Skip to main content

NOTE: THIS IS NOT YET RELEASE READY, PLEASE BE PATIENT.

This repository contains tools that make working with scikit-learn and pandas easier.

Build Status

What is this?

dstoolbox is not one big tool but rather an amalgamation of small re-usable tools. They are intended to work well with scikit-learn and pandas make the integration of those libraries easier.

The best way to get started is to have a look at the notebooks folder, especially at the showcase notebook.

The tools included here are used by us at Otto Group BI for our production services, as well as by individual members for machine learning related things, such as participating in Kaggle competitions.

Installation instructions

Using pip:

pip install dstoolbox

There is a conda recipe for those who want to build their own conda package.

Contributing

Pull requests are welcome. Here are some directions:

Tests

To run the tests, you need to install the dev requirements using pip:

pip install -r requirements-dev.txt

or conda:

conda install --file requirements-dev.txt

Next you should check that all unit tests and all static code checks pass:

py.test
pylint dstoolbox

Guidelines

  • Python 3 only.

  • Code should be re-usable and succinct.

  • Where applicable, it should be compatible with scikit-learn, pandas, and Palladium.

  • It should be documented and unit-tested using pytest (100% code coverage desired).

  • It should conform to the coding standards prescribed by pylint (where it makes sense).

  • There should be usage examples that cover the most common use cases (the best place would be an IPython/Jupyter notebook).

  • Don’t add dependencies unless absolutely necessary.

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

dstoolbox-0.5.6.tar.gz (289.6 kB view details)

Uploaded Source

File details

Details for the file dstoolbox-0.5.6.tar.gz.

File metadata

  • Download URL: dstoolbox-0.5.6.tar.gz
  • Upload date:
  • Size: 289.6 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? No

File hashes

Hashes for dstoolbox-0.5.6.tar.gz
Algorithm Hash digest
SHA256 36b7213981936012f3ca2e2293067c13bef8b360c8a72a72872631ff0575333d
MD5 73a0524507042841aadf96be96b7489b
BLAKE2b-256 68ed8a46d49cba328f18cb3dab81efdc88dd17a6e50670cc46f5458dc2728f64

See more details on using hashes here.

Release history Release notifications | RSS feed

0.14.0

2 files

0.13.0

2 files

0.12.1

2 files

0.11.0

2 files

0.10.1

2 files

0.10.0

2 files

0.9.1

2 files

0.9.0

2 files

0.8.0

2 files

0.7.0

2 files

0.6.7

2 files

0.6.5

2 files

0.6.3

1 file

0.6.2

1 file

0.6.1

1 file

0.6.0

1 file

0.5.7

1 file

This release

0.5.6 This release

1 file

0.5.5

1 file

0.5.4

1 file

0.5.3

1 file

0.5.2

1 file

0.5.1

1 file

0.5

1 file

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page