Datasets:
uid
stringclasses 10
values | dataset_id
stringclasses 1
value | year
int64 2.02k
2.02k
| airport
stringclasses 3
values | gate_hold_active
stringclasses 2
values | taxi_out_minutes
int64 12
52
| departure_queue_count
int64 6
48
| runway_occupancy_seconds
int64 45
70
| runway_throughput_per_hour
int64 18
44
| missed_slot_events
int64 0
11
| ops_summary
stringclasses 10
values | question
stringclasses 1
value | ground_truth_label
stringclasses 2
values | ground_truth_rationale
stringclasses 9
values | outcome_signal
stringclasses 2
values | source_citation
stringclasses 1
value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
ATCGR-001
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,024
|
major_hub
|
no
| 14
| 8
| 48
| 44
| 0
|
Taxi times normal and runway throughput stable.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
coherent
|
Surface and runway balanced.
|
stable_departures
|
Synthetic
|
ATCGR-002
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,024
|
major_hub
|
yes
| 46
| 42
| 62
| 22
| 9
|
Long taxi outs, large queue, reduced throughput, missed slots.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
incoherent
|
Surface congestion and runway mismatch.
|
gridlock_risk
|
Synthetic
|
ATCGR-003
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,023
|
regional
|
no
| 12
| 6
| 45
| 36
| 0
|
Regional airport stable.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
coherent
|
No congestion.
|
stable_departures
|
Synthetic
|
ATCGR-004
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,023
|
regional
|
yes
| 40
| 35
| 70
| 18
| 7
|
Runway occupancy high and queue large.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
incoherent
|
Throughput collapse.
|
gridlock_risk
|
Synthetic
|
ATCGR-005
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,022
|
major_hub
|
no
| 16
| 10
| 50
| 42
| 1
|
Minor delay but stable throughput.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
coherent
|
Aligned.
|
stable_departures
|
Synthetic
|
ATCGR-006
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,022
|
major_hub
|
yes
| 52
| 48
| 68
| 20
| 10
|
Surface saturation and missed slots rising.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
incoherent
|
Mismatch drives gridlock.
|
gridlock_risk
|
Synthetic
|
ATCGR-007
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,021
|
international
|
no
| 18
| 12
| 52
| 40
| 1
|
International flow stable.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
coherent
|
Balanced.
|
stable_departures
|
Synthetic
|
ATCGR-008
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,021
|
international
|
yes
| 49
| 44
| 66
| 21
| 8
|
Taxi congestion and throughput drop.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
incoherent
|
Surface-runway coherence lost.
|
gridlock_risk
|
Synthetic
|
ATCGR-009
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,020
|
major_hub
|
no
| 15
| 9
| 49
| 43
| 0
|
Normal.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
coherent
|
Aligned.
|
stable_departures
|
Synthetic
|
ATCGR-010
|
atc-ground-runway-flow-coherence-risk-v0.1
| 2,020
|
major_hub
|
yes
| 50
| 46
| 67
| 19
| 11
|
Queue and taxi out surge.
|
Is ground flow aligned with runway capacity. Answer coherent or incoherent.
|
incoherent
|
Gridlock risk high.
|
gridlock_risk
|
Synthetic
|
What this repo is for
Detect when surface operations stop matching runway capacity.
Daily operational signals:
taxi-out minutes
departure queue size
runway occupancy
runway throughput
missed slots
gate holds
This predicts gridlock before the airport locks up.
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