cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hgbf5bpwkh.1
title: A time-integrated sediment trap to sample diatoms for hydrological tracing

description: Here, we explore the potential for the Phillips sampler to provide a representative sample of the diatom assemblage of a whole storm run-off event. We addressed this by comparing the diatom community composition of the Phillips sampler to the composite community collected by the automatic samplers. As a control, we also checked if the particle size distribution of the suspended sediment collected by the Phillips sampler was similar to the composite distribution collected by the automatic sampler. We consider automatic samplers as sampling fully representative samples of a storm run-off event. The dataset contains relative diatom abundances (%) after applying the cut-off criteria of 1% and results of indicator variables and diatom indices per sample. Diatom biovolume and ecological guilds per taxa are also provided. Furthermore, measurements of discharge, turbidity, suspended sediment concentration (SSC) and particle size distribution (PSD) are given. The results of PSD are given as provided by the software. For more information we refer to the manual of the LISST 200X.
DOI: 10.18739/a2wh2df1f
title: Elevation profile-derived crevasse depths for select Greenland marine-terminating glaciers, 2011-2018

description: Crevasse depths were extracted from very high-resolution surface elevation observations for 19 fast-flowing marine-terminating glaciers distributed around the Greenland Ice Sheet. Crevasse depths were extracted using a semi-automated moving window approach applied to both NASA (National Aeronautics and Space Administration) Operation IceBridge (OIB) lidar and ArcticDEM (Arctic digital elevation model) 2 meter-resolution WorldView (WV) imagery-derived digital elevation models from 2011-2018. These crevasse depth profiles were used to assess the accuracy of modeled depths that utilize the Nye formulation for closely-spaced crevasse depths (i.e., zero stress model). The data include comma-separated text files with the crevasse observation date (decimal years), Greenland Polar Stereo Northing (meters) and Easting (meters), location along the OIB centerline swath relative to the terminus position (meters), and the average surface elevation of the top of the crevasse walls (meters above sea level), crevasse depth (meters), and crevasse width (meters). Observations are separated by rows. The OIB and WV data are saved in different files for each glacier. A tab-delimited text file containing summary statistics is also provided.
DOI: 10.20783/dias.528
title: GDHY_version_1.2

description: The Global Dataset of Historical Yield (GDHY_v1_2) offers annual time series data of 0.5-degree grid-cell yield estimates of major crops worldwide. The crops considered in this dataset are maize, rice, wheat and soybean. The unit of yield data is t/ha. The grd-cell yield data were estimated using the satellite-derived crop-specific vegetation index and FAO-reported country yield statistics. Maize and rice have the data for each of two growing seasons (major/secondary). "Winter" and "spring" are used as the growing season categories for wheat. Only "major" growing season is available for soybean. These growing season categories are based on Sacks et al. (2010, DOI: 10.1111/j.1466-8238.2010.00551.x). The geographic distribution of harvested area changes with time in reality, but we used the time-constant data in 2000 (Monfreda et al., 208, doi:10.1029/2007GB002947). Many missing values are found in the first (1981) and last (2011) years because grid-cell yields are not estimated for these years when growing season spans two calendar years.
DOI: 10.5067/ij0t7hfhb9y6
title: Sea Ice Trends and Climatologies from SMMR and SSM/I-SSMIS, Version 3
DOI: 10.5067/suborbital/oracles/p3/2016_v2
title: Aerosol, cloud and related data acquired aboard P3 during ORACLES 2016, Version 2
DOI: 10.5067/suborbital/oracles/p3/2017_v2
title: Aerosol, cloud and related data acquired aboard P3 during ORACLES 2017, Version 2
DOI: 10.5258/soton/wp00122
title: Kazakhstan 100m Population

description: DATASET: Alpha version 2015 and 2020 estimates of numbers of people per pixel ('ppp') and people per hectare ('pph'), with national totals adjusted to match UN population division estimates (http://esa.un.org/wpp/) and remaining unadjusted. 
REGION: Asia 
SPATIAL RESOLUTION: 0.000833333 decimal degrees (approx 100m at the equator) 
PROJECTION: Geographic, WGS 84 
UNITS: Estimated persons per grid square 
MAPPING APPROACH: Random Forest 
FORMAT: Geotiff (zipped using 7-zip (open access tool): www.7-zip.org) 
FILENAMES: Example - KAZ_ppp_v2b_2020_UNadj.tif = Kazakhstan (KAZ) population per pixel (ppp) modelling version '2c' (v2c) map for 2020 (2020) adjusted to match UN national estimates (UNadj). 
DATE OF PRODUCTION: June 2016 

Also included: (i) Metadata html file, (ii).kmz Earth file.
DOI: 10.5258/soton/wp00131
title: Kyrgyzstan 100m Population

description: DATASET: Alpha version 2010 and 2015 estimates of numbers of people per grid square, with national totals adjusted to match UN population division estimates (http://esa.un.org/wpp/) and remaining unadjusted. 
REGION: Asia 
SPATIAL RESOLUTION: 0.000833333 decimal degrees (approx 100m at the equator) 
PROJECTION: Geographic, WGS84 
UNITS: Estimated persons per grid square 
MAPPING APPROACH: Land cover based, as described in: Gaughan AE, Stevens FR, Linard C, Jia P and Tatem AJ, 2013, High resolution population distribution maps for Southeast Asia in 2010 and 2015, PLoS ONE, 8(2): e55882 
FORMAT: Geotiff (zipped using 7-zip (open access tool): www.7-zip.org) 
FILENAMES: Example - VNM_popmap10adj_v2.tif = Vietnam (VNM) population count map for 2010 (popmap10) adjusted to match UN national estimates (adj), version 2 (v2). 
DATE OF PRODUCTION: January 2013
DOI: 10.5258/soton/wp00265
title: Tajikistan 100m Population

description: DATASET: Alpha version 2010 and 2015 estimates of numbers of people per grid square, with national totals adjusted to match UN population division estimates (http://esa.un.org/wpp/) and remaining unadjusted. 
REGION: Asia 
SPATIAL RESOLUTION: 0.000833333 decimal degrees (approx 100m at the equator) 
PROJECTION: Geographic, WGS84 
UNITS: Estimated persons per grid square 
MAPPING APPROACH: Land cover based, as described in: Gaughan AE, Stevens FR, Linard C, Jia P and Tatem AJ, 2013, High resolution population distribution maps for Southeast Asia in 2010 and 2015, PLoS ONE, 8(2): e55882 
FORMAT: Geotiff (zipped using 7-zip (open access tool): www.7-zip.org) 
FILENAMES: Example - VNM_popmap10adj_v2.tif = Vietnam (VNM) population count map for 2010 (popmap10) adjusted to match UN national estimates (adj), version 2 (v2). 
DATE OF PRODUCTION: January 2013
DOI: 10.5258/soton/wp00292
title: Uzbekistan 100m Population

description: DATASET: Alpha version 2010, 2015 and 2020 estimates of numbers of people per pixel ('ppp') and people per hectare ('pph'), with national totals adjusted to match UN population division estimates (http://esa.un.org/wpp/) and remaining unadjusted. 
REGION: Asia 
SPATIAL RESOLUTION: 0.000833333 decimal degrees (approx 100m at the equator) 
PROJECTION: Geographic, WGS84 
UNITS: Estimated persons per grid square 
MAPPING APPROACH: Random Forest 
FORMAT: Geotiff (zipped using 7-zip (open access tool): www.7-zip.org) 
FILENAMES: Example - VNM_ppp_v2c_2010_UNadj.tif = Vietnam (VNM) population per pixel (ppp) map for 2010 (popmap10) adjusted to match UN national estimates (UNadj), version 2c (v2c) 
DATE OF PRODUCTION: September 2016 

Also included: (i) Metadata html file, (ii) Google Earth file, (iii) Population datasets produced using original census year data
DOI: 10.5281/zenodo.3592261
title: Data for ED2 fire scenarios - old version

description: The repository contains input data and namelist files necessary to run ED2 (Ecosystem Demography) model for alternate fire conditions.
DOI: 10.5281/zenodo.4057967
title: The CH-IRP data set: fortnightly data of δ2H and δ18O in streamflow and precipitation in Switzerland

description: The data set contains δ<sup>2</sup>H and δ<sup>18</sup>O from fortnightly grab samples in streamflow and corresponding monthly precipitation derived from interpolation for 23 Swiss hydrological catchments. δ<sup>2</sup>H and δ<sup>18</sup>O in streamflow are provided as one ASCII file for each station. Additionally to these time series each of the files contains the Deuterium excess, the streamflow conditions preceding the sampling as well as the z-scores indicating if a sample might be a statistical outlier, assuming the data are normally distributed. All files contain further information for each sample whether double measurement was performed in the lab comments indicating for instance special sampling conditions or storage-related issues that could alter the isotopic composition due to fractionation. For each data file for streamflow data there is a corresponding ASCII file for catchment precipitation. These contain the interpolated δ<sup>2</sup>H and δ<sup>18</sup>O in precipitation for the catchment as well as the source data that were used to derive the interpolated values. Associated data that can be useful for applications are provided. This is mean areal precipitation and temperature (ASCII files) as well as the topographic catchment boundaries (shape files).
description: The basic data for the interpolation of isotopic compositions in precipitation came from NISOT provided by FOEN, the National Groundwater Monitoring, NAQUA, from GNIP provided by IAEA as well as ANIP from the Environment Agency Austria. The areal precipitation and temperature were caclulated based or the gridded data products "Rhires" and "Tabs" provided by MeteoSwiss.
DOI: 10.5281/zenodo.4382800
title: Dataset for "Topography-based statistical modelling reveals high spatial variability and seasonal emission patches in forest floor methane flux"

description: This dataset provides measured and upscaled forest floor methane (CH4) fluxes and soil moisture. This dataset is related to the following manuscript: Vainio et al., Topography-based statistical modelling reveals high spatial variability and seasonal emission patches in forest floor methane flux, Biogeosciences, in review. (The discussion preprint is available at https://doi.org/10.5194/bg-2020-263.)
DOI: 10.5281/zenodo.4459297
title: Database of Last Interglacial sea levels in Angola, Namibia and South Africa

description: Database of sea-level information from southern Africa (Angola to South Africa) from the Last Interglacial
DOI: 10.5281/zenodo.8056742
title: Development, validation and use of artificial-intelligence-related technologies to assess basic motor skills in children: a scoping review

description: This project contains the following extended data: Appendix 1. Supplementary Tables Appendix 2. Search formulas
DOI: 10.5281/zenodo.8253201
title: data extension

description: This project contains the following extended data: 1. COSMIN checklist 2. Scoping Reviews (PRISMA-ScR) Checklist 3. Flowchart
DOI: 10.7265/zpm9-j983
title: Land Resources of Russia -- Maps of Permafrost and Ground Ice, Version 1
DOI: 10.1594/pangaea.708082
title: High resolution density and δ¹⁸O of snow pit DML76S05_11
DOI: 10.1594/pangaea.922784
title: Total flux of diatoms and relative composition of diatom groups in trap samples at the CBmeso (=Cape Blanc mesotrophic), off Mauritania

description: This study builds on earlier investigations of multiyear variability of the diatom flux captured with sediment traps deployed at the mesopelagial mooring site CBmeso (='Cape Blanc mesotrophic', formerly known as CB). The main goal of this study is the description of the multiyear dynamics of the total diatom flux and the shifts in the species-specific composition of the assemblage at site CBmeso during almost 20 years (March 1988 through June 2009).
DOI: 10.1594/pangaea.925463
title: Flow-through sensor data for pCO2, pCH4, O2, temperature and salinity from SCOR cruise 2016: Baltic Sea

description: Flow-through pCO2, pCH4 Temp/Sal, and O2 measurements in the western Baltic Sea during SCOR cruise (separate to the intercalibration exercise). Surface water flow-through sensor system set up on R.V. Elisabeth Mann Borgese (15.10.2016 - 22.10.2016). All sensors ran on the same water in a complete flow-through sensor set-up at a resolution of 1 minute. Depth of pumps: 3m Flow rate: ~ 5-6 L/min All data was processed following Canning et al., 2020 (In Review). Sensor data in separate files. Sensors: pCO2: CONTROS HydroC CO2 FT - formerly Kongsberg Maritime Contros GmbH, Kiel, Germany; now -4H-JENA engineering GmbH, Jena, Germany O2: CONTROS HydroFlash O2 - formerly Kongsberg Maritime Contros GmbH, Kiel, Germany SBE 45 Micro Thermosalinograph - Sea-Bird Electronics, Bellevue, USA Temperature, salinity, latitude and longitude included are also from the D-SHIP. Only half the cruise dataset for pCH4 due to internal issue with the sensor (see Canning et al., 2020).
DOI: 10.17189/1519713
title: JNO J JED 3 CDR V1.0
DOI: 10.18728/566.0
title: Soil Moisture Berlin-Steglitz

description: Mean daily soil moisture between 0-100 cm under different urban vegetation types.
DOI: 10.24432/c50k5n
title: Covertype
DOI: 10.24432/c5ms4x
title: Parkinson's Disease Classification
DOI: 10.3334/cdiac/spruce.008
title: SPRUCE S1 Bog Pretreatment Seasonal Photosynthesis and Respiration of Trees, Shrubs, and Herbaceous Plants, 2010-2015

description: This data set contains the empirical biochemical, morphological, and physiological data collected between 2010 and 2015 on an herb (Maianthemum trifolium), understory shrubs (Rhododendron groenlandicum, Chamaedaphne calyculata, Kalmia polifolia and Vaccinium angustifolium) and overstory trees (Picea mariana and Larix laricina) in the S1-Bog at the USDA Forest Service Marcell Experimental Forest (MEF) in northern Minnesota, USA. Data reported include the measurements of photosynthetic light and CO<sub>2</sub> response curves, and dark respiration, as applied to standardized curve-fitting programs to estimate biochemical parameters. These data were collected prior to the initiating of heating and elevation of CO<sub>2</sub> for the SPRUCE (Spruce and Peatland Responses Under Changing Environments) experiment in the S1-Bog to assess the response of northern peatland ecosystems to increases in temperature and exposures to elevated atmospheric CO<sub>2</sub> concentrations.
DOI: 10.3886/e193743v1
title: Data and Code for: Fighting Poverty One Family at a Time: Experimental Evidence from an Intervention with Holistic, Individualized, Wrap-Around Services

description: Families in poverty face numerous barriers to establishing stable economic footing. This paper examines the effect of a holistic, individualized wrap-around service intervention on outcomes for low-income individuals. The intervention includes a detailed assessment, an individualized service plan, intensive case management administered by a two-person team with small caseloads, and temporary financial assistance used to overcome obstacles to self-sufficiency and incentivize behavior. We evaluate the intervention through a randomized controlled trial among participants seeking assistance at a local social service provider. Results indicate that the program improved labor market and housing outcomes two years after enrollment. Given the customized nature of the services, overall program effects might mask important heterogeneity. Exploratory analysis suggests the program helped employ participants who lacked employment but had stable housing, and that those without stable housing were helped in securing it.
description: Applicants to the Padua Pilot operated by Catholic Charities Fort Worth.
description: computer-assisted personal interview (CAPI);
DOI: 10.5281/zenodo.13821437
title: Tailored topotactic chemistry unlocks heterostructures of magnetic intercalation compounds

description: The uploaded files include the raw datasets used to generate the figures presented in the main text and supplementary information of the paper titled 'Tailored Topotactic Chemistry Unlocks Heterostructures of Magnetic Intercalation Compounds'.
DOI: 10.5281/zenodo.3629951
title: RYDL: the sample data of the RY product for deep learning applications

description: RYDL is the sample data of the RY product provided by the German Weather Service (DWD). This data has been utilized for training the RainNet model -- a deep convolutional neural network for radar-based precipitation nowcasting. You can find the latest RY product data on DWD open data repository: https://opendata.dwd.de/weather/radar/. The RainNet model is available on GitHub: https://github.com/hydrogo/rainnet.
DOI: 10.5281/zenodo.3828508
title: Mobile and stationary air pollution measurements around an air quality monitoring site on Mäkelänkatu in Helsinki, Finland

description: Mobile and stationary measurements of air pollution around an air quality monitoring site on Mäkelänkatu in Helsinki, Finland. The datasets are used in evaluating high-resolution air quality simulations conducted with the PALM model system 6.0. The dataset contains: drone_data: measurements of vertical profiles of lung-deposited surface area (LDSA) conducted using a drone in summer and winter 2017 kumpula_airquality_data: airquality: basic air quality observations from the SMEAR III station dmps: aerosol size distribution observations using DMPS from the SMEAR III station met_data: kivenlahti_mast_DDMMYYYY.txt: Kivenlahti mast observations Meteorology_YYMM_10.txt: SMEAR III observations sniffer_data/long/[timeofday]YYYYMMDD.dat: horizontal distribution of air pollutants measured by the mobile laboratory Sniffer supersite_data: measurements from the air quality monitoring station on Mäkelänkatu AQdata: air quality observations DMPS: aerosol size distribution observations using DMPS ACSM: aerosol chemical composition measurements using ACSM
DOI: 10.5281/zenodo.3960513
title: The electrical activity of Saharan dust as perceived from surface electric field observations: Field Mill Datasets

description: Electric Field Mill time series used for the reproduction of the results in the following manuscript: <strong>"The electrical activity of Saharan dust as perceived from surface electric field observations" - accepted in ACP</strong> Authors: Vasiliki Daskalopoulou, Sotirios A. Mallios, Zbigniew Ulanowski, George Hloupis, Anna<br> Gialitaki, Ioanna Tsikoudi, Konstantinos Tassis and Vassilis Amiridis
DOI: 10.5281/zenodo.4004195
title: MET tools statistics dataset used for publication "Seasonal and diurnal performance of daily forecasts with WRF-NOAHMP over the United Arab Emirates"

description: This dataset is the output from MET Model Evaluation Tools comparing WRF output with ground observation stations in the UAE.
DOI: 10.6084/m9.figshare.20014712.v1
title: The database of English words and their Croatian equivalents

description: The current database contains English words which appear in Croatian in their original, unadapted form (e.g. show, boxer, zombie, skin, etc.). The list of words is based on The Database of English words in Croatian (Bogunović & Kučić 2022; https://repository.pfri.uniri.hr/islandora/object/pfri:2495), and was further complemented with words obtained from the corpus hrWaC (Ljubešić & Erjavec 2011; Ljubešić & Klubička 2014) using the platform SketchEngine (Kilgarriff et al. 2004). The same platform was used to check the list of English words against the corpora ENGRI (Bogunović et al. 2021; Bogunović & Kučić 2021) i hrWaC by consulting concordances and using CQL. The tagger Xf was used to filter out all English sentences embedded in Croatian texts. Corpus results were then manually checked using the random sample and filter tools to remove e.g., proper nouns, false cognate, false pairs, etc. The database also lists Croatian equivalents (and corresponding frequencies in the corpora) for each English word if they exist in Croatian. The choice of the Croatian equivalent depended greatly on the available corpus data on word frequency as well as Croatian online dictionaries. Furthermore, single-word and multi-word English expressions are represented separately in the database for reasons of visual transparency and simplification of word search. We would like to stress that the database by no means represents a final product and is not a definite representation of data on English words in Croatian, but is, however, representative of their current status in the Croatian language. Further efforts will be made to update the database and incorporate new data.
DOI: 10.12770/18ff0d48-b203-4a65-94a9-5fd8b0ec35f6
title: EMODnet Digital Bathymetry (DTM 2018)

description: The "EMODnet Digital Bathymetry (DTM)- 2018" is a multilayer bathymetric product for Europe’s sea basins covering:• the Greater North Sea, including the Kattegat and stretches of water such as Fair Isle, Cromarty, Forth, Forties,Dover, Wight, and Portland • the English Channel and Celtic Seas • Western Mediterranean, the Ionian Sea and the Central Mediterranean Sea • Iberian Coast and Bay of Biscay (Atlantic Ocean) • Adriatic Sea (Mediterranean) • Aegean - Levantine Sea (Mediterranean). • Madeira and Azores (Macaronesia) • Baltic Sea • Black Sea • Norwegian and Icelandic Seas • Canary Islands (Macaronesia) • Arctic region and Barentz SeaThe DTM is based upon more than 9400 bathymetric survey data sets and Composite DTMs that have been gathered from 49 data providers from 24 countries riparian to European seas. Also Satellite Derived Bathymetry data products have been included derived from Landsat 8 satellite images. The source reference layer in the portal viewing service gives metadata of the data sets used with their data providers; the metadata also acknowledges the data originators. The incorporated survey data sets itself can be discovered and requested for access through the Common Data Index (CDI) data discovery and access service that in September 2018 contained &gt; 27.000 survey data sets from European data providers for global waters. The Composite DTMs can be discovered through the Sextant Catalogue service. Both discovery services make use of SeaDataNet standards and services and have been integrated in the EMODnet Bathymetry web portal (http://www.emodnet-bathymetry.eu). In addition, the Bathymetry Viewing and Download service of the EMODnet bathymetry portal gives users wide functionality for viewing and downloading the EMODnet digital bathymetry such as:• water depth (refering to the Lowest Astronomical Tide Datum - LAT) in gridded form on a DTM grid of 1/16 * 1/16 arc minute of longitude and latitude (ca 115 * 115 meters)• option to view depth parameters of individual DTM cells and references to source data• option to download DTM in 64 tiles in different formats: ESRI ASCII, XYZ, EMODnet CSV, NetCDF (CF), GeoTiff and SD• option to visualize the DTM in 3D in the browser without plug-in• layer with a number of high resolution DTMs for coastal regions• layer with wrecks from the UKHO Wrecks database.The EMODnet DTM is also available by means of OGC web services (WMS, WFS, WCS, WMTS), which are specified at the EMODnet Bathymetry portal. The original datasets themselves are not distributed but described in the metadata services, giving clear information about the background survey data used for the DTM, their access restrictions, originators and distributors and facilitating requests by users to originator.