diff --git "a/notebooks/Data.ipynb" "b/notebooks/Data.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/Data.ipynb" @@ -0,0 +1,379 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a6106736", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1e77d916", + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "df = pd.read_csv(\"/Users/ammarahmed/My\\ Files/Master\\'s/2nd-Semester/Integration\\ and\\ Innovation\\ Project/Project/renamed_images.csv\") # For CSV files\n", + "print(df.columns) # Display first few rows" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "a6e19ada", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Set the color palette\n", + "custom_colors = [\n", + " '#FFE6CC', '#D5E8D4', '#F8CECC', '#BAC8D3', '#CCE5FF',\n", + " '#DAE8FC', '#FFF2CC', '#B0E3E6', '#FAD7AC', '#D0CEE2',\n", + " '#FFCCFF', '#FF9999', '#E6FFCC', '#CCFFFF', '#CCE5FF'\n", + "]\n", + "\n", + "# Set a general style\n", + "sns.set(style=\"whitegrid\")\n", + "\n", + "# Function to plot bar charts\n", + "def plot_bar(data, column, title):\n", + " plt.figure(figsize=(8, 5))\n", + " order = data[column].value_counts().index\n", + " sns.countplot(data=data, y=column, order=order, palette=custom_colors)\n", + " plt.title(title)\n", + " plt.xlabel(\"Count\")\n", + " plt.ylabel(column.capitalize())\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "# Barplots for Gender, Race, Ethnicity, and View\n", + "plot_bar(df, 'sex', 'Gender Distribution')\n", + "plot_bar(df, 'race', 'Race Distribution')\n", + "plot_bar(df, 'ethnicity', 'Ethnicity Distribution')\n", + "plot_bar(df, 'view', 'View Distribution')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1d9b7c74", + "metadata": {}, + "outputs": [], + "source": [ + "def make_bar_plot(data, column, title, xlabel, ylabel, palette=\"coolwarm\", rotateLabels=False, removeDuplicatePatientIds=True):\n", + " \n", + " if removeDuplicatePatientIds==True:\n", + " # Remove duplicate rows based on the 'id' column (keep the first occurrence)\n", + " data = df.drop_duplicates(subset='patient-number', keep='first')\n", + " \n", + " # Create bar plot\n", + " ax = sns.countplot(x=column, data=data, palette=palette)\n", + "\n", + " # Labels & title\n", + " plt.xlabel(xlabel)\n", + " plt.ylabel(ylabel)\n", + " plt.title(title)\n", + "\n", + " # Add value labels on top of bars\n", + " for p in ax.patches:\n", + " ax.annotate(f\"{p.get_height()}\", # Get bar height\n", + " (p.get_x() + p.get_width() / 2, p.get_height()), # Position label\n", + " ha='center', va='bottom', fontsize=12, fontweight='bold') # Formatting\n", + "\n", + " if rotateLabels == True:\n", + " # Adjust x-tick labels by adding space\n", + " plt.xticks(rotation=30, ha='right', va='top') # Rotate and adjust label alignment\n", + " \n", + " \n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "9c84d368", + "metadata": {}, + "source": [ + "## Gender distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "151f66f9", + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#make_bar_plot(data, column, title, xlabel, ylabel, palette=\"coolwarm\"):\n", + "make_bar_plot(df, \"sex\", \"Gender Distribution\", \"Gender\", \"Count\")" + ] + }, + { + "cell_type": "markdown", + "id": "35e7dbab", + "metadata": {}, + "source": [ + "## Age Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0886fc27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Assuming df is your DataFrame and 'column_name' is the column you're interested in\n", + "# Example: Plotting the distribution of a 'age' column\n", + "sns.histplot(df['age'], kde=True, color=\"blue\", bins=30)\n", + "\n", + "# Add labels and title\n", + "plt.title(\"Age Distribution\")\n", + "plt.xlabel(\"age\")\n", + "plt.ylabel(\"Count\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8db7d23f", + "metadata": {}, + "source": [ + "## Ethnisity distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3138b035", + "metadata": { + "collapsed": true + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "make_bar_plot(df, \"ethnicity\", \"Ethnicity Distribution\", \"Ethnicity\", \"Count\", rotateLabels=True)" + ] + }, + { + "cell_type": "markdown", + "id": "3210e6b8", + "metadata": {}, + "source": [ + "## Race Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "4013195d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Assuming df is your DataFrame and 'column_name' is the column you're interested in\n", + "# Example: Plotting the distribution of a 'age' column\n", + "sns.histplot(df['recent_bmi'], kde=True, color=\"blue\", bins=30)\n", + "\n", + "# Add labels and title\n", + "plt.title(\"BMI Distribution\")\n", + "plt.xlabel(\"BMI\")\n", + "plt.ylabel(\"Count\")\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "8cc81ea9", + "metadata": {}, + "source": [ + "## Gender and Age boxplot" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "34fb5faf", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Assuming df is your DataFrame and it has 'gender' and 'age' columns\n", + "\n", + "df_filtered = df[df['sex'] != 'Unknown'] # Removed unknown because it contains no desirable data\n", + "\n", + "sns.boxplot(x='sex', y='age', data=df_filtered, palette='coolwarm')\n", + "\n", + "# Adding labels and title\n", + "plt.title(\"Gender Distribution of Age\")\n", + "plt.xlabel(\"Gender\")\n", + "plt.ylabel(\"Age\")\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c9a23d28", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "dev-env", + "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": "3.11.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}