TOYOTA GAZOO RACING

RACESENSE

COTA REAL-TIME STRATEGY ENGINE

AI-POWERED RACE ANALYTICS • CLEANS NOISY TELEMETRY • RECONSTRUCTS LAPS
DELIVERS PIT, PACE, AND TIRE STRATEGY LIKE A PRO RACE ENGINEER

Toyota GR Cup Series - Circuit of the Americas • 35 LAPS • CAR #42 • CHASSIS #7
OR UPLOAD YOUR OWN CSV
Load COTA Telemetry Data
Upload your Circuit of the Americas CSV dataset to begin analysis

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Expected format: COTA telemetry CSV with 18 required columns

↓ See detailed format specification below

Expected CSV Format
RaceSense expects telemetry data with exactly 18 columns in this order
Header Row (scroll to see all columns)
meta_time,ecu_time,lap,car_number,chassis_number,Speed,Gear,nmot,ath,aps,pbrake_f,pbrake_r,accx_can,accy_can,Steering_Angle,VBOX_Long_Minutes,VBOX_Lat_Min,Laptrigger_lapdist_dls

💡 Tip: Scroll horizontally to view all 18 required columns

All Required Columns (18):

meta_time
float

Timestamp in milliseconds

ecu_time
float

ECU timestamp (may drift)

lap
int

Current lap number

car_number
int

Car identifier (sticker on car side)

chassis_number
int

Chassis ID (used when car_number is 000)

Speed
float

Actual vehicle speed (km/h)

Gear
int

Current gear selection

nmot
float

Engine RPM

ath
float

Throttle blade position (0-100%)

aps
float

Accelerator pedal position (0-100%)

pbrake_f
float

Front brake pressure (bar)

pbrake_r
float

Rear brake pressure (bar)

accx_can
float

Forward/backward acceleration (G's)

accy_can
float

Lateral acceleration (G's)

Steering_Angle
float

Steering wheel angle (degrees)

VBOX_Long_Minutes
float

GPS longitude (degrees)

VBOX_Lat_Min
float

GPS latitude (degrees)

Laptrigger_lapdist_dls
float

Distance from start/finish (meters)

Data Quality Features:

  • ✓Auto-corrects lap count errors (e.g., 32768 → valid lap number)
  • ✓Handles timestamp drift between ECU and meta_time
  • ✓Cleans sensor noise and filters outliers automatically
  • ✓Detects pit stops via speed patterns and GPS zones
  • ✓Smart vehicle ID: Uses chassis_number when car_number is 000