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- 2025 Streams: 317/1276 streams (24.8%) had actual CCV higher than predicted by more than 4000 with an R² score on 2025 data: 0.670
- Per channel breakdown (focusing on 2025 only):
- Bae: 7/67 streams (10.4%)
- Biboo: 57/105 streams (54.3%)
- Calli: 42/74 streams (56.8%)
- Cecilia: 11/81 streams (13.6%)
- Dokibird: 4/83 streams (4.8%)
- Dooby: 0/22 streams (0.0%)
- ERB: 4/47 streams (8.5%)
- Fauna: 1/2 streams (50.0%)
- FWMC: 27/94 streams (28.7%)
- Gigi: 16/82 streams (19.5%)
- Gura: 6/18 streams (33.3%)
- Ina: 9/53 streams (17.0%)
- Irys: 27/44 streams (61.4%)
- Kiara: 19/72 streams (26.4%)
- Kronii: 10/56 streams (17.9%)
- Mint: 3/49 streams (6.1%)
- Mumei: 9/29 streams (31.0%)
- Nerissa: 9/58 streams (15.5%)
- Nimi: 29/57 streams (50.9%)
- Raora: 8/94 streams (8.5%)
- Shiori: 19/89 streams (21.3%)
- Average Actual vs. Predicted Max CCV per Source (2025 only):
- Source | Max CCV | Predicted CCV
- ------------+-----------+--------------
- Fauna | 81225.0 | 66056.4
- Gura | 40013.9 | 42311.5
- Mumei | 19992.4 | 17532.3
- Nimi | 18261.5 | 14733.1
- Biboo | 17379.5 | 9824.4
- Calli | 14991.9 | 7831.4
- Irys | 13276.8 | 5345.2
- Ina | 10908.6 | 9221.1
- Kronii | 10586.4 | 8625.1
- Cecilia | 9743.4 | 7953.7
- Gigi | 9560.8 | 7717.5
- Kiara | 9396.4 | 5805.7
- Nerissa | 9214.8 | 7570.5
- FWMC | 8707.5 | 5828.3
- Bae | 7326.2 | 5660.4
- Raora | 7011.7 | 6945.9
- Shiori | 6657.0 | 3986.1
- ERB | 6268.9 | 5575.3
- Dooby | 5353.5 | 7738.1
- Mint | 4804.6 | 4769.5
- Dokibird | 3878.9 | 2934.9
- For double checking: Top 10 2025 Streams with Highest Positive Residuals (Actual >> Predicted):
- Stream ID | Stream Title | Max CCV | Pred. CCV | Source | Residual
- ----------+------------------------------------------------------+--------:|----------:|--------+---------
- 1170 | 【BLOODBORNE】HUNTING THROUGH THE DLC | 84057 | 7966.4 | Biboo | 76090.6
- 3441 | 【3D LIVE CONCERT】FUWAMOCO birthday party!! | 88170 | 42667.9 | FWMC | 45502.1
- 1168 | 【BLOODBORNE】Kos, or as some say, Koseki | 45254 | 10271.5 | Biboo | 34982.5
- 3286 | Faunwell! 🌿💚 | 129752 | 97484.2 | Fauna | 32267.8
- 4781 | 【MH Wilds】Checking out the recent news | 32038 | 3778.9 | Irys | 28259.1
- 1173 | 【MH Wilds】LEARNING ALL WEAPONS TO SURVIVE | 37887 | 10107.2 | Biboo | 27779.8
- 1159 | 【MH Wilds】Title Update 1! MIZUTSUNÉ!!! | 34707 | 7413.2 | Biboo | 27293.8
- 1674 | 【Clair Obscur】just parry. (SPOILERS) | 30159 | 2978.1 | Calli | 27180.9
- 1139 | 【Oblivion Remastered】OFF WE GO | 38620 | 11775.1 | Biboo | 26844.9
- 1143 | 【RUST】DAY 3 - Eggs. | 35453 | 8713.6 | Biboo | 26739.4
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