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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