INDUSTRY FIELD GUIDE
Passenger airline gate-event data for AI review
A flight can leave a gate, return, and depart again under the same flight number.
NAICS 481111 · Scheduled Passenger Air Transportation
A flight can leave a gate, return, and depart again under the same flight number. A model reading the earliest timestamp as the final gate departure may describe the trip incorrectly. FAA’s Aviation System Performance Metrics documentation describes flight-level variables and events. An airline can use invented event sequences to test reporting or document reconciliation. FAA ASPM flight-level variables
Create a sequence with two gate events, a return, and a verified later takeoff. Keep scheduled, estimated, and observed times in separate fields. Add a similarly numbered service on another day. Ask which event supports each part of a passenger-facing timeline and which information remains uncertain. Include a case with inconsistent clocks and require the model to request an authoritative record.
Keep passenger names, employee details, exact facility plans, active flight information, and restricted operational records out of the sample. Use a closed simulation or fictional records cleared for public demonstration. This exercise reconstructs a timeline for review.
Describe an airline event dataset
Original Fiund exercise
A gate return makes the first departure different from the later final departure
An invented flight-event sequence uses invalid service aliases and reference-clock timestamps. It contains no passenger, airport plan, active flight or operational instruction.
| Record | Source | What it records |
|---|---|---|
| AGT1 | D1 service A | Observed gate departure 08:00, observed gate return 08:10. Same fictional service instance A/D1. |
| AGT2 | Later A/D1 events | Observed second gate departure 08:30, verified takeoff 08:45, same reference clock. No further gate-return event in the supplied packet. |
| AGT3 | Other records | Estimated departure 07:55 is labeled forecast. Similar service A/D2 has a 07:50 departure; no D1 relationship. |
Question for the model
Which events support A/D1's supplied departure-and-return timeline, and which gate event precedes the verified takeoff?
Show the reference answer and checks
AGT1 documents an 08:00 departure followed by an 08:10 return. AGT2 supplies the later 08:30 gate departure and 08:45 verified takeoff, so 08:30 is the last gate departure preceding takeoff in this packet. AGT3's estimate is not observed, and D2 is another service day. Preserve both D1 departures and the return rather than report the earliest timestamp as the final gate departure or confuse gate movement with takeoff.
- Using the first gate departure after a documented return as the final departure.
- Mixing estimates, takeoff and gate events or matching another day's service.
Fields to preserve
- Service instance and date
- Defines the flight fixture.
- Gate departure, return and takeoff type
- Separates milestones.
- Observed versus estimated time basis
- Supports chronology.
Test another case
Give the second departure an unknown clock offset. Require its order and identity to be reported while precise intervals need authoritative time reconciliation.
Use fictional offline logs. Exclude live data and restricted records; this retrospective task directs no aircraft operation.
Discuss a contribution
Describe the sources you control, the task they could support and what has already been checked. Use the existing-data assessment for an archive or the collection brief for a new recording project. The contributor agreement defines Fiund’s licensing authority and compensation. A guide or fictional exercise does not establish an accepted collection or a sale.