Dataset Viewer
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file_name
string
aircraft_family
string
aircraft_type
null
airline
string
airport_name
string
annotation
string
camera
null
country
string
document_type
string
effective_date
string
final_course_deg
float64
flight_number
null
flight_numbers
null
flight_tracker
null
fmc_page
string
gp_deg
float64
iata
string
icao
string
icao_refs
null
ils_mhz
float64
lighting
null
livery
null
map_overlay
string
nav_database_cycle
string
nav_database_provider
string
notes
string
orientation
string
procedure_name
string
region
null
registration
null
registration_other
null
route
null
runway
float64
scene
string
simulator
string
source
null
ui_language
string
vor_mhz
float64
waypoints
string
weather
string
weather_mode
null
images/iac_lclk_ilsvor_y22_rw22.png
null
null
null
Larnaka Intl
null
null
Cyprus
instrument_approach_chart
2024-06-13
220
null
null
null
null
2.75
LCA
LCLK
null
110.3
null
null
null
null
null
Cyprus AIP IAC; IAF AMAKO/REXAL/BOSIS 4000ft; IF D8.3 ILC/D9 LCA 1500ft
null
ILS+VOR Y
null
null
null
null
22
null
null
null
null
112.8
null
null
null
images/xplane_nd_rw22_plan.png
null
null
null
null
none
null
null
navigation_display
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Glass cockpit ND / map view with flight plan legs
north_up
null
null
null
null
null
22
null
x-plane
null
null
null
RW22,FI22,CI22,D054I
null
null
images/xplane_nd_rw22_plan_red_markup.png
null
null
null
null
user_red_overlay
null
null
navigation_display
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Same ND context as sibling image with hand-drawn red path overlay
north_up
null
null
null
null
null
22
null
x-plane
null
null
null
RW22,FI22,CI22,D054I
null
null
images/xplane_fmc_nav_ident.png
null
null
null
null
null
null
null
fmc_screen
null
null
null
null
null
NAV_IDENT
null
null
null
null
null
null
null
null
AIRAC 2604
navigraph
FMC NAV IDENT 1/1; active nav DB effective 16APR–14MAY/26
null
null
null
null
null
null
null
null
x-plane
null
null
null
null
null
null
images/xplane_latam_apron_mapa_vfr_rain.png
A320
null
LATAM
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
sectional_vfr
null
null
Mapa window on wet apron; LATAM narrow-body; ground marking PARE
null
null
null
null
null
null
null
apron
x-plane
null
pt
null
null
rain
null
images/xplane_runway_mapa_sectional_vfr.png
null
null
null
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
sectional_vfr
null
null
Mapa overlay on runway view; layers NEXRAD Snow Altitude/wind xPilot
null
null
null
null
null
null
null
runway_external
x-plane
null
pt
null
null
overcast
null
images/webcam_chapeco_rw30_low_visibility.png
null
null
null
Chapeco
null
null
Brazil
webcam_feed
null
null
null
null
null
null
null
XAP
SBCH
null
null
null
null
null
null
null
CABECEIRA 30; regional map panel 16C; stream overlays QR PIX
null
null
null
null
null
null
30
null
null
null
null
null
null
fog_low_visibility
null
images/xplane_latam_a320_harry_potter_livery.png
A320
null
LATAM
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Side profile on apron; Hogwarts-themed fuselage wrap
null
null
null
null
null
null
null
apron
x-plane
null
null
null
null
overcast
null
images/xplane_sazr_aerial_mapa_vfr.png
null
null
null
Santa Rosa
null
null
Argentina
simulator_scene
null
null
null
null
null
null
null
null
SAZR
null
null
null
null
sectional_vfr
null
null
Mapa with SAZR SA32 SA9R SA9C; small airport buildings
null
null
null
null
null
null
null
runway_aerial
x-plane
null
pt
null
null
null
null
images/xplane_weather_properties_sazb_pt.png
null
null
null
Bahia Blanca
null
null
Argentina
weather_ui
null
null
null
null
null
null
null
null
SAZB
null
null
null
null
null
null
null
Propriedades do Clima; winds aloft layers; broken stratus/cumulus; visibility 18.3km 11C 1018hPa
null
null
null
null
null
null
null
null
x-plane
null
pt
null
null
null
null
images/xplane_airfield_sunset_external.png
null
null
null
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Twin parked near hangars; long runway; mountains warm sky
null
null
null
null
null
null
null
airfield_external
x-plane
null
null
null
null
null
null
images/webcam_chapeco_flightradar_azul4363.png
null
null
null
null
null
null
Brazil
webcam_feed
null
null
null
null
null
null
null
XAP
SBCH
null
null
null
null
null
null
null
Overlay AZU4363 altitude ~4633m ETA 10:29 temp 18C; CABECEIRA 30
null
null
null
null
null
null
null
null
null
null
null
null
null
fog_overcast
null
images/flight_tracker_chapeco_holds_satellite.png
null
null
null
null
null
null
null
flight_tracking_map
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Satellite map; holding patterns; airways UM654 UZ75; Azul AZU4363 track
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
images/xplane_map_rio_sbgl_sbrj_nexrad.png
null
null
null
null
null
null
null
navigation_map
null
null
null
null
null
null
null
null
null
null
null
null
null
nexrad_precipitation
null
null
Top-down Map window coastal RJ; ships; precip radar east; ship label TAM3532
null
null
null
null
null
null
null
null
x-plane
null
null
null
null
null
null
images/xplane_bhutan_airlines_apron_day.png
A319_or_A320
null
Bhutan_Airlines
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Yellow/white dragon livery; jet bridges terminal background
null
null
null
null
null
null
null
apron
x-plane
null
null
null
null
clear_day
null
images/weather_metar_vecc_awc_raw.png
null
null
null
Kolkata_Netaji_Subhash_Chandra_Bose
null
null
India
weather_web_metar
null
null
null
null
null
null
null
null
VECC
null
null
null
null
null
null
null
Dark UI raw METAR list past 6h BR/HZ FEW100; updated 0224Z 10 Apr 2026
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
images/xplane_airbus_pfd_nd_cruise.png
Airbus
null
null
null
null
null
null
cockpit_display
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
PFD+ND; FL390 M0.816 HDG~069; next CEFOU 405NM; AP1 A/THR ALT CRZ
null
null
null
null
null
null
null
cruise
x-plane
null
null
null
null
null
null
images/xplane_a330neo_square_cloud_hole.png
A330neo
null
null
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
House livery neo tail; sharp rectangular gap in undercast
null
null
null
null
null
null
null
enroute_high_altitude
x-plane
null
null
null
null
clouds_rectangular_clearing
null
images/xplane_a330neo_cloud_corridor.png
A330-900_or_neo
null
null
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Side chase view between flat cloud banks; Airbus neo branding
null
null
null
null
null
null
null
enroute_high_altitude
x-plane
null
null
null
null
stratocumulus_corridor
null
images/xplane_airport_night_taxiway_jetbridges.png
null
null
null
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Green centerline lights blue edge lights; jet bridges apron city glow
null
null
null
null
null
null
null
airport_night_taxiway
x-plane
null
null
null
null
null
null
images/livestream_sbgr_fog_overlay_flights.png
null
null
null
Guarulhos
null
null
Brazil
livestream_feed
null
null
null
null
null
null
null
null
SBGR
null
null
null
null
null
null
null
YouTube SBGR LIVE; TK215 A359 SCL; GOL G39618 B738 SSA; LX92 B77W ZRH RW10L; TAP TP87 A339 LIS
null
null
null
null
null
null
null
null
null
null
null
null
null
fog_neblina
null
images/xplane_business_jet_rear_above_clouds.png
business_jet
null
null
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Twin rear-mounted engines T-tail winglets; white/dark stripe livery above cloud deck
null
null
null
null
null
null
null
enroute_high_altitude
x-plane
null
null
null
null
clear_above_undercast
null
images/nav_chart_phnl_oahu_ifr_low.png
null
null
null
Daniel_K_Inouye_Intl
null
null
United_States
navigation_chart
null
null
null
null
null
null
null
null
PHNL
null
null
null
null
null
null
null
IFR/low chart PHNL area; I08L orange path SELIC FGTRE ALANA; green route BAMBO GRITL CKH VORTAC 113.9; airspace T344 1700
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
images/aerial_ga_wing_avgas_snow_mountains.png
ga_single_engine
null
null
null
null
null
null
aerial_from_aircraft
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Wing AVGAS 100LL cap sticker snow peaks fjord/lake valley EXIT decal frame edge
null
null
null
null
null
null
null
mountains_window_view
null
null
null
null
null
clear_blue_sky
null
images/aerial_highlands_loch_overcast.png
null
null
null
null
null
null
null
aerial_landscape
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Brown ridges dusted snow narrow dark loch high vantage wilderness
null
null
null
null
null
null
null
loch_valley_mountains
null
null
null
null
null
overcast_diffuse
null
images/aerial_valley_river_wing_window.png
null
null
null
null
null
null
null
aerial_from_aircraft
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Grey wing rivets winding river small lake broken cumulus shadows
null
null
null
null
null
null
null
mountain_valley_river
null
null
null
null
null
scattered_clouds_day
null
images/aerial_snow_drift_terrain_fog_bank.png
null
null
null
null
null
null
null
aerial_landscape
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Dark rocky terrain white drift stripes dense cloud upper-left diffuse light
null
null
null
null
null
null
null
high_plateau_snow_patches
null
null
null
null
null
fog_bank_oblique
null
images/aerial_mountain_layers_snow_clouds.png
null
null
null
null
null
null
null
aerial_landscape
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Rounded ridges patch snow valley fog atmospheric perspective horizon pale sky
null
null
null
null
null
null
null
multi_layer_mountains
null
null
null
null
null
broken_clouds_mist_valleys
null
images/cockpit_piper_g_bndh_analog_panel.png
Piper
null
null
null
null
null
United_Kingdom
cockpit_photo
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Pilot headset yoke analog six-pack fields horizon clear sky dash sticker reg
null
null
null
null
null
null
null
cockpit_in_flight
null
null
null
null
null
null
null
images/memorabilia_airline_cards_challenge_coin.png
null
null
Delta,United,Southwest
null
null
null
null
memorabilia_collectibles
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Five trading cards: Delta E175 card 62; United 737 MAX 767 757; Southwest Heart One 737-800; gold challenge coin Excellence Integrity Professionalism
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
images/ramp_aa_flagship_retro_n735at_from_window.png
wide_body
null
American_Airlines
null
null
null
null
ramp_photo_from_aircraft
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
From adjacent wing window; red-orange lightning stripe Flagship script; Alaska tails distant
null
null
null
null
null
null
null
airport_tarmac_sunny
null
null
null
null
null
clear
null
images/ramp_aa_flagship_b777_from_window.png
B777
null
American_Airlines
null
null
null
null
ramp_photo_from_aircraft
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Passenger wing foreground NO STEP labels; red nose cheatline Flagship cursive; tail reg begins N7---
null
null
null
null
null
null
null
airport_tarmac_sunny
null
null
null
null
null
clear
null
images/model_kit_desert_diorama_jet_engines.png
null
null
null
null
null
null
null
scale_model_workbench
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Circular desert grit base twin detailed jet engines black vertical structure; Vallejo Model Color droppers cutting mat instructions brush sprue
null
null
null
null
null
null
null
diorama_base_wip
null
null
null
null
null
null
null
images/model_kit_sr71_blackbird_workbench.png
SR-71_Blackbird
null
null
null
null
null
null
scale_model_workbench
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Partial build matte black silver spine nacelles intakes open cockpit; Revell Contacta superglue Revell tins wet palette brushes knife LED lamp sprue
null
null
null
null
null
null
null
kit_assembly_wip
null
null
null
null
null
null
null
images/cabin_announcements_jet2_boarding_player.png
null
null
Jet2
null
null
null
null
cabin_announcements_app
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Jet2 Boarding category; Boarding Music track selected; player paused ~0:10 of 1:31; waveform UI STOP PLAYBACK sidebar nav Airlines/Announcements/Settings
null
null
null
null
null
null
null
boarding_announcements_list
null
null
en
null
null
null
null
images/lh_a380800_muenchen_climb_msfs.png
A380-800
null
Lufthansa
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Side-on climb; LH blue tail crane logo Star Alliance Airbus A380-800 München titles; ATC tower silhouette low haze inferred MSFS fidelity
null
null
null
null
null
null
null
enroute_climb
msfs
null
null
null
null
clear_haze
null
images/cabin_announcements_payhip_activation_modal.png
null
null
null
null
null
null
null
cabin_announcements_app
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Dark UI Activate Cabin Announcements modal; Paste Payhip licence key; internet required first activation messaging
null
null
null
null
null
null
null
licence_activation
null
null
null
null
null
null
null
images/rjtt_terminal_apron_birdseye_stand14_service_trucks_msfs.png
null
null
null
Tokyo_Haneda
null
null
Japan
simulator_scene
null
null
null
null
null
null
null
null
RJTT
null
null
null
null
null
null
null
Tokyo International Airport signage; catering trucks luggage dollies cones yellow stand marking 14; empty jet bridges high angle
null
null
null
null
null
null
null
terminal_apron_overhead_stand14
msfs
null
null
null
null
clear_day
null
images/rjtt_apron_empty_jetbridges_stand3_cityline_msfs.png
null
null
null
Tokyo_Haneda
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
RJTT
null
null
null
null
null
null
null
Yellow taxi lead-in marking 3; multiple empty jet bridges; white GSE tractors masts skyline right distance flat terrain
null
null
null
null
null
null
null
apron_stand3_wide_angle
msfs
null
null
null
null
clear_day
null
images/rjtt_ANA_docked_wave_roof_stand6569_msfs.png
null
null
ANA
Tokyo_Haneda
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
RJTT
null
null
null
null
null
null
null
Scalloped white terminal roof jet bridges gates 65-69 labels; red bridge distant city skyline ANA tails at bridges orange cones loaders
null
null
null
null
null
null
null
terminal_gates_ANA_docked_cones_GSE
msfs
null
null
null
null
clear_day
null
images/rjtt_terminal_facade_grass_overcast_msfs.png
null
null
null
Tokyo_Haneda
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
RJTT
null
null
null
null
null
null
null
Tokyo International Airport red fascia across white terminal; grassy foreground taxiway lamps low sky grey clouds inferred Haneda RJTT
null
null
null
null
null
null
null
ground_level_facade
msfs
null
null
null
null
heavy_overcast
null
images/cockpit_rwy_coastal_city_takeoff_msfs.png
null
null
null
Tokyo_Haneda
null
null
null
cockpit_display
null
null
null
null
null
null
null
null
RJTT
null
null
null
null
null
null
null
Captain-side glass IAS/MACH CAUTION knobs A/T ARM; reclaimed island runway water bridge Tokyo skyline haze inferred Haneda outbound
null
null
null
null
null
null
null
cockpit_forward_departure
msfs
null
null
null
null
broken_clouds_clear
null
images/rjtt_stand105_stop_marker_apron_paint_msfs.png
null
null
null
null
null
null
null
airport_surface_markings
null
null
null
null
null
null
null
null
RJTT
null
null
null
null
null
null
null
Yellow stand 105 on black panel orange STOP-if-Required placard diagonal yellow stripe red apron grid markings concrete tiles tire smudges
null
null
null
null
null
null
null
stand105_stop_surface_sign
msfs
null
null
null
null
day_bright_even
null
images/cad_fighter_viewport_perspective_wireframe_canopy_axes.png
generic_stealth_fighter_wip
null
null
null
topology_overlay_open_canopy
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Low-to-mid poly fighter canards delta wing twin tails RGB transform gizmo on canopy hinge; green edge hilites wireframe Blender/Maya-class UI
null
null
null
null
null
null
null
viewport_perspective_grid
null
null
null
null
null
null
null
images/cad_fighter_viewport_side_blue_canopy_pilot_mesh.png
generic_stealth_fighter_wip
null
null
null
flat_shading
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Open bright-blue canopy glass pilot helmet silhouette canard nose probe grey grid background small XYZ gizmo corner
null
null
null
null
null
null
null
orthogonal_side_canopy_forward_hinge
null
null
null
null
null
null
null
images/cad_fighter_viewport_head_on_intakes_struts.png
generic_stealth_fighter_wip
null
null
null
display_stand
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Bubble blue canopy pilot twin circular intakes canted V-tail nose probe sensors three white support struts below grid floor
null
null
null
null
null
null
null
head_on_symmetry
null
null
null
null
null
null
null
images/cad_fighter_viewport_perspective_green_select_hud_lg.png
generic_stealth_fighter_wip
null
null
null
component_selection
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Open canopy blue glass green diamond HUD pilot inside green edge selection nose/cockpit delta wing white cylindrical landing gear wheels mesh visible
null
null
null
null
null
null
null
viewport_perspective_grid
null
null
null
null
null
null
null
images/cad_fighter_viewport_side_refuel_probe_pilot_hud.png
delta_wing_fighter_wip
null
null
null
matte_grey_wip
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Fixed curved refueling probe ahead of canopy detailed pilot ejection seat gold-tint canopy green transparent HUD glass side intake begins
null
null
null
null
null
null
null
side_profile_open_canopy
null
null
null
null
null
null
null
images/cad_fighter_viewport_rear_wireframe_twin_nozzle_cockpit.png
generic_stealth_fighter_wip
null
null
null
wireframe_green_over_shaded
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Twin circular exhaust cans ribbed interior cockpit pilot figure open amber canopy V-tail outboard wings green mesh overlays
null
null
null
null
null
null
null
aft_symmetry_interior_slice
null
null
null
null
null
null
null
images/cad_fighter_viewport_side_delta_white_vs_single_exit.png
generic_stealth_fighter_wip
null
null
null
clean_hard_surface
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Open yellow-green tinted canopy pilot silhouette nose probe silver radome delta root white trapezoidal vertical tail dark single exhaust trumpet
null
null
null
null
null
null
null
pure_side_profile
null
null
null
null
null
null
null
images/cad_fighter_viewport_plan_stealth_delta_canards.png
canard_delta_stealth_wip
null
null
null
studio_gradient_bg
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Nose-left horizontal layout charcoal grey twin rear nozzles canted tails yellow-green canopy pilot stub
null
null
null
null
null
null
null
plan_top_down
null
null
null
null
null
null
null
images/cad_fighter_viewport_front_symmetry_gear_down_open_canopy.png
modern_stealth_multirole_wip
null
null
null
gear_deployed_rear_hinge_canopy
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Twin lower intakes canards angled V-tail tricycle LG white wheels open canopy hinge aft green HUD glareshield faint tooling text margin
null
null
null
null
null
null
null
head_on_ground_pose
null
null
null
null
null
null
null
images/cad_fighter_viewport_fwd_mesh_wire_xyz_gizmo.png
modern_fighter_fwd_section_wip
null
null
null
transform_gizmo_on_fuselage
null
null
three_d_viewport
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
Dense grey wireframe tinted canopy yellow pilot figure fixed refueling probe green edge seams RGB move gizmo midside fuselage neutral gradient sweep
null
null
null
null
null
null
null
forward_quarter_smooth_wire
null
null
null
null
null
null
null
images/xplane_cargo_apron_night_uld_gse_AIR_fuselage.png
wide_body_twin
null
null
null
null
null
null
simulator_scene
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
White twin wide-body with large orange fuselage lettering AIR on concrete loading pad; dense ULD dollies pallets cargo tugs stairs forklift warehouses edge lighting red beacon distant vehicle black sky X-Plane-style render
null
null
null
null
null
null
null
cargo_apron_high_angle_night
x-plane
null
null
null
null
clear_night
null

Dataset Card — X-Plane & aviation screenshots (multitype)

Hub dataset: hghernanuzquiano/x-plane

Curated PNGs with sparse CSV/Parquet metadata for aviation-facing vision experiments: cockpit glass FMC/NAV procedural plates maps trackers webcams livestreams METAR pages weather UIs ramps aerials memorabilia model benches MSFS RJTT apron cockpit extracts X-Plane night cargo apron with ULDs and GSE generic fighter-jet CAD viewport captures cabin-announcement desktop UIs apron surface markings inferred fictional liveries illustrative only.

Quick facts:

  • Size: Fifty-plus curated rows on main; precise count evolves with commits (check metadata.csv on your revision).
  • Layout: metadata.csv + images/ for ImageFolder-style local clones (metadata.csv keeps file_name).
  • Hub Viewer / splits: YAML configs pins trainmetadata.csv (ImageFolder layout with images/), because streaming preview resolves Image path from the Hub repo root. Parquet with bare relative paths fails with StreamingRowsError/FileNotFoundError inside the Viewer worker cwd. Manual config syntax: Manual configuration / Data files configuration.
  • Parquet (Apache Arrow): Companion shard data/train-00000-of-00001.parquet duplicates label columns plus an Image feature with path for DuckDB/Polars/SQL over HTTPS (Parquet on the Hub). Do not point the Viewer’s default configs split at this file: streaming workers resolve Image.path against their process cwd, causing StreamingRowsError. Prefer metadata.csv + images/ for Hub preview / datasets streaming defaults.

Dataset details

Item Detail
Modality RGB PNG screenshots or renders
Labels Tabular CSV + mirrored Parquet; schema is sparse (empty string when NA).
Core field document_type; others include simulator, icao, airport_name, scene, weather, lighting, airline, notes, …
Text in pixels Mixed languages in some UIs; not an NLP dataset.
License other; see YAML license_details.
Staging scripts/upload_hf_dataset.py unions rows copies dataset_card/README.md to Hub README.md builds Parquet.

Uses

Direct use

  • Coarse document_type classification or hierarchical grouping (e.g. simulator vs webcam vs CAD).
  • Captioning OCR retrieval benchmarking under cluttered HUDs overlays night floodlight bloom.
  • Parquet+DuckDB/Polars workflows over metadata before downloading full PNG sets.

Out-of-scope use

  • Certified navigation airline ops regulatory filing or autonomous flight decisions without audited sources.

Dataset structure

Files

Path Role
README.md YAML metadata + prose (this card).
metadata.csv One row/image; file_name repo-relative images/foo.png.
images/ PNG payloads.
data/train-00000-of-00001.parquet Arrow/Parquet: label columns mirror metadata.csv; image.path resolves PNGs beside the shard (images/) without duplicating file_name.

Hub data-files YAML: configs / trainmetadata.csv satisfies the Viewer and load_dataset(..., streaming=True) image decoding (Data files configuration). data/train-00000-of-00001.parquet stays shipped for read_parquet / columnar tooling; decoding those Image.path rows in streaming Hub workers lacks a repo-relative base.

Why Parquet here: Faster metadata/analytics scans than CSV at scale while keeping blobs in images/. Join Parquet image.path to metadata.csv file_name when needed.

document_type reference (representative)

document_type Role
instrument_approach_chart Approach plate excerpts
navigation_display cockpit_display fmc_screen Glass ND PFD FMC
simulator_scene External map apron night ramp MSFS RJTT X-Plane cargo apron etc
navigation_map navigation_chart flight_tracking_map Maps trackers
webcam_feed livestream_feed Airport camera stream frames
weather_ui weather_web_metar Simulator weather dialogs aviation weather portals
aerial_landscape aerial_from_aircraft Non-sim aerial views
ramp_photo_from_aircraft cockpit_photo Ramp window cockpit photographs
memorabilia_collectibles scale_model_workbench Collectibles hobby bench
cabin_announcements_app Airline announcements desktop app screenshots
airport_surface_markings Apron stands STOP markers paint
three_d_viewport Generic fictional fighter mesh in DCC viewports illustrative mesh only

Sparse simulator values include x-plane, msfs, and empty for non-sim rows.

Loading code

Hugging Face Datasets:

from datasets import load_dataset

# Default Hub YAML points `train` → metadata.csv (+ images/) so streaming preview works.
ds = load_dataset("hghernanuzquiano/x-plane", split="train")
# ds = load_dataset(..., split="train", streaming=True)  # OK: paths resolve vs repo root

sample = ds[0]
sample["image"]       # PIL Image
sample["document_type"]

Parquet (HTTP read_parquet / programmatic non-repo-root loaders). Hub streaming Image decode from relative paths in Parquet is unreliable (StreamingRowsError); omit image or use non-streaming after download.

from datasets import load_dataset

# Prefer DuckDB/Polars for parquet; iterating `pq[i]["image"]` on Hub streaming can hit
# StreamingRowsError (Image.path resolves vs worker cwd).
pq = load_dataset(
    "parquet",
    data_files="hf://datasets/hghernanuzquiano/x-plane@main/data/train-00000-of-00001.parquet",
    split="train",
)
print(pq[0]["document_type"], pq[0].get("icao", ""))

Local clone:

ds = load_dataset("imagefolder", data_dir=".", split="train")

Polars (lazy scan same HTTPS URL):

import polars as pl

url = "https://huggingface.co/datasets/hghernanuzquiano/x-plane/resolve/main/data/train-00000-of-00001.parquet"
lf = pl.scan_parquet(url)
print(
    lf.select(
        "document_type",
        pl.col("image").struct.field("path").alias("image_path"),
        "icao",
    ).head(5).collect()
)

DuckDB (Hub integrations):

INSTALL httpfs;
LOAD httpfs;
FROM read_parquet(
  'https://huggingface.co/datasets/hghernanuzquiano/x-plane/resolve/main/data/train-00000-of-00001.parquet'
)
SELECT document_type, simulator, icao, notes LIMIT 10;

Dataset creation

Curation rationale

Heterogeneous messy real-world framing plus synthetic fidelity variety to probe document-type tagging overlays multilingual chrome night exposure and signage diversity alongside larger homogeneous corpora.

Processing

Row-wise sources vary. Staging assigns stable images/<name>.png, aligns label keys writes metadata.csv, emits Parquet, uploads Hub. Auth resolves via HF_TOKEN, repo-root .hf_token, or hf auth login cached token precedence as implemented in upload_hf_dataset.py.


Bias risks and limitations

  • Strong curator geographic and operational bias uneven class counts.
  • Timestamps METAR excerpts nav-cycle strings are descriptive not operational truth.
  • Possible identifiable liveries registrations faces logos subject to publicity privacy law synthetic CAD meshes are non-authoritative fiction.

Citation

Cite this Hub dataset and underlying chart/regulatory originals referenced in notes when applying regulated excerpts.

@misc{xplane_aviation_multimodal_hf,
  title        = {{Aviation \& simulator multimodal image corpus}},
  author       = {{huggingface.co/hghernanuzquiano}},
  year         = {2026},
  howpublished = {Hugging Face Datasets repository},
  url          = {https://huggingface.co/datasets/hghernanuzquiano/x-plane}
}

Dataset card contact

Questions or corrections: Hub Discussions on the dataset page.

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