⭐
Yelp Review Ratings: Text + Quality Predictors
LightGBM multi-class classification — 10,002 reviews across 498 businesses
Reviews
10,002
999 users · 498 businesses
F1 Macro
0.6924
+0.498 vs baseline · 3.6× better
Top Feature
Text TF-IDF
+ business_avg_rating
5-Star Share
59.2%
dominant class
⭐ Rating Distribution (1–5 Stars)
📊 Feature Importance
🎯 Class Performance: F1 Score Comparison (Class 2 vs Class 5)
V5
DS Factory
End-to-end data science pipeline · Yelp Rating Prediction
Pipeline v5