cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15780/g2ph2m
title: CHIRPS-GEFS

description: CHIRPS-GEFS is an operational data set that provides daily bias-corrected forecasts for next 5-day to ~15-day precipitation totals and anomalies at a quasi-global 50-deg N to 50-deg S extent and 0.05-degree resolution. These are based on National Centers for Environmental Prediction (NCEP) Global Ensemble Forecast System (GEFS) version 12 forecasts. CHIRPS-GEFS forecasts are compatible with the Climate Hazards center InfraRed Precipitation with Stations (CHIRPS) data, which are actively used for drought monitoring, early warning, and near real-time historical impact assessments. A rank-based quantile-quantile matching procedure is used to transform GEFSv12 “reforecast” and “real-time” forecast ensemble means to CHIRPS spatial-temporal characteristics. Matching distributions to CHIRPS makes forecasts better reflect local climatology at finer spatial resolution and reduces moderate-to-large forecast errors. As shown in this study, having a CHIRPS-compatible version of the latest generation of NCEP GEFS forecasts enables rapid assessment of current forecasts and local historical context. CHIRPS-GEFS effectively bridges the gap between observations and weather predictions, increasing the value of both by connecting monitoring resources (CHIRPS) with interoperable forecasts.
DOI: 10.25318/3810000901-eng
title: Source water type and unit processes for water treatment by drinking water plants

description: Volumes of potable water treated, by source water type and unit processes for water treatment by drinking water plants.
DOI: 10.25545/bhmcou
title: Crack Roboflow DTI UNB

description: The dataset is designed for instance segmentation tasks related to detecting cracks in concrete structure inspection. It is a valuable resource for training CNNs to identify and segment cracks in various surfaces accurately. It was assembled from three different sources: 1. The platform Roboflow-Universe developed by Dwyer et al (2022): We used the Roboflow-Universe-Crack (RUC) dataset (Nadar, 2022) with a total of 1551 samples. 2. The archives of the Department of Transportation and Infrastructure (DTI) from New Brunswick: We picked 540 original crack images, each of which underwent annotation using the CVAT annotation tool (Sekachev et al., 2020), ensuring precision and uniformity of labelling. 3. The Crack500 dataset (Yang et al., 2020; Zhang et al., 2016) We re-annotated and used 56 samples.
DOI: 10.34808/5jex-kn86
title: Spin-Orbit Coupling Matrix Elements in the KRb Molecule

description: The allowed 190 spin-orbit coupling (SOC) matrix elements have been calculated for the singlet (s) and triplet (t) Sigma+ (S+), Pi (P), and Delta (D) electronic states of the KRb molecule. These SOCs are needed for investigations of areas connected with classical spectroscopy, deperturbation analysis of the observed spectra, atom-molecule and molecule-molecule interactions, quantum dynamics of the chemical reactions, cold physics and chemistry, as well as quantum computing. All results of the SOC matrix elements have been obtained by the multireference configuration interaction (MRCI) method used with pseudopotentials (PP) describing the interaction of valence electrons with atomic cores. In this approach, only the valence electrons of the K and Rb atoms were treated explicitly. The core polarization potentials (CPP) have also been applied in calculations. The spin-orbit parameters of the PPs, parameters of CPPs, and Gaussian atomic basis sets were carefully selected, extended, and optimized to ensure the high quality of the calculated SOCs. All computations were performed using the MOLPRO program package. Reported SOC matrix elements are ready to compare with the other theoretical and experimental data.
The dataset contains 23 files with SOCs calculated between appropriate sS+, tS+, sP, tP, sD, and tD electronic states. The first column of each file includes distances in Angstrom units [ang] between potassium and rubidium atoms. The consecutive columns contain values of SOC matrix elements calculated for corresponding distances. SOCs are shown in the wavenumber units. All SOCs are tabulated according to the internuclear distance from 2.540 [ang] to 51.859 [ang].
Additionally, all SOCs are presented in the 21 figures given in the EPS format.
DOI: 10.5067/0tufo90q2pms
title: MERRA-2 tavg3_3d_mst_Np: 3d,3-Hourly,Time-Averaged,Pressure-Level,Assimilation,Moist Processes Diagnostics V5.12.4
DOI: 10.5281/zenodo.10283417
title: Magnetic properties and chemical analysis of remagnetised carbonates of South America

description: We investigate the magnetic properties and chemical composition of remagnetised carbonate rocks in South America. These rocks play a crucial role in understanding past climates and the behaviour of Earth's magnetic field. Unfortunately, the primary remanence of these rocks is often altered by secondary components in a process known as remagnetisation. In South America, we observe evidence of a continent-wide remagnetisation event in Neoproterozoic carbonates from sedimentary basins separated by significant distances. To shed further light on this phenomenon, we employ both traditional macroscopic rock magnetic analysis and advanced synchrotron-based nano/micro imaging and chemical analysis techniques.
DOI: 10.5281/zenodo.13341155
title: A Novel Integrated Reference-Counter Electrode for Electrochemical Measurements of HOMO and LUMO Levels in Small-Molecule Thin-Film Semiconductors for OLEDs

description: This dataset includes all raw data, processed data, and analysis scripts necessary to replicate the findings reported in the published paper.
DOI: 10.5281/zenodo.13800034
title: 2DTS dataset for ML analysis
DOI: 10.5281/zenodo.13872700
title: Data - Ultralow noise preamplified optical receiver using conventional single wavelength transmission

description: This dataset contains measurement data and processing code for the results published in "Ultralow noise preamplified optical receiver using conventional single wavelength transmission". Raw measurement batches from the BER-measurement can be made available upon request, at rasmus.larsson@chalmers.se.

This work was funded by the Swedish Research Council (grant VR-2015-00535).
DOI: 10.5281/zenodo.13925862
title: Data for estimating spruce tree health using drone-based RGB and multispectral imagery

description: The dataset contains multispectral and RGB orthomosaics (.tif), and photogrammetric point clouds (.laz) of four study areas (about 25 ha each), where bark beetle-related decline of Norway spruce has been observed in Helsinki, Finland. The filenames refer to Area 1 (Männikkötie), Area 2 (Maunulanmaja), Area 3 (Hakuninmaa), and Area 4 (Paloheinä), described in detail in Junttila et al. 2022. Multispectral Imagery Provides Benefits for Mapping Spruce Tree Decline Due to Bark Beetle Infestation When Acquired Late in the Season, Remote Sensing 14(4), 909: https://doi.org/10.3390/rs14040909 

The image data was acquired between 11th and 14th September 2020.

RE = Red-Edge M multispectral dataRGB = RGB data (Phantom 4 Pro)Altum = Altum multispectral data

The ground sampling distances (GSD) were approximately 3 cm, 5 cm, and 8 cm for RGB, Altum, and RedEdge, respectively.

The field reference data file contains 556 geolocated trees assessed in the field (between 11.9. and 17.9.2020), of which 203 were dead and 353 were alive. The data is in polygon format, representing the crown delineation done during the data processing. The file includes tree heights estimated from airborne laser scanning data, dbh (for a subset of trees), discoloration, defoliation, resin flow, bark structural damage, and canopy size estimates. More details are in the journal article mentioned above.

Key for Field Reference:

Z = tree heightdbh = diameter-at-breast-height (cm)vari = Discoloration (score 0-5)harsu = Defoliation (score 0-4)pihka = Resin flows (score 0-2)runko = Stem/bark structural damage (score 0-2)latvus = Significantly decreased canopy size (score 0-1)
DOI: 10.5281/zenodo.6895533
title: HiTIC-Monthly: A Monthly High Spatial Resolution (1 km) Human Thermal Index Collection over China during 2003–2020

description: The monthly <strong>Hi</strong>gh spatial resolution human <strong>T</strong>hermal <strong>I</strong>ndex <strong>C</strong>ollection (<strong>HiTIC-Monthly</strong>) includes <strong><em>near-surface air temperature</em> </strong>(SAT) and 11 commonly used<strong> <em>human-perceived temperature</em> </strong>indices: indoor Apparent Temperature (AT<sub>in</sub>), outdoor shaded Apparent Temperature (AT<sub>out</sub>), Discomfort Index (DI), Effective Temperature (ET), Heat Index (HI), Humidex (HMI), Modified Discomfort Index (MDI), Net Effective Temperature (NET), simplified Wet Bulb Globe Temperature (sWBGT), Wet-Bulb Temperature (WBT), and Wind Chill Temperature (WCT). This dataset has a high spatial resolution of 1 km × 1 km and covers mainland China from January 2003 to December 2020. The overall R-square, root mean square error, and mean absolute error of the 12 thermal indices in the HiTIC dataset are 0.996, 0.693°C, and 0.512°C, respectively. It is stacked by year, and each stack is composed of 12 monthly images in the <strong>NetCDF format</strong>. The unit of the dataset is 0.01 degree Celsius (°C), and the values are stored in an integer type (Int16) for saving storage space, and need to be divided by 100 to get the values in degree Celcius when in use. The projection coordinate system of the dataset is Albers Equal Area Conic Projection. The naming rule and other detailed information can be found in “README.pdf”. If you have any questions when using the HiTIC-Monthly dataset, please feel free to contact Miss Hui Zhang via zhangh573@mail2.sysu.edu.cn, Dr. Ming Luo via luom38@mail.sysu.edu.cn, or Dr. Yongquan Zhao via zhaoyq66@mail.sysu.edu.cn. More details on the procedure of producing the HiTIC-Monthly dataset and its accuracy assessment can be found in: Zhang, H., Luo, M., Zhao, Y., Lin, L., Ge, E., Yang, Y., Ning, G., Cong, J., Zeng, Z., Gui, K., Li, J., Chan, T. O., Li, X., Wu, S., Wang, P., and Wang, X.: HiTIC-Monthly: a monthly high spatial resolution (1 km) human thermal index collection over China during 2003–2020, Earth Syst. Sci. Data, 15, 359–381, https://doi.org/10.5194/essd-15-359-2023, 2023.
description: For HiTIC-Monthly dataset in GeoTIFF format, please refer to https://zenodo.org/record/7903590.
DOI: 10.5281/zenodo.7804946
title: EukBank 18S V4 dataset

description: This repository contains the files constituting the first release of the EukBank 18S V4 dataset gathering 12,672 metabarcoding samples globally distributed across biomes for which 335,662 ASVs have been identified. The dataset is composed of seven files; their structure and associated methods are detailed in the readme file README.pdf.
DOI: 10.5517/cc10m9rp
title: CCDC 942082: Experimental Crystal Structure Determination

description: Related Article: Lynsey Dunbar, Alan R Kennedy, John Reglinski|2013|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.7289/v5348hck
title: NOAA Climate Data Record (CDR) of Cloud Properties from AVHRR Pathfinder Atmospheres - Extended (PATMOS-x), Version 5.3 (Version Superseded)

description: *Note: This dataset version has been superseded by a newer version. It is highly recommended that users access the current version. Users should only use this version for special cases, such as reproducing studies that used this version.* This NOAA Climate Data Record (CDR) of cloud products was produced by the University of Wisconsin using the AVHRR Pathfinder Atmospheres - Extended (PATMOS-X) Version 5.3 processing system. The CDR spans from 1979 to the present with daily, global coverage generated from between two and ten NOAA and MetOp satellite passes per day. The source AVHRR data points, with a sensor resolution of 1.09 km near nadir, have been fitted to a 0.1 x 0.1 degree equal-angle grid in ascending and descending files. The four fundamental cloud variables in the CDR include: 1) Cloud Optical Thickness; 2) Cloud Particle Size; 3) Cloud Temperature; and 4) Cloud Emissivity. These cloud products are derived using the ABI (Advanced Baseline Imager) Cloud Height Algorithm (ACHA) and the Daytime Cloud Optical Properties (DCOMP) algorithm. Other variables in this dataset were derived from the four primary variables, or generated through error/quality control assessment in the algorithms. Not counting the coordinate variables, there are 48 data and ancillary data variables in the netCDF data file to facilitate proper data usage. The file format was converted from HDF to netCDF-4 with metadata following the Climate and Forecast (CF) Conventions and Attribute Convention for Dataset Discovery (ACDD). The dataset is accompanied by algorithm documentation, data flow diagram and source code for the NOAA CDR Program.
DOI: 10.5281/zenodo.10826801
title: Datasets
DOI: 10.5281/zenodo.10911626
title: Source data for manuscript(De novo protein design with a denoising diffusion network independent of pre-trained structure prediction models)

description: This respository contains the source data for figure and supplementary figure in manuscript(SCUBA-D).
DOI: 10.5281/zenodo.8233583
title: Hexanematic crossover in epithelial monolayers depends on cell adhesion and cell density.

description: Raw data files concerning the publication,

Hexanematic crossover in epithelial monolayers depends on cell adhesion and cell densityJulia Eckert, Benoit Ladoux, Rene-Marc Mege, Luca Giomi and Thomas SchmidtNature Communications (2023) 14:5762.doi: https://doi.org/10.1038/s41467-023-41449-6Abstract:

Changes in tissue geometry during developmental processes are associated with collective migration of cells. Recent experimental and numerical results suggest that these changes could leverage on the coexistence of nematic and hexatic orientational order at different length scales. How this multiscale organization is affected by the material properties of the cells and their substrate is presently unknown. In this study, we address these questions in monolayers of Madin-Darby canine kidney cells having various cell densities and molecular repertoires. At small length scales, confluent monolayers are characterized by a prominent hexatic order, independent of the presence of E-cadherin, monolayer density, and underlying substrate stiffness. However, all three properties affect the meso-scale tissue organization. The length scale at which hexatic order transits to nematic order, the ”hexanematic” crossover scale, strongly depends on cell-cell adhesions and correlates with monolayer density. Our study demonstrates how epithelial organization is affected by mechanical properties, and provides a robust description of tissue organization during developmental processes.

 

Data description:

WT.zip  - zipped raw image data and extracted vertices of experiments on wild-type cellsKO.zip  - zipped raw image data and extracted vertices of experiments on eCad KO-cellsFigureData.zip  - zipped data referring to each of the figures in the paper

 

Software:

The software to analyze the data presented here is found on GitHub, [https://github.com/hexanematic/orientation tracker]
description: microscopy data, epithelial cell sheets
DOI: 10.34740/kaggle/dsv/9786211
title: AutoXGB
DOI: 10.34740/kaggle/dsv/9786212
title: OnlineFree
DOI: 10.6084/m9.figshare.24587469.v1
title: Scientific commentaries are dealing with uncertainty and complexity

description: PubMed_Matched_data_220916.tsv: Involves all study-comment pairs from PubMed through "Comment On" link as the date of Sep 2 2022. All fields with suffix "_art" indicate the metadata of commented article; all fields with suffix "_com" indicate the metadata of corresponding comments.PubMed_publication_timeline.xlsx: Involves the yearly publication amount ('Count') in PubMed; The amount with comment-in label ('Comment in_Count')PubMed_artcom_edittime.tsv: Comment occurrence time in monthPubMed_GHE.xlsx: Mapping all commented articles' MeSH terms to GHE categorization to get each disease' commented amount and total amount in PubMedPubmed_comted_scitetally_011823_newest.csv: All PubMed commented papers' extractable citation sentiments from Scite.aiscite_RRcases_stata.xlsx: The suammry dataset of stratified citation sentiments for forest plotting in Stata<br>
DOI: 10.15468/dl.p8kjcu
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Deudorix smilis Hewitson, 1863"
 ]
}

 The dataset includes 262 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018726-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mdhdm
title: Occurrence Download

description: A dataset containing 7795581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence, Observation, Machine Observation, Specimen, Material sample)",
 "Country is New Zealand",
 "TaxonKey is Chordata",
 "Year 1840-2024"
 ]
}

 The dataset includes 7795581 records from 343 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018721-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34943/cca83029-23d3-4726-a8ea-23fc69db7397
title: Juan de Fuca Strait Acoustic Doppler Current Profiler 2 MHz Deployed 2023-10-04

description: The Nortek Aquadopp Profiler A3P9320 AQD14543 was deployed on 2023-10-04 at Juan de Fuca Strait. Juan de Fuca Strait is a large body of water that connects the Salish Sea to the Pacific Ocean. This device is a Acoustic Doppler Current Profiler 2 MHz. Acoustic Doppler Current Profilers are hydroacoustic instruments, similar to sonars. ADCPs measure current speed and direction at multiple predetermined depths simultaneously. ADCPs use the Doppler effect of sound waves that are scattered by particles in seawater over a depth range. It was deployed on a fixed platform. Data from this deployment were archived and made available through Ocean Networks Canada's Oceans 3.0 digital infrastructure, with quality assurance and derived data products following established practices.
DOI: 10.15468/dl.cqpfb8
title: Occurrence Download

description: A dataset containing 1888 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cepora nadina (Lucas, 1852)"
 ]
}

 The dataset includes 1888 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018727-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4j8ee6
title: Occurrence Download

description: A dataset containing 1637744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Asplenium L."
 ]
}

 The dataset includes 1637744 records from 2995 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018715-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25403/upresearchdata.28435094
title: Institutional pathway for land redistribution : case of Dr Ruth Segomotsi Mompati District Municipality

description: Using a historical institutionalism theoretical framework, the study explored the issue of elite capture within the context of the Pro-Active Land Strategy (PLAS). A qualitative research design and case study approach were used to investigate South Africa's land redistribution trajectory, with an emphasis on the role of institutions and actors. Dr. Ruth Segomotsi Mompati District Municipality was the study's focus. Data was gathered using qualitative interviews and semi-structured questionnaires. It was conducted <i>via</i> cell phone and Zoom, and the participants gave their approval. Face-to-face interviews were not possible throughout the COVID-19 study period. Data was analysed using statistical tools, incorporating other writers' perspectives, thematic analysis, institutional analysis, and triangulation. The data sets include the demographics as well as the themes emanating from the interviews.
DOI: 10.25403/upresearchdata.28435094.v1
title: Institutional pathway for land redistribution : case of Dr Ruth Segomotsi Mompati District Municipality

description: Using a historical institutionalism theoretical framework, the study explored the issue of elite capture within the context of the Pro-Active Land Strategy (PLAS). A qualitative research design and case study approach were used to investigate South Africa's land redistribution trajectory, with an emphasis on the role of institutions and actors. Dr. Ruth Segomotsi Mompati District Municipality was the study's focus. Data was gathered using qualitative interviews and semi-structured questionnaires. It was conducted <i>via</i> cell phone and Zoom, and the participants gave their approval. Face-to-face interviews were not possible throughout the COVID-19 study period. Data was analysed using statistical tools, incorporating other writers' perspectives, thematic analysis, institutional analysis, and triangulation. The data sets include the demographics as well as the themes emanating from the interviews.
DOI: 10.15468/dl.62qams
title: Occurrence Download

description: A dataset containing 16790 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((4.109118660561522 43.5538997718163, 4.109118660561522 43.59016156647035, 4.034440962331202 43.59016156647035, 4.034440962331202 43.5538997718163, 4.109118660561522 43.5538997718163))",
 "EventDate is 2014-12-31,2024-12-31"
 ]
}

 The dataset includes 16790 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065260-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24mqrb
title: Occurrence Download

description: A dataset containing 2171 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis lupus Linnaeus, 1758",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((5.592292 43.739353, 11.750758 43.739353, 11.750758 47.189713, 5.592292 47.189713, 5.592292 43.739353))",
 "Year is greater than or equal to 2005",
 "Year is less than or equal to 2015"
 ]
}

 The dataset includes 2171 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065261-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z4znex
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dolichospermum flosaquae (Bréb. ex Bornet & Flahault) Wacklin, L.Hoffm. & Komárek",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0065262-250525065834625/datasets/export for details.