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: LongAccel, VertAccel, YawRate, abs_active, brake, clutch, drs_active, gear, lap_distance_pct, lat_accel, latitude, longitude, position_type, rpm, speed, speed_kph, speed_mph, steering, throttle, time, track_pct, 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
{
"metrics": [
{
"subject_id": "01K451BYJ64G0T2GPQ44AKXC86",
"driver_name": "Marcel Hild",
"telemetry_eda": {
"sample_count": 10000,
"channel_count": 22,
"channel_stats": [
{
"channel": "speed",
"count": 10000,
"mean": 36.58682121438672,
"std": 9.432324625282508,
"min_val": 7.719506e-06,
"pct_25": 30.64392975,
"pct_50": 35.2712,
"pct_75": 43.513014999999996,
"max_val": 53.185356,
"mean_formatted": "36.587",
"std_formatted": "9.432",
"range_formatted": "0.00 - 53.19"
},
{
"channel": "lap_distance_pct",
"count": 10000,
"mean": 0.45868653536394105,
"std": 0.27429437290218694,
"min_val": 6.687926e-05,
"pct_25": 0.2175233475,
"pct_50": 0.44857746499999995,
"pct_75": 0.6766121,
"max_val": 0.99996865,
"mean_formatted": "0.459",
"std_formatted": "0.274",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "latitude",
"count": 10000,
"mean": 41.92720362715696,
"std": 0.001527975454795196,
"min_val": 41.92510831693784,
"pct_25": 41.92589590353455,
"pct_50": 41.92693792358121,
"pct_75": 41.92845633101656,
"max_val": 41.93004284849721,
"mean_formatted": "41.927",
"std_formatted": "0.002",
"range_formatted": "41.93 - 41.93"
},
{
"channel": "longitude",
"count": 10000,
"mean": -73.38325008697703,
"std": 0.0034950525343941446,
"min_val": -73.38862502661748,
"pct_25": -73.38660757859861,
"pct_50": -73.3829434887351,
"pct_75": -73.3802235490373,
"max_val": -73.37743989458048,
"mean_formatted": "-73.383",
"std_formatted": "0.003",
"range_formatted": "-73.39 - -73.38"
},
{
"channel": "brake",
"count": 10000,
"mean": 0.07577918207431024,
"std": 0.2271077567716989,
"min_val": -1.3969839e-09,
"pct_25": 0.0,
"pct_50": 0.0,
"pct_75": 0.0,
"max_val": 1.0,
"mean_formatted": "0.076",
"std_formatted": "0.227",
"range_formatted": "-0.00 - 1.00"
},
{
"channel": "throttle",
"count": 10000,
"mean": 0.7429766474762826,
"std": 0.38834927160353694,
"min_val": -1.1641532e-09,
"pct_25": 0.4611590425,
"pct_50": 1.0,
"pct_75": 1.0,
"max_val": 1.0000001,
"mean_formatted": "0.743",
"std_formatted": "0.388",
"range_formatted": "-0.00 - 1.00"
},
{
"channel": "rpm",
"count": 10000,
"mean": 5772.750647337,
"std": 1005.6692241483078,
"min_val": 696.9654,
"pct_25": 5169.883325000001,
"pct_50": 5989.5354,
"pct_75": 6477.333775,
"max_val": 7567.088,
"mean_formatted": "5772.751",
"std_formatted": "1005.669",
"range_formatted": "696.97 - 7567.09"
},
{
"channel": "steering",
"count": 10000,
"mean": -0.1827727917757602,
"std": 0.4924134540387769,
"min_val": -2.6955159,
"pct_25": -0.4340566475,
"pct_50": -0.086143158,
"pct_75": 0.0194650055,
"max_val": 1.6697214,
"mean_formatted": "-0.183",
"std_formatted": "0.492",
"range_formatted": "-2.70 - 1.67"
},
{
"channel": "gear",
"count": 10000,
"mean": 3.1196,
"std": 0.8997648568819344,
"min_val": 0.0,
"pct_25": 3.0,
"pct_50": 3.0,
"pct_75": 4.0,
"max_val": 5.0,
"mean_formatted": "3.120",
"std_formatted": "0.900",
"range_formatted": "0.00 - 5.00"
},
{
"channel": "clutch",
"count": 10000,
"mean": 0.987860071776,
"std": 0.1092606951367848,
"min_val": 0.0,
"pct_25": 1.0,
"pct_50": 1.0,
"pct_75": 1.0,
"max_val": 1.0,
"mean_formatted": "0.988",
"std_formatted": "0.109",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "lat_accel",
"count": 10000,
"mean": -3.3924076400116334,
"std": 7.431395127197363,
"min_val": -19.515656,
"pct_25": -10.0501925,
"pct_50": -2.6472196500000003,
"pct_75": 0.3162940325,
"max_val": 23.916985,
"mean_formatted": "-3.392",
"std_formatted": "7.431",
"range_formatted": "-19.52 - 23.92"
},
{
"channel": "LongAccel",
"count": 10000,
"mean": 0.083146091447569,
"std": 3.5144388136373332,
"min_val": -15.124813,
"pct_25": 0.288241565,
"pct_50": 1.0658302000000002,
"pct_75": 1.83932385,
"max_val": 8.573322,
"mean_formatted": "0.083",
"std_formatted": "3.514",
"range_formatted": "-15.12 - 8.57"
},
{
"channel": "VertAccel",
"count": 10000,
"mean": 9.865102856390001,
"std": 1.3739801924012132,
"min_val": 2.9067388,
"pct_25": 9.12796375,
"pct_50": 9.7993795,
"pct_75": 10.470910875,
"max_val": 21.65043,
"mean_formatted": "9.865",
"std_formatted": "1.374",
"range_formatted": "2.91 - 21.65"
},
{
"channel": "yaw",
"count": 10000,
"mean": 0.18603121462403402,
"std": 1.7808304548485057,
"min_val": -3.140516,
"pct_25": -1.58168825,
"pct_50": 0.736949085,
"pct_75": 1.892638375,
"max_val": 3.1407633,
"mean_formatted": "0.186",
"std_formatted": "1.781",
"range_formatted": "-3.14 - 3.14"
},
{
"channel": "YawRate",
"count": 10000,
"mean": -0.09716614541270305,
"std": 0.24839578715335847,
"min_val": -0.8672398,
"pct_25": -0.28849465,
"pct_50": -0.072968318,
"pct_75": 0.011995165875,
"max_val": 0.8430692,
"mean_formatted": "-0.097",
"std_formatted": "0.248",
"range_formatted": "-0.87 - 0.84"
},
{
"channel": "position_type",
"count": 10000,
"mean": 3.0006,
"std": 0.024488772325231,
"min_val": 3.0,
"pct_25": 3.0,
"pct_50": 3.0,
"pct_75": 3.0,
"max_val": 4.0,
"mean_formatted": "3.001",
"std_formatted": "0.024",
"range_formatted": "3.00 - 4.00"
},
{
"channel": "time",
"count": 10000,
"mean": 30.437449889301636,
"std": 18.8984956534713,
"min_val": 0.0,
"pct_25": 13.888583354054264,
"pct_50": 30.02746143069911,
"pct_75": 46.872276559645336,
"max_val": 64.76142945144818,
"mean_formatted": "30.437",
"std_formatted": "18.898",
"range_formatted": "0.00 - 64.76"
},
{
"channel": "track_pct",
"count": 10000,
"mean": 45.8686535363941,
"std": 27.429437290218694,
"min_val": 0.006687926,
"pct_25": 21.75233475,
"pct_50": 44.8577465,
"pct_75": 67.66121000000001,
"max_val": 99.996865,
"mean_formatted": "45.869",
"std_formatted": "27.429",
"range_formatted": "0.01 - 100.00"
},
{
"channel": "speed_mph",
"count": 10000,
"mean": 81.84252384731022,
"std": 21.099544247279454,
"min_val": 1.726807175164e-05,
"pct_25": 68.54863221496501,
"pct_50": 78.899558128,
"pct_75": 97.3360037741,
"max_val": 118.97245025064001,
"mean_formatted": "81.843",
"std_formatted": "21.100",
"range_formatted": "0.00 - 118.97"
},
{
"channel": "speed_kph",
"count": 10000,
"mean": 131.71255637179218,
"std": 33.95636865101703,
"min_val": 2.7790221599999997e-05,
"pct_25": 110.3181471,
"pct_50": 126.97632000000002,
"pct_75": 156.646854,
"max_val": 191.4672816,
"mean_formatted": "131.713",
"std_formatted": "33.956",
"range_formatted": "0.00 - 191.47"
}
],
"data_quality": [
{
"channel": "speed",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9993,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "lap_distance_pct",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9911,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "latitude",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 8587,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "longitude",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9192,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "brake",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 1226,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "throttle",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 1990,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "rpm",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9988,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "steering",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 7569,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "gear",
"dtype": "int64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 6,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "clutch",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 5,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "abs_active",
"dtype": "bool",
"total_count": 10000,
"missing_count": 0,
"unique_count": 2,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "drs_active",
"dtype": "bool",
"total_count": 10000,
"missing_count": 0,
"unique_count": 1,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "lat_accel",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9997,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "LongAccel",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9999,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "VertAccel",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9983,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "yaw",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9953,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "YawRate",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9998,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "position_type",
"dtype": "int64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 2,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "time",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9996,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "track_pct",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9911,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "speed_mph",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9993,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "speed_kph",
"dtype": "float64",
"total_count": 10000,
"missing_count": 0,
"unique_count": 9993,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
}
],
"correlations": [
{
"channel_1": "speed",
"channel_2": "speed_kph",
"correlation": 1.000000000000001,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "lap_distance_pct",
"channel_2": "track_pct",
"correlation": 0.9999999999999992,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "speed",
"channel_2": "speed_mph",
"correlation": 0.9999999999999967,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "speed_mph",
"channel_2": "speed_kph",
"correlation": 0.9999999999999957,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "lap_distance_pct",
"channel_2": "time",
"correlation": 0.9961535450129227,
"correlation_formatted": "0.996",
"strength": "Strong"
},
{
"channel_1": "time",
"channel_2": "track_pct",
"correlation": 0.996153545012921,
"correlation_formatted": "0.996",
"strength": "Strong"
},
{
"channel_1": "lat_accel",
"channel_2": "YawRate",
"correlation": 0.9561095183951464,
"correlation_formatted": "0.956",
"strength": "Strong"
},
{
"channel_1": "steering",
"channel_2": "YawRate",
"correlation": 0.8728713279061501,
"correlation_formatted": "0.873",
"strength": "Strong"
},
{
"channel_1": "brake",
"channel_2": "LongAccel",
"correlation": -0.8632492142176985,
"correlation_formatted": "-0.863",
"strength": "Strong"
},
{
"channel_1": "steering",
"channel_2": "lat_accel",
"correlation": 0.8226619281076717,
"correlation_formatted": "0.823",
"strength": "Strong"
}
],
"overall_quality_pct": 100.0,
"overall_quality_formatted": "100.0%"
},
"lap_metadata_eda": {
"lap_time_stats": {
"lap_count": 7,
"valid_lap_count": 3,
"mean": 86.28154093331166,
"std": 78.93126792092303,
"min_val": 12.229122156,
"max_val": 274.716666666,
"pct_25": 62.79059982299805,
"pct_50": 63.09519958496094,
"pct_75": 64.1742992401123,
"mean_formatted": "1:26.282",
"best_formatted": "0:12.229",
"median_formatted": "1:03.095",
"std_formatted": "78.931s"
},
"sector_stats": [],
"fuel_stats": null,
"categorical_counts": [
{
"field_name": "status",
"value": "invalid",
"count": 4,
"percentage": 57.14285714285714,
"percentage_formatted": "57.1%"
},
{
"field_name": "status",
"value": "valid",
"count": 3,
"percentage": 42.857142857142854,
"percentage_formatted": "42.9%"
}
]
},
"enriched_metadata_eda": {
"track_fields": [],
"car_fields": [],
"session_fields": [
{
"source": "session",
"field_name": "duration_seconds",
"value": "603.9707865331816",
"value_type": "float"
},
{
"source": "session",
"field_name": "model_fields_set",
"value": "{'source_track_name', 'timestamp', 'source_car_id', 'session_type', 'duration_seconds', 'source_game_name', 'source_track_id', 'source_game_id', 'metadata', 'source_car_name', 'session_id'}",
"value_type": "set"
},
{
"source": "session",
"field_name": "session_id",
"value": "01K451BYJ64G0T2GPQ44AKXC86",
"value_type": "str"
},
{
"source": "session",
"field_name": "session_type",
"value": "circuit",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_id",
"value": "67",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_name",
"value": "Global Mazda MX-5 Cup",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_id",
"value": "iracing",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_name",
"value": "iracing",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_id",
"value": "353",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_name",
"value": "Lime Rock Park - Grand Prix",
"value_type": "str"
},
{
"source": "session",
"field_name": "timestamp",
"value": "2025-09-02T11:08:16+00:00",
"value_type": "datetime"
}
],
"has_track": false,
"has_car": false
}
}
],
"metadata": {
"analyzer": "eda",
"title": "Exploratory Data Analysis",
"subjects_analyzed": 1,
"total_samples": 10000,
"total_channels": 22,
"sample_limit": 10000,
"top_correlations": 10
}
}
Metrics Summary
| Metric | Value |
|---|---|
| Subject: 01K451BYJ64G0T2GPQ44AKXC86 | Marcel Hild |
Full Analysis
Options: sample_limit=0, top_correlations=20
{
"metrics": [
{
"subject_id": "01K451BYJ64G0T2GPQ44AKXC86",
"driver_name": "Marcel Hild",
"telemetry_eda": {
"sample_count": 19755,
"channel_count": 22,
"channel_stats": [
{
"channel": "speed",
"count": 19755,
"mean": 36.584878001719034,
"std": 9.528868335051683,
"min_val": 4.7136464e-06,
"pct_25": 30.585178,
"pct_50": 35.268257,
"pct_75": 43.608928000000006,
"max_val": 53.18729,
"mean_formatted": "36.585",
"std_formatted": "9.529",
"range_formatted": "0.00 - 53.19"
},
{
"channel": "lap_distance_pct",
"count": 19755,
"mean": 0.4603788026615197,
"std": 0.2742543032553979,
"min_val": 6.687926e-05,
"pct_25": 0.219890115,
"pct_50": 0.45592085,
"pct_75": 0.6770986800000001,
"max_val": 0.9999977,
"mean_formatted": "0.460",
"std_formatted": "0.274",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "latitude",
"count": 19755,
"mean": 41.927202101863834,
"std": 0.001525044387285797,
"min_val": 41.92510831693784,
"pct_25": 41.9258920095802,
"pct_50": 41.92693859883599,
"pct_75": 41.92845534068181,
"max_val": 41.93004284849721,
"mean_formatted": "41.927",
"std_formatted": "0.002",
"range_formatted": "41.93 - 41.93"
},
{
"channel": "longitude",
"count": 19755,
"mean": -73.3832841022082,
"std": 0.003497684142949215,
"min_val": -73.38862514729324,
"pct_25": -73.38665824300918,
"pct_50": -73.38300738448763,
"pct_75": -73.38024859495957,
"max_val": -73.37743989458048,
"mean_formatted": "-73.383",
"std_formatted": "0.003",
"range_formatted": "-73.39 - -73.38"
},
{
"channel": "brake",
"count": 19755,
"mean": 0.0746343574343478,
"std": 0.22447676461988403,
"min_val": -1.3969839e-09,
"pct_25": 0.0,
"pct_50": 0.0,
"pct_75": 0.0,
"max_val": 1.0000001,
"mean_formatted": "0.075",
"std_formatted": "0.224",
"range_formatted": "-0.00 - 1.00"
},
{
"channel": "throttle",
"count": 19755,
"mean": 0.7431932306236066,
"std": 0.3882467302410001,
"min_val": -3.7252903e-09,
"pct_25": 0.46066578999999996,
"pct_50": 1.0,
"pct_75": 1.0,
"max_val": 1.0000001,
"mean_formatted": "0.743",
"std_formatted": "0.388",
"range_formatted": "-0.00 - 1.00"
},
{
"channel": "rpm",
"count": 19755,
"mean": 5773.234113406226,
"std": 1014.8443790608243,
"min_val": 696.9654,
"pct_25": 5165.0035,
"pct_50": 5998.319,
"pct_75": 6480.422500000001,
"max_val": 7567.088,
"mean_formatted": "5773.234",
"std_formatted": "1014.844",
"range_formatted": "696.97 - 7567.09"
},
{
"channel": "steering",
"count": 19755,
"mean": -0.18121079023054895,
"std": 0.49490301101444756,
"min_val": -2.6955159,
"pct_25": -0.42868286,
"pct_50": -0.083384365,
"pct_75": 0.018593147,
"max_val": 1.6700119,
"mean_formatted": "-0.181",
"std_formatted": "0.495",
"range_formatted": "-2.70 - 1.67"
},
{
"channel": "gear",
"count": 19755,
"mean": 3.117995444191344,
"std": 0.9098237832533017,
"min_val": 0.0,
"pct_25": 3.0,
"pct_50": 3.0,
"pct_75": 4.0,
"max_val": 5.0,
"mean_formatted": "3.118",
"std_formatted": "0.910",
"range_formatted": "0.00 - 5.00"
},
{
"channel": "clutch",
"count": 19755,
"mean": 0.9868852154290053,
"std": 0.11359673016581356,
"min_val": 0.0,
"pct_25": 1.0,
"pct_50": 1.0,
"pct_75": 1.0,
"max_val": 1.0,
"mean_formatted": "0.987",
"std_formatted": "0.114",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "lat_accel",
"count": 19755,
"mean": -3.3241127244082294,
"std": 7.416794644372699,
"min_val": -19.515656,
"pct_25": -9.958395,
"pct_50": -2.4990458,
"pct_75": 0.320165545,
"max_val": 23.916985,
"mean_formatted": "-3.324",
"std_formatted": "7.417",
"range_formatted": "-19.52 - 23.92"
},
{
"channel": "LongAccel",
"count": 19755,
"mean": 0.10983153942776364,
"std": 3.459048407592348,
"min_val": -15.124813,
"pct_25": 0.26606805,
"pct_50": 1.0574652,
"pct_75": 1.84399245,
"max_val": 9.356989,
"mean_formatted": "0.110",
"std_formatted": "3.459",
"range_formatted": "-15.12 - 9.36"
},
{
"channel": "VertAccel",
"count": 19755,
"mean": 9.867623745355605,
"std": 1.3631610064432893,
"min_val": 2.9067388,
"pct_25": 9.123123249999999,
"pct_50": 9.799043,
"pct_75": 10.479144,
"max_val": 21.65043,
"mean_formatted": "9.868",
"std_formatted": "1.363",
"range_formatted": "2.91 - 21.65"
},
{
"channel": "yaw",
"count": 19755,
"mean": 0.19057532578192707,
"std": 1.7727285820243603,
"min_val": -3.1407907,
"pct_25": -1.5813269,
"pct_50": 0.78291434,
"pct_75": 1.884361,
"max_val": 3.1407633,
"mean_formatted": "0.191",
"std_formatted": "1.773",
"range_formatted": "-3.14 - 3.14"
},
{
"channel": "YawRate",
"count": 19755,
"mean": -0.09538611307634969,
"std": 0.24887988568451627,
"min_val": -0.87891567,
"pct_25": -0.28645007499999997,
"pct_50": -0.06872036,
"pct_75": 0.011923421,
"max_val": 0.84368277,
"mean_formatted": "-0.095",
"std_formatted": "0.249",
"range_formatted": "-0.88 - 0.84"
},
{
"channel": "position_type",
"count": 19755,
"mean": 3.0009111617312074,
"std": 0.03017246424985019,
"min_val": 3.0,
"pct_25": 3.0,
"pct_50": 3.0,
"pct_75": 3.0,
"max_val": 4.0,
"mean_formatted": "3.001",
"std_formatted": "0.030",
"range_formatted": "3.00 - 4.00"
},
{
"channel": "time",
"count": 19755,
"mean": 30.558951134837862,
"std": 18.900987547175898,
"min_val": 0.0,
"pct_25": 14.018609912187816,
"pct_50": 30.47875217883012,
"pct_75": 46.9453171945992,
"max_val": 64.7780990600586,
"mean_formatted": "30.559",
"std_formatted": "18.901",
"range_formatted": "0.00 - 64.78"
},
{
"channel": "track_pct",
"count": 19755,
"mean": 46.037880266151966,
"std": 27.42543032553979,
"min_val": 0.006687926,
"pct_25": 21.9890115,
"pct_50": 45.592085,
"pct_75": 67.709868,
"max_val": 99.99977,
"mean_formatted": "46.038",
"std_formatted": "27.425",
"range_formatted": "0.01 - 100.00"
},
{
"channel": "speed_mph",
"count": 19755,
"mean": 81.8381769971654,
"std": 21.315506733410515,
"min_val": 1.0544144178016e-05,
"pct_25": 68.41720807532,
"pct_50": 78.89297481358,
"pct_75": 97.55055540032001,
"max_val": 118.9767764926,
"mean_formatted": "81.838",
"std_formatted": "21.316",
"range_formatted": "0.00 - 118.98"
},
{
"channel": "speed_kph",
"count": 19755,
"mean": 131.70556080618854,
"std": 34.30392600618606,
"min_val": 1.696912704e-05,
"pct_25": 110.10664080000001,
"pct_50": 126.9657252,
"pct_75": 156.99214080000002,
"max_val": 191.474244,
"mean_formatted": "131.706",
"std_formatted": "34.304",
"range_formatted": "0.00 - 191.47"
}
],
"data_quality": [
{
"channel": "speed",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19729,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "lap_distance_pct",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19545,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "latitude",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 15228,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "longitude",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 17009,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "brake",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 2088,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "throttle",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 3415,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "rpm",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19706,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "steering",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 12849,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "gear",
"dtype": "int64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 6,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "clutch",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 6,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "abs_active",
"dtype": "bool",
"total_count": 19755,
"missing_count": 0,
"unique_count": 2,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "drs_active",
"dtype": "bool",
"total_count": 19755,
"missing_count": 0,
"unique_count": 1,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "lat_accel",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19747,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "LongAccel",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19740,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "VertAccel",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19691,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "yaw",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19624,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "YawRate",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19748,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "position_type",
"dtype": "int64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 2,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "time",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19750,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "track_pct",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19545,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "speed_mph",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19729,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "speed_kph",
"dtype": "float64",
"total_count": 19755,
"missing_count": 0,
"unique_count": 19729,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
}
],
"correlations": [
{
"channel_1": "speed",
"channel_2": "speed_kph",
"correlation": 1.000000000000007,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "speed",
"channel_2": "speed_mph",
"correlation": 1.0000000000000067,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "speed_mph",
"channel_2": "speed_kph",
"correlation": 1.0000000000000004,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "lap_distance_pct",
"channel_2": "track_pct",
"correlation": 0.9999999999999951,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "time",
"channel_2": "track_pct",
"correlation": 0.9961122672904638,
"correlation_formatted": "0.996",
"strength": "Strong"
},
{
"channel_1": "lap_distance_pct",
"channel_2": "time",
"correlation": 0.9961122672904562,
"correlation_formatted": "0.996",
"strength": "Strong"
},
{
"channel_1": "lat_accel",
"channel_2": "YawRate",
"correlation": 0.9552074162478561,
"correlation_formatted": "0.955",
"strength": "Strong"
},
{
"channel_1": "steering",
"channel_2": "YawRate",
"correlation": 0.874009665411856,
"correlation_formatted": "0.874",
"strength": "Strong"
},
{
"channel_1": "brake",
"channel_2": "LongAccel",
"correlation": -0.8514735730793845,
"correlation_formatted": "-0.851",
"strength": "Strong"
},
{
"channel_1": "steering",
"channel_2": "lat_accel",
"correlation": 0.8214178309613906,
"correlation_formatted": "0.821",
"strength": "Strong"
},
{
"channel_1": "rpm",
"channel_2": "speed_mph",
"correlation": 0.757618514357754,
"correlation_formatted": "0.758",
"strength": "Moderate"
},
{
"channel_1": "rpm",
"channel_2": "speed_kph",
"correlation": 0.7576185143577522,
"correlation_formatted": "0.758",
"strength": "Moderate"
},
{
"channel_1": "speed",
"channel_2": "rpm",
"correlation": 0.7576185143577508,
"correlation_formatted": "0.758",
"strength": "Moderate"
},
{
"channel_1": "longitude",
"channel_2": "time",
"correlation": -0.7548992030713297,
"correlation_formatted": "-0.755",
"strength": "Moderate"
},
{
"channel_1": "throttle",
"channel_2": "LongAccel",
"correlation": 0.7353778453398732,
"correlation_formatted": "0.735",
"strength": "Moderate"
},
{
"channel_1": "longitude",
"channel_2": "track_pct",
"correlation": -0.7106405988515392,
"correlation_formatted": "-0.711",
"strength": "Moderate"
},
{
"channel_1": "lap_distance_pct",
"channel_2": "longitude",
"correlation": -0.7106405988515345,
"correlation_formatted": "-0.711",
"strength": "Moderate"
},
{
"channel_1": "latitude",
"channel_2": "gear",
"correlation": 0.6376834439277945,
"correlation_formatted": "0.638",
"strength": "Moderate"
},
{
"channel_1": "speed",
"channel_2": "gear",
"correlation": 0.6312636973190258,
"correlation_formatted": "0.631",
"strength": "Moderate"
},
{
"channel_1": "gear",
"channel_2": "speed_kph",
"correlation": 0.631263697319024,
"correlation_formatted": "0.631",
"strength": "Moderate"
}
],
"overall_quality_pct": 100.0,
"overall_quality_formatted": "100.0%"
},
"lap_metadata_eda": {
"lap_time_stats": {
"lap_count": 7,
"valid_lap_count": 3,
"mean": 86.28154093331166,
"std": 78.93126792092303,
"min_val": 12.229122156,
"max_val": 274.716666666,
"pct_25": 62.79059982299805,
"pct_50": 63.09519958496094,
"pct_75": 64.1742992401123,
"mean_formatted": "1:26.282",
"best_formatted": "0:12.229",
"median_formatted": "1:03.095",
"std_formatted": "78.931s"
},
"sector_stats": [],
"fuel_stats": null,
"categorical_counts": [
{
"field_name": "status",
"value": "invalid",
"count": 4,
"percentage": 57.14285714285714,
"percentage_formatted": "57.1%"
},
{
"field_name": "status",
"value": "valid",
"count": 3,
"percentage": 42.857142857142854,
"percentage_formatted": "42.9%"
}
]
},
"enriched_metadata_eda": {
"track_fields": [],
"car_fields": [],
"session_fields": [
{
"source": "session",
"field_name": "duration_seconds",
"value": "603.9707865331816",
"value_type": "float"
},
{
"source": "session",
"field_name": "model_fields_set",
"value": "{'source_track_name', 'timestamp', 'source_car_id', 'session_type', 'duration_seconds', 'source_game_name', 'source_track_id', 'source_game_id', 'metadata', 'source_car_name', 'session_id'}",
"value_type": "set"
},
{
"source": "session",
"field_name": "session_id",
"value": "01K451BYJ64G0T2GPQ44AKXC86",
"value_type": "str"
},
{
"source": "session",
"field_name": "session_type",
"value": "circuit",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_id",
"value": "67",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_name",
"value": "Global Mazda MX-5 Cup",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_id",
"value": "iracing",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_name",
"value": "iracing",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_id",
"value": "353",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_name",
"value": "Lime Rock Park - Grand Prix",
"value_type": "str"
},
{
"source": "session",
"field_name": "timestamp",
"value": "2025-09-02T11:08:16+00:00",
"value_type": "datetime"
}
],
"has_track": false,
"has_car": false
}
}
],
"metadata": {
"analyzer": "eda",
"title": "Exploratory Data Analysis",
"subjects_analyzed": 1,
"total_samples": 19755,
"total_channels": 22,
"sample_limit": 0,
"top_correlations": 20
}
}
Metrics Summary
| Metric | Value |
|---|---|
| Subject: 01K451BYJ64G0T2GPQ44AKXC86 | Marcel Hild |
Quick Overview
Options: sample_limit=1000, top_correlations=5
{
"metrics": [
{
"subject_id": "01K451BYJ64G0T2GPQ44AKXC86",
"driver_name": "Marcel Hild",
"telemetry_eda": {
"sample_count": 1000,
"channel_count": 22,
"channel_stats": [
{
"channel": "speed",
"count": 1000,
"mean": 37.369604877753794,
"std": 8.890810850190032,
"min_val": 1.9633793e-05,
"pct_25": 30.9546375,
"pct_50": 35.801729,
"pct_75": 45.706824,
"max_val": 53.11236,
"mean_formatted": "37.370",
"std_formatted": "8.891",
"range_formatted": "0.00 - 53.11"
},
{
"channel": "lap_distance_pct",
"count": 1000,
"mean": 0.46059557337327,
"std": 0.2795680026924305,
"min_val": 0.00033979517,
"pct_25": 0.21106999999999998,
"pct_50": 0.43896674999999996,
"pct_75": 0.6847964,
"max_val": 0.99996865,
"mean_formatted": "0.461",
"std_formatted": "0.280",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "latitude",
"count": 1000,
"mean": 41.92723380874919,
"std": 0.0015555020212373592,
"min_val": 41.92510849690504,
"pct_25": 41.92592971088765,
"pct_50": 41.92691937677668,
"pct_75": 41.9285337594645,
"max_val": 41.93004284849721,
"mean_formatted": "41.927",
"std_formatted": "0.002",
"range_formatted": "41.93 - 41.93"
},
{
"channel": "longitude",
"count": 1000,
"mean": -73.38315697878612,
"std": 0.003429670451445028,
"min_val": -73.38862466495812,
"pct_25": -73.38635235709836,
"pct_50": -73.38274842585312,
"pct_75": -73.38022409157232,
"max_val": -73.37743989458048,
"mean_formatted": "-73.383",
"std_formatted": "0.003",
"range_formatted": "-73.39 - -73.38"
},
{
"channel": "brake",
"count": 1000,
"mean": 0.07807196150608545,
"std": 0.22787576117278308,
"min_val": -1.4551915e-11,
"pct_25": 0.0,
"pct_50": 0.0,
"pct_75": 0.0,
"max_val": 1.0,
"mean_formatted": "0.078",
"std_formatted": "0.228",
"range_formatted": "-0.00 - 1.00"
},
{
"channel": "throttle",
"count": 1000,
"mean": 0.7464626404740656,
"std": 0.38753092844259956,
"min_val": 0.0,
"pct_25": 0.44950678499999996,
"pct_50": 1.0,
"pct_75": 1.0,
"max_val": 1.0000001,
"mean_formatted": "0.746",
"std_formatted": "0.388",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "rpm",
"count": 1000,
"mean": 5819.06521522,
"std": 908.7165704456092,
"min_val": 740.53546,
"pct_25": 5162.832325,
"pct_50": 6007.9788,
"pct_75": 6494.217049999999,
"max_val": 7435.76,
"mean_formatted": "5819.065",
"std_formatted": "908.717",
"range_formatted": "740.54 - 7435.76"
},
{
"channel": "steering",
"count": 1000,
"mean": -0.1831092959147055,
"std": 0.4794568530902786,
"min_val": -2.4189394,
"pct_25": -0.4196027725,
"pct_50": -0.07466753000000001,
"pct_75": 0.0186659015,
"max_val": 1.527937,
"mean_formatted": "-0.183",
"std_formatted": "0.479",
"range_formatted": "-2.42 - 1.53"
},
{
"channel": "gear",
"count": 1000,
"mean": 3.173,
"std": 0.8977064536232748,
"min_val": 0.0,
"pct_25": 3.0,
"pct_50": 3.0,
"pct_75": 4.0,
"max_val": 5.0,
"mean_formatted": "3.173",
"std_formatted": "0.898",
"range_formatted": "0.00 - 5.00"
},
{
"channel": "clutch",
"count": 1000,
"mean": 0.996,
"std": 0.06315051850925682,
"min_val": 0.0,
"pct_25": 1.0,
"pct_50": 1.0,
"pct_75": 1.0,
"max_val": 1.0,
"mean_formatted": "0.996",
"std_formatted": "0.063",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "lat_accel",
"count": 1000,
"mean": -3.509229063192,
"std": 7.341148120790321,
"min_val": -18.535795,
"pct_25": -10.2043385,
"pct_50": -2.5061402,
"pct_75": 0.34983275999999996,
"max_val": 18.79727,
"mean_formatted": "-3.509",
"std_formatted": "7.341",
"range_formatted": "-18.54 - 18.80"
},
{
"channel": "LongAccel",
"count": 1000,
"mean": -0.08546539260838998,
"std": 3.753160156322868,
"min_val": -14.649846,
"pct_25": 0.3133771,
"pct_50": 0.9899081000000001,
"pct_75": 1.8138479749999998,
"max_val": 8.573322,
"mean_formatted": "-0.085",
"std_formatted": "3.753",
"range_formatted": "-14.65 - 8.57"
},
{
"channel": "VertAccel",
"count": 1000,
"mean": 9.868403423899998,
"std": 1.2864082566605066,
"min_val": 4.5188823,
"pct_25": 9.151436,
"pct_50": 9.8144005,
"pct_75": 10.53090725,
"max_val": 16.784096,
"mean_formatted": "9.868",
"std_formatted": "1.286",
"range_formatted": "4.52 - 16.78"
},
{
"channel": "yaw",
"count": 1000,
"mean": 0.2413467465426,
"std": 1.797592579518849,
"min_val": -3.1377504,
"pct_25": -1.580722725,
"pct_50": 0.8759277700000001,
"pct_75": 1.92606645,
"max_val": 3.1090882,
"mean_formatted": "0.241",
"std_formatted": "1.798",
"range_formatted": "-3.14 - 3.11"
},
{
"channel": "YawRate",
"count": 1000,
"mean": -0.099897141929944,
"std": 0.2393292211024448,
"min_val": -0.65605515,
"pct_25": -0.28832263999999996,
"pct_50": -0.069800677,
"pct_75": 0.01240638675,
"max_val": 0.839608,
"mean_formatted": "-0.100",
"std_formatted": "0.239",
"range_formatted": "-0.66 - 0.84"
},
{
"channel": "position_type",
"count": 1000,
"mean": 3.0,
"std": 0.0,
"min_val": 3.0,
"pct_25": 3.0,
"pct_50": 3.0,
"pct_75": 3.0,
"max_val": 3.0,
"mean_formatted": "3.000",
"std_formatted": "0.000",
"range_formatted": "3.00 - 3.00"
},
{
"channel": "time",
"count": 1000,
"mean": 30.543672933838447,
"std": 19.16502484267605,
"min_val": 0.0,
"pct_25": 13.276097605248076,
"pct_50": 29.440848780419806,
"pct_75": 47.60637700142489,
"max_val": 64.6280725825649,
"mean_formatted": "30.544",
"std_formatted": "19.165",
"range_formatted": "0.00 - 64.63"
},
{
"channel": "track_pct",
"count": 1000,
"mean": 46.059557337327,
"std": 27.956800269243047,
"min_val": 0.033979517,
"pct_25": 21.107,
"pct_50": 43.896675,
"pct_75": 68.47964,
"max_val": 99.996865,
"mean_formatted": "46.060",
"std_formatted": "27.957",
"range_formatted": "0.03 - 100.00"
},
{
"channel": "speed_mph",
"count": 1000,
"mean": 83.59356393524259,
"std": 19.888210423224095,
"min_val": 4.3919616913420004e-05,
"pct_25": 69.24366680925,
"pct_50": 80.08631966926,
"pct_75": 102.24342287856001,
"max_val": 118.80916257840002,
"mean_formatted": "83.594",
"std_formatted": "19.888",
"range_formatted": "0.00 - 118.81"
},
{
"channel": "speed_kph",
"count": 1000,
"mean": 134.53057755991367,
"std": 32.00691906068412,
"min_val": 7.06816548e-05,
"pct_25": 111.436695,
"pct_50": 128.8862244,
"pct_75": 164.5445664,
"max_val": 191.204496,
"mean_formatted": "134.531",
"std_formatted": "32.007",
"range_formatted": "0.00 - 191.20"
}
],
"data_quality": [
{
"channel": "speed",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "lap_distance_pct",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "latitude",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 976,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "longitude",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 995,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "brake",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 157,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "throttle",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 252,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "rpm",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "steering",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 952,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "gear",
"dtype": "int64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 6,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "clutch",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 2,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "abs_active",
"dtype": "bool",
"total_count": 1000,
"missing_count": 0,
"unique_count": 2,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "drs_active",
"dtype": "bool",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "lat_accel",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "LongAccel",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "VertAccel",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "yaw",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "YawRate",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "position_type",
"dtype": "int64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "time",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "track_pct",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "speed_mph",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "speed_kph",
"dtype": "float64",
"total_count": 1000,
"missing_count": 0,
"unique_count": 1000,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
}
],
"correlations": [
{
"channel_1": "speed",
"channel_2": "speed_mph",
"correlation": 1.0000000000000002,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "speed",
"channel_2": "speed_kph",
"correlation": 1.0,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "lap_distance_pct",
"channel_2": "track_pct",
"correlation": 1.0,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "speed_mph",
"channel_2": "speed_kph",
"correlation": 0.9999999999999992,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "time",
"channel_2": "track_pct",
"correlation": 0.9964996174025745,
"correlation_formatted": "0.996",
"strength": "Strong"
}
],
"overall_quality_pct": 100.0,
"overall_quality_formatted": "100.0%"
},
"lap_metadata_eda": {
"lap_time_stats": {
"lap_count": 7,
"valid_lap_count": 3,
"mean": 86.28154093331166,
"std": 78.93126792092303,
"min_val": 12.229122156,
"max_val": 274.716666666,
"pct_25": 62.79059982299805,
"pct_50": 63.09519958496094,
"pct_75": 64.1742992401123,
"mean_formatted": "1:26.282",
"best_formatted": "0:12.229",
"median_formatted": "1:03.095",
"std_formatted": "78.931s"
},
"sector_stats": [],
"fuel_stats": null,
"categorical_counts": [
{
"field_name": "status",
"value": "invalid",
"count": 4,
"percentage": 57.14285714285714,
"percentage_formatted": "57.1%"
},
{
"field_name": "status",
"value": "valid",
"count": 3,
"percentage": 42.857142857142854,
"percentage_formatted": "42.9%"
}
]
},
"enriched_metadata_eda": {
"track_fields": [],
"car_fields": [],
"session_fields": [
{
"source": "session",
"field_name": "duration_seconds",
"value": "603.9707865331816",
"value_type": "float"
},
{
"source": "session",
"field_name": "model_fields_set",
"value": "{'source_track_name', 'timestamp', 'source_car_id', 'session_type', 'duration_seconds', 'source_game_name', 'source_track_id', 'source_game_id', 'metadata', 'source_car_name', 'session_id'}",
"value_type": "set"
},
{
"source": "session",
"field_name": "session_id",
"value": "01K451BYJ64G0T2GPQ44AKXC86",
"value_type": "str"
},
{
"source": "session",
"field_name": "session_type",
"value": "circuit",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_id",
"value": "67",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_name",
"value": "Global Mazda MX-5 Cup",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_id",
"value": "iracing",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_name",
"value": "iracing",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_id",
"value": "353",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_name",
"value": "Lime Rock Park - Grand Prix",
"value_type": "str"
},
{
"source": "session",
"field_name": "timestamp",
"value": "2025-09-02T11:08:16+00:00",
"value_type": "datetime"
}
],
"has_track": false,
"has_car": false
}
}
],
"metadata": {
"analyzer": "eda",
"title": "Exploratory Data Analysis",
"subjects_analyzed": 1,
"total_samples": 1000,
"total_channels": 22,
"sample_limit": 1000,
"top_correlations": 5
}
}
Metrics Summary
| Metric | Value |
|---|---|
| Subject: 01K451BYJ64G0T2GPQ44AKXC86 | Marcel Hild |
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