ClusterAudienceKit v1.0.0: Production-Ready Audience Segmentation

ClusterAudienceKit v1.0.0 🚀 Production-Ready

Production Score: 8.0/10 | 4-week hardening complete

What's New

• ✅ 50% test coverage (22 new tests, up from 10%)
• ✅ 100% type hints (PEP 561 compliant)
• ✅ Production logging infrastructure
• ✅ RFM segmentation + K-Means/K-Prototypes clustering

Algorithms

• K-Means clustering with k-means++ initialization
• K-Prototypes for mixed numeric/categorical segments
• O(n) silhouette computation (vs O(n²) scikit-learn)
• Segment drift detection across time windows

Performance

• Zero-copy Arrow/Parquet integration
• Parallel computation with rayon
• Scales to 100M+ customer records

Upgrade: pip install --upgrade clusteraudiencekit==1.0.0