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Billing follows a portal-to-portal model, covering TransLink (GVRD) SkyTrain, Bus and Seabus (including walking) to the site and the return trip.Professional empirical data acquisition for AI model training, robotics alignment, and infrastructure verification. I provide high-fidelity ground-truth observations synchronized with high-frequency sensor telemetry. This service specializes in resolving digital hallucinations by providing real-world "source of truth" documentation. Billing is portal-to-portal originating from New Westminster to ensure total mission coverage. Standardized Deliverables: Sensor Telemetry (via phyphox): Linear Acceleration, Gyroscope, Magnetometer, Barometer, ect Visual Evidence: video and high-resolution stills with embedded Exif metadata (GPS/Timestamps). Data Formats: Raw logs provided in CSV, Excel, or JSON formats for seamless ingestion into ML pipelines Quality Assurance: All data is audited for clarity and precision. PII is removed prior to submission.