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v0.1.0
Documentation

Getting Started

  • Introduction
  • Installation
  • Quick Start
  • Benchmarks
  • Development Setup
  • Contributing

Core Concepts

  • Architecture Overview
  • Dataset Layer
  • Connectors
  • Profiling Engine
  • Rule Engine

Python SDK

  • load()
  • profile()
  • analyze()
  • Data Models
  • Exceptions
  • Plugins

CLI Reference

  • analyze
  • Configuration

Guides

  • CI/CD Integration
  • Custom Rules
  • Writing Plugins

Resources

  • Release Notes
  • FAQ
  • Troubleshooting
DocsGuide

Getting Started

  • Introduction
  • Installation
  • Quick Start
  • Benchmarks
  • Development Setup
  • Contributing

Core Concepts

  • Architecture Overview
  • Dataset Layer
  • Connectors
  • Profiling Engine
  • Rule Engine

Python SDK

  • load()
  • profile()
  • analyze()
  • Data Models
  • Exceptions
  • Plugins

CLI Reference

  • analyze
  • Configuration

Guides

  • CI/CD Integration
  • Custom Rules
  • Writing Plugins

Resources

  • Release Notes
  • FAQ
  • Troubleshooting
HomeDocsRelease Notes

Resources

Release Notes

Featuresmith version releases and feature scope

Featuresmith release schedules and packaged capabilities are tracked below.

Featuresmith v0.1.0 (First Public Release)

Featuresmith v0.1.0 focuses on deterministic statistical summaries, tabular ingestion connectors, and rule-based validation audits.

Highlights:

  • Tabular loaders mapping CSV, Excel, Parquet, and in-memory pandas/Polars DataFrames to normalized Dataset layers.
  • Vectorized Profiling Engine computing 23 continuous numerical metrics, categorical frequencies, datetime ranges, text shapes, and correlation caps.
  • Rule Engine executing 8 deterministic quality, statistical, and leakage audits.
  • Command line tool (featuresmith-cli) for running audits in scripts or CI with structured exit codes.

Distribution Packages Scope

The following packages are officially published on PyPI for v0.1.0:

  • featuresmith-core: Core engine library.
  • featuresmith-cli: CLI thin wrapper client.

Note: featuresmith-dashboard is deferred to a future roadmap phase (Phase 5) and is not published in v0.1.0.

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featuresmith

Open-source data profiling and validation for Python engineers.

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