A set of data tools in Python

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Project links

Project description

Dython

A set of Data analysis tools in pYTHON 3.x.

Key features:

Measures of association for categorical features
Plot features correlation and association for mixed data-sets (categorical and continuous features) in an easy and simple way
Plot ROC curves with AUC scores and estimated-optimal thresholds

Dython was designed with analysis usage in mind - meaning ease-of-use, functionality and readability are the core values of this library. Production-grade performance, on the other hand, were not considered.

Resources:

Documentation is available at shakedzy.xyz/dython
Project source is available at https://github.com/shakedzy/dython

Related blogposts:

Read more about the categorical tools on The Search for Categorical Correlation
Read more about using ROC graphs on Hard ROC: Really Understanding & Properly Using ROC and AUC

Project details

These details have not been verified by PyPI

Project links

Release history Release notifications | RSS feed

0.7.9

Jan 6, 2025

0.7.8

Oct 3, 2024

0.7.7

Aug 31, 2024

0.7.6

Jun 20, 2024

0.7.5

Feb 4, 2024

0.7.4

May 10, 2023

0.7.3

Dec 13, 2022

0.7.2

Sep 21, 2022

0.7.1.post4

Jul 5, 2022

0.7.1.post3

Mar 20, 2022

0.7.1.post2

Mar 20, 2022

0.7.1.post1

Mar 19, 2022

0.7.1

Mar 18, 2022

0.7.0

Jan 21, 2022

0.6.8

Sep 18, 2021

0.6.7.post2

Sep 5, 2021

0.6.7.post1

Sep 5, 2021

0.6.7

Jul 14, 2021

0.6.6

May 24, 2021

0.6.5.post1

Apr 28, 2021

0.6.5

Apr 26, 2021

0.6.4.post1

Apr 1, 2021

This version

0.6.4

Mar 24, 2021

0.6.3

Jan 31, 2021

0.6.2

Dec 17, 2020

0.6.1

Aug 16, 2020

0.6.0

Aug 2, 2020

0.5.2

Jun 30, 2020

0.5.1

May 7, 2020

0.5.0.post2

Apr 24, 2020

0.5.0.post1

Apr 19, 2020

0.5.0

Apr 19, 2020

0.5.0a3 pre-release

Apr 18, 2020

0.5.0a0 pre-release

Apr 17, 2020

0.4.7

Apr 14, 2020

0.4.6

Apr 10, 2020

0.4.5.post3

Apr 9, 2020

0.4.5.post2

Apr 9, 2020

0.4.5.post1

Apr 8, 2020

0.4.5

Apr 8, 2020

0.4.4

Mar 31, 2020

0.4.3

Mar 30, 2020

0.4.3a0 pre-release

Mar 31, 2020

0.4.2

Mar 29, 2020

0.4.1

Mar 10, 2020

0.4.0

Feb 1, 2020

0.3.1

Dec 2, 2019

0.3.0

Oct 17, 2019

0.2.0

Jun 13, 2019

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