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italian-sentiment-analysis-with-spark's Introduction

ItalianSentimentAnalysis

This is the project for my thesis in Computer Science done at University of Palermo under the supervision of the professor Roberto Pirrone.

The goal was to build a data analysis pipeline with technologies related to Big Data:

  • Data collection
  • Data pre-processing
  • Data labeling
  • Machine Learning model tuning
  • Application of the Naive Bayes algorithm
  • Model evaluation
  • Insight extraction

The technologies used are:

  • Python 3.7
  • Tweepy, Twitter API
  • Pandas, Python Data Analysis Library
  • NLTK, Natural Language Toolkit Library
  • Apache Spark 2.4

The project consists of 4 python pages of code:

  • tweetSave.py to collect the tweet, is set to collect italian tweet with music keyword
  • tweetClean.py to clean and pre-process the data
  • tweetSentimentRadici.py to label the tweet with positive, negative or neutral sentiment
  • tweetSpark.py to apply the machine learning tools (RUNS ON SPARK)

Write me if you have doubts or to improve the solution.

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