Code Monkey home page Code Monkey logo

large-arabic-sentiment-analysis-resouces's Introduction

Sentiment Analysis Resouces For Arabic Language

Overview :

The Repository includes the following :

  • 33K Automatically annotated Reviews in Domains of Movies, Hotels, Restaurants and Products
  • Domain specific lexicons, semi automatically generated from the datasets above (2K total)
  • A total of 615 Experiments over each of the datasets experimenting :
    • Classifiers : Linear SVM, Logistic Regression, KNN, BNB, SGD training with SVM (Hinge loss and L1 penality)
    • Sandard Features : TFIDF, Term Count, Term Existence, Delta-TFIDF
    • Lexicon Based Features: domain specific and domain general
    • Combining features : Lexicon based feature vectors + Standard features
    • Classification Problems : with neutral class included or not
    • Balanced or unBalanced Datasets
  • Results of Each of the Experiments

Dataset Statistics

Datasets :

####ATT.csv

  • Dataset of Attraction Reviews scrapped from TripAdvisor.com
  • 2154 reviews

####HTL.csv

  • Dataset of Hotel Reviews scrapped from TripAdvisor.com
  • 15572 reviews

####MOV.csv

  • Dataset of Movie Reviews scrapped from elcinema.com
  • 1524 reviews

####PROD.csv

  • Dataset of product reviews scrapped from souq.com
  • 4272 reviews

####RES1.csv

  • dataset of restaurant reviews scrapped from qaym.com
  • 8364 reviews

####RES2.csv

  • dataset of restaurant reviews scrapped from tripadvisor.com
  • 2642 reviews

####RES.csv

  • RES1.csv and RES2.csv combined
  • 10970 reviews

Lexicons

Domain specific lexicons, semi automatically generated from the datasets above (2K total)

lexicon MOV RES PROD HTL BOOK Total
size 87 734 369 218 874 1913

Requirements

large-arabic-sentiment-analysis-resouces's People

Contributors

hadyelsahar avatar

Watchers

 avatar  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.