Feature Extractor

Feature Extractor automatically calculates geometric properties Area, Compactness, AspectRatio, Solidity, Rectangularity, CentroidX, CentroidY from Shapely geometry objects and organizes them into a structured feature set ready for machine learning.

It eliminates the need to manually extract and organize geometric measurements.

Feature Extractor generates a consistent set of numerical features from any Shapely geometry. This ensures all your data points have the same feature structure, which is required by all ML models.

Use Cases

• Automated feature creation: Automatically extract area, perimeter, centroid coordinates, bounding box dimensions, and other properties from geometries.
• Batch processing: Extract features from hundreds of geometries at once for large-scale analysis.
• ML pipeline preparation: Create the input feature matrix needed for training classification, clustering, or regression models.