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Ultimate F1 System
All APIs • Real-time data
F1 Ultimate Pro
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Connecting to multiple F1 APIs...
Multi-API Active
🌐 Live API Status
Real-Time Feeds
🔍 Advanced Feature Importance
AI Model Feature Analysis
⚙️ Advanced Feature Engineering
Tune prediction parameters in real-time
🏎️ Vehicle Parameters
Tire Age (laps)
15 laps
Compound Hardness
Medium
Degradation Rate
2.1%/lap
Fuel Load
110 kg
🏁 Track Parameters
Track Evolution
75%
DRS Effectiveness
85%
Track Temperature
42°C
Grip Level
88%
🚀 Apply Changes
🔄 Reset Defaults
💾 Save Config
🧪 A/B Testing Framework
Compare model performance variations
Model A: Conservative
Current
Emphasizes historical data and proven performance patterns. Lower risk predictions with higher confidence intervals.
87.3%
Accuracy
2.1s
Avg Error
94.2%
Confidence
Predicted Top 3:
VER, NOR, PIA
Model B: Aggressive
Testing
Weights recent form and real-time telemetry heavily. Higher variance predictions with dynamic adjustments.
89.7%
Accuracy
1.8s
Avg Error
91.8%
Confidence
Predicted Top 3:
VER, LEC, NOR
🔄 Switch to Model B
🧪 Run A/B Test
📊 Compare Performance
Live test results update every 15 seconds
🏎️ Interactive Race Simulation
Real-time race prediction with interactive elements
VER
NOR
LEC
▶ Start Race
⏸ Pause
⏹ Reset
⚡ Speed
Race Statistics
Lap: 0/71
Leader: ---
Gap: 0.000s
Selected: None
☀️ Dry Track
🌧️ Wet Track
🚨 Safety Car
🔧 Force Pitstop
⚡ Aggressive
🛡️ Conservative
📊 Complete Race Predictions
Full grid analysis with confidence intervals and market data
Position
Driver
Team
Predicted Time
Confidence
Win Odds
Market Sentiment
Weather Impact
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