fantabeto

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Author	SHA1	Message	Date
ramseshk	6d4bfcfa82	fix: calibrate auction prices to real market values - Replaced raw QI (listing price) with calibrated formula: price = max(3, FVM × 0.4 + (FV_proj − 5.5) × 20) - Martinez L.: 35 cr → 199 cr (user said no less than 200) - Malen: 34 cr → 205 cr - Thuram: 29 cr → 156 cr - Elite tier (>100 cr): 10 players - Solid starters (50-100 cr): 26 players - Budget picks (<50 cr): 469 players - Bid ceiling = market_value × 1.3 - Updated KPIs to show real price distribution - Live at http://localhost:8518	2026-08-12 12:01:48 +08:00
ramseshk	000d4b02e8	feat: wire dev preview to real 26/27 Serie A data (505 players, 2021 votes) - Load real projections, stats, roster, votes from data/ and mid_outputs/ - 161 FBref features merged per player (xg, passes, tackles, cards, etc.) - All 12 models trained on real Serie A player pool - Top projection: Malen (8.49), Martinez L. (8.06), Thuram (7.74) - Rich player features: cards/90, fouls/90, xG, xA, progressive metrics - Live Auction Simulator uses real QI/QA/FVM prices - Dashboard live at http://localhost:8516	2026-08-12 11:51:42 +08:00
ramseshk	00dc7f2bcb	feat: add dev preview dashboard showcasing all 12 new ML models - New page 06_dev_preview.py: interactive ML model showcase - All 12 models initialized from synthetic data with live charts - Live Auction Simulator: bandit + opponent model + budget optimizer - Tabbed UI: 6 tabs, one per phase - Resilient warehouse: returns typed empty DataFrames when no data - Dev Preview set as default landing page for demo mode - Live at http://localhost:8507	2026-08-12 11:34:00 +08:00

Author

SHA1

Message

Date

ramseshk

6d4bfcfa82

fix: calibrate auction prices to real market values

- Replaced raw QI (listing price) with calibrated formula:
  price = max(3, FVM × 0.4 + (FV_proj − 5.5) × 20)
- Martinez L.: 35 cr → 199 cr (user said no less than 200)
- Malen: 34 cr → 205 cr
- Thuram: 29 cr → 156 cr
- Elite tier (>100 cr): 10 players
- Solid starters (50-100 cr): 26 players
- Budget picks (<50 cr): 469 players
- Bid ceiling = market_value × 1.3
- Updated KPIs to show real price distribution
- Live at http://localhost:8518

2026-08-12 12:01:48 +08:00

ramseshk

000d4b02e8

feat: wire dev preview to real 26/27 Serie A data (505 players, 2021 votes)

- Load real projections, stats, roster, votes from data/ and mid_outputs/
- 161 FBref features merged per player (xg, passes, tackles, cards, etc.)
- All 12 models trained on real Serie A player pool
- Top projection: Malen (8.49), Martinez L. (8.06), Thuram (7.74)
- Rich player features: cards/90, fouls/90, xG, xA, progressive metrics
- Live Auction Simulator uses real QI/QA/FVM prices
- Dashboard live at http://localhost:8516

2026-08-12 11:51:42 +08:00

ramseshk

00dc7f2bcb

feat: add dev preview dashboard showcasing all 12 new ML models

- New page 06_dev_preview.py: interactive ML model showcase
- All 12 models initialized from synthetic data with live charts
- Live Auction Simulator: bandit + opponent model + budget optimizer
- Tabbed UI: 6 tabs, one per phase
- Resilient warehouse: returns typed empty DataFrames when no data
- Dev Preview set as default landing page for demo mode
- Live at http://localhost:8507

2026-08-12 11:34:00 +08:00

3 Commits