In [1]:
Copied!
from springtime.datasets.satellite.modis.appeears import AppeearsPoints, products, layers
from springtime.datasets.satellite.modis.appeears import AppeearsPoints, products, layers
Explore AppEEARS data¶
In [2]:
Copied!
products()
products()
Out[2]:
[ProductInfo(Product='GPW_DataQualityInd', Platform='GPW', Description='Quality of Input Data for Population Count and Density Grids', Resolution='1000m', Version='411', ProductAndVersion='GPW_DataQualityInd.411', DOI='10.7927/H42Z13KG', Available=True, RasterType='Tile', TemporalGranularity='Quinquennial', DocLink='https://doi.org/10.7927/H42Z13KG', Source='SEDAC', TemporalExtentStart='2000-01-01', TemporalExtentEnd='2020-12-31', Deleted=False), ProductInfo(Product='GPW_UN_Adj_PopCount', Platform='GPW', Description='UN-adjusted Population Count', Resolution='1000m', Version='411', ProductAndVersion='GPW_UN_Adj_PopCount.411', DOI='10.7927/H4PN93PB', Available=True, RasterType='Tile', TemporalGranularity='Quinquennial', DocLink='https://doi.org/10.7927/H4PN93PB', Source='SEDAC', TemporalExtentStart='2000-01-01', TemporalExtentEnd='2020-12-31', Deleted=False), ProductInfo(Product='GPW_UN_Adj_PopDensity', Platform='GPW', Description='UN-adjusted Population Density', Resolution='1000m', Version='411', ProductAndVersion='GPW_UN_Adj_PopDensity.411', DOI='10.7927/H4F47M65', Available=True, RasterType='Tile', TemporalGranularity='Quinquennial', DocLink='https://doi.org/10.7927/H4F47M65', Source='SEDAC', TemporalExtentStart='2000-01-01', TemporalExtentEnd='2020-12-31', Deleted=False), ProductInfo(Product='GPW_Basic_Demog_Char', Platform='GPW', Description='Basic Demographic Characteristics - Population Count (cntm)', Resolution='1000m', Version='411', ProductAndVersion='GPW_Basic_Demog_Char.411', DOI='10.7927/H46M34XX', Available=True, RasterType='Tile', TemporalGranularity='Static', DocLink='https://doi.org/10.7927/H46M34XX', Source='SEDAC', TemporalExtentStart='2010-01-01', TemporalExtentEnd='2010-01-01', Deleted=False), ProductInfo(Product='MCD12Q1', Platform='Combined MODIS', Description='Land Cover Type', Resolution='500m', Version='006', ProductAndVersion='MCD12Q1.006', DOI='10.5067/MODIS/MCD12Q1.006', Available=True, RasterType='Tile', TemporalGranularity='Yearly', DocLink='https://doi.org/10.5067/MODIS/MCD12Q1.006', Source='LP DAAC', TemporalExtentStart='2001-01-01', TemporalExtentEnd='2020-12-31', Deleted=False), ProductInfo(Product='MCD12Q2', Platform='Combined MODIS', Description='Land Cover Dynamics', Resolution='500m', Version='006', ProductAndVersion='MCD12Q2.006', DOI='10.5067/MODIS/MCD12Q2.006', Available=True, RasterType='Tile', TemporalGranularity='Yearly', DocLink='https://doi.org/10.5067/MODIS/MCD12Q2.006', Source='LP DAAC', TemporalExtentStart='2001-01-01', TemporalExtentEnd='2019-12-31', Deleted=False), ProductInfo(Product='MCD12Q1', Platform='Combined MODIS', Description='Land Cover Type', Resolution='500m', Version='061', ProductAndVersion='MCD12Q1.061', DOI='10.5067/MODIS/MCD12Q1.061', Available=True, RasterType='Tile', TemporalGranularity='Yearly', DocLink='https://doi.org/10.5067/MODIS/MCD12Q1.061', Source='LP DAAC', TemporalExtentStart='2001-01-01', TemporalExtentEnd='2020-12-31', Deleted=False), ProductInfo(Product='MCD12Q2', Platform='Combined MODIS', Description='Land Cover Dynamics', Resolution='500m', Version='061', ProductAndVersion='MCD12Q2.061', DOI='10.5067/MODIS/MCD12Q2.061', Available=True, RasterType='Tile', TemporalGranularity='Yearly', DocLink='https://doi.org/10.5067/MODIS/MCD12Q2.061', Source='LP DAAC', TemporalExtentStart='2001-01-01', TemporalExtentEnd='2019-12-31', Deleted=False), ProductInfo(Product='MCD15A2H', Platform='Combined MODIS', Description='Leaf Area Index (LAI) and Fraction of Photosynthetically Active Radiation (FPAR)', Resolution='500m', Version='006', ProductAndVersion='MCD15A2H.006', DOI='10.5067/MODIS/MCD15A2H.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MCD15A2H.006', Source='LP DAAC', TemporalExtentStart='2002-07-04', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD15A2H', Platform='Combined MODIS', Description='Leaf Area Index (LAI) and Fraction of Photosynthetically Active Radiation (FPAR)', Resolution='500m', Version='061', ProductAndVersion='MCD15A2H.061', DOI='10.5067/MODIS/MCD15A2H.061', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MCD15A2H.061', Source='LP DAAC', TemporalExtentStart='2002-07-04', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD15A3H', Platform='Combined MODIS', Description='Leaf Area Index (LAI) and Fraction of Photosynthetically Active Radiation (FPAR)', Resolution='500m', Version='006', ProductAndVersion='MCD15A3H.006', DOI='10.5067/MODIS/MCD15A3H.006', Available=True, RasterType='Tile', TemporalGranularity='4 day', DocLink='https://doi.org/10.5067/MODIS/MCD15A3H.006', Source='LP DAAC', TemporalExtentStart='2002-07-04', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD15A3H', Platform='Combined MODIS', Description='Leaf Area Index (LAI) and Fraction of Photosynthetically Active Radiation (FPAR)', Resolution='500m', Version='061', ProductAndVersion='MCD15A3H.061', DOI='10.5067/MODIS/MCD15A3H.061', Available=True, RasterType='Tile', TemporalGranularity='4 day', DocLink='https://doi.org/10.5067/MODIS/MCD15A3H.061', Source='LP DAAC', TemporalExtentStart='2002-07-04', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD43A1', Platform='Combined MODIS', Description='Bidirectional Reflectance Distribution Function (BRDF) and Albedo', Resolution='500m', Version='006', ProductAndVersion='MCD43A1.006', DOI='10.5067/MODIS/MCD43A1.006', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MCD43A1.006', Source='LP DAAC', TemporalExtentStart='2000-02-16', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD43A1', Platform='Combined MODIS', Description='Bidirectional Reflectance Distribution Function (BRDF) and Albedo', Resolution='500m', Version='061', ProductAndVersion='MCD43A1.061', DOI='10.5067/MODIS/MCD43A1.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MCD43A1.061', Source='LP DAAC', TemporalExtentStart='2000-02-16', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD43A2', Platform='Combined MODIS', Description='Bidirectional Reflectance Distribution Function (BRDF) and Albedo', Resolution='500m', Version='061', ProductAndVersion='MCD43A2.061', DOI='10.5067/MODIS/MCD43A2.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MCD43A2.061', Source='LP DAAC', TemporalExtentStart='2000-02-16', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD43A3', Platform='Combined MODIS', Description='Bidirectional Reflectance Distribution Function (BRDF) and Albedo', Resolution='500m', Version='006', ProductAndVersion='MCD43A3.006', DOI='10.5067/MODIS/MCD43A3.006', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MCD43A3.006', Source='LP DAAC', TemporalExtentStart='2000-02-16', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD43A3', Platform='Combined MODIS', Description='Bidirectional Reflectance Distribution Function (BRDF) and Albedo', Resolution='500m', Version='061', ProductAndVersion='MCD43A3.061', DOI='10.5067/MODIS/MCD43A3.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MCD43A3.061', Source='LP DAAC', TemporalExtentStart='2000-02-16', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD43A4', Platform='Combined MODIS', Description='Bidirectional Reflectance Distribution Function (BRDF) and Albedo', Resolution='500m', Version='006', ProductAndVersion='MCD43A4.006', DOI='10.5067/MODIS/MCD43A4.006', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MCD43A4.006', Source='LP DAAC', TemporalExtentStart='2000-02-16', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD43A4', Platform='Combined MODIS', Description='Bidirectional Reflectance Distribution Function (BRDF) and Albedo', Resolution='500m', Version='061', ProductAndVersion='MCD43A4.061', DOI='10.5067/MODIS/MCD43A4.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MCD43A4.061', Source='LP DAAC', TemporalExtentStart='2000-02-16', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD64A1', Platform='Combined MODIS', Description='Burned Area (fire)', Resolution='500m', Version='006', ProductAndVersion='MCD64A1.006', DOI='10.5067/MODIS/MCD64A1.006', Available=True, RasterType='Tile', TemporalGranularity='Monthly', DocLink='https://doi.org/10.5067/MODIS/MCD64A1.006', Source='LP DAAC', TemporalExtentStart='2000-11-01', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MCD64A1', Platform='Combined MODIS', Description='Burned Area (fire)', Resolution='500m', Version='061', ProductAndVersion='MCD64A1.061', DOI='10.5067/MODIS/MCD64A1.061', Available=True, RasterType='Tile', TemporalGranularity='Monthly', DocLink='https://doi.org/10.5067/MODIS/MCD64A1.061', Source='LP DAAC', TemporalExtentStart='2000-11-01', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09A1', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-7', Resolution='500m', Version='006', ProductAndVersion='MOD09A1.006', DOI='10.5067/MODIS/MOD09A1.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD09A1.006', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09A1', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-7', Resolution='500m', Version='061', ProductAndVersion='MOD09A1.061', DOI='10.5067/MODIS/MOD09A1.061', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD09A1.061', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09GA', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-7', Resolution='500/1000m', Version='006', ProductAndVersion='MOD09GA.006', DOI='10.5067/MODIS/MOD09GA.006', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD09GA.006', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09GA', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-7', Resolution='500/1000m', Version='061', ProductAndVersion='MOD09GA.061', DOI='10.5067/MODIS/MOD09GA.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD09GA.061', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09GQ', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-2', Resolution='250m', Version='006', ProductAndVersion='MOD09GQ.006', DOI='10.5067/MODIS/MOD09GQ.006', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD09GQ.006', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09GQ', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-2', Resolution='250m', Version='061', ProductAndVersion='MOD09GQ.061', DOI='10.5067/MODIS/MOD09GQ.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD09GQ.061', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09Q1', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-2', Resolution='250m', Version='006', ProductAndVersion='MOD09Q1.006', DOI='10.5067/MODIS/MOD09Q1.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD09Q1.006', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD09Q1', Platform='Terra MODIS', Description='Surface Reflectance Bands 1-2', Resolution='250m', Version='061', ProductAndVersion='MOD09Q1.061', DOI='10.5067/MODIS/MOD09Q1.061', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD09Q1.061', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD10A1', Platform='Terra MODIS', Description='Snow Cover (NDSI)', Resolution='500m', Version='006', ProductAndVersion='MOD10A1.006', DOI='10.5067/MODIS/MOD10A1.006', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD10A1.006', Source='NSIDC DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD10A1', Platform='Terra MODIS', Description='Snow Cover (NDSI)', Resolution='500m', Version='061', ProductAndVersion='MOD10A1.061', DOI='10.5067/MODIS/MOD10A1.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD10A1.061', Source='NSIDC DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD10A2', Platform='Terra MODIS', Description='Snow Cover', Resolution='500m', Version='006', ProductAndVersion='MOD10A2.006', DOI='10.5067/MODIS/MOD10A2.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD10A2.006', Source='NSIDC DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD10A2', Platform='Terra MODIS', Description='Snow Cover', Resolution='500m', Version='061', ProductAndVersion='MOD10A2.061', DOI='10.5067/MODIS/MOD10A2.061', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD10A2.061', Source='NSIDC DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD11A1', Platform='Terra MODIS', Description='Land Surface Temperature & Emissivity (LST&E)', Resolution='1000m', Version='006', ProductAndVersion='MOD11A1.006', DOI='10.5067/MODIS/MOD11A1.006', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD11A1.006', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD11A1', Platform='Terra MODIS', Description='Land Surface Temperature & Emissivity (LST&E)', Resolution='1000m', Version='061', ProductAndVersion='MOD11A1.061', DOI='10.5067/MODIS/MOD11A1.061', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/MODIS/MOD11A1.061', Source='LP DAAC', TemporalExtentStart='2000-02-24', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD11A2', Platform='Terra MODIS', Description='Land Surface Temperature & Emissivity (LST&E)', Resolution='1000m', Version='006', ProductAndVersion='MOD11A2.006', DOI='10.5067/MODIS/MOD11A2.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD11A2.006', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD11A2', Platform='Terra MODIS', Description='Land Surface Temperature & Emissivity (LST&E)', Resolution='1000m', Version='061', ProductAndVersion='MOD11A2.061', DOI='10.5067/MODIS/MOD11A2.061', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD11A2.061', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13A1', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='500m', Version='006', ProductAndVersion='MOD13A1.006', DOI='10.5067/MODIS/MOD13A1.006', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://doi.org/10.5067/MODIS/MOD13A1.006', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13A1', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='500m', Version='061', ProductAndVersion='MOD13A1.061', DOI='10.5067/MODIS/MOD13A1.061', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://doi.org/10.5067/MODIS/MOD13A1.061', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13A2', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='1000m', Version='006', ProductAndVersion='MOD13A2.006', DOI='10.5067/MODIS/MOD13A2.006', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://doi.org/10.5067/MODIS/MOD13A2.006', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13A2', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='1000m', Version='061', ProductAndVersion='MOD13A2.061', DOI='10.5067/MODIS/MOD13A2.061', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://doi.org/10.5067/MODIS/MOD13A2.061', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13A3', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='1000m', Version='006', ProductAndVersion='MOD13A3.006', DOI='10.5067/MODIS/MOD13A3.006', Available=True, RasterType='Tile', TemporalGranularity='Monthly', DocLink='https://doi.org/10.5067/MODIS/MOD13A3.006', Source='LP DAAC', TemporalExtentStart='2000-02-01', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13A3', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='1000m', Version='061', ProductAndVersion='MOD13A3.061', DOI='10.5067/MODIS/MOD13A3.061', Available=True, RasterType='Tile', TemporalGranularity='Monthly', DocLink='https://doi.org/10.5067/MODIS/MOD13A3.061', Source='LP DAAC', TemporalExtentStart='2000-02-01', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13Q1', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='250m', Version='006', ProductAndVersion='MOD13Q1.006', DOI='10.5067/MODIS/MOD13Q1.006', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://doi.org/10.5067/MODIS/MOD13Q1.006', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD13Q1', Platform='Terra MODIS', Description='Vegetation Indices (NDVI & EVI)', Resolution='250m', Version='061', ProductAndVersion='MOD13Q1.061', DOI='10.5067/MODIS/MOD13Q1.061', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://doi.org/10.5067/MODIS/MOD13Q1.061', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD14A2', Platform='Terra MODIS', Description='Thermal Anomalies and Fire', Resolution='1000m', Version='006', ProductAndVersion='MOD14A2.006', DOI='10.5067/MODIS/MOD14A2.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD14A2.006', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD14A2', Platform='Terra MODIS', Description='Thermal Anomalies and Fire', Resolution='1000m', Version='061', ProductAndVersion='MOD14A2.061', DOI='10.5067/MODIS/MOD14A2.061', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD14A2.061', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD15A2H', Platform='Terra MODIS', Description='Leaf Area Index (LAI) and Fraction of Photosynthetically Active Radiation (FPAR)', Resolution='500m', Version='006', ProductAndVersion='MOD15A2H.006', DOI='10.5067/MODIS/MOD15A2H.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD15A2H.006', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD15A2H', Platform='Terra MODIS', Description='Leaf Area Index (LAI) and Fraction of Photosynthetically Active Radiation (FPAR)', Resolution='500m', Version='061', ProductAndVersion='MOD15A2H.061', DOI='10.5067/MODIS/MOD15A2H.061', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD15A2H.061', Source='LP DAAC', TemporalExtentStart='2000-02-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD16A2', Platform='Terra MODIS', Description='Evapotranspiration (ET & LE)', Resolution='500m', Version='006', ProductAndVersion='MOD16A2.006', DOI='10.5067/MODIS/MOD16A2.006', Available=True, RasterType='Tile', TemporalGranularity='8 day', DocLink='https://doi.org/10.5067/MODIS/MOD16A2.006', Source='LP DAAC', TemporalExtentStart='2001-01-01', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='MOD16A2', Platform='Terra MODIS', Description='Evapotranspiration (ET & LE)', Resolution='500m', Version='061', ProductAndVersion='MOD16A2.061', DOI='10.5067/MODIS/MOD16A2.061', Available=True, 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Collection 2 ARD Surface Reflectance - Landsat 7', Resolution='30m', Version='002', ProductAndVersion='L07.002', DOI='10.5066/P960F8OC', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://www.usgs.gov/landsat-missions/landsat-collection-2-us-analysis-ready-data', Source='USGS', TemporalExtentStart='1999-06-29', TemporalExtentEnd='2022-04-06', Deleted=False), ProductInfo(Product='L08', Platform='Landsat ARD', Description='Landsat Collection 2 ARD Surface Reflectance - Landsat 8', Resolution='30m', Version='002', ProductAndVersion='L08.002', DOI='10.5066/P960F8OC', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://www.usgs.gov/landsat-missions/landsat-collection-2-us-analysis-ready-data', Source='USGS', TemporalExtentStart='2013-03-18', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='L09', Platform='Landsat ARD', Description='Landsat Collection 2 ARD Surface Reflectance - Landsat 9', Resolution='30m', Version='002', ProductAndVersion='L09.002', DOI='10.5066/P960F8OC', Available=True, RasterType='Tile', TemporalGranularity='16 day', DocLink='https://www.usgs.gov/landsat-missions/landsat-collection-2-us-analysis-ready-data', Source='USGS', TemporalExtentStart='2021-10-31', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='DAYMET', Platform='DAYMET', Description='Daily Surface Weather Data for North America', Resolution='1000m', Version='004', ProductAndVersion='DAYMET.004', DOI='10.3334/ORNLDAAC/1840', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.3334/ORNLDAAC/1840', Source='ORNL', TemporalExtentStart='1950-01-01', TemporalExtentEnd='2022-12-31', Deleted=False), ProductInfo(Product='ECO2LSTE', Platform='ECOSTRESS', Description='Land Surface Temperature & Emissivity (LST&E)', Resolution='70m', Version='001', ProductAndVersion='ECO2LSTE.001', DOI='10.5067/ECOSTRESS/ECO2LSTE.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO2LSTE.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO2CLD', Platform='ECOSTRESS', Description='Cloud Mask', Resolution='70m', Version='001', ProductAndVersion='ECO2CLD.001', DOI='10.5067/ECOSTRESS/ECO2CLD.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO2CLD.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO3ETPTJPL', Platform='ECOSTRESS', Description='Evapotranspiration PT-JPL', Resolution='70m', Version='001', ProductAndVersion='ECO3ETPTJPL.001', DOI='10.5067/ECOSTRESS/ECO3ETPTJPL.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO3ETPTJPL.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO3ANCQA', Platform='ECOSTRESS', Description='L3/L4 Ancillary Data Quality Assurance (QA) Flags', Resolution='70m', Version='001', ProductAndVersion='ECO3ANCQA.001', DOI='10.5067/ECOSTRESS/ECO3ANCQA.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO3ANCQA.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO4ESIPTJPL', Platform='ECOSTRESS', Description='Evaporative Stress Index PT-JPL', Resolution='70m', Version='001', ProductAndVersion='ECO4ESIPTJPL.001', DOI='10.5067/ECOSTRESS/ECO4ESIPTJPL.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO4ESIPTJPL.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO4WUE', Platform='ECOSTRESS', Description='Water Use Efficiency', Resolution='70m', Version='001', ProductAndVersion='ECO4WUE.001', DOI='10.5067/ECOSTRESS/ECO4WUE.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO4WUE.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO1BGEO', Platform='ECOSTRESS', Description='Geolocation', Resolution='70m', Version='001', ProductAndVersion='ECO1BGEO.001', DOI='10.5067/ECOSTRESS/ECO1BGEO.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO1BGEO.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO1BMAPRAD', Platform='ECOSTRESS', Description='Resampled Radiance', Resolution='70m', Version='001', ProductAndVersion='ECO1BMAPRAD.001', DOI='10.5067/ECOSTRESS/ECO1BMAPRAD.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO1BMAPRAD.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO3ETALEXI', Platform='ECOSTRESS', Description='Evapotranspiration dis-ALEXI', Resolution='70m', Version='001', ProductAndVersion='ECO3ETALEXI.001', DOI='10.5067/ECOSTRESS/ECO3ETALEXI.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO3ETALEXI.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO4ESIALEXI', Platform='ECOSTRESS', Description='Evaporative Stress Index dis-ALEXI', Resolution='70m', Version='001', ProductAndVersion='ECO4ESIALEXI.001', DOI='10.5067/ECOSTRESS/ECO4ESIALEXI.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO4ESIALEXI.001', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO_L1B_GEO', Platform='ECOSTRESS', Description='Geolocation', Resolution='70m', Version='002', ProductAndVersion='ECO_L1B_GEO.002', DOI='10.5067/ECOSTRESS/ECO_L1B_GEO.002', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO_L1B_GEO.002', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO_L2_CLOUD', Platform='ECOSTRESS', Description='Cloud Mask Instantaneous', Resolution='70m', Version='002', ProductAndVersion='ECO_L2_CLOUD.002', DOI='10.5067/ECOSTRESS/ECO_L2_CLOUD.002', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO_L2_CLOUD.002', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO_L2_LSTE', Platform='ECOSTRESS', Description='Swath Land Surface Temperature and Emissivity Instantaneous', Resolution='70m', Version='002', ProductAndVersion='ECO_L2_LSTE.002', DOI='10.5067/ECOSTRESS/ECO2LSTE.001', Available=True, RasterType='Swath', TemporalGranularity='ISS-dependent', DocLink='https://doi.org/10.5067/ECOSTRESS/ECO_L2_LSTE.002', Source='LP DAAC', TemporalExtentStart='2018-07-09', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='ECO_L2T_LSTE', Platform='ECOSTRESS', Description='Tiled Land Surface Temperature and Emissivity', Resolution='70m', Version='002', ProductAndVersion='ECO_L2T_LSTE.002', DOI='10.5067/ECOSTRESS/ECO_L2T_LSTE.002', Available=True, RasterType='Tile', TemporalGranularity='ISS-dependent', DocLink='https://dx.doi.org/10.5067/ECOSTRESS/ECO_L2T_LSTE.002', Source='LP DAAC', TemporalExtentStart='2018-05-07', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='HLSS30', Platform='Harmonized Landsat and Sentinel-2', Description='Land Surface Reflectance', Resolution='30m', Version='020', ProductAndVersion='HLSS30.020', DOI='10.5067/HLS/HLSS30.002', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/HLS/HLSS30.002', Source='LP DAAC', TemporalExtentStart='2015-12-01', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='HLSL30', Platform='Harmonized Landsat and Sentinel-2', Description='Land Surface Reflectance', Resolution='30m', Version='020', ProductAndVersion='HLSL30.020', DOI='10.5067/HLS/HLSL30.002', Available=True, RasterType='Tile', TemporalGranularity='Daily', DocLink='https://doi.org/10.5067/HLS/HLSL30.002', Source='LP DAAC', TemporalExtentStart='2013-04-01', TemporalExtentEnd='Present', Deleted=False), ProductInfo(Product='GEOLST4KHR', Platform='MEaSUREs LSTE', Description='Geostationary Earth Orbit Land Surface Temperature Hourly North and South America 4KM V002', Resolution='4000m', Version='002', ProductAndVersion='GEOLST4KHR.002', DOI='10.5067/MEaSUREs/LSTE/GEOLST4KHR.002', Available=True, RasterType='Swath', TemporalGranularity='Hourly', DocLink='https://doi.org/10.5067/MEaSUREs/LSTE/GEOLST4KHR.002', Source='LP DAAC', TemporalExtentStart='2000-04-01', TemporalExtentEnd='2016-12-31', Deleted=False)]
In [3]:
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layers('MCD12Q2.061')
layers('MCD12Q2.061')
Out[3]:
{'Dormancy': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Date when EVI2 last crossed 15% of the segment EVI2 amplitude', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='Dormancy', OrigDataType='int16', OrigValidMax=32766, OrigValidMin=11138, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Day', ValidMax=32766, ValidMin=11138, XSize=2400, YSize=2400),
'EVI_Amplitude': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Segment maximum - minimum EVI2', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='EVI_Amplitude', OrigDataType='int16', OrigValidMax=10000, OrigValidMin=0, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='0.0001', Units='EVI2', ValidMax=10000, ValidMin=0, XSize=2400, YSize=2400),
'EVI_Area': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Sum of daily interpolated EVI2 from Greenup to Dormancy', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='EVI_Area', OrigDataType='int16', OrigValidMax=3700, OrigValidMin=0, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='0.1', Units='EVI2', ValidMax=3700, ValidMin=0, XSize=2400, YSize=2400),
'EVI_Minimum': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Segment minimum EVI2 value', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='EVI_Minimum', OrigDataType='int16', OrigValidMax=10000, OrigValidMin=0, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='0.0001', Units='EVI2', ValidMax=10000, ValidMin=0, XSize=2400, YSize=2400),
'Greenup': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Date when EVI2 first crossed 15% of the segment EVI2 amplitude', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='Greenup', OrigDataType='int16', OrigValidMax=32766, OrigValidMin=11138, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Day', ValidMax=32766, ValidMin=11138, XSize=2400, YSize=2400),
'Maturity': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Date when EVI2 first crossed 90% of the segment EVI2 amplitude', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='Maturity', OrigDataType='int16', OrigValidMax=32766, OrigValidMin=11138, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Day', ValidMax=32766, ValidMin=11138, XSize=2400, YSize=2400),
'MidGreendown': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Date when EVI2 last crossed 50% of the segment EVI2 amplitude', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='MidGreendown', OrigDataType='int16', OrigValidMax=32766, OrigValidMin=11138, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Day', ValidMax=32766, ValidMin=11138, XSize=2400, YSize=2400),
'MidGreenup': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Date when EVI2 first crossed 50% of the segment EVI2 amplitude', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='MidGreenup', OrigDataType='int16', OrigValidMax=32766, OrigValidMin=11138, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Day', ValidMax=32766, ValidMin=11138, XSize=2400, YSize=2400),
'NumCycles': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Total number of valid vegetation cycles with peak in product year', Dimensions=['time', 'YDim', 'XDim'], FillValue=32767, IsQA=False, Layer='NumCycles', OrigDataType='int16', OrigValidMax=7, OrigValidMin=1, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Number', ValidMax=7, ValidMin=1, XSize=2400, YSize=2400),
'Peak': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Date when EVI2 reached the segment maximum', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='Peak', OrigDataType='int16', OrigValidMax=32766, OrigValidMin=11138, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Day', ValidMax=32766, ValidMin=11138, XSize=2400, YSize=2400),
'QA_Detailed': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Bit-packed, SDS-specific QA codes', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=True, Layer='QA_Detailed', OrigDataType='int16', OrigValidMax=16383, OrigValidMin=0, QualityLayers='', QualityProductAndVersion='', ScaleFactor='1.0', Units='Bit Field', ValidMax=16383, ValidMin=0, XSize=2400, YSize=2400),
'QA_Overall': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='QA code for entire segment', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=True, Layer='QA_Overall', OrigDataType='int16', OrigValidMax=3, OrigValidMin=0, QualityLayers='', QualityProductAndVersion='', ScaleFactor='1.0', Units='Class', ValidMax=3, ValidMin=0, XSize=2400, YSize=2400),
'Senescence': LayerInfo(AddOffset='', Available=True, DataType='int16', Description='Date when EVI2 last crossed 90% of the segment EVI2 amplitude', Dimensions=['time', 'YDim', 'XDim', 'Num_Modes'], FillValue=32767, IsQA=False, Layer='Senescence', OrigDataType='int16', OrigValidMax=32766, OrigValidMin=11138, QualityLayers="['QA_Detailed_0','QA_Detailed_1','QA_Overall_0','QA_Overall_1']", QualityProductAndVersion='MCD12Q2.061', ScaleFactor='1.0', Units='Day', ValidMax=32766, ValidMin=11138, XSize=2400, YSize=2400)}
Data at 2 points¶
In [4]:
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dataset = AppeearsPoints(
years=[2009, 2011],
product='MCD12Q2',
version='061',
layers=["Greenup", "Dormancy"],
points=[(10.691330, 48.085350), (8.892998, 47.097801)]
)
dataset = AppeearsPoints(
years=[2009, 2011],
product='MCD12Q2',
version='061',
layers=["Greenup", "Dormancy"],
points=[(10.691330, 48.085350), (8.892998, 47.097801)]
)
In [5]:
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dataset.download()
dataset.download()
File /home/verhoes/.cache/springtime/appeears/MCD12Q2-2009-2011-Dormancy-Greenup-50f0093a3994764340e8bb6f70797f854dd3a4eb-MCD12Q2-061-results.csv already downloaded
In [6]:
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modis_df = dataset.load()
modis_df
modis_df = dataset.load()
modis_df
Out[6]:
| datetime | Dormancy_0 | Dormancy_1 | Greenup_0 | Greenup_1 | geometry | |
|---|---|---|---|---|---|---|
| 0 | 2009-01-01 | 14572.0 | 32767.0 | 14353.0 | 32767.0 | POINT (8.89300 47.09780) |
| 1 | 2010-01-01 | 14899.0 | 32767.0 | 14724.0 | 32767.0 | POINT (8.89300 47.09780) |
| 2 | 2011-01-01 | 15286.0 | 32767.0 | 15075.0 | 32767.0 | POINT (8.89300 47.09780) |
| 3 | 2009-01-01 | 14571.0 | 32767.0 | 14326.0 | 32767.0 | POINT (10.69133 48.08535) |
| 4 | 2010-01-01 | 14933.0 | 32767.0 | 14665.0 | 32767.0 | POINT (10.69133 48.08535) |
| 5 | 2011-01-01 | 15297.0 | 32767.0 | 15046.0 | 32767.0 | POINT (10.69133 48.08535) |
In [ ]:
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