🔥 What It Does: ✅ Handles Missing Values – Mean, Median, KNN Imputation ✅ Removes Duplicates – Ensuring unique, high-quality data ✅ Detects & Removes Outliers – IQR, Z-score, Isolation Forest ✅ Encodes Categorical Data – Label Encoding, One-Hot Encoding ✅ Scales Numeric Features – MinMaxScaler & StandardScaler ✅ Cleans Text Data – Stopwords removal, Lemmatization ✅ Standardizes Date Formats – No more inconsistent timestamps
🎨 User Interface Features: 🔹 Upload raw datasets in CSV format 🔹 Get a step-by-step summary of cleaning operations 🔹 Download the cleaned dataset with a detailed report 🔹 Real-time preprocessing visualization