Reference information
Supported datasets
| Dataset | dataset_id | Abbreviation | Available images by dates |
|---|---|---|---|
| Sentinel-2 | sentinel2, sentinel2l2a | S2, S2L2A | from 2015 to present |
| Sentinel-1 | sentinel1 | S1 | from 2014 to present |
| Landsat 9 | landsat9 | L9 | from 2021 to present |
| Landsat 8 | landsat8 | L8 | from 2013 to present |
| Landsat 4 TM | landsat4tm | L4MSS, L4TM | from 1982 to 1992 |
| Landsat 4 MSS | landsat4mss | L4MSS, L4TM | from 1982 to 1992 |
| Landsat 5 TM | landsat5tm | L5MSS, L5TM | from 1984 to 2013 |
| Landsat 5 MSS | landsat5mss | L5MSS, L5TM | from 1984 to 2013 |
| MODIS | modis | MODIS | from 1999 to 2022 |
| NAIP | naip | NAIP | from 2011 to 2017 |
| CBERS4 | cbers4mux, cbers4pan5m, cbers5pan10m, cbers4awfi | CBERS4MUX, CBERS4AWFI, CBERS4PAN10M, CBERS4PAN5M | from 2014 to present |
Supported sensors: “sentinel2” (“S2”), “landsat8” (“L8”), “landsat4tm” (“L4TM”), “landsat4mss” (“L4MSS”), “landsat5tm” (“L5TM”), “landsat5mss” (“L5MSS”), “cbers4mux” (“CBERS4MUX”), “cbers4awfi” (“CBERS4AWFI”), “cbers4pan10m” (“CBERS4PAN10M”), “modis” (“MODIS”). Default: [“landsat8”, “sentinel2”, “landsat4tm”, “landsat4mss”, “landsat5tm”, “landsat5mss”, “cbers4mux”, “cbers4awfi”, “cbers4pan10m”]
Supported Bands for datasets
Some spectral bands and spectral indices can be set using aliases. This section describes all the supported aliases that are defined in the service for each of the supported datasets.
Supported aliases
This table lists all the aliases defined for each of the supported datasets. Formulas used to evaluate spectral indices are described below on per-dataset basis.
| Alias | L8/L9 | L7 | L5MSS | L5TM | L4MSS | L4TM | S2 | MODIS | CBERS-4 | NAIP |
|---|---|---|---|---|---|---|---|---|---|---|
| BLUE | B2 | B1 | - | B1 | - | B1 | B02 | B03 | BAND5 | B |
| GREEN | B3 | B2 | B1 | B2 | B1 | B2 | B03 | B04 | BAND6 | G |
| RED | B4 | B3 | B2 | B3 | B2 | B3 | B04 | B01 | BAND7 | R |
| REDEDGE | - | - | - | - | - | - | B05 | - | - | - |
| NIR | B5 | B4 | B3 | B4 | B3 | B4 | B08 | B02 | BAND8 | N |
| NIRWV | - | - | - | - | - | - | B09 | - | - | - |
| SWIR1 | B6 | B5 | - | B5 | - | B5 | B11 | B06 | - | - |
| SWIR2 | B7 | B7 | - | B7 | - | B7 | B12 | B07 | - | - |
| PAN | B8 | B8 | - | - | - | - | - | - | - | - |
| TIRS1 | B10 | B6_VCID_1 | - | B6 | - | B6 | - | - | - | - |
| TIRS2 | B11 | B6_VCID_2 | - | - | - | - | - | - | - | - |
| NDVI | + | + | + | + | + | + | + | + | + | + |
| NDSI | + | + | - | + | - | + | + | + | - | - |
| NDWI | + | + | + | + | + | + | + | + | + | + |
| NDMI | + | + | - | + | - | + | + | + | - | - |
| RECI | + | + | + | + | + | + | + | + | + | + |
| SAVI | + | + | + | + | + | + | + | + | + | + |
| ARVI | + | + | - | + | - | + | + | + | + | + |
| EVI | + | + | - | + | - | + | + | + | + | + |
| GCI | + | + | + | + | + | + | + | + | + | + |
| SIPI | + | + | - | + | - | + | + | + | + | + |
| NBR | + | + | - | + | - | + | + | + | - | - |
| MSI | + | + | - | + | - | + | + | + | - | - |
| ISTACK | + | + | - | + | - | + | + | + | - | - |
| FIDET | - | - | - | - | - | - | + | - | - | - |
| NDRE | - | - | - | - | - | - | + | - | - | - |
| CCCI | - | - | - | - | - | - | + | - | - | - |
| MSAVI | - | - | - | - | - | - | + | - | - | - |
Bands for Landsat 9
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| BLUE | B2 | 30 |
| GREEN | B3 | 30 |
| RED | B4 | 30 |
| NIR | B5 | 30 |
| SWIR1 | B6 | 30 |
| SWIR2 | B7 | 30 |
| PAN | B8 | 15 |
| TIRS1 | B10 | 100 |
| TIRS2 | B11 | 100 |
Index Aliases
| Alias | General Formula | Landsat 9 Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (B5-B4)/(B5+B4) |
| NDSI | (GREEN-SWIR1)/(GREEN+SWIR1) | (B3-B6)/(B3+B6) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (B3-B5)/(B3+B5) |
| RECI | (NIR/RED)-1 | (B5/B4)-1 |
| NDMI | (NIR-SWIR1)/(NIR+SWIR1) | (B5-B6)/(B5+B6) |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(B5-B4)/(B5+B4+0.5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (B5-(B4-1*(B2-B4)))/(B5+(B4-1*(B2-B4))) |
| EVI | 2.5*((NIR-RED)/(NIR+6*RED-7.5*BLUE+1)) | 2.5*((B5-B4)/(B5+6*B4-7.5*B2+1)) |
| GCI | NIR/GREEN-1 | B5/B3-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (B5-B2)/(B5-B4) |
| NBR | (NIR-SWIR2)/(NIR+SWIR2) | (B5-B7)/(B5+B7) |
| MSI | SWIR1/NIR | B6/B5 |
| ISTACK | NDSI,NDVI,NDWI | (B3-B6)/(B3+B6),(B5-B4)/(B5+B4),(B3-B5)/(B3+B5) |
Bands for Landsat 8
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| BLUE | B2 | 30 |
| GREEN | B3 | 30 |
| RED | B4 | 30 |
| NIR | B5 | 30 |
| SWIR1 | B6 | 30 |
| SWIR2 | B7 | 30 |
| PAN | B8 | 15 |
| TIRS1 | B10 | 100 |
| TIRS2 | B11 | 100 |
Index Aliases
| Alias | General Formula | Landsat 8 Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (B5-B4)/(B5+B4) |
| NDSI | (GREEN-SWIR1)/(GREEN+SWIR1) | (B3-B6)/(B3+B6) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (B3-B5)/(B3+B5) |
| RECI | (NIR/RED)-1 | (B5/B4)-1 |
| NDMI | (NIR-SWIR1)/(NIR+SWIR1) | (B5-B6)/(B5+B6) |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(B5-B4)/(B5+B4+0.5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (B5-(B4-1*(B2-B4)))/(B5+(B4-1*(B2-B4))) |
| EVI | 2.5*((NIR-RED)/(NIR+6*RED-7.5*BLUE+1)) | 2.5*((B5-B4)/(B5+6*B4-7.5*B2+1)) |
| GCI | NIR/GREEN-1 | B5/B3-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (B5-B2)/(B5-B4) |
| NBR | (NIR-SWIR2)/(NIR+SWIR2) | (B5-B7)/(B5+B7) |
| MSI | SWIR1/NIR | B6/B5 |
| ISTACK | NDSI,NDVI,NDWI | (B3-B6)/(B3+B6),(B5-B4)/(B5+B4),(B3-B5)/(B3+B5) |
Bands for Landsat 4 TM, Landsat 5 TM
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| BLUE | B1 | 30 |
| GREEN | B2 | 30 |
| RED | B3 | 30 |
| NIR | B4 | 30 |
| SWIR1 | B5 | 30 |
| SWIR2 | B7 | 30 |
| TIRS1 | B6 | 120 (30) |
Index Aliases
| Alias | General Formula | Landsat 4,5 TM Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (B4-B3)/(B4+B3) |
| NDSI | (GREEN-SWIR1)/(GREEN+SWIR1) | (B2-B5)/(B2+B5) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (B2-B4)/(B2+B4) |
| RECI | (NIR/RED)-1 | (B4/B3)-1 |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(B4-B3)/(B4+B3+0.5) |
| NDMI | (NIR-SWIR1)/(NIR+SWIR1) | (B4-B5)/(B4+B5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (B4-(B3-1*(B1-B3)))/(B4+(B3-1*(B1-B3))) |
| EVI | 2.5*((NIR-RED)/(NIR+6*RED-7.5*BLUE+1)) | 2.5*((B4-B3)/(B4+6*B3-7.5*B1+1)) |
| GCI | NIR/GREEN-1 | B4/B2-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (B4-B1)/(B4-B3) |
| NBR | (NIR-SWIR2)/(NIR+SWIR2) | (B4-B7)/(B4+B7) |
| MSI | SWIR1/NIR | B5/B4 |
| ISTACK | NDSI,NDVI,NDWI | (B2-B5)/(B2+B5),(B4-B3)/(B4+B3),(B2-B4)/(B2+B4) |
Bands for Landsat 4 MSS, Landsat 5 MSS
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| GREEN | B1 | 60 |
| RED | B2 | 60 |
| NIR | B3 | 60 |
Index Aliases
| Alias | General Formula | Landsat 4,5 MSS Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (B3-B2)/(B3+B2) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (B1-B3)/(B1+B3) |
| RECI | (NIR/RED)-1 | (B3/B2)-1 |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(B3-B2)/(B3+B2+0.5) |
| GCI | NIR/GREEN-1 | B3/B1-1 |
Bands for Sentinel-2
Band aliases
| Alias | Band | Common Name | Resolution, m |
|---|---|---|---|
| BLUE | B02 | Blue | 10 |
| GREEN | B03 | Green | 10 |
| RED | B04 | Red | 10 |
| REDEDGE1 | B05 | Vegetation Red Edge 1 | 20 |
| REDEDGE2 | B06 | Vegetation Red Edge 2 | 20 |
| REDEDGE3 | B07 | Vegetation Red Edge 3 | 20 |
| NIR | B08 | Near Infrared (NIR) | 10 |
| REDEDGE4 / NIR2 | B8A | Vegetation Red Edge 4 / Narrow NIR | 20 |
| NIRWV | B09 | Water Vapour | 60 |
| SWIR1 | B11 | Shortwave Infrared 1 | 20 |
| SWIR2 | B12 | Shortwave Infrared 2 | 20 |
Index Aliases
| Alias | General Formula | Sentinel-2 Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (B8A-B04)/(B8A+B04) |
| NDSI | (GREEN-SWIR1)/(GREEN+SWIR1) | (B03-B11)/(B03+B11) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (B03-B08)/(B03+B08) |
| RECI | (NIR/RED)-1 | (B08/B04)-1 |
| NDMI | (NIR-SWIR1)/(NIR+SWIR1) | (B08-B11)/(B08+B11) |
| SAVI | 1.5*(NIR2-RED)/(NIR2+RED+0.5) | 1.5*(B8A-B04)/(B8A+B04+0.5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (B08-(B04-1*(B02-B04)))/(B08+(B04-1*(B02-B04))) |
| EVI | 2.5*((NIR2-RED)/(NIR2+6*RED-7.5*BLUE+1)) | 2.5*((B8A-B04)/(B8A+6*B04-7.5*B02+1)) |
| GCI | NIR/GREEN-1 | B08/B03-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (B08-B02)/(B08-B04) |
| NBR | (NIR2-SWIR2)/(NIR2+SWIR2) | (B8A-B12)/(B8A+B12) |
| MSI | SWIR1/NIR2 | B11/B8A |
| ISTACK | NDSI,NDVI,NDWI | (B03-B11)/(B03+B11),(B8A-B04)/(B8A+B04),(B03-B8A)/(B03+B8A) |
| FIDET | SWIR2/(NIR2*NIRWV) | B12/(B8A*B09) |
| NDRE | (NIR-REDEDGE)/(NIR+REDEDGE) | (B08-B05)/(B08+B05) |
| CCCI | ((NIR-REDEDGE)/(NIR+REDEDGE))/((NIR-RED)/(NIR+RED)) | ((B08-B05)/(B08+B05))/((B08-B04)/(B08+B04)) |
| MSAVI | (2*NIR+1-sqrt((2*NIR+1)^2-8*(NIR-RED)))/2 | (2*B08+1-sqrt((2*B08+1)^2-8*(B08-B04)))/2 |
Bands for MODIS
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| BLUE | B03 | 500 |
| GREEN | B04 | 500 |
| RED | B01 | 500 |
| NIR | B02 | 500 |
| SWIR1 | B06 | 500 |
| SWIR2 | B07 | 500 |
Index Aliases
| Alias | General Formula | MODIS Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (B02-B01)/(B02+B01) |
| NDSI | (GREEN-SWIR1)/(GREEN+SWIR1) | (B04-B06)/(B04+B06) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (B04-B02)/(B04+B02) |
| RECI | (NIR/RED)-1 | (B02/B01)-1 |
| NDMI | (NIR-SWIR1)/(NIR+SWIR1) | (B02-B06)/(B02+B06) |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(B02-B01)/(B02+B01+0.5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (B02-(B01-1*(B03-B01)))/(B02+(B01-1*(B03-B01))) |
| EVI | 2.5*((NIR-RED)/(NIR+6*RED-7.5*BLUE+1)) | 2.5*((B02-B01)/(B02+6*B01-7.5*B03+1)) |
| GCI | NIR/GREEN-1 | B02/B04-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (B02-B03)/(B02-B01) |
| NBR | (NIR-SWIR2)/(NIR+SWIR2) | (B02-B07)/(B02+B07) |
| MSI | SWIR1/NIR | B06/B02 |
| ISTACK | NDSI,NDVI,NDWI | (B04-B06)/(B04+B06),(B02-B01)/(B02+B01),(B04-B02)/(B04+B02) |
Bands for NAIP
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| BLUE | B | 0.6 or 1 |
| GREEN | G | 0.6 or 1 |
| RED | R | 0.6 or 1 |
| NIR | B | 0.6 or 1 |
Index Aliases
| Alias | General Formula | NAIP Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (N-R)/(N+R) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (G-N)/(G+N) |
| RECI | (NIR/RED)-1 | (N/R)-1 |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(N-R)/(N+R+0.5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (N-(R-1*(B-R)))/(N+(R-1*(B-R))) |
| EVI | 2.5*((NIR-RED)/(NIR+6*RED-7.5*BLUE+1)) | 2.5*((N-R)/(N+6*R-7.5*B+1)) |
| GCI | NIR/GREEN-1 | N/G-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (N-B)/(N-R) |
Bands for CBERS4 MUX
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| BLUE | BAND5 | 30 |
| GREEN | BAND6 | 30 |
| RED | BAND7 | 30 |
| NIR | BAND8 | 30 |
Index Aliases
| Alias | General Formula | CBERS4MUX Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (BAND8-BAND7)/(BAND8+BAND7) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (BAND6-BAND8)/(BAND6+BAND8) |
| RECI | (NIR/RED)-1 | (BAND8/BAND7)-1 |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(BAND8-BAND7)/(BAND8+BAND7+0.5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (BAND8-(BAND7-1*(BAND5-BAND7)))/(BAND8+(BAND7-1*(BAND5-BAND7))) |
| EVI | 2.5*((NIR-RED)/(NIR+6*RED-7.5*BLUE+1)) | 2.5*((BAND8-BAND7)/(BAND8+6*BAND7-7.5*BAND5+1)) |
| GCI | NIR/GREEN-1 | BAND8/BAND6-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (BAND8-BAND5)/(BAND8-BAND7) |
Bands for CBERS4 WFI
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| BLUE | BAND13 | 64 |
| GREEN | BAND14 | 64 |
| RED | BAND15 | 64 |
| NIR | BAND16 | 64 |
Index Aliases
| Alias | General Formula | CBERS4AWFI Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (BAND16-BAND15)/(BAND16+BAND15) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (BAND14-BAND16)/(BAND14+BAND16) |
| RECI | (NIR/RED)-1 | (BAND16/BAND15)-1 |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(BAND16-BAND15)/(BAND16+BAND15+0.5) |
| ARVI | (NIR-(RED-1*(BLUE-RED)))/(NIR+(RED-1*(BLUE-RED))) | (BAND16-(BAND15-1*(BAND13-BAND15)))/(BAND16+(BAND15-1*(BAND13-BAND15))) |
| EVI | 2.5*((NIR-RED)/(NIR+6*RED-7.5*BLUE+1)) | 2.5*((BAND16-BAND15)/(BAND16+6*BAND15-7.5*BAND13+1)) |
| GCI | NIR/GREEN-1 | BAND16/BAND14-1 |
| SIPI | (NIR-BLUE)/(NIR-RED) | (BAND16-BAND13)/(BAND16-BAND15) |
Bands for CBERS4 PAN5
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| PAN | BAND1 | 5 |
CBERS4 PAN10M
The CBERS-4 (China-Brazil Earth Resources Satellite-4A) satellite covers most of the Earth’s surface, including:
- South America
- Africa
- Asia
- Australia
- The Pacific Ocean
The satellite also has a number of specific areas of interest (AOIs) that it covers more frequently. These AOIs include:
- The Amazon rainforest
- The Sahel region
- The Tibetan Plateau
- The Mekong Delta
- The South China Sea
Band aliases
| Alias | Band | Resolution, m |
|---|---|---|
| GREEN | BAND2 | 10 |
| RED | BAND3 | 10 |
| NIR | BAND4 | 10 |
Index Aliases
| Alias | General Formula | CBERS4PAN10M Formula |
|---|---|---|
| NDVI | (NIR-RED)/(NIR+RED) | (BAND4-BAND3)/(BAND4+BAND3) |
| NDWI | (GREEN-NIR)/(GREEN+NIR) | (BAND2-BAND4)/(BAND2+BAND4) |
| RECI | (NIR/RED)-1 | (BAND4/BAND3)-1 |
| SAVI | 1.5*(NIR-RED)/(NIR+RED+0.5) | 1.5*(BAND4-BAND3)/(BAND4+BAND3+0.5) |
| GCI | NIR/GREEN-1 | BAND4/BAND2-1 |
Aliases with built-in filters
| Alias | Filter |
|---|---|
| sentinel2l2a | processedL2A:true |
| cbers4mux | sensor:MUX |
| cbers4pan5m | sensor:PAN5M |
| cbers5pan10m | sensor:PAN10M |
| cbers4awfi | sensor:AWFI |
Search filters for datasets
Sentinel 2
| Field | Type | Example |
|---|---|---|
| dataCoveragePercentage | Number | 58.3 |
| cloudCoverage | Number | 15.6 |
| latitudeBand | String | “S” |
| originalTileMeta | String | |
| utmZone | Number | 13 |
| thumbnail | String | |
| archivingTime | String | "2017-05-22" |
| originalSceneID | String | "S2A_OPER_MSI_L1C_DS_MPS__20170521T231935_S20170521T183312_N02.05" |
| sunElevation | Number | 67.82189640100191 |
| awsPath | String | "tiles/12/S/UJ/2017/5/21/0" |
| offsetXmlKey | String | "" |
| productMetaLink | String | "http://..." |
| gridSquare | String | "UJ" |
| zenithAngle | Number | 22.1781035989981 |
| tileOrigin | GeoJSON | |
| satelliteName | String | "Sentinel-2A" |
| timestamp | String | "2017-05-21T18:33:12.463Z" |
| sceneID | String | "S2A_tile_20170521_12SUJ_0" |
| dataGeometry | GeoJSON | |
| date | String | "2017-05-21" |
| productPath | String | "products/2017/5/21/S2A_MSIL1C_20170521T183311_N0205_R127_T12SUJ_20170521T183312" |
| IndexingTime | String | "2017-05-24T01:51:02.692880" |
| productName | String | "S2A_MSIL1C_20170521T183311_N0205_R127_T12SUJ_20170521T183312" |
| tileGeometry | GeoJSON | |
| azimuthAngle | Number | 144.624303340076 |
| processedL2A | Boolean | true |
| awsPathL2A | String | "tiles/12/S/UJ/2017/5/21/0" |
Landsat 9
Landsat 8
| Field | Type | Example |
|---|---|---|
| PROCESSING_SOFTWARE_VERSION | String | LPGS_2.7.0 |
| NADIR_OFFNADIR | String | NADIR |
| sunAzimuth | Number | 135.1119557 |
| onAmazon | Boolean | TRUE |
| cloudCover | Number | 0 |
| tileOrigin | GeoJSON | '' |
| cartURL | String | http://... |
| GROUND_CONTROL_POINTS_VERSION | Number | 4 |
| path | Number | 37 |
| BPF_NAME_TIRS | String | LT8BPF20170511075931_20170511102015.01 |
| storedInCollection | String | 1 |
| GROUND_CONTROL_POINTS_MODEL | Number | 541 |
| row | Number | 33 |
| imageQuality1 | Number | 9 |
| IndexingTime | String | 2017-05-15T01:15:08.258251 |
| TIRS_SSM_MODEL | String | PRELIMINARY |
| GEOMETRIC_RMSE_MODEL | Number | 5.166 |
| browseAvailable | String | Y |
| dayOrNight | String | DAY |
| CPF_NAME | String | LC08CPF_20170401_20170630_01.02 |
| FULL_PARTIAL_SCENE | String | FULL |
| DATA_TYPE_L1 | String | L1TP |
| sceneStartTime | String | 2017-05-12T18:01:33.268145 |
| dateUpdated | String | 2017-05-12 |
| productID | String | LC08_L1TP_037033_20170512_20170512_01_RT |
| sensor | String | OLI_TIRS |
| thumbnail | String | http://... |
| sunElevation | Number | 63.36343948 |
| dataGeometry | GeoJSON | '' |
| cloudCoverage | Number | 4.65 |
| PROCESSING_SOFTWARE_VERSION | String | LPGS_2.7.0 |
| satelliteName | String | landsat-8 |
| COLLECTION_CATEGORY | String | RT |
| BPF_NAME_OLI | String | LO8BPF20170512174715_20170512182017.01 |
| date | String | 2017-05-12 |
| CLOUD_COVER_LAND | Number | 4.65 |
| GEOMETRIC_RMSE_MODEL_X | Number | 3.825 |
| GEOMETRIC_RMSE_MODEL_Y | Number | 3.473 |
| sceneStopTime | String | 2017-05-12T18:02:05.038143 |
| DATE_L1_GENERATED | String | 2017-05-12 17:50:46 |
| COLLECTION_NUMBER | Number | 1 |
| sceneID | String | LC80370332017132LGN00 |
| RLUT_FILE_NAME | String | LC08RLUT_20150303_20431231_01_12.h5 |
| ROLL_ANGLE | Number | -0.001 |
| receivingStation | String | LGN |
MODIS
| Field | Type | Example |
|---|---|---|
| horizontalTileNumber | Number | 9 |
| dataGeometry | GeoJSON | |
| cloudCoverage | Number | 2 |
| verticalTileNumber | Number | 5 |
| dayOrNight | String | DAY |
| sceneID | String | MCD43A4.A2017135.h09v05.006.2017144034603 |
| satelliteName | String | modis |
| BeginningDateTime | String | 2017-05-07T00:00:00 |
| EndingDateTime | String | 2017-05-22T23:59:59.999999 |
| thumbnail | String | https://... |
CBERS4
| Field | Type | Example |
|---|---|---|
| acquisitionDate | String | 2018-02-22T14:54:12.478233 |
| dataGeometry | GeoJSON | |
| date | String | 2018-02-22 |
| downloadUrl | String | CBERS4/MUX/182/104/CBERS_4_MUX_20180222_182_104_L2 |
| metadataProcessingDate | String | 2018-02-24T17:50:43 |
| path | Number | 182 |
| processingLevel | Number | 2 |
| row | Number | 104 |
| satelliteName | String | CBERS-4 |
| sceneID | String | CBERS_4_MUX_20180222_182_104_L2 |
| sensor | String | MUX |
| sunAzimuth | Number | 105.278 |
| sunElevation | Number | 61.6459 |
NAIP
| Field | Type | Example |
|---|---|---|
| awsPath | String | /nm/2016/1m/rgb/35103 |
| dataGeometry | GeoJSON | |
| date | String | 2016-05-24 |
| direction | String | ne |
| satelliteName | String | NAIP |
| sceneID | String | m_3510320_ne_13_1_20160524 |
| utmZone | Number | 13 |
| quadrangle | Number | 3510320 |
Landsat 4
| Field | Type | Example |
|---|---|---|
| browseAvailable | String | Y |
| cartURL | String | http://... |
| cloudCover | Number | 0 |
| cloudCoverage | Number | 7 |
| CPF_NAME | String | LM4CPF19830401_19931231.04 |
| DATA_TYPE_L0RP | String | MSSA_L0RP |
| DATA_TYPE_L1 | String | L1G |
| date | String | 1992-08-23 |
| dataGeometry | GeoJSON | |
| DATE_L1_GENERATED | String | 2014-08-03 09:39:23 |
| dateUpdated | String | 2014-08-03 |
| DATUM | String | WGS84 |
| dayOrNight | String | DAY |
| ELLIPSOID | String | WGS84 |
| EPHEMERIS_TYPE | String | PREDICTIVE |
| GRID_CELL_SIZE_REFLECTIVE | Number | 60 |
| IMAGE_QUALITY | Number | 9 |
| IndexingTime | String | 2017-05-17T08:31:32.087446 |
| L1_AVAILABLE | String | Y |
| MAP_PROJECTION_L0RA | String | SOM |
| MAP_PROJECTION_L1 | String | UTM |
| OUTPUT_FORMAT | String | GEOTIFF |
| ORIENTATION | String | NORTH_UP |
| onGoogle | Boolean | true |
| path | Number | 33 |
| PRESENT_BAND_1 | String | Y |
| PRESENT_BAND_2 | String | Y |
| PRESENT_BAND_3 | String | Y |
| PRESENT_BAND_4 | String | Y |
| PRESENT_BAND_5 | String | N |
| PRESENT_BAND_6 | String | N |
| PRESENT_BAND_7 | String | N |
| PRESENT_BAND_8 | String | N |
| PROCESSING_SOFTWARE_VERSION | String | LPGS_12.4.1 |
| REFLECTIVE_LINES | Number | 3499 |
| REFLECTIVE_SAMPLES | Number | 3926 |
| RESAMPLING_OPTION | String | CUBIC_CONVOLUTION |
| row | Number | 36 |
| satelliteName | String | landsat-4 |
| satelliteNumber | String | LANDSAT_4 |
| sceneID | String | LM40330361992236XXX01 |
| sceneStartTime | String | 1992-08-23T16:47:04.719800 |
| sensor | String | LANDSAT_MSS |
| storedInCollection | String | PRE |
| sunAzimuth | Number | 118 |
| sunElevation | Number | 50 |
| tileOrigin | GeoJSON | |
| thumbnail | String | http://... |
| UTM_ZONE | Number | 13 |
Landsat 5
| Field | Type | Example |
|---|---|---|
| browseAvailable | String | Y |
| cartURL | String | http://... |
| cloudCover | Number | 0 |
| cloudCoverage | Number | 7 |
| CPF_NAME | String | LM4CPF19830401_19931231.04 |
| DATA_TYPE_L0RP | String | MSSA_L0RP |
| DATA_TYPE_L1 | String | L1G |
| date | String | 1992-08-23 |
| dataGeometry | GeoJSON | |
| DATE_L1_GENERATED | String | 2014-08-03 09:39:23 |
| dateUpdated | String | 2014-08-03 |
| DATUM | String | WGS84 |
| dayOrNight | String | DAY |
| ELLIPSOID | String | WGS84 |
| ELEVATION_SOURCE | String | GLS2000 |
| EPHEMERIS_TYPE | String | PREDICTIVE |
| GEOMETRIC_RMSE_MODEL | Number | |
| GEOMETRIC_RMSE_MODEL_X | Number | 19.658 |
| GEOMETRIC_RMSE_MODEL_Y | Number | |
| GEOMETRIC_RMSE_VERIFY | Number | 0.55 |
| GRID_CELL_SIZE_REFLECTIVE | Number | 60 |
| GROUND_CONTROL_PONumberS_MODEL | Number | 428 |
| GROUND_CONTROL_PONumberS_VERIFY | Number | 2302 |
| IMAGE_QUALITY | Number | 9 |
| IndexingTime | String | 2017-05-17T08:31:32.087446 |
| L1_AVAILABLE | String | Y |
| MAP_PROJECTION_L0RA | String | SOM |
| MAP_PROJECTION_L1 | String | UTM |
| OUTPUT_FORMAT | String | GEOTIFF |
| ORIENTATION | String | NORTH_UP |
| onGoogle | Boolean | true |
| path | Number | 33 |
| PRESENT_BAND_1 | String | Y |
| PRESENT_BAND_2 | String | Y |
| PRESENT_BAND_3 | String | Y |
| PRESENT_BAND_4 | String | Y |
| PRESENT_BAND_5 | String | N |
| PRESENT_BAND_6 | String | N |
| PRESENT_BAND_7 | String | N |
| PRESENT_BAND_8 | String | N |
| PROCESSING_SOFTWARE_VERSION | String | LPGS_12.4.1 |
| REFLECTIVE_LINES | Number | 3499 |
| REFLECTIVE_SAMPLES | Number | 3926 |
| RESAMPLING_OPTION | String | CUBIC_CONVOLUTION |
| row | Number | 36 |
| satelliteName | String | landsat-4 |
| satelliteNumber | String | LANDSAT_4 |
| sceneID | String | LM40330361992236XXX01 |
| sceneStartTime | String | 1992-08-23T16:47:04.719800 |
| sensor | String | LANDSAT_MSS |
| storedInCollection | String | PRE |
| sunAzimuth | Number | 118 |
| sunElevation | Number | 50 |
| tileOrigin | GeoJSON | '' |
| thumbnail | String | http://... |
| UTM_ZONE | Number | 13 |
Sentinel 1
Sentinel-1 is a Synthetic Aperture Radar (SAR) satellite that operates in the C-band. It does not have spectral bands like Sentinel-2; instead, it transmits and receives signals with different polarizations. The two primary ones are:
| Alias | Description | Resolution, m |
|---|---|---|
| VV | Vertical-Vertical: Measures the backscatter from vertically oriented targets. It is sensitive to surface roughness. | 10 |
| VH | Vertical-Horizontal: Measures the backscatter from horizontally oriented targets. It is sensitive to moisture and vegetation volume. | 10 |
Common RGB Combinations for Sentinel 1
These combinations are used to create Red-Green-Blue (RGB) color images from the radar data, making them easier to interpret visually.
| Combination | Primary Use Cases & Interpretation |
|---|---|
| VV, VH, VV/VH | Excellent for general land classification.
|
| VV, VH, VV | Facilitates the visualization of open soils and vegetation.
|
Standard vegetation indices like NDVI or EVI are not applicable to Sentinel-1, as they require optical bands (e.g., Red, NIR) which this SAR satellite does not have.
| Field | Type | Example |
|---|---|---|
| sceneID | String | "S1A_EW_GRDM_1SDH_20180101T235815_20180101T235900_019968_022024_478C" |
| awsPath | String | "GRD/2018/1/1/EW/DH/S1A_EW_GRDM_1SDH_20180101T235815_20180101T235900_019968_022024_478C" |
| productMetaLink | String | "http://..." |
| date | String | "2018-01-01T23:58:15" |
| absoluteOrbitNumber | Number | 19968 |
| relativeOrbit | Number | 121 |
| passDirection | String | "DESCENDING" |
| missionId | String | "S1A" |
| productType | String | "GRD" |
| mode | String | "EW" |
| polarization | String | "DH" |
| dataGeometry | GeoJSON | |
| missionDataTakeId | Number | 139300 |
Errors
error codes:
| Error Code | Meaning |
|---|---|
| 400 | Bad Request -- Your request is invalid. |
| 401 | Unauthorized -- Your API key is wrong. |
| 403 | Forbidden -- The kitten requested is hidden for administrators only. |
| 404 | Not Found -- The specified kitten could not be found. |
| 405 | Method Not Allowed -- You tried to access a kitten with an invalid method. |
| 406 | Not Acceptable -- You requested a format that isn't json. |
| 410 | Gone -- The kitten requested has been removed from our servers. |
| 418 | I'm a teapot. |
| 429 | Too Many Requests -- You're requesting too many kittens! Slow down! |
| 500 | Internal Server Error -- We had a problem with our server. Try again later. |
| 503 | Service Unavailable -- We're temporarily offline for maintenance. Please try again later. |