skillfed

newtools

Provides useful libraries for processing large data sets.

newtools v2.2.489 83.0K downloads/30d#14,109 on PyPI
Permissive license MIT Abandoned released

What it is and what it does

newtools is a data processing library developed by Deductive for working with large datasets on AWS using Pandas. It bundles utilities the team found useful in their own projects, positioned as a toolkit for data engineering workflows on cloud infrastructure.

The package requires Python >=3.6 and distributes as a source archive, meaning installation involves build steps. With abandoned maintenance status and no updates since its last release 1144 days ago, the library is not actively developed or supported, which may create compatibility gaps with current versions of Pandas, AWS SDKs, or Python itself.

Use it for:

  • Processing large datasets stored in AWS S3 using Pandas DataFrames
  • Building data pipelines that integrate AWS services with Pandas workflows
  • Legacy projects already using newtools that require maintenance
  • Leveraging pre-built utilities for AWS data engineering tasks

Worth the install?

AI-flagged interpretation of the facts on this page — verify before relying

Provides libraries for processing large data sets on AWS with Pandas.

No. The package is abandoned with no maintenance for over three years, high install friction from source distribution, and unclear documentation of utilities or compatibility with current Pandas and AWS SDK versions. For new projects, use actively maintained alternatives; for existing projects, consider migrating to supported libraries.

Install

newtools on PyPI

pip

pip install newtools

uv

uv add newtools

poetry

poetry add newtools

Installing newtools

Before you install

High install friction due to source distribution format. Package is abandoned with no maintenance activity since its last release, raising concerns about compatibility with current Python versions.

License in practice

MIT license permits commercial and private use with minimal restrictions, requiring only license and copyright notice retention.

Quickstart

pip install newtools
import newtools

Source distribution format requires build tools; compatibility with current Pandas and Python versions unknown due to abandoned status.

Verify before relying

  • What specific AWS services or data patterns the library targets
  • Whether the package remains compatible with current Pandas versions
  • What runtime dependencies exist beyond those listed
  • Whether the library has known issues with Python versions beyond 3.6

Package facts

License MIT (permissive)
Python support supports the current Python release (>=3.6)
Install friction high — source build required
Runtime dependencies none
Maintenance abandoned — 1,144 days since the last release
First released
Downloads 82,998/month — #14,109 on PyPI (30-day window, as of 2026-08-14)
Known vulnerabilities none known (OSV.dev, checked 2026-08-14)

Evidence: newtools-2.2.489.tar.gz

Keywords: deductive

Development Status :: 5 - Production/StableIntended Audience :: DevelopersLicense :: OSI Approved :: MIT LicenseProgramming Language :: Python :: 3.6Topic :: Software Development :: Libraries

Tags

AWS data processing pandaslarge dataset handling AWSpandas utilities AWSdata engineering librariesAWS data tools
aws-integrationdata-processingabandoned

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