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Model Performance Report

Overall Accuracy: 85.12%

Note: Zeros in the following table indicate lack of test samples for those classes.

Per-Class Performance

Class Precision Recall (Accuracy) F1-Score Support
Adult 0.81 0.75 0.78 190.0
Arts_and_Entertainment 0.88 0.87 0.88 7737.0
Autos_and_Vehicles 0.90 0.90 0.90 2806.0
Beauty_and_Fitness 0.87 0.85 0.86 2564.0
Books_and_Literature 0.84 0.84 0.84 2115.0
Business_and_Industrial 0.82 0.82 0.82 7049.0
Computers_and_Electronics 0.86 0.88 0.87 5711.0
Finance 0.85 0.88 0.86 2369.0
Food_and_Drink 0.89 0.91 0.90 5020.0
Games 0.89 0.85 0.87 2264.0
Health 0.88 0.90 0.89 5424.0
Hobbies_and_Leisure 0.78 0.76 0.77 3244.0
Home_and_Garden 0.87 0.89 0.88 4569.0
Internet_and_Telecom 0.82 0.81 0.81 2668.0
Jobs_and_Education 0.85 0.84 0.85 4478.0
Law_and_Government 0.83 0.82 0.83 2331.0
News 0.79 0.74 0.76 3167.0
Online_Communities 0.76 0.68 0.72 898.0
People_and_Society 0.79 0.81 0.80 5354.0
Pets_and_Animals 0.85 0.86 0.85 1457.0
Real_Estate 0.91 0.91 0.91 2216.0
Science 0.83 0.79 0.81 1632.0
Sensitive_Subjects 0.82 0.83 0.83 2297.0
Shopping 0.79 0.80 0.80 2422.0
Sports 0.91 0.92 0.91 4024.0
Travel_and_Transportation 0.86 0.88 0.87 3560.0

Summary Statistics

  • Macro Avg F1: 0.84
  • Weighted Avg F1: 0.85