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spark-ml-twitter-sentiment-analysis's Introduction

Spark Twitter Sentiment Analysis Project

Introduction

Project to analyse and visualize sentiment of tweets in real-time on a world map using Apache Spark ecosystem [Spark MLlib + Spark Streaming].

At a very high level, this project encapsulates and covers each of the following broad topics:

  • Distributed Stream Processing » Apache Spark

  • Machine Learning » Naive Bayes Classifier [Apache Spark MLlib implementation]

  • Visualization » Sentiment visualization on a World map using Datamaps

  • DevOps » Docker Hub and Docker Imag

    AFINN is a list of English words rated for valence with an integer between minus five (negative) and plus five (positive). The words have been manually labeled by Finn Årup Nielsen in 2009-2011. The file is tab-separated. There are two versions:

AFINN-111: Newest version with 2477 words and phrases.

I will use AFINN with NLP stanfard together to do sentiment analysis.e

spark-ml-twitter-sentiment-analysis's People

Contributors

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