EDAAnalyzer - Rally Stage - Citroen C4 WRC
Comprehensive EDA with telemetry stats, lap analysis, and metadata discovery
Sample Data
| Attribute | Value |
|---|---|
| Source | motec |
| Category | rally_stage |
| File | /Users/mhild/src/durandom/racing/b4racing/packages/source-motec/tests/fixtures/telemetry-NGP-Car_5-Citroen_C4_WRC-Stage_230-20260122_130000.ld |
Available Channels: brake, clutch, distance, gear, lap_distance_pct, lat_accel, long_accel, pitch, position_x, position_y, position_z, raw_LB.brakeDiskLayerTemp, raw_LB.brakeDiskTemp, raw_LB.brakeWear, raw_LB.currentTyreSegment, raw_LB.dampingForce, raw_LB.deflectionVelocity, raw_LB.helperSpringActive, raw_LB.innerBumpDeflectionVelocity, raw_LB.outerBumpDeflectionVelocity, raw_LB.rollbarForce, raw_LB.segmentData[0].temperature, raw_LB.segmentData[1].temperature, raw_LB.segmentData[2].temperature, raw_LB.segmentData[3].temperature, raw_LB.segmentData[4].temperature, raw_LB.segmentData[5].temperature, raw_LB.segmentData[6].temperature, raw_LB.segmentData[7].temperature, raw_LB.springForce, raw_LB.strutForce, raw_LB.temperature, raw_LB.treadTemperature, raw_LB.wear[0], raw_LB.wear[1], raw_LB.wear[2], raw_LB.wear[3], raw_LB.wear[4], raw_LB.wear[5], raw_LB.wear[6], raw_LB.wear[7], raw_LF.brakeDiskLayerTemp, raw_LF.brakeDiskTemp, raw_LF.brakeWear, raw_LF.currentTyreSegment, raw_LF.dampingForce, raw_LF.deflectionVelocity, raw_LF.helperSpringActive, raw_LF.innerBumpDeflectionVelocity, raw_LF.outerBumpDeflectionVelocity, raw_LF.rollbarForce, raw_LF.segmentData[0].temperature, raw_LF.segmentData[1].temperature, raw_LF.segmentData[2].temperature, raw_LF.segmentData[3].temperature, raw_LF.segmentData[4].temperature, raw_LF.segmentData[5].temperature, raw_LF.segmentData[6].temperature, raw_LF.segmentData[7].temperature, raw_LF.springForce, raw_LF.strutForce, raw_LF.temperature, raw_LF.treadTemperature, raw_LF.wear[0], raw_LF.wear[1], raw_LF.wear[2], raw_LF.wear[3], raw_LF.wear[4], raw_LF.wear[5], raw_LF.wear[6], raw_LF.wear[7], raw_RB.brakeDiskLayerTemp, raw_RB.brakeDiskTemp, raw_RB.brakeWear, raw_RB.currentTyreSegment, raw_RB.dampingForce, raw_RB.deflectionVelocity, raw_RB.helperSpringActive, raw_RB.innerBumpDeflectionVelocity, raw_RB.outerBumpDeflectionVelocity, raw_RB.rollbarForce, raw_RB.segmentData[0].temperature, raw_RB.segmentData[1].temperature, raw_RB.segmentData[2].temperature, raw_RB.segmentData[3].temperature, raw_RB.segmentData[4].temperature, raw_RB.segmentData[5].temperature, raw_RB.segmentData[6].temperature, raw_RB.segmentData[7].temperature, raw_RB.springForce, raw_RB.strutForce, raw_RB.temperature, raw_RB.treadTemperature, raw_RB.wear[0], raw_RB.wear[1], raw_RB.wear[2], raw_RB.wear[3], raw_RB.wear[4], raw_RB.wear[5], raw_RB.wear[6], raw_RB.wear[7], raw_RF.brakeDiskLayerTemp, raw_RF.brakeDiskTemp, raw_RF.brakeWear, raw_RF.currentTyreSegment, raw_RF.dampingForce, raw_RF.deflectionVelocity, raw_RF.helperSpringActive, raw_RF.innerBumpDeflectionVelocity, raw_RF.outerBumpDeflectionVelocity, raw_RF.rollbarForce, raw_RF.segmentData[0].temperature, raw_RF.segmentData[1].temperature, raw_RF.segmentData[2].temperature, raw_RF.segmentData[3].temperature, raw_RF.segmentData[4].temperature, raw_RF.segmentData[5].temperature, raw_RF.segmentData[6].temperature, raw_RF.segmentData[7].temperature, raw_RF.springForce, raw_RF.strutForce, raw_RF.temperature, raw_RF.treadTemperature, raw_RF.wear[0], raw_RF.wear[1], raw_RF.wear[2], raw_RF.wear[3], raw_RF.wear[4], raw_RF.wear[5], raw_RF.wear[6], raw_RF.wear[7], raw_distanceToEnd, raw_driveLineLocation, raw_engineCoolantHeatState.temperatu, raw_engineTemperature, raw_footbrakePressure, raw_handbrakePressure, raw_raceTime, raw_radiatorCoolantHeatState.tempera, raw_steering, raw_vecAngularAccelerationCar.x, raw_vecAngularAccelerationCar.y, raw_vecAngularAccelerationCar.z, raw_vecAngularVelocityCar.x, raw_vecAngularVelocityCar.y, raw_vecAngularVelocityCar.z, raw_vecAvgAngularAccelerationCar.x, raw_vecAvgAngularAccelerationCar.y, raw_vecAvgAngularAccelerationCar.z, raw_vecAvgLinearAccelerationCar.x, raw_vecAvgLinearAccelerationCar.y, raw_vecAvgLinearAccelerationCar.z, raw_vecRelativeAngularAcceleration.x, raw_vecRelativeAngularAcceleration.y, raw_vecRelativeAngularAcceleration.z, raw_vecRelativeAngularVelocity.x, raw_vecRelativeAngularVelocity.y, raw_vecRelativeAngularVelocity.z, raw_vecRelativeLinearAcceleration.x, raw_vecRelativeLinearAcceleration.y, raw_vecRelativeLinearAcceleration.z, raw_vecRelativeLinearVelocity.x, raw_vecRelativeLinearVelocity.y, raw_vecRelativeLinearVelocity.z, roll, rpm, speed, speed_kph, speed_mph, steering, suspension_fl_travel, suspension_fr_travel, suspension_rl_travel, suspension_rr_travel, throttle, time, tire_pressure_fl, tire_pressure_fr, tire_pressure_rl, tire_pressure_rr, tire_temp_fl, tire_temp_fr, tire_temp_rl, tire_temp_rr, track_pct, velocity_x, velocity_y, velocity_z, vert_accel, 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": "e240d0597bb22cc0",
"driver_name": "RSF driver",
"telemetry_eda": {
"sample_count": 10000,
"channel_count": 190,
"channel_stats": [
{
"channel": "time",
"count": 10000,
"mean": 53.09420248714109,
"std": 30.77220476618866,
"min_val": 0.0,
"pct_25": 26.637150856175534,
"pct_50": 53.2291598845411,
"pct_75": 79.65449139483908,
"max_val": 106.66666666666667,
"mean_formatted": "53.094",
"std_formatted": "30.772",
"range_formatted": "0.00 - 106.67"
},
{
"channel": "lap_distance_pct",
"count": 10000,
"mean": 69.52546448317933,
"std": 47.663993567103475,
"min_val": 0.023471800610423088,
"pct_25": 23.823374271392822,
"pct_50": 67.63089752197266,
"pct_75": 104.2022533416748,
"max_val": 155.8179931640625,
"mean_formatted": "69.525",
"std_formatted": "47.664",
"range_formatted": "0.02 - 155.82"
},
{
"channel": "raw_raceTime",
"count": 10000,
"mean": 46.198847670995725,
"std": 30.195945505119866,
"min_val": 0.0,
"pct_25": 19.63860034942627,
"pct_50": 46.218299865722656,
"pct_75": 72.63127708435059,
"max_val": 94.66059875488281,
"mean_formatted": "46.199",
"std_formatted": "30.196",
"range_formatted": "0.00 - 94.66"
},
{
"channel": "speed",
"count": 10000,
"mean": 22.37586517574984,
"std": 11.50461262669598,
"min_val": -21.497027079264324,
"pct_25": 15.828840202755398,
"pct_50": 25.29477755228678,
"pct_75": 30.328124894036186,
"max_val": 43.26861063639323,
"mean_formatted": "22.376",
"std_formatted": "11.505",
"range_formatted": "-21.50 - 43.27"
},
{
"channel": "rpm",
"count": 10000,
"mean": 4521.895710687736,
"std": 1443.08557862143,
"min_val": -429.6390075683594,
"pct_25": 4187.58984375,
"pct_50": 4825.14013671875,
"pct_75": 5338.6575927734375,
"max_val": 7513.08984375,
"mean_formatted": "4521.896",
"std_formatted": "1443.086",
"range_formatted": "-429.64 - 7513.09"
},
{
"channel": "gear",
"count": 10000,
"mean": 4.7961,
"std": 1.6485134362979774,
"min_val": 0.0,
"pct_25": 4.0,
"pct_50": 5.0,
"pct_75": 6.0,
"max_val": 7.0,
"mean_formatted": "4.796",
"std_formatted": "1.649",
"range_formatted": "0.00 - 7.00"
},
{
"channel": "raw_driveLineLocation",
"count": 10000,
"mean": 1170.4104055689693,
"std": 738.9743509057759,
"min_val": 1.4795900583267212,
"pct_25": 457.4847412109375,
"pct_50": 1297.8399658203125,
"pct_75": 1749.8900146484375,
"max_val": 2375.25,
"mean_formatted": "1170.410",
"std_formatted": "738.974",
"range_formatted": "1.48 - 2375.25"
},
{
"channel": "distance",
"count": 10000,
"mean": 844.4198438096366,
"std": 531.6505117473625,
"min_val": -0.0006026849732734263,
"pct_25": 333.58349609375,
"pct_50": 937.7780151367188,
"pct_75": 1251.5400390625,
"max_val": 1713.0699462890625,
"mean_formatted": "844.420",
"std_formatted": "531.651",
"range_formatted": "-0.00 - 1713.07"
},
{
"channel": "raw_distanceToEnd",
"count": 10000,
"mean": 1092.793184690544,
"std": 738.9738711806066,
"min_val": -112.0459976196289,
"pct_25": 513.3139953613281,
"pct_50": 965.3629760742188,
"pct_75": 1805.7225036621094,
"max_val": 2261.719970703125,
"mean_formatted": "1092.793",
"std_formatted": "738.974",
"range_formatted": "-112.05 - 2261.72"
},
{
"channel": "steering",
"count": 10000,
"mean": 0.07002224080647819,
"std": 0.24008864157797116,
"min_val": -0.724,
"pct_25": -0.03091148870065808,
"pct_50": 0.007336835196241736,
"pct_75": 0.10634944657981396,
"max_val": 0.724,
"mean_formatted": "0.070",
"std_formatted": "0.240",
"range_formatted": "-0.72 - 0.72"
},
{
"channel": "throttle",
"count": 10000,
"mean": 0.551571107107267,
"std": 0.42157572076188,
"min_val": 0.0,
"pct_25": 0.005859490018337965,
"pct_50": 0.6901350021362305,
"pct_75": 0.9975590109825134,
"max_val": 1.0,
"mean_formatted": "0.552",
"std_formatted": "0.422",
"range_formatted": "0.00 - 1.00"
},
{
"channel": "brake",
"count": 10000,
"mean": 0.07786825756833714,
"std": 0.17952376293995165,
"min_val": 0.0,
"pct_25": 0.0,
"pct_50": 0.0,
"pct_75": 0.0,
"max_val": 0.8338289856910706,
"mean_formatted": "0.078",
"std_formatted": "0.180",
"range_formatted": "0.00 - 0.83"
},
{
"channel": "clutch",
"count": 10000,
"mean": 0.11221381219661852,
"std": 0.30955582007447685,
"min_val": 0.0,
"pct_25": 0.0,
"pct_50": 0.0,
"pct_75": 0.0,
"max_val": 0.9914399981498718,
"mean_formatted": "0.112",
"std_formatted": "0.310",
"range_formatted": "0.00 - 0.99"
},
{
"channel": "raw_footbrakePressure",
"count": 10000,
"mean": 877464.6859032226,
"std": 2023081.9589375842,
"min_val": 0.0,
"pct_25": 0.0,
"pct_50": 0.0,
"pct_75": 0.0,
"max_val": 9397260.0,
"mean_formatted": "877464.686",
"std_formatted": "2023081.959",
"range_formatted": "0.00 - 9397260.00"
},
{
"channel": "raw_handbrakePressure",
"count": 10000,
"mean": 270957.5183,
"std": 1818591.982416381,
"min_val": 0.0,
"pct_25": 0.0,
"pct_50": 0.0,
"pct_75": 0.0,
"max_val": 13200000.0,
"mean_formatted": "270957.518",
"std_formatted": "1818591.982",
"range_formatted": "0.00 - 13200000.00"
},
{
"channel": "raw_radiatorCoolantHeatState.tempera",
"count": 10000,
"mean": 331.9508524230957,
"std": 9.41636164319207,
"min_val": 325.9100036621094,
"pct_25": 326.79174041748047,
"pct_50": 328.0329895019531,
"pct_75": 330.77124786376953,
"max_val": 367.3059997558594,
"mean_formatted": "331.951",
"std_formatted": "9.416",
"range_formatted": "325.91 - 367.31"
},
{
"channel": "raw_engineCoolantHeatState.temperatu",
"count": 10000,
"mean": 353.55309627685546,
"std": 2.335136662158939,
"min_val": 352.67401123046875,
"pct_25": 352.7909851074219,
"pct_50": 352.8765106201172,
"pct_75": 352.9570007324219,
"max_val": 367.3420104980469,
"mean_formatted": "353.553",
"std_formatted": "2.335",
"range_formatted": "352.67 - 367.34"
},
{
"channel": "raw_engineTemperature",
"count": 10000,
"mean": 384.61049827270506,
"std": 8.91557928685293,
"min_val": 356.8290100097656,
"pct_25": 380.4872512817383,
"pct_50": 386.84849548339844,
"pct_75": 390.5769958496094,
"max_val": 398.6470031738281,
"mean_formatted": "384.610",
"std_formatted": "8.916",
"range_formatted": "356.83 - 398.65"
},
{
"channel": "position_x",
"count": 10000,
"mean": 347.29009290608315,
"std": 301.7219004141504,
"min_val": -63.86090087890625,
"pct_25": 7.5972700119018555,
"pct_50": 325.5439910888672,
"pct_75": 506.7820129394531,
"max_val": 971.1669921875,
"mean_formatted": "347.290",
"std_formatted": "301.722",
"range_formatted": "-63.86 - 971.17"
},
{
"channel": "position_y",
"count": 10000,
"mean": 694.8576709209442,
"std": 333.2363542592735,
"min_val": 45.096900939941406,
"pct_25": 465.29573822021484,
"pct_50": 899.12451171875,
"pct_75": 965.6097259521484,
"max_val": 1045.3499755859375,
"mean_formatted": "694.858",
"std_formatted": "333.236",
"range_formatted": "45.10 - 1045.35"
},
{
"channel": "position_z",
"count": 10000,
"mean": -1.2993596985767466,
"std": 3.4999945414034173,
"min_val": -7.723549842834473,
"pct_25": -4.719155192375183,
"pct_50": -0.21950200200080872,
"pct_75": 0.7313450127840042,
"max_val": 6.95566987991333,
"mean_formatted": "-1.299",
"std_formatted": "3.500",
"range_formatted": "-7.72 - 6.96"
},
{
"channel": "raw_vecRelativeLinearVelocity.x",
"count": 10000,
"mean": 9.118433148618573,
"std": 15.774356702009394,
"min_val": -34.41279983520508,
"pct_25": -0.00509037496522069,
"pct_50": 9.004995346069336,
"pct_75": 21.418049812316895,
"max_val": 42.64350128173828,
"mean_formatted": "9.118",
"std_formatted": "15.774",
"range_formatted": "-34.41 - 42.64"
},
{
"channel": "raw_vecRelativeLinearVelocity.y",
"count": 10000,
"mean": 8.146034819478494,
"std": 14.954710029853336,
"min_val": -28.545499801635742,
"pct_25": -0.8500097692012787,
"pct_50": 9.049439907073975,
"pct_75": 19.98199987411499,
"max_val": 36.65489959716797,
"mean_formatted": "8.146",
"std_formatted": "14.955",
"range_formatted": "-28.55 - 36.65"
},
{
"channel": "raw_vecRelativeLinearVelocity.z",
"count": 10000,
"mean": -0.07414973830991767,
"std": 0.9008842380277919,
"min_val": -3.405440092086792,
"pct_25": -0.46231675893068314,
"pct_50": -0.014658949803560972,
"pct_75": 0.30578674376010895,
"max_val": 3.7923600673675537,
"mean_formatted": "-0.074",
"std_formatted": "0.901",
"range_formatted": "-3.41 - 3.79"
},
{
"channel": "raw_vecRelativeAngularVelocity.x",
"count": 10000,
"mean": 0.0025568658508675073,
"std": 0.16990519758389888,
"min_val": -1.6665899753570557,
"pct_25": -0.04674290120601654,
"pct_50": 0.0,
"pct_75": 0.05187035072594881,
"max_val": 1.874690055847168,
"mean_formatted": "0.003",
"std_formatted": "0.170",
"range_formatted": "-1.67 - 1.87"
},
{
"channel": "raw_vecRelativeAngularVelocity.y",
"count": 10000,
"mean": 0.0055668461521192055,
"std": 0.16301592483059077,
"min_val": -1.6506999731063843,
"pct_25": -0.03778982348740101,
"pct_50": 0.0007230369956232607,
"pct_75": 0.05860072560608387,
"max_val": 1.3719899654388428,
"mean_formatted": "0.006",
"std_formatted": "0.163",
"range_formatted": "-1.65 - 1.37"
},
{
"channel": "raw_vecRelativeAngularVelocity.z",
"count": 10000,
"mean": -0.030013411597809955,
"std": 0.3854245223398393,
"min_val": -1.3058600425720215,
"pct_25": -0.2743857577443123,
"pct_50": -1.1911299679923104e-05,
"pct_75": 0.095414524897933,
"max_val": 1.675279974937439,
"mean_formatted": "-0.030",
"std_formatted": "0.385",
"range_formatted": "-1.31 - 1.68"
},
{
"channel": "raw_vecRelativeLinearAcceleration.x",
"count": 10000,
"mean": 0.035466403133183486,
"std": 5.2782003890725235,
"min_val": -18.406200408935547,
"pct_25": -3.4187199473381042,
"pct_50": 0.0,
"pct_75": 3.5705599784851074,
"max_val": 16.896299362182617,
"mean_formatted": "0.035",
"std_formatted": "5.278",
"range_formatted": "-18.41 - 16.90"
},
{
"channel": "raw_vecRelativeLinearAcceleration.y",
"count": 10000,
"mean": 0.007574031815241323,
"std": 6.1763881860143925,
"min_val": -18.13290023803711,
"pct_25": -3.8290523886680603,
"pct_50": 0.0,
"pct_75": 3.8781700134277344,
"max_val": 17.806800842285156,
"mean_formatted": "0.008",
"std_formatted": "6.176",
"range_formatted": "-18.13 - 17.81"
},
{
"channel": "raw_vecRelativeLinearAcceleration.z",
"count": 10000,
"mean": -0.01749842481439664,
"std": 3.1642494139143005,
"min_val": -11.297699928283691,
"pct_25": -1.0773449838161469,
"pct_50": -0.10107100009918213,
"pct_75": 0.6318039894104004,
"max_val": 50.994300842285156,
"mean_formatted": "-0.017",
"std_formatted": "3.164",
"range_formatted": "-11.30 - 50.99"
},
{
"channel": "raw_vecRelativeAngularAcceleration.x",
"count": 10000,
"mean": -0.05268345678640835,
"std": 3.72216428567778,
"min_val": -57.82400131225586,
"pct_25": -0.8149350136518478,
"pct_50": 0.0,
"pct_75": 0.7917812764644623,
"max_val": 54.306800842285156,
"mean_formatted": "-0.053",
"std_formatted": "3.722",
"range_formatted": "-57.82 - 54.31"
},
{
"channel": "raw_vecRelativeAngularAcceleration.y",
"count": 10000,
"mean": 0.00624184190349115,
"std": 3.5169995456769967,
"min_val": -45.21900177001953,
"pct_25": -0.7813224941492081,
"pct_50": 0.0,
"pct_75": 0.7376940101385117,
"max_val": 59.30659866333008,
"mean_formatted": "0.006",
"std_formatted": "3.517",
"range_formatted": "-45.22 - 59.31"
},
{
"channel": "raw_vecRelativeAngularAcceleration.z",
"count": 10000,
"mean": 0.0016467811070062454,
"std": 1.3668613784981518,
"min_val": -12.375900268554688,
"pct_25": -0.45653050392866135,
"pct_50": 0.0,
"pct_75": 0.5082464963197708,
"max_val": 8.244600296020508,
"mean_formatted": "0.002",
"std_formatted": "1.367",
"range_formatted": "-12.38 - 8.24"
},
{
"channel": "velocity_x",
"count": 10000,
"mean": -0.38790015834324715,
"std": 2.898799082679247,
"min_val": -19.961599349975586,
"pct_25": -0.39850249886512756,
"pct_50": 0.0,
"pct_75": 0.5744312554597855,
"max_val": 6.995490074157715,
"mean_formatted": "-0.388",
"std_formatted": "2.899",
"range_formatted": "-19.96 - 7.00"
},
{
"channel": "velocity_y",
"count": 10000,
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"value": "False",
"value_type": "bool"
},
{
"source": "track",
"field_name": "supports_worn_surface",
"value": "False",
"value_type": "bool"
},
{
"source": "track",
"field_name": "surface_type",
"value": "Tarmac",
"value_type": "str"
},
{
"source": "track",
"field_name": "track_type",
"value": "stage",
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},
{
"source": "track",
"field_name": "weather_presets",
"value": "[]",
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],
"car_fields": [],
"session_fields": [
{
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"field_name": "duration_seconds",
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"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'}",
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},
{
"source": "session",
"field_name": "session_id",
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},
{
"source": "session",
"field_name": "session_type",
"value": "rally",
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},
{
"source": "session",
"field_name": "source_car_id",
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},
{
"source": "session",
"field_name": "source_car_name",
"value": "Citroen C4 WRC",
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},
{
"source": "session",
"field_name": "source_game_id",
"value": "rbr",
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},
{
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},
{
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"field_name": "source_track_id",
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},
{
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},
{
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"value_type": "datetime"
}
],
"has_track": true,
"has_car": false
}
}
],
"metadata": {
"analyzer": "eda",
"title": "Exploratory Data Analysis",
"subjects_analyzed": 1,
"total_samples": 10000,
"total_channels": 190,
"sample_limit": 10000,
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}
}
Metrics Summary
| Metric | Value |
|---|---|
| Subject: e240d0597bb22cc0 | RSF driver |
Full Analysis
Options: sample_limit=0, top_correlations=20
{
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{
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{
"source": "track",
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{
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{
"source": "track",
"field_name": "supports_snow",
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{
"source": "track",
"field_name": "supports_worn_surface",
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{
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{
"source": "track",
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{
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"car_fields": [],
"session_fields": [
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{
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{
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{
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{
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{
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{
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{
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],
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],
"metadata": {
"analyzer": "eda",
"title": "Exploratory Data Analysis",
"subjects_analyzed": 1,
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}
Metrics Summary
| Metric | Value |
|---|---|
| Subject: e240d0597bb22cc0 | RSF driver |
Quick Overview
Options: sample_limit=1000, top_correlations=5
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{
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{
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{
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{
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{
"channel": "raw_LB.treadTemperature",
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{
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{
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{
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"unique_count": 936,
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},
{
"channel": "raw_LB.springForce",
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},
{
"channel": "raw_LB.dampingForce",
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{
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},
{
"channel": "raw_LB.helperSpringActive",
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},
{
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},
{
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},
{
"channel": "raw_LB.wear[2]",
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},
{
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},
{
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},
{
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{
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{
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},
{
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{
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},
{
"channel": "raw_RB.brakeWear",
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},
{
"channel": "suspension_rr_travel",
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"unique_count": 928,
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},
{
"channel": "raw_RB.deflectionVelocity",
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"unique_count": 986,
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},
{
"channel": "raw_RB.innerBumpDeflectionVelocity",
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
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},
{
"channel": "raw_RB.segmentData[5].temperature",
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},
{
"channel": "raw_RB.segmentData[6].temperature",
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},
{
"channel": "raw_RB.segmentData[7].temperature",
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},
{
"channel": "raw_RB.treadTemperature",
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"unique_count": 919,
"missing_pct": 0.0,
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},
{
"channel": "tire_temp_rr",
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"missing_count": 0,
"unique_count": 737,
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},
{
"channel": "raw_RB.currentTyreSegment",
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"unique_count": 8,
"missing_pct": 0.0,
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},
{
"channel": "raw_RB.rollbarForce",
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"missing_count": 0,
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"missing_pct": 0.0,
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},
{
"channel": "raw_RB.springForce",
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},
{
"channel": "raw_RB.dampingForce",
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},
{
"channel": "raw_RB.strutForce",
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},
{
"channel": "raw_RB.helperSpringActive",
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},
{
"channel": "raw_RB.wear[0]",
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},
{
"channel": "raw_RB.wear[1]",
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},
{
"channel": "raw_RB.wear[2]",
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},
{
"channel": "raw_RB.wear[3]",
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},
{
"channel": "raw_RB.wear[4]",
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},
{
"channel": "raw_RB.wear[5]",
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},
{
"channel": "raw_RB.wear[6]",
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},
{
"channel": "raw_RB.wear[7]",
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},
{
"channel": "raw_steering",
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"missing_count": 0,
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"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
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},
{
"channel": "track_pct",
"dtype": "float64",
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"missing_count": 0,
"unique_count": 908,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
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},
{
"channel": "speed_mph",
"dtype": "float64",
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"missing_count": 0,
"unique_count": 890,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
"completeness_formatted": "100.0%"
},
{
"channel": "speed_kph",
"dtype": "float64",
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"missing_count": 0,
"unique_count": 890,
"missing_pct": 0.0,
"missing_pct_formatted": "0.0%",
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}
],
"correlations": [
{
"channel_1": "steering",
"channel_2": "raw_steering",
"correlation": 1.000000000000001,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "raw_LF.rollbarForce",
"channel_2": "raw_RF.rollbarForce",
"correlation": -1.0,
"correlation_formatted": "-1.000",
"strength": "Strong"
},
{
"channel_1": "raw_LB.rollbarForce",
"channel_2": "raw_RB.rollbarForce",
"correlation": -1.0,
"correlation_formatted": "-1.000",
"strength": "Strong"
},
{
"channel_1": "speed_mph",
"channel_2": "speed_kph",
"correlation": 1.0,
"correlation_formatted": "1.000",
"strength": "Strong"
},
{
"channel_1": "speed",
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"correlation": 0.9999999999999997,
"correlation_formatted": "1.000",
"strength": "Strong"
}
],
"overall_quality_pct": 100.0,
"overall_quality_formatted": "100.0%"
},
"lap_metadata_eda": {
"lap_time_stats": {
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"valid_lap_count": 1,
"mean": 106.66666666666667,
"std": 0.0,
"min_val": 106.66666666666667,
"max_val": 106.66666666666667,
"pct_25": 106.66666666666667,
"pct_50": 106.66666666666667,
"pct_75": 106.66666666666667,
"mean_formatted": "1:46.667",
"best_formatted": "1:46.667",
"median_formatted": "1:46.667",
"std_formatted": "0.000s"
},
"sector_stats": [],
"fuel_stats": null,
"categorical_counts": [
{
"field_name": "status",
"value": "valid",
"count": 1,
"percentage": 100.0,
"percentage_formatted": "100.0%"
}
]
},
"enriched_metadata_eda": {
"track_fields": [
{
"source": "track",
"field_name": "country",
"value": "United Kingdom",
"value_type": "str"
},
{
"source": "track",
"field_name": "game_id",
"value": "rbr",
"value_type": "str"
},
{
"source": "track",
"field_name": "id",
"value": "rbr_230",
"value_type": "str"
},
{
"source": "track",
"field_name": "length_km",
"value": "2.2",
"value_type": "float"
},
{
"source": "track",
"field_name": "length_m",
"value": "2200",
"value_type": "int"
},
{
"source": "track",
"field_name": "metadata",
"value": "MetaData()",
"value_type": "MetaData"
},
{
"source": "track",
"field_name": "model_fields_set",
"value": "set()",
"value_type": "set"
},
{
"source": "track",
"field_name": "name",
"value": "Rally School Stage Tarmac",
"value_type": "str"
},
{
"source": "track",
"field_name": "supports_fog",
"value": "False",
"value_type": "bool"
},
{
"source": "track",
"field_name": "supports_rain",
"value": "False",
"value_type": "bool"
},
{
"source": "track",
"field_name": "supports_snow",
"value": "False",
"value_type": "bool"
},
{
"source": "track",
"field_name": "supports_worn_surface",
"value": "False",
"value_type": "bool"
},
{
"source": "track",
"field_name": "surface_type",
"value": "Tarmac",
"value_type": "str"
},
{
"source": "track",
"field_name": "track_type",
"value": "stage",
"value_type": "str"
},
{
"source": "track",
"field_name": "weather_presets",
"value": "[]",
"value_type": "list"
}
],
"car_fields": [],
"session_fields": [
{
"source": "session",
"field_name": "duration_seconds",
"value": "106.66666666666667",
"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": "e240d0597bb22cc0",
"value_type": "str"
},
{
"source": "session",
"field_name": "session_type",
"value": "rally",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_id",
"value": "5",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_car_name",
"value": "Citroen C4 WRC",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_id",
"value": "rbr",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_game_name",
"value": "rbr",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_id",
"value": "230",
"value_type": "str"
},
{
"source": "session",
"field_name": "source_track_name",
"value": "5",
"value_type": "str"
},
{
"source": "session",
"field_name": "timestamp",
"value": "2026-01-25T11:04:40.410750",
"value_type": "datetime"
}
],
"has_track": true,
"has_car": false
}
}
],
"metadata": {
"analyzer": "eda",
"title": "Exploratory Data Analysis",
"subjects_analyzed": 1,
"total_samples": 1000,
"total_channels": 190,
"sample_limit": 1000,
"top_correlations": 5
}
}
Metrics Summary
| Metric | Value |
|---|---|
| Subject: e240d0597bb22cc0 | RSF driver |
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