covid-19-detection.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:35:03.126236Z",
     "iopub.status.busy": "2020-12-05T07:35:03.125431Z",
     "iopub.status.idle": "2020-12-05T07:35:05.945301Z",
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    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import torch\n",
    "import torchvision\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "from torchvision import datasets, models, transforms\n",
    "from torch.utils.data.sampler import SubsetRandomSampler\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "import copy\n",
    "from random import shuffle\n",
    "\n",
    "import tqdm.notebook as tqdm\n",
    "\n",
    "import sklearn\n",
    "from sklearn.metrics import accuracy_score, cohen_kappa_score\n",
    "from sklearn.metrics import classification_report\n",
    "from PIL import Image\n",
    "import cv2\n",
    "\n",
    "import os\n",
    "import shutil\n",
    "\n",
    "from dataset_utils import *\n",
    "from model_utils import *\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:35:56.378128Z",
     "iopub.status.busy": "2020-12-05T07:35:56.377280Z",
     "iopub.status.idle": "2020-12-05T07:35:56.380343Z",
     "shell.execute_reply": "2020-12-05T07:35:56.379702Z"
    },
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     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "COVID_PATH = './COVID19-DATASET/train/covid19'\n",
    "NORMAL_PATH = './COVID19-DATASET/train/normal'\n",
    "DATA_PATH = './COVID19-DATASET/train'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset Checking"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Dataset Distribution "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:02.402559Z",
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     "shell.execute_reply": "2020-12-05T07:36:02.495500Z"
    },
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     "end_time": "2020-12-05T07:36:02.496237",
     "exception": false,
     "start_time": "2020-12-05T07:36:02.306931",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAD4CAYAAAAXUaZHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAAsTAAALEwEAmpwYAAANNElEQVR4nO3cfYxldX3H8fdHVsS2yipM0exCx+gmFE192lqM1RKwCaItpFWLMbq1pJsmtGLsg7RpatrYBP5oURujQbEuVCs+tRA0PgTUtmmhDsqDuFqmVMJuUBZZsJaIgt/+MT/ayzrDzO7c2Vm+vF/JZM75nd899zfJ5T2HM/duqgpJUi+PWe8FSJKmz7hLUkPGXZIaMu6S1JBxl6SGNqz3AgCOPvromp2dXe9lSNIjyrXXXntnVc0sduyQiPvs7Cxzc3PrvQxJekRJcutSx7wtI0kNGXdJasi4S1JDxl2SGjLuktSQcZekhoy7JDVk3CWpIeMuSQ0dEp9QlTqbPfeT670EHcK+ed7L1+S8XrlLUkPGXZIaMu6S1JBxl6SGjLskNWTcJakh4y5JDRl3SWrIuEtSQ8Zdkhoy7pLUkHGXpIaMuyQ1ZNwlqSHjLkkNGXdJasi4S1JDxl2SGjLuktTQiuOe5LAkX0lyxdh/WpJrkswnuTTJ4WP8cWN/fhyfXaO1S5KWsD9X7ucAOyf2zwcuqKpnAHuBs8b4WcDeMX7BmCdJOohWFPckm4GXA+8b+wFOBj42puwAzhjbp499xvFTxnxJ0kGyYYXz3g78EfCEsX8UcHdV3T/2dwGbxvYm4DaAqro/yT1j/p2TJ0yyHdgOcNxxxx3g8mH23E8e8GPV3zfPe/l6L0FaF8teuSd5BXBHVV07zSeuqguramtVbZ2ZmZnmqSXpUW8lV+4vAn41yWnAEcATgXcAG5NsGFfvm4HdY/5u4FhgV5INwJHAd6a+cknSkpa9cq+qP66qzVU1C5wJXFVVrwU+D7xyTNsGXDa2Lx/7jONXVVVNddWSpIe1mve5vwV4c5J5Fu6pXzTGLwKOGuNvBs5d3RIlSftrpX9QBaCqvgB8YWzfArxgkTnfB141hbVJkg6Qn1CVpIaMuyQ1ZNwlqSHjLkkNGXdJasi4S1JDxl2SGjLuktSQcZekhoy7JDVk3CWpIeMuSQ0Zd0lqyLhLUkPGXZIaMu6S1JBxl6SGjLskNWTcJakh4y5JDRl3SWrIuEtSQ8Zdkhoy7pLUkHGXpIaMuyQ1ZNwlqSHjLkkNGXdJasi4S1JDxl2SGjLuktSQcZekhoy7JDVk3CWpIeMuSQ0Zd0lqaNm4Jzkiyb8nuT7JTUn+fIw/Lck1SeaTXJrk8DH+uLE/P47PrvHPIEnax0qu3O8DTq6qZwPPAU5NciJwPnBBVT0D2AucNeafBewd4xeMeZKkg2jZuNeC743dx46vAk4GPjbGdwBnjO3Txz7j+ClJMq0FS5KWt6J77kkOS3IdcAfwOeA/gbur6v4xZRewaWxvAm4DGMfvAY5a5Jzbk8wlmduzZ8+qfghJ0kOtKO5V9UBVPQfYDLwAOH61T1xVF1bV1qraOjMzs9rTSZIm7Ne7ZarqbuDzwAuBjUk2jEObgd1jezdwLMA4fiTwnWksVpK0Mit5t8xMko1j+/HALwM7WYj8K8e0bcBlY/vysc84flVV1RTXLElaxoblp/BUYEeSw1j4ZfCRqroiydeADyd5G/AV4KIx/yLgkiTzwF3AmWuwbknSw1g27lV1A/DcRcZvYeH++77j3wdeNZXVSZIOiJ9QlaSGjLskNWTcJakh4y5JDRl3SWrIuEtSQ8Zdkhoy7pLUkHGXpIaMuyQ1ZNwlqSHjLkkNGXdJasi4S1JDxl2SGjLuktSQcZekhoy7JDVk3CWpIeMuSQ0Zd0lqyLhLUkPGXZIaMu6S1JBxl6SGjLskNWTcJakh4y5JDRl3SWrIuEtSQ8Zdkhoy7pLUkHGXpIaMuyQ1ZNwlqSHjLkkNGXdJamjZuCc5Nsnnk3wtyU1JzhnjT07yuSQ3j+9PGuNJ8s4k80luSPK8tf4hJEkPtZIr9/uB36+qE4ATgbOTnACcC1xZVVuAK8c+wMuALeNrO/Duqa9akvSwlo17Vd1eVV8e2/8N7AQ2AacDO8a0HcAZY/t04OJacDWwMclTp71wSdLS9uuee5JZ4LnANcAxVXX7OPQt4JixvQm4beJhu8bYvufanmQuydyePXv2d92SpIex4rgn+Sng48Cbquq7k8eqqoDanyeuqguramtVbZ2Zmdmfh0qSlrGiuCd5LAth/2BVfWIMf/vB2y3j+x1jfDdw7MTDN48xSdJBspJ3ywS4CNhZVX89cehyYNvY3gZcNjH++vGumROBeyZu30iSDoINK5jzIuB1wI1JrhtjfwKcB3wkyVnArcCrx7FPAacB88C9wBumuWBJ0vKWjXtV/QuQJQ6fssj8As5e5bokSavgJ1QlqSHjLkkNGXdJasi4S1JDxl2SGjLuktSQcZekhoy7JDVk3CWpIeMuSQ0Zd0lqyLhLUkPGXZIaMu6S1JBxl6SGjLskNWTcJakh4y5JDRl3SWrIuEtSQ8Zdkhoy7pLUkHGXpIaMuyQ1ZNwlqSHjLkkNGXdJasi4S1JDxl2SGjLuktSQcZekhoy7JDVk3CWpIeMuSQ0Zd0lqyLhLUkPGXZIaWjbuSd6f5I4kX50Ye3KSzyW5eXx/0hhPkncmmU9yQ5LnreXiJUmLW8mV+weAU/cZOxe4sqq2AFeOfYCXAVvG13bg3dNZpiRpfywb96r6J+CufYZPB3aM7R3AGRPjF9eCq4GNSZ46pbVKklboQO+5H1NVt4/tbwHHjO1NwG0T83aNsR+TZHuSuSRze/bsOcBlSJIWs+o/qFZVAXUAj7uwqrZW1daZmZnVLkOSNOFA4/7tB2+3jO93jPHdwLET8zaPMUnSQXSgcb8c2Da2twGXTYy/frxr5kTgnonbN5Kkg2TDchOS/D1wEnB0kl3AW4HzgI8kOQu4FXj1mP4p4DRgHrgXeMMarFmStIxl415Vr1ni0CmLzC3g7NUuSpK0On5CVZIaMu6S1JBxl6SGjLskNWTcJakh4y5JDRl3SWrIuEtSQ8Zdkhoy7pLUkHGXpIaMuyQ1ZNwlqSHjLkkNGXdJasi4S1JDxl2SGjLuktSQcZekhoy7JDVk3CWpIeMuSQ0Zd0lqyLhLUkPGXZIaMu6S1JBxl6SGjLskNWTcJakh4y5JDRl3SWrIuEtSQ8Zdkhoy7pLUkHGXpIaMuyQ1ZNwlqaE1iXuSU5N8I8l8knPX4jkkSUubetyTHAa8C3gZcALwmiQnTPt5JElLW4sr9xcA81V1S1X9APgwcPoaPI8kaQkb1uCcm4DbJvZ3Ab+w76Qk24HtY/d7Sb6xBmt5NDoauHO9F3GoyPnrvQItwtfohFW+Rn9mqQNrEfcVqaoLgQvX6/m7SjJXVVvXex3SUnyNHhxrcVtmN3DsxP7mMSZJOkjWIu5fArYkeVqSw4EzgcvX4HkkSUuY+m2Zqro/ye8CnwEOA95fVTdN+3m0JG916VDna/QgSFWt9xokSVPmJ1QlqSHjLkkNGXf9nyTfTHL0eq9DPSX5iyQvXWT8pCRXjO3jk/xbkvuS/ME+885J8tUkNyV500Fa9iPWur3PXdOVZENV3b/e65CWUlV/toJpdwFvBM6YHEzyLOC3WfgE/A+ATye5oqrmp73OLrxyP4QkmU2yM8l7x9XJZ5M8Pslzklyd5IYk/5DkSWP+F5K8PckccM7YvyDJ3DjPzyf5RJKbk7xt4nn+Mcm14zm2L7kgaUKS14/X4PVJLhmv16vG2JVJjktyZJJbkzxmPOYnk9yW5LFJPpDklWP81CRfT/Jl4NcefI6quqOqvgT8cJ+n/1ngmqq6d1zEfHHycfpxxv3QswV4V1U9E7gb+HXgYuAtVfVzwI3AWyfmH15VW6vqr8b+D8an/94DXAacDTwL+M0kR405v1VVzwe2Am+cGJcWleSZwJ8CJ1fVs4FzgL8BdozX5QeBd1bVPcB1wC+Nh74C+ExV/XDiXEcA7wV+BXg+8JQVLOGrwIuTHJXkJ4DTeOiHJbUP437o+a+qum5sXws8HdhYVV8cYzuAl0zMv3Sfxz/4gbEbgZuq6vaqug+4hf//j+GNSa4Hrh5jW6b7I6ihk4GPVtWdAFV1F/BC4EPj+CXAL47tS4HfGNtn8uOv0eNZeJ3fXAvvxf675Z68qnYC5wOfBT7Nwi+QBw70h3k0MO6Hnvsmth8ANi4z/3+WePyP9jnXj4ANSU4CXgq8cFyBfQU44gDXKi3mcuDUJE9m4cr8qmmctKouqqrnV9VLgL3Af0zjvF0Z90PfPcDeJC8e+69j4X7jgToS2FtV9yY5HjhxtQvUo8JVwKsevIU3wv2vLFyZA7wW+GeAqvoeC/8MyTuAK6pq3yvsrwOzSZ4+9l+zkgUk+enx/TgW7rd/6OEf8ejmu2UeGbYB7xn3Gm8B3rCKc30a+J0kO4FvsHBrRnpYVXVTkr8EvpjkARb+j+/3gL9N8ofAHh76urwU+Chw0iLn+v74Q/4nk9zLwi+FJwAkeQowBzwR+NF4y+MJVfVd4OPjl8sPgbOr6u61+Fm78J8fkKSGvC0jSQ0Zd0lqyLhLUkPGXZIaMu6S1JBxl6SGjLskNfS/PQX63iERHDUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_names = os.listdir(DATA_PATH)\n",
    "image_count = {}\n",
    "for i in class_names:\n",
    "    image_count[i] = len(os.listdir(os.path.join(DATA_PATH,i)))\n",
    "\n",
    "#Plotting Distribution of Each Classes\n",
    "fig1, ax1 = plt.subplots()\n",
    "ax1.pie(image_count.values(),\n",
    "        labels = image_count.keys(),\n",
    "        shadow=True,\n",
    "        autopct = '%1.1f%%',\n",
    "        startangle=90)\n",
    "plt.show()\n",
    "\n",
    "names = list(image_count.keys())\n",
    "values = list(image_count.values())\n",
    "plt.bar(range(len(image_count)), values, tick_label=names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.087742,
     "end_time": "2020-12-05T07:36:02.885547",
     "exception": false,
     "start_time": "2020-12-05T07:36:02.797805",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "### Plot Samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:03.073702Z",
     "iopub.status.busy": "2020-12-05T07:36:03.072890Z",
     "iopub.status.idle": "2020-12-05T07:36:04.900592Z",
     "shell.execute_reply": "2020-12-05T07:36:04.901202Z"
    },
    "papermill": {
     "duration": 1.927297,
     "end_time": "2020-12-05T07:36:04.901357",
     "exception": false,
     "start_time": "2020-12-05T07:36:02.974060",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smaple_ploter(COVID_PATH, \"COVID19 Positive\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:05.098910Z",
     "iopub.status.busy": "2020-12-05T07:36:05.098120Z",
     "iopub.status.idle": "2020-12-05T07:36:06.561369Z",
     "shell.execute_reply": "2020-12-05T07:36:06.561999Z"
    },
    "papermill": {
     "duration": 1.565929,
     "end_time": "2020-12-05T07:36:06.562159",
     "exception": false,
     "start_time": "2020-12-05T07:36:04.996230",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x360 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "smaple_ploter(NORMAL_PATH, \"COVID19 Negative - Healthy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train and Test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:07.607308Z",
     "iopub.status.busy": "2020-12-05T07:36:07.606502Z",
     "iopub.status.idle": "2020-12-05T07:36:07.619889Z",
     "shell.execute_reply": "2020-12-05T07:36:07.620475Z"
    },
    "id": "b0I-LSUfhsEu",
    "outputId": "cf98846a-6b01-4af6-b600-c9aa532c9d2b",
    "papermill": {
     "duration": 0.12794,
     "end_time": "2020-12-05T07:36:07.620654",
     "exception": false,
     "start_time": "2020-12-05T07:36:07.492714",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "trainloader, valloader, dataset_size = load_split_train_test(DATA_PATH, .2)\n",
    "dataloaders = {\"train\":trainloader, \"val\":valloader}\n",
    "data_sizes = {x: len(dataloaders[x].sampler) for x in ['train','val']}\n",
    "class_names = trainloader.dataset.classes\n",
    "names = list(data_sizes.keys())\n",
    "values = list(data_sizes.values())\n",
    "plt.bar(range(len(data_sizes)), values, tick_label=names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Chose Device To Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:10.032913Z",
     "iopub.status.busy": "2020-12-05T07:36:10.031934Z",
     "iopub.status.idle": "2020-12-05T07:36:10.036722Z",
     "shell.execute_reply": "2020-12-05T07:36:10.036053Z"
    },
    "id": "oWc_6YWX2bDf",
    "papermill": {
     "duration": 0.123344,
     "end_time": "2020-12-05T07:36:10.036869",
     "exception": false,
     "start_time": "2020-12-05T07:36:09.913525",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training on GPU... \n"
     ]
    }
   ],
   "source": [
    "if torch.cuda.is_available():\n",
    "    device=torch.device(\"cuda:0\")\n",
    "    print(\"Training on GPU... \")\n",
    "else:\n",
    "    device = torch.device(\"cpu\")\n",
    "    print(\"Training on CPU... \")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "_kg_hide-input": true,
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:10.263799Z",
     "iopub.status.busy": "2020-12-05T07:36:10.263025Z",
     "iopub.status.idle": "2020-12-05T07:36:10.266219Z",
     "shell.execute_reply": "2020-12-05T07:36:10.265455Z"
    },
    "id": "F6p9OIFyRhCk",
    "papermill": {
     "duration": 0.118594,
     "end_time": "2020-12-05T07:36:10.266350",
     "exception": false,
     "start_time": "2020-12-05T07:36:10.147756",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "torch.cuda.empty_cache()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.111175,
     "end_time": "2020-12-05T07:36:10.488837",
     "exception": false,
     "start_time": "2020-12-05T07:36:10.377662",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Model Definition\n",
    " \n",
    "\n",
    "* pre-trained DenseNet-121 is used as the core here for our Deep Learning Model (More details here in this [paper](https://arxiv.org/abs/1608.06993)).\n",
    "\n",
    "* Instead of freezing CNN Layers and training only the Fully Connected Layer we traning all the the Layers (CNNs and Classification)\n",
    "\n",
    "![DenseNet-121](https://miro.medium.com/max/1400/1*vIZhPImFr9Gjpx6ZB7IOJg.png)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:10.723325Z",
     "iopub.status.busy": "2020-12-05T07:36:10.722448Z",
     "iopub.status.idle": "2020-12-05T07:36:13.915400Z",
     "shell.execute_reply": "2020-12-05T07:36:13.914716Z"
    },
    "id": "EvSXNkTl2ROh",
    "papermill": {
     "duration": 3.316472,
     "end_time": "2020-12-05T07:36:13.915552",
     "exception": false,
     "start_time": "2020-12-05T07:36:10.599080",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "def CNN_Model(pretrained=True):\n",
    "    model = models.densenet121(pretrained=pretrained) \n",
    "    num_ftrs = model.classifier.in_features \n",
    "    model.classifier = nn.Linear(num_ftrs, len(class_names))\n",
    "    model = model.to(device) \n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = CNN_Model(pretrained=True)\n",
    "criterion = nn.CrossEntropyLoss() \n",
    "optimizer = optim.Adam(model.parameters(), lr=0.005)\n",
    "exp_lr_scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=3, gamma=0.8) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:15.895109Z",
     "iopub.status.busy": "2020-12-05T07:36:15.894211Z",
     "iopub.status.idle": "2020-12-05T07:36:15.897511Z",
     "shell.execute_reply": "2020-12-05T07:36:15.898118Z"
    },
    "id": "y9Jb_lED40mH",
    "outputId": "70c2e152-cd5b-4332-9d2d-f85864ab00c4",
    "papermill": {
     "duration": 0.124196,
     "end_time": "2020-12-05T07:36:15.898271",
     "exception": false,
     "start_time": "2020-12-05T07:36:15.774075",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of trainable parameters: \n",
      "6955906\n"
     ]
    }
   ],
   "source": [
    "pytorch_total_params = sum(p.numel() for p in model.parameters() if p.requires_grad)\n",
    "print(\"Number of trainable parameters: \\n{}\".format(pytorch_total_params))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T07:36:17.328723Z",
     "iopub.status.busy": "2020-12-05T07:36:17.327678Z",
     "iopub.status.idle": "2020-12-05T08:05:26.184059Z",
     "shell.execute_reply": "2020-12-05T08:05:26.182297Z"
    },
    "id": "bPW9rQGJPtWY",
    "outputId": "5800afdd-59eb-4903-dc4a-97b35752b1f8",
    "papermill": {
     "duration": 1749.001006,
     "end_time": "2020-12-05T08:05:26.184247",
     "exception": false,
     "start_time": "2020-12-05T07:36:17.183241",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e3ed99380913424495f2f4d43ce746b0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.6569 | train Accuracy: 0.7368\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "260433a161f54a07a9019bb32b4499dc",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4178 | val Accuracy: 0.8000\n",
      "Epoch 2/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "901e28c75b124335a7187fa793e37247",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4769 | train Accuracy: 0.7926\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "609a09eb0a70434194d9d200c8726bd6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4175 | val Accuracy: 0.8000\n",
      "Epoch 3/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "70ecc9fdca4b4c5a9f7815bd315f8dc8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4821 | train Accuracy: 0.7868\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1a9a8e8531fb4cb58c2763e9ff21523d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4166 | val Accuracy: 0.8176\n",
      "Epoch 4/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9efcdcaed8554a768c53bb38342aad3a",
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       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4860 | train Accuracy: 0.7897\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1d97964d47f44536bfc14299d55be4a7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4157 | val Accuracy: 0.7941\n",
      "Epoch 5/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "73a51d153e8246bea139476af02ca3db",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4775 | train Accuracy: 0.7971\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0ba9372ed63947e6be21596a6e3f75f2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4200 | val Accuracy: 0.8176\n",
      "Epoch 6/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e54d4eacf201441fb6ac8578c7011b0e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4774 | train Accuracy: 0.7882\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b87ce11989734efea52111a5ad2ec0e7",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4113 | val Accuracy: 0.8176\n",
      "Epoch 7/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "23381acd097e473f96c6105f1f4f7634",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4876 | train Accuracy: 0.7809\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "73c41a3dd7694e54a78c7e932d9b6d8f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4155 | val Accuracy: 0.8000\n",
      "Epoch 8/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b7c092692aa84fef954574dfe4cf0ed6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4602 | train Accuracy: 0.8059\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b079e8dc3af445e49fe13ff8402c716d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4161 | val Accuracy: 0.8176\n",
      "Epoch 9/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8d9f2f2ca6f94ff4a429d741bc54effa",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4863 | train Accuracy: 0.7750\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c5e97c4507394dfc8f13e174907de722",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4127 | val Accuracy: 0.8000\n",
      "Epoch 10/10\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "739466d108b04401b2f9cd693f575543",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "train:   0%|          | 0/85 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train Loss: 0.4857 | train Accuracy: 0.7809\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ffb43815e31e40229a1f029065721d4f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val:   0%|          | 0/22 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "val Loss: 0.4172 | val Accuracy: 0.8176\n"
     ]
    }
   ],
   "source": [
    "base_model = train_validate_model(model, criterion, optimizer, exp_lr_scheduler, dataloaders, data_sizes, device, num_epochs=10)\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.156616,
     "end_time": "2020-12-05T08:05:30.260435",
     "exception": false,
     "start_time": "2020-12-05T08:05:30.103819",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Model Evaluation\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.153127,
     "end_time": "2020-12-05T08:05:30.882481",
     "exception": false,
     "start_time": "2020-12-05T08:05:30.729354",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "I take 200 Images from each class for testing from his repository."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T08:05:35.946811Z",
     "iopub.status.busy": "2020-12-05T08:05:35.945973Z",
     "iopub.status.idle": "2020-12-05T08:05:35.951041Z",
     "shell.execute_reply": "2020-12-05T08:05:35.950283Z"
    },
    "id": "pYAcMYROHhiv",
    "papermill": {
     "duration": 0.164379,
     "end_time": "2020-12-05T08:05:35.951166",
     "exception": false,
     "start_time": "2020-12-05T08:05:35.786787",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "TEST_DATA_PATH = './COVID19-DATASET/test/'\n",
    "\n",
    "test_transforms = transforms.Compose([\n",
    "                                      transforms.Resize((150,150)),\n",
    "                                      transforms.ToTensor(),\n",
    "                                      transforms.Normalize(mean=mean_nums, std=std_nums)\n",
    "])\n",
    "\n",
    "\n",
    "test_image = datasets.ImageFolder(TEST_DATA_PATH, transform=test_transforms)\n",
    "\n",
    "testloader = torch.utils.data.DataLoader(test_image, batch_size=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T08:05:36.327024Z",
     "iopub.status.busy": "2020-12-05T08:05:36.326249Z",
     "iopub.status.idle": "2020-12-05T08:05:57.183680Z",
     "shell.execute_reply": "2020-12-05T08:05:57.182956Z"
    },
    "id": "Ff-vTLmcS2VG",
    "outputId": "957c9dd3-3c2d-46d0-ac5a-4f31a7f95ada",
    "papermill": {
     "duration": 21.078387,
     "end_time": "2020-12-05T08:05:57.183832",
     "exception": false,
     "start_time": "2020-12-05T08:05:36.105445",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "e52f802c7d374c4099e3e310ef2a2fe2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/400 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_pred_list = []\n",
    "y_true_list = []\n",
    "with torch.no_grad():\n",
    "    for x_batch, y_batch in tqdm.tqdm(testloader, leave=False):\n",
    "        x_batch, y_batch = x_batch.to(device), y_batch.to(device)\n",
    "        y_test_pred = base_model(x_batch)\n",
    "        y_test_pred = torch.log_softmax(y_test_pred, dim=1)\n",
    "        _, y_pred_tag = torch.max(y_test_pred, dim = 1)\n",
    "        y_pred_list.append(y_pred_tag.cpu().numpy())\n",
    "        y_true_list.append(y_batch.cpu().numpy())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T08:05:57.499595Z",
     "iopub.status.busy": "2020-12-05T08:05:57.498807Z",
     "iopub.status.idle": "2020-12-05T08:05:57.502535Z",
     "shell.execute_reply": "2020-12-05T08:05:57.501789Z"
    },
    "id": "tL9SAsUwLQ5x",
    "papermill": {
     "duration": 0.163861,
     "end_time": "2020-12-05T08:05:57.502661",
     "exception": false,
     "start_time": "2020-12-05T08:05:57.338800",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "y_pred_list = [i[0] for i in y_pred_list]\n",
    "y_true_list = [i[0] for i in y_true_list]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T08:05:57.815225Z",
     "iopub.status.busy": "2020-12-05T08:05:57.814128Z",
     "iopub.status.idle": "2020-12-05T08:05:57.824212Z",
     "shell.execute_reply": "2020-12-05T08:05:57.824950Z"
    },
    "id": "whvypZEYNGkA",
    "outputId": "0090786e-4d42-46cb-aa9d-c50f4906bb37",
    "papermill": {
     "duration": 0.169157,
     "end_time": "2020-12-05T08:05:57.825152",
     "exception": false,
     "start_time": "2020-12-05T08:05:57.655995",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       0.73      0.95      0.83       200\n",
      "           1       0.94      0.66      0.77       200\n",
      "\n",
      "    accuracy                           0.81       400\n",
      "   macro avg       0.84      0.80      0.80       400\n",
      "weighted avg       0.84      0.81      0.80       400\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_true_list, y_pred_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T08:05:58.509136Z",
     "iopub.status.busy": "2020-12-05T08:05:58.507728Z",
     "iopub.status.idle": "2020-12-05T08:05:58.738833Z",
     "shell.execute_reply": "2020-12-05T08:05:58.738061Z"
    },
    "id": "ZyptU5r-ZNiL",
    "outputId": "7000543c-8f87-4844-9d80-be40651c183f",
    "papermill": {
     "duration": 0.403833,
     "end_time": "2020-12-05T08:05:58.738964",
     "exception": false,
     "start_time": "2020-12-05T08:05:58.335131",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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+bxFLkgbDzOgOn6gZfZ64JElTpQ9y+IyZ2CZJkuaRlbgkaSDZnS5JUi+K3emSJKmLrMQlSQMnwHzz9X4pbhKXJA2kfuhON4lLkgZSP0xsc0xckqQeZSUuSRo8fTI73SQuSRo4zdrpvZ/FTeKSpAHUH2unOyYuSVKPshKXJA2kPijETeKSpMFkd7okSeoaK3FJ0uDxFDNJknqTp5hJktTD+iCHOyYuSVKvshKXJA0ku9MlSepRfZDDTeKSpAGU/qjEHROXJKlHWYlLkgZOc4pZt6OYOJO4JGkAeRUzSZLURVbikqSB1AeFuElckjSY+qE73SQuSRo8fXIBFMfEJUnqUSZxSdLAGbqK2URvcz1OcnCSW5Nc0tH2v0kuT3JRkuOTLN22r5HkviQXtLdvzW3/JnFJ0kCajiQOHAJsM6ztDGCDqnoGcCXw0Y7n/lxVG7e3Pee2c5O4JGkgJRO/zU1V/Qq4c1jbT6pqdvvwHGDV8b4Hk7gkSd3zFuDHHY/XTPKHJL9MsvncXuzsdEnSQJqkU8yWTzKr4/GBVXXgGI//cWA2cGTbdDOwWlXdkWQT4IQk61fV30fbh0lckjR4Ju8Us9uratN5PnzyJmB7YOuqKoCqegB4oL1/XpI/A+sAs0bbj93pkiRNoyTbAB8GdqiqezvaV0gyf3t/LWBt4Oo57ctKXJI0cDJNF0BJchSwJU23+w3AJ2lmoy8MnNHGcE47E30LYJ8kDwGPAHtW1Z0j7rhlEpckDaTpWLGtqnYdofk7o2x7HHDcvOzfJC5JGkjz9cG6q46JS5LUo6zEJUkDqQ8KcZO4JGnwNCuu9X4WN4lLkgbSfL2fwx0TlySpV1mJS5IGkt3pkiT1qD7I4XanS5LUq6zEJUkDJzRLr/Y6k7gkaSD1w+x0k7gkafBkei6AMtUcE5ckqUdZiUuSBlIfFOImcUnS4AlexUySJHWRlbgkaSD1QSFuEpckDaZ+mJ1uEpckDZzmUqTdjmLiHBOXJKlHWYlLkgZSP8xOHzWJJ/k/oEZ7vqreMyURSZI0DXo/hc+5Ep81bVFIkjTN+npiW1Ud2vk4yWJVde/UhyRJksZirhPbkjw3yR+By9vHGyX55pRHJknSFGlWbJv4rdvGMjv9K8BLgTsAqupCYIspjEmSpKnVXsVsorduG9MpZlV1/bCmh6cgFkmSNA/GcorZ9UmeB1SSBYH3ApdNbViSJE2tGVBIT9hYkviewFeBVYCbgNOBvaYyKEmSptpM6A6fqLkm8aq6HdhtGmKRJGlaDE1s63VjmZ2+VpKTktyW5NYkP0qy1nQEJ0mSRjeWiW3fA34ArAw8CTgGOGoqg5IkaaoNyuz0xarq8Kqa3d6OABaZ6sAkSZpKmYRbt81p7fRl27s/TvIR4Ps0a6nvDJw6DbFJkjQlkj6/AApwHk3SHnqXb+94roCPTlVQkiRp7ua0dvqa0xmIJEnTqQ8K8bFdTzzJBsDT6RgLr6rDpiooSZKm2kyYmDZRc03iST4JbEmTxE8FtgV+DZjEJUnqorHMTn8NsDXw16p6M7ARsNSURiVJ0hRLJn7rtrEk8fuq6hFgdpInALcCT57asCRJmjohzJeJ3+Z6nOTgdqG0Szralk1yRpI/tf8u07YnydeSXJXkoiTPnNv+x5LEZyVZGjiIZsb6+cBvx/A6SZJmpkmowsdYiR8CbDOs7SPAz6pqbeBn7WNohqvXbm9vAw6Y287Hsnb6O9u730pyGvCEqrpoTKFLkjTAqupXSdYY1rwjzVwzgEOBM4H/atsPq6oCzkmydJKVq+rm0fY/p8VeRi3jkzyzqs4f0zvoMWuuuTL7HvLxbochjcsW+57Z7RCkcbv8r/+Y1uN1cXb6Sh2J+a/ASu39VYDrO7a7oW2b9yQOfGkOzxWw1dzjlCRpZhrLePIYLJ9kVsfjA6vqwLG+uKoqSY334HNa7OWF492pJEkzWZi0Svz2qtp0Hl9zy1A3eZKVaSaMA9zIYyeOr9q2jWqSvohIkqQxOhHYvb2/O/CjjvY3trPUnwPcPafxcBjjim2SJPWb+aZhSDzJUTST2JZPcgPwSeALwA+S7AH8Bdip3fxU4GXAVcC9wJvntn+TuCRpIE1HEq+qXUd5ausRti1gr3nZ/1y709uy/vVJ9m4fr5Zks3k5iCRJmnxjGRP/JvBcYOjbxD+Ab0xZRJIkTbFmsZZM+NZtY+lOf3ZVPTPJHwCq6q4kC01xXJIkTanp6E6famNJ4g8lmZ/m3HCSrAA8MqVRSZI0xWZAIT1hY+lO/xpwPLBiks/RXIb0f6Y0KkmSNFdjWTv9yCTn0cykC/CKqrpsyiOTJGmKBMZ0FbKZbq5JPMlqNOerndTZVlXXTWVgkiRNpX5Y7WwsY+Kn0IyHB1gEWBO4Alh/CuOSJGlK9UEhPqbu9A07H7dXN3vnKJtLkqRpMs8rtlXV+UmePRXBSJI0HZIMzJj4Bzoezgc8E7hpyiKSJGka9EEOH1MlvmTH/dk0Y+THTU04kiRprOaYxNtFXpasqg9NUzySJE2Lvl6xLckCVTU7yfOnMyBJkqbaIJwn/nua8e8LkpwIHAPcM/RkVf1wimOTJGnK9EEOH9OY+CLAHcBWPHq+eAEmcUmSumhOSXzFdmb6JTyavIfUlEYlSdJUSp+PiQPzA0vw2OQ9xCQuSeppGTG99ZY5JfGbq2qfaYtEkqRp0kxs63YUEzen9d/74O1JktS/5lSJbz1tUUiSNM36oRIfNYlX1Z3TGYgkSdMpfXCOWT9cTlWSpIE0z1cxkySp1/XLxDaTuCRp8GRwVmyTJKnv9MPa6Y6JS5LUo6zEJUkDxzFxSZJ6WB/0ppvEJUmDKMzXBwuTOiYuSVKPshKXJA2cYHe6JEm9qU+uJ253uiRJPcpKXJI0kPphsReTuCRp4DgmLklSD+uHStwxcUmSepSVuCRpIPVBIW4SlyQNntAfXdEmcUnS4AlkikvxJOsCR3c0rQXsDSwN/AdwW9v+sao6dTzHMIlLkjQFquoKYGOAJPMDNwLHA28G9q+q/SZ6DJO4JGkgTfOQ+NbAn6vqL5PZA9APQwKSJM2T5nrimfANWD7JrI7b20Y55C7AUR2P35XkoiQHJ1lmvO/DJC5J0vjdXlWbdtwOHL5BkoWAHYBj2qYDgKfQdLXfDHxpvAe3O12SNJCmsTt9W+D8qroFYOhfgCQHASePd8cmcUnSQJrG88R3paMrPcnKVXVz+/CVwCXj3bFJXJI0gDLlp5gBJFkceDHw9o7mfZNsDBRw7bDn5olJXJKkKVJV9wDLDWt7w2Tt3yQuSRo4rtgmSVIPm47u9KlmEpckDaTeT+H90ZsgSdJAshKXJA2eabgAynQwiUuSBk6/TGzrh/cgSdJAshKXJA0ku9MlSepRvZ/CTeKSpAHVB4W4Y+KSJPUqK3FJ0sBpZqf3filuEpckDSS70yVJUtdYiUuSBlCI3emSJPWmfuhON4lLkgZOv0xsc0xckqQeZSUuSRo8sTtdkqSeZRKXJKlH9cPsdMfEJUnqUVbikqSBE2C+3i/ETeKSpMFkd7okSeoaK3FJ0kBydrokST2qH7rTTeKaMvf8/W4O2OdDXHfV5SThnZ/6MgsvsigHfu4j3H/vPazwpFV57/98g8WWWLLboUoAfGK7dXnBU5fjrnsfYteDzgXg7VuswRbrLE8V3HnPg+xz8uXc/s8HWX25xdh7u3VZ94lLcsAvr+HI313f5eg1L/plYptj4poyB++7Nxs/b0u+dsJZ7PeDn7LqmmtzwKc/xG7v+RhfPvbnbLbVtvzo0AO6Hab0L6dc9Ffe+/2LHtN2xDnXs9u3Z/H678zi11fdwVtfsAYAf7/vIfY74yqTt7rKJK4pcc8//s5l55/D1q98HQALLrgQiz9hKW6+7mqevslzANjoOVvwu5+d0s0wpcf4w/V38/f7Zz+m7Z4HH/7X/UUXnJ+iALjr3oe47OZ/MPuRmtYYNVkyKf91m93pmhK33ngdT1hmOb6x9/u59spLecrTn8GbP/wZVl1rHc79xWlsttW2/PaMk7n9rzd1O1Rprt7x72vysg1X4p8PPMw7jryg2+FoMvTJ2ukDU4knuTbJ8t2OY1A8/PDDXH35xbxkpzey39FnsPAii3H8wV9nr09/mdN+cCgf3vWl3HfPP1lgwYW6Hao0Vwf88hpe/vVzOO2SW3jtJqt0OxxNkkzCrdt6Ioknscegxyy30sost+LKrLPhMwF4zou355rLLmaVNddm7299n32POp0XbPsKnrjq6l2OVBq70y69ha3WW6HbYUj/Mm1JPMkaSS5LclCSS5P8JMmiSTZOck6Si5Icn2SZdvszk3wlySzgve3j/ZPMavfzrCQ/TPKnJJ/tOM4JSc5rj/G26Xp/eqxlll+R5Z74JG689ioALv7dWay61trcfeftADzyyCMce9BXefFr39DNMKW5evIyi/7r/r+vszzX3nFvF6PRZGlmp2fCt26b7gp3bWDXqvqPJD8AXg18GHh3Vf0yyT7AJ4H3tdsvVFWbAiR5OfBgVW2a5L3Aj4BNgDuBPyfZv6ruAN5SVXcmWRQ4N8lxbfuo2mT/NoDlV7arbLLs8V+f5asfexezH3qIlVZZjb322Z9fnnQspx19CADP3npbttpxl+4GKXX4zI5PY5PVl2bpRRfkpHc9l4POuobnPWU5Vl9uMR6p4q93388XfnwlAMstvhCHvHkTFl94fqpgl2etyi4H/v4xE+E0s3U/BU/cdCfxa6rqgvb+ecBTgKWr6pdt26HAMR3bHz3s9Se2/14MXFpVNwMkuRp4MnAH8J4kr2y3ezLNF4c5JvGqOhA4EOAp62/kVNNJsuZ6G7Dv9057TNt2u72V7XZ7a5cikubsv3902ePaTrzwryNue8c9D/Lyr/92qkOS5mi6k/gDHfcfBpaey/b3jPL6R4bt6xFggSRbAi8CnltV9yY5E1hknLFKkvpZH5Ti3Z7YdjdwV5LN28dvAH45h+3nZingrjaBrwc8Z6IBSpL6k+eJT47dgW8lWQy4GnjzBPZ1GrBnksuAK4BzJiE+SVIfmgHz0iZs2pJ4VV0LbNDxeL+Opx9XMVfVlqM9rqozgTNH2XbbUY6/xjyEK0nShCW5FvgHzRDy7HZy9rI0c77WAK4Fdqqqu8az/253p0uS1BXTuNjLC6tq46GzrYCPAD+rqrWBn7WPx8UkLkkaTN1bsm1HmrOxaP99xXh3ZBKXJA2cJgdPy8S2An7SLkI2tADZSkOnSAN/BVYa7/uYCRPbJEnqVcu3K4sOObBde2TIC6rqxiQrAmckubzzxVVVSca9PolJXJI0eCbvKma3d4x1P05V3dj+e2uS44HNgFuSrFxVNydZGbh1vAe3O12SNJCmekg8yeJJlhy6D7wEuIRm9dHd2812p1lGfFysxCVJmhorAcenKfkXAL5XVaclORf4QZI9gL8AO433ACZxSdJgmuLFXqrqamCjEdrvALaejGOYxCVJA2hmLJs6USZxSdJA6odlV53YJklSj7ISlyQNnIktuDZzmMQlSYOpD7K4SVySNJD6YWKbY+KSJPUoK3FJ0kDqh9npJnFJ0kDqgxxud7okSb3KSlySNHj65Bwzk7gkaSD1w+x0k7gkaeCE/pjY5pi4JEk9ykpckjSQ+qAQN4lLkgZUH2Rxk7gkaSD1w8Q2x8QlSepRVuKSpIHUD7PTTeKSpIHUBznc7nRJknqVlbgkaTD1QSluEpckDZxm6fTez+ImcUnS4El/TGxzTFySpB5lJS5JGkh9UIibxCVJA6oPsrhJXJI0gNIXE9scE5ckqUdZiUuSBlI/zE43iUuSBk7oiyFxu9MlSepVVuKSpMHUB6W4SVySNJD6YXa6SVySNJD6YWKbY+KSJPUoK3FJ0kDqg0LcJC5JGkB9chUzk7gkaUD1fhZ3TFySpB5lEpckDZzQdKdP9DbHYyRPTvKLJH9McmmS97btn0pyY5IL2tvLxvs+7E6XJA2kaehMnw18sKrOT7IkcF6SM9rn9q+q/SZ6AJO4JElToKpuBm5u7/8jyWXAKpN5DLvTJUkDaZK605dPMqvj9raRj5U1gH8Dftc2vSvJRUkOTrLMeN+DlbgkaSBN0rKrt1fVpnM8TrIEcBzwvqr6e5IDgM8A1f77JeAt4zm4SVySNJimYVA8yYI0CfzIqvohQFXd0vH8QcDJ492/3emSJE2BJAG+A1xWVV/uaF+5Y7NXApeM9xhW4pKkgTQNhfjzgTcAFye5oG37GLBrko1putOvBd4+3gOYxCVJA2cs53lPVFX9mpG/K5w6WcewO12SpB5lJS5JGkiTNDu9q0zikqTB1Ps53CQuSRpMfZDDHROXJKlXWYlLkgbSVM9Onw4mcUnSAIoT2yRJ6kVD1xPvdY6JS5LUo0zikiT1KLvTJUkDye50SZLUNVbikqSB5Ox0SZJ60TRcxWw6mMQlSQMnuOyqJEnqIitxSdJg6oNS3CQuSRpITmyTJKlH9cPENsfEJUnqUVbikqSB1AeFuElckjSg+iCL250uSVKPshKXJA0kZ6dLktSDQn/MTk9VdTuGGSXJbcBfuh1HH1seuL3bQUjj5O/v1Fq9qlaYjgMlOY3m5zlRt1fVNpOwn3ExiWtaJZlVVZt2Ow5pPPz91UzjxDZJknqUSVySpB5lEtd0O7DbAUgT4O+vZhTHxCVJ6lFW4pIk9SiTuCRJPcokrhkn6YclGCRp6pnENWMkWRKgnKihHpRkiySv6HYcGiwuu6oZIcnLgV2S3AccB1xWVdd2NyppniwLHJTkkao6sdvBaDA4O11dl+QZwLHA64CnAZu1T/1fVV3ZtcCkMUqSqqokOwBfAT5QVSd0NyoNAitxzQSrA7+rqlnArCTLAtsD/5Fk/6q6qbvhSSMbSt5DQ0BVdWKS+YH9k2Ai11RzTFwzwcXACkne3D5eDrgIWJCmi1KacYYSeHt/uyRvSLJ6VR0PvJsmke/Q3SjV70zi6ookKyYZ6gm6FTgYeHuS44HNquqDwN3AG7sVozQnHQn8XcB/A08Bfp5k+6o6GdgLODzJdl0MU33O7nRNu3YG74doJgEdVVX3JjkGOB1YgUcvBXsbsGR3opTmLskLgFcBWwJ7ALOBDyRZsKqOT/Ja4Oouhqg+58Q2TaskqwEnA5fS/HG7DPhBVT04bLv3Am8Fdq2qS6Y9UGkEnV3oHW2rAs8B9qyqFyX5LPB24PVVdXo34tTgsDtd06qqrgPeBuwJXA88C9gpySIASeZvF3tZCxO4ZpiOLvTnJtmybbsBeCJwRbvZJcBvaOZ1SFPKSlzTIsnTgXcB76mq2W3bgsBbgPWB31fVEUmeWlVXdTFU6XGGTWJ7D03X+YLAacBngHWAvYH7ab6AvtbfY00HK3FNuSTzAQEWBfYbmtBWVQ8BhwJ/BNZJchRwdpLlXHpVM8WwBL4AzbyNZwGbAGsAH6SZnPkx4CxgFxO4pouVuKZUkvmq6pH2/mtoKpiLgI9V1cMd2x0PbAzsWFV2Q2pGGJbAPwhsTjML/d1VdWaSlYADaIaGPlFV/+hetBpEVuKaUh0J/EM04+DXARsBXxuqyJOsSzMxyASuGaUjgW8BvJQmYf8YeF+SzarqFppTyZYHFutaoBpYVuKaEu2M3Xuq6q4kSwE/BHaqqjuSbAi8n6YL8hNVNTvJ8lV1ezdjloYMq8C3B94HnFFVX0yyAvB6YAtgv6o6O8n8nT1L0nSxEtekS7IiTdX9UJKFgAeBlYBntptcQbNK2yuAzwKYwDVTDEvgr6eZqHYz8OwkT6qq24DDgHOBvdozK6yG1BVW4ppUHReCWBJYj2b1tW8k2Y2mevlMVf0myZuAdYGvV9WNXQxZGlGS5wKfqqqXto+PpFlF8HNVdWO7xj9VdWcXw9SAc8U2TaqOhTAWARYGtkpyD3A2sBBwbJITge2AF5nANdO0Z0ZsCBwIXJJksaq6l2ZS5v8DvpDkw1V1czfjlMDudE2yNNalmYF+Jc1EoK2B5wPfA14MHA5sUVVXjLojaRp1ntLYXpTsImBf4MnAJkkWqqr7aYaJ7sPuc80Qdqdrwjq60DtPJ9sH+FNVHd6eWvZy4PfA96rqrm7GK42mHfZZm2bS5RE0PUZvAT4NnFtVD3QxPOlxrMQ1YR1d6P/W0Xwh8Jr2+WNpTst5BvDI9EYnjU2SvWguIXoXzXyN09vbocB+PDoxU5oxrMQ1bp0VOLAUMAs4BfhpVZ2Y5LvATVX18Xb7Jarqn10MWfqXjt/foX+/BRxcVb9vn/8YsFZVvbVN8Ce1a/9LM4aVuMZl2NWclm+7yDcEzgd2SPJTmqT+1PY8cUzgmimG/f6u3a7jvyrNJUWHnEz7N7KqvmEC10zk7HSNS8d5tO8EdklyC3BdVX0QOCTJfwJbtbeFuxep9FjDzgN/F81CLsfTDAG9J8ntVXUwzZfSNZIsDdw9/BKk0kxgd7rmybA/gNsCXwR2ppmxewRwc1W9tn1+WZrfsTu6Fa80miQ7ANvT/A6/BHgC8LT2/nHAC4Gdq+rSrgUpzYVJXGM2LIGvRXMN5W2r6r87tjkT+GxV/bQ7UUpzl2QV4Lc08zfekmRh4NU0p5QtQ3OO+N1+AdVM55i4xqwjgb8D+CrNNZRf217JacgVwOwuhCeNWbvI0PuAbZLs0p469n3gNpozKO40gasXOCauedJ2Qb4D2L6qrkuyJnBOkvcDqwOb0XRPSjNaVf0wyQPA55NQVd9PcgiwuJcUVa8wiWtePQn4fpvA56+qTya5meYc8ScDr6+qq7sbojQ2VXVKkkeAA5PMbtc0MIGrZ9idrnn1F2CLJOt2XHrxVprVrN7iJCD1mqr6Mc2qbOd3OxZpXjmxTfMkyROA/6TpxTmbZpGX9wGvq6o/dTE0SRo4JnHNsyQrAzsCO9BcmvHz7QUjJEnTyCSucUuyEEBVPdjtWCRpEJnEJUnqUU5skySpR5nEJUnqUSZxSZJ6lElckqQeZRKXJKlHmcSlCUjycJILklyS5Jgki01gX4ckeU17/9tJnj6HbbdM8rxxHOPaJMuPtX3YNv+cx2N9KsmH5jVGSWNnEpcm5r6q2riqNgAeBPbsfDLJuK5PUFVvrao/zmGTLYF5TuKS+otJXJo8ZwFPbavks5KcCPwxyfxJ/jfJuUkuSvJ2aK7PnuTrSa5I8lNgxaEdJTkzyabt/W2SnJ/kwiQ/S7IGzZeF97e9AJsnWSHJce0xzk3y/Pa1yyX5SZJLk3wbyNzeRJITkpzXvuZtw57bv23/WZIV2ranJDmtfc1ZSdablE9T0lx5FTNpErQV97bAaW3TM4ENquqaNhHeXVXPSrIwcHaSn9Bc+W1d4OnASsAfgYOH7XcF4CBgi3Zfy1bVnUm+BfyzqvZrt/sesH9V/TrJasDpwNOATwK/rqp9kmwH7DGGt/OW9hiLAucmOa69tvbiwKyqen+Svdt9vws4ENizqv6U5NnAN4GtxvExSppHJnFpYhZNckF7/yzgOzTd3L+vqmva9pcAzxga76a5aMzawBbAUe3V4G5K8vMR9v8c4FdD+6qqO0eJ40XA05N/FdpPSLJEe4xXta89JcldY3hP70nyyvb+k9tY7wAeAY5u248Aftge43nAMR3HXngMx5A0CUzi0sTcV1Ubdza0yeyezibg3VV1+rDtXjaJccwHPKeq7h8hljFLsiXNF4LnVtW9Sc4EFhll82qP+7fhn4Gk6eGYuDT1TgfekWRBgCTrJFkc+BWwcztmvjLwwhFeew7N9dvXbF+7bNv+D2DJju1+Arx76EGSjdu7vwJe17ZtCywzl1iXAu5qE/h6ND0BQ+YDhnoTXkfTTf934Jokr22PkSQbzeUYkiaJSVyaet+mGe8+P8klwP+j6QU7HvhT+9xhwG+Hv7CqbgPeRtN1fSGPdmefBLxyaGIb8B5g03bi3B95dJb8p2m+BFxK061+3VxiPQ1YIMllwBdovkQMuQfYrH0PWwH7tO27AXu08V1Kc5laSdPAq5hJktS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      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "cm =  confusion_matrix(y_true_list, y_pred_list)\n",
    "\n",
    "plot_confusion_matrix(cm = cm, \n",
    "                      normalize    = False,\n",
    "                      target_names = ['covid19','normal'],\n",
    "                      title        = \"Confusion Matrix\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "execution": {
     "iopub.execute_input": "2020-12-05T08:05:59.056627Z",
     "iopub.status.busy": "2020-12-05T08:05:59.055872Z",
     "iopub.status.idle": "2020-12-05T08:05:59.128398Z",
     "shell.execute_reply": "2020-12-05T08:05:59.127592Z"
    },
    "papermill": {
     "duration": 0.234259,
     "end_time": "2020-12-05T08:05:59.128523",
     "exception": false,
     "start_time": "2020-12-05T08:05:58.894264",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "torch.save(base_model.state_dict(), './best_model.pth')"
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit",
   "language": "python",
   "name": "python3"
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    "version": 3
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   "pygments_lexer": "ipython3",
   "version": "3.8.10"
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  "papermill": {
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   "end_time": "2020-12-05T08:06:02.553839",
   "environment_variables": {},
   "exception": null,
   "input_path": "__notebook__.ipynb",
   "output_path": "__notebook__.ipynb",
   "parameters": {},
   "start_time": "2020-12-05T07:34:51.273415",
   "version": "2.1.0"
  },
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