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collection.json
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collection.json
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{
"type": "Collection",
"id": "usgs-lcmap-hawaii-v10",
"stac_version": "1.0.0",
"description": "Land Change Monitoring, Assessment, and Projection (LCMAP) from the U.S. Geological Survey's Earth Resources Observation and Science Center. LCMAP Science Products are developed by applying time-series modeling to U.S. Landsat Analysis Ready Data (ARD) to detect change. All available clear U.S. Landsat ARD observations are fit to a harmonic model to predict future Landsat-like surface reflectance. Where Landsat surface reflectance observations differ significantly from those predictions, a change is identified. Attributes of the resulting model sequences (e.g., start/end dates, residuals, model coefficients) are then used to produce a set of land surface change products and as inputs to the subsequent classification to thematic land cover. LCMAP Collection 1.0 for Hawaii was released in January 2022 for years 2000-2020.",
"links": [
{
"rel": "root",
"href": "../catalog.json",
"type": "application/json",
"title": "USGS LCMAP Science Products"
},
{
"rel": "about",
"href": "https://www.usgs.gov/special-topics/lcmap/collection-1-hawaii-science-products",
"type": "text/html",
"title": "LCMAP Hawaii Science Products"
},
{
"rel": "license",
"href": "https://www.usgs.gov/special-topics/lcmap/collection-1-hawaii-science-products",
"type": "text/html",
"title": "Proprietary, Unrestricted"
},
{
"rel": "source",
"href": "https://www.usgs.gov/special-topics/lcmap/lcmap-data-access",
"type": "text/html",
"title": "USGS Data Access Options"
},
{
"rel": "cite-as",
"href": "https://doi.org/10.1016/j.jag.2022.103015"
},
{
"rel": "cite-as",
"href": "https://doi.org/10.1016/j.rse.2019.111356"
},
{
"rel": "cite-as",
"href": "https://doi.org/10.5066/P91E8M23"
},
{
"rel": "item",
"href": "./LCMAP_HI_000000_2020_V10_CCDC/LCMAP_HI_000000_2020_V10_CCDC.json",
"type": "application/json"
},
{
"rel": "parent",
"href": "../catalog.json",
"type": "application/json",
"title": "USGS LCMAP Science Products"
}
],
"stac_extensions": [
"https://stac-extensions.github.io/scientific/v1.0.0/schema.json",
"https://stac-extensions.github.io/item-assets/v1.0.0/schema.json",
"https://stac-extensions.github.io/raster/v1.1.0/schema.json",
"https://stac-extensions.github.io/classification/v1.1.0/schema.json",
"https://stac-extensions.github.io/file/v2.1.0/schema.json"
],
"sci:publications": [
{
"doi": "10.1016/j.jag.2022.103015",
"citation": "Li, C., Xian, G., Wellington, D., Smith, K., Horton, J., & Zhou, Q., 2022, Development of the LCMAP annual land cover product across Hawaii: International Journal of Applied Earth Observation and Geoinformation, v. 113, article 103015."
},
{
"doi": "10.1016/j.rse.2019.111356",
"citation": "Brown, J.F., Tollerud, H.J., Barber, C.P., Zhou, Q., Dwyer, J.L., Vogelmann, J.E., Loveland, T.R., Woodcock, C.E., Stehman, S.V., Zhu, Z., Pengra, B.W., Smith, K., Horton, J.A., Xian, G., Auch, R.F., Sohl, T.L., Sayler, K.L., Gallant, A.L., Zelenak, D., Reker, R.R., and Rover, J., 2020, Lessons learned implementing an operational continuous United States national land change monitoring capability-The Land Change Monitoring, Assessment, and Projection (LCMAP) approach: Remote Sensing of Environment, v. 238, article 111356"
}
],
"sci:doi": "10.5066/P91E8M23",
"sci:citation": "U.S. Geological Survey (USGS), 2022, Land Change Monitoring, Assessment, and Projection (LCMAP) Collection 1.0 Science Products for Hawaii: USGS data release",
"item_assets": {
"tar": {
"title": "Source USGS Product Bundle",
"description": "Original USGS TAR archive.",
"type": "application/x-tar",
"roles": [
"data",
"source"
]
},
"tar_metadata": {
"title": "Source USGS Product Bundle Metadata",
"description": "Source USGS product bundle metadata",
"type": "application/xml",
"roles": [
"metadata"
]
},
"browse": {
"title": "USGS Browse Image",
"description": "Image generated by USGS for viewing LCMAP classification data in web applications.",
"type": "image/tiff; application=geotiff; profile=cloud-optimized",
"roles": [
"data"
],
"raster:bands": [
{
"data_type": "uint8",
"nodata": 0,
"spatial_resolution": 30,
"sampling": "area"
}
]
},
"dates": {
"title": "Landsat Observation Dates",
"description": "Landsat observation dates used as input to the CCDC algorithm.",
"type": "text/plain",
"roles": [
"metadata"
]
},
"lcpri": {
"title": "Primary Land Cover",
"description": "Land cover classification consisting of eight general land cover types. The most likely land cover according to the modeling process.",
"type": "image/tiff; application=geotiff; profile=cloud-optimized",
"roles": [
"data"
],
"raster:bands": [
{
"data_type": "uint8",
"nodata": 0,
"spatial_resolution": 30,
"sampling": "area"
}
],
"classification:classes": [
{
"value": 0,
"name": "nodata",
"description": "No Data",
"color_hint": "000000"
},
{
"value": 1,
"name": "developed",
"description": "Developed",
"color_hint": "ff3232"
},
{
"value": 2,
"name": "cropland",
"description": "Cropland",
"color_hint": "be8c5a"
},
{
"value": 3,
"name": "grass_shrub",
"description": "Grass/Shrub",
"color_hint": "e6f0d2"
},
{
"value": 4,
"name": "tree_cover",
"description": "Tree Cover",
"color_hint": "1c6330"
},
{
"value": 5,
"name": "water",
"description": "Water",
"color_hint": "0070ff"
},
{
"value": 6,
"name": "wetlands",
"description": "Wetlands",
"color_hint": "b3d9ff"
},
{
"value": 7,
"name": "ice_snow",
"description": "Snow/Ice",
"color_hint": "ffffff"
},
{
"value": 8,
"name": "barren",
"description": "Barren",
"color_hint": "b3aea3"
}
]
},
"lcpri_metadata": {
"title": "Primary Land Cover Metadata",
"description": "Primary Land Cover product metadata",
"type": "application/xml",
"roles": [
"metadata"
]
},
"lcsec": {
"title": "Secondary Land Cover",
"description": "Land cover classification consisting of eight general land cover types. The second most likely land cover according to the modeling process.",
"type": "image/tiff; application=geotiff; profile=cloud-optimized",
"roles": [
"data"
],
"raster:bands": [
{
"data_type": "uint8",
"nodata": 0,
"spatial_resolution": 30,
"sampling": "area"
}
],
"classification:classes": [
{
"value": 0,
"name": "nodata",
"description": "No Data",
"color_hint": "000000"
},
{
"value": 1,
"name": "developed",
"description": "Developed",
"color_hint": "ff3232"
},
{
"value": 2,
"name": "cropland",
"description": "Cropland",
"color_hint": "be8c5a"
},
{
"value": 3,
"name": "grass_shrub",
"description": "Grass/Shrub",
"color_hint": "e6f0d2"
},
{
"value": 4,
"name": "tree_cover",
"description": "Tree Cover",
"color_hint": "1c6330"
},
{
"value": 5,
"name": "water",
"description": "Water",
"color_hint": "0070ff"
},
{
"value": 6,
"name": "wetlands",
"description": "Wetlands",
"color_hint": "b3d9ff"
},
{
"value": 7,
"name": "ice_snow",
"description": "Snow/Ice",
"color_hint": "ffffff"
},
{
"value": 8,
"name": "barren",
"description": "Barren",
"color_hint": "b3aea3"
}
]
},
"lcsec_metadata": {
"title": "Secondary Land Cover Metadata",
"description": "Secondary Land Cover product metadata",
"type": "application/xml",
"roles": [
"metadata"
]
},
"lcachg": {
"title": "Annual Land Cover Change",
"description": "Synthesis of Primary Land Cover of current and previous year identifying changes in land cover class.",
"type": "image/tiff; application=geotiff; profile=cloud-optimized",
"roles": [
"data"
],
"raster:bands": [
{
"data_type": "uint8",
"nodata": 0,
"spatial_resolution": 30,
"sampling": "area"
}
],
"classification:classes": [
{
"value": 0,
"name": "nodata",
"description": "No Data",
"color_hint": "000000"
},
{
"value": 1,
"name": "developed",
"description": "Developed",
"color_hint": "ff3232"
},
{
"value": 2,
"name": "cropland",
"description": "Cropland",
"color_hint": "be8c5a"
},
{
"value": 3,
"name": "grass_shrub",
"description": "Grass/Shrub",
"color_hint": "e6f0d2"
},
{
"value": 4,
"name": "tree_cover",
"description": "Tree Cover",
"color_hint": "1c6330"
},
{
"value": 5,
"name": "water",
"description": "Water",
"color_hint": "0070ff"
},
{
"value": 6,
"name": "wetlands",
"description": "Wetlands",
"color_hint": "b3d9ff"
},
{
"value": 7,
"name": "ice_snow",
"description": "Snow/Ice",
"color_hint": "ffffff"
},
{
"value": 8,
"name": "barren",
"description": "Barren",
"color_hint": "b3aea3"
},
{
"value": 12,
"name": "1_to_2",
"description": "Cover change from Developed to Cropland",
"color_hint": "ab00d6"
},
{
"value": 13,
"name": "1_to_3",
"description": "Cover change from Developed to Grass/Shrub",
"color_hint": "ab00d6"
},
{
"value": 14,
"name": "1_to_4",
"description": "Cover change from Developed to Tree Cover",
"color_hint": "ab00d6"
},
{
"value": 15,
"name": "1_to_5",
"description": "Cover change from Developed to Water",
"color_hint": "ab00d6"
},
{
"value": 16,
"name": "1_to_6",
"description": "Cover change from Developed to Wetlands",
"color_hint": "ab00d6"
},
{
"value": 17,
"name": "1_to_7",
"description": "Cover change from Developed to Snow/Ice",
"color_hint": "ab00d6"
},
{
"value": 18,
"name": "1_to_8",
"description": "Cover change from Developed to Barren",
"color_hint": "ab00d6"
},
{
"value": 21,
"name": "2_to_1",
"description": "Cover change from Cropland to Developed",
"color_hint": "ab00d6"
},
{
"value": 23,
"name": "2_to_3",
"description": "Cover change from Cropland to Grass/Shrub",
"color_hint": "ab00d6"
},
{
"value": 24,
"name": "2_to_4",
"description": "Cover change from Cropland to Tree Cover",
"color_hint": "ab00d6"
},
{
"value": 25,
"name": "2_to_5",
"description": "Cover change from Cropland to Water",
"color_hint": "ab00d6"
},
{
"value": 26,
"name": "2_to_6",
"description": "Cover change from Cropland to Wetlands",
"color_hint": "ab00d6"
},
{
"value": 27,
"name": "2_to_7",
"description": "Cover change from Cropland to Snow/Ice",
"color_hint": "ab00d6"
},
{
"value": 28,
"name": "2_to_8",
"description": "Cover change from Cropland to Barren",
"color_hint": "ab00d6"
},
{
"value": 31,
"name": "3_to_1",
"description": "Cover change from Grass/Shrub to Developed",
"color_hint": "ab00d6"
},
{
"value": 32,
"name": "3_to_2",
"description": "Cover change from Grass/Shrub to Cropland",
"color_hint": "ab00d6"
},
{
"value": 34,
"name": "3_to_4",
"description": "Cover change from Grass/Shrub to Tree Cover",
"color_hint": "ab00d6"
},
{
"value": 35,
"name": "3_to_5",
"description": "Cover change from Grass/Shrub to Water",
"color_hint": "ab00d6"
},
{
"value": 36,
"name": "3_to_6",
"description": "Cover change from Grass/Shrub to Wetlands",
"color_hint": "ab00d6"
},
{
"value": 37,
"name": "3_to_7",
"description": "Cover change from Grass/Shrub to Snow/Ice",
"color_hint": "ab00d6"
},
{
"value": 38,
"name": "3_to_8",
"description": "Cover change from Grass/Shrub to Barren",
"color_hint": "ab00d6"
},
{
"value": 41,
"name": "4_to_1",
"description": "Cover change from Tree Cover to Developed",
"color_hint": "ab00d6"
},
{
"value": 42,
"name": "4_to_2",
"description": "Cover change from Tree Cover to Cropland",
"color_hint": "ab00d6"
},
{
"value": 43,
"name": "4_to_3",
"description": "Cover change from Tree Cover to Grass/Shrub",
"color_hint": "ab00d6"
},
{
"value": 45,
"name": "4_to_5",
"description": "Cover change from Tree Cover to Water",
"color_hint": "ab00d6"
},
{
"value": 46,
"name": "4_to_6",
"description": "Cover change from Tree Cover to Wetlands",
"color_hint": "ab00d6"
},
{
"value": 47,
"name": "4_to_7",
"description": "Cover change from Tree Cover to Snow/Ice",
"color_hint": "ab00d6"
},
{
"value": 48,
"name": "4_to_8",
"description": "Cover change from Tree Cover to Barren",
"color_hint": "ab00d6"
},
{
"value": 51,
"name": "5_to_1",
"description": "Cover change from Water to Developed",
"color_hint": "ab00d6"
},
{
"value": 52,
"name": "5_to_2",
"description": "Cover change from Water to Cropland",
"color_hint": "ab00d6"
},
{
"value": 53,
"name": "5_to_3",
"description": "Cover change from Water to Grass/Shrub",
"color_hint": "ab00d6"
},
{
"value": 54,
"name": "5_to_4",
"description": "Cover change from Water to Tree Cover",
"color_hint": "ab00d6"
},
{
"value": 56,
"name": "5_to_6",
"description": "Cover change from Water to Wetlands",
"color_hint": "ab00d6"
},
{
"value": 57,
"name": "5_to_7",
"description": "Cover change from Water to Snow/Ice",
"color_hint": "ab00d6"
},
{
"value": 58,
"name": "5_to_8",
"description": "Cover change from Water to Barren",
"color_hint": "ab00d6"
},
{
"value": 61,
"name": "6_to_1",
"description": "Cover change from Wetlands to Developed",
"color_hint": "ab00d6"
},
{
"value": 62,
"name": "6_to_2",
"description": "Cover change from Wetlands to Cropland",
"color_hint": "ab00d6"
},
{
"value": 63,
"name": "6_to_3",
"description": "Cover change from Wetlands to Grass/Shrub",
"color_hint": "ab00d6"
},
{
"value": 64,
"name": "6_to_4",
"description": "Cover change from Wetlands to Tree Cover",
"color_hint": "ab00d6"
},
{
"value": 65,
"name": "6_to_5",
"description": "Cover change from Wetlands to Water",
"color_hint": "ab00d6"
},
{
"value": 67,
"name": "6_to_7",
"description": "Cover change from Wetlands to Snow/Ice",
"color_hint": "ab00d6"
},
{
"value": 68,
"name": "6_to_8",
"description": "Cover change from Wetlands to Barren",
"color_hint": "ab00d6"
},
{
"value": 71,
"name": "7_to_1",
"description": "Cover change from Snow/Ice to Developed",
"color_hint": "ab00d6"
},
{
"value": 72,
"name": "7_to_2",
"description": "Cover change from Snow/Ice to Cropland",
"color_hint": "ab00d6"
},
{
"value": 73,
"name": "7_to_3",
"description": "Cover change from Snow/Ice to Grass/Shrub",
"color_hint": "ab00d6"
},
{
"value": 74,
"name": "7_to_4",
"description": "Cover change from Snow/Ice to Tree Cover",
"color_hint": "ab00d6"
},
{
"value": 75,
"name": "7_to_5",
"description": "Cover change from Snow/Ice to Water",
"color_hint": "ab00d6"
},
{
"value": 76,
"name": "7_to_6",
"description": "Cover change from Snow/Ice to Wetlands",
"color_hint": "ab00d6"
},
{
"value": 78,
"name": "7_to_8",
"description": "Cover change from Snow/Ice to Barren",
"color_hint": "ab00d6"
},
{
"value": 81,
"name": "8_to_1",
"description": "Cover change from Barren to Developed",
"color_hint": "ab00d6"
},
{
"value": 82,
"name": "8_to_2",
"description": "Cover change from Barren to Cropland",
"color_hint": "ab00d6"
},
{
"value": 83,
"name": "8_to_3",
"description": "Cover change from Barren to Grass/Shrub",
"color_hint": "ab00d6"
},
{
"value": 84,
"name": "8_to_4",
"description": "Cover change from Barren to Tree Cover",
"color_hint": "ab00d6"
},
{
"value": 85,
"name": "8_to_5",
"description": "Cover change from Barren to Water",
"color_hint": "ab00d6"
},
{
"value": 86,
"name": "8_to_6",
"description": "Cover change from Barren to Wetlands",
"color_hint": "ab00d6"
},
{
"value": 87,
"name": "8_to_7",
"description": "Cover change from Barren to Snow/Ice",
"color_hint": "ab00d6"
}
]
},
"lcachg_metadata": {
"title": "Annual Land Cover Change Metadata",
"description": "Annual Land Cover Change product metadata",
"type": "application/xml",
"roles": [
"metadata"
]
},
"lcpconf": {
"title": "Primary Land Cover Confidence",
"description": "Provides provenance tracking and a measure of confidence that the Primary Land Cover label matches the training data.",
"type": "image/tiff; application=geotiff; profile=cloud-optimized",
"roles": [
"data"
],
"raster:bands": [
{
"data_type": "uint8",
"nodata": 0,
"spatial_resolution": 30,
"sampling": "area"
}
],
"file:values": [
{
"values": [
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"summary": "Measure of confidence that the Primary Land Cover label matches the training data."
},
{
"values": [
151
],
"summary": "Time series model identified as transition from a Grass/Shrub class to a Tree Cover class. Primary Land Cover class assignment based on secondary analysis."
},
{
"values": [
152
],
"summary": "Time series model identified as transition from a Tree Cover class to a Grass/Shrub class. Primary Land cover class assignment based on secondary analysis."
},
{
"values": [
201
],
"summary": "No stable time series models were produced for this location. Primary Land Cover was assigned the land cover class present in NLCD-2001 (cross-walked to LCMAP Level 1 classification schema, see LCMAP Science Product Guide for more information)."
},
{
"values": [
202
],
"summary": "Insufficient data available to extend most recent time series model past July 1st of current year. Land cover assigned the last identified cover class from earlier year."
},
{
"values": [
211
],
"summary": "July 1st falls in a gap between two stable time series models of the same land cover class. Primary Land Cover assigned the primary land cover class of those before/after models."
},
{
"values": [
212
],
"summary": "July 1st falls in a gap between two stable time series models of differing land cover class. If July 1st is before the 'break date' of the earlier model, Primary Land Cover is assigned the primary land cover class of that earlier model. Otherwise, Primary Land Cover is assigned the primary land cover class of the subsequent, later model."
},
{
"values": [
213
],
"summary": "Insufficient data available to establish a stable time series model at the beginning of the time series prior to July 1st of the current year. Primary Land Cover assigned the primary land cover class of 1st subsequent model."
},
{
"values": [
214
],
"summary": "Insufficient data available to establish a new stable time series model following a break near the end of the time series prior to July 1st of the current year. Primary Land Cover assigned the last identified primary land cover class from earlier year."
}
]
},
"lcpconf_metadata": {
"title": "Primary Land Cover Confidence Metadata",
"description": "Primary Land Cover Confidence product metadata",
"type": "application/xml",
"roles": [
"metadata"
]
},
"lcsconf": {
"title": "Secondary Land Cover Confidence",
"description": "Provides provenance tracking and a measure of confidence that the Secondary Land Cover label matches the training data.",
"type": "image/tiff; application=geotiff; profile=cloud-optimized",
"roles": [
"data"
],
"raster:bands": [
{
"data_type": "uint8",
"nodata": 0,
"spatial_resolution": 30,
"sampling": "area"
}
],
"file:values": [
{
"values": [
1,
2,
3,
4,
5,
6,
7,
8,
9,
10,
11,
12,
13,
14,
15,
16,
17,
18,
19,
20,
21,
22,
23,
24,
25,
26,
27,
28,
29,
30,
31,
32,
33,
34,
35,
36,
37,
38,
39,
40,
41,
42,
43,
44,
45,
46,
47,
48,
49,
50,
51,
52,
53,
54,
55,
56,
57,
58,
59,
60,
61,
62,
63,
64,
65,
66,
67,
68,
69,
70,
71,
72,
73,
74,
75,
76,
77,
78,
79,
80,
81,
82,
83,
84,
85,
86,
87,
88,
89,
90,
91,
92,
93,
94,
95,
96,
97,
98,
99,
100
],
"summary": "Measure of confidence that the Secondary Land Cover label matches the training data."
},
{
"values": [
151
],
"summary": "Time series model identified as transition from a Grass/Shrub class to a Tree Cover class in Primary Land Cover. Primary Land Cover class assignment based on secondary analysis and Secondary Land Cover class assigned logical opposite of Primary."
},
{
"values": [
152