Metadata-Version: 2.4
Name: bizlens
Version: 2.2.5
Summary: Educational descriptive analytics library with rich visualizations, outlier detection, normality tests, and synthetic data generation for teaching and business analysis.
Home-page: https://github.com/solutiongate-learn/bizlens
Author: Sudhanshu Singh
Author-email: Sudhanshu Singh <cc9n8y8tqc@privaterelay.appleid.com>
License: MIT
Project-URL: Homepage, https://github.com/solutiongate-learn/bizlens
Project-URL: Documentation, https://github.com/solutiongate-learn/bizlens#readme
Project-URL: Repository, https://github.com/solutiongate-learn/bizlens
Project-URL: Bug Tracker, https://github.com/solutiongate-learn/bizlens/issues
Project-URL: PyPI, https://pypi.org/project/bizlens/
Keywords: analytics,statistics,education,business-intelligence,descriptive-analytics,eda,data-visualization,outlier-detection,normality-test,synthetic-data,process-mining,teaching,sample-vs-population,skewness,data-science
Classifier: Development Status :: 4 - Beta
Classifier: Intended Audience :: Education
Classifier: Intended Audience :: Science/Research
Classifier: Intended Audience :: Developers
Classifier: Topic :: Scientific/Engineering :: Mathematics
Classifier: Topic :: Scientific/Engineering :: Information Analysis
Classifier: Topic :: Education
Classifier: Programming Language :: Python :: 3
Classifier: Programming Language :: Python :: 3.9
Classifier: Programming Language :: Python :: 3.10
Classifier: Programming Language :: Python :: 3.11
Classifier: Programming Language :: Python :: 3.12
Classifier: Operating System :: OS Independent
Requires-Python: >=3.8
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: numpy>=1.21.0
Requires-Dist: polars>=0.18.0
Requires-Dist: narwhals>=1.0.0
Requires-Dist: pandas>=1.5.0
Requires-Dist: scipy>=1.9.0
Requires-Dist: matplotlib>=3.6.0
Requires-Dist: seaborn>=0.12.0
Requires-Dist: rich>=13.0.0
Provides-Extra: process-mining
Requires-Dist: pm4py>=2.7.0; extra == "process-mining"
Provides-Extra: interactive
Requires-Dist: plotly>=5.0.0; extra == "interactive"
Provides-Extra: full
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Requires-Dist: plotly>=5.0.0; extra == "full"
Provides-Extra: dev
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Dynamic: author
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Dynamic: requires-python

# BizLens 📊

**Educational Descriptive Analytics Library**

BizLens helps students, teachers, and business analysts perform rich descriptive analytics with beautiful visualizations, educational interpretations, outlier detection, normality tests, and realistic synthetic data generation.

**Current Focus (v2.2.5):**  
Strong descriptive analytics + synthetic data generation for teaching and learning.

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## Quick Start

```bash
pip install bizlens
