JAXA catalog explorer¶
Browse the bundled JAXA catalog without touching the network. The catalog ships 118 STAC collections (the jaxa-earth protocol) plus six strategic G-Portal mission products (the gportal protocol), all driven by a protocol discriminator on each row.
No credentials needed; no
[jaxa]extra needed for this notebook either.
Open the catalog¶
In [1]:
Copied!
from earthlens.jaxa import Catalog
cat = Catalog()
len(cat)
from earthlens.jaxa import Catalog
cat = Catalog()
len(cat)
Out[1]:
917
Split by protocol¶
The two protocols are routed independently by the backend. by_protocol(...) lists the canonical keys for each.
In [2]:
Copied!
jaxa_earth_keys = cat.by_protocol('jaxa-earth')
gportal_keys = cat.by_protocol('gportal')
print(f'jaxa-earth: {len(jaxa_earth_keys)} collections')
print(f'gportal: {len(gportal_keys)} products')
print()
print('First 5 jaxa-earth keys:')
for k in jaxa_earth_keys[:5]:
print(f' {k}')
print()
print('Every gportal key:')
for k in gportal_keys:
print(f' {k}')
jaxa_earth_keys = cat.by_protocol('jaxa-earth')
gportal_keys = cat.by_protocol('gportal')
print(f'jaxa-earth: {len(jaxa_earth_keys)} collections')
print(f'gportal: {len(gportal_keys)} products')
print()
print('First 5 jaxa-earth keys:')
for k in jaxa_earth_keys[:5]:
print(f' {k}')
print()
print('Every gportal key:')
for k in gportal_keys:
print(f' {k}')
jaxa-earth: 118 collections gportal: 799 products First 5 jaxa-earth keys: alos2-fnf amsr2-seaice-north-daily amsr2-seaice-south-daily amsr2-smc-d-daily amsr2-smc-d-halfmonth Every gportal key: adeos-avnir-l1a-mu adeos-avnir-l1a-pan adeos-avnir-l1b2-mu adeos-avnir-l1b2-pan adeos-octs-gac-ocean-color adeos-octs-gac-ocean-color-3007 adeos-octs-gac-ocean-color-chlorophyll-a adeos-octs-gac-ocean-color-czcs-like-pigm adeos-octs-gac-ocean-color1 adeos-octs-gac-ocean-color2 adeos-octs-gac-sea-surface-temperatur adeos-octs-gac-sea-surface-temperture adeos-octs-gac-seasurface-temperatur adeos-octs-gac-thermal-infrared adeos-octs-gac-vegetation-index adeos-octs-gac-vegetation-index-3001 adeos-octs-gac-vegetation-index-3011 adeos-octs-gac-visible-and-near-infrared adeos-octs-k490 adeos-octs-k490-3010 adeos-octs-rtc-ocean-color-chlorophyll-a adeos-octs-rtc-ocean-color-czcs-like-pigm adeos-octs-rtc-ocean-color1 adeos-octs-rtc-ocean-color2 adeos-octs-rtc-sea-surface-temperatur adeos-octs-rtc-sea-surface-temperture adeos-octs-rtc-thermal-infrared adeos-octs-rtc-vegetation-index adeos-octs-rtc-visible-and-near-infrared adeos2-amsr-amsr-l1a adeos2-amsr-amsr-l1b adeos2-amsr-amsr-l2-amount-of-precipitatio adeos2-amsr-amsr-l2-cloud-liquid-water adeos2-amsr-amsr-l2-ice-concentration adeos2-amsr-amsr-l2-sea-surface-temperture adeos2-amsr-amsr-l2-sea-surface-wind-speed adeos2-amsr-amsr-l2-snow-water-equivalence adeos2-amsr-amsr-l2-soil-moisture adeos2-amsr-amsr-l2-water-vapor adeos2-amsr-amsr-l3-amount-of-precipitatio adeos2-amsr-amsr-l3-brightness-temperature adeos2-amsr-amsr-l3-cloud-liquid-water adeos2-amsr-amsr-l3-ice-concentration adeos2-amsr-amsr-l3-sea-surface-temperatur adeos2-amsr-amsr-l3-sea-surface-wind-speed adeos2-amsr-amsr-l3-snow-water-equivalence adeos2-amsr-amsr-l3-soil-moisture adeos2-amsr-amsr-l3-water-vapor adeos2-gli-1km-absorption-of-colored-dissolve adeos2-gli-1km-add-data-averaged adeos2-gli-1km-aerosol adeos2-gli-1km-aerosol-3033 adeos2-gli-1km-aerosol-angstrom-exponent adeos2-gli-1km-aerosol-angstrom-exponent-3000 adeos2-gli-1km-aerosol-angstrom-exponent-3020 adeos2-gli-1km-aerosol-optical-thickness adeos2-gli-1km-aerosol-optical-thickness-3001 adeos2-gli-1km-aerosol-optical-thickness-3021 adeos2-gli-1km-atmospheric-corrected-data-for adeos2-gli-1km-atmospheric-correction adeos2-gli-1km-attenuation-coefficent-at-490m adeos2-gli-1km-chlorophyll-a adeos2-gli-1km-cloud-effective-particle-radiu adeos2-gli-1km-cloud-effective-particle-radiu-2005 adeos2-gli-1km-cloud-effective-particle-radiu-3003 adeos2-gli-1km-cloud-effective-particle-radiu-3004 adeos2-gli-1km-cloud-effective-particle-radiu-3023 adeos2-gli-1km-cloud-effective-particle-radiu-3024 adeos2-gli-1km-cloud-flag adeos2-gli-1km-cloud-fraction adeos2-gli-1km-cloud-fraction-3002 adeos2-gli-1km-cloud-fraction-3022 adeos2-gli-1km-cloud-liquid-water-path-of-wat adeos2-gli-1km-cloud-liquid-water-path-of-wat-3011 adeos2-gli-1km-cloud-liquid-water-path-of-wat-3031 adeos2-gli-1km-cloud-optical-thickness-of-ice adeos2-gli-1km-cloud-optical-thickness-of-ice-2008 adeos2-gli-1km-cloud-optical-thickness-of-ice-3006 adeos2-gli-1km-cloud-optical-thickness-of-ice-3007 adeos2-gli-1km-cloud-optical-thickness-of-ice-3026 adeos2-gli-1km-cloud-optical-thickness-of-ice-3027 adeos2-gli-1km-cloud-optical-thickness-of-wat adeos2-gli-1km-cloud-optical-thickness-of-wat-3005 adeos2-gli-1km-cloud-optical-thickness-of-wat-3025 adeos2-gli-1km-cloud-top-height-of-water-clou adeos2-gli-1km-cloud-top-height-of-water-clou-3010 adeos2-gli-1km-cloud-top-height-of-water-clou-3030 adeos2-gli-1km-cloud-top-temperature-of-ice-c adeos2-gli-1km-cloud-top-temperature-of-ice-c-3009 adeos2-gli-1km-cloud-top-temperature-of-ice-c-3029 adeos2-gli-1km-cloud-top-temperature-of-water adeos2-gli-1km-cloud-top-temperature-of-water-3008 adeos2-gli-1km-cloud-top-temperature-of-water-3028 adeos2-gli-1km-day-night-separately-averaged adeos2-gli-1km-in-water-particles adeos2-gli-1km-in-water-particles-3014 adeos2-gli-1km-land-and-cryosphere adeos2-gli-1km-middle-and-thermal-infrared adeos2-gli-1km-middle-and-thermal-infrared-1006 adeos2-gli-1km-normalized-water-leaving-radia adeos2-gli-1km-normalized-water-leaving-radia-3032 adeos2-gli-1km-ocean-and-atmosphere adeos2-gli-1km-precise-geometric-corrected-pa adeos2-gli-1km-sea-surface-temperature adeos2-gli-1km-sea-surface-temperature-3015 adeos2-gli-1km-short-wavelength-infrared adeos2-gli-1km-short-wavelength-infrared-1005 adeos2-gli-1km-slpt adeos2-gli-1km-snow-grain-size-retrieved-with adeos2-gli-1km-snow-grain-size-retrieved-with-3018 adeos2-gli-1km-snow-grain-size-retrieved-with-3041 adeos2-gli-1km-snow-grain-size-retrieved-with-3043 adeos2-gli-1km-snow-impurities adeos2-gli-1km-snow-impurities-3042 adeos2-gli-1km-snow-property adeos2-gli-1km-snow-surface-temperature adeos2-gli-1km-snow-surface-temperature-3044 adeos2-gli-1km-suspended-solid-weight adeos2-gli-1km-vegetation-index adeos2-gli-1km-vegetation-index-3040 adeos2-gli-1km-visible-and-near-infrared adeos2-gli-1km-visible-and-near-infrared-1004 adeos2-gli-250m-l1a adeos2-gli-250m-l1b alos-avnir-2-observation alos-palsar-burst-mode-1 alos-palsar-burst-mode-2 alos-palsar-direct-downlink-mode alos-palsar-fine-resolution-mode-dual-pola alos-palsar-fine-resolution-mode-single-po alos-palsar-polarimetry-mode alos-prism-35km alos-prism-35km-4003 alos-prism-35km-4004 alos-prism-35km-4005 alos-prism-35km-4006 alos-prism-35km-4007 alos-prism-35km-4008 alos-prism-70km alos-prism-triplet-observation-mode alos2-palsar2-uf-sp amsr2-l1-tb amsr2-l1r amsr2-l2-clw amsr2-l2-clw-2001 amsr2-l2-prc amsr2-l2-prc-2002 amsr2-l2-sic amsr2-l2-sic-2006 amsr2-l2-smc amsr2-l2-smc-2008 amsr2-l2-snd amsr2-l2-snd-2007 amsr2-l2-sst amsr2-l2-sst-2004 amsr2-l2-ssw amsr2-l2-ssw-2005 amsr2-l2-tpw amsr2-l2-tpw-2000 amsr2-l3-0-1deg-l3-brightness-temperatu amsr2-l3-0-1deg-l3-brightness-temperatu-3016 amsr2-l3-0-1deg-l3-brightness-temperatu-3018 amsr2-l3-0-1deg-l3-brightness-temperatu-3019 amsr2-l3-0-1deg-l3-brightness-temperatu-3020 amsr2-l3-0-1deg-l3-brightness-temperatu-3021 amsr2-l3-0-1deg-l3-brightness-temperatu-3022 amsr2-l3-0-1deg-l3-brightness-temperatu-3023 amsr2-l3-0-1deg-l3-brightness-temperatu-3024 amsr2-l3-0-1deg-l3-brightness-temperatu-3025 amsr2-l3-0-1deg-l3-brightness-temperatu-3026 amsr2-l3-0-1deg-l3-brightness-temperatu-3027 amsr2-l3-0-1deg-l3-brightness-temperatu-3028 amsr2-l3-0-1deg-l3-brightness-temperatu-3029 amsr2-l3-0-1deg-l3-cloud-liquid-water-c amsr2-l3-0-1deg-l3-cloud-liquid-water-c-3002 amsr2-l3-0-1deg-l3-ice-concentration-si amsr2-l3-0-1deg-l3-ice-concentration-si-3010 amsr2-l3-0-1deg-l3-integrated-water-vap amsr2-l3-0-1deg-l3-integrated-water-vap-3000 amsr2-l3-0-1deg-l3-precipitation-prc-0 amsr2-l3-0-1deg-l3-precipitation-prc-0-3004 amsr2-l3-0-1deg-l3-sea-surface-tempertu amsr2-l3-0-1deg-l3-sea-surface-tempertu-3006 amsr2-l3-0-1deg-l3-sea-surface-wind-spe amsr2-l3-0-1deg-l3-sea-surface-wind-spe-3008 amsr2-l3-0-1deg-l3-snow-depth-snd-0-1de amsr2-l3-0-1deg-l3-snow-depth-snd-0-1de-3012 amsr2-l3-0-1deg-l3-soil-moisture-conten amsr2-l3-0-1deg-l3-soil-moisture-conten-3014 amsr2-l3-0-25deg-l3-brightness-temperat amsr2-l3-0-25deg-l3-brightness-temperat-3046 amsr2-l3-0-25deg-l3-brightness-temperat-3048 amsr2-l3-0-25deg-l3-brightness-temperat-3049 amsr2-l3-0-25deg-l3-brightness-temperat-3050 amsr2-l3-0-25deg-l3-brightness-temperat-3051 amsr2-l3-0-25deg-l3-brightness-temperat-3052 amsr2-l3-0-25deg-l3-brightness-temperat-3053 amsr2-l3-0-25deg-l3-brightness-temperat-3054 amsr2-l3-0-25deg-l3-brightness-temperat-3055 amsr2-l3-0-25deg-l3-brightness-temperat-3056 amsr2-l3-0-25deg-l3-brightness-temperat-3057 amsr2-l3-0-25deg-l3-brightness-temperat-3058 amsr2-l3-0-25deg-l3-brightness-temperat-3059 amsr2-l3-0-25deg-l3-cloud-liquid-water amsr2-l3-0-25deg-l3-cloud-liquid-water-3032 amsr2-l3-0-25deg-l3-integrated-water-va amsr2-l3-0-25deg-l3-integrated-water-va-3030 amsr2-l3-0-25deg-l3-precipitation-prc-0 amsr2-l3-0-25deg-l3-precipitation-prc-0-3034 amsr2-l3-0-25deg-l3-sea-ice-concentrati amsr2-l3-0-25deg-l3-sea-ice-concentrati-3040 amsr2-l3-0-25deg-l3-sea-surface-tempert amsr2-l3-0-25deg-l3-sea-surface-tempert-3036 amsr2-l3-0-25deg-l3-sea-surface-wind-sp amsr2-l3-0-25deg-l3-sea-surface-wind-sp-3038 amsr2-l3-0-25deg-l3-snow-depth-snd-0-25 amsr2-l3-0-25deg-l3-snow-depth-snd-0-25-3042 amsr2-l3-0-25deg-l3-soil-moisture-conte amsr2-l3-0-25deg-l3-soil-moisture-conte-3044 amsr3-l1-tbr amsr3-l2-asw amsr3-l2-clw amsr3-l2-hsi amsr3-l2-prc amsr3-l2-sic amsr3-l2-smc amsr3-l2-snd amsr3-l2-sst amsr3-l2-ssw amsr3-l2-tpw amsr3-l3-asw amsr3-l3-clw amsr3-l3-hsi amsr3-l3-prc amsr3-l3-sic amsr3-l3-smc amsr3-l3-snd amsr3-l3-sst amsr3-l3-ssw amsr3-l3-th1 amsr3-l3-th2 amsr3-l3-th3 amsr3-l3-th4 amsr3-l3-tl1 amsr3-l3-tl2 amsr3-l3-tl3 amsr3-l3-tl4 amsr3-l3-tl5 amsr3-l3-tl6 amsr3-l3-tl7 amsr3-l3-tpw aqua-amsr-e-amsr2format-l1-tb aqua-amsr-e-amsr2format-l1-tb-1001 aqua-amsr-e-amsr2format-l2-clw aqua-amsr-e-amsr2format-l2-prc aqua-amsr-e-amsr2format-l2-prc-2002 aqua-amsr-e-amsr2format-l2-sic aqua-amsr-e-amsr2format-l2-smc aqua-amsr-e-amsr2format-l2-snd aqua-amsr-e-amsr2format-l2-sst aqua-amsr-e-amsr2format-l2-ssw aqua-amsr-e-amsr2format-l2-tpw aqua-amsr-e-amsr2format-l3-0-1 aqua-amsr-e-amsr2format-l3-0-1-3000 aqua-amsr-e-amsr2format-l3-0-1-3002 aqua-amsr-e-amsr2format-l3-0-1-3003 aqua-amsr-e-amsr2format-l3-0-1-3004 aqua-amsr-e-amsr2format-l3-0-1-3005 aqua-amsr-e-amsr2format-l3-0-1-3006 aqua-amsr-e-amsr2format-l3-0-1-3007 aqua-amsr-e-amsr2format-l3-0-1-3008 aqua-amsr-e-amsr2format-l3-0-1-3009 aqua-amsr-e-amsr2format-l3-0-1-3010 aqua-amsr-e-amsr2format-l3-0-1-3011 aqua-amsr-e-amsr2format-l3-0-1-3012 aqua-amsr-e-amsr2format-l3-0-1-3013 aqua-amsr-e-amsr2format-l3-0-1-3014 aqua-amsr-e-amsr2format-l3-0-1-3015 aqua-amsr-e-amsr2format-l3-0-1-3016 aqua-amsr-e-amsr2format-l3-0-1-3017 aqua-amsr-e-amsr2format-l3-0-1-3018 aqua-amsr-e-amsr2format-l3-0-1-3019 aqua-amsr-e-amsr2format-l3-0-1-3020 aqua-amsr-e-amsr2format-l3-0-1-3021 aqua-amsr-e-amsr2format-l3-0-1-3022 aqua-amsr-e-amsr2format-l3-0-1-3023 aqua-amsr-e-amsr2format-l3-0-1-3024 aqua-amsr-e-amsr2format-l3-0-1-3025 aqua-amsr-e-amsr2format-l3-0-1-3026 aqua-amsr-e-amsr2format-l3-0-1-3027 aqua-amsr-e-amsr2format-l3-0-25 aqua-amsr-e-amsr2format-l3-0-25-3028 aqua-amsr-e-amsr2format-l3-0-25-3030 aqua-amsr-e-amsr2format-l3-0-25-3031 aqua-amsr-e-amsr2format-l3-0-25-3032 aqua-amsr-e-amsr2format-l3-0-25-3033 aqua-amsr-e-amsr2format-l3-0-25-3034 aqua-amsr-e-amsr2format-l3-0-25-3035 aqua-amsr-e-amsr2format-l3-0-25-3036 aqua-amsr-e-amsr2format-l3-0-25-3037 aqua-amsr-e-amsr2format-l3-0-25-3038 aqua-amsr-e-amsr2format-l3-0-25-3039 aqua-amsr-e-amsr2format-l3-0-25-3040 aqua-amsr-e-amsr2format-l3-0-25-3041 aqua-amsr-e-amsr2format-l3-0-25-3042 aqua-amsr-e-amsr2format-l3-0-25-3043 aqua-amsr-e-amsr2format-l3-0-25-3044 aqua-amsr-e-amsr2format-l3-0-25-3045 aqua-amsr-e-amsr2format-l3-0-25-3046 aqua-amsr-e-amsr2format-l3-0-25-3047 aqua-amsr-e-amsr2format-l3-0-25-3048 aqua-amsr-e-amsr2format-l3-0-25-3049 aqua-amsr-e-amsr2format-l3-0-25-3050 aqua-amsr-e-amsr2format-l3-0-25-3051 aqua-amsr-e-amsr2format-l3-0-25-3052 aqua-amsr-e-amsr2format-l3-0-25-3053 aqua-amsr-e-amsr2format-l3-0-25-3054 aqua-amsr-e-amsr2format-l3-0-25-3055 aqua-amsr-e-l1-l1b-brightness-temperature aqua-amsr-e-l2-ap aqua-amsr-e-l2-clw aqua-amsr-e-l2-ic aqua-amsr-e-l2-sm aqua-amsr-e-l2-sst aqua-amsr-e-l2-ssw aqua-amsr-e-l2-swe aqua-amsr-e-l2-wv aqua-amsr-e-l3-ap aqua-amsr-e-l3-clw aqua-amsr-e-l3-ic aqua-amsr-e-l3-sm aqua-amsr-e-l3-sst aqua-amsr-e-l3-ssw aqua-amsr-e-l3-swe aqua-amsr-e-l3-tb10ghz-h aqua-amsr-e-l3-tb10ghz-v aqua-amsr-e-l3-tb18ghz-h aqua-amsr-e-l3-tb18ghz-v aqua-amsr-e-l3-tb23ghz-h aqua-amsr-e-l3-tb23ghz-v aqua-amsr-e-l3-tb36ghz-h aqua-amsr-e-l3-tb36ghz-v aqua-amsr-e-l3-tb6ghz-h aqua-amsr-e-l3-tb6ghz-v aqua-amsr-e-l3-tb89ghz-h aqua-amsr-e-l3-tb89ghz-v aqua-amsr-e-l3-wv circ-alos-2-alos-2-circ-l1-rad circ-alos-2-alos-2-circ-lst earthcare-atlid-l1-atl-nom earthcare-atlid-l2-atl-aer earthcare-atlid-l2-atl-af earthcare-atlid-l2-atl-ald earthcare-atlid-l2-atl-cla earthcare-atlid-l2-atl-cth earthcare-atlid-l2-atl-ebd earthcare-atlid-l2-atl-ice earthcare-atlid-l2-atl-tc earthcare-atlid-msi-bbr-l2-bm-flx earthcare-atlid-msi-l2-am-acd earthcare-atlid-msi-l2-am-cth earthcare-atlid-msi-l2-am-mo earthcare-bbr-l1-bbr-nom earthcare-bbr-msi-l2-bm-rad earthcare-cpr-atlid-l2-ac-clp earthcare-cpr-atlid-l2-ac-tc earthcare-cpr-atlid-msi-bbr-l2-all-3d earthcare-cpr-atlid-msi-bbr-l2-all-df earthcare-cpr-atlid-msi-bbr-l2-all-rad earthcare-cpr-atlid-msi-l2-acm-cap earthcare-cpr-atlid-msi-l2-acm-clp earthcare-cpr-atlid-msi-l2-acm-com earthcare-cpr-atlid-msi-l2-acm-rt earthcare-cpr-eco earthcare-cpr-l1-cpr-nom earthcare-cpr-l2-cpr-cd earthcare-cpr-l2-cpr-cld earthcare-cpr-l2-cpr-clp earthcare-cpr-l2-cpr-fmr earthcare-cpr-l2-cpr-tc earthcare-msi-l1-msi-nom-1b earthcare-msi-l1-msi-rgr-1c earthcare-msi-l2-msi-aot earthcare-msi-l2-msi-clp earthcare-msi-l2-msi-cm earthcare-msi-l2-msi-cop earthcare-supprt-data-aux-2d earthcare-supprt-data-aux-3d earthcare-supprt-data-x-jsg gosat-gw-amsr3-l1b gpm-dpr-kupr-l1b gpm-dpr-l1-kapr-l1b-received-power gpm-dpr-l2-dpr-l2-precipitation gpm-dpr-l2-dpr-l2-spectral-latent-heating gpm-dpr-l2-kapr-l2-precipitation gpm-dpr-l2-kupr-l2-precipitation gpm-dpr-l3-daily-hdf gpm-dpr-l3-daily-text gpm-dpr-l3-dpr-l3-gridded-orbital-spectra gpm-dpr-l3-dpr-l3-monthly-spectral-latent gpm-dpr-l3-monthly-hdf gpm-environment-auxiliary-dpr-environment-auxiliary gpm-environment-auxiliary-kapr-environment-auxiliary gpm-environment-auxiliary-kupr-environment-auxiliary gpm-gmi-comb-l2-comb-l2-precipitation gpm-gmi-comb-l3-comb-dpr-gmi-l3-precipitation gpm-gmi-comb-l3-comb-l3-gridded-orbital-spectr gpm-gmi-comb-l3-comb-l3-monthly-spectral-laten gpm-gmi-l1-gmi-l1b-brightness-temperature gpm-gmi-l1-gmi-l1c-inter-calibrated-brigh gpm-gmi-l2-gmi-l2-precipitation gpm-gmi-l3-gmi-l3-precipitation gpmc-amsr2-l1-gcom-w-amsr2-l1c-inter-calibra gpmc-atms-l1-npp-atms-l1c-inter-calibrated gpmc-mhs-l1-metop-a-mhs-l1c-inter-calibrat gpmc-mhs-l1-metop-b-mhs-l1c-inter-calibrat gpmc-mhs-l1-noaa-18-mhs-l1c-inter-calibrat gpmc-mhs-l1-noaa-19-mhs-l1c-inter-calibrat gpmc-saphir-l1-megha-tropiques-saphir-l1c-int gpmc-ssmis-l1-dmsp-f16-ssmis-l1c-inter-calib gpmc-ssmis-l1-dmsp-f17-ssmis-l1c-inter-calib gpmc-ssmis-l1-dmsp-f18-ssmis-l1c-inter-calib gpmc-ssmis-l1-dmsp-f19-ssmis-l1c-inter-calib gpmc-tmi-l1-trmm-tmi-l1c-inter-calibrated gsmap-gp-l3-hourly-hdf gsmap-gp-l3-hourly-text gsmap-gp-l3-monthly-hdf jers1-sar-l0 jers1-sar-l2-1-sar jers1-swir-l2-swir jers1-vnir-l2-vnir mos1-messr-messr mos1b-messr-messr nasacmr-aqua-modis-aqua-aerosol-5-min-l2-sw nasacmr-aqua-modis-aqua-aerosol-5-min-l2-sw-2003 nasacmr-aqua-modis-aqua-aerosol-cloud-water nasacmr-aqua-modis-aqua-aerosol-cloud-water-3014 nasacmr-aqua-modis-aqua-aerosol-cloud-water-3015 nasacmr-aqua-modis-aqua-clouds-5-min-l2-swa nasacmr-aqua-modis-aqua-land-surface-temper nasacmr-aqua-modis-aqua-land-surface-temper-3001 nasacmr-aqua-modis-aqua-land-surface-temper-3002 nasacmr-aqua-modis-aqua-land-surface-temper-3003 nasacmr-aqua-modis-aqua-land-surface-temper-3004 nasacmr-aqua-modis-aqua-sea-surface-tempera nasacmr-aqua-modis-aqua-sea-surface-tempera-3011 nasacmr-aqua-modis-aqua-snow-cover-8-day-l3 nasacmr-aqua-modis-aqua-snow-cover-daily-l3 nasacmr-aqua-modis-aqua-vegetation-indices nasacmr-aqua-modis-aqua-vegetation-indices-3006 nasacmr-aqua-modis-aqua-vegetation-indices-3007 nasacmr-aqua-modis-aqua-vegetation-indices-3008 nasacmr-aqua-modis-aqua-vegetation-indices-3009 nasacmr-aqua-modis-aqua-vegetation-indices-3010 nasacmr-aqua-modisa-l2-ocean-color nasacmr-aqua-modisa-l3m-chlorophyll-a nasacmr-terra-modis-terra-aerosol-5-min-l2-s nasacmr-terra-modis-terra-aerosol-5-min-l2-s-2003 nasacmr-terra-modis-terra-aerosol-cloud-wate nasacmr-terra-modis-terra-aerosol-cloud-wate-3014 nasacmr-terra-modis-terra-aerosol-cloud-wate-3015 nasacmr-terra-modis-terra-clouds-5-min-l2-sw nasacmr-terra-modis-terra-land-surface-tempe nasacmr-terra-modis-terra-land-surface-tempe-3001 nasacmr-terra-modis-terra-land-surface-tempe-3002 nasacmr-terra-modis-terra-land-surface-tempe-3003 nasacmr-terra-modis-terra-land-surface-tempe-3004 nasacmr-terra-modis-terra-snow-cover-8-day-l nasacmr-terra-modis-terra-snow-cover-daily-l nasacmr-terra-modis-terra-vegetation-indices nasacmr-terra-modis-terra-vegetation-indices-3006 nasacmr-terra-modis-terra-vegetation-indices-3007 nasacmr-terra-modis-terra-vegetation-indices-3008 nasacmr-terra-modis-terra-vegetation-indices-3009 nasacmr-terra-modis-terra-vegetation-indices-3010 nasacmr-terra-modist-l2-oc nasacmr-terra-modist-l2-sst nasacmr-terra-modist-l3m-chl nasacmr-terra-modist-l3m-sst palsar2-fine-dp palsar2-fine-qp palsar2-fine-sp palsar2-hight-sensitive-dp palsar2-hight-sensitive-qp palsar2-hight-sensitive-sp palsar2-scansar-14mhz-dp palsar2-scansar-14mhz-sp palsar2-scansar-28mhz-dp palsar2-scansar-28mhz-sp palsar2-scansar-sp palsar2-scansardp palsar2-spotlight-sp palsar2-ultra-fine-dp sgli-l1-swi-tir sgli-l1-swi-tir-1005 sgli-l1-visible-near-infrared-pol sgli-l1-visible-near-infrared-pol-1004 sgli-l1-visible-near-infrared-vnr sgli-l1-visible-near-infrared-vnr-1003 sgli-l2-arnp sgli-l2-arnp-ver-2 sgli-l2-arnp-ver-2-2059 sgli-l2-arpl-ver-2 sgli-l2-arpl-ver-2-2061 sgli-l2-atmosphere-global-l2-global-ar sgli-l2-atmosphere-global-l2-global-ar-2071 sgli-l2-atmosphere-global-l2-global-ar-2072 sgli-l2-atmosphere-global-l2-global-ar-2073 sgli-l2-atmosphere-global-l2-global-ar-2074 sgli-l2-atmosphere-global-l2-global-cl sgli-l2-atmosphere-global-l2-global-cl-2067 sgli-l2-atmosphere-global-l2-global-cl-2069 sgli-l2-atmosphere-global-l2-global-cl-2070 sgli-l2-atmosphere-global-l2-global-lc sgli-l2-atmosphere-global-l2-global-lt sgli-l2-atmosphere-global-l2-global-lt-2064 sgli-l2-atmosphere-global-l2-global-lt-2065 sgli-l2-clfg sgli-l2-clfg-2055 sgli-l2-clpr sgli-l2-clpr-2057 sgli-l2-cryosphere-statistics-l2-stati sgli-l2-cryosphere-statistics-l2-stati-2008 sgli-l2-cryosphere-statistics-l2-stati-2010 sgli-l2-cryosphere-statistics-l2-stati-2011 sgli-l2-cryosphere-statistics-l2-stati-2077 sgli-l2-land-area-l2-agb sgli-l2-land-area-l2-lai sgli-l2-land-area-l2-lst sgli-l2-land-area-l2-ltoa sgli-l2-land-area-l2-ltoa-2012 sgli-l2-land-area-l2-ltoa-2013 sgli-l2-land-area-l2-rsrf sgli-l2-land-area-l2-vgi sgli-l2-land-area-statistics-l2-statis sgli-l2-land-area-statistics-l2-statis-2020 sgli-l2-land-area-statistics-l2-statis-2021 sgli-l2-land-area-statistics-l2-statis-2023 sgli-l2-land-area-statistics-l2-statis-2024 sgli-l2-land-area-statistics-l2-statis-2025 sgli-l2-land-area-statistics-l2-statis-2026 sgli-l2-land-area-statistics-l2-statis-2027 sgli-l2-land-area-statistics-l2-statis-2028 sgli-l2-land-area-statistics-l2-statis-2029 sgli-l2-land-area-statistics-l2-statis-2030 sgli-l2-land-area-statistics-l2-statis-2031 sgli-l2-land-area-statistics-l2-statis-2032 sgli-l2-land-area-statistics-l2-statis-2033 sgli-l2-land-area-statistics-l2-statis-2034 sgli-l2-land-area-statistics-l2-statis-2035 sgli-l2-land-area-statistics-l2-statis-2036 sgli-l2-land-area-statistics-l2-statis-2037 sgli-l2-land-area-statistics-l2-statis-2038 sgli-l2-land-area-statistics-l2-statis-2039 sgli-l2-land-area-statistics-l2-statis-2040 sgli-l2-land-area-statistics-l2-statis-2041 sgli-l2-land-area-statistics-l2-statis-2042 sgli-l2-land-area-statistics-l2-statis-2043 sgli-l2-land-area-statistics-l2-statis-2044 sgli-l2-land-area-statistics-l2-statis-2045 sgli-l2-land-area-statistics-l2-statis-2046 sgli-l2-land-area-statistics-l2-statis-2047 sgli-l2-land-area-statistics-l2-statis-2048 sgli-l2-land-area-statistics-l2-statis-2049 sgli-l2-land-area-statistics-l2-statis-2050 sgli-l2-land-area-statistics-l2-statis-2051 sgli-l2-land-area-statistics-l2-statis-2052 sgli-l2-land-area-statistics-l2-statis-2053 sgli-l2-land-area-statistics-l2-statis-2054 sgli-l2-land-area-statistics-l2-statis-2078 sgli-l2-oceanic-sphere-l2-iwpr sgli-l2-oceanic-sphere-l2-nwlr sgli-l2-oceanic-sphere-l2-sst sgli-l2-okid sgli-l2-sice sgli-l2-sice-2004 sgli-l2-sipr sgli-l2-sipr-2075 sgli-l2-sipr-ver-2 sgli-l2-sipr-ver-2-2006 sgli-l3-aael-ver-2 sgli-l3-aael-ver-2-3164 sgli-l3-aaeo-ver-2 sgli-l3-aaeo-ver-2-3162 sgli-l3-aaep-ver-2 sgli-l3-aaep-ver-2-3168 sgli-l3-aotl-ver-2 sgli-l3-aotl-ver-2-3160 sgli-l3-aoto-ver-2 sgli-l3-aoto-ver-2-3158 sgli-l3-aotp-ver-2 sgli-l3-aotp-ver-2-3166 sgli-l3-arae sgli-l3-arae-3174 sgli-l3-arot sgli-l3-arot-3172 sgli-l3-assa sgli-l3-assa-3176 sgli-l3-assa-ver-2 sgli-l3-assa-ver-2-3170 sgli-l3-cerw sgli-l3-cerw-3154 sgli-l3-clfr sgli-l3-clfr-3122 sgli-l3-clfr-3123 sgli-l3-clfr-3124 sgli-l3-clfr-3125 sgli-l3-clfr-3126 sgli-l3-clfr-3127 sgli-l3-clfr-3128 sgli-l3-clfr-3129 sgli-l3-clfr-3130 sgli-l3-clfr-3131 sgli-l3-clfr-3132 sgli-l3-clfr-3133 sgli-l3-clfr-3134 sgli-l3-clfr-3135 sgli-l3-clfr-3136 sgli-l3-clfr-3137 sgli-l3-clfr-3138 sgli-l3-clfr-3139 sgli-l3-clfr-3140 sgli-l3-clfr-3141 sgli-l3-clfr-3142 sgli-l3-clfr-3143 sgli-l3-clfr-3144 sgli-l3-clfr-3145 sgli-l3-clfr-3146 sgli-l3-clth sgli-l3-clth-3150 sgli-l3-cltt sgli-l3-cltt-3148 sgli-l3-coti sgli-l3-coti-3156 sgli-l3-cotw sgli-l3-cotw-3152 sgli-l3-land-area-l3-agb sgli-l3-land-area-l3-agb-3116 sgli-l3-land-area-l3-evi sgli-l3-land-area-l3-evi-3108 sgli-l3-land-area-l3-fpar sgli-l3-land-area-l3-fpar-3112 sgli-l3-land-area-l3-lai sgli-l3-land-area-l3-lai-3114 sgli-l3-land-area-l3-lst sgli-l3-land-area-l3-lst-3120 sgli-l3-land-area-l3-ndvi sgli-l3-land-area-l3-ndvi-3106 sgli-l3-land-area-l3-rsrf sgli-l3-land-area-l3-rsrf-3040 sgli-l3-land-area-l3-rsrf-3041 sgli-l3-land-area-l3-rsrf-3042 sgli-l3-land-area-l3-rsrf-3043 sgli-l3-land-area-l3-rsrf-3044 sgli-l3-land-area-l3-rsrf-3045 sgli-l3-land-area-l3-rsrf-3046 sgli-l3-land-area-l3-rsrf-3047 sgli-l3-land-area-l3-rsrf-3048 sgli-l3-land-area-l3-rsrf-3049 sgli-l3-land-area-l3-rsrf-3050 sgli-l3-land-area-l3-rsrf-3051 sgli-l3-land-area-l3-rsrf-3052 sgli-l3-land-area-l3-rsrf-3053 sgli-l3-land-area-l3-rsrf-3054 sgli-l3-land-area-l3-rsrf-3055 sgli-l3-land-area-l3-rsrf-3056 sgli-l3-land-area-l3-rsrf-3057 sgli-l3-land-area-l3-rsrf-3058 sgli-l3-land-area-l3-rsrf-3059 sgli-l3-land-area-l3-rsrf-3060 sgli-l3-land-area-l3-rsrf-3061 sgli-l3-land-area-l3-rsrf-3062 sgli-l3-land-area-l3-rsrf-3063 sgli-l3-land-area-l3-rsrf-3064 sgli-l3-land-area-l3-rsrf-3065 sgli-l3-land-area-l3-rsrf-3066 sgli-l3-land-area-l3-rsrf-3067 sgli-l3-land-area-l3-rsrf-3068 sgli-l3-land-area-l3-rsrf-3069 sgli-l3-land-area-l3-rsrf-3070 sgli-l3-land-area-l3-rsrf-3071 sgli-l3-land-area-l3-rsrf-3072 sgli-l3-land-area-l3-rsrf-3073 sgli-l3-land-area-l3-rsrf-3074 sgli-l3-land-area-l3-rsrf-3075 sgli-l3-land-area-l3-rsrf-3076 sgli-l3-land-area-l3-rsrf-3077 sgli-l3-land-area-l3-rsrf-3078 sgli-l3-land-area-l3-rsrf-3079 sgli-l3-land-area-l3-rsrf-3080 sgli-l3-land-area-l3-rsrf-3081 sgli-l3-land-area-l3-rsrf-3082 sgli-l3-land-area-l3-rsrf-3083 sgli-l3-land-area-l3-rsrf-3084 sgli-l3-land-area-l3-rsrf-3085 sgli-l3-land-area-l3-rsrf-3086 sgli-l3-land-area-l3-rsrf-3087 sgli-l3-land-area-l3-rsrf-3088 sgli-l3-land-area-l3-rsrf-3089 sgli-l3-land-area-l3-rsrf-3090 sgli-l3-land-area-l3-rsrf-3091 sgli-l3-land-area-l3-rsrf-3092 sgli-l3-land-area-l3-rsrf-3093 sgli-l3-land-area-l3-rsrf-3094 sgli-l3-land-area-l3-rsrf-3095 sgli-l3-land-area-l3-rsrf-3096 sgli-l3-land-area-l3-rsrf-3097 sgli-l3-land-area-l3-rsrf-3098 sgli-l3-land-area-l3-rsrf-3099 sgli-l3-land-area-l3-rsrf-3100 sgli-l3-land-area-l3-rsrf-3101 sgli-l3-land-area-l3-rsrf-3102 sgli-l3-land-area-l3-rsrf-3103 sgli-l3-land-area-l3-rsrf-3104 sgli-l3-land-area-l3-sdi sgli-l3-land-area-l3-sdi-3110 sgli-l3-land-area-l3-vri sgli-l3-land-area-l3-vri-3118 sgli-l3-nwlr sgli-l3-oceanic-sphere-l3-acp sgli-l3-oceanic-sphere-l3-acp-3014 sgli-l3-oceanic-sphere-l3-acp-3015 sgli-l3-oceanic-sphere-l3-acp-3016 sgli-l3-oceanic-sphere-l3-cdom sgli-l3-oceanic-sphere-l3-cdom-3024 sgli-l3-oceanic-sphere-l3-chla sgli-l3-oceanic-sphere-l3-chla-3020 sgli-l3-oceanic-sphere-l3-nwlr sgli-l3-oceanic-sphere-l3-nwlr-3000 sgli-l3-oceanic-sphere-l3-nwlr-3002 sgli-l3-oceanic-sphere-l3-nwlr-3003 sgli-l3-oceanic-sphere-l3-nwlr-3004 sgli-l3-oceanic-sphere-l3-nwlr-3005 sgli-l3-oceanic-sphere-l3-nwlr-3006 sgli-l3-oceanic-sphere-l3-nwlr-3007 sgli-l3-oceanic-sphere-l3-nwlr-3008 sgli-l3-oceanic-sphere-l3-nwlr-3009 sgli-l3-oceanic-sphere-l3-nwlr-3010 sgli-l3-oceanic-sphere-l3-nwlr-3011 sgli-l3-oceanic-sphere-l3-nwlr-3012 sgli-l3-oceanic-sphere-l3-par sgli-l3-oceanic-sphere-l3-par-3018 sgli-l3-oceanic-sphere-l3-sst sgli-l3-oceanic-sphere-l3-sst-3026 sgli-l3-oceanic-sphere-l3-tsm sgli-l3-oceanic-sphere-l3-tsm-3022 sgli-l3-sgsl sgli-l3-sgsl-3036 sgli-l3-sgsl-3037 sgli-l3-sgsl-3038 sgli-l3-sice sgli-l3-sice-3028 sgli-l3-sice-3029 sgli-l3-sice-3030 sgli-l3-sist sgli-l3-sist-3032 sgli-l3-sist-3033 sgli-l3-sist-3034 slats-shirop-panchromatic-image trmm-pr-l1-pr-received-power trmm-pr-l1-pr-reflectivities trmm-pr-l2-pr-qualitative trmm-pr-l2-pr-rainfall-profile trmm-pr-l2-pr-spectral-latent-heating trmm-pr-l2-pr-surface-cross-section trmm-pr-l3-pr-gridded-orbital-spectral-la trmm-pr-l3-pr-monthly-rainfall trmm-pr-l3-pr-monthly-spectral-latent-hea trmm-pr-l3-pr-monthly-surface-rain trmm-tmi-comb-l2-comb-convective-stratiform-hea trmm-tmi-comb-l2-comb-rain-profile trmm-tmi-comb-l3-comb-gridded-orbital-convectiv trmm-tmi-comb-l3-comb-gridded-orbital-convectiv-3001 trmm-tmi-comb-l3-comb-monthly-convective-strati trmm-tmi-comb-l3-comb-monthly-rainfall trmm-tmi-comb-l3-trmm-and-other-sensors-3-hourl trmm-tmi-comb-l3-trmm-and-other-sensors-monthly trmm-tmi-l1-tmi-brightness-temperatures trmm-tmi-l2-tmi-rainfall-profile trmm-tmi-l3-tmi-monthly-emisssion trmm-tmi-l3-tmi-monthly-rainfall-profile trmm-virs-l1-virs-radiance trmmgpm-environment-auxiliary-pr-environment-auxiliary trmmgpm-pr-l1-pr-l1b-received-power trmmgpm-pr-l2-pr-l2-precipitation trmmgpm-pr-l2-pr-l2-spectral-latent-heating trmmgpm-pr-l3-daily-hdf trmmgpm-pr-l3-daily-text trmmgpm-pr-l3-monthly-hdf trmmgpm-pr-l3-pr-l3-gridded-orbital-spectral trmmgpm-pr-l3-pr-l3-monthly-spectral-latent trmmgpm-tmi-comb-l2-comb-l2-precipitation trmmgpm-tmi-comb-l3-comb-l3-gridded-orbital-spectr trmmgpm-tmi-comb-l3-comb-l3-monthly-spectral-laten trmmgpm-tmi-comb-l3-comb-l3-precipitation trmmgpm-tmi-l1-tmi-l1b-brightness-temperature trmmgpm-tmi-l2-tmi-l2-precipitation trmmgpm-tmi-l3-tmi-l3-precipitation trmmgpm-virs-l1-virs-l1b-radiance
Friendly aliases¶
Every one of the 118 jaxa-earth collections has a short, friendly canonical key — the long auto-derived slug stays as an alias for round-tripping. A handful of high-traffic products also accept plain-English aliases (elevation, precipitation, lccs, ...).
In [3]:
Copied!
for alias in [
'elevation', 'dem', 'precipitation', 'lccs', 'forest-non-forest',
'palsar2', 'earthcare', 'gpm',
]:
row = cat.get(alias)
print(f'{alias:18s} -> {row.key:25s} ({row.protocol})')
for alias in [
'elevation', 'dem', 'precipitation', 'lccs', 'forest-non-forest',
'palsar2', 'earthcare', 'gpm',
]:
row = cat.get(alias)
print(f'{alias:18s} -> {row.key:25s} ({row.protocol})')
elevation -> aw3d30 (jaxa-earth) dem -> aw3d30 (jaxa-earth) precipitation -> gsmap (jaxa-earth) lccs -> proba-v-lccs (jaxa-earth) forest-non-forest -> alos2-fnf (jaxa-earth) palsar2 -> alos2-palsar2-uf-sp (gportal) earthcare -> earthcare-cpr-eco (gportal) gpm -> gpm-dpr-kupr-l1b (gportal)
Mission families at a glance¶
The friendly keys follow a <mission>-<product>[-<d|n>][-<cadence>][-norm] pattern. Group by the mission prefix to see how the 118 collections decompose.
In [4]:
Copied!
from collections import Counter
families = Counter(
k.split('-', 1)[0] for k in cat.by_protocol('jaxa-earth')
)
for family, count in families.most_common():
print(f' {family:10s} {count:3d} collection(s)')
from collections import Counter
families = Counter(
k.split('-', 1)[0] for k in cat.by_protocol('jaxa-earth')
)
for family, count in families.most_common():
print(f' {family:10s} {count:3d} collection(s)')
sgli 39 collection(s) amsr2 20 collection(s) modis 19 collection(s) mod11 8 collection(s) gsmap 7 collection(s) temsm 7 collection(s) amsre 6 collection(s) myd11 4 collection(s) aw3d30 2 collection(s) mod11c3 2 collection(s) alos2 1 collection(s) hrlulc 1 collection(s) proba 1 collection(s) spi 1 collection(s)
Inspect a row¶
Every row carries its protocol-specific identifier — a collection (STAC name) for jaxa-earth or a short_name (numeric id) for gportal — plus a default band where applicable.
In [5]:
Copied!
aw3d30 = cat.get('elevation')
print('canonical key:', aw3d30.key)
print('protocol: ', aw3d30.protocol)
print('collection: ', aw3d30.collection)
print('default band: ', aw3d30.default_band)
print()
palsar2 = cat.get('palsar2')
print('canonical key:', palsar2.key)
print('protocol: ', palsar2.protocol)
print('short_name: ', palsar2.short_name)
print('description: ', palsar2.description)
aw3d30 = cat.get('elevation')
print('canonical key:', aw3d30.key)
print('protocol: ', aw3d30.protocol)
print('collection: ', aw3d30.collection)
print('default band: ', aw3d30.default_band)
print()
palsar2 = cat.get('palsar2')
print('canonical key:', palsar2.key)
print('protocol: ', palsar2.protocol)
print('short_name: ', palsar2.short_name)
print('description: ', palsar2.description)
canonical key: aw3d30 protocol: jaxa-earth collection: JAXA.EORC_ALOS.PRISM_AW3D30.v3.2_global default band: DSM canonical key: alos2-palsar2-uf-sp protocol: gportal short_name: 27004001 description: ALOS-2 — NA/Ultra-fine[3m] SP
Unknown keys raise with a did-you-mean hint¶
The catalog uses difflib.get_close_matches to suggest the nearest known key on a typo.
In [6]:
Copied!
try:
cat.get('aw3d3')
except ValueError as exc:
print(exc)
try:
cat.get('aw3d3')
except ValueError as exc:
print(exc)
'aw3d3' is not in the JAXA catalog. Known keys: ['adeos-avnir-l1a-mu', 'adeos-avnir-l1a-pan', 'adeos-avnir-l1b2-mu', 'adeos-avnir-l1b2-pan', 'adeos-octs-gac-ocean-color', 'adeos-octs-gac-ocean-color-3007', 'adeos-octs-gac-ocean-color-chlorophyll-a', 'adeos-octs-gac-ocean-color-czcs-like-pigm', 'adeos-octs-gac-ocean-color1', 'adeos-octs-gac-ocean-color2', 'adeos-octs-gac-sea-surface-temperatur', 'adeos-octs-gac-sea-surface-temperture', 'adeos-octs-gac-seasurface-temperatur', 'adeos-octs-gac-thermal-infrared', 'adeos-octs-gac-vegetation-index', 'adeos-octs-gac-vegetation-index-3001', 'adeos-octs-gac-vegetation-index-3011', 'adeos-octs-gac-visible-and-near-infrared', 'adeos-octs-k490', 'adeos-octs-k490-3010', 'adeos-octs-rtc-ocean-color-chlorophyll-a', 'adeos-octs-rtc-ocean-color-czcs-like-pigm', 'adeos-octs-rtc-ocean-color1', 'adeos-octs-rtc-ocean-color2', 'adeos-octs-rtc-sea-surface-temperatur', 'adeos-octs-rtc-sea-surface-temperture', 'adeos-octs-rtc-thermal-infrared', 'adeos-octs-rtc-vegetation-index', 'adeos-octs-rtc-visible-and-near-infrared', 'adeos2-amsr-amsr-l1a', 'adeos2-amsr-amsr-l1b', 'adeos2-amsr-amsr-l2-amount-of-precipitatio', 'adeos2-amsr-amsr-l2-cloud-liquid-water', 'adeos2-amsr-amsr-l2-ice-concentration', 'adeos2-amsr-amsr-l2-sea-surface-temperture', 'adeos2-amsr-amsr-l2-sea-surface-wind-speed', 'adeos2-amsr-amsr-l2-snow-water-equivalence', 'adeos2-amsr-amsr-l2-soil-moisture', 'adeos2-amsr-amsr-l2-water-vapor', 'adeos2-amsr-amsr-l3-amount-of-precipitatio', 'adeos2-amsr-amsr-l3-brightness-temperature', 'adeos2-amsr-amsr-l3-cloud-liquid-water', 'adeos2-amsr-amsr-l3-ice-concentration', 'adeos2-amsr-amsr-l3-sea-surface-temperatur', 'adeos2-amsr-amsr-l3-sea-surface-wind-speed', 'adeos2-amsr-amsr-l3-snow-water-equivalence', 'adeos2-amsr-amsr-l3-soil-moisture', 'adeos2-amsr-amsr-l3-water-vapor', 'adeos2-gli-1km-absorption-of-colored-dissolve', 'adeos2-gli-1km-add-data-averaged', 'adeos2-gli-1km-aerosol', 'adeos2-gli-1km-aerosol-3033', 'adeos2-gli-1km-aerosol-angstrom-exponent', 'adeos2-gli-1km-aerosol-angstrom-exponent-3000', 'adeos2-gli-1km-aerosol-angstrom-exponent-3020', 'adeos2-gli-1km-aerosol-optical-thickness', 'adeos2-gli-1km-aerosol-optical-thickness-3001', 'adeos2-gli-1km-aerosol-optical-thickness-3021', 'adeos2-gli-1km-atmospheric-corrected-data-for', 'adeos2-gli-1km-atmospheric-correction', 'adeos2-gli-1km-attenuation-coefficent-at-490m', 'adeos2-gli-1km-chlorophyll-a', 'adeos2-gli-1km-cloud-effective-particle-radiu', 'adeos2-gli-1km-cloud-effective-particle-radiu-2005', 'adeos2-gli-1km-cloud-effective-particle-radiu-3003', 'adeos2-gli-1km-cloud-effective-particle-radiu-3004', 'adeos2-gli-1km-cloud-effective-particle-radiu-3023', 'adeos2-gli-1km-cloud-effective-particle-radiu-3024', 'adeos2-gli-1km-cloud-flag', 'adeos2-gli-1km-cloud-fraction', 'adeos2-gli-1km-cloud-fraction-3002', 'adeos2-gli-1km-cloud-fraction-3022', 'adeos2-gli-1km-cloud-liquid-water-path-of-wat', 'adeos2-gli-1km-cloud-liquid-water-path-of-wat-3011', 'adeos2-gli-1km-cloud-liquid-water-path-of-wat-3031', 'adeos2-gli-1km-cloud-optical-thickness-of-ice', 'adeos2-gli-1km-cloud-optical-thickness-of-ice-2008', 'adeos2-gli-1km-cloud-optical-thickness-of-ice-3006', 'adeos2-gli-1km-cloud-optical-thickness-of-ice-3007', 'adeos2-gli-1km-cloud-optical-thickness-of-ice-3026', 'adeos2-gli-1km-cloud-optical-thickness-of-ice-3027', 'adeos2-gli-1km-cloud-optical-thickness-of-wat', 'adeos2-gli-1km-cloud-optical-thickness-of-wat-3005', 'adeos2-gli-1km-cloud-optical-thickness-of-wat-3025', 'adeos2-gli-1km-cloud-top-height-of-water-clou', 'adeos2-gli-1km-cloud-top-height-of-water-clou-3010', 'adeos2-gli-1km-cloud-top-height-of-water-clou-3030', 'adeos2-gli-1km-cloud-top-temperature-of-ice-c', 'adeos2-gli-1km-cloud-top-temperature-of-ice-c-3009', 'adeos2-gli-1km-cloud-top-temperature-of-ice-c-3029', 'adeos2-gli-1km-cloud-top-temperature-of-water', 'adeos2-gli-1km-cloud-top-temperature-of-water-3008', 'adeos2-gli-1km-cloud-top-temperature-of-water-3028', 'adeos2-gli-1km-day-night-separately-averaged', 'adeos2-gli-1km-in-water-particles', 'adeos2-gli-1km-in-water-particles-3014', 'adeos2-gli-1km-land-and-cryosphere', 'adeos2-gli-1km-middle-and-thermal-infrared', 'adeos2-gli-1km-middle-and-thermal-infrared-1006', 'adeos2-gli-1km-normalized-water-leaving-radia', 'adeos2-gli-1km-normalized-water-leaving-radia-3032', 'adeos2-gli-1km-ocean-and-atmosphere', 'adeos2-gli-1km-precise-geometric-corrected-pa', 'adeos2-gli-1km-sea-surface-temperature', 'adeos2-gli-1km-sea-surface-temperature-3015', 'adeos2-gli-1km-short-wavelength-infrared', 'adeos2-gli-1km-short-wavelength-infrared-1005', 'adeos2-gli-1km-slpt', 'adeos2-gli-1km-snow-grain-size-retrieved-with', 'adeos2-gli-1km-snow-grain-size-retrieved-with-3018', 'adeos2-gli-1km-snow-grain-size-retrieved-with-3041', 'adeos2-gli-1km-snow-grain-size-retrieved-with-3043', 'adeos2-gli-1km-snow-impurities', 'adeos2-gli-1km-snow-impurities-3042', 'adeos2-gli-1km-snow-property', 'adeos2-gli-1km-snow-surface-temperature', 'adeos2-gli-1km-snow-surface-temperature-3044', 'adeos2-gli-1km-suspended-solid-weight', 'adeos2-gli-1km-vegetation-index', 'adeos2-gli-1km-vegetation-index-3040', 'adeos2-gli-1km-visible-and-near-infrared', 'adeos2-gli-1km-visible-and-near-infrared-1004', 'adeos2-gli-250m-l1a', 'adeos2-gli-250m-l1b', 'alos-avnir-2-observation', 'alos-palsar-burst-mode-1', 'alos-palsar-burst-mode-2', 'alos-palsar-direct-downlink-mode', 'alos-palsar-fine-resolution-mode-dual-pola', 'alos-palsar-fine-resolution-mode-single-po', 'alos-palsar-polarimetry-mode', 'alos-prism-35km', 'alos-prism-35km-4003', 'alos-prism-35km-4004', 'alos-prism-35km-4005', 'alos-prism-35km-4006', 'alos-prism-35km-4007', 'alos-prism-35km-4008', 'alos-prism-70km', 'alos-prism-triplet-observation-mode', 'alos2-fnf', 'alos2-palsar2-uf-sp', 'amsr2-l1-tb', 'amsr2-l1r', 'amsr2-l2-clw', 'amsr2-l2-clw-2001', 'amsr2-l2-prc', 'amsr2-l2-prc-2002', 'amsr2-l2-sic', 'amsr2-l2-sic-2006', 'amsr2-l2-smc', 'amsr2-l2-smc-2008', 'amsr2-l2-snd', 'amsr2-l2-snd-2007', 'amsr2-l2-sst', 'amsr2-l2-sst-2004', 'amsr2-l2-ssw', 'amsr2-l2-ssw-2005', 'amsr2-l2-tpw', 'amsr2-l2-tpw-2000', 'amsr2-l3-0-1deg-l3-brightness-temperatu', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3016', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3018', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3019', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3020', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3021', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3022', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3023', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3024', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3025', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3026', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3027', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3028', 'amsr2-l3-0-1deg-l3-brightness-temperatu-3029', 'amsr2-l3-0-1deg-l3-cloud-liquid-water-c', 'amsr2-l3-0-1deg-l3-cloud-liquid-water-c-3002', 'amsr2-l3-0-1deg-l3-ice-concentration-si', 'amsr2-l3-0-1deg-l3-ice-concentration-si-3010', 'amsr2-l3-0-1deg-l3-integrated-water-vap', 'amsr2-l3-0-1deg-l3-integrated-water-vap-3000', 'amsr2-l3-0-1deg-l3-precipitation-prc-0', 'amsr2-l3-0-1deg-l3-precipitation-prc-0-3004', 'amsr2-l3-0-1deg-l3-sea-surface-tempertu', 'amsr2-l3-0-1deg-l3-sea-surface-tempertu-3006', 'amsr2-l3-0-1deg-l3-sea-surface-wind-spe', 'amsr2-l3-0-1deg-l3-sea-surface-wind-spe-3008', 'amsr2-l3-0-1deg-l3-snow-depth-snd-0-1de', 'amsr2-l3-0-1deg-l3-snow-depth-snd-0-1de-3012', 'amsr2-l3-0-1deg-l3-soil-moisture-conten', 'amsr2-l3-0-1deg-l3-soil-moisture-conten-3014', 'amsr2-l3-0-25deg-l3-brightness-temperat', 'amsr2-l3-0-25deg-l3-brightness-temperat-3046', 'amsr2-l3-0-25deg-l3-brightness-temperat-3048', 'amsr2-l3-0-25deg-l3-brightness-temperat-3049', 'amsr2-l3-0-25deg-l3-brightness-temperat-3050', 'amsr2-l3-0-25deg-l3-brightness-temperat-3051', 'amsr2-l3-0-25deg-l3-brightness-temperat-3052', 'amsr2-l3-0-25deg-l3-brightness-temperat-3053', 'amsr2-l3-0-25deg-l3-brightness-temperat-3054', 'amsr2-l3-0-25deg-l3-brightness-temperat-3055', 'amsr2-l3-0-25deg-l3-brightness-temperat-3056', 'amsr2-l3-0-25deg-l3-brightness-temperat-3057', 'amsr2-l3-0-25deg-l3-brightness-temperat-3058', 'amsr2-l3-0-25deg-l3-brightness-temperat-3059', 'amsr2-l3-0-25deg-l3-cloud-liquid-water', 'amsr2-l3-0-25deg-l3-cloud-liquid-water-3032', 'amsr2-l3-0-25deg-l3-integrated-water-va', 'amsr2-l3-0-25deg-l3-integrated-water-va-3030', 'amsr2-l3-0-25deg-l3-precipitation-prc-0', 'amsr2-l3-0-25deg-l3-precipitation-prc-0-3034', 'amsr2-l3-0-25deg-l3-sea-ice-concentrati', 'amsr2-l3-0-25deg-l3-sea-ice-concentrati-3040', 'amsr2-l3-0-25deg-l3-sea-surface-tempert', 'amsr2-l3-0-25deg-l3-sea-surface-tempert-3036', 'amsr2-l3-0-25deg-l3-sea-surface-wind-sp', 'amsr2-l3-0-25deg-l3-sea-surface-wind-sp-3038', 'amsr2-l3-0-25deg-l3-snow-depth-snd-0-25', 'amsr2-l3-0-25deg-l3-snow-depth-snd-0-25-3042', 'amsr2-l3-0-25deg-l3-soil-moisture-conte', 'amsr2-l3-0-25deg-l3-soil-moisture-conte-3044', 'amsr2-seaice-north-daily', 'amsr2-seaice-south-daily', 'amsr2-smc-d-daily', 'amsr2-smc-d-halfmonth', 'amsr2-smc-d-halfmonth-norm', 'amsr2-smc-d-monthly', 'amsr2-smc-d-monthly-norm', 'amsr2-smc-n-daily', 'amsr2-smc-n-halfmonth', 'amsr2-smc-n-halfmonth-norm', 'amsr2-smc-n-monthly', 'amsr2-smc-n-monthly-norm', 'amsr2-sst-d-daily', 'amsr2-sst-n-daily', 'amsr2-ssw-d-daily', 'amsr2-ssw-d-halfmonth', 'amsr2-ssw-d-monthly', 'amsr2-ssw-n-daily', 'amsr2-ssw-n-halfmonth', 'amsr2-ssw-n-monthly', 'amsr3-l1-tbr', 'amsr3-l2-asw', 'amsr3-l2-clw', 'amsr3-l2-hsi', 'amsr3-l2-prc', 'amsr3-l2-sic', 'amsr3-l2-smc', 'amsr3-l2-snd', 'amsr3-l2-sst', 'amsr3-l2-ssw', 'amsr3-l2-tpw', 'amsr3-l3-asw', 'amsr3-l3-clw', 'amsr3-l3-hsi', 'amsr3-l3-prc', 'amsr3-l3-sic', 'amsr3-l3-smc', 'amsr3-l3-snd', 'amsr3-l3-sst', 'amsr3-l3-ssw', 'amsr3-l3-th1', 'amsr3-l3-th2', 'amsr3-l3-th3', 'amsr3-l3-th4', 'amsr3-l3-tl1', 'amsr3-l3-tl2', 'amsr3-l3-tl3', 'amsr3-l3-tl4', 'amsr3-l3-tl5', 'amsr3-l3-tl6', 'amsr3-l3-tl7', 'amsr3-l3-tpw', 'amsre-smc-d-daily', 'amsre-smc-d-halfmonth', 'amsre-smc-d-monthly', 'amsre-smc-n-daily', 'amsre-smc-n-halfmonth', 'amsre-smc-n-monthly', 'aqua-amsr-e-amsr2format-l1-tb', 'aqua-amsr-e-amsr2format-l1-tb-1001', 'aqua-amsr-e-amsr2format-l2-clw', 'aqua-amsr-e-amsr2format-l2-prc', 'aqua-amsr-e-amsr2format-l2-prc-2002', 'aqua-amsr-e-amsr2format-l2-sic', 'aqua-amsr-e-amsr2format-l2-smc', 'aqua-amsr-e-amsr2format-l2-snd', 'aqua-amsr-e-amsr2format-l2-sst', 'aqua-amsr-e-amsr2format-l2-ssw', 'aqua-amsr-e-amsr2format-l2-tpw', 'aqua-amsr-e-amsr2format-l3-0-1', 'aqua-amsr-e-amsr2format-l3-0-1-3000', 'aqua-amsr-e-amsr2format-l3-0-1-3002', 'aqua-amsr-e-amsr2format-l3-0-1-3003', 'aqua-amsr-e-amsr2format-l3-0-1-3004', 'aqua-amsr-e-amsr2format-l3-0-1-3005', 'aqua-amsr-e-amsr2format-l3-0-1-3006', 'aqua-amsr-e-amsr2format-l3-0-1-3007', 'aqua-amsr-e-amsr2format-l3-0-1-3008', 'aqua-amsr-e-amsr2format-l3-0-1-3009', 'aqua-amsr-e-amsr2format-l3-0-1-3010', 'aqua-amsr-e-amsr2format-l3-0-1-3011', 'aqua-amsr-e-amsr2format-l3-0-1-3012', 'aqua-amsr-e-amsr2format-l3-0-1-3013', 'aqua-amsr-e-amsr2format-l3-0-1-3014', 'aqua-amsr-e-amsr2format-l3-0-1-3015', 'aqua-amsr-e-amsr2format-l3-0-1-3016', 'aqua-amsr-e-amsr2format-l3-0-1-3017', 'aqua-amsr-e-amsr2format-l3-0-1-3018', 'aqua-amsr-e-amsr2format-l3-0-1-3019', 'aqua-amsr-e-amsr2format-l3-0-1-3020', 'aqua-amsr-e-amsr2format-l3-0-1-3021', 'aqua-amsr-e-amsr2format-l3-0-1-3022', 'aqua-amsr-e-amsr2format-l3-0-1-3023', 'aqua-amsr-e-amsr2format-l3-0-1-3024', 'aqua-amsr-e-amsr2format-l3-0-1-3025', 'aqua-amsr-e-amsr2format-l3-0-1-3026', 'aqua-amsr-e-amsr2format-l3-0-1-3027', 'aqua-amsr-e-amsr2format-l3-0-25', 'aqua-amsr-e-amsr2format-l3-0-25-3028', 'aqua-amsr-e-amsr2format-l3-0-25-3030', 'aqua-amsr-e-amsr2format-l3-0-25-3031', 'aqua-amsr-e-amsr2format-l3-0-25-3032', 'aqua-amsr-e-amsr2format-l3-0-25-3033', 'aqua-amsr-e-amsr2format-l3-0-25-3034', 'aqua-amsr-e-amsr2format-l3-0-25-3035', 'aqua-amsr-e-amsr2format-l3-0-25-3036', 'aqua-amsr-e-amsr2format-l3-0-25-3037', 'aqua-amsr-e-amsr2format-l3-0-25-3038', 'aqua-amsr-e-amsr2format-l3-0-25-3039', 'aqua-amsr-e-amsr2format-l3-0-25-3040', 'aqua-amsr-e-amsr2format-l3-0-25-3041', 'aqua-amsr-e-amsr2format-l3-0-25-3042', 'aqua-amsr-e-amsr2format-l3-0-25-3043', 'aqua-amsr-e-amsr2format-l3-0-25-3044', 'aqua-amsr-e-amsr2format-l3-0-25-3045', 'aqua-amsr-e-amsr2format-l3-0-25-3046', 'aqua-amsr-e-amsr2format-l3-0-25-3047', 'aqua-amsr-e-amsr2format-l3-0-25-3048', 'aqua-amsr-e-amsr2format-l3-0-25-3049', 'aqua-amsr-e-amsr2format-l3-0-25-3050', 'aqua-amsr-e-amsr2format-l3-0-25-3051', 'aqua-amsr-e-amsr2format-l3-0-25-3052', 'aqua-amsr-e-amsr2format-l3-0-25-3053', 'aqua-amsr-e-amsr2format-l3-0-25-3054', 'aqua-amsr-e-amsr2format-l3-0-25-3055', 'aqua-amsr-e-l1-l1b-brightness-temperature', 'aqua-amsr-e-l2-ap', 'aqua-amsr-e-l2-clw', 'aqua-amsr-e-l2-ic', 'aqua-amsr-e-l2-sm', 'aqua-amsr-e-l2-sst', 'aqua-amsr-e-l2-ssw', 'aqua-amsr-e-l2-swe', 'aqua-amsr-e-l2-wv', 'aqua-amsr-e-l3-ap', 'aqua-amsr-e-l3-clw', 'aqua-amsr-e-l3-ic', 'aqua-amsr-e-l3-sm', 'aqua-amsr-e-l3-sst', 'aqua-amsr-e-l3-ssw', 'aqua-amsr-e-l3-swe', 'aqua-amsr-e-l3-tb10ghz-h', 'aqua-amsr-e-l3-tb10ghz-v', 'aqua-amsr-e-l3-tb18ghz-h', 'aqua-amsr-e-l3-tb18ghz-v', 'aqua-amsr-e-l3-tb23ghz-h', 'aqua-amsr-e-l3-tb23ghz-v', 'aqua-amsr-e-l3-tb36ghz-h', 'aqua-amsr-e-l3-tb36ghz-v', 'aqua-amsr-e-l3-tb6ghz-h', 'aqua-amsr-e-l3-tb6ghz-v', 'aqua-amsr-e-l3-tb89ghz-h', 'aqua-amsr-e-l3-tb89ghz-v', 'aqua-amsr-e-l3-wv', 'aw3d30', 'aw3d30-v41', 'circ-alos-2-alos-2-circ-l1-rad', 'circ-alos-2-alos-2-circ-lst', 'earthcare-atlid-l1-atl-nom', 'earthcare-atlid-l2-atl-aer', 'earthcare-atlid-l2-atl-af', 'earthcare-atlid-l2-atl-ald', 'earthcare-atlid-l2-atl-cla', 'earthcare-atlid-l2-atl-cth', 'earthcare-atlid-l2-atl-ebd', 'earthcare-atlid-l2-atl-ice', 'earthcare-atlid-l2-atl-tc', 'earthcare-atlid-msi-bbr-l2-bm-flx', 'earthcare-atlid-msi-l2-am-acd', 'earthcare-atlid-msi-l2-am-cth', 'earthcare-atlid-msi-l2-am-mo', 'earthcare-bbr-l1-bbr-nom', 'earthcare-bbr-msi-l2-bm-rad', 'earthcare-cpr-atlid-l2-ac-clp', 'earthcare-cpr-atlid-l2-ac-tc', 'earthcare-cpr-atlid-msi-bbr-l2-all-3d', 'earthcare-cpr-atlid-msi-bbr-l2-all-df', 'earthcare-cpr-atlid-msi-bbr-l2-all-rad', 'earthcare-cpr-atlid-msi-l2-acm-cap', 'earthcare-cpr-atlid-msi-l2-acm-clp', 'earthcare-cpr-atlid-msi-l2-acm-com', 'earthcare-cpr-atlid-msi-l2-acm-rt', 'earthcare-cpr-eco', 'earthcare-cpr-l1-cpr-nom', 'earthcare-cpr-l2-cpr-cd', 'earthcare-cpr-l2-cpr-cld', 'earthcare-cpr-l2-cpr-clp', 'earthcare-cpr-l2-cpr-fmr', 'earthcare-cpr-l2-cpr-tc', 'earthcare-msi-l1-msi-nom-1b', 'earthcare-msi-l1-msi-rgr-1c', 'earthcare-msi-l2-msi-aot', 'earthcare-msi-l2-msi-clp', 'earthcare-msi-l2-msi-cm', 'earthcare-msi-l2-msi-cop', 'earthcare-supprt-data-aux-2d', 'earthcare-supprt-data-aux-3d', 'earthcare-supprt-data-x-jsg', 'gosat-gw-amsr3-l1b', 'gpm-dpr-kupr-l1b', 'gpm-dpr-l1-kapr-l1b-received-power', 'gpm-dpr-l2-dpr-l2-precipitation', 'gpm-dpr-l2-dpr-l2-spectral-latent-heating', 'gpm-dpr-l2-kapr-l2-precipitation', 'gpm-dpr-l2-kupr-l2-precipitation', 'gpm-dpr-l3-daily-hdf', 'gpm-dpr-l3-daily-text', 'gpm-dpr-l3-dpr-l3-gridded-orbital-spectra', 'gpm-dpr-l3-dpr-l3-monthly-spectral-latent', 'gpm-dpr-l3-monthly-hdf', 'gpm-environment-auxiliary-dpr-environment-auxiliary', 'gpm-environment-auxiliary-kapr-environment-auxiliary', 'gpm-environment-auxiliary-kupr-environment-auxiliary', 'gpm-gmi-comb-l2-comb-l2-precipitation', 'gpm-gmi-comb-l3-comb-dpr-gmi-l3-precipitation', 'gpm-gmi-comb-l3-comb-l3-gridded-orbital-spectr', 'gpm-gmi-comb-l3-comb-l3-monthly-spectral-laten', 'gpm-gmi-l1-gmi-l1b-brightness-temperature', 'gpm-gmi-l1-gmi-l1c-inter-calibrated-brigh', 'gpm-gmi-l2-gmi-l2-precipitation', 'gpm-gmi-l3-gmi-l3-precipitation', 'gpmc-amsr2-l1-gcom-w-amsr2-l1c-inter-calibra', 'gpmc-atms-l1-npp-atms-l1c-inter-calibrated', 'gpmc-mhs-l1-metop-a-mhs-l1c-inter-calibrat', 'gpmc-mhs-l1-metop-b-mhs-l1c-inter-calibrat', 'gpmc-mhs-l1-noaa-18-mhs-l1c-inter-calibrat', 'gpmc-mhs-l1-noaa-19-mhs-l1c-inter-calibrat', 'gpmc-saphir-l1-megha-tropiques-saphir-l1c-int', 'gpmc-ssmis-l1-dmsp-f16-ssmis-l1c-inter-calib', 'gpmc-ssmis-l1-dmsp-f17-ssmis-l1c-inter-calib', 'gpmc-ssmis-l1-dmsp-f18-ssmis-l1c-inter-calib', 'gpmc-ssmis-l1-dmsp-f19-ssmis-l1c-inter-calib', 'gpmc-tmi-l1-trmm-tmi-l1c-inter-calibrated', 'gsmap', 'gsmap-daily', 'gsmap-gp-l3-hourly-hdf', 'gsmap-gp-l3-hourly-text', 'gsmap-gp-l3-monthly-hdf', 'gsmap-halfmonth', 'gsmap-halfmonth-norm', 'gsmap-monthly', 'gsmap-monthly-norm', 'gsmap-nrt', 'hrlulc', 'jers1-sar-l0', 'jers1-sar-l2-1-sar', 'jers1-swir-l2-swir', 'jers1-vnir-l2-vnir', 'mod11-lst-d-daily', 'mod11-lst-d-halfmonth', 'mod11-lst-d-halfmonth-norm', 'mod11-lst-d-monthly-norm', 'mod11-lst-n-daily', 'mod11-lst-n-halfmonth', 'mod11-lst-n-halfmonth-norm', 'mod11-lst-n-monthly-norm', 'mod11c3-lst-d-monthly', 'mod11c3-lst-n-monthly', 'modis-aqua-swr-daily', 'modis-aqua-swr-halfmonth', 'modis-aqua-swr-halfmonth-norm', 'modis-aqua-swr-monthly', 'modis-aqua-swr-monthly-norm', 'modis-ndvi-halfmonth', 'modis-ndvi-halfmonth-norm', 'modis-ndvi-monthly', 'modis-ndvi-monthly-norm', 'modis-taua-daily', 'modis-taua-halfmonth', 'modis-taua-halfmonth-norm', 'modis-taua-monthly', 'modis-taua-monthly-norm', 'modis-terra-swr-daily', 'modis-terra-swr-halfmonth', 'modis-terra-swr-halfmonth-norm', 'modis-terra-swr-monthly', 'modis-terra-swr-monthly-norm', 'mos1-messr-messr', 'mos1b-messr-messr', 'myd11-lst-d-halfmonth-norm', 'myd11-lst-d-monthly-norm', 'myd11-lst-n-halfmonth-norm', 'myd11-lst-n-monthly-norm', 'nasacmr-aqua-modis-aqua-aerosol-5-min-l2-sw', 'nasacmr-aqua-modis-aqua-aerosol-5-min-l2-sw-2003', 'nasacmr-aqua-modis-aqua-aerosol-cloud-water', 'nasacmr-aqua-modis-aqua-aerosol-cloud-water-3014', 'nasacmr-aqua-modis-aqua-aerosol-cloud-water-3015', 'nasacmr-aqua-modis-aqua-clouds-5-min-l2-swa', 'nasacmr-aqua-modis-aqua-land-surface-temper', 'nasacmr-aqua-modis-aqua-land-surface-temper-3001', 'nasacmr-aqua-modis-aqua-land-surface-temper-3002', 'nasacmr-aqua-modis-aqua-land-surface-temper-3003', 'nasacmr-aqua-modis-aqua-land-surface-temper-3004', 'nasacmr-aqua-modis-aqua-sea-surface-tempera', 'nasacmr-aqua-modis-aqua-sea-surface-tempera-3011', 'nasacmr-aqua-modis-aqua-snow-cover-8-day-l3', 'nasacmr-aqua-modis-aqua-snow-cover-daily-l3', 'nasacmr-aqua-modis-aqua-vegetation-indices', 'nasacmr-aqua-modis-aqua-vegetation-indices-3006', 'nasacmr-aqua-modis-aqua-vegetation-indices-3007', 'nasacmr-aqua-modis-aqua-vegetation-indices-3008', 'nasacmr-aqua-modis-aqua-vegetation-indices-3009', 'nasacmr-aqua-modis-aqua-vegetation-indices-3010', 'nasacmr-aqua-modisa-l2-ocean-color', 'nasacmr-aqua-modisa-l3m-chlorophyll-a', 'nasacmr-terra-modis-terra-aerosol-5-min-l2-s', 'nasacmr-terra-modis-terra-aerosol-5-min-l2-s-2003', 'nasacmr-terra-modis-terra-aerosol-cloud-wate', 'nasacmr-terra-modis-terra-aerosol-cloud-wate-3014', 'nasacmr-terra-modis-terra-aerosol-cloud-wate-3015', 'nasacmr-terra-modis-terra-clouds-5-min-l2-sw', 'nasacmr-terra-modis-terra-land-surface-tempe', 'nasacmr-terra-modis-terra-land-surface-tempe-3001', 'nasacmr-terra-modis-terra-land-surface-tempe-3002', 'nasacmr-terra-modis-terra-land-surface-tempe-3003', 'nasacmr-terra-modis-terra-land-surface-tempe-3004', 'nasacmr-terra-modis-terra-snow-cover-8-day-l', 'nasacmr-terra-modis-terra-snow-cover-daily-l', 'nasacmr-terra-modis-terra-vegetation-indices', 'nasacmr-terra-modis-terra-vegetation-indices-3006', 'nasacmr-terra-modis-terra-vegetation-indices-3007', 'nasacmr-terra-modis-terra-vegetation-indices-3008', 'nasacmr-terra-modis-terra-vegetation-indices-3009', 'nasacmr-terra-modis-terra-vegetation-indices-3010', 'nasacmr-terra-modist-l2-oc', 'nasacmr-terra-modist-l2-sst', 'nasacmr-terra-modist-l3m-chl', 'nasacmr-terra-modist-l3m-sst', 'palsar2-fine-dp', 'palsar2-fine-qp', 'palsar2-fine-sp', 'palsar2-hight-sensitive-dp', 'palsar2-hight-sensitive-qp', 'palsar2-hight-sensitive-sp', 'palsar2-scansar-14mhz-dp', 'palsar2-scansar-14mhz-sp', 'palsar2-scansar-28mhz-dp', 'palsar2-scansar-28mhz-sp', 'palsar2-scansar-sp', 'palsar2-scansardp', 'palsar2-spotlight-sp', 'palsar2-ultra-fine-dp', 'proba-v-lccs', 'sgli-arot-d-daily', 'sgli-arot-d-halfmonth', 'sgli-arot-d-monthly', 'sgli-chla-d-daily', 'sgli-chla-d-halfmonth', 'sgli-chla-d-monthly', 'sgli-et-8day', 'sgli-et-halfmonth', 'sgli-et-monthly', 'sgli-etidx-8day', 'sgli-etidx-halfmonth', 'sgli-etidx-monthly', 'sgli-l1-swi-tir', 'sgli-l1-swi-tir-1005', 'sgli-l1-visible-near-infrared-pol', 'sgli-l1-visible-near-infrared-pol-1004', 'sgli-l1-visible-near-infrared-vnr', 'sgli-l1-visible-near-infrared-vnr-1003', 'sgli-l2-arnp', 'sgli-l2-arnp-ver-2', 'sgli-l2-arnp-ver-2-2059', 'sgli-l2-arpl-ver-2', 'sgli-l2-arpl-ver-2-2061', 'sgli-l2-atmosphere-global-l2-global-ar', 'sgli-l2-atmosphere-global-l2-global-ar-2071', 'sgli-l2-atmosphere-global-l2-global-ar-2072', 'sgli-l2-atmosphere-global-l2-global-ar-2073', 'sgli-l2-atmosphere-global-l2-global-ar-2074', 'sgli-l2-atmosphere-global-l2-global-cl', 'sgli-l2-atmosphere-global-l2-global-cl-2067', 'sgli-l2-atmosphere-global-l2-global-cl-2069', 'sgli-l2-atmosphere-global-l2-global-cl-2070', 'sgli-l2-atmosphere-global-l2-global-lc', 'sgli-l2-atmosphere-global-l2-global-lt', 'sgli-l2-atmosphere-global-l2-global-lt-2064', 'sgli-l2-atmosphere-global-l2-global-lt-2065', 'sgli-l2-clfg', 'sgli-l2-clfg-2055', 'sgli-l2-clpr', 'sgli-l2-clpr-2057', 'sgli-l2-cryosphere-statistics-l2-stati', 'sgli-l2-cryosphere-statistics-l2-stati-2008', 'sgli-l2-cryosphere-statistics-l2-stati-2010', 'sgli-l2-cryosphere-statistics-l2-stati-2011', 'sgli-l2-cryosphere-statistics-l2-stati-2077', 'sgli-l2-land-area-l2-agb', 'sgli-l2-land-area-l2-lai', 'sgli-l2-land-area-l2-lst', 'sgli-l2-land-area-l2-ltoa', 'sgli-l2-land-area-l2-ltoa-2012', 'sgli-l2-land-area-l2-ltoa-2013', 'sgli-l2-land-area-l2-rsrf', 'sgli-l2-land-area-l2-vgi', 'sgli-l2-land-area-statistics-l2-statis', 'sgli-l2-land-area-statistics-l2-statis-2020', 'sgli-l2-land-area-statistics-l2-statis-2021', 'sgli-l2-land-area-statistics-l2-statis-2023', 'sgli-l2-land-area-statistics-l2-statis-2024', 'sgli-l2-land-area-statistics-l2-statis-2025', 'sgli-l2-land-area-statistics-l2-statis-2026', 'sgli-l2-land-area-statistics-l2-statis-2027', 'sgli-l2-land-area-statistics-l2-statis-2028', 'sgli-l2-land-area-statistics-l2-statis-2029', 'sgli-l2-land-area-statistics-l2-statis-2030', 'sgli-l2-land-area-statistics-l2-statis-2031', 'sgli-l2-land-area-statistics-l2-statis-2032', 'sgli-l2-land-area-statistics-l2-statis-2033', 'sgli-l2-land-area-statistics-l2-statis-2034', 'sgli-l2-land-area-statistics-l2-statis-2035', 'sgli-l2-land-area-statistics-l2-statis-2036', 'sgli-l2-land-area-statistics-l2-statis-2037', 'sgli-l2-land-area-statistics-l2-statis-2038', 'sgli-l2-land-area-statistics-l2-statis-2039', 'sgli-l2-land-area-statistics-l2-statis-2040', 'sgli-l2-land-area-statistics-l2-statis-2041', 'sgli-l2-land-area-statistics-l2-statis-2042', 'sgli-l2-land-area-statistics-l2-statis-2043', 'sgli-l2-land-area-statistics-l2-statis-2044', 'sgli-l2-land-area-statistics-l2-statis-2045', 'sgli-l2-land-area-statistics-l2-statis-2046', 'sgli-l2-land-area-statistics-l2-statis-2047', 'sgli-l2-land-area-statistics-l2-statis-2048', 'sgli-l2-land-area-statistics-l2-statis-2049', 'sgli-l2-land-area-statistics-l2-statis-2050', 'sgli-l2-land-area-statistics-l2-statis-2051', 'sgli-l2-land-area-statistics-l2-statis-2052', 'sgli-l2-land-area-statistics-l2-statis-2053', 'sgli-l2-land-area-statistics-l2-statis-2054', 'sgli-l2-land-area-statistics-l2-statis-2078', 'sgli-l2-lst-d-8day-jp', 'sgli-l2-lst-d-8day-norm-jp', 'sgli-l2-lst-d-monthly-norm-jp', 'sgli-l2-lst-n-8day-jp', 'sgli-l2-lst-n-8day-norm-jp', 'sgli-l2-lst-n-monthly-norm-jp', 'sgli-l2-oceanic-sphere-l2-iwpr', 'sgli-l2-oceanic-sphere-l2-nwlr', 'sgli-l2-oceanic-sphere-l2-sst', 'sgli-l2-okid', 'sgli-l2-sice', 'sgli-l2-sice-2004', 'sgli-l2-sipr', 'sgli-l2-sipr-2075', 'sgli-l2-sipr-ver-2', 'sgli-l2-sipr-ver-2-2006', 'sgli-l3-aael-ver-2', 'sgli-l3-aael-ver-2-3164', 'sgli-l3-aaeo-ver-2', 'sgli-l3-aaeo-ver-2-3162', 'sgli-l3-aaep-ver-2', 'sgli-l3-aaep-ver-2-3168', 'sgli-l3-aotl-ver-2', 'sgli-l3-aotl-ver-2-3160', 'sgli-l3-aoto-ver-2', 'sgli-l3-aoto-ver-2-3158', 'sgli-l3-aotp-ver-2', 'sgli-l3-aotp-ver-2-3166', 'sgli-l3-arae', 'sgli-l3-arae-3174', 'sgli-l3-arot', 'sgli-l3-arot-3172', 'sgli-l3-assa', 'sgli-l3-assa-3176', 'sgli-l3-assa-ver-2', 'sgli-l3-assa-ver-2-3170', 'sgli-l3-cerw', 'sgli-l3-cerw-3154', 'sgli-l3-clfr', 'sgli-l3-clfr-3122', 'sgli-l3-clfr-3123', 'sgli-l3-clfr-3124', 'sgli-l3-clfr-3125', 'sgli-l3-clfr-3126', 'sgli-l3-clfr-3127', 'sgli-l3-clfr-3128', 'sgli-l3-clfr-3129', 'sgli-l3-clfr-3130', 'sgli-l3-clfr-3131', 'sgli-l3-clfr-3132', 'sgli-l3-clfr-3133', 'sgli-l3-clfr-3134', 'sgli-l3-clfr-3135', 'sgli-l3-clfr-3136', 'sgli-l3-clfr-3137', 'sgli-l3-clfr-3138', 'sgli-l3-clfr-3139', 'sgli-l3-clfr-3140', 'sgli-l3-clfr-3141', 'sgli-l3-clfr-3142', 'sgli-l3-clfr-3143', 'sgli-l3-clfr-3144', 'sgli-l3-clfr-3145', 'sgli-l3-clfr-3146', 'sgli-l3-clth', 'sgli-l3-clth-3150', 'sgli-l3-cltt', 'sgli-l3-cltt-3148', 'sgli-l3-coti', 'sgli-l3-coti-3156', 'sgli-l3-cotw', 'sgli-l3-cotw-3152', 'sgli-l3-land-area-l3-agb', 'sgli-l3-land-area-l3-agb-3116', 'sgli-l3-land-area-l3-evi', 'sgli-l3-land-area-l3-evi-3108', 'sgli-l3-land-area-l3-fpar', 'sgli-l3-land-area-l3-fpar-3112', 'sgli-l3-land-area-l3-lai', 'sgli-l3-land-area-l3-lai-3114', 'sgli-l3-land-area-l3-lst', 'sgli-l3-land-area-l3-lst-3120', 'sgli-l3-land-area-l3-ndvi', 'sgli-l3-land-area-l3-ndvi-3106', 'sgli-l3-land-area-l3-rsrf', 'sgli-l3-land-area-l3-rsrf-3040', 'sgli-l3-land-area-l3-rsrf-3041', 'sgli-l3-land-area-l3-rsrf-3042', 'sgli-l3-land-area-l3-rsrf-3043', 'sgli-l3-land-area-l3-rsrf-3044', 'sgli-l3-land-area-l3-rsrf-3045', 'sgli-l3-land-area-l3-rsrf-3046', 'sgli-l3-land-area-l3-rsrf-3047', 'sgli-l3-land-area-l3-rsrf-3048', 'sgli-l3-land-area-l3-rsrf-3049', 'sgli-l3-land-area-l3-rsrf-3050', 'sgli-l3-land-area-l3-rsrf-3051', 'sgli-l3-land-area-l3-rsrf-3052', 'sgli-l3-land-area-l3-rsrf-3053', 'sgli-l3-land-area-l3-rsrf-3054', 'sgli-l3-land-area-l3-rsrf-3055', 'sgli-l3-land-area-l3-rsrf-3056', 'sgli-l3-land-area-l3-rsrf-3057', 'sgli-l3-land-area-l3-rsrf-3058', 'sgli-l3-land-area-l3-rsrf-3059', 'sgli-l3-land-area-l3-rsrf-3060', 'sgli-l3-land-area-l3-rsrf-3061', 'sgli-l3-land-area-l3-rsrf-3062', 'sgli-l3-land-area-l3-rsrf-3063', 'sgli-l3-land-area-l3-rsrf-3064', 'sgli-l3-land-area-l3-rsrf-3065', 'sgli-l3-land-area-l3-rsrf-3066', 'sgli-l3-land-area-l3-rsrf-3067', 'sgli-l3-land-area-l3-rsrf-3068', 'sgli-l3-land-area-l3-rsrf-3069', 'sgli-l3-land-area-l3-rsrf-3070', 'sgli-l3-land-area-l3-rsrf-3071', 'sgli-l3-land-area-l3-rsrf-3072', 'sgli-l3-land-area-l3-rsrf-3073', 'sgli-l3-land-area-l3-rsrf-3074', 'sgli-l3-land-area-l3-rsrf-3075', 'sgli-l3-land-area-l3-rsrf-3076', 'sgli-l3-land-area-l3-rsrf-3077', 'sgli-l3-land-area-l3-rsrf-3078', 'sgli-l3-land-area-l3-rsrf-3079', 'sgli-l3-land-area-l3-rsrf-3080', 'sgli-l3-land-area-l3-rsrf-3081', 'sgli-l3-land-area-l3-rsrf-3082', 'sgli-l3-land-area-l3-rsrf-3083', 'sgli-l3-land-area-l3-rsrf-3084', 'sgli-l3-land-area-l3-rsrf-3085', 'sgli-l3-land-area-l3-rsrf-3086', 'sgli-l3-land-area-l3-rsrf-3087', 'sgli-l3-land-area-l3-rsrf-3088', 'sgli-l3-land-area-l3-rsrf-3089', 'sgli-l3-land-area-l3-rsrf-3090', 'sgli-l3-land-area-l3-rsrf-3091', 'sgli-l3-land-area-l3-rsrf-3092', 'sgli-l3-land-area-l3-rsrf-3093', 'sgli-l3-land-area-l3-rsrf-3094', 'sgli-l3-land-area-l3-rsrf-3095', 'sgli-l3-land-area-l3-rsrf-3096', 'sgli-l3-land-area-l3-rsrf-3097', 'sgli-l3-land-area-l3-rsrf-3098', 'sgli-l3-land-area-l3-rsrf-3099', 'sgli-l3-land-area-l3-rsrf-3100', 'sgli-l3-land-area-l3-rsrf-3101', 'sgli-l3-land-area-l3-rsrf-3102', 'sgli-l3-land-area-l3-rsrf-3103', 'sgli-l3-land-area-l3-rsrf-3104', 'sgli-l3-land-area-l3-sdi', 'sgli-l3-land-area-l3-sdi-3110', 'sgli-l3-land-area-l3-vri', 'sgli-l3-land-area-l3-vri-3118', 'sgli-l3-nwlr', 'sgli-l3-oceanic-sphere-l3-acp', 'sgli-l3-oceanic-sphere-l3-acp-3014', 'sgli-l3-oceanic-sphere-l3-acp-3015', 'sgli-l3-oceanic-sphere-l3-acp-3016', 'sgli-l3-oceanic-sphere-l3-cdom', 'sgli-l3-oceanic-sphere-l3-cdom-3024', 'sgli-l3-oceanic-sphere-l3-chla', 'sgli-l3-oceanic-sphere-l3-chla-3020', 'sgli-l3-oceanic-sphere-l3-nwlr', 'sgli-l3-oceanic-sphere-l3-nwlr-3000', 'sgli-l3-oceanic-sphere-l3-nwlr-3002', 'sgli-l3-oceanic-sphere-l3-nwlr-3003', 'sgli-l3-oceanic-sphere-l3-nwlr-3004', 'sgli-l3-oceanic-sphere-l3-nwlr-3005', 'sgli-l3-oceanic-sphere-l3-nwlr-3006', 'sgli-l3-oceanic-sphere-l3-nwlr-3007', 'sgli-l3-oceanic-sphere-l3-nwlr-3008', 'sgli-l3-oceanic-sphere-l3-nwlr-3009', 'sgli-l3-oceanic-sphere-l3-nwlr-3010', 'sgli-l3-oceanic-sphere-l3-nwlr-3011', 'sgli-l3-oceanic-sphere-l3-nwlr-3012', 'sgli-l3-oceanic-sphere-l3-par', 'sgli-l3-oceanic-sphere-l3-par-3018', 'sgli-l3-oceanic-sphere-l3-sst', 'sgli-l3-oceanic-sphere-l3-sst-3026', 'sgli-l3-oceanic-sphere-l3-tsm', 'sgli-l3-oceanic-sphere-l3-tsm-3022', 'sgli-l3-sgsl', 'sgli-l3-sgsl-3036', 'sgli-l3-sgsl-3037', 'sgli-l3-sgsl-3038', 'sgli-l3-sice', 'sgli-l3-sice-3028', 'sgli-l3-sice-3029', 'sgli-l3-sice-3030', 'sgli-l3-sist', 'sgli-l3-sist-3032', 'sgli-l3-sist-3033', 'sgli-l3-sist-3034', 'sgli-lst-d-8day', 'sgli-lst-d-8day-norm', 'sgli-lst-d-daily', 'sgli-lst-d-halfmonth', 'sgli-lst-d-monthly', 'sgli-lst-d-monthly-norm', 'sgli-lst-n-8day', 'sgli-lst-n-8day-norm', 'sgli-lst-n-daily', 'sgli-lst-n-halfmonth', 'sgli-lst-n-monthly', 'sgli-lst-n-monthly-norm', 'sgli-ndvi-d-daily', 'sgli-ndvi-d-halfmonth', 'sgli-ndvi-d-monthly', 'sgli-sst-d-daily', 'sgli-sst-d-halfmonth', 'sgli-sst-d-monthly', 'sgli-sst-n-daily', 'sgli-sst-n-halfmonth', 'sgli-sst-n-monthly', 'slats-shirop-panchromatic-image', 'spi', 'temsm-flddph', 'temsm-fldfrc', 'temsm-fldout', 'temsm-outflw', 'temsm-rivdph', 'temsm-rivout', 'temsm-rprivdph', 'trmm-pr-l1-pr-received-power', 'trmm-pr-l1-pr-reflectivities', 'trmm-pr-l2-pr-qualitative', 'trmm-pr-l2-pr-rainfall-profile', 'trmm-pr-l2-pr-spectral-latent-heating', 'trmm-pr-l2-pr-surface-cross-section', 'trmm-pr-l3-pr-gridded-orbital-spectral-la', 'trmm-pr-l3-pr-monthly-rainfall', 'trmm-pr-l3-pr-monthly-spectral-latent-hea', 'trmm-pr-l3-pr-monthly-surface-rain', 'trmm-tmi-comb-l2-comb-convective-stratiform-hea', 'trmm-tmi-comb-l2-comb-rain-profile', 'trmm-tmi-comb-l3-comb-gridded-orbital-convectiv', 'trmm-tmi-comb-l3-comb-gridded-orbital-convectiv-3001', 'trmm-tmi-comb-l3-comb-monthly-convective-strati', 'trmm-tmi-comb-l3-comb-monthly-rainfall', 'trmm-tmi-comb-l3-trmm-and-other-sensors-3-hourl', 'trmm-tmi-comb-l3-trmm-and-other-sensors-monthly', 'trmm-tmi-l1-tmi-brightness-temperatures', 'trmm-tmi-l2-tmi-rainfall-profile', 'trmm-tmi-l3-tmi-monthly-emisssion', 'trmm-tmi-l3-tmi-monthly-rainfall-profile', 'trmm-virs-l1-virs-radiance', 'trmmgpm-environment-auxiliary-pr-environment-auxiliary', 'trmmgpm-pr-l1-pr-l1b-received-power', 'trmmgpm-pr-l2-pr-l2-precipitation', 'trmmgpm-pr-l2-pr-l2-spectral-latent-heating', 'trmmgpm-pr-l3-daily-hdf', 'trmmgpm-pr-l3-daily-text', 'trmmgpm-pr-l3-monthly-hdf', 'trmmgpm-pr-l3-pr-l3-gridded-orbital-spectral', 'trmmgpm-pr-l3-pr-l3-monthly-spectral-latent', 'trmmgpm-tmi-comb-l2-comb-l2-precipitation', 'trmmgpm-tmi-comb-l3-comb-l3-gridded-orbital-spectr', 'trmmgpm-tmi-comb-l3-comb-l3-monthly-spectral-laten', 'trmmgpm-tmi-comb-l3-comb-l3-precipitation', 'trmmgpm-tmi-l1-tmi-l1b-brightness-temperature', 'trmmgpm-tmi-l2-tmi-l2-precipitation', 'trmmgpm-tmi-l3-tmi-l3-precipitation', 'trmmgpm-virs-l1-virs-l1b-radiance']. Did you mean 'aw3d30'?
Refreshing against the live SDK universes¶
The CLI command earthlens datasets refresh jaxa walks jaxa.earth.ImageCollectionList (STAC) and gportal.datasets() (G-Portal) to diff the bundled YAML against the live IDs. Both SDKs are optional — the [jaxa] extra installs them.
earthlens datasets refresh jaxa