muleykeyy / Spotify-Review-Sentiment-Analysis

Spotify-Review-Sentiment-Analysis

Data Set: https://www.kaggle.com/datasets/mfaaris/spotify-app-reviews-2022

Kaggle: https://www.kaggle.com/code/hilalmleykeyuksel/spotify-review-sentiment-analysis/notebook

CONTENT:

1. LOAD and CHECK DATA
2. BASIC EDA & VISUALIZATION
3. TEXT PREPROCESSING
   • Removing Punctuation
   • Remove URL and Tags
   • Lower Casing
   • Removing Numbers
   • Removing Extra Spaces
   • Stop Words
   • Lemmatization
4. FEATURE ENGINEERING
   • 1. COUNT VECTORS
   • 2. TF - IDF
     • Word Level TF - IDF
     • n - Gram Level TF - IDF
     • Character Level TF - IDF
5. MODEL & RESULTS
   • LOGISTIC REGRESSION
     • Logistic Regression Model Results
   • K-NEAREST NEIGHBORS CLASSIFIER
     • K-Nearest Neighbor Results
   • XG BOOST CLASSIFIER
     • XG Boost Classifier Results