f-d0a1-48ba-94a4-768e4bd25def",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"ls"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"\u001b[0m\u001b[01;34mcovid\u001b[0m/ \u001b[01;34mhealthy\u001b[0m/\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BxLx_iiaESL7",
"colab_type": "text"
},
"source": [
"#Training Time!"
]
},
{
"cell_type": "code",
"metadata": {
"id": "As7WtB-mEU-X",
"colab_type": "code",
"outputId": "014f6f34-5c37-497d-cccc-e399eb0a8df6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 51
}
},
"source": [
"#Importing required libraries \n",
"try:\n",
" # %tensorflow_version only exists in Colab.\n",
" %tensorflow_version 2.x\n",
"except Exception:\n",
" pass\n",
"import tensorflow as tf\n",
"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
"from tensorflow.keras.applications import resnet50\n",
"from tensorflow.keras.layers import AveragePooling2D\n",
"from tensorflow.keras.layers import Dropout\n",
"from tensorflow.keras.layers import Dense\n",
"from tensorflow.keras.layers import Input\n",
"from tensorflow.keras.models import Model\n",
"from tensorflow.keras.optimizers import Adam\n",
"from tensorflow.keras.utils import to_categorical\n",
"from sklearn.preprocessing import LabelBinarizer\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.metrics import confusion_matrix\n",
"from imutils import paths\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import argparse\n",
"import cv2\n",
"import os\n",
"print(tf.__version__)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"TensorFlow 2.x selected.\n",
"2.1.0\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "6j2Zt4q0FQMT",
"colab_type": "code",
"colab": {}
},
"source": [
"#Initialize important parameters\n",
"INIT_LR = 1e-3\n",
"EPOCHS = 25\n",
"BS = 8\n",
"DATA = '/drive/My Drive/NNFL IA/dataset/'\n",
"COVID = DATA + 'covid/'\n",
"HEALTHY = DATA + 'healthy/'"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ZxJKcKvGxyax",
"colab_type": "code",
"colab": {}
},
"source": [
"print(list(paths.list_images(DATA)))"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "iNTWPxhMvwp-",
"colab_type": "code",
"colab": {}
},
"source": [
"# Initialize the list of images and labels\n",
"\n",
"imagePaths = list(paths.list_images(DATA))\n",
"data = []\n",
"labels = []\n",
"# loop over the image paths\n",
"for img_path in imagePaths:\n",
"\t# extract the class label from the filename\n",
"\tlabel = img_path.split(os.path.sep)[-2]\n",
"\t# load the image, swap color channels, and resize it to be a fixed 224x224 pixels while ignoring aspect ratio\n",
"\timage = cv2.imread(img_path)\n",
"\timage = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n",
"\timage = cv2.resize(image, (224, 224))\n",
"\t# update the data and labels lists, respectively\n",
"\tdata.append(image)\n",
"\tlabels.append(label)\n",
"\n",
"# convert the data and labels to NumPy arrays while scaling the pixel intensities to the range [0, 1]\n",
"\n",
"data = np.array(data) / 255.0\n",
"labels = np.array(labels)\n",
"\n",
"\n",
"# perform one-hot encoding on the labels\n",
"lb = LabelBinarizer()\n",
"labels = lb.fit_transform(labels)\n",
"labels = to_categorical(labels)\n",
"print(labels)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "40DCXqWdwON7",
"colab_type": "code",
"colab": {}
},
"source": [
"# 80% training, 20% split\n",
"\n",
"(trainX, valX, trainY, valY) = train_test_split(data, labels,\n",
"\ttest_size=0.20, stratify=labels, random_state=42)\n",
"\n",
"train_datagen = ImageDataGenerator(rotation_range = 15, fill_mode='nearest')\n",
" \n",
"train_generator = train_datagen.flow(trainX, trainY, \n",
" shuffle=True, \n",
" seed=42,\n",
" batch_size=BS)\n"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "zCHiQq18xUcD",
"colab_type": "code",
"outputId": "f8a081b8-3051-44f5-f050-a1db4d04f351",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 870
}
},
"source": [
"IMG_SHAPE = (224,224,3)\n",
"\n",
"# Create the base model from the pre-trained model\n",
"base_model = tf.keras.applications.VGG16(input_shape=IMG_SHAPE,\n",
" include_top=False,\n",
" weights='imagenet')\n",
"base_model.summary()\n",
"print(\"Number of layers are: \", len(base_model.layers))\n",
"layer_names=list(base_model.layers)\n",
"layer_names=[str(l) for l in layer_names]\n",
"layers_names=[]\n",
"for i in layer_names:\n",
" i=i.split(\".\")\n",
" i[5]=i[5].split(\" \")[0]\n",
" i[0]=i[0][1:]\n",
" i='.'.join(i)\n",
" layers_names.append(i)\n",
"\n",
"print(layers_names)\n",
"print(len(layers_names))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"vgg16\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"input_2 (InputLayer) [(None, 224, 224, 3)] 0 \n",
"_________________________________________________________________\n",
"block1_conv1 (Conv2D) (None, 224, 224, 64) 1792 \n",
"_________________________________________________________________\n",
"block1_conv2 (Conv2D) (None, 224, 224, 64) 36928 \n",
"_________________________________________________________________\n",
"block1_pool (MaxPooling2D) (None, 112, 112, 64) 0 \n",
"_________________________________________________________________\n",
"block2_conv1 (Conv2D) (None, 112, 112, 128) 73856 \n",
"_________________________________________________________________\n",
"block2_conv2 (Conv2D) (None, 112, 112, 128) 147584 \n",
"_________________________________________________________________\n",
"block2_pool (MaxPooling2D) (None, 56, 56, 128) 0 \n",
"_________________________________________________________________\n",
"block3_conv1 (Conv2D) (None, 56, 56, 256) 295168 \n",
"_________________________________________________________________\n",
"block3_conv2 (Conv2D) (None, 56, 56, 256) 590080 \n",
"_________________________________________________________________\n",
"block3_conv3 (Conv2D) (None, 56, 56, 256) 590080 \n",
"_________________________________________________________________\n",
"block3_pool (MaxPooling2D) (None, 28, 28, 256) 0 \n",
"_________________________________________________________________\n",
"block4_conv1 (Conv2D) (None, 28, 28, 512) 1180160 \n",
"_________________________________________________________________\n",
"block4_conv2 (Conv2D) (None, 28, 28, 512) 2359808 \n",
"_________________________________________________________________\n",
"block4_conv3 (Conv2D) (None, 28, 28, 512) 2359808 \n",
"_________________________________________________________________\n",
"block4_pool (MaxPooling2D) (None, 14, 14, 512) 0 \n",
"_________________________________________________________________\n",
"block5_conv1 (Conv2D) (None, 14, 14, 512) 2359808 \n",
"_________________________________________________________________\n",
"block5_conv2 (Conv2D) (None, 14, 14, 512) 2359808 \n",
"_________________________________________________________________\n",
"block5_conv3 (Conv2D) (None, 14, 14, 512) 2359808 \n",
"_________________________________________________________________\n",
"block5_pool (MaxPooling2D) (None, 7, 7, 512) 0 \n",
"=================================================================\n",
"Total params: 14,714,688\n",
"Trainable params: 14,714,688\n",
"Non-trainable params: 0\n",
"_________________________________________________________________\n",
"Number of layers are: 19\n",
"['tensorflow.python.keras.engine.input_layer.InputLayer', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.pooling.MaxPooling2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.pooling.MaxPooling2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.pooling.MaxPooling2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.pooling.MaxPooling2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.convolutional.Conv2D', 'tensorflow.python.keras.layers.pooling.MaxPooling2D']\n",
"19\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "r0BUVNJstiBS",
"colab_type": "code",
"colab": {}
},
"source": [
"model = tf.keras.Sequential([\n",
" base_model,\n",
" tf.keras.layers.AveragePooling2D(pool_size = (4,4), data_format=None),\n",
" tf.keras.layers.Dense(512, activation = 'relu'),\n",
" tf.keras.layers.Flatten(name=\"flatten\"),\n",
" tf.keras.layers.Dense(256, activation = 'relu'),\n",
" tf.keras.layers.Flatten(name=\"flatten2\"),\n",
" tf.keras.layers.Dropout(rate=0.2),\n",
" tf.keras.layers.Dense(2, activation='softmax')\n",
"])"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "vL0akVDGtsk7",
"colab_type": "code",
"colab": {}
},
"source": [
"#Fine tuning done by unfreezing Batch Normalization layer and then retraining them. \n",
"\n",
"do_fine_tuning = True #@param {type:\"boolean\"}\n",
"#fine_tune_at=145\n",
"if do_fine_tuning:\n",
" base_model.trainable=True\n",
" j=1\n",
" for layer,model_layer in zip(base_model.layers[0:176],layers_names):\n",
" if model_layer!='tensorflow.python.keras.layers.normalization.BatchNormalization':\n",
" layer.trainable = False\n",
" else:\n",
" layer.trainable = True\n",
" print(\"BN layer{} unfreezed.\".format(j))\n",
" j=j+1\n",
"else:\n",
" base_model.trainable=False"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "QMLSwELat3yA",
"colab_type": "code",
"outputId": "5294b40c-44f5-48e1-e564-97c2616bfd54",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 425
}
},
"source": [
"model.compile(\n",
" optimizer=tf.keras.optimizers.Adam(lr=INIT_LR, decay = INIT_LR / EPOCHS), \n",
" loss='categorical_crossentropy',\n",
" metrics=['accuracy'])\n",
"model.summary()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"vgg16 (Model) (None, 7, 7, 512) 14714688 \n",
"_________________________________________________________________\n",
"average_pooling2d_1 (Average (None, 1, 1, 512) 0 \n",
"_________________________________________________________________\n",
"dense_3 (Dense) (None, 1, 1, 512) 262656 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 512) 0 \n",
"_________________________________________________________________\n",
"dense_4 (Dense) (None, 256) 131328 \n",
"_________________________________________________________________\n",
"flatten2 (Flatten) (None, 256) 0 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 256) 0 \n",
"_________________________________________________________________\n",
"dense_5 (Dense) (None, 2) 514 \n",
"=================================================================\n",
"Total params: 15,109,186\n",
"Trainable params: 394,498\n",
"Non-trainable params: 14,714,688\n",
"_________________________________________________________________\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "06KQw_FAIkQi",
"colab_type": "code",
"outputId": "12ba4da0-e2ab-4a87-9650-c6638345d680",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"EPOCHS=30 #param {type:\"integer\"}\n",
"init_epoch=0\n",
"filepath = '/drive/My Drive/NNFL IA/covid-19 xray.hdf5'\n",
"checkpoint = tf.keras.callbacks.ModelCheckpoint(filepath, monitor='val_accuracy', verbose=1, save_best_only=True, mode='max')\n",
"checkpoints_list = [checkpoint]\n",
"history = model.fit_generator(train_generator,\n",
" initial_epoch = init_epoch,\n",
" steps_per_epoch= len(trainX) // BS,\n",
" validation_data= (valX, valY),\n",
" validation_steps=len(valX) // BS,\n",
" epochs=EPOCHS,\n",
" callbacks=checkpoints_list, \n",
" verbose=0)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"WARNING:tensorflow:sample_weight modes were coerced from\n",
" ...\n",
" to \n",
" ['...']\n",
"\n",
"Epoch 00001: val_accuracy improved from -inf to 0.50000, saving model to /drive/My Drive/NNFL IA/covid-19 xray.hdf5\n",
"\n",
"Epoch 00002: val_accuracy improved from 0.50000 to 0.62500, saving model to /drive/My Drive/NNFL IA/covid-19 xray.hdf5\n",
"\n",
"Epoch 00003: val_accuracy did not improve from 0.62500\n",
"\n",
"Epoch 00004: val_accuracy did not improve from 0.62500\n",
"\n",
"Epoch 00005: val_accuracy improved from 0.62500 to 0.87500, saving model to /drive/My Drive/NNFL IA/covid-19 xray.hdf5\n",
"\n",
"Epoch 00006: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00007: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00008: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00009: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00010: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00011: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00012: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00013: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00014: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00015: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00016: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00017: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00018: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00019: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00020: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00021: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00022: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00023: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00024: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00025: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00026: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00027: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00028: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00029: val_accuracy did not improve from 0.87500\n",
"\n",
"Epoch 00030: val_accuracy did not improve from 0.87500\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "3Y9cm5p5I7jt",
"colab_type": "code",
"outputId": "7ccf1a20-b2b9-4c4a-d213-a7097781a088",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 425
}
},
"source": [
"from keras.models import load_model\n",
"#model.save(filepath)\n",
"model=tf.keras.models.load_model(filepath)\n",
"model.summary()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Model: \"sequential_1\"\n",
"_________________________________________________________________\n",
"Layer (type) Output Shape Param # \n",
"=================================================================\n",
"vgg16 (Model) (None, 7, 7, 512) 14714688 \n",
"_________________________________________________________________\n",
"average_pooling2d_1 (Average (None, 1, 1, 512) 0 \n",
"_________________________________________________________________\n",
"dense_3 (Dense) (None, 1, 1, 512) 262656 \n",
"_________________________________________________________________\n",
"flatten (Flatten) (None, 512) 0 \n",
"_________________________________________________________________\n",
"dense_4 (Dense) (None, 256) 131328 \n",
"_________________________________________________________________\n",
"flatten2 (Flatten) (None, 256) 0 \n",
"_________________________________________________________________\n",
"dropout_1 (Dropout) (None, 256) 0 \n",
"_________________________________________________________________\n",
"dense_5 (Dense) (None, 2) 514 \n",
"=================================================================\n",
"Total params: 15,109,186\n",
"Trainable params: 394,498\n",
"Non-trainable params: 14,714,688\n",
"_________________________________________________________________\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "io_1W80rTapE",
"colab_type": "code",
"outputId": "590f2dca-9496-45c0-8a59-5632a6139072",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"import matplotlib.pylab as plt\n",
"import numpy as np\n",
"\n",
"acc = history.history['accuracy']\n",
"val_acc = history.history['val_accuracy']\n",
"\n",
"loss = history.history['loss']\n",
"val_loss = history.history['val_loss']\n",
"\n",
"epochs_range = range(EPOCHS)\n",
"\n",
"plt.figure(figsize=(10, 10))\n",
"plt.subplot(1, 2, 1)\n",
"plt.plot(epochs_range, acc, label='Training Accuracy')\n",
"plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
"plt.legend(loc='lower right')\n",
"plt.title('Training and Validation Accuracy')\n",
"plt.ylabel(\"Accuracy (training and validation)\")\n",
"plt.xlabel(\"Training Steps\")\n",
"\n",
"plt.figure(figsize=(10, 10))\n",
"plt.subplot(1, 2, 2)\n",
"plt.plot(epochs_range, loss, label='Training Loss')\n",
"plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
"plt.legend(loc='upper right')\n",
"plt.title('Training and Validation Loss')\n",
"plt.ylabel(\"Loss (training and validation)\")\n",
"plt.xlabel(\"Training Steps\")\n",
"plt.show()\n",
"\n",
"print(\"Training accuracy is: {}%\".format(acc[-1]*100))\n",
"print(\"Validation accuracy is: {}%\".format(val_acc[-1]*100))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "display_data",
"data": {
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EoWhYSXkGzm6F2fbnLyTS/odleM6vVBhomAXFrczSzVdm3tVlt3gqJzegdkw4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\ng0dgjJnBYPCcb6DyAAAAB0lEQVQI/h97bIB1UY7lWAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"image/png": 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mnux5FF4TCUyc9abPDGBIYSYZKX6WVtZwrmd3UUp1psuamTFmPZAHnB545AVe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\n",
"text/plain": [
"<Figure size 720x720 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Training accuracy is: 100.0%\n",
"Validation accuracy is: 87.5%\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "nuAKv0biTl6j",
"colab_type": "code",
"colab": {}
},
"source": [
"# Utility\n",
"import itertools\n",
"import random\n",
"from collections import Counter\n",
"from glob import iglob\n",
"\n",
"\n",
"def load_image(filename):\n",
" img = cv2.imread(os.path.join(DATA, filename))\n",
" img = cv2.resize(img, (224,224) )\n",
" img = img /255\n",
" \n",
" return img\n",
"\n",
"classes = ['covid', 'healthy']\n",
"def predict(image):\n",
" probabilities = model.predict(np.asarray([img]))[0]\n",
" class_idx = np.argmax(probabilities)\n",
" \n",
" return {classes[class_idx]: probabilities[class_idx]}"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "SCsFPsr41RMB",
"colab_type": "code",
"outputId": "d56b8310-5df6-4cfa-8b8c-e0a1e3a38239",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"for idx, filename in enumerate(random.sample(list(paths.list_images(DATA)),10)):\n",
" print(\"SOURCE: class: %s, file: %s\" % (filename.split('/')[5], filename.split('/')[6]))\n",
" print(idx)\n",
" img = load_image(filename)\n",
" prediction = predict(img)\n",
" print(\"PREDICTED: class: %s, confidence: %f\" % (list(prediction.keys())[0], list(prediction.values())[0]))\n",
" plt.imshow(img)\n",
" plt.figure(idx) \n",
" plt.show()"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"SOURCE: class: covid, file: 1-s2.0-S0929664620300449-gr2_lrg-a.jpg\n",
"0\n",
"PREDICTED: class: covid, confidence: 0.565385\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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EYxk3Nzfz8OHDkaaFeR8+fDgwxU//9E/n4OAgyc3sQvpu4TWUtjVE2BE2+ghT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AJRNTCF2tdzR+JRJ1fH+Z118D+/K0XNcILHq7ZUKCeFMr1S9tsIarNc1kfBZIhiYjzOVXBcMsz+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\nVzidG4FzOqdXOP0/k5wnLv7fu/kAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: covid, file: nejmoa2001191_f3-PA.jpeg\n",
"1\n",
"PREDICTED: class: covid, confidence: 0.501909\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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AGNy4cQOnp6c4unEDm/UG7XaDr37qKZxfXGC+WOD5Z59F3/fwnhq1Fm4kK+VI\nKcxhzB2Zs4Llc+u+j4zqQuY4kkrS/Ccf+/VnUkrfuCtPXxZi0BjzZgDvAfBxkBL4IWPM9wP4DRBa\nOP3jHK8kOmCqBQjTidW1rsBbDa+nCmAa+it/7eQzg5JqO+a0UuRBHQIK1LNW2nxLT4GcTKObiuZx\noftRpKE1BpWfQnEdxiL3hfxTRgbUWNNlDyHJ/fE5WMAk7VdxBoJuspXgtt3DMIDTmbWlZ8Hn6wYg\n301I0kXYGivEoJ6AutkoIxMN0/X16yIpoCRahRBhvEVd1aIs2LVgIWfh77pOrneXM7HW4vDwEH3f\nY7vdinu3W0il3QIZO0shv90oQErUf5Cn5qxpBEGsLy/hvccbHnsM4zjiDY89Jm7ZG598EkPfY3Hj\nBrx/GOMwYDGbwRmDr37TmwBAXJG+7xGzMK/Xa3KtQsAwjJOKTx5nRi86McpaCxcdhmFEGO/u3KS3\n16wEjDErAD8P4D9JKV0YY/5XAD8GEuEfA/A/APj3r/ndZN0BcEokAGMS5QvsgJRkIKwy+/m71n+q\nBIjx12w0/8vXAKBARSm/RWH5jaEmnciWnxpajDmhhAW5XJcp9ycCov/6qoJVsFsrAICqDVd7e6iq\n4tNW3gu/oWE6C7W28iwUzjmMwwjrSp9ChtPDWGA0jUHJL9BCabLrc3Jygocffhj9pscwkECN4yjx\ne/6NDnGVBCCTcwhKsRJfD286TZoVB6cOT0qX88R3llACR0q22+3ENdBjxMdrmgZXV1eTcSe2/e5w\nLikBQyXCmQTle+Ekraqq4DJZx+3ceS5x8g+gFGhKaDLyKqnGUfgtcgPjBIGkGFF5Ct06KXiyohS5\n/TvfLysHiSSA+1WUzMnrttekBIwxFUgB/J2U0v+ZB/iW+vxvAnj6ut+mnXUHSpmk9v1L8gD7iF4J\nsjC/1grrXQRdk29OyCegNKrQob3JpOTvOUchmSzsq+VSLMSUcOPjKnLPQNwCjQQ0OjDWSDSAJ9dy\nuaSohLMlaUQpABZMbfkFZWSBJ2saEGKQhUGkbVY+D09uFngeOwATqMnnZTj+/PPPIyUq+CnRhGkF\nHSuA+XyuxogmL7cLpyedYEF8TELOVsy1ERyKnM1mwgGwtRuGQchdXnuhaZpJp6S2bWWc81zE3t6e\nuCu8DwawyU7ugaIFDSpfTSIOwtmkksjE98xoBICgpZSS1BeMYcxGwoixKeXX5Tno6kwetwqQLFJ6\nHh2sLVmoupsTu0ycUUn1FXESldrdXkt0wAD4KQC/k1L6H9X+x1JKL+W3/waAT/2Rjgdgiv9V9hAV\n+cMrmK8hP4V/prn0BIHvTkZwdT0AACAASURBVPklPz1NCnHydctreQCGYsPOGNS5L19KBRLzZNcP\nbCLkisDhjfdrH55DUnwvbBn4ujTvoP1VHiJCRl4srb4XnlQSWsrn41WHtCAD0+IoJvicc3j22WcR\nUsIqjwEvQCK/T4W8Y0vJ6EBbfhZuVnDa/dD+vfMOKSZsthuslqsJCQoQOvPeSmy/bVtRGk3TYLlc\nkrUceoHDxhj5nFEBXyu7lXz9fM1CUuYx3Ww2cp2aSO36DikWTkbcvUDjUvmqJCON4+QZ8f2HEMTg\npZRbgqj5GyOlbY+KR6nr0n6PXT3iuDzSMAipnBQPsru9FiTwzQD+XQC/bYz5zbzvrwH4i8aYd4Om\n6BcB/Ed/1APqVYXY9+fkH2tViM9asWgcZxZizk3z8PkvCx+gc/qLkPEjkYVC+MFbyh93GQp2XYem\naab16Po4pmQGTu+tIA5rKKtvsVjINbGlBUC5Bd5NWoOz9RafPPutNqWJa6T9c7ag+jc8Afm6m7qR\njDe+vq7r0Pe9kHvDOGKMEbX3so+tvCAJ56jXQFZo3JachYtLg7ucM8DKahhHnJyeCuQGCJU0WQiN\npVJf7RbQeYv7RvdOyGmz2WC73UpdQ+Ur1FUtFpKF/ujoSO6F0KQT+6MToVKiMJ1RiFQveMIuFvfC\nhCkoSZ9TRzc0J8EKXROkDPUjFyk5i5SrFKHmF7s0VVVRYpuz6PtBrl2WpIvxrvwGvf0zK4GU0kdx\nPXn/h+YE3GvT7gAAyde/zvKXHvLFDbiOEKPjllz3iXDmAXXOwajPxJqDmOAqk1ucT8+CpM+lUYBm\nn401Ev6USd6UOLm29KwE+L2+Z94/z4uFaGZds8PaVeDr1AKbUsIwjogpoc4C672HRRm/1WqF8/Pz\nUluQFTALgFMQeT6fy8TldQfOz88nz4mvhZlvFo7Lqyts8z4AktcQQkDfdaL8h37AjRs3RAnQNVeo\n60p+O5sRP8HKAiCld3BwIApUR2v4uW82G0I8GCZKXB8jhIAhDljM5+BoR9/3E3KTBZuVmyZo9fE4\ngsH7OA+AFT5zOnpcjTGIquEAz9PZbIabh4c4unFDoiN3jo/x/AsvYL3eTCowXzdO4Mu5segnUPjP\n2WlbL+8cbC78YeKIhKSEtwBMBF8jAkAJIZNCBjlsmFNzObXKUKIIN2Koq0qW7GKflM+xq2xYcLU7\nkJCkCmyxWMh3tWVrmqbck3eSf8/W//LyUiaSZvK32y1STJjNZwJhNXuuY+hslZmEkms26pyWlEbf\n91hvNvRUcu18TLlrkhmxmM+xWi6xt7eXw54EuxkpAcWt6vsewzDImgRt21INwk4eA113QI7GyTGG\nccTh4QHqupFUbk2GAdMQqB7j9XqNxWIB7/0ELvO4z2YzWVyV8gIiOPtOnitIudRNg21ea5GFm6Mf\nACn8ru2UUHMeSXE9CfKrJDRjKPsvp2RXdYVxKFEcHQkIsfA4D924gUcffRTL5VLQXggBjz32KJ54\nwxuw3mzwyiu3cev2bRnve233kRJgHwiALT6wJmY0y+2ysGhh5yMZJgOBiXJgou464QUIhkcVWGXC\niWsMhIBTD1UrGn087fMhQR60thI8IZumkXUAuq5DGANOL04nlv7y8lLY8Mv1GpvNBn3XoR8G1BWl\nkFI0gBDLcrFEk/1FatVV7p/rJ5BQ2o9FC994LBYLDMMg6b+bDVmUxXyOpplhvVkjpoS91RLzxQKc\nqpzycmKlHJeW0mIGGyAreHp6KguaxFSW+ypKIArqWs4Xqp8D7Ysp580nspJsASlJqZeqRufcZJ3E\n+Xwubpx2R1JKYtnpPGQQ9HN0zuHo6Kg8a2swDmy5KWLCWZJ8n4WMtgLv+74Hxf7NhNNhF8UYk1PX\nqeck/W4QVzF2Ec5aPPzoo7h58yYO9g+w2W6w2WykmIuNAAAcHh5gsZjjarPBnTt37il794US0D45\nh0D4n247peH/dZaefu+vFXB6QySf/pwmIvUwMJmMgTU57GfFr6pyRhwv881wUB9Lw3tNCHLtfQiB\nshBVqIxJqc1mg/Pz80mIJ6WEMQRcnJ9LTLzrOvTsM0bqM9APA0bFKXRdJ4U/i9ksuzsGwYSpErO5\nA7EKmbVti7qm5iDeeyyXS9CkDXDeiTXntQe7vAw5Q316HjTY3EDFOYf1ZoOT01M0TY35YgGXk6Mi\nqG8BKwBjDJyy8jFGETDvaTl1RgIaLvO5vfcE92NE23WoMwmqCVhWSpwHrtl/3T+Sny/Ps2EcMYwj\nzk5Pr42ITGF/qa9gojBXIIlxG3O2H6Mj/XuayxnxWPL1nXV46OGHsL+/D2st2q6lpi7bLTV0DUny\nCHgeOOswbxo8/oY33FP+7hslUPkKQC7dzYSSznMv4a2p5TXGSKz3OosMZIteeVjrJIykFQhn6aVc\npjqMI5wpsL6ua9y4eRMXFxciuLoaT1+LtvTs87EPbAwJBoezQiD4rKE+UDgHA6o1GMexCH4IJPRj\ngMmwlRuCaNIvhIgQqNrPGoO6qrBYLAqiQQkBOpubhW62WC4XIlwsLHRf5LKEGGTxTLbEbZ6ESCWE\nG2OE8xViIkWDlHDj8DBHP4rS5+fGFlrute2QYriLA0ojrZeguR0ur2aLLNGIcQRyuOzGjRvoug57\ne3sCsYFC7jFK0NzKxcVFjmRQgRRHHa7Wa8ScWjzmBVmM4WK0klIdY5xkdsJQHghvHtMejNZYwBZ3\nj93OlBJ8RSjt6OhIOimxoj88PMTJyQmGOGBMuZdDDluHmBOw1OpRu9t9owTqppA8TuWaa4YZky40\nxfoCklkAay32Vivs7+2Jn83nYHi9yx/wfrYGzFSz8PZ9j8PDQ6xWq0nzDd60/6gTZlgBEAxMolBS\nSujaFpdXV2Lh+LdAaRPOSSFXm41wAzQxSrSD23tz4g5PbhJ2iK+4BjUYOfSHNDnVsuTDMGZfuwij\nhs46ZHh1eSUrFDMLvlguscQSbY4INHWNO8fHiIlDd7w8WCE+6X5jRi09OLY95OtvalrglM/PCUfG\nUN8FXplIN+QIkZqw9H0vqcr8+uLyEvs5T2C5XAoPwAqB0cbl5aU0L0nKuhvjxG+3xmCMEUDJ149x\nRNfFuwyUMRbOTxPHduc+z8FdQpLvq2karFYrmads7SkJaERdN3jyySdx69Yt9Kfk1oSRFCrMNIv1\nuu2+UAKaQZV14Nji2kKcsBbVvlrlHFarPezv74v/yBYFKD6vrpLjSIGG7yxw2tWgzy0ee+wxsQ4x\nBNjsb+oQ1S4KKXA2CBxl5cAptIvFQiYrP2AWWr627XYrITu+HwYN5CtmZWkMmpwZB5Q+AkgG4zhg\nCAFdP+Di4gKr1UpIShLwaTSCO9hwUdByucRqucK2a3F0dJRzB8gybnPMn+/PWiO9CNt2KxZzGKJY\nXR7bcRyw3WwkgxEg7mRWNxiHEuXQoVQWdg6XGQO0bQvvK6QYcvUeKRc2Hm3bomkanJ2d4vDoBhbL\npTxvnitd1+Hq6qqgMGNg8rXqfSEEHB4e4uzsTEhi5nWGocduJST/hueV3tiY0Twib4HXqeC5ulgs\nSsQjuzlBRTecI+W5Xq9xdHSEo6MjmS937tyZIIZ7bfeFEjCAWMO6qlBlBUCsrpMMOp+zA7nOXNd+\nxxjQtuNEowpbn/8lUMqs9uV405CUrslkH9jlVXhHAAl106DbbjGOupa+IBNGLgWp5Dbl+fgs1Jy5\nxkqgqioM/YD9/X2ZaCklCXENw4h+LFmCWulwYg1UuJAJLOct6mZBBVmJIwotnPMCN/f39yfVh33f\nyfUvl0tZ9nuz3WC1WmG9XiNGckM43EZZfA7DGESRIRFjbqKZciKgPPkQIzgLv6q8PDsmubzxMMaq\nZ1yyI+l4IxVTeSOKxgj5abOQj/C+Ejfh6vJS8irY+lNDUI/Vcol1JkLZh+dEI+Y6hNGvKjDvAUOK\nlsjA0lJNC70OH+76/oJMAVrsFITsZvP5JNNPohqhFGzRMySu6OLiAovFAuM4YrPZCBJiRXOv7b5Q\nAjCU3z30fW7y4DO72xQIlSi056sKMDQAV1dXE3LOVxWcsqKsxXWoMcUEW1mxdMwus2CN40jJKfMZ\n4jhKqikzvTFwc4w67y/8AzfE0Cw5xZUbAGTVWUB0RZy1VgpcUp+kWIkt2WJBQky98KLA/mEYsO06\n9B1xBXpJct44icUayiLjaMMw9KgqQkRcC8DWkYWwH6ZJRmwRu67DIkP1WXZvmNwdsx++G86s61oy\nDLfZUjGh6d10cRRGRUSgqWxPY+AzMem9F4TgqwphGMXa8RjojM4YowhGCBGr1UqayAh6m8/hvMd6\nvZZnyysoEUFcknoODg5w584dMgqqwxKjR54TfD3sXvI81OiO5yVASGg+n08iUryQKs9zRgZhDBgx\nrQ69uLgQHmUcR6xWK8mmvNd2XygBk5XAcrmkydI0mM9IExY/vizswTCuqUtsHUAOOxX2GODcgDIp\nmXDUzRpK+W2CtTVYwx8cHqqluxMqP6085NJYo7IaWZnwJCZLD3Rdq5J42KKnSabg3fn8ldTrb7eb\nHHemBS9joErH2ntJ5WV/UcffeeLwpOLlyPlcOtGKFIyX6+e+BloByP2lJApR4uR5vLlLkZ60dV3L\ntXEkwBqDWUZznO/Pgst8A6M9HTLmsVqv12LRx3GkQqKsDLu+B3LYkXsQrpZLHB4eZhfKCcEmuRUZ\nirObxJEa3alJEF27xWOPPYbbt2/LtfK4O0fFZTHFfJ5qMs5AaUTT95kvYeG3JWkLCQgpoqronols\n9ah8hWHoKVUeThQ4czksD2zohmHIUZ7rt/tCCcxnM3z9294qVpHSNAGTX2u2Xf9l+L67nyd7lhqx\nuMNIS2hxTz2d5dU0jVTkLZcL7O3tyaQexxHL1RLgBJxUymEpzEP+OHcnYnTBOfqbDcVy+fi0jFVx\ngSQZRN2Pcw790AuLHgKRXiElqW1HJhqZxWciUsesd0uDd/kSHc60tpRSxzB1ObSSmc1msqiI9CA0\n1LWXhQXAxGqx4tZhvd3IgA7LcUTg5s2b1FnJOVxeXkqSEdcfGGMEWXD+wa4FdsZgHAacX1xINGb/\n4ABPPP449vf3KRciM+omqlRhYwRO83hVVZVXbKIQ3COPPILbr7wiBCHyOBnHyIASkoBSpDUMg+Rj\n1HVOFecM0KD6FjgLb8u8ZuVE8gAJK/Kx+RkDkOd0mcubeT5ct90XSsBaO8m8SinBZi6g8l4SSvih\nauhIXYHvXmCDramOu3NYjePSPNFiTOIz3nzoIeyv9nKL7oiuo8EjjdqjMhWGbKE4hZZ9TC00de5X\nt9lscHZ2jmHoJ7FlFkhgugZe3/eSMqrHhqxCcRW890ghoFcFQF2+hzqHU3VSEo8tAMAQ0vFVhZgt\nnYTg8jnqusJmQ4iBszS7rpM8Ac5T4CpIKNdL1zxoPx5AJuxq8IrBfd8Tq28tGhUNms1m2NvbQwgB\nx8d3MAwjWXcAV+s1EXI5EsGKEyBClLshA8RJpDF3Ssr7hmHA2ekptpsNHnnkETz++ONoMl+zyZEY\nTjbSc4hfcxSFFcQbHn8cm80Gx8fHgiw08tRzg5Fo3/ck1IaK1Gg8E+qG3A7kLFNWaoyGWIkO/SDz\nsrghJQFtuVqia+kc2+1WCOPrtvtCCRSipRTSxBiFzNuFUcC0Zz6z0nXdTGAq+46SiGINhn4QcpBD\nKNyabLVaoakqXK6vMPQ9rq6uJGOOBYQTfxaLRUlDdrmpiKWcdgDwFVmGq6srdF07iUuzAuBr5KSf\nKqdDC1E4lAfdzJrsCg2oXZ3vxwLZinrnMY6EAMIwCATnRUtHpfTGcUQEMGZrwUoAgEy2tt0KFHaO\nyFFWAJeXlxgzX9IPPeqmVMjZjIYYuvMxNBrQkRLq/18WVKnrWjLybt++jW3bEmehxkuULSCuQOL7\nHMuyZd57jJks5mdFrkxEGun8t2/fRkLC0dENauXmnHRTjpGKvFjgCU0OE7TCHMnBwQEWiwVOT09x\ndnYmxojviec5V1Xu7e3RPhiZK+xGlaiTKcjYGEE/QI7/AxKpIhQXRMFQrkKStHqef9dt940SaOoG\nNx+6ic1mg1deeYUmbFYGnCi063dxMQ25DkbSVEOMlBxhplWEla8wa0i7xxilnJb/WmuxyX3gj4+P\nxc/khwgA2+0W2y1NTLYWfC18L1TVaLG+Wpd2USArpckvRgyi3YdSxMIKgLejoyNstluMg5eJD0AK\ne7xz8LkHAROHegJpwlAz1CEEiVDwuHAYkse774l9vpkTprhKj8eGF1uV1NusUFn4OcbPFpafYVVV\nSD7JRI4x4urqCrcyvGYlwr9liyeCMI7S61+7jDw/dn9jLS2t7pKVbkDjOOL87BxhDNjf35fIU1Fa\nIw4ODgQhcOtrrrpkxMYJTI899hiWyyUuzs+xyVmX2s2dz+eTCM8wDAhdieiklKT1myi6PA/52UmC\nU13DZuVJUYpqkvMw9D2u1utJ1Ou67b5QAiEEXFxeICHhxo0b4idKcwboMljkhzWjvOn1BgMncIy6\nAai5C0EQJKKSS5879/AkZR8txoizs7PcUy+KgPAE47RUHe7h3zHPABADzWy0JLPkJa25TFfHj9mS\njmPI0QTOZnPgRTvOLi4RxgCXi3x40jjvpSuNjlbwddO15l5/SJMJwf4532cRuhJuvLraoGlqvPDC\nC5NW4WztKWmlEGcHBwfiu7OAXl2t0ffdBBpzzgYA3LlzB8cnJ2jbDnt7K5kDDKf5OBx25HnBi5m0\nbStGIcYAiqSV8QAKaVnXdUYrANkKrhcwmM8HyevgOQcgs+zbXONiMxdSlB9HGdq2xd7eniAIjmKM\nwyCwv+RjlGQkHTYkVFvBWIdREoMK5GcFIaFgQ23wQ1YAwpPlyBKHpu+13RdKgDV3SgknJye4efMm\n7tzOHcuz/8qWe7VaYRxHvPjiS+j6FvPZXMizyntS1CpkwsfXE8m5Biavi5cyucaTcbvdwhqjNDYt\nkskana+JLZXOEeAJw5o4hCBpv+vNRgSfF4xIAOwOT5ByYQxQJnHf92RFmga9pbDa5XpN7LPzMvlL\niSrl9mt/nPoqAnVVY8wuAI8R+5Wr1WpC0Dk37SNYVZWUCzPM5RwDznxk1j5MSEeTOwFNFVMIAWfn\n57i4vMyZgyMOD/axWi7R9T2GMEoxEP0WsM6I0iWYGzBml4VJyiTt3ihxyKuaB35OzA84x806xxyB\nIUQxn89LY5GMJObzBfphIOY/WnFZJYIyDLJeAB3boW4ajCHIUmfaoABUV7Jer2n+ZleMog9dDh1G\nQRFSPxHLwrF8P8xR8XeapsH+/j7athVX7l7bfaEErKVFG4+PjyUaMJvNRRiapkHbdbhar3FxcZEX\npGgwn5esPRZ0AHdBQxZwZq6HgbqwcjeilChWfn5+PikTpolDi3Gw1eM0zcViiRiDaOndstau6/DK\nK6/g5OSkJCCZEkpEvra+75EAaT+uSTS+N/bzjMnrFihSlH10AFjlSsSEvKCqKdmQJEhkOVkp0LLr\nuVIxKyt2bzabjVhDTlfmUB5QMiLrusZqtcJpbgzCQhvVfYzjkDMHrURX+rbF8cmJ5Nnz86ty2XY3\nDPDOIyCo8RgR406yTaICKkrIIktbcjWCCBJ/Fxl1ldBvKQDSeQZV5bG3ty/3n/I9O+sm5F9CaTTC\n96Y5neVqRb+1JWtVZ6eysdHZi9TJ2kulZUy7OS254C2jmRCiNFPVIWaOEJCSV8TwzvblaDT6RQCX\nAAKAMaX0jcaYGwD+dwBvBnUX+gvpVToOMxnDk4otE/thfGPcWYh9Yu997jhcSxENQ2dpveXubvzI\nPvNqtRK4pM/Fk06vUsQTr65J+RhTEAffQ13X2Gw3OD09xenpqSzTPYxj7iSbZJVfPpcu+mGBN+qh\nM7wLibobLXIBi/jFKix3uV4L6dY0jSTyFKRVWlTHmOD9tJqSrVkCCNJfXsk5NGPOxz84OBABSCnd\nVYfPVo3XKQwhou1abNuSM6FdghQpjMuNRjQXIJELDv9lgby8vMz7Eqz1SKlYSV7ZaLlconKlY7FB\nQkSC1wqBicqsiDbbLZpmVqIq+byr1QpXV1dCpsZQcvmZ19BJQJv1Gns567Oua6zXazhDxU6wVtqm\nl/AwMIQBHkBKJf9F5yiEnAvRZpQmYVfmfTJRzkr51UhB4MuHBL4lpaQLln8EwK+mlP6GMeZH8vv/\n8l4/5hp+vmh+EDqOD0AsTKWy/FJKQOrRhtJrnirVSA/stsXm1wxlY4wSGtJkWV3X6HKxie4bt1wu\nFXs77eR7fn6OW7duSfdbvh4W1JQSwhAkkUQn4LBF5gU8AFIEs7omv9dQrjy33ZqgC1Ni+QwHx3HE\nNvuk3IRVfxcoLc/YcoQQZCGOkOPm3ntpHMIEKCMZ+l0pWgojpdBKxMY54mtyafYwDpK9xsfi8U4p\nwuVnrvMXmHPhHhIA4DPZyVWBHL1hn19DZg7VGgCVpZRl3dNRBDCH/oZhlDLq7XZLjV+zMuO/4qPH\nOClH1rkPXKU5jAOGvofP2Y2r1Qpj3yOmgKqqsV2vJYGsuEulcpY5LFbibCDbrDy0EhaEkhGJ5mQ0\nN7K7vV7uwAcB/Nn8+n8D8GG8ihLQwscPnP3t4h7M7rIOLEDaJQByfUAs69BrEgYgP+zw8BAAs/1b\nGJhJnz2eRGO+HlYAvB+gB+Irj3EYcXJ8gvPz80mYR2tgnQsQwPkBQVh4Pi/9I6JtGAY0VQWYkvvd\no2RNXl5e0Tp1dcmuY+U4DAOC+l3InzO3YYzJDHlZ5IMtClBYaE1kadIRyMVZzqG2pTrQgt0m8rOH\nvkfX9di2Ldquo7ZmdU2tuiWLMMA5f5dyY+WUJ0lO4DLYdi26zLloYpOR1zhOm5iSIaC0b2dK6Jjn\nnbghnhan4aiQtdRL0VclS5EUSyXQnglpITtzrYMWwMpv0fU99vf2MJ/PsZ/n3snJsaA9J8Vxpadk\nIV5L+bfz5I6EqDpDKVcDmRAcc4enEu0pqHV3+3IogQTglwwth/oTiVqJP5JKx+GXQesVTjaj1h24\nkSufWOjJkkQZBKD4jPo13ZgiAVNeGCKWrrcsqKytmb3mGD7X8uvkHEYg1tpcHDLi4IAenPceIVLK\nckoJ280W680a7bZFmyfnmAkarXhYG7OyCiEg5m5mQPFlmcPQsejtphWiL0RqvMlK8fLyCuPlJarK\nY3//QFwiYw3qPNHDGNAb6mzDbdKctYiptHHTnAafl8dLE4zee4pQeIbnRYmzO8MxdkZ2nNxTyLyR\nEsBy01H2V7l6kZ8Dp8CmlBCzoPGEbnObr5QivK/Rtp2glZDXhSjuCHM6VoQnAeiz9eel5vn+GMlo\n4eEVqwiZ+kw6jnLPjLSSKQVQvK3XazjvEIYB496eJAo1DaWUW+/RZxeJFZe1FneJbZ4sLPDjOIqS\nlszSOO2CbG1eYs++vkjgX0opvWCM+SoAv2yM+V39YUopZQWBnf2y7sCb3/Sm1MyaSbqptSS8zpbO\nrBo6800aYwGTJt/h7rTWlRbSKSUsl0vpn8fx7nK+YoFZi0+FsvSYX8yph935+Tl1t223aLctpQUP\nZR2+cRwxxjAhyYRQIgddEZDxrt58xhhEGDhXmpBKphqICPTe4/LyCilFtC3dT9M0qFwW9rxkGSuV\ncRgwZpLPuQ685DlvfC2T8FOkdlkpRSG84hClCy+7Q4y4mEg8PT0lriWGInypxPA1TI0xoWlq+Y61\nVhp7Xl2tC7mbEtbrTQ5JlqpBQhClXmQxm6HLvIOGwkzSUU+AgHGMEiUS39qUqkfOoxhTSXUu/nmZ\nOwCE49E5GYysUkpSHt00DTabDfb29ylUidJjUiMhNkj8niNFfVcMDCsfnRPB32VZGc0o43fd9pqV\nQErphfz3FWPM3wfwTQBumbz+gDHmMQCvvNoxYowY+kEEQrgAW5YS201F1bDVoEBH7z3ms3mOpSL3\nIbQTOM95AKw4tAJhy8c932d5vQEmIpk9Pz8/x3a7lRAMuzLsCvAkpyQejz5bMW1d+R60T+6cF7+2\n+Mtp8pqhfFVVcFWFqqrJtcjMsfPTtRkqX02qFvkfjymjk1le+5DDbTzJyJICi8VSEoSmXWz1Qi8W\nl5eXaNtW2qUhn4tDmpNag3xPsywErEiGHPP2OS3bVxT+Xau+/3ztdA0pW2SH5XJBq0OFIIiB5xC1\n56bFZ5hl5xAgw2q+jzHzA5wdqt1EMgqlVXk/9FJvoV3Gcn2lkxPXKnCW6iYvNcb5Cdo9vE7JUOqy\ng5+V5qmMktiA8ZzmpK6Ja7WzvdYViJYAbErpMr/+NgD/NYD/C8BfAvA38t9f/MOOxc0P+MY1eaMf\nEGvGZtaI8LPCMIYakHD6Jz9MrkQLIeQ03m7CNBf2vGhR60mAlsulhFpKSi3F+9u2lU40kswCSmax\nyUpKss2QcwwBbeYMeCLzJOHf6xRezXPwe37AVU5a4nRWzhrz3kuzjaZuKLHJT1da2iWUrDoPKwK2\njNqNmc/n0rRTC0sIo4LidB/rzXoS1akrqrlwjhrBJFaGzslSXhweQ570MRB7MowDulzWPAwDqrrK\nFXrTmPlisRDUAkDi5TpluOYkoBBQ57J0Q4TBZKyF1BsGbDabSXMPnqfsu7dti6EfRIExeuX3xhhB\ng4w0urbFOt/33sEB7ty+LclRHEkwxpSSZqOb5WT3C3RfOspyHQnIIeZ7ba8VCTwC4O/nk3oAP5NS\n+r+NMZ8A8HPGmP8AwJcA/IVXOwiHV/qul0k9dQ2mC47qGnAJ63DdvCvZWEzszOfzSf22HiStaYFc\nipx95OViKZObY8QhUF/A6/IKRIHkfHgTS6GQtly8jzdi1SmMTXX+VVkCGwUpVJWXXtzWGoHYfHyO\nUxtDUQTnqOPyREEpqMhogLkPir5EeOsnJclaYfK46twI3kdhwCAZamyV6NpLZxuuQGSUQmtGYjLZ\nY6TaiHazwXqzIfdgSZEi/wAAIABJREFUschIkYrKxszq0/VQfYNzTqwjvR5A4UOaNykrCSo5L0iJ\now98fh4jftZc1MT3rcuQNakLFI6Et5SSrGuhlVbbtjg7O8NXPfII9g8OsN1uJiFjRi0hBHEzhxzC\nDSHIEvfcCo4jKzyWKaVJn8h7ba9JCaSUPg/gXdfsPwbw/j/qcdjyL5dLOE8C3LYt5QCkSiywOv5k\ngrHWdq4w3dZaNLMZ9vb30ecHCZS1B7RAao1tUfzbKrPAQkIayGIV7ALorjcsNMNIWWW7+7kIRk+Y\ncRzhfEnkYOLMGQPf1LCGklW4q5Kf0QSOMUmfPU0+8r31HLtW6xkQNIfE82XsMiJgH18rXu6qjFSS\nrbRy0pbHeY+Ucl+EIffejwn1jLLmfOSlzmhNPl7/ga+FJzGXXMM7tHkSs1vYdx2GcSPh3zG7JTrG\nrxWVzozk6y5tzIk0m81nmM9miJmY5jCsDttyajnPVRZ8NhI8J212NZx1E4GPcu9l7NgwLeZz7B0c\nUM2LalsOYyjjMLtGepw0MhbEaKDcN1NWkFK/vW67LzIGgcxI+7LCa4wR4zAiVEEq9wBVpJKtF1KJ\ndWttt1gscHh0RAz+tpXJry0y/wMw2ec99Tgch5HISWbPjRV4KP62clu4fns4Gab+N9SqRCnJ8WKk\nJhEuPyh9D90wYDafS9elqq4JUudJvd22UsLMsNtnyz+EgCoLsAHEleFjsytwnZulLf8uekgpiZKV\n92r8mOfQfRI5EsFxdiay+BghBFmSOwF3IZCmqbHZbNF1Pdq2Q9e22VBMn7uEdJUl1NEZvleAkIgB\nYFLCGEa021bcsCFzOvPZTJrcxBCx3Wyxv7cvNSfsapyfn4vC1xzT7vzi/Tqczdd8cX6BumlQVxXa\nfP88z52KFLHbx2PDCojdFCZtr66uaF0JJVsa7e5u94USYHdAM55sifg9UPL3eZ07r/xbADJozWyG\nw6MjzGYzHB8fI8YA68oE4XNqLoD/6sIYzQTrcBMfhxXB0dERLemVJ/vl5aVkvZF7kBFHohTQUXEA\nAKVa6vj+OAY4Z3FxcQlfecyaBqHrkBSH0Pc9mlkDZy1mdY1+HFH7ApPzgMh3OamJx5WvX48fWzeN\ntNjPDDHkhp5exp8nF7sUeq3BGOOklt4ag5BS5iuUO2YtguqizLEuStZpMQwk/AyT6Z/FOHYTFMGo\nkOeOhuv9MEgfS+9dTvKxSKb0YkQqTWA5gsKKcT6bwzqLfujh69J5CSBWv8/9/fX1MJFMRmCa0s5/\neRyu1ldwpx5HN28C1iLpeWaMLJ0GUKYkk6n6Ovg56ApFRgHX8QR6uy+UAC+RNZvNpGAImEI4vjEu\nhBjHcdJFhpphUh77YrnEcrnE+uqK1rRTSkK3ruZJzOw359L7yk8EhhtBXLaXoAajEWOgevrlcglj\nDLZtKwtdMAdhLMWlY6AQGRV4DBhD6UATAlvbEv8li2HQdT3qpsYwUJfjGKgB6bZrMeQFK3VhTFVV\nsNnicWUl30MIxDvAABZlgRcWHk3qseURniFOWW9dNQcQcdd3vSx6wm7SLlNt83VYhQbGYaDciqxI\niMQi35czL3nCs6JmYpcVA99nUs+VN06x1Y1MxWrnfzFGGOGgClHI7c7GkZ41/dbCVZSxR8bDY54b\ndzhMXQD+pwk7mxdd4XMApHzb7RZhHNHUNVrFIUkWp3JDWD6YCxCuIJUlyfm3pBCpHdm9tvtDCYCE\nnJNDdE839pF5AHR9NjLUZihe1zUWqxWWyyW6rhPYzvCXfU22/NZO/V+e6PPZfLKf01v7nP02DCMM\nqHtLUzc4OTlB3/d4+OGHMHOkyNpciqwFiX276YMqJbg2E4+U856FMpRFKLZti5BX8RnGEUbV74cc\nefDeS0dfABPXg62Ttpas7JgT8J7avGuYzay2Fmo9ZlK/nkOkOuWb7pPCcXrhGKSEbhhonEIQhX5x\ncZn5lhFjoDUTncpy5BZmQEEuYwjY31uh7wdY71BXFcbcdhyAoCAuRadrsNwaICOfBOemkJ3nDY+B\ncw77BwcTxBTCSHA8L6PO96fdg+mmWtwrBTyOI7abNQ4PDjFkVKEVqHYB9D6gFJpNXB7lynHi3b22\n+0IJGBgJtXhPS1/1PfW21xYJKF14PZM7Ks+6qioKnQGAMViuVthuNljngg9WAsQEO1hnxBJrl4OF\nhpWStVYiAZwHwPkIIQQcHR0hxIjNZo07xyc4Pj4m0mcYJpahkIRMZ+RiJ0CSk/ghUr59YZu5Ci+M\nI4J3qCsKIXFrLobjfd/D5vBhzErS7JCHwzDKir4Ehy1s/sxZKxEWoIRuuWMTUFADWzjO0ARI4Lg2\noJREj6JwWbAGRgD5uY4hoN9us//fybiZjAyF+wilcEq7NV/7NV+DxWKBz/zu72ZCc5DWWvzM+FnG\nGOD9NPGsPI8EV3uJqnC9Aofqzs7PcfPGDTjr0HWlg+9iuUDXd6JsdeRkDOOk+S0rCKuURYwRfdeT\nu+QsTCzRGIS7i8WA0gtiEt62RfmUWocyl67b7v3J/48b5+xzrJi6o/LCGE6gH68IY62FsxTaYUHl\nwY+Zne+2W5ydnuL05FTaLVtLhTs2T3RW1Br2MxfAC4R656XohS0hCTLVqe/vH2C12sMTTzyJs/ML\n3Ll9hxaxyIMPlKwxfs2wksqUkwgFdyFiXzDG4hbBZGZ5h8gkhZUFMiVxPzgt+mq9nihQLlbhjscA\npNR2HEeMYZyQnnrhCyjCULP4jCqcc3B54rGFZdeC+AGq7x/y/RlLy463bYe27bDZbDHkEDHDdB12\nYyu463s/+shX4eDgAE3d4LFHH8Xb3vpWcGOOyqs+ENDPu6z6A0xDvF65oHLvyG3uLy9zqDmhrisR\nSGupHwNfr44C8fqY/D1+doxu+dicaq6NgRiOHReWLby4Wjb3PRhVx2HFqekQ7e52XygBAyOsu4ZJ\ny+WSlELW5ANnnVVlheIysWli9V2Hy/ML3L59G2enp+i6sjYAZ1ppRh+KDATKCrH8HV95WS+AJ+Fy\nuYS1Dl/60rP44he/gC9+8Qvohh7L5VKKZBgGA1TvzYuN0P1CrJuujdAJHYHz1lMphGEUs91usW23\nFFIKESEkbNsW1pZqQfYVuUeftr70WSly0qmqhd0vS7GtVivhOtiFAArMrnOhSohRymyh/HgAaLuO\n+vnn+oqr9TpnFm5V9qYSSFtqFrQQM0wGikD9C+94B87OziQd3DmHb37f+8Qo8PdpRWA+lhFFxYQv\nowvmFwDKxQ/KP19fXeH87EzCvXXdiLJi4ZPWYHmOsVLRilu/ByBJXsyn6NySxEjYUOs6dhPIdSsE\n9yyfXxROVjSMlO+13RfuAC+ZVXnqfssLNbK/O43DOukfwFAvxUTLmWdLfnJ8jEu1CENKpV8eo4CY\n22dVKibM5KQ8qOy78qpBbBVPTk6Ec0iJquIOX345N5AosF/Qibzn0BFNLoGFKnzD99332epZbiqR\n4+RZUZAVDiqcSZVlLqMGVkLOOepNmCc5r8bECkBXFYqTbEoYja+HCVmepHVeK7BtW1n5qO86hHxM\nkyfjZrtFn8nClMnRtu1yl+Oelt4exxzGrCkygoKeWBgY7emcDiaHP/v7v4/3vOc9+PSnPo2u7/EH\nf/AHePvb3oZ3fcM34Dee+aTMHZ4LWlCAEk60hjI8OVMRJuc+AJKTMY7UMKZrWyyOjtC2FxKJACAr\nOqdEtQLOF/SmoTunZheLXzpJa3ivDR01G6kAjOV+ImXLJiQRdu1K7SrR67b7Bgn0fY+26+BsaXPV\ndd0kcYOtMIBs3XqM4yAppHVd4+LiAldXVxOLBWAyEYa+dKgFSgLH7iKjIUa89PJLCJmVX6/XuLi4\nlDXrxnHMS5QNGLoOt15+ucBVTOPrvNAIwb5hAv/4e5xA0m5bhJF8937gVmVRWW1qncUlr1xaGnN4\nkEONzDfESM08uq7Der1B25a0abZwbY6/G0s8C6/7yBV/NhfqCELypYtzCAFdXqVJ1osEcrebVuB+\n1/fYdh26nl6PIeZ+/1asLY+DhuB8jhACraKUyhoIKSWcnp7hmU9+Eu997zcK6dr3PWZNg8MDah7q\n8vyQ1XvyNev6Ce7VyKgmBOoLGbIrqhl4zmzVJckxxrx0ns8Cm/kdQ2HN0oOyKAQOo1ZVbieukpt0\nqJpQ4bQalZ5NQJXdEnY/9JzW57nXdl8gAQCTnGnqTV8WyNQasc1dfkuBC91c09Toupag2sgr65Cw\npNy0hJcD12nFPDgPPfTQxOoN44BZM8twL+G5556b+KXeefJ/E0Hxk1NqnKThpSYDYybwdDt0noCM\nJvR+DNQTgZdq7/tesvdYEHk/x+ZJUUb4XDBkAHRdIUMBqiKMKRL5ZErGJHEkZTJrJZFiBDUpL8pU\nJ22llKQzdAh96TcYI1IMucaBfH7JwIwR1jnM89JkkkyF7AcrIpPH3VqLLvM7rND3Dw6wXC5xeXmJ\nf/VbvxVffPZZDNn1uLq6wvn5eS4qWkrZbV1XImQsLHJuIC8ogwkCjYnKmUNGAn3fIyTqFBUjVWL2\nOWxrrQW4A7B0mCZExyRf2rk/ILel63txNfh7DOX5+nXnIk0683GGYZC5zvNQ81K7232jBLiRIhMm\nTUM54ry6rFgIlOwvFiLqQVCLVWYFwGWmLJiaICtEjcPh4cGkriCllIuTEi4vL3F2ekphwYwgF4sF\nWWsVmjk+Pobz06WmysQuAqXDTSXMFHKy1Jj9+gpnZ2dINk2qKrkQpCg5jiRQjcT5+XkenyhhOJdD\nrFIDkS3X1dUVxmHAKmfFpZTQHDWiGLlPH4+JMUDX9hI5oEhFQNu1kk67m07MS4jryj/+LZybKEw+\nD3MfOqmGt12Lxix827d43/veh/V6jc9+9rN4w6OP4u1vfzt+5Vd+Bc2M5gZbbmtLzwN9TCbkOBoR\nQ1BzKedGeCeIa7vdUgNPT2tnMlM/DLnBSOZzWIGVMGWAc8UN1EQhR26QkqzbyPdP3YUs2rabkIq6\nVJojbPw8GUmwjNxruy+UAAuShANTQkrTfoBNXcN6L34o12Vr4UrKZ5SEDBDpwlqUQ1slnm1FCDkT\njrvqfv7zn8fFxUW2stM8d86/DyHAOOpegwzvBZZlQeQOuDEn7HDnG54g7AaM44g6J8vQUtcDuq6T\nHAgOI2rkILAwhMl4an+flAWNad/3sIYWSU0Atl0njD53NeYiFT2eUr0XSyQHAOpEyoKTllgxMRro\nhwGbzbSUVcZNTV6dg6ATlKy1BWLbkvWZUsJqtcqLox7gm77pm/DjP/7j6PsBX3ruOWzaNq/OBITA\ny5SXrtMCn41B5GzElKszM5fEiHMYBlpgJvMSPFZD3+cGsQYAxX2tNdIvwBiDlJULwF2BG1AzEhoL\nnXfBUYsEwKvuwVS+XiGGiKZOwjEEhSqqqpK5Iq36FUJgzuK67b5QApocs9bKyjJ0c7Q8dYgRTVML\nCoiRGHcO5Y3jiE2uXGMtyEKjEYDWkoDB3t4KJhfp8OTw3uPWrVvFssZSBMTnZ+vBn7tIHZKNtWjb\nViwPQ+eU225zC2lJ7NgJFTGXUGeBs1lAeCkp3a+AQz8U6y/NSdh1CIGWGqtyTUZKQN9y2+ocjUjA\nkDMAOUuP8w/0WgaiCLLwa3eBkQYA4RcYsXB4zJhpua6EZJ3bWQ6c5sLBwYG0MtfuH0BkHScXOefw\n9W9/Oz709NO4zK3LrbV4+eVbE0KMlZIMMkqKsZHX03Uu2ZJyn4IQytxil4YVGM8FeralBZ5VJF9V\nVeTDMxIxQArThjPIc99aC8NJYHlNBes8pZ6r+ahDqJyDYQyoa5Rz4nZpfmx3u2+UQIklW5VzDQA6\nzFHl3vDUR805l7PjTE4KWoOTUoCSUqyXsOLJRm3LZ6BClFFIx9ligfXlJc7OziQFViMAZtWNMZjP\nZrRiUZ4MTVPDB0cFHNktYMg6jiPCyJPfF2KS/fAwXTloHLmxBZF+uscAh+q6rsN8PsM4ZH8vn3Mv\nt7Dqe1qyPDkHYx0Q4wROG0N9FQeFGoaxdHLeTR/mJCHKtiOiSlturh3g3xlj0FRVvt9SHsyTtW1b\nWfFnsZjLgpttSxzHGEqPw2EYpI+BCZRVyec6PT2BrSrQWpNFkFlJcNIZC7bzjhaOVYQzPdsoxygo\nMyJGEihdyMY8DCnSUvpOC8xEVHWFFLmPpFq8xpV1MOmRWWlGEgLxJ/8fde8Wqtu2pQd9vfdx+W9z\nzrX2PreUlpwqqiKYIAGD+OSFIMYgBl9C8mBuYgjoiwhqqaiYF9FIEAQlYigDEhFiVCQPxoCUD9ZD\nJUrMg5Eq9XDqeLIv6zLn/G/j1rsPrX2tt/GvtfY+VecUrPybxdprXv5/jD56b5evfe1reZ7lWZbK\nTJznWcRhmgbX4arnpAW1HDxOwKjAp70f/UDSlJL1SEvoJDe93WyQUtUHlJ9tjGbKkFhKWgwnq1RY\n0r54tpvSwNCK3t3dCerrvNCiiP9JSTa3Yaz/93a3wycIOJ+OxnPodFPTmtvDRaV+jpMAfhJBav/8\njUW3EqMLF4dxNKVlRhqAsNWu1wGjstpKFrbjfi8yaEbLNSBUgLqcG6NEW66uaRi/TmPG9SNYy1ZZ\nj2D7ikdqGvQaUex2O7x9+2j3z1CbUc3Dw70ZaK+sM6v3z2q8auNWld5qmgbf+/6vW2TG7j4aUypM\n+fSCeg38vsclgFoy9LwBHkZeP6dbd12H3W5nzyPEIB1hRQwAZ0Eawg/I6LS5jtTjc49RxGe4NgTK\nyVTlPdAh8B55Tbxui4CKNKtx5NqHXr9pIxBC+HshswX4+lkA/xaAFwD+eQA6Qgj/einlL3/d+x32\nexyPR4dyF1yHAdttNC7/bc24ZG38CEHD5gXLUjQsBpZQHyQ9cClACHWiiwdm+t0Or774QoeQroVA\nfJ7a9zL4dBpHlLxo2DrYz3S6Ya0vHrBNyvdYlkWRZNFTnKaK3vqQk9USovQ5ZxwOe/W8AqTuNj1s\n0IY++ISqu8+NvyyL5aopiXcex0mHgK4FMZjnM+IQhZ6otfzZFJaASiOuoKjU21EK+q7HixcvEGPC\nq1ev7GcoKAuspb0EjEtayryuDJRcd8T9/b0ajILvfOc7OB6PGMcR9/d3FbRUteOosumbzWaV7uW5\nDpnlAcwoiKhVARpyqvZ6LCG4r1fnIAAqI52+7y1i8M5n0n0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IN1j03JaOZDGAz8/PogOp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e/vhSEpOIpoA5RCOTQR+GibVqORGfM0a5lQZOEkFWnwrW9+wz5HVJPqGDYpT55wOh6VPJQBhJXx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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: healthy, file: person525_bacteria_2216.jpeg\n",
"2\n",
"PREDICTED: class: healthy, confidence: 0.596006\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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HK7GzszNY0WcfldA4UYG/rThSSLmevtop6bZWZTKWY1ryGY5t0pdWMIXbC2nc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oN/c1vNZyYL6cEp5NnmzIekkpP/VGxec//5r0WcheDmH/7WQlNMVtKYuC+dH5CkZ599thfaSFNZ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\nghZ0i9PCCCxoQbc4LYzAghZ0i9P/AjHSzYJMH+MwAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: covid, file: ryct.2020200034.fig5-day0.jpeg\n",
"3\n",
"PREDICTED: class: covid, confidence: 0.637803\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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EmqbpVndJfeO2Md26dUtSfxUh/zhwWazwXBrMBFQml3xNJuB4jgeFVH9jY0M3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\nvlVMoQoVjo+Pe2+pumtAgNl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KXhkjx2po7PL4qvHmDAkThWyH391HCl/Fzy4eZ9dJxuX7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\nYEtbusLp/wDT+6bwO0bdgwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: covid, file: auntminnie-c-2020_01_28_23_51_6665_2020_01_28_Vietnam_coronavirus.jpeg\n",
"4\n",
"PREDICTED: class: covid, confidence: 0.575467\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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ZZ5/h8ePHYvXo3qU3Jk1doWkayXNTsLjp6SHUdY1vfetb+O53v4v1ei3WPyCIK0zFs1qt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LUUyQfkXR2lbqMAe/CacsqlJi8hK2W8vPP6Htxg7PTb7a7x5Zdf6j24vb1F3/d48+YN1mt5qJvN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\ngg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: healthy, file: person438_bacteria_1893.jpeg\n",
"5\n",
"PREDICTED: class: healthy, confidence: 0.721625\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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jtu7v7xdFYPTjmIff6TURnoYjJmE0wDv8abeH323ZM9JyMhbPZ/eV3+3mrNfb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\npDc5XSqBS7qkNzn9f80zSy28s61zAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: healthy, file: person651_bacteria_2543.jpeg\n",
"6\n",
"PREDICTED: class: healthy, confidence: 0.681789\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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VfWhK9OOd2eLyV61WO7SbcTAYVKwkac0+P+PxOEXDi+JgX0F0SRAqpxsw2bMX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\npgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: covid, file: 1-s2.0-S0929664620300449-gr2_lrg-b.jpg\n",
"7\n",
"PREDICTED: class: covid, confidence: 0.686170\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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paVPAsY25TlNX27gEYDPXYaMRWPs8z9Xr9bS/vx8KjiATMzv5hgI1m80IAfBu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\nuXRZxLjyfC53XDcNE1LvnepEOq7+w3FueCXdh0ouag80Anme/9Y9D++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WqfNrr73WHcmy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mScl/Z3jqnxtBXKO3ZGeVGWuiUVPAexp/crsCdGSVEaBMweG1jtPjJ5xvuTk1uw2bMm01N4UAyU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\nVt7h5f8Bj8kifhBBV60AAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: healthy, file: person612_bacteria_2478.jpeg\n",
"8\n",
"PREDICTED: class: healthy, confidence: 0.694145\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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jcwWcjo4q4RliG8RW/Gg3H2/cPk524P+StK/nj/yuAW8wgVsALCZbgJ1I+wjr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jAE/XF0Qb/8esnOdk3r2r7JVAPlwKyOeiJyg+kortmbBAbfHVG5KUbcHsZyRcHYengPgUOolt85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\nLrWBVOV43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R3VYBhmQEqDzUFYX+7rzN2RFSGn7xXgNm0plBfHINq/Nt7nxtZNJa8rtsef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\nNi8vhMCL8qJ8m5cXQuBFeVG+zcv/D6Qd/mqkjmUGAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"SOURCE: class: covid, file: nejmc2001573_f1a.jpeg\n",
"9\n",
"PREDICTED: class: healthy, confidence: 0.519739\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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f+ab9VHr/TwL44Xvf1XTuwLd92y/W9J2RQLIz9WqtkfMOuDlWBNJtAaY6WZZh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\nwOHEBE5wggccTkzgBCd4wOF/ADK/QYE1GuQdAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 0 Axes>"
]
},
"metadata": {
"tags": []
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "8lp4dwyz2FwV",
"colab_type": "code",
"outputId": "52dfeb67-6745-48b4-f933-a51906ab60f2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 170
}
},
"source": [
"#Print Performance Report\n",
"pred_values = model.predict(valX, batch_size=BS)\n",
"pred_values = np.argmax(pred_values, axis=1)\n",
"\n",
"print(classification_report(valY.argmax(axis=1), pred_values, target_names=lb.classes_))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
" precision recall f1-score support\n",
"\n",
" covid 1.00 0.80 0.89 5\n",
" healthy 0.83 1.00 0.91 5\n",
"\n",
" accuracy 0.90 10\n",
" macro avg 0.92 0.90 0.90 10\n",
"weighted avg 0.92 0.90 0.90 10\n",
"\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "_d3DhwvZ63pT",
"colab_type": "code",
"outputId": "9ae541bf-bbec-4537-890c-cb2143f9c588",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
}
},
"source": [
"#Printing Confusion Matrix\n",
"\n",
"cm = confusion_matrix(valY.argmax(axis=1), pred_values)\n",
"total = sum(sum(cm))\n",
"acc = (cm[0, 0] + cm[1, 1]) / total\n",
"sensitivity = cm[0, 0] / (cm[0, 0] + cm[0, 1])\n",
"specificity = cm[1, 1] / (cm[1, 0] + cm[1, 1])\n",
"\n",
"print(cm)\n",
"print(\"Accuracy: {:.4f}\".format(acc))\n",
"print(\"Sensitivity: {:.4f}\".format(sensitivity))\n",
"print(\"Specificity: {:.4f}\".format(specificity))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"[[4 1]\n",
" [0 5]]\n",
"acc: 0.9000\n",
"sensitivity: 0.8000\n",
"specificity: 1.0000\n"
],
"name": "stdout"
}
]
}
]
}
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