USER CLUSTERING SUMMARY REPORT ================================================== Overall Statistics: - Total users clustered: 100 - Number of clusters: 4 Cluster Breakdown: Cluster 0 (casual): - Size: 30 users (30.0%) - Key characteristics: * has_lyrics_generation: 100.00 * lyrics_generation_ratio: 71.3% * total_clips_created: 18.73 * pro_user_ratio: 0.0% Cluster 1 (casual): - Size: 30 users (30.0%) - Key characteristics: * has_lyrics_generation: 96.67 * lyrics_generation_ratio: 28.2% * total_clips_created: 12.70 * pro_user_ratio: 19.6% Cluster 2 (bot): - Size: 20 users (20.0%) - Key characteristics: * consumption_ratio: 0.0% * creation_burst_score: 100.00 * min_time_between_creations: 30.00 * has_any_reactions: 0.00 Cluster 3 (casual): - Size: 20 users (20.0%) - Key characteristics: * has_lyrics_generation: 100.00 * lyrics_generation_ratio: 9.4% * total_clips_created: 56.85 * pro_user_ratio: 100.0% ================================================== User Type Distribution: - casual: 80 users (80.0%) - bot: 20 users (20.0%)