Data Set: https://www.kaggle.com/datasets/mfaaris/spotify-app-reviews-2022
Kaggle: https://www.kaggle.com/code/hilalmleykeyuksel/spotify-review-sentiment-analysis/notebook
- LOAD and CHECK DATA
- BASIC EDA & VISUALIZATION
- TEXT PREPROCESSING
- Removing Punctuation
- Remove URL and Tags
- Lower Casing
- Removing Numbers
- Removing Extra Spaces
- Stop Words
- Lemmatization
- FEATURE ENGINEERING
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- COUNT VECTORS
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- TF - IDF
- Word Level TF - IDF
- n - Gram Level TF - IDF
- Character Level TF - IDF
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- MODEL & RESULTS
- LOGISTIC REGRESSION
- Logistic Regression Model Results
- K-NEAREST NEIGHBORS CLASSIFIER
- K-Nearest Neighbor Results
- XG BOOST CLASSIFIER
- XG Boost Classifier Results
- LOGISTIC REGRESSION