Sentiment Analysis of german reviews on TripAdvisor
- Dataset contains ~1000 german reviews from TripAdvisor about Lufthansa
- Converted ratings (1.0 - 5.0, 1 being the worst and 5 being the best rating) to categorical values
- 1.0 - 2.0: negative
- 3.0: neutral
- 4.0 - 5.0: positive
- Basic Preprocessing (stopword-removal, non-alphanumeric-char removal, lemmatization)
- ML-Model: Logistic Regression
- Tfidf-Vectorization (max_feat=50)
- max_iter=500
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Training Accuracy: 86.7%
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Test Accuracy: 81.5%
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AUC-ROC Train: 85%
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AUC-ROC Test: 74%