USER CLUSTERING SUMMARY REPORT
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Overall Statistics:
- Total users clustered: 19,997
- Number of clusters: 9

Cluster Breakdown:

Cluster 0 (creator):
  - Size: 1,376 users (6.9%)
  - Key characteristics:
    * total_clips_created: 152.04
    * creation_frequency: 52.51
    * engagement_score: 0.00
    * model_diversity: 0.00

Cluster 1 (casual):
  - Size: 2,489 users (12.4%)
  - Key characteristics:
    * has_lyrics_generation: 45.04
    * lyrics_generation_ratio: 37.4%
    * total_clips_created: 6.74
    * pro_user_ratio: 0.0%

Cluster 2 (explorer):
  - Size: 64 users (0.3%)
  - Key characteristics:
    * total_clips_created: 16.14
    * creation_frequency: 8.14
    * engagement_score: 0.52
    * model_diversity: 4.62

Cluster 3 (casual):
  - Size: 6,080 users (30.4%)
  - Key characteristics:
    * has_lyrics_generation: 65.31
    * lyrics_generation_ratio: 60.2%
    * total_clips_created: 4.10
    * pro_user_ratio: 0.0%

Cluster 4 (casual):
  - Size: 3,124 users (15.6%)
  - Key characteristics:
    * has_lyrics_generation: 44.53
    * lyrics_generation_ratio: 28.4%
    * total_clips_created: 19.87
    * pro_user_ratio: 0.0%

Cluster 5 (explorer):
  - Size: 183 users (0.9%)
  - Key characteristics:
    * total_clips_created: 21.17
    * creation_frequency: 9.62
    * engagement_score: 0.52
    * model_diversity: 1.85

Cluster 6 (casual):
  - Size: 56 users (0.3%)
  - Key characteristics:
    * has_lyrics_generation: 7.14
    * lyrics_generation_ratio: 7.1%
    * total_clips_created: 1.20
    * pro_user_ratio: 0.0%

Cluster 7 (casual):
  - Size: 5,525 users (27.6%)
  - Key characteristics:
    * has_lyrics_generation: 31.29
    * lyrics_generation_ratio: 17.1%
    * total_clips_created: 11.77
    * pro_user_ratio: 0.0%

Cluster 8 (casual):
  - Size: 1,100 users (5.5%)
  - Key characteristics:
    * has_lyrics_generation: 72.36
    * lyrics_generation_ratio: 20.2%
    * total_clips_created: 20.94
    * pro_user_ratio: 0.0%

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User Type Distribution:
- casual: 18,374 users (91.9%)
- creator: 1,376 users (6.9%)
- explorer: 247 users (1.2%)