Giter Club home page Giter Club logo

texplore's Introduction

TExplore

TExplore is an interactive tool for rapid and reproducible identification of informative trends over time in unstructured text datasets. The tool summarizes the prominence over time of text elements (e.g., words, ngrams, keyword phrases) in datasets or inputs across groups โ€” such as predictive model output categories (e.g., predictions, confidence bin labels etc.), or other categorical annotations in a dataset (e.g., topics, locations etc.). Using TExplore, users can probe the different axes of interest over time to see how behavioral patterns persist or differ across different combinations quickly and easily.

Screenshot of TExplore Widget

Installation

  1. Install widget using:

    pip install texplore-0.1.0a1-py2.py3-none-any.whl

  2. Verify install by running:

    python verifyInstall.py

    This should print out "TExplore successfully installed"

  3. Install the packages needed for the TExplore Example Usage.ipynb notebook:

    pip install pandas pip install nltk pip install scikit-learn

Usage

Example usage is outlined in TExplore Example Usage.ipynb

Notice: This computer software was prepared by Battelle Memorial Institute, hereinafter the Contractor, under Contract No. DE-AC05-76RL01830 with the Department of Energy (DOE). All rights in the computer software are reserved by DOE on behalf of the United States Government and the Contractor as provided in the Contract. You are authorized to use this computer software for Governmental purposes but it is not to be released or distributed to the public. NEITHER THE GOVERNMENT NOR THE CONTRACTOR MAKES ANY WARRANTY, EXPRESS OR IMPLIED, OR ASSUMES ANY LIABILITY FOR THE USE OF THIS SOFTWARE. This notice including this sentence must appear on any copies of this computer software.

texplore's People

Contributors

maria-g avatar devcentral-pnnl avatar

Watchers

Nathan Baker avatar  avatar  avatar Leif Carlsen avatar  avatar Sannisth Soni avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    ๐Ÿ–– 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. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

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 โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.