diff --git a/EDA/Krishna200608_EDA.ipynb b/EDA/Krishna200608_EDA.ipynb new file mode 100644 index 0000000..3babfb9 --- /dev/null +++ b/EDA/Krishna200608_EDA.ipynb @@ -0,0 +1,292 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Habitable Planet Hunter: Exploratory Data Analysis (EDA)\n", + "**Author:** Krishna Sikheriya (Krishna200608) \n", + "**Task:** Issue #120 - Perform EDA on Imputed Data\n", + "\n", + "---\n", + "\n", + "### **Objective**\n", + "To understand the distribution, correlations, and physical relationships of exoplanets in our dataset. We will first generate a clean dataset using MICE imputation (to handle missing values physically) and then visualize the results to identify potential habitable candidates." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "# Imputation Libraries\n", + "from sklearn.experimental import enable_iterative_imputer\n", + "from sklearn.impute import IterativeImputer, SimpleImputer\n", + "from sklearn.preprocessing import OrdinalEncoder\n", + "from sklearn.compose import ColumnTransformer\n", + "from sklearn.pipeline import Pipeline\n", + "\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "\n", + "sns.set_theme(style='whitegrid', palette='viridis')\n", + "plt.rcParams['figure.figsize'] = (12, 6)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Part 1: Data Preparation (Imputation)**\n", + "Before analyzing, we must fix the missing data. We use the **\"Golden Version\" MICE Pipeline** that enforces physical constraints (no negative mass/radius)." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Data Imputed & Cleaned. Ready for EDA.\n" + ] + } + ], + "source": [ + "# 1. Load Data (Adjust path relative to 'tasks/EDA/submissions/User/')\n", + "try:\n", + " df = pd.read_csv('../data/full_data.csv')\n", + "except FileNotFoundError:\n", + " # Fallback if running locally in a different folder\n", + " df = pd.read_csv('full_data.csv')\n", + "\n", + "# 2. Define Approved Features\n", + "approved_features = [\n", + " 'P_MASS', 'P_RADIUS', 'P_DENSITY', 'P_GRAVITY', 'P_ESCAPE', 'P_TYPE',\n", + " 'P_PERIOD', 'P_SEMI_MAJOR_AXIS', 'P_ECCENTRICITY', 'P_INCLINATION',\n", + " 'P_OMEGA', 'P_PERIASTRON', 'P_APASTRON', 'P_IMPACT_PARAMETER', 'P_HILL_SPHERE',\n", + " 'S_MASS', 'S_RADIUS', 'S_LUMINOSITY', 'S_TEMPERATURE', 'S_AGE',\n", + " 'S_METALLICITY', 'S_LOG_G', 'S_TYPE', 'S_MAG', 'S_DISC', 'S_MAGNETIC_FIELD',\n", + " 'S_SNOW_LINE', 'S_TIDAL_LOCK', 'P_DETECTION', 'P_DISTANCE'\n", + "]\n", + "\n", + "# 3. Filter & Clean Empty Columns\n", + "existing_cols = [col for col in approved_features if col in df.columns]\n", + "df_selected = df[existing_cols].copy()\n", + "empty_cols = df_selected.columns[df_selected.isnull().all()].tolist()\n", + "if empty_cols:\n", + " df_selected = df_selected.drop(columns=empty_cols)\n", + "\n", + "# 4. Build & Run Pipeline\n", + "cat_cols = df_selected.select_dtypes(include=['object']).columns.tolist()\n", + "num_cols = df_selected.select_dtypes(include=['number']).columns.tolist()\n", + "\n", + "preprocessor = ColumnTransformer([\n", + " ('num', Pipeline([('imputer', IterativeImputer(max_iter=20, random_state=42, min_value=0))]), num_cols),\n", + " ('cat', Pipeline([('imputer', SimpleImputer(strategy='most_frequent')), ('encoder', OrdinalEncoder())]), cat_cols)\n", + "], verbose_feature_names_out=False)\n", + "\n", + "data_imputed = preprocessor.fit_transform(df_selected)\n", + "df_clean = pd.DataFrame(data_imputed, columns=preprocessor.get_feature_names_out(), index=df_selected.index)\n", + "\n", + "# Safety Lock: No negative physics\n", + "df_clean[num_cols] = df_clean[num_cols].clip(lower=0)\n", + "print(\"Data Imputed & Cleaned. Ready for EDA.\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## **Part 2: Exploratory Data Analysis (EDA)**\n", + "\n", + "### **1. Univariate Analysis: The Size of Worlds**\n", + "Let's look at the distribution of Planet Radius. Are most planets Earth-sized, or Gas Giants?" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.histplot(df_clean['P_RADIUS'], bins=50, kde=True, color='teal')\n", + "plt.title('Distribution of Planet Radii (Earth Units)', fontsize=15)\n", + "plt.xlabel('Radius (Earth Radii)')\n", + "plt.xlim(0, 30)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **2. Bivariate Analysis: Mass-Radius Relationship**\n", + "This is the most famous plot in exoplanet science. It tells us about the **density** and **composition** of planets. \n", + "* **Rocky Planets:** Follow a steep curve (adding mass doesn't change radius much).\n", + "* **Gas Giants:** Flatter curve (adding mass increases density more than size)." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 6))\n", + "sns.scatterplot(x='P_MASS', y='P_RADIUS', data=df_clean, alpha=0.6, hue='P_TYPE', palette='magma')\n", + "\n", + "# Log scale is essential because Mass varies from 0.1 to 10,000 Earths\n", + "plt.xscale('log')\n", + "plt.yscale('log')\n", + "\n", + "plt.title('Mass-Radius Relationship (Composition Check)', fontsize=15)\n", + "plt.xlabel('Planet Mass (Earth Mass) [Log Scale]')\n", + "plt.ylabel('Planet Radius (Earth Radii) [Log Scale]')\n", + "plt.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **3. The Habitable Zone Check**\n", + "Are there planets with temperatures similar to Earth? (roughly 200K to 320K)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# If S_TEMPERATURE (Star Temp) and P_DISTANCE (Semi-Major Axis) exist, we can infer habitability.\n", + "# Note: P_TEMP_MEASURED is often missing, so we look at the Star's heat vs Distance.\n", + "\n", + "plt.figure(figsize=(12, 6))\n", + "sc = plt.scatter(df_clean['P_SEMI_MAJOR_AXIS'], df_clean['S_TEMPERATURE'], \n", + " c=df_clean['P_RADIUS'], cmap='coolwarm', alpha=0.7, edgecolors='k')\n", + "\n", + "plt.xscale('log')\n", + "plt.colorbar(sc, label='Planet Radius (Earth Units)')\n", + "plt.xlabel('Distance from Star (AU) [Log Scale]')\n", + "plt.ylabel('Star Temperature (K)')\n", + "plt.title('Planetary System Architecture: Star Temp vs. Orbit Distance', fontsize=15)\n", + "\n", + "# Highlight Earth's position roughly\n", + "plt.axvline(x=1.0, color='green', linestyle='--', alpha=0.5, label='Earth Distance (1 AU)')\n", + "plt.axhline(y=5778, color='orange', linestyle='--', alpha=0.5, label='Sun Temp (5778 K)')\n", + "plt.legend()\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **4. Correlation Heatmap**\n", + "Which features move together? High correlation between Mass and Gravity is expected, but what else?" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "features_to_corr = ['P_MASS', 'P_RADIUS', 'P_PERIOD', 'P_ECCENTRICITY', 'S_MASS', 'S_TEMPERATURE', 'P_DISTANCE']\n", + "corr_matrix = df_clean[features_to_corr].corr()\n", + "\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(corr_matrix, annot=True, cmap='coolwarm', fmt='.2f', linewidths=0.5)\n", + "plt.title('Feature Correlation Matrix', fontsize=15)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### **Conclusion**\n", + "1. **Imputation:** Successfully recovered missing data while respecting physical boundaries (Min Mass/Radius = 0).\n", + "2. **Distributions:** Planet radii show distinct clusters (Earth-sized vs. Neptunes vs. Jupiters).\n", + "3. **Relationships:** The Mass-Radius plot confirms the expected physical density laws of planetary formation." + ] + } + ], + "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": "3.13.11" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +}