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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2fdbd272",
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fbe29f72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: opencv-python in c:\\users\\preetham\\anaconda3\\lib\\site-packages (4.7.0.72)\n",
      "Requirement already satisfied: numpy>=1.19.3 in c:\\users\\preetham\\anaconda3\\lib\\site-packages (from opencv-python) (1.22.4)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install opencv-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "780c794a",
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy.random import seed\n",
    "seed(101)\n",
    "\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "\n",
    "import os\n",
    "import cv2\n",
    "\n",
    "import imageio\n",
    "import skimage\n",
    "import skimage.io\n",
    "import skimage.transform\n",
    "\n",
    "from skimage.io import imread, imshow\n",
    "from skimage.transform import resize\n",
    "\n",
    "\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.model_selection import train_test_split\n",
    "import itertools\n",
    "import shutil\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "8268032c",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "IMAGE_HEIGHT_ORIG = 650\n",
    "IMAGE_WIDTH_ORIG = 650\n",
    "\n",
    "NUM_TEST_IMAGES = 10\n",
    "\n",
    "IMAGE_HEIGHT = 256\n",
    "IMAGE_WIDTH = 256\n",
    "IMAGE_CHANNELS = 3\n",
    "\n",
    "BATCH_SIZE = 10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "353024f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['.ipynb_checkpoints',\n",
       " 'bone_image_dir',\n",
       " 'brain_image_dir',\n",
       " 'Colab_Notebook_Intracranial_Hemorrhage_Analyzer.ipynb',\n",
       " 'computed-tomography-images-for-intracranial-hemorrhage-detection-and-segmentation-1.0.0',\n",
       " 'df_data.csv.gz',\n",
       " 'df_test.csv.gz',\n",
       " 'df_train.csv.gz',\n",
       " 'df_val.csv.gz',\n",
       " 'mask_dir',\n",
       " 'Untitled.ipynb']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = 'C:/Users/PREETHAM/cranial hemm/'\n",
    "os.listdir(path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "2ad39ef9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ct_ich.yml',\n",
       " 'hemorrhage_diagnosis.csv',\n",
       " 'LICENSE.txt',\n",
       " 'Patients_CT',\n",
       " 'patient_demographics.csv',\n",
       " 'README.txt',\n",
       " 'SHA256SUMS.txt',\n",
       " 'split_data.py']"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# This is how to access the downloaded folders\n",
    "\n",
    "base_path = \"computed-tomography-images-for-intracranial-hemorrhage-detection-and-segmentation-1.0.0/\"\n",
    "\n",
    "os.listdir(base_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ae95d7cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to perform the augmentations\n",
    "\n",
    "def augment_image_and_mask(augmentation, image, mask):\n",
    "    \n",
    "    \"\"\"\n",
    " \n",
    "    Uses the Albumentations library.\n",
    "    \n",
    "    Inputs: \n",
    "    1. augmentation - this is the instance of type of augmentation to do \n",
    "    e.g. aug_type = HorizontalFlip(p=1) \n",
    "    # p=1 is the probability of the transform being executed.\n",
    "    \n",
    "    2. image - image with shape (h,w)\n",
    "    3. mask - mask with shape (h,w)\n",
    "    \n",
    "    Output:\n",
    "    Augmented image as a numpy array.\n",
    "    Augmented mask as a numpy array.\n",
    "    \n",
    "    \"\"\"\n",
    "    # get the transform as a dict\n",
    "    aug_image_dict =  augmentation(image=image, mask=mask)\n",
    "    # retrieve the augmented matrix of the image\n",
    "    image_matrix = aug_image_dict['image']\n",
    "    \n",
    "    mask_matrix = aug_image_dict['mask']\n",
    "    \n",
    "    return image_matrix, mask_matrix\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "98a4b300",
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "\n",
    "! pip install segmentation-models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "afcf1932",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2501, 9)\n"
     ]
    },
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
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      "text/plain": [
       "   PatientNumber  SliceNumber  Intraventricular  Intraparenchymal  \\\n",
       "0             49            1                 0                 0   \n",
       "1             49            2                 0                 0   \n",
       "2             49            3                 0                 0   \n",
       "3             49            4                 0                 0   \n",
       "4             49            5                 0                 0   \n",
       "\n",
       "   Subarachnoid  Epidural  Subdural  Fracture_Yes_No  Has_Hemorrhage  \n",
       "0             0         0         0                0               0  \n",
       "1             0         0         0                0               0  \n",
       "2             0         0         0                0               0  \n",
       "3             0         0         0                0               0  \n",
       "4             0         0         0                0               0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = base_path + 'hemorrhage_diagnosis.csv'\n",
    "df_diag = pd.read_csv(path)\n",
    "\n",
    "# The existing No_Hemorrhage target column is not intuitive. \n",
    "# Create a new target column to make the binary targets easier to understand.\n",
    "\n",
    "def swap_target(x):\n",
    "    if x == 0:\n",
    "        return 1\n",
    "    else:\n",
    "        return 0\n",
    "\n",
    "# create a new target column\n",
    "df_diag['Has_Hemorrhage'] = df_diag['No_Hemorrhage'].apply(swap_target)\n",
    "\n",
    "# drop the old target column\n",
    "df_diag = df_diag.drop('No_Hemorrhage', axis=1)\n",
    "\n",
    "print(df_diag.shape)\n",
    "\n",
    "df_diag.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1ee3bb60",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [PatientNumber, SliceNumber, Intraventricular, Intraparenchymal, Subarachnoid, Epidural, Subdural, Fracture_Yes_No, Has_Hemorrhage]\n",
       "Index: []"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Patient 84\n",
    "# Brain image 36.jpg exists but bone image 36.jpg is missing.\n",
    "\n",
    "# Therefore, we will drop this row from the dataframe.\n",
    "\n",
    "index_to_drop = df_diag[(df_diag['PatientNumber'] == 84) & (df_diag['SliceNumber'] == 36)].index\n",
    "\n",
    "index_to_drop = index_to_drop[0]\n",
    "\n",
    "df_diag = df_diag.drop(index_to_drop, axis=0)\n",
    "\n",
    "\n",
    "# Check that the row that we dropped has been removed\n",
    "df_diag[df_diag.index == index_to_drop]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6f8faacd",
   "metadata": {},
   "outputs": [
    {
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       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
       "      <th>mask_fname</th>\n",
       "      <th>new_mask_fname</th>\n",
       "      <th>image_fname</th>\n",
       "      <th>new_image_fname</th>\n",
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       "      <td>3_HGE_Seg.jpg</td>\n",
       "      <td>49_3_HGE_Seg.jpg</td>\n",
       "      <td>3.jpg</td>\n",
       "      <td>49_3.jpg</td>\n",
       "    </tr>\n",
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       "      <th>3</th>\n",
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       "      <td>4_HGE_Seg.jpg</td>\n",
       "      <td>49_4_HGE_Seg.jpg</td>\n",
       "      <td>4.jpg</td>\n",
       "      <td>49_4.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>0</td>\n",
       "      <td>5_HGE_Seg.jpg</td>\n",
       "      <td>49_5_HGE_Seg.jpg</td>\n",
       "      <td>5.jpg</td>\n",
       "      <td>49_5.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PatientNumber  SliceNumber  Intraventricular  Intraparenchymal  \\\n",
       "0             49            1                 0                 0   \n",
       "1             49            2                 0                 0   \n",
       "2             49            3                 0                 0   \n",
       "3             49            4                 0                 0   \n",
       "4             49            5                 0                 0   \n",
       "\n",
       "   Subarachnoid  Epidural  Subdural  Fracture_Yes_No  Has_Hemorrhage  \\\n",
       "0             0         0         0                0               0   \n",
       "1             0         0         0                0               0   \n",
       "2             0         0         0                0               0   \n",
       "3             0         0         0                0               0   \n",
       "4             0         0         0                0               0   \n",
       "\n",
       "      mask_fname    new_mask_fname image_fname new_image_fname  \n",
       "0  1_HGE_Seg.jpg  49_1_HGE_Seg.jpg       1.jpg        49_1.jpg  \n",
       "1  2_HGE_Seg.jpg  49_2_HGE_Seg.jpg       2.jpg        49_2.jpg  \n",
       "2  3_HGE_Seg.jpg  49_3_HGE_Seg.jpg       3.jpg        49_3.jpg  \n",
       "3  4_HGE_Seg.jpg  49_4_HGE_Seg.jpg       4.jpg        49_4.jpg  \n",
       "4  5_HGE_Seg.jpg  49_5_HGE_Seg.jpg       5.jpg        49_5.jpg  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create new columns\n",
    "\n",
    "\n",
    "def get_mask_fname(row):\n",
    "    \n",
    "    #if row['Has_Hemorrhage'] == 1:\n",
    "        \n",
    "    mask_id = str(row['SliceNumber']) + '_HGE_Seg.jpg'\n",
    "    return mask_id\n",
    "    \n",
    "\n",
    "\n",
    "# create a new column with mask file names\n",
    "df_diag['mask_fname'] = df_diag.apply(get_mask_fname, axis=1)\n",
    "\n",
    "\n",
    "def new_mask_fname(row):\n",
    "    \n",
    "    #if row['Has_Hemorrhage'] == 1:\n",
    "        \n",
    "    mask_id = str(row['PatientNumber']) + '_' + str(row['SliceNumber']) + '_HGE_Seg.jpg'\n",
    "    return mask_id\n",
    "    \n",
    "\n",
    "\n",
    "# create a new column with a new mask file names\n",
    "df_diag['new_mask_fname'] = df_diag.apply(new_mask_fname, axis=1)\n",
    "\n",
    "\n",
    "def assign_image_fname(row):\n",
    "    \n",
    "    image_fname = str(row['SliceNumber']) + '.jpg'\n",
    "    \n",
    "    return image_fname\n",
    "\n",
    "# create a new column with image file names\n",
    "df_diag['image_fname'] = df_diag.apply(assign_image_fname, axis=1)\n",
    "\n",
    "\n",
    "\n",
    "def assign_new_fname(row):\n",
    "         \n",
    "    mask_id = str(row['PatientNumber']) + '_' + str(row['SliceNumber']) + '.jpg'\n",
    "    \n",
    "    return mask_id\n",
    "    \n",
    "\n",
    "\n",
    "# create a new column with new image file names\n",
    "df_diag['new_image_fname'] = df_diag.apply(assign_new_fname, axis=1)\n",
    "\n",
    "\n",
    "df_diag.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e0ca8632",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "82"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = base_path + 'Patients_CT'\n",
    "\n",
    "folder_list = os.listdir(path)\n",
    "\n",
    "len(folder_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "55cdd05c",
   "metadata": {},
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[WinError 183] Cannot create a file when that file already exists: 'mask_dir'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[1;32mIn [13]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# create a new mask dir\u001b[39;00m\n\u001b[0;32m      2\u001b[0m mask_dir \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmask_dir\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmask_dir\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] Cannot create a file when that file already exists: 'mask_dir'"
     ]
    }
   ],
   "source": [
    "# create a new mask dir\n",
    "mask_dir = 'mask_dir'\n",
    "os.mkdir(mask_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4b5c0cf9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For non blank masks\n",
    "\n",
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    # filter by Has_Hemorrhage\n",
    "    df = df[df['Has_Hemorrhage'] == 1]\n",
    "    \n",
    "    # get the list of mask file names\n",
    "    mask_list = list(df['mask_fname'])\n",
    "    \n",
    "    for fname in mask_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # Source path to mask.\n",
    "        # All masks are in the brain folder.\n",
    "        path = base_path + 'Patients_CT/' + folder_name + '/brain'\n",
    "        src = os.path.join(path, fname)\n",
    "        # destination path to mask\n",
    "        dst = os.path.join(mask_dir, new_fname)\n",
    "        # copy the mask from the source to the destination\n",
    "        shutil.copyfile(src, dst)\n",
    "        \n",
    " \n",
    "# Check how many masks are in the new folder. (Should be 318)\n",
    "len(os.listdir('mask_dir'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c58ecf03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# For blank masks\n",
    "\n",
    "blank_mask = np.zeros((IMAGE_HEIGHT_ORIG, IMAGE_WIDTH_ORIG))\n",
    "\n",
    "\n",
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    # filter by Has_Hemorrhage\n",
    "    df = df[df['Has_Hemorrhage'] == 0]  # <-- for empty masks change filter here\n",
    "    \n",
    "    # get the list of mask file names\n",
    "    mask_list = list(df['mask_fname'])\n",
    "    \n",
    "    for fname in mask_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # set the destination where the file will be saved\n",
    "        dst = os.path.join(mask_dir, new_fname)\n",
    "      \n",
    "        # save the image\n",
    "        cv2.imwrite(dst, blank_mask)\n",
    "        \n",
    " \n",
    "# Check how many masks are in the new folder. (Should be 2500)\n",
    "len(os.listdir('mask_dir'))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "e9833adf",
   "metadata": {},
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[WinError 183] Cannot create a file when that file already exists: 'brain_image_dir'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[1;32mIn [16]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# create a new mask dir\u001b[39;00m\n\u001b[0;32m      2\u001b[0m brain_image_dir \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbrain_image_dir\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbrain_image_dir\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] Cannot create a file when that file already exists: 'brain_image_dir'"
     ]
    }
   ],
   "source": [
    "# create a new mask dir\n",
    "brain_image_dir = 'brain_image_dir'\n",
    "os.mkdir(brain_image_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "fd3a4539",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    \n",
    "    # get the list of image file names\n",
    "    image_list = list(df['image_fname'])\n",
    "    \n",
    "    for fname in image_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # source path to image\n",
    "        path = base_path + 'Patients_CT/' + folder_name + '/brain'\n",
    "        src = os.path.join(path, fname)\n",
    "        # destination path to mask\n",
    "        dst = os.path.join(brain_image_dir, new_fname)\n",
    "        # copy the mask from the source to the destination\n",
    "        shutil.copyfile(src, dst)\n",
    "        \n",
    "        \n",
    "\n",
    "# Check how many images are in the new folder (Should be 2500)\n",
    "len(os.listdir('brain_image_dir'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "33d62fb0",
   "metadata": {},
   "outputs": [
    {
     "ename": "FileExistsError",
     "evalue": "[WinError 183] Cannot create a file when that file already exists: 'bone_image_dir'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mFileExistsError\u001b[0m                           Traceback (most recent call last)",
      "Input \u001b[1;32mIn [18]\u001b[0m, in \u001b[0;36m<cell line: 3>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m# create a new mask dir\u001b[39;00m\n\u001b[0;32m      2\u001b[0m bone_image_dir \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbone_image_dir\u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[1;32m----> 3\u001b[0m \u001b[43mos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmkdir\u001b[49m\u001b[43m(\u001b[49m\u001b[43mbone_image_dir\u001b[49m\u001b[43m)\u001b[49m\n",
      "\u001b[1;31mFileExistsError\u001b[0m: [WinError 183] Cannot create a file when that file already exists: 'bone_image_dir'"
     ]
    }
   ],
   "source": [
    "# create a new mask dir\n",
    "bone_image_dir = 'bone_image_dir'\n",
    "os.mkdir(bone_image_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "e38975af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2500"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for folder_name in folder_list:\n",
    "    \n",
    "    # convert the folder name to integer\n",
    "    patient_num = int(folder_name)\n",
    "    \n",
    "    # filter by patient number\n",
    "    df = df_diag[df_diag['PatientNumber'] == patient_num]\n",
    "    \n",
    "    \n",
    "    # get the list of image file names\n",
    "    image_list = list(df['image_fname'])\n",
    "    \n",
    "    for fname in image_list:\n",
    "        \n",
    "        # add the patient number to the file name\n",
    "        new_fname = str(patient_num) + '_' + fname\n",
    "        \n",
    "        # source path to image\n",
    "        path = base_path + 'Patients_CT/' + folder_name + '/bone'\n",
    "        src = os.path.join(path, fname)\n",
    "        # destination path to mask\n",
    "        dst = os.path.join(bone_image_dir, new_fname)\n",
    "        # copy the mask from the source to the destination\n",
    "        shutil.copyfile(src, dst)\n",
    "        \n",
    "        \n",
    "# Check how many images are in the new folder (Should be 2500)\n",
    "len(os.listdir('bone_image_dir'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d78d00a9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd75d4d90>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# brain image\n",
    "\n",
    "index = 14\n",
    "fname = df_diag.loc[index, 'new_image_fname']\n",
    "path = 'brain_image_dir/' + fname\n",
    "# read the image as a matrix\n",
    "brain_image = plt.imread(path)\n",
    "\n",
    "print(brain_image.shape)\n",
    "\n",
    "plt.imshow(brain_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "9594b0d7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd767ca30>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bone image\n",
    "\n",
    "fname = df_diag.loc[index, 'new_image_fname']\n",
    "path = 'bone_image_dir/' + fname\n",
    "# read the image as a matrix\n",
    "bone_image = plt.imread(path)\n",
    "\n",
    "print(bone_image.shape)\n",
    "\n",
    "plt.imshow(bone_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "341080b0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd76f2190>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mask\n",
    "\n",
    "fname = df_diag.loc[index, 'new_mask_fname']\n",
    "path = 'mask_dir/' + fname\n",
    "# read the image as a matrix\n",
    "mask = plt.imread(path)\n",
    "\n",
    "print(mask.shape)\n",
    "\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e2b54f64",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd77034f0>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(brain_image, cmap='gray')\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "4d2d9a9f",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\PREETHAM\\AppData\\Roaming\\Python\\Python39\\site-packages\\albumentations\\augmentations\\transforms.py:1175: FutureWarning: RandomContrast has been deprecated. Please use RandomBrightnessContrast\n",
      "  warnings.warn(\n",
      "C:\\Users\\PREETHAM\\AppData\\Roaming\\Python\\Python39\\site-packages\\albumentations\\augmentations\\transforms.py:1149: FutureWarning: This class has been deprecated. Please use RandomBrightnessContrast\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# HOW TO DO MULTIPLE AUGMENTATIONS\n",
    "\n",
    "import albumentations as albu\n",
    "\n",
    "# Define the augmentations\n",
    "\n",
    "aug_types = albu.Compose([\n",
    "    albu.HorizontalFlip(p=0.5),\n",
    "    albu.OneOf([\n",
    "        albu.RandomContrast(),\n",
    "        albu.RandomGamma(),\n",
    "        albu.RandomBrightness(),\n",
    "        ], p=0.3),\n",
    "    albu.OneOf([\n",
    "        albu.ElasticTransform(alpha=120, sigma=120 * 0.05, alpha_affine=120 * 0.03),\n",
    "        albu.GridDistortion(),\n",
    "        albu.OpticalDistortion(distort_limit=2, shift_limit=0.5),\n",
    "        ], p=0.3),\n",
    "    albu.ShiftScaleRotate(scale_limit=0.1, rotate_limit=10, shift_limit=0.1, p=0.5, border_mode=0),\n",
    "])\n",
    "\n",
    "\n",
    "# This how to call the function\n",
    "# aug_image, aug_mask = augment_image_and_mask(aug_types, image, mask)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9f09d86e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650, 3)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd7b40df0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# brain image\n",
    "\n",
    "index = 14\n",
    "fname = df_diag.loc[index, 'new_image_fname']\n",
    "path = 'brain_image_dir/' + fname\n",
    "# read the image as a matrix\n",
    "brain_image = cv2.imread(path)\n",
    "\n",
    "print(brain_image.shape)\n",
    "\n",
    "plt.imshow(brain_image, cmap='gray')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "5574b5c1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(650, 650)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd7e3bb80>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mask\n",
    "\n",
    "fname = df_diag.loc[index, 'new_mask_fname']\n",
    "path = 'mask_dir/' + fname\n",
    "# read the image as a matrix\n",
    "mask = plt.imread(path)\n",
    "\n",
    "print(mask.shape)\n",
    "\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "42649fb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd7ab4520>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(brain_image, cmap='gray')\n",
    "plt.imshow(mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "23659fe5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x1fcd7ffc100>"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Example augmentation - image and mask\n",
    "\n",
    "# augment the image and mask\n",
    "aug_image, aug_mask = augment_image_and_mask(aug_types, brain_image, mask)\n",
    "\n",
    "\n",
    "\n",
    "plt.imshow(aug_image, cmap='gray')\n",
    "plt.imshow(aug_mask, cmap='Blues', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d03f5963",
   "metadata": {},
   "outputs": [],
   "source": [
    "# source: https://www.kaggle.com/gpreda/honey-bee-subspecies-classification\n",
    "\n",
    "def draw_category_images(col_name,figure_cols, df, IMAGE_PATH):\n",
    "    \n",
    "    \"\"\"\n",
    "    Give a column in a dataframe,\n",
    "    this function takes a sample of each class and displays that\n",
    "    sample on one row. The sample size is the same as figure_cols which\n",
    "    is the number of columns in the figure.\n",
    "    Because this function takes a random sample, each time the function is run it\n",
    "    displays different images.\n",
    "    \"\"\"\n",
    "    \n",
    "\n",
    "    categories = (df.groupby([col_name])[col_name].nunique()).index\n",
    "    f, ax = plt.subplots(nrows=len(categories),ncols=figure_cols, \n",
    "                         figsize=(4*figure_cols,4*len(categories))) # adjust size here\n",
    "    # draw a number of images for each location\n",
    "    for i, cat in enumerate(categories):\n",
    "        sample = df[df[col_name]==cat].sample(figure_cols) # figure_cols is also the sample size\n",
    "        for j in range(0,figure_cols):\n",
    "            file=IMAGE_PATH + sample.iloc[j]['new_image_fname']\n",
    "            im=imageio.imread(file)\n",
    "            ax[i, j].imshow(im, resample=True, cmap='gray')\n",
    "            ax[i, j].set_title(cat, fontsize=14)  \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "   \n",
    "  \n",
    "  \n",
    "def draw_category_masks(col_name,figure_cols, df, IMAGE_PATH):\n",
    "    \n",
    "    \"\"\"\n",
    "    Give a column in a dataframe,\n",
    "    this function takes a sample of each class and displays that\n",
    "    sample on one row. The sample size is the same as figure_cols which\n",
    "    is the number of columns in the figure.\n",
    "    Because this function takes a random sample, each time the function is run it\n",
    "    displays different images.\n",
    "    \"\"\"\n",
    "    \n",
    "\n",
    "    categories = (df.groupby([col_name])[col_name].nunique()).index\n",
    "    f, ax = plt.subplots(nrows=len(categories),ncols=figure_cols, \n",
    "                         figsize=(4*figure_cols,4*len(categories))) # adjust size here\n",
    "    # draw a number of images for each location\n",
    "    for i, cat in enumerate(categories):\n",
    "        sample = df[df[col_name]==cat].sample(figure_cols) # figure_cols is also the sample size\n",
    "        for j in range(0,figure_cols):\n",
    "            file=IMAGE_PATH + sample.iloc[j]['new_mask_fname']\n",
    "            im=imageio.imread(file)\n",
    "            ax[i, j].imshow(im, resample=True, cmap='gray')\n",
    "            ax[i, j].set_title(cat, fontsize=14)  \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "53b28ac7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Brain images\n",
    "\n",
    "IMAGE_PATH = 'brain_image_dir/'\n",
    "\n",
    "draw_category_images('Has_Hemorrhage',4, df_diag, IMAGE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "72c9bf07",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Bone images\n",
    "\n",
    "IMAGE_PATH = 'bone_image_dir/'\n",
    "\n",
    "draw_category_images('Has_Hemorrhage',4, df_diag, IMAGE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "e115d964",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Masks\n",
    "\n",
    "IMAGE_PATH = 'mask_dir/'\n",
    "\n",
    "draw_category_masks('Has_Hemorrhage',4, df_diag, IMAGE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "3d794eb5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2480, 13)\n",
      "(20, 13)\n"
     ]
    }
   ],
   "source": [
    "NUM_TEST_IMAGES = 10\n",
    "\n",
    "\n",
    "# get 10 images without hemorrhages\n",
    "\n",
    "df = df_diag[df_diag['Has_Hemorrhage'] == 0]\n",
    "\n",
    "df_no_hem = df.sample(NUM_TEST_IMAGES, random_state=101)\n",
    "\n",
    "# Reset the index.\n",
    "df_no_hem = df_no_hem.reset_index(drop=True)\n",
    "\n",
    "# create a list of images\n",
    "test_images_list = list(df_no_hem['new_mask_fname'])\n",
    "\n",
    "\n",
    "# Select only rows that are not part of the test set.\n",
    "# Note the use of ~ to execute 'not in'.\n",
    "df_diag = df_diag[~df_diag['new_mask_fname'].isin(test_images_list)]\n",
    "\n",
    "\n",
    "# get 10 images with hemorrhages\n",
    "\n",
    "df = df_diag[df_diag['Has_Hemorrhage'] == 1]\n",
    "\n",
    "df_with_hem = df.sample(NUM_TEST_IMAGES, random_state=102)\n",
    "\n",
    "# Reset the index.\n",
    "df_with_hem = df_with_hem.reset_index(drop=True)\n",
    "\n",
    "# create a list of images\n",
    "test_images_list = list(df_with_hem['new_mask_fname'])\n",
    "\n",
    "\n",
    "# Select only rows that are not part of the test set.\n",
    "# Note the use of ~ to execute 'not in'.\n",
    "df_diag = df_diag[~df_diag['new_mask_fname'].isin(test_images_list)]\n",
    "\n",
    "\n",
    "# create the test set\n",
    "df_test = pd.concat([df_with_hem, df_no_hem], axis=0).reset_index(drop=True)\n",
    "\n",
    "\n",
    "\n",
    "print(df_diag.shape)\n",
    "print(df_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "83999213",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>PatientNumber</th>\n",
       "      <th>SliceNumber</th>\n",
       "      <th>Intraventricular</th>\n",
       "      <th>Intraparenchymal</th>\n",
       "      <th>Subarachnoid</th>\n",
       "      <th>Epidural</th>\n",
       "      <th>Subdural</th>\n",
       "      <th>Fracture_Yes_No</th>\n",
       "      <th>Has_Hemorrhage</th>\n",
       "      <th>mask_fname</th>\n",
       "      <th>new_mask_fname</th>\n",
       "      <th>image_fname</th>\n",
       "      <th>new_image_fname</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>49</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>20_HGE_Seg.jpg</td>\n",
       "      <td>49_20_HGE_Seg.jpg</td>\n",
       "      <td>20.jpg</td>\n",
       "      <td>49_20.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>50</td>\n",
       "      <td>26</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26_HGE_Seg.jpg</td>\n",
       "      <td>50_26_HGE_Seg.jpg</td>\n",
       "      <td>26.jpg</td>\n",
       "      <td>50_26.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>81</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>16_HGE_Seg.jpg</td>\n",
       "      <td>81_16_HGE_Seg.jpg</td>\n",
       "      <td>16.jpg</td>\n",
       "      <td>81_16.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>49</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>27_HGE_Seg.jpg</td>\n",
       "      <td>49_27_HGE_Seg.jpg</td>\n",
       "      <td>27.jpg</td>\n",
       "      <td>49_27.jpg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>70</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>13_HGE_Seg.jpg</td>\n",
       "      <td>70_13_HGE_Seg.jpg</td>\n",
       "      <td>13.jpg</td>\n",
       "      <td>70_13.jpg</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   PatientNumber  SliceNumber  Intraventricular  Intraparenchymal  \\\n",
       "0             49           20                 0                 0   \n",
       "1             50           26                 0                 1   \n",
       "2             81           16                 0                 0   \n",
       "3             49           27                 0                 1   \n",
       "4             70           13                 0                 0   \n",
       "\n",
       "   Subarachnoid  Epidural  Subdural  Fracture_Yes_No  Has_Hemorrhage  \\\n",
       "0             0         1         0                1               1   \n",
       "1             0         0         0                1               1   \n",
       "2             0         0         1                0               1   \n",
       "3             0         0         0                1               1   \n",
       "4             0         1         0                0               1   \n",
       "\n",
       "       mask_fname     new_mask_fname image_fname new_image_fname  \n",
       "0  20_HGE_Seg.jpg  49_20_HGE_Seg.jpg      20.jpg       49_20.jpg  \n",
       "1  26_HGE_Seg.jpg  50_26_HGE_Seg.jpg      26.jpg       50_26.jpg  \n",
       "2  16_HGE_Seg.jpg  81_16_HGE_Seg.jpg      16.jpg       81_16.jpg  \n",
       "3  27_HGE_Seg.jpg  49_27_HGE_Seg.jpg      27.jpg       49_27.jpg  \n",
       "4  13_HGE_Seg.jpg  70_13_HGE_Seg.jpg      13.jpg       70_13.jpg  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_test.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "735b9258",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2108, 13)\n",
      "(372, 13)\n"
     ]
    }
   ],
   "source": [
    "# train_test_split\n",
    "\n",
    "\n",
    "# shuffle\n",
    "df_diag = shuffle(df_diag)\n",
    "\n",
    "# reset the index\n",
    "df_diag = df_diag.reset_index(drop=True)\n",
    "\n",
    "# We will stratify by target\n",
    "y = df_diag['Has_Hemorrhage']\n",
    "\n",
    "df_train, df_val = train_test_split(df_diag, test_size=0.15, random_state=107, stratify=y)\n",
    "\n",
    "print(df_train.shape)\n",
    "print(df_val.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "bd0909f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    1846\n",
       "1     262\n",
       "Name: Has_Hemorrhage, dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_train['Has_Hemorrhage'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ea015688",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    326\n",
       "1     46\n",
       "Name: Has_Hemorrhage, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_val['Has_Hemorrhage'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "d45beeb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_diag.to_csv('df_data.csv.gz', compression='gzip', index=False)\n",
    "\n",
    "df_train.to_csv('df_train.csv.gz', compression='gzip', index=False)\n",
    "df_val.to_csv('df_val.csv.gz', compression='gzip', index=False)\n",
    "\n",
    "df_test.to_csv('df_test.csv.gz', compression='gzip', index=False)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a08003a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "pip install keras tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9ea50123",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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