Coder Social home page Coder Social logo

Comments (2)

rhiever avatar rhiever commented on July 17, 2024

Sounds promising. Please submit a PR with the new functionality along with unit tests to demonstrate how it works.

from datacleaner.

dimenwarper avatar dimenwarper commented on July 17, 2024

I've implemented a draft of this but realized it may clash with the functionality of converting all text to numerical values. I wonder how to proceed, as I see it there are two options:

  1. Fix the text before applying the encoding: This is what I'm doing right now, so strings like >=50 and >=50'get encoded to the same label.
  2. Make encoding optional: This is tricky, there will be some text-based columns where you want to preserve the text to featurize later (e.g. with a sklearn.feature_extraction.text.TfidfVectorizer) rather than convert them to a label with an encoder. The tricky part is how to specify what columns you want to encode or not.

One way to proceed would be to go with 1 and then tackle 2 in a later issue.

from datacleaner.

Related Issues (13)

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.