EDAAnalyzer - Circuit Session - Lime Rock MX-5
Comprehensive EDA with telemetry stats, lap analysis, and metadata discovery
Sample Data
| Attribute | Value |
|---|---|
| Source | garage61 |
| Category | circuit_lap |
| File | 01K451BYJ64G0T2GPQ44AKXC86 |
Available Channels (23): LongAccel, VertAccel, YawRate, abs_active, brake, clutch, distance, drs_active, gear, lap_distance_pct, lat_accel, latitude, longitude, position_type, rpm, speed, steering, throttle, time, track_pct, x, y, yaw
Configuration
| Setting | Value |
|---|---|
| Slice Type | lap |
| Metadata Only | False |
When to Use
- User asks 'what data do I have' or 'show me my telemetry'
- User wants to understand data quality before detailed analysis
- User asks about available channels or data completeness
- User wants to find correlations between telemetry channels
- User asks about lap time distribution or consistency
- User wants fuel consumption analysis
- Data scientist exploring unfamiliar telemetry dataset
Key Options
| Option | Description |
|---|---|
sample_limit | Max samples to analyze, 0=unlimited (default: 10000) |
top_correlations | Number of top correlation pairs (default: 10) |
include_enriched_metadata | Include track/car/session metadata (default: True) |
lap_selection | all |
Sample Output
Subjects Analyzed: 1
Standard EDA (Default)
Options: sample_limit=10000, _config_label=Standard EDA (Default)
Error: Invalid options for analyzer 'EDAAnalyzer': 1 validation error for EDAOptions
_config_label
Extra inputs are not permitted [type=extra_forbidden, input_value='Standard EDA (Default)', input_type=str]
For further information visit https://errors.pydantic.dev/2.12/v/extra_forbidden
Full Analysis
Options: sample_limit=0, top_correlations=20, _config_label=Full Analysis
Error: Invalid options for analyzer 'EDAAnalyzer': 1 validation error for EDAOptions
_config_label
Extra inputs are not permitted [type=extra_forbidden, input_value='Full Analysis', input_type=str]
For further information visit https://errors.pydantic.dev/2.12/v/extra_forbidden
Quick Overview
Options: sample_limit=1000, top_correlations=5, _config_label=Quick Overview
Error: Invalid options for analyzer 'EDAAnalyzer': 1 validation error for EDAOptions
_config_label
Extra inputs are not permitted [type=extra_forbidden, input_value='Quick Overview', input_type=str]
For further information visit https://errors.pydantic.dev/2.12/v/extra_forbidden
Example Calls
What telemetry data do I have?
analyze(analyzers='eda', event='...')
Shows all channels, lap metadata, and discovered metadata
How consistent were my lap times?
analyze(analyzers='eda', event='...')
Shows lap time distribution with mean, std, quartiles
What's my fuel consumption?
analyze(analyzers='eda', event='...')
Shows fuel consumption statistics per lap
Generated from b4racing.analysis.analyzers.eda.EDAAnalyzer