Metadata-Version: 2.4
Name: benson
Version: 0.1.3
Summary: A multiverse data cleaning tool for agent pickup.
Author-email: Krv Analytics <team@krv.ai>
Requires-Python: >=3.12
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: dect
Requires-Dist: pandas>=2.2.3
Requires-Dist: pydantic>=2.10.6
Requires-Dist: scikit-learn>=1.6.1
Requires-Dist: scipy>=1.15.2
Requires-Dist: torch>=2.6.0
Dynamic: license-file

# Benson

Benson is the powerhouse behind `Phil`, the advanced imputation engine designed to intelligently handle missing data in complex datasets. Whether you're dealing with high-dimensional gaps, inconsistent encodings, or stubborn anomalies, Benson ensures your data gets the cleanup it deserves—efficiently and at scale.

🔥 **Capabilities**

• Phil 🧩: _PHIL: a Progressive High-Dimensional Imputation Lab._

👉 Phil is an advanced data imputation tool that combines scikit-learn's IterativeImputer with topological methods to generate and analyze multiple versions of a dataset. It allows users to impute missing data using various techniques, generate representations of imputed datasets, and democratically select a representative version.

🚀 **Coming Soon**

• Bob 🛠️: A structured data repair module that cleans, normalizes, and reconciles inconsistencies in your datasets.

• AgentBenson 🤖: A seamless integration layer for popular agentic frameworks, enabling automated data cleaning and repair with minimal intervention.

Stay tuned for more updates as Benson continues to evolve!
