{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## AI for Medicine Course 1 Week 1 lecture exercises" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Exploration\n", "In the first assignment of this course, you will work with chest x-ray images taken from the public [ChestX-ray8 dataset](https://arxiv.org/abs/1705.02315). In this notebook, you'll get a chance to explore this dataset and familiarize yourself with some of the techniques you'll use in the first graded assignment.\n", "\n", "<img src=\"xray-image.png\" alt=\"U-net Image\" width=\"300\" align=\"middle\"/>\n", "\n", "The first step before jumping into writing code for any machine learning project is to explore your data. A standard Python package for analyzing and manipulating data is [pandas](https://pandas.pydata.org/docs/#). \n", "\n", "With the next two code cells, you'll import `pandas` and a package called `numpy` for numerical manipulation, then use `pandas` to read a csv file into a dataframe and print out the first few rows of data." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Import necessary packages\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import os\n", "import seaborn as sns\n", "sns.set()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 1000 rows and 16 columns in this data frame\n" ] }, { "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>Image</th>\n", " <th>Atelectasis</th>\n", " <th>Cardiomegaly</th>\n", " <th>Consolidation</th>\n", " <th>Edema</th>\n", " <th>Effusion</th>\n", " <th>Emphysema</th>\n", " <th>Fibrosis</th>\n", " <th>Hernia</th>\n", " <th>Infiltration</th>\n", " <th>Mass</th>\n", " <th>Nodule</th>\n", " <th>PatientId</th>\n", " <th>Pleural_Thickening</th>\n", " <th>Pneumonia</th>\n", " <th>Pneumothorax</th>\n", " </tr>\n", " </thead>\n", " <tbody>\n", " <tr>\n", " <th>0</th>\n", " <td>00008270_015.png</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>8270</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>1</th>\n", " <td>00029855_001.png</td>\n", " <td>1</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>0</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>29855</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>2</th>\n", " <td>00001297_000.png</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>1297</td>\n", " <td>1</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>3</th>\n", " <td>00012359_002.png</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>12359</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " <tr>\n", " <th>4</th>\n", " <td>00017951_001.png</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</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>0</td>\n", " <td>17951</td>\n", " <td>0</td>\n", " <td>0</td>\n", " <td>0</td>\n", " </tr>\n", " </tbody>\n", "</table>\n", "</div>" ], "text/plain": [ " Image Atelectasis Cardiomegaly Consolidation Edema \\\n", "0 00008270_015.png 0 0 0 0 \n", "1 00029855_001.png 1 0 0 0 \n", "2 00001297_000.png 0 0 0 0 \n", "3 00012359_002.png 0 0 0 0 \n", "4 00017951_001.png 0 0 0 0 \n", "\n", " Effusion Emphysema Fibrosis Hernia Infiltration Mass Nodule \\\n", "0 0 0 0 0 0 0 0 \n", "1 1 0 0 0 1 0 0 \n", "2 0 0 0 0 0 0 0 \n", "3 0 0 0 0 0 0 0 \n", "4 0 0 0 0 1 0 0 \n", "\n", " PatientId Pleural_Thickening Pneumonia Pneumothorax \n", "0 8270 0 0 0 \n", "1 29855 0 0 0 \n", "2 1297 1 0 0 \n", "3 12359 0 0 0 \n", "4 17951 0 0 0 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Read csv file containing training datadata\n", "train_df = pd.read_csv(\"nih/train-small.csv\")\n", "# Print first 5 rows\n", "print(f'There are {train_df.shape[0]} rows and {train_df.shape[1]} columns in this data frame')\n", "train_df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Have a look at the various columns in this csv file. The file contains the names of chest x-ray images (\"Image\" column) and the columns filled with ones and zeros identify which diagnoses were given based on each x-ray image. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data types and null values check\n", "Run the next cell to explore the data types present in each column and whether any null values exist in the data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "<class 'pandas.core.frame.DataFrame'>\n", "RangeIndex: 1000 entries, 0 to 999\n", "Data columns (total 16 columns):\n", "Image 1000 non-null object\n", "Atelectasis 1000 non-null int64\n", "Cardiomegaly 1000 non-null int64\n", "Consolidation 1000 non-null int64\n", "Edema 1000 non-null int64\n", "Effusion 1000 non-null int64\n", "Emphysema 1000 non-null int64\n", "Fibrosis 1000 non-null int64\n", "Hernia 1000 non-null int64\n", "Infiltration 1000 non-null int64\n", "Mass 1000 non-null int64\n", "Nodule 1000 non-null int64\n", "PatientId 1000 non-null int64\n", "Pleural_Thickening 1000 non-null int64\n", "Pneumonia 1000 non-null int64\n", "Pneumothorax 1000 non-null int64\n", "dtypes: int64(15), object(1)\n", "memory usage: 125.1+ KB\n" ] } ], "source": [ "# Look at the data type of each column and whether null values are present\n", "train_df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unique IDs check\n", "\"PatientId\" has an identification number for each patient. One thing you'd like to know about a medical dataset like this is if you're looking at repeated data for certain patients or whether each image represents a different person." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The total patient ids are 1000, from those the unique ids are 928 \n" ] } ], "source": [ "print(f\"The total patient ids are {train_df['PatientId'].count()}, from those the unique ids are {train_df['PatientId'].value_counts().shape[0]} \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, the number of unique patients in the dataset is less than the total number so there must be some overlap. For patients with multiple records, you'll want to make sure they do not show up in both training and test sets in order to avoid data leakage (covered later in this week's lectures).\n", "\n", "### Explore data labels\n", "Run the next two code cells to create a list of the names of each patient condition or disease. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['Image', 'Atelectasis', 'Cardiomegaly', 'Consolidation', 'Edema', 'Effusion', 'Emphysema', 'Fibrosis', 'Hernia', 'Infiltration', 'Mass', 'Nodule', 'PatientId', 'Pleural_Thickening', 'Pneumonia', 'Pneumothorax']\n" ] } ], "source": [ "columns = train_df.keys()\n", "columns = list(columns)\n", "print(columns)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 14 columns of labels for these conditions: ['Atelectasis', 'Cardiomegaly', 'Consolidation', 'Edema', 'Effusion', 'Emphysema', 'Fibrosis', 'Hernia', 'Infiltration', 'Mass', 'Nodule', 'Pleural_Thickening', 'Pneumonia', 'Pneumothorax']\n" ] } ], "source": [ "# Remove unnecesary elements\n", "columns.remove('Image')\n", "columns.remove('PatientId')\n", "# Get the total classes\n", "print(f\"There are {len(columns)} columns of labels for these conditions: {columns}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run the next cell to print out the number of positive labels (1's) for each condition" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The class Atelectasis has 106 samples\n", "The class Cardiomegaly has 20 samples\n", "The class Consolidation has 33 samples\n", "The class Edema has 16 samples\n", "The class Effusion has 128 samples\n", "The class Emphysema has 13 samples\n", "The class Fibrosis has 14 samples\n", "The class Hernia has 2 samples\n", "The class Infiltration has 175 samples\n", "The class Mass has 45 samples\n", "The class Nodule has 54 samples\n", "The class Pleural_Thickening has 21 samples\n", "The class Pneumonia has 10 samples\n", "The class Pneumothorax has 38 samples\n" ] } ], "source": [ "# Print out the number of positive labels for each class\n", "for column in columns:\n", " print(f\"The class {column} has {train_df[column].sum()} samples\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Have a look at the counts for the labels in each class above. Does this look like a balanced dataset?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data Visualization\n", "Using the image names listed in the csv file, you can retrieve the image associated with each row of data in your dataframe. \n", "\n", "Run the cell below to visualize a random selection of images from the dataset." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Display Random Images\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x720 with 9 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Extract numpy values from Image column in data frame\n", "images = train_df['Image'].values\n", "\n", "# Extract 9 random images from it\n", "random_images = [np.random.choice(images) for i in range(9)]\n", "\n", "# Location of the image dir\n", "img_dir = 'nih/images-small/'\n", "\n", "print('Display Random Images')\n", "\n", "# Adjust the size of your images\n", "plt.figure(figsize=(20,10))\n", "\n", "# Iterate and plot random images\n", "for i in range(9):\n", " plt.subplot(3, 3, i + 1)\n", " img = plt.imread(os.path.join(img_dir, random_images[i]))\n", " plt.imshow(img, cmap='gray')\n", " plt.axis('off')\n", " \n", "# Adjust subplot parameters to give specified padding\n", "plt.tight_layout() " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Investigate a single image\n", "Run the cell below to look at the first image in the dataset and print out some details of the image contents." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The dimensions of the image are 1024 pixels width and 1024 pixels height, one single color channel\n", "The maximum pixel value is 0.9804 and the minimum is 0.0000\n", "The mean value of the pixels is 0.4796 and the standard deviation is 0.2757\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 2 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Get the first image that was listed in the train_df dataframe\n", "sample_img = train_df.Image[0]\n", "raw_image = plt.imread(os.path.join(img_dir, sample_img))\n", "plt.imshow(raw_image, cmap='gray')\n", "plt.colorbar()\n", "plt.title('Raw Chest X Ray Image')\n", "print(f\"The dimensions of the image are {raw_image.shape[0]} pixels width and {raw_image.shape[1]} pixels height, one single color channel\")\n", "print(f\"The maximum pixel value is {raw_image.max():.4f} and the minimum is {raw_image.min():.4f}\")\n", "print(f\"The mean value of the pixels is {raw_image.mean():.4f} and the standard deviation is {raw_image.std():.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Investigate pixel value distribution\n", "Run the cell below to plot up the distribution of pixel values in the image shown above. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, '# Pixels in Image')" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot a histogram of the distribution of the pixels\n", "sns.distplot(raw_image.ravel(), \n", " label=f'Pixel Mean {np.mean(raw_image):.4f} & Standard Deviation {np.std(raw_image):.4f}', kde=False)\n", "plt.legend(loc='upper center')\n", "plt.title('Distribution of Pixel Intensities in the Image')\n", "plt.xlabel('Pixel Intensity')\n", "plt.ylabel('# Pixels in Image')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "<a name=\"image-processing\"></a>\n", "\n", "# Image Preprocessing in Keras\n", "\n", "Before training, you'll first modify your images to be better suited for training a convolutional neural network. For this task you'll use the Keras [ImageDataGenerator](https://keras.io/preprocessing/image/) function to perform data preprocessing and data augmentation.\n", "\n", "Run the next two cells to import this function and create an image generator for preprocessing." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Using TensorFlow backend.\n" ] } ], "source": [ "# Import data generator from keras\n", "from keras.preprocessing.image import ImageDataGenerator" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Normalize images\n", "image_generator = ImageDataGenerator(\n", " samplewise_center=True, #Set each sample mean to 0.\n", " samplewise_std_normalization= True # Divide each input by its standard deviation\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Standardization\n", "\n", "The `image_generator` you created above will act to adjust your image data such that the new mean of the data will be zero, and the standard deviation of the data will be 1. \n", "\n", "In other words, the generator will replace each pixel value in the image with a new value calculated by subtracting the mean and dividing by the standard deviation.\n", "\n", "$$\\frac{x_i - \\mu}{\\sigma}$$\n", "\n", "Run the next cell to pre-process your data using the `image_generator`. In this step you will also be reducing the image size down to 320x320 pixels." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Found 1000 validated image filenames.\n" ] } ], "source": [ "# Flow from directory with specified batch size and target image size\n", "generator = image_generator.flow_from_dataframe(\n", " dataframe=train_df,\n", " directory=\"nih/images-small/\",\n", " x_col=\"Image\", # features\n", " y_col= ['Mass'], # labels\n", " class_mode=\"raw\", # 'Mass' column should be in train_df\n", " batch_size= 1, # images per batch\n", " shuffle=False, # shuffle the rows or not\n", " target_size=(320,320) # width and height of output image\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run the next cell to plot up an example of a pre-processed image" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Plot a processed image\n", "sns.set_style(\"white\")\n", "generated_image, label = generator.__getitem__(0)\n", "plt.imshow(generated_image[0], cmap='gray')\n", "plt.colorbar()\n", "plt.title('Raw Chest X Ray Image')\n", "print(f\"The dimensions of the image are {generated_image.shape[1]} pixels width and {generated_image.shape[2]} pixels height\")\n", "print(f\"The maximum pixel value is {generated_image.max():.4f} and the minimum is {generated_image.min():.4f}\")\n", "print(f\"The mean value of the pixels is {generated_image.mean():.4f} and the standard deviation is {generated_image.std():.4f}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Run the cell below to see a comparison of the distribution of pixel values in the new pre-processed image versus the raw image. " ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# Include a histogram of the distribution of the pixels\n", "sns.set()\n", "plt.figure(figsize=(10, 7))\n", "\n", "# Plot histogram for original iamge\n", "sns.distplot(raw_image.ravel(), \n", " label=f'Original Image: mean {np.mean(raw_image):.4f} - Standard Deviation {np.std(raw_image):.4f} \\n '\n", " f'Min pixel value {np.min(raw_image):.4} - Max pixel value {np.max(raw_image):.4}',\n", " color='blue', \n", " kde=False)\n", "\n", "# Plot histogram for generated image\n", "sns.distplot(generated_image[0].ravel(), \n", " label=f'Generated Image: mean {np.mean(generated_image[0]):.4f} - Standard Deviation {np.std(generated_image[0]):.4f} \\n'\n", " f'Min pixel value {np.min(generated_image[0]):.4} - Max pixel value {np.max(generated_image[0]):.4}', \n", " color='red', \n", " kde=False)\n", "\n", "# Place legends\n", "plt.legend()\n", "plt.title('Distribution of Pixel Intensities in the Image')\n", "plt.xlabel('Pixel Intensity')\n", "plt.ylabel('# Pixel')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### That's it for this exercise, you should now be a bit more familiar with the dataset you'll be using in this week's assignment!" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.3" } }, "nbformat": 4, "nbformat_minor": 4 }