| Signal evidence (SCATS data) | About 4,870 signal-configuration sheets read with AI vision + geometry checks; per-approach evidence at 4,527 of 4,588 volumed signalised intersections (98.7%). Case note → |
| Detector counts | 15-minute detector counts across about 5,000 signal sites (up to 24 detectors each), with weekday/all-day bias measured and corrected. |
| Directional traffic volume | 1,267,052 Victorian road sections, three evidence tiers, about 71 billion vehicle-km in a documented envelope. Case note → |
| Camera-based counting | Computer-vision vehicle counts from 79 public traffic cameras (Vic + NSW), about 735,000 rows a day; the night-time limitation is documented. |
| Speed-limit truth | Open-data speed zones used as ground truth to test map-provider speed limits, which can lag changes by months. |
| Spatial service catalogues | Complete layer-level catalogues of public ArcGIS services for NSW and Victoria, so every input has a known source. |
| Road assessment data pipelines | Programmatic extraction of AusRAP assessment datasets. |