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17/27204/51291
Angel Fire, New Mexico, USA
-105.281982
36.394757
-105.279236
36.396968
512
train
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17/27201/51292
Angel Fire, New Mexico, USA
-105.290222
36.392546
-105.287476
36.394757
512
train
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17/27209/51284
Angel Fire, New Mexico, USA
-105.26825
36.410231
-105.265503
36.412442
512
train
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17/27204/51285
Angel Fire, New Mexico, USA
-105.281982
36.408021
-105.279236
36.410231
512
train
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17/27203/51288
Angel Fire, New Mexico, USA
-105.284729
36.401389
-105.281982
36.4036
512
train
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17/27204/51280
Angel Fire, New Mexico, USA
-105.281982
36.419072
-105.279236
36.421282
512
val
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17/27204/51294
Angel Fire, New Mexico, USA
-105.281982
36.388124
-105.279236
36.390335
512
train
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17/27209/51293
Angel Fire, New Mexico, USA
-105.26825
36.390335
-105.265503
36.392546
512
val
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17/27208/51294
Angel Fire, New Mexico, USA
-105.270996
36.388124
-105.26825
36.390335
512
train
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17/27210/51291
Angel Fire, New Mexico, USA
-105.265503
36.394757
-105.262756
36.396968
512
train
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17/27216/51292
Angel Fire, New Mexico, USA
-105.249023
36.392546
-105.246277
36.394757
512
train
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17/27201/51283
Angel Fire, New Mexico, USA
-105.290222
36.412442
-105.287476
36.414652
512
train
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17/27199/51292
Angel Fire, New Mexico, USA
-105.295715
36.392546
-105.292969
36.394757
512
train
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17/27209/51295
Angel Fire, New Mexico, USA
-105.26825
36.385913
-105.265503
36.388124
512
train
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17/27210/51293
Angel Fire, New Mexico, USA
-105.265503
36.390335
-105.262756
36.392546
512
train
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17/27204/51290
Angel Fire, New Mexico, USA
-105.281982
36.396968
-105.279236
36.399178
512
train
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17/27208/51292
Angel Fire, New Mexico, USA
-105.270996
36.392546
-105.26825
36.394757
512
train
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17/27207/51287
Angel Fire, New Mexico, USA
-105.273743
36.4036
-105.270996
36.40581
512
train
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17/27205/51291
Angel Fire, New Mexico, USA
-105.279236
36.394757
-105.276489
36.396968
512
train
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17/27200/51284
Angel Fire, New Mexico, USA
-105.292969
36.410231
-105.290222
36.412442
512
train
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17/27203/51289
Angel Fire, New Mexico, USA
-105.284729
36.399178
-105.281982
36.401389
512
train
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17/27208/51291
Angel Fire, New Mexico, USA
-105.270996
36.394757
-105.26825
36.396968
512
train
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17/27216/51294
Angel Fire, New Mexico, USA
-105.249023
36.388124
-105.246277
36.390335
512
train
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17/27217/51293
Angel Fire, New Mexico, USA
-105.246277
36.390335
-105.24353
36.392546
512
train
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17/27199/51287
Angel Fire, New Mexico, USA
-105.295715
36.4036
-105.292969
36.40581
512
train
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17/27200/51280
Angel Fire, New Mexico, USA
-105.292969
36.419072
-105.290222
36.421282
512
train
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17/27203/51284
Angel Fire, New Mexico, USA
-105.284729
36.410231
-105.281982
36.412442
512
train
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17/27223/51295
Angel Fire, New Mexico, USA
-105.229797
36.385913
-105.227051
36.388124
512
train
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17/27200/51289
Angel Fire, New Mexico, USA
-105.292969
36.399178
-105.290222
36.401389
512
val
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17/27202/51283
Angel Fire, New Mexico, USA
-105.287476
36.412442
-105.284729
36.414652
512
train
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17/27200/51295
Angel Fire, New Mexico, USA
-105.292969
36.385913
-105.290222
36.388124
512
val
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17/27202/51278
Angel Fire, New Mexico, USA
-105.287476
36.423493
-105.284729
36.425703
512
train
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17/27210/51282
Angel Fire, New Mexico, USA
-105.265503
36.414652
-105.262756
36.416862
512
train
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17/27206/51288
Angel Fire, New Mexico, USA
-105.276489
36.401389
-105.273743
36.4036
512
train
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17/27209/51292
Angel Fire, New Mexico, USA
-105.26825
36.392546
-105.265503
36.394757
512
train
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17/27207/51297
Angel Fire, New Mexico, USA
-105.273743
36.38149
-105.270996
36.383702
512
train
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17/27207/51289
Angel Fire, New Mexico, USA
-105.273743
36.399178
-105.270996
36.401389
512
train
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17/27206/51291
Angel Fire, New Mexico, USA
-105.276489
36.394757
-105.273743
36.396968
512
train
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17/27208/51287
Angel Fire, New Mexico, USA
-105.270996
36.4036
-105.26825
36.40581
512
train
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17/27211/51292
Angel Fire, New Mexico, USA
-105.262756
36.392546
-105.26001
36.394757
512
train
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17/27208/51295
Angel Fire, New Mexico, USA
-105.270996
36.385913
-105.26825
36.388124
512
train
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17/27207/51296
Angel Fire, New Mexico, USA
-105.273743
36.383702
-105.270996
36.385913
512
train
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17/27210/51292
Angel Fire, New Mexico, USA
-105.265503
36.392546
-105.262756
36.394757
512
train
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17/27212/51292
Angel Fire, New Mexico, USA
-105.26001
36.392546
-105.257263
36.394757
512
train
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17/27212/51295
Angel Fire, New Mexico, USA
-105.26001
36.385913
-105.257263
36.388124
512
train
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17/27213/51294
Angel Fire, New Mexico, USA
-105.257263
36.388124
-105.254517
36.390335
512
train
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17/27213/51293
Angel Fire, New Mexico, USA
-105.257263
36.390335
-105.254517
36.392546
512
train
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17/27215/51293
Angel Fire, New Mexico, USA
-105.25177
36.390335
-105.249023
36.392546
512
train
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17/27220/51292
Angel Fire, New Mexico, USA
-105.238037
36.392546
-105.235291
36.394757
512
val
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17/27217/51292
Angel Fire, New Mexico, USA
-105.246277
36.392546
-105.24353
36.394757
512
train
{"bounds":[-105.24627685546875,36.39254581244625,-105.2435302734375,36.39475669987384],"shape":[19,510,510],"crs":"EPSG:4326","selected_groups":["cdl","dem","landfire","landscape","naip","s2"],"layers":{"sentinel":{"channels":["B04","B03","B02","B08","MSAVI","NDVI","NDWI","SCL"],"count":8,"dtype":"uint8","time":{"year":2024,"month":"07","month_window":0,"time_slice_count":5},"agg":{"mode":"pctl","pctl":30.0,"clip_pct":98.0,"use_fast_pctl":true},"cloud_cap_pct":20.0,"vis_scale":{"lo":0.02,"hi":0.35}},"dem":{"channels":["elev","grad_mag","aspect_cos"],"count":3,"dtype":"uint8","target_mpp":2.0},"landscape":{"channels":["label"],"count":1,"dtype":"uint8","prefer_overture":true,"use_osm_fallback":true,"merge_osm":"buildings"},"naip":{"channels":["R","G","B","NDVI"],"count":4,"dtype":"uint8","target_mpp":0.6},"landfire":{"channels":["fbfm13","family"],"count":2,"dtype":"uint8","family_legend":{"1":"grass","2":"shrub","3":"timber","4":"slash","9":"urban","10":"snow_ice","11":"agriculture","12":"water","13":"barren"},"child_udf":"wildfire_ignition","sieve_min_px":9},"cdl":{"channels":["class_id"],"count":1,"dtype":"uint8","year":2024,"zoom":14,"codes_seen":[142,152],"palette_name":"USDA_NASS_CDL","palette_embedded":false}}}
End of preview. Expand in Data Studio

NAIP 16-Day City Cubes (materialized tiles)

Panel preview

Each row is a 512×512 chip with 16 layers (composites, single-band indices, and masks).

What’s included (no pseudoRGB)

  • RGB composites: naip_rgb, s2_rgb, dem_rgb
  • Mono S2 layers (published as single-channel images): s2_B08, s2_MSAVI, s2_NDVI, s2_NDWI, s2_SCL
  • Other monos: naip_ndvi
  • Semantic masks: labels (task labels), landfire_family, cdl
  • Metadata: tile_id, city, bbox (west,south,east,north), chip_px, split, meta_json

Note: The dataset intentionally omits s2_pseudo_rgb. If you need alternate composites, you can compose them on the fly from the published mono layers.

Loading

from datasets import load_dataset
ds = load_dataset("gdurkin/naip-16d-city-cubes", split="train")
ds[0].keys()

To load a single city’s parquet shards directly:

from datasets import load_dataset
city = "Arcadia__California__USA"
pattern = f"hf://datasets/gdurkin/naip-16d-city-cubes/data/city={city}/*.parquet"
ds_city = load_dataset("parquet", data_files=pattern, split="train")

Columns & shapes

  • naip_rgb (512×512×3 u8): NAIP true color
  • s2_rgb (512×512×3 u8): Sentinel-2 true color (B04,B03,B02)
  • dem_rgb (512×512×3 u8): elevation/gradient/aspect visualization
  • naip_ndvi (512×512 u8): NDVI from NAIP
  • s2_* (512×512 u8): mono S2 layers (B08, MSAVI, NDVI, NDWI, SCL)
  • labels, landfire_family, cdl (512×512 u8): categorical masks

Legends

Labels (task)

id name color
0 background #000000
1 road_concrete #C8C8C8
2 pavement #A0A0A0
3 dirt_gravel #96643C
4 grass_dry #E6DC78
5 grass_healthy #50C878
6 vegetation #147814
7 building #FF5050
8 water #4682B4
11 building_res #FF8C8C
12 building_com #FF5A1E

LANDFIRE family

id family color
0 background #000000
1 grass #F7E68C
2 shrub #C69842
3 timber #1E781E
4 slash #CE5A32
9 urban #969696
10 snow_ice #C8E6FF
11 agriculture #FFCC66
12 water #4682B4
13 barren #C2B280

CDL (full palette)

The table below lists CDL codes and colors (urban classes are overridden for better visual separation).

Click to expand full CDL legend
id class color
0 Background 000000
1 Corn ffd400
2 Cotton ff2626
3 Rice 00a9e6
4 Sorghum ff9e0f
5 Soybeans 267300
6 Sunflower ffff00
10 Peanuts 70a800
11 Tobacco 00af4d
12 Sweet Corn e0a60f
13 Pop or Orn Corn e0a60f
14 Mint 80d4ff
21 Barley e2007f
22 Durum Wheat 8a6453
23 Spring Wheat d9b56c
24 Winter Wheat a87000
25 Other Small Grains d69dbc
26 Dbl Crop WinWht/Soybeans 737300
27 Rye ae017e
28 Oats a15889
29 Millet 73004c
30 Speltz d69dbc
31 Canola d1ff00
32 Flaxseed 8099ff
33 Safflower d6d600
34 Rape Seed d1ff00
35 Mustard 00af4d
36 Alfalfa ffa8e3
37 Other Hay/Non Alfalfa a5f58d
38 Camelina 00af4d
39 Buckwheat d69dbc
41 Sugarbeets a900e6
42 Dry Beans a80000
43 Potatoes 732600
44 Other Crops 00af4d
45 Sugarcane b380ff
46 Sweet Potatoes 732600
47 Misc Vegs & Fruits ff6666
48 Watermelons ff6666
49 Onions ffcc66
50 Cucumbers ff6666
51 Chick Peas 00af4d
52 Lentils 00deb0
53 Peas 55ff00
54 Tomatoes f5a27a
55 Caneberries ff6666
56 Hops 00af4d
57 Herbs 80d4ff
58 Clover/Wildflowers e8beff
59 Sod/Grass Seed b2ffde
60 Switchgrass 00af4d
61 Fallow/Idle Cropland bfbf7a
63 Forest 95ce93
64 Shrubland c7d79e
65 Barren ccbfa3
66 Cherries ff00ff
67 Peaches ff91ab
68 Apples b90050
69 Grapes 704489
70 Christmas Trees 007878
71 Other Tree Crops b39c70
72 Citrus ffff80
74 Pecans b6705c
75 Almonds 00a884
76 Walnuts ebd6b0
77 Pears b39c70
81 Clouds/No Data f7f7f7
82 Developed 9c9c9c
83 Water 4d70a3
87 Wetlands 80b3b3
88 Nonag/Undefined e9ffbe
92 Aquaculture 00ffff
111 Open Water 4d70a3
112 Perennial Ice/Snow d4e3fc
121 Developed/Open Space #BDBDBD
122 Developed/Low Intensity #F4B183
123 Developed/Med Intensity #E06666
124 Developed/High Intensity #A61C00
131 Barren ccbfa3
141 Deciduous Forest 95ce93
142 Evergreen Forest 95ce93
143 Mixed Forest 95ce93
152 Shrubland c7d79e
176 Grass/Pasture e9ffbe
190 Woody Wetlands 80b3b3
195 Herbaceous Wetlands 80b3b3
204 Pistachios 00ff8c
205 Triticale d69dbc
206 Carrots ff6666
207 Asparagus ff6666
208 Garlic ff6666
209 Cantaloupes ff6666
210 Prunes ff91ab
211 Olives 344a34
212 Oranges e67525
213 Honeydew Melons ff6666
214 Broccoli ff6666
215 Avocados 66994d
216 Peppers ff6666
217 Pomegranates b39c70
218 Nectarines ff91ab
219 Greens ff6666
220 Plums ff91ab
221 Strawberries ff6666
222 Squash ff6666
223 Apricots ff91ab
224 Vetch 00af4d
225 Dbl Crop WinWht/Corn ffd400
226 Dbl Crop Oats/Corn ffd400
227 Lettuce ff6666
228 Dbl Crop Triticale/Corn ffd400
229 Pumpkins ff6666
230 Dbl Crop Lettuce/Durum Wht 8a6453
231 Dbl Crop Lettuce/Cantaloupe ff6666
232 Dbl Crop Lettuce/Cotton ff2626
233 Dbl Crop Lettuce/Barley e2007f
234 Dbl Crop Durum Wht/Sorghum ff9e0f
235 Dbl Crop Barley/Sorghum ff9e0f
236 Dbl Crop WinWht/Sorghum a87000
237 Dbl Crop Barley/Corn ffd400
238 Dbl Crop WinWht/Cotton a87000
239 Dbl Crop Soybeans/Cotton 267300
240 Dbl Crop Soybeans/Oats 267300
241 Dbl Crop Corn/Soybeans ffd400
242 Blueberries 000099
243 Cabbage ff6666
244 Cauliflower ff6666
245 Celery ff6666
246 Radishes ff6666
247 Turnips ff6666
248 Eggplants ff6666
249 Gourds ff6666
250 Cranberries ff6666
254 Dbl Crop Barley/Soybeans 267300

Coverage

Coverage

  • rows: 24,792
  • S2 mono policy: ?
column rows pct
cdl 24,792 100.0%
dem_rgb 24,792 100.0%
labels 24,792 100.0%
landfire_family 24,792 100.0%
naip_ndvi 24,792 100.0%
naip_rgb 24,792 100.0%
s2_B08 24,792 100.0%
s2_MSAVI 24,792 100.0%
s2_NDVI 24,792 100.0%
s2_NDWI 24,792 100.0%
s2_SCL 24,792 100.0%
s2_rgb 24,792 100.0%
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