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nlpbuddy's Introduction

NLPBuddy - Open Source Text Analysis Tool

About the project

NLPBuddy is a text analysis application for performing common NLP tasks through a web dashboard interface and an API.

It leverages Spacy for the NLP tasks plus Gensim's implementation of the TextRank algorithm for text summarization.

It supports texts in the following languages: Greek, English, German, Spanish, Portoguese, French, Italian and Dutch. Language identification is performed automatically through langid

Tasks include:

  1. Text tokenization
  2. Sentence splitting (lemmatized sentences too)
  3. Part of Speech tags identification (verbs, nouns etc)
  4. Named Entity Recognition (Location, Person, Organisation etc)
  5. Text summarization (using TextRank algorithm, implemented by Gensim)
  6. Keywords extraction
  7. Language identification
  8. For the Greek language, Categorization of text

Text can either be provided or imported after specifying a url - we use library python readability for this plus BeautifulSoup4

The Greek classifier is built with FastText and is trained in 20.000 articles labeled in these categories.

Demo

A working demo can be found on http://www.nlpbuddy.io/

Usage

Enter text and hit 'Analyze it',

alt text

API Usage

https://github.com/eellak/text-analysis/wiki/API-usage

Installation

Find development and deployment instructions here: https://github.com/eellak/text-analysis/wiki/Install

License

The code is provided under the GNU AGPL v3.0 License.

nlpbuddy's People

Contributors

giannisdaras avatar rbhatia46 avatar

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nlpbuddy's Issues

optimize django app

Make sure spaCy models (and GR classification model) are loaded only when necessary

add instructions

Add instructions on how to install + test environment Tested on Ubuntu 16.04 with python 3.5 create virtual env: virtualenv -p python3.5 . source activate: source bin/activate clone project: https://github.com/eellak/text-analysis/ enter project dir: cd text-analysis install requirements: pip install -r requirements.txt run django migrations: python manage migrate install nginx: apt-get install nginx setup nginx + uwsgi configs: deploy/ ... . make sure to set the servername visit url...

Include a back-to-top button on scrolling down

On scrolling the website, a back-to-top button can be included in the bottom-right corner to make it easier to navigate back to the top.
Please let me know if you need any help with this or if I can integrate this in the existing UI.

add sentence lemmatization

this could be a switch that shows lemmatized sentences, inside the sentences section (also inside the same structure on the API response)

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