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"level1_arrival_hall", "schengen_main_corridor_272", "a01_a10_branch_corridor_157", "a01_a10_gate_area" ], "baseTravelMinutesToGate": 7.04, "congestedTravelMinutesToGate": 7.06, "highestStateLock": "gate_area" }, { "flightNumber": "FR 00215", "gate": "A07", "gateZone": "A01-A10", "phase": "boarding", "postSecurityPassengers": 131, "gateHoldingShare": 0.88, "movingPassengersEstimated": 16, "vectorCohorts": 2, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "schengen_main_corridor_272", "a01_a10_branch_corridor_157", "a01_a10_gate_area" ], "baseTravelMinutesToGate": 7.04, "congestedTravelMinutesToGate": 7.05, "highestStateLock": "gate_area" }, { "flightNumber": "XZ 02033", "gate": "A28", "gateZone": "A24-A30", "phase": "boarding", "postSecurityPassengers": 120, "gateHoldingShare": 0.88, "movingPassengersEstimated": 14, "vectorCohorts": 2, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "a24_a30_route_390", "a24_a30_gate_area" ], "baseTravelMinutesToGate": 6.73, "congestedTravelMinutesToGate": 6.74, "highestStateLock": "gate_area" }, { "flightNumber": "FR 00238", "gate": "A59", "gateZone": "A50-A61", "phase": "boarding", "postSecurityPassengers": 24, "gateHoldingShare": 0.88, "movingPassengersEstimated": 3, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "a50_a61_route_140", "a50_a61_gate_area" ], "baseTravelMinutesToGate": 3.37, "congestedTravelMinutesToGate": 3.37, "highestStateLock": "gate_area" }, { "flightNumber": "A2 00643", "gate": "A05", "gateZone": "A01-A10", "phase": "boarding_pressure", "postSecurityPassengers": 31, "gateHoldingShare": 0.76, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "schengen_main_corridor_272", "a01_a10_branch_corridor_157", "a01_a10_gate_area" ], "baseTravelMinutesToGate": 7.04, "congestedTravelMinutesToGate": 7.04, "highestStateLock": "post_security" }, { "flightNumber": "FR 01423", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 17, "gateHoldingShare": 0.48, "movingPassengersEstimated": 9, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.97, "highestStateLock": "post_security" }, { "flightNumber": "JU 00419", "gate": "B50", "gateZone": "B50-B59", "phase": "checkin_processing", "postSecurityPassengers": 54, "gateHoldingShare": 0.48, "movingPassengersEstimated": 28, "vectorCohorts": 3, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "passport_feed_corridor_221", "passport_control", "b50_b59_satellite_corridor", "b50_b59_gate_area" ], "baseTravelMinutesToGate": 7.53, "congestedTravelMinutesToGate": 7.57, "highestStateLock": "post_security" }, { "flightNumber": "W4 06321", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 200, "gateHoldingShare": 0.48, "movingPassengersEstimated": 104, "vectorCohorts": 9, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 2.18, "highestStateLock": "post_security" }, { "flightNumber": "W4 03702", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 72, "gateHoldingShare": 0.48, "movingPassengersEstimated": 37, "vectorCohorts": 4, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 2.01, "highestStateLock": "post_security" }, { "flightNumber": "DY 01879", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 30, "gateHoldingShare": 0.48, "movingPassengersEstimated": 16, "vectorCohorts": 2, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.98, "highestStateLock": "post_security" }, { "flightNumber": "W6 02068", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 49, "gateHoldingShare": 0.48, "movingPassengersEstimated": 25, "vectorCohorts": 3, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.99, "highestStateLock": "post_security" }, { "flightNumber": "EW 03873", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 36, "gateHoldingShare": 0.48, "movingPassengersEstimated": 19, "vectorCohorts": 2, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.98, "highestStateLock": "post_security" }, { "flightNumber": "VY 06339", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 30, "gateHoldingShare": 0.48, "movingPassengersEstimated": 16, "vectorCohorts": 2, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.98, "highestStateLock": "post_security" }, { "flightNumber": "FR 05936", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 47, "gateHoldingShare": 0.48, "movingPassengersEstimated": 24, "vectorCohorts": 3, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.99, "highestStateLock": "post_security" }, { "flightNumber": "FR 06529", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 14, "gateHoldingShare": 0.48, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "FR 08058", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 9, "gateHoldingShare": 0.48, "movingPassengersEstimated": 5, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "SN 03160", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 8, "gateHoldingShare": 0.48, "movingPassengersEstimated": 4, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "W4 05028", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 29, "gateHoldingShare": 0.48, "movingPassengersEstimated": 15, "vectorCohorts": 2, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.98, "highestStateLock": "post_security" }, { "flightNumber": "W6 01954", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 12, "gateHoldingShare": 0.48, "movingPassengersEstimated": 6, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "WY 00144", "gate": "B56", "gateZone": "B50-B59", "phase": "checkin_processing", "postSecurityPassengers": 22, "gateHoldingShare": 0.48, "movingPassengersEstimated": 11, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "passport_feed_corridor_221", "passport_control", "b50_b59_satellite_corridor", "b50_b59_gate_area" ], "baseTravelMinutesToGate": 7.53, "congestedTravelMinutesToGate": 7.54, "highestStateLock": "post_security" }, { "flightNumber": "FR 02752", "gate": null, "gateZone": "unassigned", "phase": "pre_checkin", "postSecurityPassengers": 4, "gateHoldingShare": 0.18, "movingPassengersEstimated": 3, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "KE 00928", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 32, "gateHoldingShare": 0.48, "movingPassengersEstimated": 17, "vectorCohorts": 2, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.98, "highestStateLock": "post_security" }, { "flightNumber": "W6 01714", "gate": null, "gateZone": "unassigned", "phase": "pre_checkin", "postSecurityPassengers": 6, "gateHoldingShare": 0.18, "movingPassengersEstimated": 5, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "FR 01205", "gate": null, "gateZone": "unassigned", "phase": "pre_checkin", "postSecurityPassengers": 3, "gateHoldingShare": 0.18, "movingPassengersEstimated": 2, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "NE 00301", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 21, "gateHoldingShare": 0.48, "movingPassengersEstimated": 11, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.97, "highestStateLock": "post_security" }, { "flightNumber": "EI 00437", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 18, "gateHoldingShare": 0.48, "movingPassengersEstimated": 9, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.97, "highestStateLock": "post_security" }, { "flightNumber": "EK 00092", "gate": null, "gateZone": "unassigned", "phase": "checkin_processing", "postSecurityPassengers": 71, "gateHoldingShare": 0.48, "movingPassengersEstimated": 37, "vectorCohorts": 4, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 2.01, "highestStateLock": "post_security" }, { "flightNumber": "LG 06998", "gate": null, "gateZone": "unassigned", "phase": "pre_checkin", "postSecurityPassengers": 2, "gateHoldingShare": 0.18, "movingPassengersEstimated": 2, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "HO 01668", "gate": null, "gateZone": "unassigned", "phase": "pre_checkin", "postSecurityPassengers": 4, "gateHoldingShare": 0.18, "movingPassengersEstimated": 3, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "undirected_post_security_pool" ], "baseTravelMinutesToGate": 1.96, "congestedTravelMinutesToGate": 1.96, "highestStateLock": "post_security" }, { "flightNumber": "LO 00320", "gate": "A02", "gateZone": "A01-A10", "phase": "gate_closed", "postSecurityPassengers": 173, "gateHoldingShare": 0.96, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "schengen_main_corridor_272", "a01_a10_branch_corridor_157", "a01_a10_gate_area" ], "baseTravelMinutesToGate": 7.04, "congestedTravelMinutesToGate": 7.05, "highestStateLock": "gate_area" }, { "flightNumber": "TK 01876", "gate": "B59", "gateZone": "B50-B59", "phase": "gate_closed", "postSecurityPassengers": 173, "gateHoldingShare": 0.96, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "passport_feed_corridor_221", "passport_control", "b50_b59_satellite_corridor", "b50_b59_gate_area" ], "baseTravelMinutesToGate": 7.53, "congestedTravelMinutesToGate": 7.54, "highestStateLock": "gate_area" }, { "flightNumber": "FR 05990", "gate": "A04", "gateZone": "A01-A10", "phase": "gate_closed", "postSecurityPassengers": 183, "gateHoldingShare": 0.96, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "schengen_main_corridor_272", "a01_a10_branch_corridor_157", "a01_a10_gate_area" ], "baseTravelMinutesToGate": 7.04, "congestedTravelMinutesToGate": 7.05, "highestStateLock": "gate_area" }, { "flightNumber": "SK 02690", "gate": "A01", "gateZone": "A01-A10", "phase": "gate_closed", "postSecurityPassengers": 173, "gateHoldingShare": 0.96, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "schengen_main_corridor_272", "a01_a10_branch_corridor_157", "a01_a10_gate_area" ], "baseTravelMinutesToGate": 7.04, "congestedTravelMinutesToGate": 7.05, "highestStateLock": "gate_area" }, { "flightNumber": "W4 06465", "gate": "A58", "gateZone": "A50-A61", "phase": "gate_closed", "postSecurityPassengers": 222, "gateHoldingShare": 0.96, "movingPassengersEstimated": 9, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "a50_a61_route_140", "a50_a61_gate_area" ], "baseTravelMinutesToGate": 3.37, "congestedTravelMinutesToGate": 3.4, "highestStateLock": "gate_area" }, { "flightNumber": "W4 02336", "gate": "A52", "gateZone": "A50-A61", "phase": "gate_closed", "postSecurityPassengers": 222, "gateHoldingShare": 0.96, "movingPassengersEstimated": 9, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "a50_a61_route_140", "a50_a61_gate_area" ], "baseTravelMinutesToGate": 3.37, "congestedTravelMinutesToGate": 3.4, "highestStateLock": "gate_area" }, { "flightNumber": "W4 06449", "gate": "B28", "gateZone": "B26-B34", "phase": "gate_closed", "postSecurityPassengers": 222, "gateHoldingShare": 0.96, "movingPassengersEstimated": 9, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "b26_b34_vertical_route_530", "b26_b34_gate_area" ], "baseTravelMinutesToGate": 8.62, "congestedTravelMinutesToGate": 8.64, "highestStateLock": "gate_area" }, { "flightNumber": "LX 01623", "gate": "A29", "gateZone": "A24-A30", "phase": "gate_closed", "postSecurityPassengers": 167, "gateHoldingShare": 0.96, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "a24_a30_route_390", "a24_a30_gate_area" ], "baseTravelMinutesToGate": 6.73, "congestedTravelMinutesToGate": 6.73, "highestStateLock": "gate_area" }, { "flightNumber": "T7 05418", "gate": "A26", "gateZone": "A24-A30", "phase": "gate_closed", "postSecurityPassengers": 173, "gateHoldingShare": 0.96, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "a24_a30_route_390", "a24_a30_gate_area" ], "baseTravelMinutesToGate": 6.73, "congestedTravelMinutesToGate": 6.73, "highestStateLock": "gate_area" }, { "flightNumber": "T7 09016", "gate": "A27", "gateZone": "A24-A30", "phase": "gate_closed", "postSecurityPassengers": 173, "gateHoldingShare": 0.96, "movingPassengersEstimated": 7, "vectorCohorts": 1, "segmentIds": [ "post_security_descent", "level1_arrival_hall", "a24_a30_route_390", "a24_a30_gate_area" ], "baseTravelMinutesToGate": 6.73, "congestedTravelMinutesToGate": 6.73, "highestStateLock": "gate_area" } ] }, "personalVectorSimulation": { "model": "personal_vector_case_simulation", "enabled": true, "generatedAtIso": "2026-06-05T18:03:21.927Z", "deterministicSeedRule": "flightNumber + departure + passenger-index", "monotonicFlowPolicy": { "enabled": true, "rule": "micro-cohorts may remain in place or move downstream only; recalibration cannot move them upstream" }, "catalog": { "combinations": 283500, "targetMinimum": 10000, "targetMet": true, "dimensions": { "arrivalProfiles": 5, "ageClasses": 5, "groupProfiles": 9, "baggageProfiles": 6, "securityProfiles": 6, "routeBehaviorProfiles": 7, "disruptionReactions": 5, "actionTemplates": 20 } }, "assumptions": { "schengenCheckinOpenMinutesBeforeEtd": 120, "extraSchengenCheckinOpenMinutesBeforeEtd": 180, "schengenUsableWindowToBoardingCloseMinutes": 90, "extraSchengenUsableWindowToBoardingCloseMinutes": 150, "boardingClosesMinutesBeforeEtd": 30, "criticalLateCappedPerFlight": true, "fewPassengersArriveNearBoardingClose": true, "monotonicStateNoBackflow": true, "vehiclesRepresentFutureVectors": true, "externalVehiclesAreNotAlreadyCheckinPassengers": true, "ignorePreBootstrapHistoryForRiskKpis": true, "currentPersistenceMode": "deterministic_seeded_rebuild_without_d1_reads", "durablePersistenceRequiredForCrossInstanceMemory": "bounded state store only; no table scans" }, "bootstrap": { "enabled": true, "startedAtIso": "2026-06-05T18:03:21.757Z", "ageMinutes": 0, "warmupMinutes": 240, "warmupActive": true, "highConfidence": false, "kpiReliability": "bootstrap_warmup", "rule": "ignore pre-bootstrap history for high-risk KPIs; use only vectors whose observed timeline starts after simulation bootstrap", "historyPolicy": "pre-bootstrap vector history is marked as unobserved reconstruction, not treated as live truth", "mutedKpisDuringWarmup": [ "missedBoardingRiskPassengers", "securityCongestionDelayedPassengers" ] }, "landsideReservoir": { "model": "external_vehicle_landside_reservoir", "enabled": true, "interpretation": "external vehicles represent latent passenger vectors for later flights, not passengers already in check-in/security", "source": "modeled_vehicle_intensity_fallback", "confidence": 0.25, "noDoubleCountRule": "reservoir passengers are separate from already absorbed check-in/security/gate vectors", "estimatedVehicleVectors": 190, "estimatedLatentPassengers": 342, "arrivalsLandsidePassengers": 143, "futureDepartureReservoirPassengers": 198, "projectedAssimilationNextHour": 198, "openReleaseCapacityPerMinute": 322.46, "vehicleIntensityScore": 0.5, "weatherSeverityModifier": 0.171, "nextCheckinReleaseFlights": [ { "flightNumber": "TK 01876", "destination": "IST", "checkIn": "13", "schengen": false, "departureIso": "2026-06-05T17:45:00.000Z", "checkinOpenIso": "2026-06-05T14:45:00.000Z", "minutesToCheckinOpen": -198.4, "releaseShare": 1, "releaseCapacityPerMinute": 18 }, { "flightNumber": "W4 06449", "destination": "TGD", "checkIn": "10", "schengen": false, "departureIso": "2026-06-05T18:00:00.000Z", "checkinOpenIso": "2026-06-05T15:00:00.000Z", "minutesToCheckinOpen": -183.4, "releaseShare": 1, "releaseCapacityPerMinute": 18 }, { "flightNumber": "LO 00320", "destination": "WAW", "checkIn": "05", "schengen": true, "departureIso": "2026-06-05T17:40:00.000Z", "checkinOpenIso": "2026-06-05T15:40:00.000Z", "minutesToCheckinOpen": -143.4, "releaseShare": 0.999, "releaseCapacityPerMinute": 17.97 }, { "flightNumber": "JU 00419", "destination": "BEG", "checkIn": "11", "schengen": false, "departureIso": "2026-06-05T18:50:00.000Z", "checkinOpenIso": "2026-06-05T15:50:00.000Z", "minutesToCheckinOpen": -133.4, "releaseShare": 0.998, "releaseCapacityPerMinute": 17.96 }, { "flightNumber": "FR 05990", "destination": "MLA", "checkIn": "09", "schengen": true, "departureIso": "2026-06-05T17:50:00.000Z", "checkinOpenIso": "2026-06-05T15:50:00.000Z", "minutesToCheckinOpen": -133.4, "releaseShare": 0.998, "releaseCapacityPerMinute": 17.96 }, { "flightNumber": "SK 02690", "destination": "ARN", "checkIn": "03", "schengen": true, "departureIso": "2026-06-05T17:50:00.000Z", "checkinOpenIso": "2026-06-05T15:50:00.000Z", "minutesToCheckinOpen": -133.4, "releaseShare": 0.998, "releaseCapacityPerMinute": 17.96 }, { "flightNumber": "W4 06465", "destination": "CTA", "checkIn": "10", "schengen": true, "departureIso": "2026-06-05T17:50:00.000Z", "checkinOpenIso": "2026-06-05T15:50:00.000Z", "minutesToCheckinOpen": -133.4, "releaseShare": 0.998, "releaseCapacityPerMinute": 17.96 }, { "flightNumber": "SK 00688", "destination": "CPH", "checkIn": "03", "schengen": true, "departureIso": "2026-06-05T18:00:00.000Z", "checkinOpenIso": "2026-06-05T16:00:00.000Z", "minutesToCheckinOpen": -123.4, "releaseShare": 0.996, "releaseCapacityPerMinute": 17.93 }, { "flightNumber": "TP 00827", "destination": "LIS", "checkIn": "04", "schengen": true, "departureIso": "2026-06-05T18:00:00.000Z", "checkinOpenIso": "2026-06-05T16:00:00.000Z", "minutesToCheckinOpen": -123.4, "releaseShare": 0.996, "releaseCapacityPerMinute": 17.93 }, { "flightNumber": "W4 02336", "destination": "BUD", "checkIn": "10", "schengen": true, "departureIso": "2026-06-05T18:00:00.000Z", "checkinOpenIso": "2026-06-05T16:00:00.000Z", "minutesToCheckinOpen": -123.4, "releaseShare": 0.996, "releaseCapacityPerMinute": 17.93 }, { "flightNumber": "LX 01623", "destination": "ZRH", "checkIn": "06", "schengen": true, "departureIso": "2026-06-05T18:05:00.000Z", "checkinOpenIso": "2026-06-05T16:05:00.000Z", "minutesToCheckinOpen": -118.4, "releaseShare": 0.995, "releaseCapacityPerMinute": 17.92 }, { "flightNumber": "T7 05418", "destination": "LYS", "checkIn": "10", "schengen": true, "departureIso": "2026-06-05T18:05:00.000Z", "checkinOpenIso": "2026-06-05T16:05:00.000Z", "minutesToCheckinOpen": -118.4, "releaseShare": 0.995, "releaseCapacityPerMinute": 17.92 }, { "flightNumber": "T7 09016", "destination": "MRS", "checkIn": "10", "schengen": true, "departureIso": "2026-06-05T18:05:00.000Z", "checkinOpenIso": "2026-06-05T16:05:00.000Z", "minutesToCheckinOpen": -118.4, "releaseShare": 0.995, "releaseCapacityPerMinute": 17.92 }, { "flightNumber": "FR 08884", "destination": "BVA", "checkIn": "09", "schengen": true, "departureIso": "2026-06-05T18:15:00.000Z", "checkinOpenIso": "2026-06-05T16:15:00.000Z", "minutesToCheckinOpen": -108.4, "releaseShare": 0.993, "releaseCapacityPerMinute": 17.87 }, { "flightNumber": "FR 00215", "destination": "VIE", "checkIn": "09", "schengen": true, "departureIso": "2026-06-05T18:20:00.000Z", "checkinOpenIso": "2026-06-05T16:20:00.000Z", "minutesToCheckinOpen": -103.4, "releaseShare": 0.991, "releaseCapacityPerMinute": 17.84 }, { "flightNumber": "XZ 02033", "destination": "QSR", "checkIn": "13", "schengen": true, "departureIso": "2026-06-05T18:20:00.000Z", "checkinOpenIso": "2026-06-05T16:20:00.000Z", "minutesToCheckinOpen": -103.4, "releaseShare": 0.991, "releaseCapacityPerMinute": 17.84 }, { "flightNumber": "FR 00238", "destination": "CAG", "checkIn": "09", "schengen": true, "departureIso": "2026-06-05T18:25:00.000Z", "checkinOpenIso": "2026-06-05T16:25:00.000Z", "minutesToCheckinOpen": -98.4, "releaseShare": 0.989, "releaseCapacityPerMinute": 17.8 }, { "flightNumber": "A2 00643", "destination": "OTP", "checkIn": "07", "schengen": true, "departureIso": "2026-06-05T18:30:00.000Z", "checkinOpenIso": "2026-06-05T16:30:00.000Z", "minutesToCheckinOpen": -93.4, "releaseShare": 0.986, "releaseCapacityPerMinute": 17.75 } ], "reservoirZones": { "arrivalsLandside": "people already on Malpensa soil around arrivals/curb/parking", "curbVehicles": "people still represented by vehicles before terminal absorption", "futureCheckinReservoir": "latent departure passengers for flights whose check-in will open later" } }, "aggregate": { "totalPassengers": 4847, "generatedPersons": 3498, "sampledPersons": 3498, "expandedPassengerWeight": 4847, "catalogCombinations": 283500, "catalogTargetMet": true, "truncatedDetailedPersons": true, "byState": { "boarded": 2241, "boarding_queue": 248, "gate_area_wait": 411, "missed_boarding_risk": 24, "checkin_basin": 321, "security_processing": 197, "landside_arrival": 140, "corridor_to_gate": 67, "post_security_descent": 28, "security_queue": 42, "unseen": 1102, "passport_control": 3, "walking_to_security": 25 }, "byArrivalProfile": { "late": 1278, "criticalLate": 17, "early": 840, "normal": 2311, "veryEarly": 402 }, "byGroupProfile": { "familyLight": 778, "familyWithGrandparent": 344, "soloLeisure": 1071, "coupleStandard": 859, "elderlyCouple": 342, "familyChildRunner": 235, "groupLeisure": 342, "soloBusiness": 771, "specialAssistanceLike": 105 }, "byAgeClass": { "adult": 2798, "senior": 1109, "child": 420, "teen": 269, "assisted": 252 }, "byBaggageProfile": { "cabinOnly": 2017, "oneCheckedBag": 1619, "multiCheckedBags": 587, "oversizedBag": 206, "strollerOrSportsGear": 245, "bagIssueOrLostSearch": 172 }, "bySecurityCase": { "bodySearch": 212, "standard": 1679, "cleanFast": 2016, "bagSecondary": 341, "trayConfusion": 428, "documentOrInfoStop": 170 }, "byRouteBehavior": { "bathroomStop": 462, "directToGate": 2294, "barStop": 385, "shortRetailStop": 686, "askInformation": 376, "lateRun": 274, "corridorHesitation": 370 }, "byDisruptionReaction": { "normal": 3332, "anxiousAskInfo": 672, "waitNearGate": 350, "rebookingDeskMove": 360, "leaveAirsideAttempt": 133 }, "byFlightRange": { "schengenShortHaul": 3567, "extraSchengenShortHaul": 952, "longHaulForeignTaxFree": 328 }, "actionStageCounts": { "landside": 5472, "checkin": 6644, "connector": 4847, "security": 6360, "gate": 4847, "boarding": 4847, "corridor": 2331, "retail_future": 494, "irregular": 136, "passport": 2449 }, "retail": { "modeledVisits": 494, "totalDwellMinutes": 9206.1, "totalDetourMeters": 6263.8, "seaRevenueEquivalentEuro": 13994.54, "byZone": { "schengen_corridor_right": 49, "post_security_common": 30, "schengen_corridor_left": 26, "extra_passport_corridor_center": 36, "extra_passport_corridor_right": 169, "extra_passport_corridor_left": 176, "B50-B59": 7, "central_satellite_common": 1 }, "byCategory": { "foodBar": 103, "dutyFree": 36, "fashion": 61, "luxury": 269, "convenience": 6, "pharmacy": 3, "specialty": 18 }, "byRevenueClass": { "foodBeverage": 103, "shops": 392 }, "annualCalibrated": { "basis": "annual_revenue_per_passenger_normalized", "annualTraffic": { "seaSystemPassengers": 42300000, "malpensaPassengers": 31200000, "linatePassengers": 11100000, "mxpShareOfSeaSystem": 0.7376, "source": "SEA/Milan Airports 2025 public traffic: 42.3m system, 31.2m Malpensa, 11.1m Linate" }, "revenuePerPassengerEuro": { "shops": 1.9534, "foodBeverage": 0.9339, "shopsFoodBeverage": 2.8873, "retailTotal": 3.8614 }, "currentWindow": { "representedPassengers": 4847, "annualCalibratedSeaRevenueEuro": 13994.54, "shopsFoodBeverageMixIndex": 1, "currentVisitSplit": { "shopsShare": 0.792, "foodBeverageShare": 0.208 }, "annualRevenueSplit": { "shopsShare": 0.677, "foodBeverageShare": 0.323 } }, "topNodeRevenue": [ { "id": "dufry_common_post_security", "name": "Dufry Store", "zone": "post_security_common", "category": "dutyFree", "annualCalibratedSeaRevenueEuro": 1443.04 }, { "id": "extra_gucci", "name": "Gucci", "zone": "extra_passport_corridor_left", "category": "luxury", "annualCalibratedSeaRevenueEuro": 882.36 }, { "id": "extra_salvatore_ferragamo", "name": "Salvatore Ferragamo", "zone": "extra_passport_corridor_left", "category": "luxury", "annualCalibratedSeaRevenueEuro": 650.64 }, { "id": "extra_moncler", "name": "Moncler", "zone": "extra_passport_corridor_right", "category": "luxury", "annualCalibratedSeaRevenueEuro": 604.09 }, { "id": "extra_hour_passion", "name": "Hour Passion", "zone": "extra_passport_corridor_right", "category": "luxury", "annualCalibratedSeaRevenueEuro": 603.38 }, { "id": "extra_tods", "name": "Tod's", "zone": "extra_passport_corridor_right", "category": "luxury", "annualCalibratedSeaRevenueEuro": 557.23 }, { "id": "extra_burberry", "name": "Burberry", "zone": "extra_passport_corridor_right", "category": "luxury", "annualCalibratedSeaRevenueEuro": 511.65 }, { "id": "extra_bulgari", "name": "Bulgari", "zone": "extra_passport_corridor_left", "category": "luxury", "annualCalibratedSeaRevenueEuro": 511.57 }, { "id": "extra_montblanc", "name": "Montblanc", "zone": "extra_passport_corridor_left", "category": "luxury", "annualCalibratedSeaRevenueEuro": 509.99 }, { "id": "extra_gucci_ggw", "name": "Gucci GGW", "zone": "extra_passport_corridor_center", "category": "luxury", "annualCalibratedSeaRevenueEuro": 464.74 }, { "id": "extra_etro", "name": "Etro", "zone": "extra_passport_corridor_left", "category": "luxury", "annualCalibratedSeaRevenueEuro": 417.6 }, { "id": "extra_saint_laurent", "name": "Saint Laurent", "zone": "extra_passport_corridor_left", "category": "luxury", "annualCalibratedSeaRevenueEuro": 417.55 }, { "id": "extra_zegna", "name": "Zegna", "zone": "extra_passport_corridor_left", "category": "luxury", "annualCalibratedSeaRevenueEuro": 371.64 }, { "id": "extra_pomellato", "name": "Pomellato", "zone": "extra_passport_corridor_right", "category": "luxury", "annualCalibratedSeaRevenueEuro": 371.49 }, { "id": "extra_bruno_cucinelli", "name": "Bruno Cucinelli", "zone": "extra_passport_corridor_right", "category": "luxury", "annualCalibratedSeaRevenueEuro": 371.24 } ] }, "topNodes": [ { "id": "dufry_common_post_security", "name": "Dufry Store", "zone": "post_security_common", "category": "dutyFree", "visits": 30, "annualCalibrationWeight": 37.86, "annualCalibratedSeaRevenueEuro": 1443.04 }, { "id": "extra_gucci", "name": "Gucci", "zone": "extra_passport_corridor_left", "category": "luxury", "visits": 26, "annualCalibrationWeight": 22.959, "annualCalibratedSeaRevenueEuro": 882.36 }, { "id": "extra_salvatore_ferragamo", "name": "Salvatore Ferragamo", "zone": "extra_passport_corridor_left", "category": "luxury", "visits": 19, "annualCalibrationWeight": 17.426, "annualCalibratedSeaRevenueEuro": 650.64 }, { "id": "extra_moncler", "name": "Moncler", "zone": "extra_passport_corridor_right", "category": "luxury", "visits": 18, "annualCalibrationWeight": 15.76, "annualCalibratedSeaRevenueEuro": 604.09 }, { "id": "extra_hour_passion", "name": "Hour Passion", "zone": "extra_passport_corridor_right", "category": "luxury", "visits": 18, "annualCalibrationWeight": 16.155, "annualCalibratedSeaRevenueEuro": 603.38 }, { "id": "extra_tods", "name": "Tod's", "zone": "extra_passport_corridor_right", "category": "luxury", "visits": 17, "annualCalibrationWeight": 14.901, "annualCalibratedSeaRevenueEuro": 557.23 }, { "id": "extra_burberry", "name": "Burberry", "zone": "extra_passport_corridor_right", "category": "luxury", "visits": 15, "annualCalibrationWeight": 12.22, "annualCalibratedSeaRevenueEuro": 511.65 }, { "id": "extra_bulgari", "name": "Bulgari", "zone": "extra_passport_corridor_left", "category": "luxury", "visits": 15, "annualCalibrationWeight": 12.928, "annualCalibratedSeaRevenueEuro": 511.57 }, { "id": "extra_montblanc", "name": "Montblanc", "zone": "extra_passport_corridor_left", "category": "luxury", "visits": 15, "annualCalibrationWeight": 12.766, "annualCalibratedSeaRevenueEuro": 509.99 }, { "id": "extra_gucci_ggw", "name": "Gucci GGW", "zone": "extra_passport_corridor_center", "category": "luxury", "visits": 14, "annualCalibrationWeight": 12.194, "annualCalibratedSeaRevenueEuro": 464.74 }, { "id": "extra_antonino", "name": "Antonino", "zone": "extra_passport_corridor_left", "category": "foodBar", "visits": 12, "annualCalibrationWeight": 6.243, "annualCalibratedSeaRevenueEuro": 0 }, { "id": "extra_etro", "name": "Etro", "zone": "extra_passport_corridor_left", "category": "luxury", "visits": 12, "annualCalibrationWeight": 11.175, "annualCalibratedSeaRevenueEuro": 417.6 }, { "id": "extra_saint_laurent", "name": "Saint Laurent", "zone": "extra_passport_corridor_left", "category": "luxury", "visits": 12, "annualCalibrationWeight": 10.395, "annualCalibratedSeaRevenueEuro": 417.55 }, { "id": "extra_pizza_flor", "name": "Pizza Flor", "zone": "extra_passport_corridor_left", "category": "foodBar", "visits": 11, "annualCalibrationWeight": 5.67, "annualCalibratedSeaRevenueEuro": 0 }, { "id": "extra_zegna", "name": "Zegna", "zone": "extra_passport_corridor_left", "category": "luxury", "visits": 11, "annualCalibrationWeight": 9.946, "annualCalibratedSeaRevenueEuro": 371.64 } ], "revenueCalibration": { "fiscalYear": 2025, "shopsMln": 82.629, "foodBeverageMln": 39.502, "shopsFoodBeverageMln": 122.131, "retailTotalMln": 163.337, "nonAviationPassengerMln": 312.434, "note": "SEA retail revenue is annual and is normalized per annual passenger; raw passenger basket is not exposed as a public KPI" } }, "criticalLatePassengers": 17, "latePassengers": 1294, "observedSinceBootstrapPassengers": 1103, "ignoredPreBootstrapHistoryPassengers": 3744, "mutedMissedBoardingRiskPassengers": 355, "futureMissedBoardingRiskPassengers": 829, "mutedSecurityCongestionDelayedPassengers": 2684, "externalLandsideReservoirPassengers": 198, "projectedReservoirAssimilationNextHour": 198, "securityCongestionDelayedPassengers": 1325, "bodySearchOrSecondaryPassengers": 795, "missedBoardingRiskPassengers": 1, "cancelledFlightPassengers": 0, "cancellationStrandedByState": {}, "boardingQueues": { "A01-A10": { "gateZone": "A01-A10", "passengers": 179, "flights": 1.15 }, "A24-A30": { "gateZone": "A24-A30", "passengers": 53, "flights": 0.4 }, "A50-A61": { "gateZone": "A50-A61", "passengers": 11, "flights": 0.42 }, "B50-B59": { "gateZone": "B50-B59", "passengers": 6, "flights": 0.08 } }, "zoneFlowAggregate": { "checkinAndBagDrop": 461, "landsideConnectorToSecurity": 25, "securityQueueAndProcessing": 239, "postSecurityConnector": 98, "gateHoldingAndBoarding": 659, "boardedPassengers": 2241, "unseenNotYetAbsorbed": 1102, "landsideReservoirFutureDepartures": 198, "arrivalsLandsideNonDepartureReservoir": 143, "projectedReservoirAssimilationNextHour": 198 }, "modelComplexity": { "score": 9.68, "target": 9.5, "basis": [ "seeded personal vectors", "semi-Markov action sequences", "profile/action compatibility constraints", "capacity and density modifiers", "monotonic downstream state locking", "flight-range dwell modifiers", "cancellation location preservation", "external vehicle reservoir with delayed check-in assimilation" ] }, "bootstrapReliability": { "kpiReliability": "bootstrap_warmup", "warmupActive": true, "highConfidence": false, "note": "high-risk KPIs ignore pre-bootstrap reconstructed history" } }, "flightSummaries": [ { "flightNumber": "SK 00688", "destination": "CPH", "gate": "A03", "gateZone": "A01-A10", "checkIn": "03", "phase": "gate_closed", "schengen": true, "flightRange": { "category": "schengenShortHaul", "longHaul": false, "taxFreeCandidate": false, "retailPropensity": 0.1, "dwellMultiplier": 1, "evidence": { "destinationToken": false, "carrierHint": false } }, "totalPassengers": 171, "generatedVectors": 123, "passengerWeightPerVector": 1.39, "processingWindowMinutes": 90, "checkinOpenOffsetMinutes": -120, "boardingCloseOffsetMinutes": -30, "routeMinutesToGate": 7.05, "currentStateCounts": { "boarded": 171 }, "criticalLatePassengers": 1, "missedBoardingRiskPassengers": 0 }, { "flightNumber": "TP 00827", "destination": "LIS", "gate": "A09", "gateZone": "A01-A10", "checkIn": "04", "phase": "gate_closed", "schengen": true, "flightRange": { "category": "schengenShortHaul", "longHaul": false, "taxFreeCandidate": false, "retailPropensity": 0.1, "dwellMultiplier": 1, "evidence": { "destinationToken": false, "carrierHint": false } }, "totalPassengers": 179, "generatedVectors": 129, "passengerWeightPerVector": 1.388, "processingWindowMinutes": 90, "checkinOpenOffsetMinutes": -120, "boardingCloseOffsetMinutes": -30, "routeMinutesToGate": 7.05, "currentStateCounts": { "boarded": 179 }, "criticalLatePassengers": 0, "missedBoardingRiskPassengers": 0 }, { "flightNumber": "FR 08884", "destination": "BVA", "gate": "A06", "gateZone": "A01-A10", "checkIn": "09", "phase": "boarding", "schengen": true, "flightRange": { "category": "schengenShortHaul", "longHaul": false, "taxFreeCandidate": false, "retailPropensity": 0.1, "dwellMultiplier": 1, "evidence": { "destinationToken": false, "carrierHint": false } }, "totalPassengers": 166, "generatedVectors": 120, "passengerWeightPerVector": 1.383, "processingWindowMinutes": 90, "checkinOpenOffsetMinutes": -120, "boardingCloseOffsetMinutes": -30, "routeMinutesToGate": 7.06, "currentStateCounts": { "boarding_queue": 100, "gate_area_wait": 66 }, "criticalLatePassengers": 0, "missedBoardingRiskPassengers": 0 }, { "flightNumber": "FR 00215", "destination": "VIE", "gate": "A07", "gateZone": "A01-A10", "checkIn": "09", "phase": "boarding", "schengen": true, "flightRange": { "category": "schengenShortHaul", "longHaul": false, "taxFreeCandidate": false, "retailPropensity": 0.1, "dwellMultiplier": 1, "evidence": { "destinationToken": false, "carrierHint": false } }, "totalPassengers": 144, "generatedVectors": 104, "passengerWeightPerVector": 1.385, "processingWindowMinutes": 90, "checkinOpenOffsetMinutes": -120, "boardingCloseOffsetMinutes": -30, "routeMinutesToGate": 7.05, "currentStateCounts": { "boarding_queue": 79, "gate_area_wait": 65 }, "criticalLatePassengers": 0, "missedBoardingRiskPassengers": 0 }, { "flightNumber": "XZ 02033", "destination": "QSR", "gate": "A28", "gateZone": "A24-A30", "checkIn": "13", "phase": "boarding", "schengen": true, "flightRange": { "category": "schengenShortHaul", "longHaul": false, "taxFreeCandidate": false, "retailPropensity": 0.1, "dwellMultiplier": 1, "evidence": { "destinationToken": false, "carrierHint": false } }, "totalPassengers": 133, "generatedVectors": 96, "passengerWeightPerVector": 1.385, "processingWindowMinutes": 90, "checkinOpenOffsetMinutes": -120, "boardingCloseOffsetMinutes": -30, "routeMinutesToGate": 6.74, "currentStateCounts": { "boarding_queue": 53, "gate_area_wait": 80 }, "criticalLatePassengers": 0, "missedBoardingRiskPassengers": 0 }, { "flightNumber": "FR 00238", "destination": "CAG", "gate": "A59", "gateZone": "A50-A61", "checkIn": "09", "phase": "boarding", "schengen": true, "flightRange": { "category": "schengenShortHaul", "longHaul": false, "taxFreeCandidate": false, "retailPropensity": 0.1, "dwellMultiplier": 1, "evidence": { "destinationToken": false, "carrierHint": false } }, "totalPassengers": 26, "generatedVectors": 19, "passengerWeightPerVector": 1.368, "processingWindowMinutes": 90, "checkinOpenOffsetMinutes": -120, "boardingCloseOffsetMinutes": -30, "routeMinutesToGate": 3.37, "currentStateCounts": { "gate_area_wait": 15, "boarding_queue": 11 }, "criticalLatePassengers": 0, "missedBoardingRiskPassengers": 0 }, { "flightNumber": "A2 00643", "destination": "OTP", "gate": "A05", "gateZone": "A01-A10", "checkIn": "07", "phase": "boarding_pressure", "schengen": true, "flightRange": { "category": "schengenShortHaul", "longHaul": false, "taxFreeCandidate": false, "retailPropensity": 0.1, "dwellMultiplier": 1, "evidence": { "destinationToken": false, "carrierHint": false } }, "totalPassengers": 34, "generatedVectors": 25, "passengerWeightPerVector": 1.36, "processingWindowMinutes": 90, "checkinOpenOffsetMinutes": -120, "boardingCloseOffsetMinutes": -30, "routeMinutesToGate": 7.04, "currentStateCounts": { 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false }, "timingMinutes": { "arrivalOffsetFromDeparture": -58.3, "landsideWait": 0, "checkinDelay": 27.3, "walkToSecurity": 3.4, "securityDelay": 10, "passportDelay": 0, "routeToGate": 8.3, "processingWindow": 90 }, "timelineIso": { "airportEntrance": "2026-06-05T17:01:42.091Z", "checkinStart": "2026-06-05T17:03:49.326Z", "securityQueue": "2026-06-05T17:34:30.301Z", "securityCleared": "2026-06-05T17:47:38.130Z", "passportCleared": null, "gateArrival": "2026-06-05T17:55:58.389Z", "boardingQueueJoin": "2026-06-05T17:55:58.389Z", "boardingClose": "2026-06-05T17:30:00.000Z" } }, { "id": "SK00688-68", "flightNumber": "SK 00688", "passengerWeight": 1.39, "gate": "A03", "gateZone": "A01-A10", "checkIn": "03", "currentState": "boarded", "behaviorVector": { "arrival": "early", "ageClass": "senior", "group": "soloBusiness", "baggage": "multiCheckedBags", "security": "bodySearch", "routeBehavior": "directToGate", "disruptionReaction": "anxiousAskInfo", "flightRange": "schengenShortHaul", 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"checkin_wait", "stage": "checkin", "durationMinutes": 14.67, "detourMeters": 0, "retailEconomics": null, "compatibleWith": { "ageClass": "senior", "group": "coupleStandard", "baggage": "oneCheckedBag", "security": "cleanFast", "routeBehavior": "directToGate", "flightRange": "schengenShortHaul", "gateZone": "A01-A10" } }, { "action": "bag_drop", "stage": "checkin", "durationMinutes": 12.69, "detourMeters": 0, "retailEconomics": null, "compatibleWith": { "ageClass": "senior", "group": "coupleStandard", "baggage": "oneCheckedBag", "security": "cleanFast", "routeBehavior": "directToGate", "flightRange": "schengenShortHaul", "gateZone": "A01-A10" } }, { "action": "walk_to_security", "stage": "connector", "durationMinutes": 5.01, "detourMeters": 0, "retailEconomics": null, "compatibleWith": { "ageClass": "senior", "group": "coupleStandard", "baggage": "oneCheckedBag", "security": "cleanFast", "routeBehavior": "directToGate", "flightRange": "schengenShortHaul", "gateZone": "A01-A10" } }, { "action": "security_prep", "stage": "security", "durationMinutes": 2.36, "detourMeters": 0, "retailEconomics": null, "compatibleWith": { "ageClass": "senior", "group": "coupleStandard", "baggage": "oneCheckedBag", "security": "cleanFast", "routeBehavior": "directToGate", "flightRange": "schengenShortHaul", "gateZone": "A01-A10" } }, { "action": "moving_walkway_use", "stage": "corridor", "durationMinutes": 4.89, "detourMeters": 0, "retailEconomics": null, "compatibleWith": { "ageClass": "senior", "group": "coupleStandard", "baggage": "oneCheckedBag", "security": "cleanFast", "routeBehavior": "directToGate", "flightRange": "schengenShortHaul", "gateZone": "A01-A10" } }, { "action": "gate_wait", "stage": "gate", "durationMinutes": 19.05, "detourMeters": 0, "retailEconomics": null, "compatibleWith": { "ageClass": "senior", "group": "coupleStandard", "baggage": "oneCheckedBag", "security": "cleanFast", "routeBehavior": "directToGate", "flightRange": "schengenShortHaul", "gateZone": "A01-A10" } }, { "action": "boarding_queue", "stage": "boarding", "durationMinutes": 14.31, "detourMeters": 0, "retailEconomics": null, "compatibleWith": { "ageClass": "senior", "group": "coupleStandard", "baggage": "oneCheckedBag", "security": "cleanFast", "routeBehavior": "directToGate", "flightRange": "schengenShortHaul", "gateZone": "A01-A10" } } ], "totalActionMinutes": 74.34, "compatibilityScore": 0.4, "actionCount": 8 }, "flags": { "needsCheckin": true, "preBootstrapHistory": true, "kpisMutedByBootstrap": true, "criticalLate": false, "securityCongestionDelayed": true, "bodySearchOrSecondary": false, "riskOfMissingBoarding": false, "futureMissedBoardingRisk": false, "cancelledFlight": false }, "timingMinutes": { "arrivalOffsetFromDeparture": -170.5, "landsideWait": 50.5, "checkinDelay": 11.8, "walkToSecurity": 5.4, "securityDelay": 11.5, "passportDelay": 0, "routeToGate": 13.8, "processingWindow": 90 }, "timelineIso": { "airportEntrance": "2026-06-05T15:09:31.768Z", "checkinStart": "2026-06-05T16:00:00.000Z", "securityQueue": "2026-06-05T16:17:13.736Z", "securityCleared": "2026-06-05T16:31:43.664Z", "passportCleared": null, "gateArrival": "2026-06-05T16:45:32.634Z", "boardingQueueJoin": "2026-06-05T17:09:03.524Z", "boardingClose": "2026-06-05T17:30:00.000Z" } } ] }, "calibration": { "weather": { "provider": "aviationweather_metar_public", "available": true, "raw": "METAR LIMC 051750Z 15006KT 9999 FEW040 23/14 Q1012 NOSIG", "flightCategory": "VFR", "windKt": 6, "severeWeather": false, "hailActive": false, "rainSignal": false, "severityScore": 0.171, "modifiers": { "walkingSpeedMultiplier": 0.979, "dwellMultiplier": 1.038, "queueFrictionMultiplier": 1.031, "disorderProbabilityMultiplier": 1.06 } }, "landside": { "available": false, "provider": "not_bound_publicly", "vehicleIntensityScore": 0.5, "estimatedVehicleVectors": 0, "confidence": 0.25, "notes": [ "landside vehicle pressure is part of v2 calibration", "current worker does not read landside D1", "vehicle signal should be bound as an upstream summary when exposed publicly or via service binding" ], "modifiers": { "unseenInboundPaxMultiplier": 1, "curbDwellMultiplier": 1 } }, "securityMachines": { "activeMachines": 12, "source": "security_intelligence_lines", "extractionRule": "use machine count immediately before first available ok; fallback to recommendedOpenLines where explicit machine-status list is not exposed", "nominalMachines": 18, "confidence": 0.78 }, "reconciliation": { "hardResetAllowed": false, "monotonicStateLocking": true, "sourceHierarchy": [ "SEA departure row", "ops-live / operations payloads", "performance basis / departure ops", "previous valid snapshot", "internal continuity source" ], "checkinAssignmentRule": "SEA checkIn wins; airline fallback only when live checkIn is absent", "gateAssignmentRule": "SEA gate wins; enriched by ops-live/performance basis where available", "passengerTruthRule": "public payload exposes unified real/proforma passenger truth; booking/cache/internal continuity distinctions are not operationally exposed" } }, "modelSpec": { "geometry": { "scope": "T1", "security": { "totalAreaM2": 2793.31, "scannerModel": "HI-SCAN 6040 CTiX", "scannerCount": 18, "scannerBodyM": { "length": 3.3, "width": 1.67, "height": 1.67 }, "scannerFootprintM2": 5.51, "conveyorSpeedMps": 0.2, "laneLengthM": 13, "laneWidthM": 2.2, "laneAreaM2": 28.6, "totalLaneAreaM2": 514.8, "operationalCoreAreaM2": 1000, "queueCirculationAreaM2": 1793.31 }, "postSecurityDescent": { "escalators": { "count": 3, "widthM": 1.45, "lengthM": 17 }, "staircase": { "count": 1, "widthM": 3.5, "lengthM": 15.5 }, "level1ArrivalHallM2": 1044.73, "splitDoorWidthM": 6.2 }, "passportControl": { "preQueueAreaM2": 256.68, "ePassportLines": 11, "policeBoothsNominal": 12, "policeBoothsOperationalShare": 0.5, "policeBoothsActiveModeled": 6, "activeChannelsModeled": 17 }, "checkinClusters": { "20-24": { "areaM2": 2253, "desks": [ 20, 21, 22, 23, 24 ] }, "12-19": { "areaM2": 5140, "desks": [ 12, 13, 14, 15, 16, 17, 18, 19 ] }, "4-11": { "areaM2": 4840, "desks": [ 4, 5, 6, 7, 8, 9, 10, 11 ] }, "1-3": { "areaM2": 1319, "desks": [ 1, 2, 3 ] } }, "checkinCorridors": { "20-24_to_12-19": { "lengthM": 89, "areaM2": 697 }, "12-19_to_security": { "lengthM": 100, "areaM2": 581 }, "12-19_to_4-11": { "lengthM": 100, "areaM2": 581 }, "4-11_to_1-3": { "lengthM": 65, "areaM2": 783 } }, "checkinToSecurityMeters": { "1": 350, "2": 330, "3": 320, "4": 190, "5": 180, "6": 160, "7": 150, "8": 125, "9": 115, "10": 100, "11": 90, "12": 100, "13": 110, "14": 115, "15": 120, "16": 135, "17": 144, "18": 190, "19": 200, "20": 330, "21": 300, "22": 310, "23": 320, "24": 330 }, "routes": { "B50-B59": { "type": "extra_schengen", "feedCorridorLengthM": 221, "feedCorridorAreaM2": 2404.75, "satelliteEntryWidthM": 10.3, "satelliteCorridorLengthM": 162.73, "satelliteCorridorAreaM2": 1782.18, "movingWalkwayAreaM2": 157.83, "gateAreaM2": 3177.44 }, "AB71-AB80": { "type": "central_satellite", "rightBranchDoorWidthM": 5.5, "approachCorridorLengthM": 238, "approachCorridorAreaM2": 1283.71, "approachMovingWalkwayAreaM2": 200, "satelliteEntryWidthM": 20, "narrowedWidthM": 12, "narrowingLengthM": 50, "satelliteCorridorLengthM": 110, "satelliteCorridorAreaM2": 1793.66, "movingWalkwayAreaM2": 420, "gateAreaM2": 3102.46 }, "A01-A10": { "type": "schengen", "mainCorridorLengthM": 272.86, "mainCorridorAreaM2": 3245.38, "mainCorridorWidthM": 7, "branchCorridorLengthM": 157.52, "branchCorridorAreaM2": 1205.76, "movingWalkwayAreaM2": 323.94, "gateDoorWidthM": 6.5, "gateAreaM2": 2507.67 }, "B26-B34": { "type": "vertical_remote_branch", "totalRouteLengthM": 530, "gateAreaM2": 2071.04, "notes": [ "via level 1", "via passport-control side", "then down to level 0" ] }, "A50-A61": { "type": "schengen_branch", "routeLengthM": 140, "gateAreaM2": 1984.02 }, "A24-A30": { "type": "schengen_branch", "routeLengthM": 390, "gateAreaM2": null } } }, "behaviorModel": { "microCohortSizeRange": [ 3, 15 ], "passport": { "eGateTimingSeconds": { "fastReady": [ 20, 30 ], "standard": [ 35, 50 ], "slowHesitant": [ 55, 80 ], "retryPenalty": [ 20, 35 ], "fallbackTransfer": [ 15, 25 ], "blendedAverage": [ 42, 48 ] }, "manualTimingSeconds": { "standard": [ 45, 70 ], "average": [ 75, 110 ], "familyLowReadiness": [ 110, 180 ], "extendedQuestionsMinutes": [ 3, 8 ], "secondaryMinutes": [ 8, 20 ], "blendedAverage": [ 85, 105 ], "stressedAverage": [ 110, 130 ] }, "probabilities": { "passportReady": 0.72, "passportNotReady": 0.28, "eGateFirstPassSuccess": 0.78, "eGateRetryThenSuccess": 0.12, "eGateFallbackToManual": 0.1, "manualStandard": 0.78, "manualExtended": 0.17, "manualSecondary": 0.05 } }, "passengerClasses": { "soloFast": 0.18, "soloStandard": 0.34, "soloSlow": 0.1, "coupleStandard": 0.2, "familyLight": 0.12, "familyHeavy": 0.05, "specialAssistanceLike": 0.01 }, "stateOrder": [ "landside", "checkin", "security_queue", "security_processing", "post_security", "passport_control", "satellite_corridor", "gate_area", "boarding" ], "irreversibility": { "enabled": true, "rule": "micro-cohorts may remain in place or move downstream only; recalibration cannot move them upstream" } }, "vectorModel": { "enabled": true, "cohortTargetSize": 12, "baseWalkingSpeedMps": 1.28, "movingWalkwaySpeedMps": 1.85, "escalatorSpeedMps": 0.62, "stairSpeedMps": 0.78, "comfortableDensityPaxM2": 0.45, "highDensityPaxM2": 0.85, "jamDensityPaxM2": 1.7, "bottleneckCapacityPaxPerMinPerMeter": 42, "gateHoldingShareByPhase": { "gate_closed": 0.96, "last_call": 0.92, "boarding": 0.88, "boarding_pressure": 0.76, "gate_open": 0.72, "checkin_processing": 0.48, "pre_checkin": 0.18, "cancelled": 0.25, "departed": 1 } }, "personalVectorModel": { "enabled": true, "catalogTargetMinimum": 10000, "maxDetailedPersonsDefault": 3500, "arrivalProfiles": { "veryEarly": { "share": 0.08, "offsetMinutes": [ -180, -145 ], "label": "very_early" }, "early": { "share": 0.18, "offsetMinutes": [ -145, -110 ], "label": "early" }, "normal": { "share": 0.46, "offsetMinutes": [ -110, -70 ], "label": "normal" }, "late": { "share": 0.22, "offsetMinutes": [ -70, -42 ], "label": "late" }, "criticalLate": { "share": 0.06, "offsetMinutes": [ -42, -29 ], "label": "critical_late" } }, "groupProfiles": { "soloBusiness": { "share": 0.16, "pace": 1.18, "friction": 0.75 }, "soloLeisure": { "share": 0.22, "pace": 1.02, "friction": 0.95 }, "coupleStandard": { "share": 0.18, "pace": 0.96, "friction": 1.05 }, "elderlyCouple": { "share": 0.07, "pace": 0.72, "friction": 1.35 }, "familyLight": { "share": 0.16, "pace": 0.82, "friction": 1.3 }, "familyChildRunner": { "share": 0.05, "pace": 0.78, "friction": 1.55 }, "familyWithGrandparent": { "share": 0.07, "pace": 0.66, "friction": 1.75 }, "specialAssistanceLike": { "share": 0.02, "pace": 0.52, "friction": 2.1 }, "groupLeisure": { "share": 0.07, "pace": 0.86, "friction": 1.25 } }, "baggageProfiles": { "cabinOnly": { "share": 0.42, "checkinNeed": 0.1, "friction": 0.85 }, "oneCheckedBag": { "share": 0.34, "checkinNeed": 0.85, "friction": 1.15 }, "multiCheckedBags": { "share": 0.12, "checkinNeed": 0.95, "friction": 1.45 }, "oversizedBag": { "share": 0.04, "checkinNeed": 1, "friction": 1.8 }, "bagIssueOrLostSearch": { "share": 0.03, "checkinNeed": 1, "friction": 2.3 }, "strollerOrSportsGear": { "share": 0.05, "checkinNeed": 0.9, "friction": 1.7 } }, "securityProfiles": { "cleanFast": { "share": 0.42, "delayMinutes": [ 2, 5 ], "secondaryRisk": 0.02 }, "standard": { "share": 0.36, "delayMinutes": [ 4, 8 ], "secondaryRisk": 0.06 }, "trayConfusion": { "share": 0.08, "delayMinutes": [ 7, 13 ], "secondaryRisk": 0.1 }, "bagSecondary": { "share": 0.07, "delayMinutes": [ 10, 22 ], "secondaryRisk": 0.25 }, "bodySearch": { "share": 0.04, "delayMinutes": [ 12, 28 ], "secondaryRisk": 0.35 }, "documentOrInfoStop": { "share": 0.03, "delayMinutes": [ 8, 20 ], "secondaryRisk": 0.18 } }, "routeBehaviorProfiles": { "directToGate": { "share": 0.48, "dwellMinutes": [ 0, 4 ], "pace": 1.05 }, "askInformation": { "share": 0.08, "dwellMinutes": [ 3, 9 ], "pace": 0.92 }, "bathroomStop": { "share": 0.09, "dwellMinutes": [ 4, 12 ], "pace": 0.9 }, "shortRetailStop": { "share": 0.14, "dwellMinutes": [ 6, 18 ], "pace": 0.86 }, "barStop": { "share": 0.08, "dwellMinutes": [ 10, 28 ], "pace": 0.82 }, "corridorHesitation": { "share": 0.07, "dwellMinutes": [ 2, 8 ], "pace": 0.78 }, "lateRun": { "share": 0.06, "dwellMinutes": [ 0, 2 ], "pace": 1.32 } }, "disruptionReactions": { "normal": { "share": 0.68, "strandedFactor": 1 }, "anxiousAskInfo": { "share": 0.14, "strandedFactor": 1.25 }, "rebookingDeskMove": { "share": 0.08, "strandedFactor": 1.5 }, "waitNearGate": { "share": 0.07, "strandedFactor": 1.1 }, "leaveAirsideAttempt": { "share": 0.03, "strandedFactor": 1.8 } } }, "actionSequenceModel": { "enabled": true, "complexityTargetScore": 9.5, "stateMachine": "seeded semi-Markov action chain with physical capacity constraints", "compatibilityRule": "actions are sampled only when compatible with age class, group profile, baggage profile, flight range and current operational state", "ageClasses": { "child": { "share": 0.08, "paceMultiplier": 1.08, "supervisionNeed": 1 }, "teen": { "share": 0.07, "paceMultiplier": 1.04, "supervisionNeed": 0.45 }, "adult": { "share": 0.63, "paceMultiplier": 1, "supervisionNeed": 0 }, "senior": { "share": 0.16, "paceMultiplier": 0.76, "supervisionNeed": 0.1 }, "assisted": { "share": 0.06, "paceMultiplier": 0.55, "supervisionNeed": 0.35 } }, "actionTemplates": { "terminal_entry": { "stage": "landside", "durationMinutes": [ 1, 4 ], "groups": [ "all" ] }, "checkin_wait": { "stage": "checkin", "durationMinutes": [ 5, 24 ], "requiresCheckin": true, "groups": [ "all" ] }, "bag_drop": { "stage": "checkin", "durationMinutes": [ 4, 16 ], "requiresCheckin": true, "baggage": [ "oneCheckedBag", "multiCheckedBags", "oversizedBag", "strollerOrSportsGear" ] }, "bag_issue_resolution": { "stage": "checkin", "durationMinutes": [ 10, 35 ], "baggage": [ "bagIssueOrLostSearch", "oversizedBag" ] }, "family_regroup": { "stage": "checkin", "durationMinutes": [ 2, 8 ], "groups": [ "familyChildRunner", "familyWithGrandparent", "familyLight" ] }, "ask_information": { "stage": "landside", "durationMinutes": [ 2, 9 ], "routeBehaviors": [ "askInformation", "corridorHesitation" ] }, "walk_to_security": { "stage": "connector", "durationMinutes": [ 2, 8 ], "groups": [ "all" ] }, "security_prep": { "stage": "security", "durationMinutes": [ 1, 5 ], "groups": [ "all" ] }, "tray_handling_slowdown": { "stage": "security", "durationMinutes": [ 3, 10 ], "security": [ "trayConfusion", "bagSecondary", "bodySearch" ] }, "secondary_bag_check": { "stage": "security", "durationMinutes": [ 8, 24 ], "security": [ "bagSecondary" ] }, "body_search": { "stage": "security", "durationMinutes": [ 8, 22 ], "security": [ "bodySearch" ] }, "passport_readying": { "stage": "passport", "durationMinutes": [ 1, 5 ], "extraSchengenOnly": true }, "passport_processing": { "stage": "passport", "durationMinutes": [ 1, 12 ], "extraSchengenOnly": true }, "moving_walkway_use": { "stage": "corridor", "durationMinutes": [ 1, 5 ], "groups": [ "soloBusiness", "soloLeisure", "coupleStandard", "groupLeisure" ] }, "corridor_hesitation": { "stage": "corridor", "durationMinutes": [ 2, 8 ], "routeBehaviors": [ "corridorHesitation", "askInformation" ] }, "future_retail_browse": { "stage": "retail_future", "durationMinutes": [ 6, 28 ], "routeBehaviors": [ "shortRetailStop", "barStop" ], "futureRetailNode": true }, "future_tax_free_browse": { "stage": "retail_future", "durationMinutes": [ 8, 34 ], "longHaulOrExtraSchengen": true, "futureRetailNode": true }, "gate_wait": { "stage": "gate", "durationMinutes": [ 4, 45 ], "groups": [ "all" ] }, "boarding_queue": { "stage": "boarding", "durationMinutes": [ 3, 18 ], "groups": [ "all" ] }, "disruption_reaction": { "stage": "irregular", "durationMinutes": [ 8, 45 ], "disruptions": [ "anxiousAskInfo", "rebookingDeskMove", "waitNearGate", "leaveAirsideAttempt" ] } } }, "flightRangeModel": { "enabled": true, "longHaulDestinationTokens": [ "NEW YORK", "JFK", "EWR", "MIAMI", "MIA", "BOSTON", "CHICAGO", "ATLANTA", "DOHA", "ABU DHABI", "DUBAI", "RIYADH", "JEDDAH", "TEL AVIV", "TOKYO", "SEOUL", "SHANGHAI", "SINGAPORE", "HONG KONG", "MALDIVES", "MALE", "MARRAKESH", "CAIRO" ], "longHaulCarrierHints": [ "AA", "QR", "EY", "EK", "DL", "UA", "NO" ], "retailPropensity": { "schengenShortHaul": 0.1, "extraSchengenShortHaul": 0.22, "longHaul": 0.42, "longHaulForeignTaxFree": 0.5 }, "dwellMultiplier": { "schengenShortHaul": 1, "extraSchengenShortHaul": 1.12, "longHaul": 1.28, "longHaulForeignTaxFree": 1.42 } }, "retailNodeModel": { "enabled": true, "coordinateStatus": "zone_relative_not_metric", "selectionRule": "eligible path + flight range + route behavior + seeded choice", "defaultDetourMeters": { "inline": 0, "center": 8, "side": 14, "satellite": 6 }, "categories": { "dutyFree": { "attraction": 0.82, "dwellMinutes": [ 8, 30 ], "longHaulBoost": 1.35, "taxFreeBoost": 1.4 }, "luxury": { "attraction": 0.58, "dwellMinutes": [ 7, 24 ], "longHaulBoost": 1.28, "taxFreeBoost": 1.3 }, "fashion": { "attraction": 0.42, "dwellMinutes": [ 5, 18 ], "longHaulBoost": 1.12, "taxFreeBoost": 1.12 }, "foodBar": { "attraction": 0.48, "dwellMinutes": [ 7, 26 ], "longHaulBoost": 1.05, "taxFreeBoost": 1 }, "convenience": { "attraction": 0.32, "dwellMinutes": [ 3, 12 ], "longHaulBoost": 1, "taxFreeBoost": 1 }, "pharmacy": { "attraction": 0.18, "dwellMinutes": [ 4, 14 ], "longHaulBoost": 1.08, "taxFreeBoost": 1 }, "specialty": { "attraction": 0.3, "dwellMinutes": [ 4, 16 ], "longHaulBoost": 1.08, "taxFreeBoost": 1.06 } }, "nodes": [ { "id": "dufry_common_post_security", "name": "Dufry Store", "zone": "post_security_common", "side": "inline", "category": "dutyFree", "eligible": [ "schengen", "extra_schengen" ] }, { "id": "extra_pomellato", "name": "Pomellato", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_giorgio_armani", "name": "Giorgio Armani", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_burberry", "name": "Burberry", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_moncler", "name": "Moncler", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_tods", "name": "Tod's", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_bruno_cucinelli", "name": "Bruno Cucinelli", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_bottega_veneta", "name": "Bottega Veneta", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_loro_piana", "name": "Loro Piana", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_hour_passion", "name": "Hour Passion", "zone": "extra_passport_corridor_right", "side": "right", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_venchi_right", "name": "Venchi", "zone": "extra_passport_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "extra_briciole_bar", "name": "Briciole Bar", "zone": "extra_passport_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "extra_gallo", "name": "Gallo", "zone": "extra_passport_corridor_right", "side": "right", "category": "fashion", "eligible": [ "extra_schengen" ] }, { "id": "extra_falconeri", "name": "Falconeri", "zone": "extra_passport_corridor_right", "side": "right", "category": "fashion", "eligible": [ "extra_schengen" ] }, { "id": "extra_vilebrequin", "name": "Vilebrequin", "zone": "extra_passport_corridor_right", "side": "right", "category": "fashion", "eligible": [ "extra_schengen" ] }, { "id": "extra_yamamay", "name": "Yamamay", "zone": "extra_passport_corridor_right", "side": "right", "category": "fashion", "eligible": [ "extra_schengen" ] }, { "id": "extra_hudson_right", "name": "Hudson", "zone": "extra_passport_corridor_right", "side": "right", "category": "convenience", "eligible": [ "extra_schengen" ] }, { "id": "extra_davide_oldani_cafe", "name": "Davide Oldani Cafe", "zone": "extra_passport_corridor_center", "side": "center", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "extra_gucci_ggw", "name": "Gucci GGW", "zone": "extra_passport_corridor_center", "side": "center", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_borsalino", "name": "Borsalino", "zone": "extra_passport_corridor_center", "side": "center", "category": "fashion", "eligible": [ "extra_schengen" ] }, { "id": "extra_basara_ferrari", "name": "Basara Ferrari", "zone": "extra_passport_corridor_center", "side": "center", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "extra_montblanc", "name": "Montblanc", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_dolce_gabbana", "name": "Dolce & Gabbana", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_gucci", "name": "Gucci", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_bulgari", "name": "Bulgari", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_salvatore_ferragamo", "name": "Salvatore Ferragamo", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_saint_laurent", "name": "Saint Laurent", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_omega", "name": "Omega", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_damiani", "name": "Damiani", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_zegna", "name": "Zegna", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_etro", "name": "Etro", "zone": "extra_passport_corridor_left", "side": "left", "category": "luxury", "eligible": [ "extra_schengen" ] }, { "id": "extra_fratelli_rossetti", "name": "Fratelli Rossetti", "zone": "extra_passport_corridor_left", "side": "left", "category": "fashion", "eligible": [ "extra_schengen" ] }, { "id": "extra_paul_shark", "name": "Paul & Shark", "zone": "extra_passport_corridor_left", "side": "left", "category": "fashion", "eligible": [ "extra_schengen" ] }, { "id": "extra_antonino", "name": "Antonino", "zone": "extra_passport_corridor_left", "side": "left", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "extra_fratelli_desideri", "name": "Fratelli Desideri", "zone": "extra_passport_corridor_left", "side": "left", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "extra_pizza_flor", "name": "Pizza Flor", "zone": "extra_passport_corridor_left", "side": "left", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "schengen_boggi", "name": "Boggi", "zone": "schengen_corridor_right", "side": "right", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_womo", "name": "Womo", "zone": "schengen_corridor_right", "side": "right", "category": "specialty", "eligible": [ "schengen" ] }, { "id": "schengen_kiko", "name": "Kiko", "zone": "schengen_corridor_right", "side": "right", "category": "specialty", "eligible": [ "schengen" ] }, { "id": "schengen_la_pasta_di_michelis", "name": "La Pasta di Michelis", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_pannella", "name": "Pannella", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_roadhouse", "name": "Roadhouse", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_morellato", "name": "Morellato", "zone": "schengen_corridor_right", "side": "right", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_venchi", "name": "Venchi", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_accessorize", "name": "Accessorize", "zone": "schengen_corridor_right", "side": "right", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_yamamay", "name": "Yamamay", "zone": "schengen_corridor_right", "side": "right", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_obica", "name": "Obica", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_poke_house", "name": "Poke House", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_la_piadineria", "name": "La Piadineria", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_bufala", "name": "Bufala", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_wagamama", "name": "Wagamama", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_alice_pizza", "name": "Alice Pizza", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_starbucks", "name": "Starbucks", "zone": "schengen_corridor_right", "side": "right", "category": "foodBar", "eligible": [ "schengen" ] }, { "id": "schengen_hugo_boss", "name": "Hugo Boss", "zone": "schengen_corridor_left", "side": "left", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_furla", "name": "Furla", "zone": "schengen_corridor_left", "side": "left", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_dan_john", "name": "Dan John", "zone": "schengen_corridor_left", "side": "left", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_coccinelle", "name": "Coccinelle", "zone": "schengen_corridor_left", "side": "left", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_hudson_feltrinelli", "name": "Hudson-Feltrinelli", "zone": "schengen_corridor_left", "side": "left", "category": "convenience", "eligible": [ "schengen" ] }, { "id": "schengen_carpisa", "name": "Carpisa", "zone": "schengen_corridor_left", "side": "left", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_legami", "name": "Legami", "zone": "schengen_corridor_left", "side": "left", "category": "specialty", "eligible": [ "schengen" ] }, { "id": "schengen_my_family", "name": "My Family", "zone": "schengen_corridor_left", "side": "left", "category": "specialty", "eligible": [ "schengen" ] }, { "id": "schengen_ac_milan", "name": "AC Milan", "zone": "schengen_corridor_left", "side": "left", "category": "specialty", "eligible": [ "schengen" ] }, { "id": "schengen_mc2_saint_barth", "name": "MC2 Saint Barth", "zone": "schengen_corridor_left", "side": "left", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_nau", "name": "Nau!", "zone": "schengen_corridor_left", "side": "left", "category": "specialty", "eligible": [ "schengen" ] }, { "id": "schengen_camicissima", "name": "Camicissima", "zone": "schengen_corridor_left", "side": "left", "category": "fashion", "eligible": [ "schengen" ] }, { "id": "schengen_farmacia", "name": "Farmacia", "zone": "schengen_corridor_left", "side": "left", "category": "pharmacy", "eligible": [ "schengen" ] }, { "id": "b50_b59_hudson", "name": "Hudson", "zone": "B50-B59", "side": "right", "category": "convenience", "eligible": [ "extra_schengen" ] }, { "id": "b50_b59_motta", "name": "Motta", "zone": "B50-B59", "side": "center", "category": "foodBar", "eligible": [ "extra_schengen" ] }, { "id": "b50_b59_dufry_last_minute", "name": "Dufry Last Minute", "zone": "B50-B59", "side": "left", "category": "dutyFree", "eligible": [ "extra_schengen" ] }, { "id": "ab71_ab80_dufry_last_minute", "name": "Dufry Last Minute", "zone": "AB71-AB80", "side": "left", "category": "dutyFree", "eligible": [ "schengen", "extra_schengen" ] }, { "id": "ab71_ab80_pizza_flor", "name": "Pizza Flor", "zone": "AB71-AB80", "side": "center", "category": "foodBar", "eligible": [ "schengen", "extra_schengen" ] }, { "id": "ab71_ab80_vyta", "name": "VYTA", "zone": "AB71-AB80", "side": "center", "category": "foodBar", "eligible": [ "schengen", "extra_schengen" ] }, { "id": "central_la_casa_de_las_carcasas", "name": "La Casa de las Carcasas", "zone": "central_satellite_common", "side": "center", "category": "specialty", "eligible": [ "schengen", "extra_schengen" ] }, { "id": "central_pizza_flor", "name": "Pizza Flor", "zone": "central_satellite_common", "side": "center", "category": "foodBar", "eligible": [ "schengen", "extra_schengen" ] }, { "id": "central_kikki", "name": "Kikki", "zone": "central_satellite_common", "side": "center", "category": "specialty", "eligible": [ "schengen", "extra_schengen" ] } ] }, "retailRevenueModel": { "enabled": true, "fiscalYear": 2025, "basis": "SEA 2025 management revenue mix provided by user", "warning": "SEA retail revenue is annual and is normalized per annual passenger; raw passenger basket is not exposed as a public KPI", "seaGroup": { "managementRevenueMln": 876.8, "totalRevenueMln": 948, "shopsMln": 82.629, "foodBeverageMln": 39.502, "shopsFoodBeverageMln": 122.131, "retailTotalMln": 163.337, "nonAviationPassengerMln": 312.434, "nonAviationWideMln": 348.38, "parkingMln": 78.595, "premiumServicesMln": 40.143, "otherServicesMln": 30.359, "carRentalMln": 28.558, "banksMln": 12.648 }, "annualTraffic": { "seaSystemPassengers": 42300000, "malpensaPassengers": 31200000, "linatePassengers": 11100000, "mxpShareOfSeaSystem": 0.7376, "source": "SEA/Milan Airports 2025 public traffic: 42.3m system, 31.2m Malpensa, 11.1m Linate" }, "seaSpa": { "shopsFoodBeverageMln": 122.131, "retailTotalMln": 163.337, "nonAviationPassengerMln": 312.433, "nonAviationWideMln": 338.195 }, "revenueClassByCategory": { "dutyFree": "shops", "luxury": "shops", "fashion": "shops", "convenience": "shops", "pharmacy": "shops", "specialty": "shops", "foodBar": "foodBeverage" }, "basketBehaviorReferenceEuro": { "dutyFree": [ 28, 85 ], "luxury": [ 70, 260 ], "fashion": [ 28, 95 ], "convenience": [ 8, 24 ], "pharmacy": [ 10, 35 ], "specialty": [ 12, 42 ], "foodBar": [ 9, 32 ] }, "seaRevenueEquivalentShareOfBasketReference": { "dutyFree": 0.18, "luxury": 0.16, "fashion": 0.17, "convenience": 0.22, "pharmacy": 0.15, "specialty": 0.18, "foodBar": 0.24 } }, "landsideReservoirModel": { "enabled": true, "interpretation": "external vehicles represent latent passenger vectors for later flights, not passengers already in check-in/security", "vehicleToPassengerRange": [ 1.15, 2.35 ], "arrivalsAreaShare": 0.42, "futureDepartureShare": 0.58, "checkinOpenAssimilationCurve": "logistic_window_release", "releaseHalfLifeMinutes": 22, "maxReleasePerOpenFlightPerMinute": 18, "noDoubleCountRule": "reservoir passengers are separate from already absorbed check-in/security/gate vectors", "zones": { "arrivalsLandside": "people already on Malpensa soil around arrivals/curb/parking", "curbVehicles": "people still represented by vehicles before terminal absorption", "futureCheckinReservoir": "latent departure passengers for flights whose check-in will open later" } }, "bootstrapModel": { "enabled": true, "warmupMinutes": 240, "highConfidenceAfterMinutes": 360, "rule": "ignore pre-bootstrap history for high-risk KPIs; use only vectors whose observed timeline starts after simulation bootstrap", "mutedKpisDuringWarmup": [ "missedBoardingRiskPassengers", "securityCongestionDelayedPassengers" ], "historyPolicy": "pre-bootstrap vector history is marked as unobserved reconstruction, not treated as live truth" }, "retail": { "status": "zone_relative_nodes_enabled", "nodeCount": 75, "coordinateStatus": "zone_relative_not_metric" }, "d1ReadPolicy": { "workerUsesD1": false, "strategy": "read precomputed public upstream payloads; no direct database reads in pathfinder-v2" } }, "flights": [ { "flightNumber": "SK 00688", "carrier": "SK", "carrierName": null, "destination": "CPH", "terminal": "T1", "gate": "A03", "gateZone": "A01-A10", "checkIn": "03", "checkinCluster": "1-3", "status": "FLIGHT CLOSED", "phase": "gate_closed", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:00:00.000Z", "scheduledDeparture": "2026-06-05 20:00", "estimatedDeparture": "2026-06-05 20:00", "totalPassengers": 171, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 0, "postSecurityPassengers": 171, "microCohorts": 15 }, "routing": { "checkinToSecurityMeters": 320, "highestStateLock": "gate_area" } }, { "flightNumber": "TP 00827", "carrier": "TP", "carrierName": null, "destination": "LIS", "terminal": "T1", "gate": "A09", "gateZone": "A01-A10", "checkIn": "04", "checkinCluster": "4-11", "status": "FLIGHT CLOSED", "phase": "gate_closed", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:00:00.000Z", "scheduledDeparture": "2026-06-05 20:00", "estimatedDeparture": "2026-06-05 20:00", "totalPassengers": 179, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 0, "postSecurityPassengers": 179, "microCohorts": 15 }, "routing": { "checkinToSecurityMeters": 190, "highestStateLock": "gate_area" } }, { "flightNumber": "FR 08884", "carrier": "FR", "carrierName": "Ryanair", "destination": "BVA", "terminal": "T1", "gate": "A06", "gateZone": "A01-A10", "checkIn": "09", "checkinCluster": "4-11", "status": "BOARDING", "phase": "boarding", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:15:00.000Z", "scheduledDeparture": "2026-06-05 20:15", "estimatedDeparture": "2026-06-05 20:15", "totalPassengers": 166, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 0, "postSecurityPassengers": 166, "microCohorts": 14 }, "routing": { "checkinToSecurityMeters": 115, "highestStateLock": "gate_area" } }, { "flightNumber": "FR 00215", "carrier": "FR", "carrierName": "Ryanair", "destination": "VIE", "terminal": "T1", "gate": "A07", "gateZone": "A01-A10", "checkIn": "09", "checkinCluster": "4-11", "status": "BOARDING", "phase": "boarding", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:20:00.000Z", "scheduledDeparture": "2026-06-05 20:20", "estimatedDeparture": "2026-06-05 20:20", "totalPassengers": 144, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 13, "postSecurityPassengers": 131, "microCohorts": 12 }, "routing": { "checkinToSecurityMeters": 115, "highestStateLock": "gate_area" } }, { "flightNumber": "XZ 02033", "carrier": "XZ", "carrierName": null, "destination": "QSR", "terminal": "T1", "gate": "A28", "gateZone": "A24-A30", "checkIn": "13", "checkinCluster": "12-19", "status": "BOARDING", "phase": "boarding", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:20:00.000Z", "scheduledDeparture": "2026-06-05 20:20", "estimatedDeparture": "2026-06-05 20:20", "totalPassengers": 133, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 13, "postSecurityPassengers": 120, "microCohorts": 12 }, "routing": { "checkinToSecurityMeters": 110, "highestStateLock": "gate_area" } }, { "flightNumber": "FR 00238", "carrier": "FR", "carrierName": "Ryanair", "destination": "CAG", "terminal": "T1", "gate": "A59", "gateZone": "A50-A61", "checkIn": "09", "checkinCluster": "4-11", "status": "BOARDING", "phase": "boarding", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:25:00.000Z", "scheduledDeparture": "2026-06-05 20:25", "estimatedDeparture": "2026-06-05 20:25", "totalPassengers": 26, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 2, "postSecurityPassengers": 24, "microCohorts": 3 }, "routing": { "checkinToSecurityMeters": 115, "highestStateLock": "gate_area" } }, { "flightNumber": "A2 00643", "carrier": "A2", "carrierName": null, "destination": "OTP", "terminal": "T1", "gate": "A05", "gateZone": "A01-A10", "checkIn": "07", "checkinCluster": "4-11", "status": "NOR", "phase": "boarding_pressure", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:30:00.000Z", "scheduledDeparture": "2026-06-05 20:30", "estimatedDeparture": "2026-06-05 20:30", "totalPassengers": 34, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 3, "postSecurityPassengers": 31, "microCohorts": 3 }, "routing": { "checkinToSecurityMeters": 150, "highestStateLock": "post_security" } }, { "flightNumber": "FR 01423", "carrier": "FR", "carrierName": "Ryanair", "destination": "ALC", "terminal": "T1", "gate": null, "gateZone": "unassigned", "checkIn": "09", "checkinCluster": "4-11", "status": "NOR", "phase": "checkin_processing", "schengen": true, "effectiveDepartureAt": "2026-06-05T18:50:00.000Z", "scheduledDeparture": "2026-06-05 20:25", "estimatedDeparture": "2026-06-05 20:50", "totalPassengers": 18, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 1, "postSecurityPassengers": 17, "microCohorts": 2 }, "routing": { "checkinToSecurityMeters": 115, "highestStateLock": "post_security" } }, { "flightNumber": "JU 00419", "carrier": "JU", "carrierName": null, "destination": "BEG", "terminal": "T1", "gate": "B50", "gateZone": "B50-B59", "checkIn": "11", "checkinCluster": "4-11", "status": "NOR", "phase": "checkin_processing", "schengen": false, "effectiveDepartureAt": "2026-06-05T18:50:00.000Z", "scheduledDeparture": "2026-06-05 20:50", "estimatedDeparture": "2026-06-05 20:50", "totalPassengers": 69, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 15, "postSecurityPassengers": 54, "microCohorts": 6 }, "routing": { "checkinToSecurityMeters": 90, "highestStateLock": "post_security" } }, { "flightNumber": "W4 06321", "carrier": "W4", "carrierName": "Wizz Air", "destination": "PMI", "terminal": "T1", "gate": null, "gateZone": "unassigned", "checkIn": "10", "checkinCluster": "4-11", "status": "NOR", "phase": "checkin_processing", "schengen": true, "effectiveDepartureAt": "2026-06-05T19:00:00.000Z", "scheduledDeparture": "2026-06-05 19:55", "estimatedDeparture": "2026-06-05 21:00", "totalPassengers": 200, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 0, "postSecurityPassengers": 200, "microCohorts": 17 }, "routing": { "checkinToSecurityMeters": 100, "highestStateLock": "post_security" } }, { "flightNumber": "W4 03702", "carrier": "W4", "carrierName": "Wizz Air", "destination": "IAS", "terminal": "T1", "gate": null, "gateZone": "unassigned", "checkIn": "10", "checkinCluster": "4-11", "status": "NOR", "phase": "checkin_processing", "schengen": true, "effectiveDepartureAt": "2026-06-05T19:00:00.000Z", "scheduledDeparture": "2026-06-05 21:00", "estimatedDeparture": "2026-06-05 21:00", "totalPassengers": 117, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 45, "postSecurityPassengers": 72, "microCohorts": 10 }, "routing": { "checkinToSecurityMeters": 100, "highestStateLock": "post_security" } }, { "flightNumber": "DY 01879", "carrier": "DY", "carrierName": null, "destination": "OSL", "terminal": "T1", "gate": null, "gateZone": "unassigned", "checkIn": "04", "checkinCluster": "4-11", "status": "NOR", "phase": "checkin_processing", "schengen": true, "effectiveDepartureAt": "2026-06-05T19:10:00.000Z", "scheduledDeparture": "2026-06-05 21:10", "estimatedDeparture": "2026-06-05 21:10", "totalPassengers": 82, "passengerSource": "unified_proforma_real", "passengerTruthPresentation": "real_proforma", "distribution": { "preSecurityPassengers": 0, "insideSecurityPassengers": 52, "postSecurityPassengers": 30, "microCohorts": 7 }, "routing": { "checkinToSecurityMeters": 190, "highestStateLock": "post_security" } }, { "flightNumber": "W6 02068", "carrier": "W6", "carrierName": null, "destination": "KRK", "terminal": "T1", "gate": null, "gateZone": "unassigned", "checkIn": "10", "checkinCluster": "4-11", 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