Leaflet

Documentation for Leaflet.

Leaflet.LeafletModule

Leaflet

CI codecov.io

LeafletJS maps for Julia.

This package integrates with WebIO.jl to render leaflet maps for outputs like Blink.jl, Mux.jl, and for Jupyter notebooks.

All GeoInterface.jl compatible geometries can be displayed as layers.

A basic example, where we use GADM to download a country boundary shapefile, and plot them over the CARTO :dark_nolabels base layers.

using Leaflet, Blink, GADM
layers = Leaflet.Layer.([GADM.get("CHN").geom, GADM.get("JPN").geom]; color=:orange); 
provider = Leaflet.CARTO(:dark_nolabels)
m = Leaflet.Map(; layers, provider, zoom=3, height=1000, center=[30.0, 120.0]);
w = Blink.Window()
body!(w, m)
source
Leaflet.LayerType
Layer(data; kw...)

Wrapper for a point/polygon layer to be passed to leaflet, holding any GeoInterface.jl compatale geometry data, and settings for displaying it in the Leaflet map.

A Layer or Vector of Layer is used for the layers keyword of Map.

Arguments

  • data: An object conforming to the GeoInterface.jl interface or a Vector of these objects.

Keyword arguments

  • color = "blue": shape color. Can use web color names or RGB strings.
  • color_map = "nothing": color map.
  • opacity = 0.5: alpha transparency.
  • fill_opacity = 0.5: alpha transparency of fill. By default the same as opacity.
  • marker_size = 3.0: size of markers.
  • border_width = 2.0: width of shape borders.
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Leaflet.MapType
Map(; kw...)

A Leaflet map object that will render as HTML/Javascript in any WebIO.jl page, or by calling WebIO.render(yourmap).

Keyword arguments

  • provider = Providers.OSM(): base layer Provider.
  • layers: Layer or Vector{Layer}.
  • center::Vector{Float64} = Float64[0.0, 0.0]: center coordinate.
  • width::Int = 900: map width in pixels.
  • height::Int = 500: map height in pixels.
  • zoom::Int = 11: default zoom level.
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Leaflet.ProviderType
Provider

Provider(url; maxzoom=18, attribution="")
Provider(url, options)

Defines the parameters of a base layer tile provider, such as OSM, Esri etc.

Provider can also be defined manually for custome tile providers.

Arguments

  • url: URL tile path, e.g. "http://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png"
  • options: Dictionary of key/value pairs where the key is a Symbol.

Example

Manually define an Open Street Map provider.

using Blink, Leaflet

julia url = "http://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png" provider = Leaflet.Provider(url)

w = Blink.Window() body!(w, Leaflet.Map(; provider, zoom=3, height=1000))

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Leaflet.GoogleFunction
Google()

Provider for base layers from Google maps.

Options for variant are:

  • :roadmap
  • :satelite
  • :terrain
  • :hybrid
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Leaflet.JawgFunction
Jawg(variant::Symbol; access_token)

Provider for Jawg base layers. Must pass an access_token to use the API.

Options for variant are:

  • :streets
  • :terrain
  • :sunny
  • :dark
  • :light
  • :matrix
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Leaflet.NASAGIBSFunction
NASAGIBS(variant::Symbol; date="2020-01-01")

Provider for A huge range of layers from NASA GIBS.

Some common layers like :BlueMarble_**** variants and :VIIRS_CityLights_2012, and masks/coasatlines do not require date. Most others layers do, with a default of 2020-01-01 used. date can be a "yyyy-mm-dd" formatted String or any Dates.TimeType like Date or DateTime. It must correspond to an available date for the dataset - if not empty tiles will be returned.

Note that the default 2020 date may not correspond to an available date for a specific layer. See the NASA GIBS documentation for the available dates.

Example

provider = Leaflet.NASAGIBS(:VIIRS_CityLights_2012)
# provider = Leaflet.NASAGIBS(:AMSRE_Brightness_Temp_89H_Day; date=Date(2010, 05, 07))
m = Leaflet.Map(; provider, zoom=3, height=1000);
# Open as a Blink.jl app
w = Blink.Window()
body!(w, m)

Options for variant are:

  • :Agricultural_Lands_Croplands_2000
  • :Agricultural_Lands_Pastures_2000
  • :AIRS_All_Sky_Outgoing_Longwave_Radiation_Daily_Day
  • :AIRS_All_Sky_Outgoing_Longwave_Radiation_Daily_Night
  • :AIRS_All_Sky_Outgoing_Longwave_Radiation_Monthly_Day
  • :AIRS_All_Sky_Outgoing_Longwave_Radiation_Monthly_Night
  • :AIRS_Carbon_Dioxide_AIRS_AMSU_Monthly
  • :AIRS_Carbon_Dioxide_IR_Monthly
  • :AIRS_Carbon_Monoxide_Volume_Mixing_Ratio_Daily_Day
  • :AIRS_Carbon_Monoxide_Volume_Mixing_Ratio_Daily_Night
  • :AIRS_Carbon_Monoxide_Volume_Mixing_Ratio_Monthly_Day
  • :AIRS_Carbon_Monoxide_Volume_Mixing_Ratio_Monthly_Night
  • :AIRS_Clear_Sky_Outgoing_Longwave_Radiation_Daily_Day
  • :AIRS_Clear_Sky_Outgoing_Longwave_Radiation_Daily_Night
  • :AIRS_Clear_Sky_Outgoing_Longwave_Radiation_Monthly_Day
  • :AIRS_Clear_Sky_Outgoing_Longwave_Radiation_Monthly_Night
  • :AIRS_CO_Total_Column_Day
  • :AIRS_CO_Total_Column_Night
  • :AIRS_Dust_Score_Ocean_Day
  • :AIRS_Dust_Score_Ocean_Night
  • :AIRS_Methane_Volume_Mixing_Ratio_Daily_Day
  • :AIRS_Methane_Volume_Mixing_Ratio_Daily_Night
  • :AIRS_Methane_Volume_Mixing_Ratio_Monthly_Day
  • :AIRS_Methane_Volume_Mixing_Ratio_Monthly_Night
  • :AIRS_Prata_SO2_Index_Day
  • :AIRS_Prata_SO2_Index_Night
  • :AIRS_Precipitation_Day
  • :AIRS_Precipitation_Night
  • :AIRS_RelativeHumidity_400hPa_Day
  • :AIRS_RelativeHumidity_400hPa_Night
  • :AIRS_RelativeHumidity_500hPa_Day
  • :AIRS_RelativeHumidity_500hPa_Night
  • :AIRS_RelativeHumidity_600hPa_Day
  • :AIRS_RelativeHumidity_600hPa_Night
  • :AIRS_RelativeHumidity_700hPa_Day
  • :AIRS_RelativeHumidity_700hPa_Night
  • :AIRS_RelativeHumidity_850hPa_Day
  • :AIRS_RelativeHumidity_850hPa_Night
  • :AIRS_Surface_Air_Temperature_Daily_Day
  • :AIRS_Surface_Air_Temperature_Daily_Night
  • :AIRS_Surface_Air_Temperature_Monthly_Day
  • :AIRS_Surface_Air_Temperature_Monthly_Night
  • :AIRS_Surface_Relative_Humidity_Daily_Day
  • :AIRS_Surface_Relative_Humidity_Daily_Night
  • :AIRS_Surface_Relative_Humidity_Monthly_Day
  • :AIRS_Surface_Relative_Humidity_Monthly_Night
  • :AIRS_Surface_Skin_Temperature_Daily_Day
  • :AIRS_Surface_Skin_Temperature_Daily_Night
  • :AIRS_Surface_Skin_Temperature_Monthly_Day
  • :AIRS_Surface_Skin_Temperature_Monthly_Night
  • :AIRS_Temperature_400hPa_Day
  • :AIRS_Temperature_400hPa_Night
  • :AIRS_Temperature_500hPa_Day
  • :AIRS_Temperature_500hPa_Night
  • :AIRS_Temperature_600hPa_Day
  • :AIRS_Temperature_600hPa_Night
  • :AIRS_Temperature_700hPa_Day
  • :AIRS_Temperature_700hPa_Night
  • :AIRS_Temperature_850hPa_Day
  • :AIRS_Temperature_850hPa_Night
  • :Amphibian_Richness_All_Species_2013
  • :Amphibian_Richness_All_Threats_2013
  • :Amphibian_Richness_Critically_Endangered_Species_2013
  • :Amphibian_Richness_Endangered_Species_2013
  • :Amphibian_Richness_Vulnerable_Species_2013
  • :AMSR2_Cloud_Liquid_Water_Day
  • :AMSR2_Cloud_Liquid_Water_Night
  • :AMSR2_Columnar_Water_Vapor_Day
  • :AMSR2_Columnar_Water_Vapor_Night
  • :AMSR2_Snow_Water_Equivalent
  • :AMSR2_Surface_Precipitation_Rate_Day
  • :AMSR2_Surface_Precipitation_Rate_Night
  • :AMSR2_Surface_Rain_Rate_Day
  • :AMSR2_Surface_Rain_Rate_Night
  • :AMSR2_Wind_Speed_Day
  • :AMSR2_Wind_Speed_Night
  • :AMSRE_Brightness_Temp_89H_Day
  • :AMSRE_Brightness_Temp_89H_Night
  • :AMSRE_Brightness_Temp_89V_Day
  • :AMSRE_Brightness_Temp_89V_Night
  • :AMSRE_Sea_Ice_Brightness_Temp_89H
  • :AMSRE_Sea_Ice_Brightness_Temp_89V
  • :AMSRE_Sea_Ice_Concentration_12km
  • :AMSRE_Sea_Ice_Concentration_25km
  • :AMSRE_Snow_Depth_Over_Ice
  • :AMSRE_Surface_Precipitation_Rate_Day
  • :AMSRE_Surface_Precipitation_Rate_Night
  • :AMSRE_Surface_Rain_Rate_Day
  • :AMSRE_Surface_Rain_Rate_Night
  • :AMSRU2_Sea_Ice_Brightness_Temp_89H
  • :AMSRU2_Sea_Ice_Brightness_Temp_89V
  • :AMSRU2_Sea_Ice_Concentration_12km
  • :AMSRU2_Sea_Ice_Concentration_25km
  • :AMSRU2_Soil_Moisture_NPD_Day
  • :AMSRU2_Soil_Moisture_NPD_Night
  • :AMSRU2_Soil_Moisture_SCA_Day
  • :AMSRU2_Soil_Moisture_SCA_Night
  • :AMSUA_NOAA15_Brightness_Temp_Channel_1
  • :AMSUA_NOAA15_Brightness_Temp_Channel_10
  • :AMSUA_NOAA15_Brightness_Temp_Channel_11
  • :AMSUA_NOAA15_Brightness_Temp_Channel_12
  • :AMSUA_NOAA15_Brightness_Temp_Channel_13
  • :AMSUA_NOAA15_Brightness_Temp_Channel_14
  • :AMSUA_NOAA15_Brightness_Temp_Channel_15
  • :AMSUA_NOAA15_Brightness_Temp_Channel_2
  • :AMSUA_NOAA15_Brightness_Temp_Channel_3
  • :AMSUA_NOAA15_Brightness_Temp_Channel_4
  • :AMSUA_NOAA15_Brightness_Temp_Channel_5
  • :AMSUA_NOAA15_Brightness_Temp_Channel_6
  • :AMSUA_NOAA15_Brightness_Temp_Channel_7
  • :AMSUA_NOAA15_Brightness_Temp_Channel_8
  • :AMSUA_NOAA15_Brightness_Temp_Channel_9
  • :AMSUA_NOAA16_Brightness_Temp_Channel_1
  • :AMSUA_NOAA16_Brightness_Temp_Channel_10
  • :AMSUA_NOAA16_Brightness_Temp_Channel_11
  • :AMSUA_NOAA16_Brightness_Temp_Channel_12
  • :AMSUA_NOAA16_Brightness_Temp_Channel_13
  • :AMSUA_NOAA16_Brightness_Temp_Channel_14
  • :AMSUA_NOAA16_Brightness_Temp_Channel_15
  • :AMSUA_NOAA16_Brightness_Temp_Channel_2
  • :AMSUA_NOAA16_Brightness_Temp_Channel_3
  • :AMSUA_NOAA16_Brightness_Temp_Channel_4
  • :AMSUA_NOAA16_Brightness_Temp_Channel_5
  • :AMSUA_NOAA16_Brightness_Temp_Channel_6
  • :AMSUA_NOAA16_Brightness_Temp_Channel_7
  • :AMSUA_NOAA16_Brightness_Temp_Channel_8
  • :AMSUA_NOAA16_Brightness_Temp_Channel_9
  • :AMSUA_NOAA17_Brightness_Temp_Channel_1
  • :AMSUA_NOAA17_Brightness_Temp_Channel_10
  • :AMSUA_NOAA17_Brightness_Temp_Channel_11
  • :AMSUA_NOAA17_Brightness_Temp_Channel_12
  • :AMSUA_NOAA17_Brightness_Temp_Channel_13
  • :AMSUA_NOAA17_Brightness_Temp_Channel_14
  • :AMSUA_NOAA17_Brightness_Temp_Channel_15
  • :AMSUA_NOAA17_Brightness_Temp_Channel_2
  • :AMSUA_NOAA17_Brightness_Temp_Channel_3
  • :AMSUA_NOAA17_Brightness_Temp_Channel_4
  • :AMSUA_NOAA17_Brightness_Temp_Channel_5
  • :AMSUA_NOAA17_Brightness_Temp_Channel_6
  • :AMSUA_NOAA17_Brightness_Temp_Channel_7
  • :AMSUA_NOAA17_Brightness_Temp_Channel_8
  • :AMSUA_NOAA17_Brightness_Temp_Channel_9
  • :Anthropogenic_Biomes_of_the_World_2001_2006
  • :Aquarius_Sea_Surface_Salinity_L3_3Month
  • :Aquarius_Sea_Surface_Salinity_L3_7Day_RunningMean
  • :Aquarius_Sea_Surface_Salinity_L3_7Day_Snapshot
  • :Aquarius_Sea_Surface_Salinity_L3_Daily
  • :Aquarius_Sea_Surface_Salinity_L3_Monthly
  • :Aquarius_Soil_Moisture_Daily
  • :Aquarius_Soil_Moisture_Weekly
  • :Aquarius_Wind_Speed_L3_7Day_Snapshot
  • :Aquarius_Wind_Speed_L3_Daily
  • :ASTER_GDEM_Color_Index
  • :ASTER_GDEM_Color_Shaded_Relief
  • :ASTER_GDEM_Greyscale_Shaded_Relief
  • :ASTER_L1T_Radiance_Terrain_Corrected
  • :AVISO_Absolute_Dynamic_Topography
  • :BlueMarble_NextGeneration
  • :BlueMarble_ShadedRelief
  • :BlueMarble_ShadedRelief_Bathymetry
  • :CALIPSO_Wide_Field_Camera_Radiance_v3_01
  • :CALIPSO_Wide_Field_Camera_Radiance_v3_02
  • :CCMP_REMSS_Meridional_Wind_Speed_Monthly
  • :CCMP_REMSS_Scalar_Wind_Speed_Monthly
  • :CCMP_REMSS_Zonal_Wind_Speed_Monthly
  • :CERES_Combined_Surface_Longwave_Flux_Down_All_Sky_Monthly
  • :CERES_Combined_Surface_Longwave_Flux_Down_Clear_Sky_Monthly
  • :CERES_Combined_Surface_Longwave_Flux_Up_All_Sky_Monthly
  • :CERES_Combined_Surface_Longwave_Flux_Up_Clear_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Diffuse_All_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Diffuse_Clear_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Direct_All_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Direct_Clear_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Down_All_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Down_Clear_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Up_All_Sky_Monthly
  • :CERES_Combined_Surface_Shortwave_Flux_Up_Clear_Sky_Monthly
  • :CERES_Combined_Surface_UV_Index_All_Sky_Monthly
  • :CERES_Combined_Surface_Window_Region_Flux_Down_All_Sky_Monthly
  • :CERES_Combined_Surface_Window_Region_Flux_Down_Clear_Sky_Monthly
  • :CERES_Combined_Surface_Window_Region_Flux_Up_All_Sky_Monthly
  • :CERES_Combined_Surface_Window_Region_Flux_Up_Clear_Sky_Monthly
  • :CERES_Combined_TOA_Longwave_Flux_All_Sky_Monthly
  • :CERES_Combined_TOA_Longwave_Flux_Clear_Sky_Monthly
  • :CERES_Combined_TOA_Shortwave_Flux_All_Sky_Monthly
  • :CERES_Combined_TOA_Shortwave_Flux_Clear_Sky_Monthly
  • :CERES_Combined_TOA_Window_Region_Flux_All_Sky_Monthly
  • :CERES_Combined_TOA_Window_Region_Flux_Clear_Sky_Monthly
  • :CERES_EBAF_Surface_CRE_Net_Longwave_Flux_Monthly
  • :CERES_EBAF_Surface_CRE_Net_Shortwave_Flux_Monthly
  • :CERES_EBAF_Surface_CRE_Net_Total_Flux_Monthly
  • :CERES_EBAF_Surface_Longwave_Flux_Down_All_Sky_Monthly
  • :CERES_EBAF_Surface_Longwave_Flux_Down_Clear_Sky_Monthly
  • :CERES_EBAF_Surface_Longwave_Flux_Up_All_Sky_Monthly
  • :CERES_EBAF_Surface_Longwave_Flux_Up_Clear_Sky_Monthly
  • :CERES_EBAF_Surface_Net_Longwave_Flux_All_Sky_Monthly
  • :CERES_EBAF_Surface_Net_Longwave_Flux_Clear_Sky_Monthly
  • :CERES_EBAF_Surface_Net_Shortwave_Flux_All_Sky_Monthly
  • :CERES_EBAF_Surface_Net_Shortwave_Flux_Clear_Sky_Monthly
  • :CERES_EBAF_Surface_Net_Total_Flux_All_Sky_Monthly
  • :CERES_EBAF_Surface_Net_Total_Flux_Clear_Sky_Monthly
  • :CERES_EBAF_Surface_Shortwave_Flux_Down_All_Sky_Monthly
  • :CERES_EBAF_Surface_Shortwave_Flux_Down_Clear_Sky_Monthly
  • :CERES_EBAF_Surface_Shortwave_Flux_Up_All_Sky_Monthly
  • :CERES_EBAF_Surface_Shortwave_Flux_Up_Clear_Sky_Monthly
  • :CERES_EBAF_TOA_CRE_Longwave_Flux_Monthly
  • :CERES_EBAF_TOA_CRE_Net_Flux_Monthly
  • :CERES_EBAF_TOA_CRE_Shortwave_Flux_Monthly
  • :CERES_EBAF_TOA_Incoming_Solar_Flux_Monthly
  • :CERES_EBAF_TOA_Longwave_Flux_All_Sky_Monthly
  • :CERES_EBAF_TOA_Longwave_Flux_Clear_Sky_Monthly
  • :CERES_EBAF_TOA_Net_Flux_All_Sky_Monthly
  • :CERES_EBAF_TOA_Net_Flux_Clear_Sky_Monthly
  • :CERES_EBAF_TOA_Shortwave_Flux_All_Sky_Monthly
  • :CERES_EBAF_TOA_Shortwave_Flux_Clear_Sky_Monthly
  • :CERES_Terra_Surface_Longwave_Flux_Down_All_Sky_Monthly
  • :CERES_Terra_Surface_Longwave_Flux_Down_Clear_Sky_Monthly
  • :CERES_Terra_Surface_Longwave_Flux_Up_All_Sky_Monthly
  • :CERES_Terra_Surface_Longwave_Flux_Up_Clear_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Diffuse_All_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Diffuse_Clear_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Direct_All_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Direct_Clear_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Down_All_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Down_Clear_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Up_All_Sky_Monthly
  • :CERES_Terra_Surface_Shortwave_Flux_Up_Clear_Sky_Monthly
  • :CERES_Terra_Surface_UV_Index_All_Sky_Monthly
  • :CERES_Terra_Surface_Window_Region_Flux_Down_All_Sky_Monthly
  • :CERES_Terra_Surface_Window_Region_Flux_Down_Clear_Sky_Monthly
  • :CERES_Terra_Surface_Window_Region_Flux_Up_All_Sky_Monthly
  • :CERES_Terra_Surface_Window_Region_Flux_Up_Clear_Sky_Monthly
  • :CERES_Terra_TOA_Longwave_Flux_All_Sky_Monthly
  • :CERES_Terra_TOA_Longwave_Flux_Clear_Sky_Monthly
  • :CERES_Terra_TOA_Shortwave_Flux_All_Sky_Monthly
  • :CERES_Terra_TOA_Shortwave_Flux_Clear_Sky_Monthly
  • :CERES_Terra_TOA_Window_Region_Flux_All_Sky_Monthly
  • :CERES_Terra_TOA_Window_Region_Flux_Clear_Sky_Monthly
  • :Coastlines
  • :CYGNSS_L3_Wind_Speed_Daily
  • :Daymet_Maximum_Air_Temp_Daily
  • :Daymet_Minimum_Air_Temp_Daily
  • :Estimated_Net_Migration_1970_1980
  • :Estimated_Net_Migration_1980_1990
  • :Estimated_Net_Migration_1990_2000
  • :GHRSST_L4_AVHRR_OI_Sea_Surface_Temperature
  • :GHRSST_L4_G1SST_Sea_Surface_Temperature
  • :GHRSST_L4_MUR_Sea_Surface_Temperature
  • :GLDAS_Near_Surface_Air_Temperature_Monthly
  • :GLDAS_Surface_Total_Precipitation_Rate_Monthly
  • :GLDAS_Underground_Soil_Moisture_Monthly
  • :GMI_Brightness_Temp_Asc
  • :GMI_Brightness_Temp_Dsc
  • :GMI_Rain_Rate_Asc
  • :GMI_Rain_Rate_Dsc
  • :GMI_Snow_Rate_Asc
  • :GMI_Snow_Rate_Dsc
  • :GPW_Population_Density_2000
  • :GPW_Population_Density_2005
  • :GPW_Population_Density_2010
  • :GPW_Population_Density_2015
  • :GPW_Population_Density_2020
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Land_CSR
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Land_GFZ
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Land_JPL
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Mascon
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Mascon_CRI
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Ocean_CSR
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Ocean_EOF_CSR
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Ocean_EOF_GFZ
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Ocean_EOF_JPL
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Ocean_GFZ
  • :GRACE_Tellus_Liquid_Water_Equivalent_Thickness_Ocean_JPL
  • :Ground_Level_Nitrogen_Dioxide_3_Year_Running_Mean_1996_1998
  • :Ground_Level_Nitrogen_Dioxide_3_Year_Running_Mean_2010_2012
  • :GRUMP_Urban_Extents_Grid_1995
  • :Human_Footprint_1995_2004
  • :IMERG_Rain_Rate
  • :IMERG_Snow_Rate
  • :Landsat_Global_Man_made_Impervious_Surface
  • :Landsat_Human_Built_up_And_Settlement_Extent
  • :Landsat_WELD_CONUS_5_Year_Tree_Cover
  • :Landsat_WELD_CorrectedReflectance_TrueColor_Alaska_Annual
  • :Landsat_WELD_CorrectedReflectance_TrueColor_Alaska_Monthly
  • :Landsat_WELD_CorrectedReflectance_TrueColor_Alaska_Seasonal
  • :Landsat_WELD_CorrectedReflectance_TrueColor_CONUS_Annual
  • :Landsat_WELD_CorrectedReflectance_TrueColor_CONUS_Monthly
  • :Landsat_WELD_CorrectedReflectance_TrueColor_CONUS_Seasonal
  • :Landsat_WELD_CorrectedReflectance_TrueColor_Global_Annual
  • :Landsat_WELD_CorrectedReflectance_TrueColor_Global_Monthly
  • :Landsat_WELD_NDVI_Global_Annual
  • :Landsat_WELD_NDVI_Global_Monthly
  • :Last_of_the_Wild_1995_2004
  • :LECZ_Urban_Rural_Extents_Below_10m
  • :LIS_High_Resolution_Full_Climatology_Combined_Flash_Rate_Climatology
  • :LIS_High_Resolution_Full_Climatology_LIS_Flash_Rate_Climatology
  • :LIS_High_Resolution_Full_Climatology_LIS_Raw_Flashes
  • :LIS_High_Resolution_Full_Climatology_LIS_Scaled_Flashes
  • :LIS_ISS_Flash_Count
  • :LIS_ISS_Flash_Radiance
  • :LIS_TRMM_Flash_Radiance
  • :LIS_Very_High_Resolution_Lightning_Daily_Climatology_LIS_Mean_Flash_Rate
  • :LIS_Very_High_Resolution_Lightning_Full_Climatology_LIS_Mean_Flash_Rate
  • :LIS_Very_High_Resolution_Lightning_Monthly_Climatology_LIS_Mean_Flash_Rate
  • :LIS_Very_High_Resolution_Lightning_Seasonal_Climatology_LIS_Mean_Flash_Rate
  • :LPRM_AMSR2_Downscaled_Surface_Soil_Moisture_C1_Band_Day_Daily
  • :LPRM_AMSR2_Downscaled_Surface_Soil_Moisture_C1_Band_Night_Daily
  • :LPRM_AMSR2_Surface_Soil_Moisture_C1_Band_Day_Daily
  • :LPRM_AMSR2_Surface_Soil_Moisture_C1_Band_Night_Daily
  • :LPRM_AMSRE_Surface_Soil_Moisture_C_Band_Day_Daily
  • :LPRM_AMSRE_Surface_Soil_Moisture_C_Band_Night_Daily
  • :LPRM_TMI_Surface_Soil_Moisture_X_Band_Day_Daily
  • :LPRM_TMI_Surface_Soil_Moisture_X_Band_Night_Daily
  • :Mammal_Richness_Grids_All_Species_2013
  • :Mammal_Richness_Grids_All_Threats_2013
  • :Mammal_Richness_Grids_Critically_Endangered_Species_2013
  • :Mammal_Richness_Grids_Endangered_Species_2013
  • :Mammal_Richness_Grids_Vulnerable_Species_2013
  • :Mangrove_Forest_Distribution_2000
  • :MEaSUREs_Daily_Landscape_Freeze_Thaw_AMSRE
  • :MEaSUREs_Daily_Landscape_Freeze_Thaw_SSMI
  • :MERRA2_2m_Air_Temperature_Assimilated_Monthly
  • :MERRA2_2m_Air_Temperature_Monthly
  • :MERRA2_Aerosol_Optical_Depth_Analysis_Monthly
  • :MERRA2_Air_Temperature_250hPa_Monthly
  • :MERRA2_Carbon_Monoxide_Emission_Monthly
  • :MERRA2_Convective_Rainwater_Source_700hPa_Monthly
  • :MERRA2_Dust_Surface_Mass_Concentration_Monthly
  • :MERRA2_Dust_Surface_Mass_Concentration_PM25_Monthly
  • :MERRA2_Evaporation_from_Turbulence_Monthly
  • :MERRA2_Evaporation_Land_Monthly
  • :MERRA2_Incident_Shortwave_Over_Land_Monthly
  • :MERRA2_ISCCP_Cloud_Albedo_Monthly
  • :MERRA2_Open_Water_Latent_Energy_Flux_Monthly
  • :MERRA2_Ozone_Mixing_Ratio_50hPa_Monthly
  • :MERRA2_Precipitation_Bias_Corrected_Monthly
  • :MERRA2_Relative_Humidity_After_Moist_700hPa_Monthly
  • :MERRA2_Snowfall_Monthly
  • :MERRA2_Snow_Depth_Over_Glaciated_Surface_Monthly
  • :MERRA2_SO2_Column_Mass_Density_Monthly
  • :MERRA2_Soil_Water_Root_Zone_Monthly
  • :MERRA2_Surface_Albedo_Monthly
  • :MERRA2_Surface_Pressure_Monthly
  • :MERRA2_Surface_Skin_Temperature_Monthly
  • :MERRA2_Surface_Wind_Speed_Monthly
  • :MERRA2_Total_Aerosol_Optical_Thickness_550nm_Extinction_Monthly
  • :MERRA2_Total_Aerosol_Optical_Thickness_550nm_Scattering_Monthly
  • :MERRA2_Total_Dust_Deposition_Dry_Wet_Monthly
  • :MERRA2_Total_Precipitable_Water_Vapor_Monthly
  • :MERRA_Surface_Pressure_Monthly
  • :MERRA_Surface_Skin_Temperature_Monthly
  • :MISR_Aerosol_Optical_Depth_Avg_Green_Monthly
  • :MISR_AM1_Ellipsoid_Radiance_NGB_AA
  • :MISR_AM1_Ellipsoid_Radiance_NGB_AF
  • :MISR_AM1_Ellipsoid_Radiance_NGB_AN
  • :MISR_AM1_Ellipsoid_Radiance_NGB_BA
  • :MISR_AM1_Ellipsoid_Radiance_NGB_BF
  • :MISR_AM1_Ellipsoid_Radiance_NGB_CA
  • :MISR_AM1_Ellipsoid_Radiance_NGB_CF
  • :MISR_AM1_Ellipsoid_Radiance_NGB_DA
  • :MISR_AM1_Ellipsoid_Radiance_NGB_DF
  • :MISR_AM1_Ellipsoid_Radiance_RGB_AA
  • :MISR_AM1_Ellipsoid_Radiance_RGB_AF
  • :MISR_AM1_Ellipsoid_Radiance_RGB_AN
  • :MISR_AM1_Ellipsoid_Radiance_RGB_BA
  • :MISR_AM1_Ellipsoid_Radiance_RGB_BF
  • :MISR_AM1_Ellipsoid_Radiance_RGB_CA
  • :MISR_AM1_Ellipsoid_Radiance_RGB_CF
  • :MISR_AM1_Ellipsoid_Radiance_RGB_DA
  • :MISR_AM1_Ellipsoid_Radiance_RGB_DF
  • :MISR_Cloud_Stereo_Height_Histogram_Bin_0.5km_Monthly
  • :MISR_Cloud_Stereo_Height_Histogram_Bin_1.5_2.0km_Monthly
  • :MISR_Directional_Hemispherical_Reflectance_Average_Natural_Color_Monthly
  • :MISR_Land_NDVI_Average_Monthly
  • :MISR_Radiance_Average_Infrared_Color_Monthly
  • :MISR_Radiance_Average_Natural_Color_Monthly
  • :MISR_TOA_Albedo_Average_Red_Monthly
  • :MLS_CO_215hPa_Day
  • :MLS_CO_215hPa_Night
  • :MLS_H2O_46hPa_Day
  • :MLS_H2O_46hPa_Night
  • :MLS_HNO3_46hPa_Day
  • :MLS_HNO3_46hPa_Night
  • :MLS_N2O_46hPa_Day
  • :MLS_N2O_46hPa_Night
  • :MLS_O3_46hPa_Day
  • :MLS_O3_46hPa_Night
  • :MLS_SO2_147hPa_Day
  • :MLS_SO2_147hPa_Night
  • :MLS_Temperature_46hPa_Day
  • :MLS_Temperature_46hPa_Night
  • :MODIS_Aqua_Aerosol
  • :MODIS_Aqua_Aerosol_Optical_Depth_3km
  • :MODIS_Aqua_Angstrom_Exponent_Land
  • :MODIS_Aqua_Angstrom_Exponent_Ocean
  • :MODIS_Aqua_AOD_Deep_Blue_Combined
  • :MODIS_Aqua_AOD_Deep_Blue_Land
  • :MODIS_Aqua_Brightness_Temp_Band31_Day
  • :MODIS_Aqua_Brightness_Temp_Band31_Night
  • :MODIS_Aqua_Chlorophyll_A
  • :MODIS_Aqua_Cloud_Effective_Radius
  • :MODIS_Aqua_Cloud_Effective_Radius_37
  • :MODIS_Aqua_Cloud_Effective_Radius_37_PCL
  • :MODIS_Aqua_Cloud_Effective_Radius_PCL
  • :MODIS_Aqua_Cloud_Fraction_Day
  • :MODIS_Aqua_Cloud_Fraction_Night
  • :MODIS_Aqua_Cloud_Multi_Layer_Flag
  • :MODIS_Aqua_Cloud_Optical_Thickness
  • :MODIS_Aqua_Cloud_Optical_Thickness_PCL
  • :MODIS_Aqua_Cloud_Phase_Infrared_Day
  • :MODIS_Aqua_Cloud_Phase_Infrared_Night
  • :MODIS_Aqua_Cloud_Phase_Optical_Properties
  • :MODIS_Aqua_Cloud_Top_Height_Day
  • :MODIS_Aqua_Cloud_Top_Height_Night
  • :MODIS_Aqua_Cloud_Top_Pressure_Day
  • :MODIS_Aqua_Cloud_Top_Pressure_Night
  • :MODIS_Aqua_Cloud_Top_Temp_Day
  • :MODIS_Aqua_Cloud_Top_Temp_Night
  • :MODIS_Aqua_Cloud_Water_Path
  • :MODIS_Aqua_Cloud_Water_Path_PCL
  • :MODIS_Aqua_CorrectedReflectance_Bands721
  • :MODIS_Aqua_CorrectedReflectance_TrueColor
  • :MODIS_Aqua_Data_No_Data
  • :MODIS_Aqua_Ice_Surface_Temp_Day
  • :MODIS_Aqua_Ice_Surface_Temp_Night
  • :MODIS_Aqua_L3_SST_MidIR_4km_Night_8Day
  • :MODIS_Aqua_L3_SST_MidIR_4km_Night_Annual
  • :MODIS_Aqua_L3_SST_MidIR_4km_Night_Daily
  • :MODIS_Aqua_L3_SST_MidIR_4km_Night_Monthly
  • :MODIS_Aqua_L3_SST_MidIR_9km_Night_8Day
  • :MODIS_Aqua_L3_SST_MidIR_9km_Night_Annual
  • :MODIS_Aqua_L3_SST_MidIR_9km_Night_Daily
  • :MODIS_Aqua_L3_SST_MidIR_9km_Night_Monthly
  • :MODIS_Aqua_L3_SST_Thermal_4km_Day_8Day
  • :MODIS_Aqua_L3_SST_Thermal_4km_Day_Annual
  • :MODIS_Aqua_L3_SST_Thermal_4km_Day_Daily
  • :MODIS_Aqua_L3_SST_Thermal_4km_Day_Monthly
  • :MODIS_Aqua_L3_SST_Thermal_4km_Night_8Day
  • :MODIS_Aqua_L3_SST_Thermal_4km_Night_Annual
  • :MODIS_Aqua_L3_SST_Thermal_4km_Night_Daily
  • :MODIS_Aqua_L3_SST_Thermal_4km_Night_Monthly
  • :MODIS_Aqua_L3_SST_Thermal_9km_Day_8Day
  • :MODIS_Aqua_L3_SST_Thermal_9km_Day_Annual
  • :MODIS_Aqua_L3_SST_Thermal_9km_Day_Daily
  • :MODIS_Aqua_L3_SST_Thermal_9km_Day_Monthly
  • :MODIS_Aqua_L3_SST_Thermal_9km_Night_8Day
  • :MODIS_Aqua_L3_SST_Thermal_9km_Night_Annual
  • :MODIS_Aqua_L3_SST_Thermal_9km_Night_Daily
  • :MODIS_Aqua_L3_SST_Thermal_9km_Night_Monthly
  • :MODIS_Aqua_Land_Surface_Temp_Day
  • :MODIS_Aqua_Land_Surface_Temp_Night
  • :MODIS_Aqua_NDSI_Snow_Cover
  • :MODIS_Aqua_Sea_Ice
  • :MODIS_Aqua_SurfaceReflectance_Bands121
  • :MODIS_Aqua_SurfaceReflectance_Bands143
  • :MODIS_Aqua_SurfaceReflectance_Bands721
  • :MODIS_Aqua_Water_Vapor_5km_Day
  • :MODIS_Aqua_Water_Vapor_5km_Night
  • :MODIS_Combined_Value_Added_AOD
  • :MODIS_Terra_Aerosol
  • :MODIS_Terra_Aerosol_Optical_Depth_3km
  • :MODIS_Terra_Angstrom_Exponent_Land
  • :MODIS_Terra_Angstrom_Exponent_Ocean
  • :MODIS_Terra_AOD_Deep_Blue_Combined
  • :MODIS_Terra_AOD_Deep_Blue_Land
  • :MODIS_Terra_Brightness_Temp_Band31_Day
  • :MODIS_Terra_Brightness_Temp_Band31_Night
  • :MODIS_Terra_Chlorophyll_A
  • :MODIS_Terra_Cloud_Effective_Radius
  • :MODIS_Terra_Cloud_Effective_Radius_37
  • :MODIS_Terra_Cloud_Effective_Radius_37_PCL
  • :MODIS_Terra_Cloud_Effective_Radius_PCL
  • :MODIS_Terra_Cloud_Fraction_Day
  • :MODIS_Terra_Cloud_Fraction_Night
  • :MODIS_Terra_Cloud_Multi_Layer_Flag
  • :MODIS_Terra_Cloud_Optical_Thickness
  • :MODIS_Terra_Cloud_Optical_Thickness_PCL
  • :MODIS_Terra_Cloud_Phase_Infrared_Day
  • :MODIS_Terra_Cloud_Phase_Infrared_Night
  • :MODIS_Terra_Cloud_Phase_Optical_Properties
  • :MODIS_Terra_Cloud_Top_Height_Day
  • :MODIS_Terra_Cloud_Top_Height_Night
  • :MODIS_Terra_Cloud_Top_Pressure_Day
  • :MODIS_Terra_Cloud_Top_Pressure_Night
  • :MODIS_Terra_Cloud_Top_Temp_Day
  • :MODIS_Terra_Cloud_Top_Temp_Night
  • :MODIS_Terra_Cloud_Water_Path
  • :MODIS_Terra_Cloud_Water_Path_PCL
  • :MODIS_Terra_CorrectedReflectance_Bands367
  • :MODIS_Terra_CorrectedReflectance_Bands721
  • :MODIS_Terra_CorrectedReflectance_TrueColor
  • :MODIS_Terra_Data_No_Data
  • :MODIS_Terra_EVI_8Day
  • :MODIS_Terra_Ice_Surface_Temp_Day
  • :MODIS_Terra_Ice_Surface_Temp_Night
  • :MODIS_Terra_L3_SST_MidIR_4km_Night_8Day
  • :MODIS_Terra_L3_SST_MidIR_4km_Night_Annual
  • :MODIS_Terra_L3_SST_MidIR_4km_Night_Daily
  • :MODIS_Terra_L3_SST_MidIR_4km_Night_Monthly
  • :MODIS_Terra_L3_SST_MidIR_9km_Night_8Day
  • :MODIS_Terra_L3_SST_MidIR_9km_Night_Annual
  • :MODIS_Terra_L3_SST_MidIR_9km_Night_Daily
  • :MODIS_Terra_L3_SST_MidIR_9km_Night_Monthly
  • :MODIS_Terra_L3_SST_Thermal_4km_Day_8Day
  • :MODIS_Terra_L3_SST_Thermal_4km_Day_Annual
  • :MODIS_Terra_L3_SST_Thermal_4km_Day_Daily
  • :MODIS_Terra_L3_SST_Thermal_4km_Day_Monthly
  • :MODIS_Terra_L3_SST_Thermal_4km_Night_8Day
  • :MODIS_Terra_L3_SST_Thermal_4km_Night_Annual
  • :MODIS_Terra_L3_SST_Thermal_4km_Night_Daily
  • :MODIS_Terra_L3_SST_Thermal_4km_Night_Monthly
  • :MODIS_Terra_L3_SST_Thermal_9km_Day_8Day
  • :MODIS_Terra_L3_SST_Thermal_9km_Day_Annual
  • :MODIS_Terra_L3_SST_Thermal_9km_Day_Daily
  • :MODIS_Terra_L3_SST_Thermal_9km_Day_Monthly
  • :MODIS_Terra_L3_SST_Thermal_9km_Night_8Day
  • :MODIS_Terra_L3_SST_Thermal_9km_Night_Annual
  • :MODIS_Terra_L3_SST_Thermal_9km_Night_Daily
  • :MODIS_Terra_L3_SST_Thermal_9km_Night_Monthly
  • :MODIS_Terra_Land_Surface_Temp_Day
  • :MODIS_Terra_Land_Surface_Temp_Night
  • :MODIS_Terra_NDSI_Snow_Cover
  • :MODIS_Terra_NDVI_8Day
  • :MODIS_Terra_Sea_Ice
  • :MODIS_Terra_SurfaceReflectance_Bands121
  • :MODIS_Terra_SurfaceReflectance_Bands143
  • :MODIS_Terra_SurfaceReflectance_Bands721
  • :MODIS_Terra_Water_Vapor_5km_Day
  • :MODIS_Terra_Water_Vapor_5km_Night
  • :MODIS_Water_Mask
  • :MOPITT_CO_Daily_Surface_Mixing_Ratio_Day
  • :MOPITT_CO_Daily_Surface_Mixing_Ratio_Night
  • :MOPITT_CO_Daily_Total_Column_Day
  • :MOPITT_CO_Daily_Total_Column_L2
  • :MOPITT_CO_Daily_Total_Column_Night
  • :MOPITT_CO_Monthly_Surface_Mixing_Ratio_Day
  • :MOPITT_CO_Monthly_Surface_Mixing_Ratio_Night
  • :MOPITT_CO_Monthly_Total_Column_Day
  • :MOPITT_CO_Monthly_Total_Column_Night
  • :NDH_Drought_Hazard_Frequency_Distribution_1980_2000
  • :NDH_Flood_Hazard_Frequency_Distribution_1985_2003
  • :NDH_Landslide_Hazard_Distribution_2000
  • :NLDAS_Near_Surface_Air_Temperature_Primary_Monthly
  • :NLDAS_Surface_Total_Precipitation_Primary_Monthly
  • :NLDAS_Surface_Total_Precipitation_Secondary_Monthly
  • :NLDAS_Underground_Soil_Moisture_Mosaic_Monthly
  • :NLDAS_Underground_Soil_Moisture_Noah_Monthly
  • :NLDAS_Underground_Soil_Moisture_VIC_Monthly
  • :OLS_DMSP_F10_Digital_Derived_Lightning
  • :OLS_DMSP_F12_Digital_Derived_Lightning
  • :OMI_Absorbing_Aerosol_Optical_Depth
  • :OMI_Absorbing_Aerosol_Optical_Thickness_MW_388
  • :OMI_Aerosol_Index
  • :OMI_Aerosol_Optical_Depth
  • :OMI_Cloud_Pressure
  • :OMI_Nitrogen_Dioxide_Tropo_Column
  • :OMI_Ozone_DOAS_Total_Column
  • :OMI_Ozone_TOMS_Total_Column
  • :OMI_Single_Scattering_Albedo
  • :OMI_SO2_Lower_Troposphere
  • :OMI_SO2_Middle_Troposphere
  • :OMI_SO2_Planetary_Boundary_Layer
  • :OMI_SO2_Upper_Troposphere_and_Stratosphere
  • :OMI_UV_Aerosol_Index
  • :OMI_UV_Erythemal_Daily_Dose
  • :OMI_UV_Erythemal_Dose_Rate
  • :OMI_UV_Index
  • :OMPS_Aerosol_Index
  • :OMPS_Aerosol_Index_PyroCumuloNimbus
  • :OMPS_Ozone_Total_Column
  • :OMPS_SO2_Lower_Troposphere
  • :OMPS_SO2_Middle_Troposphere
  • :OMPS_SO2_Planetary_Boundary_Layer
  • :OMPS_SO2_Upper_Troposphere_and_Stratosphere
  • :OSCAR_Sea_Surface_Currents_Meridional
  • :OSCAR_Sea_Surface_Currents_Zonal
  • :OSM_Land_Mask
  • :OSM_Land_Water_Map
  • :OTD_High_Resolution_Full_Climatology_OTD_Flash_Rate_Climatology
  • :OTD_High_Resolution_Full_Climatology_OTD_Raw_Flashes
  • :OTD_High_Resolution_Full_Climatology_OTD_Scaled_Flashes
  • :OTD_OrbView1_Flash_Radiance
  • :Particulate_Matter_Below_2.5micrometers_2001_2010
  • :Particulate_Matter_Below_2.5micrometers_2010_2012
  • :Probabilities_of_Urban_Expansion_2000_2030
  • :Reference_Features
  • :Reference_Labels
  • :RSS_Merged_Wind_Climatology_Monthly
  • :RSS_Total_Precipitable_Water_Climatology_Monthly
  • :SMAP_L1_Passive_Brightness_Temp_Aft_H
  • :SMAP_L1_Passive_Brightness_Temp_Aft_H_QA
  • :SMAP_L1_Passive_Brightness_Temp_Aft_H_RFI
  • :SMAP_L1_Passive_Brightness_Temp_Aft_V
  • :SMAP_L1_Passive_Brightness_Temp_Aft_V_QA
  • :SMAP_L1_Passive_Brightness_Temp_Aft_V_RFI
  • :SMAP_L1_Passive_Brightness_Temp_Fore_H
  • :SMAP_L1_Passive_Brightness_Temp_Fore_H_QA
  • :SMAP_L1_Passive_Brightness_Temp_Fore_H_RFI
  • :SMAP_L1_Passive_Brightness_Temp_Fore_V
  • :SMAP_L1_Passive_Brightness_Temp_Fore_V_QA
  • :SMAP_L1_Passive_Brightness_Temp_Fore_V_RFI
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Aft_H
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Aft_H_QA
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Aft_H_RFI
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Aft_V
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Aft_V_QA
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Aft_V_RFI
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Fore_H
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Fore_H_QA
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Fore_H_RFI
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Fore_V
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Fore_V_QA
  • :SMAP_L1_Passive_Enhanced_Brightness_Temp_Fore_V_RFI
  • :SMAP_L1_Passive_Faraday_Rotation_Aft
  • :SMAP_L1_Passive_Faraday_Rotation_Fore
  • :SMAP_L2_Passive_Day_Soil_Moisture_Option1
  • :SMAP_L2_Passive_Day_Soil_Moisture_Option2
  • :SMAP_L2_Passive_Day_Soil_Moisture_Option3
  • :SMAP_L2_Passive_Enhanced_Day_Soil_Moisture_Option1
  • :SMAP_L2_Passive_Enhanced_Day_Soil_Moisture_Option2
  • :SMAP_L2_Passive_Enhanced_Day_Soil_Moisture_Option3
  • :SMAP_L2_Passive_Enhanced_Night_Soil_Moisture_Option1
  • :SMAP_L2_Passive_Enhanced_Night_Soil_Moisture_Option2
  • :SMAP_L2_Passive_Enhanced_Night_Soil_Moisture_Option3
  • :SMAP_L2_Passive_Night_Soil_Moisture_Option1
  • :SMAP_L2_Passive_Night_Soil_Moisture_Option2
  • :SMAP_L2_Passive_Night_Soil_Moisture_Option3
  • :SMAP_L3_Active_Passive_Brightness_Temp_H
  • :SMAP_L3_Active_Passive_Brightness_Temp_V
  • :SMAP_L3_Active_Passive_Soil_Moisture
  • :SMAP_L3_Active_Sigma0_HH
  • :SMAP_L3_Active_Sigma0_HH_QA
  • :SMAP_L3_Active_Sigma0_HH_RFI
  • :SMAP_L3_Active_Sigma0_VV
  • :SMAP_L3_Active_Sigma0_VV_QA
  • :SMAP_L3_Active_Sigma0_VV_RFI
  • :SMAP_L3_Active_Sigma0_XPOL
  • :SMAP_L3_Active_Sigma0_XPOL_QA
  • :SMAP_L3_Active_Sigma0_XPOL_RFI
  • :SMAP_L3_Active_Soil_Moisture
  • :SMAP_L3_Passive_Brightness_Temp_H
  • :SMAP_L3_Passive_Brightness_Temp_V
  • :SMAP_L3_Passive_Day_Freeze_Thaw
  • :SMAP_L3_Passive_Day_Soil_Moisture
  • :SMAP_L3_Passive_Enhanced_Day_Freeze_Thaw
  • :SMAP_L3_Passive_Enhanced_Day_Soil_Moisture
  • :SMAP_L3_Passive_Enhanced_Night_Freeze_Thaw
  • :SMAP_L3_Passive_Enhanced_Night_Soil_Moisture
  • :SMAP_L3_Passive_Night_Freeze_Thaw
  • :SMAP_L3_Passive_Night_Soil_Moisture
  • :SMAP_L3_Sea_Surface_Salinity_CAP_8Day_RunningMean
  • :SMAP_L3_Sea_Surface_Salinity_CAP_Monthly
  • :SMAP_L3_Sea_Surface_Salinity_REMSS_8Day_RunningMean
  • :SMAP_L3_Sea_Surface_Salinity_REMSS_Monthly
  • :SMAP_L4_Analyzed_Root_Zone_Soil_Moisture
  • :SMAP_L4_Analyzed_Surface_Soil_Moisture
  • :SMAP_L4_Emult_Average
  • :SMAP_L4_Frozen_Area
  • :SMAP_L4_Mean_Gross_Primary_Productivity
  • :SMAP_L4_Mean_Heterotrophic_Respiration
  • :SMAP_L4_Mean_Net_Ecosystem_Exchange
  • :SMAP_L4_Snow_Mass
  • :SMAP_L4_Soil_Temperature_Layer_1
  • :SMAP_L4_Uncertainty_Analyzed_Root_Zone_Soil_Moisture
  • :SMAP_L4_Uncertainty_Analyzed_Surface_Soil_Moisture
  • :SMAP_L4_Uncertainty_Mean_Net_Ecosystem_Exchange
  • :SMAP_Sentinel_1_L2_Active_Passive_Soil_Moisture
  • :SRTM_Color_Index
  • :SSMI_DMSP_F10_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F10_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F10_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F10_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F10_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F10_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F10_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F10_Wind_Speed_Over_Oceans_Descending
  • :SSMI_DMSP_F11_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F11_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F11_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F11_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F11_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F11_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F11_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F11_Wind_Speed_Over_Oceans_Descending
  • :SSMI_DMSP_F13_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F13_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F13_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F13_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F13_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F13_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F13_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F13_Wind_Speed_Over_Oceans_Descending
  • :SSMI_DMSP_F14_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F14_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F14_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F14_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F14_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F14_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F14_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F14_Wind_Speed_Over_Oceans_Descending
  • :SSMI_DMSP_F15_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F15_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F15_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F15_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F15_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F15_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F15_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F15_Wind_Speed_Over_Oceans_Descending
  • :SSMI_DMSP_F16_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F16_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F16_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F16_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F16_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F16_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F16_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F16_Wind_Speed_Over_Oceans_Descending
  • :SSMI_DMSP_F17_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F17_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F17_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F17_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F17_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F17_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F17_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F17_Wind_Speed_Over_Oceans_Descending
  • :SSMI_DMSP_F8_Cloud_Liquid_Water_Over_Oceans_Ascending
  • :SSMI_DMSP_F8_Cloud_Liquid_Water_Over_Oceans_Descending
  • :SSMI_DMSP_F8_Rain_Rate_Over_Oceans_Ascending
  • :SSMI_DMSP_F8_Rain_Rate_Over_Oceans_Descending
  • :SSMI_DMSP_F8_Water_Vapor_Over_Oceans_Ascending
  • :SSMI_DMSP_F8_Water_Vapor_Over_Oceans_Descending
  • :SSMI_DMSP_F8_Wind_Speed_Over_Oceans_Ascending
  • :SSMI_DMSP_F8_Wind_Speed_Over_Oceans_Descending
  • :Summer_Day_Max_Land_Surface_Temp_2013
  • :Summer_Night_Min_Land_Surface_Temp_2013
  • :SWDB_Aerosol_Angstrom_Exponent_Daily
  • :SWDB_Aerosol_Angstrom_Exponent_Monthly
  • :SWDB_Aerosol_Optical_Thickness_550nm_Daily
  • :SWDB_Aerosol_Optical_Thickness_550nm_Monthly
  • :TOPEX_Poseidon_JASON_Sea_Surface_Currents_Meridional_US_West_Coast_GAFECC
  • :TOPEX_Poseidon_JASON_Sea_Surface_Currents_Zonal_US_West_Coast_GAFECC
  • :TOPEX_Poseidon_JASON_Sea_Surface_Height_Anomalies_GDR_Cycles
  • :TOPEX_Poseidon_JASON_Sea_Surface_Height_Anomalies_Reconstructed
  • :TOPEX_Poseidon_JASON_Sea_Surface_Height_Anomalies_US_West_Coast_GAFECC
  • :UHI_Avg_Summer_Day_Max_Land_Surface_Temp_2013
  • :UHI_Avg_Summer_Night_Min_Land_Surface_Temp_2013
  • :UHI_Urban_Rural_Summer_Day_Max_Land_Surface_Temp_Difference_2013
  • :UHI_Urban_Rural_Summer_Night_Min_Land_Surface_Temp_Difference_2013
  • :VIIRS_Black_Marble
  • :VIIRS_CityLights_2012
  • :VIIRS_Night_Lights
  • :VIIRS_SNPP_Brightness_Temp_BandI5_Day
  • :VIIRS_SNPP_Brightness_Temp_BandI5_Night
  • :VIIRS_SNPP_CorrectedReflectance_BandsM11_I2_I1
  • :VIIRS_SNPP_CorrectedReflectance_BandsM3_I3_M11
  • :VIIRS_SNPP_CorrectedReflectance_TrueColor
  • :VIIRS_SNPP_DayNightBand_ENCC
  • :MODIS_Terra_Data_No_Data
  • :MODIS_Aqua_Data_No_Data
source
Leaflet.OpenWeatherMapFunction
OpenWeatherMap(variant::Symbol; apikey)

OProvider for OpenWeatherMap base layers. An OpenWeatherMap api key is required.

Options for variant are:

  • :clouds
  • :clouds_classic
  • :precipitation
  • :precipitation_classic
  • :rain
  • :rain_classic
  • :pressure
  • :pressure_contour
  • :wind
  • :temp
  • :snow
source
Leaflet.StamenFunction
Stamen(variant::Symbol)

Provider for Stamen base layers.

Options for variant are:

  • :toner
  • :toner_background
  • :toner_hybrid
  • :toner_lines
  • :toner_labels
  • :toner_lite
  • :watercolor
  • :terrain
  • :terrain_background
  • :toposm_color_relief
  • :toposm_features
source
Leaflet.ThunderforestFunction
Thunderforest(variant::Symbol=:cycle; apikey)

Provider for Thunderforest base layers. A Thunderforest API key is required.

Options for variant are:

  • :cycle
  • :transport
  • :transport_dark
  • :spinal_map
  • :landscape
  • :outdoors
  • :pioneer
source

EarthEngine Example

An example by Shunan Feng @fsn1995.

Use Leaflet to display custom Goolge EarthEngine layers in a notebook.

using EarthEngine, Leaflet

# Initialize EarthEngine
EarthEngine.Initialize()

# Set up an earthengine map
imcollection = filterDate(EarthEngine.ImageCollection("MODIS/006/MOD10A1"), "2021-07-15", "2021-07-31")
image = mean(select(imcollection, "Snow_Albedo_Daily_Tile"))
blue_fluorite = ["#291b32", "#2a1b34", "#2b1b34", "#2d1c36", "#2f1c38", "#301c39", "#301d3a", "#321d3b", "#331d3d", "#351d3f", "#351e40", "#371e41", "#381e43", "#3a1e45", "#3b1f45", "#3c1f46", "#3e1f48", "#3f1f4a", "#401f4c", "#42204d", "#43204e", "#44204f", "#462051", "#472052", "#482054", "#4a2056", "#4a2157", "#4c2158", "#4e215a", "#4f215b", "#50215d", "#52215e", "#532160", "#552162", "#552263", "#562264", "#582265", "#592267", "#5b2268", "#5c226b", "#5e226c", "#5f226e", "#60226f", "#622271", "#632272", "#642274", "#662276", "#672277", "#692278", "#6a227a", "#6c227b", "#6e227d", "#6e237e", "#6f247f", "#702480", "#712581", "#722681", "#732683", "#742783", "#752884", "#762985", "#772987", "#792a87", "#792b88", "#7a2c89", "#7b2c8a", "#7c2d8a", "#7d2d8c", "#7e2e8d", "#7f2f8d", "#80308e", "#813190", "#823191", "#833292", "#843292", "#863393", "#863494", "#873595", "#893596", "#8a3697", "#8b3798", "#8b3899", "#8c389a", "#8e399b", "#8e3a9c", "#8f3b9c", "#8f3d9d", "#8f3e9e", "#903f9e", "#90419e", "#90439f", "#9044a0", "#9046a0", "#9047a1", "#9049a1", "#914aa2", "#914ca2", "#914ca3", "#914ea3", "#9150a4", "#9151a5", "#9153a5", "#9154a6", "#9156a6", "#9157a7", "#9258a7", "#9259a8", "#925aa8", "#925ba9", "#925da9", "#925faa", "#9260ab", "#9260ab", "#9263ac", "#9264ac", "#9265ad", "#9266ae", "#9268ae", "#9269ae", "#926aaf", "#926bb0", "#926cb0", "#926eb1", "#926fb1", "#9270b2", "#9271b2", "#9273b3", "#9274b3", "#9275b4", "#9277b5", "#9277b5", "#9278b6", "#927ab6", "#927bb7", "#927cb7", "#927eb8", "#927fb8", "#9280b9", "#9281ba", "#9282ba", "#9284bb", "#9285bb", "#9285bc", "#9187bc", "#9188bd", "#918abd", "#918bbe", "#918cbf", "#918dbf", "#918ec0", "#918fc0", "#9191c1", "#9092c2", "#9094c2", "#9094c2", "#9095c3", "#9096c3", "#8f99c4", "#8f9ac5", "#8f9ac5", "#8f9bc6", "#8f9cc6", "#8f9dc7", "#8e9fc8", "#8ea0c8", "#8ea2c9", "#8ea3c9", "#8da5ca", "#8da5ca", "#8da6cb", "#8da7cb", "#8ca9cc", "#8caacc", "#8caccd", "#8bacce", "#8badce", "#8baecf", "#8ab0d0", "#8ab2d0", "#8ab2d1", "#8ab4d1", "#89b4d1", "#89b5d2", "#89b7d2", "#88b8d3", "#88bad4", "#87bad4", "#87bbd5", "#86bdd6", "#86bed6", "#86c0d7", "#85c0d7", "#85c1d8", "#84c3d8", "#84c4d9", "#83c5d9", "#83c6da", "#82c8da", "#82c8db", "#81cadc", "#81cbdc", "#80ccdd", "#81cddd", "#84cfdd", "#85cfdd", "#87d0dd", "#8ad0de", "#8dd1de", "#8fd2de", "#90d2de", "#92d4de", "#95d5de", "#97d5de", "#98d6de", "#9bd7de", "#9dd7df", "#a0d8df", "#a1d9df", "#a2dadf", "#a5dadf", "#a7dbdf", "#aadcdf", "#abdddf", "#acdde0", "#afdfe0", "#b1dfe0", "#b3e0e0", "#b4e1e0", "#b7e2e0", "#bae2e1", "#bae3e1", "#bee3e2", "#c0e4e3", "#c1e5e3", "#c4e6e3", "#c6e6e4", "#c8e7e4", "#cbe7e5", "#cde8e5", "#cee9e6", "#d2e9e7", "#d3eae7", "#d5eae7", "#d8ebe8", "#d9ece8", "#dcece9", "#deedea", "#dfeeea", "#e2eeea", "#e5efeb", "#e6f0eb", "#e9f0ec", "#ebf1ed", "#ecf2ed", "#eff3ee", "#f1f3ee"]
visParams = Dict(
    :min => 0,
    :max => 100,
    :palette => blue_fluorite,
)
map_id_dict = ee.Image(image).getMapId(visParams)
map_url = map_id_dict["tile_fetcher"].url_format

# Define a leaflet provider
ee_provider = Leaflet.Provider(
    map_url,
    Dict{Symbol,Any}(
        :maxZoom => 20,
        :attribution => """© Openstreetmap France | {attribution.OpenStreetMap}"""
    ),
)

# And the map
map = Leaflet.Map(; provider=ee_provider, zoom=2)

# Notebooks may needs this to work.
WebIO.render(map)