rhiever/datacleaner

Add scikit-learn compatibility to datacleaner

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#12 opened on May 22, 2017

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enhancementhelp wanted

Description

Write a wrapper for datacleaner that allows it to act as a scikit-learn transformer. See the scikit-learn docs for information on the transformer API.

Contributor guide

Tech stack
pythonscikit learn
Domain
datamachine learning
Issue type
feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-3 hours
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
stale
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
clear
Prerequisites
basic Pythonfamiliarity with scikit learn transformers
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
70
Research direction
Read the scikit learn transformer API documentation at http://scikit learn.org/stable/developers/contributing.html#apis of scikit learn objects. Then create a wrapper class that inherits from BaseEstimator and TransformerMixin, implementing fit and transform methods. The wrapper should encapsulate datacleaner's cleaning functionality.