NLP-Arabic-Language-Twitter-sentiment-analysis

• Using Arabic Sentiment Twitter Corpus dataset
• Algorithms -> Naive Bayes | Passive Aggressive Classifier | Logistic Regression
• Dataset Link -> https://www.kaggle.com/datasets/mksaad/arabic-sentiment-twitter-corpus?resource=download

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Comparison of all algorithms on F1 score

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Steps

• Load positive and negative dataset
• preprocessing both dataset
• Features Extraction from tweets text with TFIDF unigram
• Trainig models
• use Logistic Regression Algorithm to predict

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Libraries used

• numpy
• pandas
• sklearn
• nltk