Earth System Science Data

Article	Citations
Global biogeography of N2-fixing microbes: nifH amplicon database and analytics workflow	2366
Reactive nitrogen fluxes over peatland and forest ecosystems using micrometeorological measurement techniques	1998
An hourly ground temperature dataset for 16 high-elevation sites (3493–4377 m a.s.l.) in the Bale Mountains, Ethiopia (2017–2020)	1177
A quality-assured dataset of nine radiation components observed at the Shangdianzi regional GAW station in China (2013–2022)	1021
Using machine learning to construct TOMCAT model and occultation measurement-based stratospheric methane (TCOM-CH4) and nitrous oxide (TCOM-N2O) profile data sets	698
A year of attenuation data from a commercial dual-polarized duplex microwave link with concurrent disdrometer, rain gauge, and weather observations	220
Tephra data from varved lakes of the Last Glacial–Interglacial Transition: towards a global inventory and better chronologies on the Varved Sediments Database (VARDA)	197
A synthesized field survey database of vegetation and active-layer properties for the Alaskan tundra (1972–2020)	186
North SEAL: a new dataset of sea level changes in the North Sea from satellite altimetry	140
ASM-SS: the first quasi-global high-spatial-resolution coastal storm surge dataset reconstructed from tide gauge records	132
A comprehensive in situ and remote sensing data set collected during the HALO–(???? ????)3 aircraft campaign	131
Aircraft measurements of water vapor heavy isotope ratios in the marine boundary layer and lower troposphere during ORACLES	131
A daily reconstructed chlorophyll-a dataset in the South China Sea from MODIS using OI-SwinUnet	129
MASCS 1.0: synchronous atmospheric and oceanic data from a cross-shaped moored array in the northern South China Sea during 2014–2015	126
glenglat: a database of global englacial temperatures	126
The Earth Topography 2022 (ETOPO 2022) global DEM dataset	125
HCPD-CA: high-resolution climate projection dataset in central Asia	120
Harmonized chronologies of a global late Quaternary pollen dataset (LegacyAge 1.0)	119
GSDM-WBT: global station-based daily maximum wet-bulb temperature data for 1981–2020	119
Global oceanic diazotroph database version 2 and elevated estimate of global oceanic N2 fixation	118
Global anthropogenic emissions (CAMS-GLOB-ANT) for the Copernicus Atmosphere Monitoring Service simulations of air quality forecasts and reanalyses	116
LegacyPollen 1.0: a taxonomically harmonized global late Quaternary pollen dataset of 2831 records with standardized chronologies	115
Rates and timing of chlorophyll-a increases and related environmental variables in global temperate and cold-temperate lakes	115
Quality control and correction method for air temperature data from a citizen science weather station network in Leuven, Belgium	109
IAPv4 ocean temperature and ocean heat content gridded dataset	107

Database of nitrification and nitrifiers in the global ocean	106
Reconstructing ocean subsurface salinity at high resolution using a machine learning approach	105
Res-CN (Reservoir dataset in China): hydrometeorological time series and landscape attributes across 3254 Chinese reservoirs	104
A dataset of lake-catchment characteristics for the Tibetan Plateau	104
High-resolution (1 km) all-sky net radiation over Europe enabled by the merging of land surface temperature retrievals from geostationary and polar-orbiting satellites	103
FORMS: Forest Multiple Source height, wood volume, and biomass maps in France at 10 to 30 m resolution based on Sentinel-1, Sentinel-2, and Global Ecosystem Dynamics Investigation (GEDI) data with a d	102
Machine-learning-based reconstruction of long-term global terrestrial water storage anomalies from observed, satellite and land-surface model data	97
An organic matter database (OMD): consolidating global residue data from agriculture, fisheries, forestry and related industries	96
Spatiotemporal variability in pH and carbonate parameters on the Canadian Atlantic continental shelf between 2014 and 2022	95
Mapping photovoltaic power plants in China using Landsat, random forest, and Google Earth Engine	95
The SAIL dataset of marine atmospheric electric field observations over the Atlantic Ocean	91
An Arctic sea ice concentration data record on a 6.25 km polar stereographic grid from 3 years of Landsat-8 imagery	89
An atlas of seabed biodiversity for Aotearoa New Zealand	88
Location, biophysical and agronomic parameters for croplands in northern Ghana	88
The Landscape Fire Scars Database: mapping historical burned area and fire severity in Chile	86
China's annual forest age dataset at a 30 m spatial resolution from 1986 to 2022	84
PM2.5 concentrations based on near-surface visibility in the Northern Hemisphere from 1959 to 2022	83
Observations of the lower atmosphere from the 2021 WiscoDISCO campaign	80
A merged continental planetary boundary layer height dataset based on high-resolution radiosonde measurements, ERA5 reanalysis, and GLDAS	79
A dataset of standard precipitation index reconstructed from multi-proxies over Asia for the past 300 years	77
Reanalyses of Maskelyne's tidal data at St. Helena in 1761	77
British Antarctic Survey's aerogeophysical data: releasing 25 years of airborne gravity, magnetic, and radar datasets over Antarctica	76
Surface current variability in the East Australian Current from long-term high-frequency radar observations	76
A new inventory of High Mountain Asia surging glaciers derived from multiple elevation datasets since the 1970s	74
AIGD-PFT: the first AI-driven global daily gap-free 4 km phytoplankton functional type data product from 1998 to 2023	74
In situ airborne measurements of atmospheric parameters and airborne sea surface properties related to offshore wind parks in the German Bight during the project X-Wakes	74
Weight-to-weight conversion factors for benthic macrofauna: recent measurements from the Baltic and the North seas	72
Constructing a 22-year internal wave dataset for the northern South China Sea: spatiotemporal analysis using MODIS imagery and deep learning	72
Salinity and Stratification at the Sea Ice Edge (SASSIE): an oceanographic field campaign in the Beaufort Sea	71
A 10 m resolution land cover map of the Tibetan Plateau with detailed vegetation types	70
Hydro-PE: gridded datasets of historical and future Penman–Monteith potential evaporation for the United Kingdom	70
Derivation and compilation of lower-atmospheric properties relating to temperature, wind, stability, moisture, and surface radiation budget over the central Arctic sea ice during MOSAiC	67
Interdecadal glacier inventories in the Karakoram since the 1990s	65
GeoDAR: georeferenced global dams and reservoirs dataset for bridging attributes and geolocations	64
The 2023 National Offshore Wind data set (NOW-23)	63
The annual update GLODAPv2.2023: the global interior ocean biogeochemical data product	63
A comprehensive geospatial database of nearly 100 000 reservoirs in China	62
OCTOPUS database (v.2)	62
Insights into the spatial distribution of global, national, and subnational greenhouse gas emissions in the Emissions Database for Global Atmospheric Research (EDGAR v8.0)	62
Tropospheric water vapor: a comprehensive high-resolution data collection for the transnational Upper Rhine Graben region	59
The HTAP_v3 emission mosaic: merging regional and global monthly emissions (2000–2018) to support air quality modelling and policies	59
Global Carbon Budget 2022	59
EARice10: a 10 m resolution annual rice distribution map of East Asia for 2023	58
A daily sunshine duration (SD) dataset in China from Himawari AHI imagery (2016–2023)	58
The ABoVE L-band and P-band airborne synthetic aperture radar surveys	58
Global Ozone Monitoring Experiment-2 (GOME-2) daily and monthly level-3 products of atmospheric trace gas columns	57
French coastal network for carbonate system monitoring: the CocoriCO2 dataset	57
Spatially resolved hourly traffic emission over megacity Delhi using advanced traffic flow data	57
Attenuated atmospheric backscatter profiles measured by the CO2 Sounder lidar in the 2017 ASCENDS/ABoVE airborne campaign	57
Multitemporal glacier inventory revealing four decades of glacier changes in the Ladakh region	56

A 30 m annual maize phenology dataset from 1985 to 2020 in China	56
A hyperspectral and multi-angular synthetic dataset for algorithm development in waters of varying trophic levels and optical complexity	55
The Total Carbon Column Observing Network's GGG2020 data version	55
Annual hydrographic variability in Antarctic coastal waters infused with glacial inflow	54
A revisiting of early 18th-century environmental data to identify Gulf of Lion properties before the industrial era	54
Data rescue of historical wind observations in Sweden since the 1920s	54
A submesoscale eddy identification dataset in the northwest Pacific Ocean derived from GOCI I chlorophyll a data based on deep learning	53
A hydrogeomorphic dataset for characterizing catchment hydrological behavior across the Tibetan Plateau	53
CO2 and hydrography acquired by autonomous surface vehicles from the Atlantic Ocean to the Mediterranean Sea: data correction and validation	52
Description of a global marine particulate organic carbon-13 isotope data set	52
A continual-learning-based multilayer perceptron for improved reconstruction of three-dimensional nitrate concentrations	52
EUREC4A's Maria S. Merian ship-based cloud and micro rain radar observations of clouds and precipitation	52
Global and national CO2 uptake by cement carbonation from 1928 to 2024	52
Recovery of the first ever multi-year lidar dataset of the stratospheric aerosol layer, from Lexington, MA, and Fairbanks, AK, January 1964 to July 1965	51
Monitoring the ocean heat content change and the Earth energy imbalance from space altimetry and space gravimetry	51
Multitemporal characterization of a proglacial system: a multidisciplinary approach	50
QUADICA: water QUAlity, DIscharge and Catchment Attributes for large-sample studies in Germany	50
First SMOS Sea Surface Salinity dedicated products over the Baltic Sea	49
A global database on holdover time of lightning-ignited wildfires	47
SDUST2020 MSS: a global 1′ × 1′ mean sea surface model determined from multi-satellite altimetry data	47
Global high-resolution drought indices for 1981–2022	46
Global gridded NOx emissions using TROPOMI observations	46
Global datasets of leaf photosynthetic capacity for ecological and earth system research	45
Enhancing long-term vegetation monitoring in Australia: a new approach for harmonising the Advanced Very High Resolution Radiometer normalised-difference vegetation index (NDVI) with MODIS NDVI	45
A database of deep convective systems derived from the intercalibrated meteorological geostationary satellite fleet and the TOOCAN algorithm (2012–2020)	45
Bio-optical properties of the cyanobacterium Nodularia spumigena	45
Quantifying greenhouse gas emissions from wood fuel use by households	45
Mapping global non-floodplain wetlands	45
VODCA2GPP – a new, global, long-term (1988–2020) gross primary production dataset from microwave remote sensing	45
High-resolution map of sugarcane cultivation in Brazil using a phenology-based method	44
GLC_FCS30D: the first global 30 m land-cover dynamics monitoring product with a fine classification system for the period from 1985 to 2022 generated using dense-time-series Landsat imagery and the co	44
AltiMaP: altimetry mapping procedure for hydrography data	44
Map of forest tree species for Poland based on Sentinel-2 data	43
Estimating local agricultural gross domestic product (AgGDP) across the world	43
Lagoon hydrodynamics of pearl farming islands: the case of Gambier (French Polynesia)	43
A 45-year hydrological and planktonic time series in the South Bight of the North Sea	42
A long-term high-resolution air quality reanalysis with a public-facing air quality dashboard over the Contiguous United States (CONUS)	42
Reprocessing of eXpendable BathyThermograph (XBT) profiles from the Ligurian and Tyrrhenian seas over the time period 1999–2019 with a full metadata upgrade	42
Meteorological and hydrological data from the Alder Creek watershed, SW Ontario	42
Greenland Geothermal Heat Flow Database and Map (Version 1)	41
A coarse pixel-scale ground “truth” dataset based on global in situ site measurements to support validation and bias correction of satellite surface albedo products	41
Integrated ecological monitoring in Wales: the Glastir Monitoring and Evaluation Programme field survey	41
CALC-2020: a new baseline land cover map at 10 m resolution for the circumpolar Arctic	40
A daily and 500 m coupled evapotranspiration and gross primary production product across China during 2000–2020	39
A compilation of global bio-optical in situ data for ocean colour satellite applications – version three	39
A global 5 km monthly potential evapotranspiration dataset (1982–2015) estimated by the Shuttleworth–Wallace model	39
SDUST2023BCO: a global seafloor model determined from a multi-layer perceptron neural network using multi-source differential marine geodetic data	39
The ABCflux database: Arctic–boreal CO2 flux observations and ancillary information aggregated to monthly time steps across terrestrial ecosystems	39
Harmonized in situ datasets for agricultural land use mapping and monitoring in tropical countries	39
CMEMS-LSCE: a global, 0.25°, monthly reconstruction of the surface ocean carbonate system	39
Climate change risks illustrated by the Intergovernmental Panel on Climate Change (IPCC) “burning embers”	38
High-resolution aerosol concentration data from the Greenland NorthGRIP and NEEM deep ice cores	38
Mass balances of Yala and Rikha Samba glaciers, Nepal, from 2000 to 2017	38
Processing methodology for the ITS_LIVE Sentinel-1 ice velocity products	38
Three years of soil moisture observations by a dense cosmic-ray neutron sensing cluster at an agricultural research site in north-east Germany	38
Application of a new net primary production methodology: a daily to annual-scale data set for the North Sea, derived from autonomous underwater gliders and satellite Earth observation	37
An updated synthesis of ocean total alkalinity and dissolved inorganic carbon measurements from 1993 to 2023: the SNAPO-CO2-v2 dataset	36
Bivalve monitoring over French coasts: multi-decadal records of carbon and nitrogen elemental and isotopic ratios as ecological indicators of global change	36
A high-resolution temperature–salinity dataset observed by autonomous underwater vehicles for the evolution of mesoscale eddies and associated submesoscale processes in the South China Sea	36
Last interglacial sea-level proxies in the glaciated Northern Hemisphere	35
The Italian Archive of Historical Earthquake Data, ASMI	35
A new operational Mediterranean diurnal optimally interpolated sea surface temperature product within the Copernicus Marine Service	35
A high-resolution Antarctic grounding zone product from ICESat-2 laser altimetry	35
Tracer-based Rapid Anthropogenic Carbon Estimation (TRACE)	35
Last Interglacial sea-level proxies in the western Mediterranean	34
Ice core chemistry database: an Antarctic compilation of sodium and sulfate records spanning the past 2000 years	34
Global anthropogenic CO2 emissions and uncertainties as a prior for Earth system modelling and data assimilation	33
Temporal and spatial mapping of theoretical biomass potential across the European Union	33
Observations of the downwelling far-infrared atmospheric emission at the Zugspitze observatory	32
Enhanced dataset of global marine isoprene emissions from biogenic and photochemical processes for the period 2001–2020	32
World Wide Lightning Location Network (WWLLN) Global Lightning Climatology (WGLC) and time series, 2022 update	32
MOPREDAScentury: a long-term monthly precipitation grid for the Spanish mainland	31
Editorial: Science, data and society	31
Ten years of 1 Hz solar irradiance observations at Cabauw, the Netherlands, with cloud observations, variability classifications, and statistics	31
The Modern Ocean Sediment Archive and Inventory of Carbon (MOSAIC): version 2.0	30
A national extent map of cropland and grassland for Switzerland based on Sentinel-2 data	29
Radar and ground-level measurements of clouds and precipitation collected during the POPE 2020 campaign at Princess Elisabeth Antarctica	29
Downscaled hyper-resolution (400 m) gridded datasets of daily precipitation and temperature (2008–2019) for the East–Taylor subbasin (western United States)	28
A global seamless 1 km resolution daily land surface temperature dataset (2003–2020)	28
Monsoon Asia Rice Calendar (MARC): a gridded rice calendar in monsoon Asia based on Sentinel-1 and Sentinel-2 images	28

Ocean cross-validated observations from R/Vs L'Atalante, Maria S. Merian, and Meteor and related platforms as part of the EUREC4A-OA/ATOMIC campaign	28
Gridded rainfall erosivity (2014–2022) in mainland China using 1 min precipitation data from densely distributed weather stations	28
A global daily gap-filled chlorophyll-a dataset in open oceans during 2001–2021 from multisource information using convolutional neural networks	27
An integrated dataset of ground hydrothermal regimes and soil nutrients monitored in some previously burned areas in hemiboreal forests in Northeast China during 2016–2022	27
A high-resolution synthesis dataset for multistressor analyses along the US West Coast	27
Full-coverage 1 km daily ambient PM2.5 and O3 concentrations of China in 2005–2017 based on a multi-variable random forest model	27
Historical and future weather data for dynamic building simulations in Belgium using the regional climate model MAR: typical and extreme meteorological year and heatwaves	27
Microwave radiometry experiment for snow in Altay, China: time series of in situ data for electromagnetic and physical features of snowpack	27
EUPollMap: the European atlas of contemporary pollen distribution maps derived from an integrated Kriging interpolation approach	27
The CISE-LOCEAN seawater isotopic database (1998–2021)	27
A Sentinel-2 machine learning dataset for tree species classification in Germany	27
12 years of continuous atmospheric O2, CO2 and APO data from Weybourne Atmospheric Observatory in the United Kingdom	26
Fire weather index data under historical and shared socioeconomic pathway projections in the 6th phase of the Coupled Model Intercomparison Project from 1850 to 2100	26
High-resolution inventory of atmospheric emissions from transport, industrial, energy, mining and residential activities in Chile	26
Polar maps of C-band backscatter parameters from the Advanced Scatterometer	26
Global dataset on seagrass meadow structure, biomass and production	26
Global Carbon Budget 2023	26
Retrieving ground-level PM2.5 concentrations in China (2013–2021) with a numerical-model-informed testbed to mitigate sample-imbalance-induced biases	26
OceanSODA-UNEXE: a multi-year gridded Amazon and Congo River outflow surface ocean carbonate system dataset	25
EEAR-Clim: a high-density observational dataset of daily precipitation and air temperature for the Extended European Alpine Region	25
Four-century history of land transformation by humans in the United States (1630–2020): annual and 1 km grid data for the HIStory of LAND changes (HISLAND-US)	25
Compilation of a database of Holocene nearshore marine mollusk shell geochemistry from the California Current System	25
Advancing geodynamic research in Antarctica: reprocessing GNSS data to infer consistent coordinate time series (GIANT-REGAIN)	25
Meteorological, snow and soil data, CO2, water and energy fluxes from a low-Arctic valley of Northern Quebec	25
Mapping global leaf inclination angle (LIA) based on field measurement data	25
Estimation of long-term gridded cloud radiative kernel and radiative effects based on cloud fraction	25
UGS-1m: fine-grained urban green space mapping of 31 major cities in China based on the deep learning framework	24
High-resolution physicochemical dataset of atmospheric aerosols over the Tibetan Plateau and its surroundings	24
High-resolution bathymetry models for the Lena Delta and Kolyma Gulf coastal zones	24
The NIEER AVHRR snow cover extent product over China – a long-term daily snow record for regional climate research	24
Antarctic Ice Sheet grounding line discharge from 1996–2024	24
Hourly historical and near-future weather and climate variables for energy system modelling	24
A global gridded dataset for cloud vertical structure from combined CloudSat and CALIPSO observations	24
The Reading Palaeofire Database: an expanded global resource to document changes in fire regimes from sedimentary charcoal records	23
Evaluating the transport of surface seawater from 1956 to 2021 using 137Cs deposited in the global ocean as a chemical tracer	23
Crop-specific management history of phosphorus fertilizer input (CMH-P) in the croplands of the United States: reconciliation of top-down and bottom-up data sources	23
GISD30: global 30 m impervious-surface dynamic dataset from 1985 to 2020 using time-series Landsat imagery on the Google Earth Engine platform	23
A new global dataset of mountain glacier centerlines and lengths	23
Soil moisture observation in a forested headwater catchment: combining a dense cosmic-ray neutron sensor network with roving and hydrogravimetry at the TERENO site Wüstebach	23
MDAS: a new multimodal benchmark dataset for remote sensing	23
Near-real-time atmospheric and oceanic science products of Himawari-8 and Himawari-9 geostationary satellites over the South China Sea	23
High-resolution observations of the ocean upper layer south of Cape St. Vincent, the western northern margin of the Gulf of Cádiz	23
Permafrost, active layer, and meteorological data (2010–2020) at the Mahan Mountain relict permafrost site of northeastern Qinghai–Tibet Plateau	22
The Western Channel Observatory: a century of physical, chemical and biological data compiled from pelagic and benthic habitats in the western English Channel	22
ISASO2: recent trends and regional patterns of ocean dissolved oxygen change	22
Modern air, englacial and permafrost temperatures at high altitude on Mt Ortles (3905 m a.s.l.), in the eastern European Alps	22
Predictive mapping of organic carbon stocks in surficial sediments of the Canadian continental margin	22
GloCAB: global cropland burned area from mid-2002 to 2020	22
The polar mesospheric cloud dataset of the Balloon Lidar Experiment (BOLIDE)	22
Ground- and ship-based microwave radiometer measurements during EUREC4A	22
EMO-5: a high-resolution multi-variable gridded meteorological dataset for Europe	22
Advanced NO2 retrieval technique for the Brewer spectrophotometer applied to the 20-year record in Rome, Italy	21
Global Emissions Inventory from Open Biomass Burning (GEIOBB): utilizing Fengyun-3D global fire spot monitoring data	21
An updated version of the global interior ocean biogeochemical data product, GLODAPv2.2021	21
Full-coverage 250 m monthly aerosol optical depth dataset (2000–2019) amended with environmental covariates by an ensemble machine learning model over arid and semi-arid areas, NW China	21
Permafrost–wildfire interactions: active layer thickness estimates for paired burned and unburned sites in northern high latitudes	21
An observational network of ground surface temperature under different land-cover types on the northeastern Qinghai–Tibet Plateau	21
A global long-term (1981–2019) daily land surface radiation budget product from AVHRR satellite data using a residual convolutional neural network	21
cigChannel: a large-scale 3D seismic dataset with labeled paleochannels for advancing deep learning in seismic interpretation	21
A repository of measured soil freezing characteristic curves: 1921 to 2021	21
River network and hydro-geomorphological parameters at 1∕12° resolution for global hydrological and climate studies	21
Multispecies and high-spatiotemporal-resolution database of vehicular emissions in Brazil	21
A new multi-grid bathymetric dataset of the Gulf of Naples (Italy) from complementary multi-beam echo sounders	21
Europe's adaptation to the energy crisis: reshaped gas supply–transmission–consumption structures and driving factors from 2022 to 2024	21
SISALv3: a global speleothem stable isotope and trace element database	21
Mapping the world's inland surface waters: an upgrade to the Global Lakes and Wetlands Database (GLWD v2)	20
BAWLD-CH4: a comprehensive dataset of methane fluxes from boreal and arctic ecosystems	20
A global marine particle size distribution dataset obtained with the Underwater Vision Profiler 5	20
A new global oceanic multi-model net primary productivity data product	20
An integrated observation dataset of the hydrological and thermal deformation in permafrost slopes and engineering infrastructure in the Qinghai–Tibet Engineering Corridor	20
Pan-Arctic soil element bioavailability estimations	20
Underwater light environment in Arctic fjords	20
The ULR-repro3 GPS data reanalysis and its estimates of vertical land motion at tide gauges for sea level science	20
Integration by design: driving mineral system knowledge using multi-modal, collocated, scale-consistent characterisation	19
HiTIC-Monthly: a monthly high spatial resolution (1 km) human thermal index collection over China during 2003–2020	19
GRILSS: opening the gateway to global reservoir sedimentation data curation	19
Global 1 km land surface parameters for kilometer-scale Earth system modeling	19
A multi-dimensional dataset of Ordovician to Silurian graptolite specimens for virtual examination, global correlation, and shale gas exploration	19
IT-SNOW: a snow reanalysis for Italy blending modeling, in situ data, and satellite observations (2010–2021)	19
Multifrequency radar observations of marine clouds during the EPCAPE campaign	19
IPB-MSA&SO4: a daily 0.25° resolution dataset of in situ-produced biogenic methanesulfonic acid and sulfate over the North Atlantic during 1998–2022 based on machine learning	19
Past and future discharge and stream temperature at high spatial resolution in a large European basin (Loire basin, France)	19
HOLSEA-NL: a Holocene water level and sea level indicator dataset for the Netherlands	19
Water vapor Raman lidar observations from multiple sites in the framework of WaLiNeAs	19
High-frequency, year-round time series of the carbonate chemistry in a high-Arctic fjord (Svalbard)	19
A new high-resolution multi-drought-index dataset for mainland China	18
Land-use harmonization datasets for annual global carbon budgets	18
Harmonized Soil Database of Ecuador (HESD): data from 2009 to 2015	18
A consistent dataset for the net income distribution for 190 countries and aggregated to 32 geographical regions from 1958 to 2015	18
Mapping 10 m global impervious surface area (GISA-10m) using multi-source geospatial data	18
Multi-decadal trends and variability in burned area from the fifth version of the Global Fire Emissions Database (GFED5)	18
A global surface CO2 flux dataset (2015–2022) inferred from OCO-2 retrievals using the GONGGA inversion system	18
Coastal Atmosphere and Sea Time Series (CoASTS) and Bio-Optical mapping of Marine Properties (BiOMaP): the CoASTS-BiOMaP dataset	18
Artemisia pollen dataset for exploring the potential ecological indicators in deep time	18
Improved global sea surface height and current maps from remote sensing and in situ observations	18