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Integrated Analytics Platform - Descriptive, Diagnostic, and now Advanced Predictive ML with XGBoost & SHAP

Project description

BizLens 📊

Fast business descriptive analytics — Polars-first, beautiful charts, educational focus

BizLens is a Python analytics library designed for business analysts, teachers, and students. It provides:

  • ⚡ Zero-copy performance with Polars + Narwhals (10-100x faster than pure Pandas)
  • 📈 Instant descriptive statistics with sample vs population distinction
  • 📉 Beautiful visualizations (histograms + boxplots) with Matplotlib & Seaborn
  • 🎓 Educational-friendly — formulas, shape interpretation, and rich console output
  • 🌍 Framework-agnostic — works with Polars, Pandas, Dask, etc.
  • 📚 10+ built-in sample datasets — perfect for teaching and quick demos

Latest version: 2.2.4 (Full DataFrame support + Narwhals fix + updated API)


Quick Start

Installation

pip install bizlens

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