cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21242/22543.2025.00.00.1.1.0
title: Statistik der Kinder und tätigen Personen in öffentlich geförderter Kindertagespflege - Teil III.3 2025, On-Site, Version 0

description: Die Kinder- und Jugendhilfe hat die Aufgabe, junge Menschen in ihrer individuellen und sozialen Entwicklung zu fördern, Benachteiligungen abzubauen sowie die Erziehungsberechtigten zu beraten und zu unterstützen. Die Daten aus den Statistiken der Kinder- und Jugendhilfe dienen daher zur Beobachtung der Entwicklung von unterstützenden und familienstabilisierenden Aktivitäten sowie des finanziellen Aufwandes der Kinder- und Jugendhilfe. Sie finden unter anderem für Planungsaufgaben und die Fortentwicklung des Jugendhilferechts Verwendung.
Das Gesamtkonzept der Kinder- und Jugendhilfestatistiken umfasst vier getrennte Erhebungsteile.
Erhoben werden in
Teil I die Daten zu verschiedenen Hilfen zur Erziehung sowie administrativen Aufgaben der Jugendämter,
Teil II die Daten zu den Maßnahmen der Jugendarbeit von öffentlichen und freien Trägern,
Teil III die Daten zur Kinderbetreuung in diversen Einrichtungen der Jugendhilfe und den dort tätigen Personen sowie zur öffentlich geförderten Kindertagespflege,
Teil IV die Ausgaben und Einnahmen für die Kinder- und Jugendhilfe.
DOI: 10.17632/x7rn78ymtn.1
title: S1-AAD: Sentinel-1 Amazon Airstrip Dataset

description: This repository contains the "S1-AAD: Sentinel-1 Amazon Airstrip Dataset", a dataset developed to support the training and evaluation of deep learning models for detecting, segmenting, and monitoring airstrips in the Brazilian Amazon Rainforest using Synthetic Aperture Radar (SAR) imagery.

The Brazilian Amazon Rainforest is a region of immense ecological importance, but it faces significant challenges from illegal human activities, such as the construction of unauthorized airstrips. Monitoring these activities is often hindered by persistent cloud cover, which limits the effectiveness of optical satellites. SAR imagery provides a crucial all-weather, day-and-night alternative for surveillance.

This dataset consists of 1,040 C-band SAR images from the Sentinel-1 satellite , corresponding to known airstrip locations sourced from the MapBiomas project. It is structured to support three distinct machine learning tasks:
1. Object Detection
2. Semantic Segmentation
3. Change Detection
DOI: 10.17632/77jmzhcssr.3
title: Replication Folder for "Pension savings, health insurance, and pension insurance: evidence from China"

description: This replication folder contains the necessary codes to replicate the quantitative results of the paper.
DOI: 10.17632/rmwg2r9ch2
title: Supplementary Table S1-3 for Role of Water in REE Mineralization of Carbonatite Systems: Constraints from Apatite and Biotite Volatiles

description: Table S1 presents trace elements of apatite from Miaoya and Shaxiongdong complexes. Table S2 presents major elements and volatile contents of apatite from the Miaoya and Shaxiongdong complexes. Table S3 shows compositions of biotite in the Miaoya and Shaxiongdong complexes.
DOI: 10.17632/rmwg2r9ch2.1
title: Supplementary Table S1-3 for Role of Water in REE Mineralization of Carbonatite Systems: Constraints from Apatite and Biotite Volatiles

description: Table S1 presents trace elements of apatite from Miaoya and Shaxiongdong complexes. Table S2 presents major elements and volatile contents of apatite from the Miaoya and Shaxiongdong complexes. Table S3 shows compositions of biotite in the Miaoya and Shaxiongdong complexes.
DOI: 10.15468/dl.hhm9sm
title: Occurrence Download

description: A dataset containing 50544 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "Year 2015-2025",
 "GadmGid is one of (COL.3.1_2)"
 ]
 }
 ]
}

 The dataset includes 50544 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039441-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yppwsvtwy3
title: ICJ Provisional Measures Compliance

description: Data on state compliance with ICJ provisional measures between 2001 and 2025
DOI: 10.15468/dl.6bmzs3
title: Occurrence Download

description: A dataset containing 15809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is China",
 "GadmGid is one of (CHN.10_1, CHN.2_1, CHN.27_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Spilopelia chinensis",
 "Year 2015-2023"
 ]
}

 The dataset includes 15809 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039457-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/yppwsvtwy3.1
title: ICJ Provisional Measures Compliance

description: Data on state compliance with ICJ provisional measures between 2001 and 2025
DOI: 10.17632/9k6txytg3c
title: Efficacy and safety of cognitive and behavioral interventions in treating body dysmorphic disorder

description: This systematic review and meta-analysis evaluated the efficacy and safety of cognitive behavioral therapy, mindfulness-based cognitive therapy, cognitive therapy, and cognitive bias modification in treating body dysmorphic disorder.
DOI: 10.17632/9k6txytg3c.2
title: Efficacy and safety of cognitive and behavioral interventions in treating body dysmorphic disorder

description: This systematic review and meta-analysis evaluated the efficacy and safety of cognitive behavioral therapy, mindfulness-based cognitive therapy, cognitive therapy, and cognitive bias modification in treating body dysmorphic disorder.
DOI: 10.5286/isis.e.rb2520200-1
title: Correlation of hydrogen cross-sections with physico-chemical properties of BTEX+ components – Insights into organic molecules via Spectroscopic Neutron Imaging.

description: This project advances the application of Spectroscopic Neutron Imaging (SNI) to investigate the behavior of BTEX+ components (benzene, toluene, ethylbenzene, xylenes, methanol, ethanol, and methylcyclohexane), within engineered material systems. By utilizing the energy-resolved capabilities of the IMAT beamline, we aim to extract their hydrogen cross-sections (H-CS) to gain insight into their physico-chemical properties, molecular transport mechanisms, and sorption phenomena. A key objective is to expand the neutron imaging reference database for hydrogen in organic molecules, addressing a critical gap in current resources. This database will support both academic and industrial applications, particularly in sectors where these compounds serve as feedstocks, solvents, hydrogen carriers, additives, or intermediates in the production and processing of fuels, polymers, and resins. The project highlights the potential of SNI as a non-destructive, contrast-agent-free technique for resolving complex multiphase interactions. The outcomes are directly relevant to industries aiming to optimize material performance and meet increasingly stringent environmental standards.
DOI: 10.60521/332411
title: Bathymetry and backscatter grids (GeoTIFF grid format) from central Long Island Sound, LIS Phase IV seafloor mapping, 2022

description: This bathymetry and backscatter data was collected in support of the Long Island Sound Cable Fund Seafloor Habitat Mapping Initiative, Phase IV, for an area located south of New Haven, CT. Data acquisition was with a Kongsberg multibeam sonar system EM2040P MKII using R/V Connecticut and R/V Seawolf during August, September and December 2022. The data was cleaned and gridded at horizontal resolutions of 1m, 2m and 5m using geodetic datum NAD83 (2011) UTM Zone 18N and the NAVD-88 vertical datum. The files are in GeoTIFF grid format. This study was supported by Contract Number NORTHE8361-001 issued to Stony Brook University by DEEP - Land & Water Resources Division (LWRD), 79 Elm Street, Hartford, CT 06106-5127. This project has been funded wholly or in part by the United States Environmental Protection Agency under assistance agreement LI-00A00579-0 to the Connecticut Department of Energy and Environmental Protection (DEEP).
DOI: 10.17632/cr23nw4s9x
title: Data for the manuscript entitled "Pore-Scale Calcite Dissolution From Percolation Threshold to Highly Connected Media: Permeability Evolution and Surface–Volume Scaling Laws"

description: This dataset is for the manuscript entitled "Pore-Scale Calcite Dissolution From Percolation Threshold to Highly Connected Media: Permeability Evolution and Surface–Volume Scaling Laws". There are three excel files that include all key data during the simulation period.
DOI: 10.5286/isis.e.rb2520200
title: Correlation of hydrogen cross-sections with physico-chemical properties of BTEX+ components – Insights into organic molecules via Spectroscopic Neutron Imaging.

description: This project advances the application of Spectroscopic Neutron Imaging (SNI) to investigate the behavior of BTEX+ components (benzene, toluene, ethylbenzene, xylenes, methanol, ethanol, and methylcyclohexane), within engineered material systems. By utilizing the energy-resolved capabilities of the IMAT beamline, we aim to extract their hydrogen cross-sections (H-CS) to gain insight into their physico-chemical properties, molecular transport mechanisms, and sorption phenomena. A key objective is to expand the neutron imaging reference database for hydrogen in organic molecules, addressing a critical gap in current resources. This database will support both academic and industrial applications, particularly in sectors where these compounds serve as feedstocks, solvents, hydrogen carriers, additives, or intermediates in the production and processing of fuels, polymers, and resins. The project highlights the potential of SNI as a non-destructive, contrast-agent-free technique for resolving complex multiphase interactions. The outcomes are directly relevant to industries aiming to optimize material performance and meet increasingly stringent environmental standards.
DOI: 10.17632/cr23nw4s9x.1
title: Data for the manuscript entitled "Pore-Scale Calcite Dissolution From Percolation Threshold to Highly Connected Media: Permeability Evolution and Surface–Volume Scaling Laws"

description: This dataset is for the manuscript entitled "Pore-Scale Calcite Dissolution From Percolation Threshold to Highly Connected Media: Permeability Evolution and Surface–Volume Scaling Laws". There are three excel files that include all key data during the simulation period.
DOI: 10.15468/dl.7admv4
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.72535 52.69226,4.69823 52.69226,4.69823 55.26435,-1.72535 55.26435,-1.72535 52.69226))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phocoena phocoena phocoena",
 "Year 2016-2016"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039459-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/m2gdxppkvj
title: Query-Free OpenWebText - Part 1: Clean and Dirty Corpus

description: This dataset is derived from the original OpenWebText corpus and is used to investigate the effect of intrinsic query language complexity by isolating pre-training exposure bias (RQ1, RQ2).

This is Part 1 of the Query-Free OpenWebText dataset.

The OpenWebText Base Filtered Corpus consists of two variants of equivalent size:

OpenWebText-clean: The corpus where all documents containing explicit SQL, SPARQL, or Cypher syntax/keywords have been removed using rigorous filtering protocols. This is used to train the base **unbiased T5 (uT5)** model.
OpenWebText-dirty: The original, unfiltered version of the OpenWebText corpus. This dataset retains natural occurrences of query language examples to represent typical pre-training distribution, allowing for the benchmarking of pre-training bias effects.

Dataset Format: Arrow
DOI: 10.17632/m2gdxppkvj.1
title: Query-Free OpenWebText - Part 1: Clean and Dirty Corpus

description: This dataset is derived from the original OpenWebText corpus and is used to investigate the effect of intrinsic query language complexity by isolating pre-training exposure bias (RQ1, RQ2).

This is Part 1 of the Query-Free OpenWebText dataset.

The OpenWebText Base Filtered Corpus consists of two variants of equivalent size:

OpenWebText-clean: The corpus where all documents containing explicit SQL, SPARQL, or Cypher syntax/keywords have been removed using rigorous filtering protocols. This is used to train the base **unbiased T5 (uT5)** model.
OpenWebText-dirty: The original, unfiltered version of the OpenWebText corpus. This dataset retains natural occurrences of query language examples to represent typical pre-training distribution, allowing for the benchmarking of pre-training bias effects.

Dataset Format: Arrow
DOI: 10.17632/7mh5bjsh6x
title: Work Support and Safety Behaviours of Chinese Hotel Employees

description: Work support and safety behhavours of hotel employees. Mediating effects of work-life balance and job satisfaction
DOI: 10.17632/7mh5bjsh6x.1
title: Work Support and Safety Behaviours of Chinese Hotel Employees

description: Work support and safety behhavours of hotel employees. Mediating effects of work-life balance and job satisfaction
DOI: 10.17632/cp65skff89
title: Image Dataset of Oil Palm Leaf Diseases

description: This dataset consists of cropped images of oil palm leaves collected from plantations in Tanah Laut district. Each image is labeled as either healthy or diseased by domain experts. The images can be processed to isolate the leaf area and minimize background noise, making them well-suited for feature extraction. The dataset was originally used in the study Evaluating Random Forest Algorithm: Detection of Palm Oil Leaf Disease (Rahmanto, Julianto & Arrahimi, 2024).
DOI: 10.17632/cp65skff89.1
title: Image Dataset of Oil Palm Leaf Diseases

description: This dataset consists of cropped images of oil palm leaves collected from plantations in Tanah Laut district. Each image is labeled as either healthy or diseased by domain experts. The images can be processed to isolate the leaf area and minimize background noise, making them well-suited for feature extraction. The dataset was originally used in the study Evaluating Random Forest Algorithm: Detection of Palm Oil Leaf Disease (Rahmanto, Julianto & Arrahimi, 2024).
DOI: 10.17632/nsm4zbfwf3
title: Data for Copula-Enhanced Machine Learning for Labquake Prediction and Risk Assessment

description: Data from experiments 5268–5271 (see also the online repository at Chris Marone's labs http://psudata.s3-website.us-east-2.amazonaws.com/p5271/index.html) and the Python implementations of Bi-LSTM, LSTM, Transformer, and XGBoost models used to predict key slip indicators, including time to failure (TTF), time since failure (TSF), and shear stress (SS).
DOI: 10.17632/nsm4zbfwf3.1
title: Data for Copula-Enhanced Machine Learning for Labquake Prediction and Risk Assessment

description: Data from experiments 5268–5271 (see also the online repository at Chris Marone's labs http://psudata.s3-website.us-east-2.amazonaws.com/p5271/index.html) and the Python implementations of Bi-LSTM, LSTM, Transformer, and XGBoost models used to predict key slip indicators, including time to failure (TTF), time since failure (TSF), and shear stress (SS).
DOI: 10.17632/3v493w2rjw
title: Desho in sole cropping or in intercrop with legumes

description: Despite its potential benefits, forage grass-legume integration is rarely practiced in Ethiopia. This dataset was compiled from a field experiment conducted at Hulbareg district (representing the mid-highlands agroecological zone of Ethiopia) during 2020. The study evaluated the agronomic and economic performance of the native desho grass (Pennisetum pedicellatum), the most commonly cultivated forage grass in the mid-and highland crop-livestock farming systems of southern Ethiopia, grown with forage legumes and in sole cropping. The dataset consists of an excel file in raw format. This dataset can be valuable for researchers, extension officers and other development practitioner seeking to develop site-specific forage development option in Ethiopian mid-and highland areas. However, as the study was based on only a single experiment in one-year, further research is needed before practical application.
DOI: 10.17632/3v493w2rjw.1
title: Desho in sole cropping or in intercrop with legumes

description: Despite its potential benefits, forage grass-legume integration is rarely practiced in Ethiopia. This dataset was compiled from a field experiment conducted at Hulbareg district (representing the mid-highlands agroecological zone of Ethiopia) during 2020. The study evaluated the agronomic and economic performance of the native desho grass (Pennisetum pedicellatum), the most commonly cultivated forage grass in the mid-and highland crop-livestock farming systems of southern Ethiopia, grown with forage legumes and in sole cropping. The dataset consists of an excel file in raw format. This dataset can be valuable for researchers, extension officers and other development practitioner seeking to develop site-specific forage development option in Ethiopian mid-and highland areas. However, as the study was based on only a single experiment in one-year, further research is needed before practical application.
DOI: 10.17632/skss2s6gry
title: Data for Differentiation of nephelium lappaceum producers in Honduras: perspectives for the inclusive rural bioeconomy

description: The Data methodology applied multivariate statistical techniques to primary data collected from 314 producers. Principal Component Analysis (PCA) was used to reduce dimensionality, followed by K-means clustering to define the typologies. Kruskal-Wallis tests were applied to validate the significant socioeconomic and organizational differences among the identified clusters.
DOI: 10.17632/skss2s6gry.1
title: Data for Differentiation of nephelium lappaceum producers in Honduras: perspectives for the inclusive rural bioeconomy

description: The Data methodology applied multivariate statistical techniques to primary data collected from 314 producers. Principal Component Analysis (PCA) was used to reduce dimensionality, followed by K-means clustering to define the typologies. Kruskal-Wallis tests were applied to validate the significant socioeconomic and organizational differences among the identified clusters.
DOI: 10.15468/dl.ex4w2e
title: Occurrence Download

description: A dataset containing 33043 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phengaris arion"
 ]
}

 The dataset includes 33043 records from 569 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039458-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/483tvs643z
title: Cutaneous manifestations of TSC

description: Supplementary Figures 1–7 illustrate their features. The prominence of FAFs (Fig. 1, Supplementary Fig. 1), HMs (Supplementary Fig. 2), connective tissue nevi (SHP; Supplementary Fig. 3)—so termed because they are elevated, contrasting patches that reflect only color changes; hence the term “shagreen patch” should be avoided and replaced by the correct terminology “plaque”—FCPs (Supplementary Fig. 4), and UFs (Supplementary Fig. 5) underscores their importance as diagnostic hallmarks.5 FCPs and FEP (Supplementary Fig. 6)—clinically similar to skin tags, while larger, more numerous, and with an earlier onset—were especially common, contrasting earlier reports suggesting lower prevalence.5 Similarly, OFs (Supplementary Fig. 7) and DEPs, although often under-recognized, were frequently detected under examination, emphasizing the need for multidisciplinary evaluation.
DOI: 10.17632/483tvs643z.1
title: Cutaneous manifestations of TSC

description: Supplementary Figures 1–7 illustrate their features. The prominence of FAFs (Fig. 1, Supplementary Fig. 1), HMs (Supplementary Fig. 2), connective tissue nevi (SHP; Supplementary Fig. 3)—so termed because they are elevated, contrasting patches that reflect only color changes; hence the term “shagreen patch” should be avoided and replaced by the correct terminology “plaque”—FCPs (Supplementary Fig. 4), and UFs (Supplementary Fig. 5) underscores their importance as diagnostic hallmarks.5 FCPs and FEP (Supplementary Fig. 6)—clinically similar to skin tags, while larger, more numerous, and with an earlier onset—were especially common, contrasting earlier reports suggesting lower prevalence.5 Similarly, OFs (Supplementary Fig. 7) and DEPs, although often under-recognized, were frequently detected under examination, emphasizing the need for multidisciplinary evaluation.
DOI: 10.17632/ny9mdfhsp2
title: Agricultural expansion reversed the natural trend of dust activity in inland China around 2,200 years ago

description: This dataset includes chronological and grain size data from five loess-paleosol sequences in the Hexi Corridor and the western Chinese Loess Plateau, along with dust activity days, cultivated area, precipitation, and sand-driving wind days recorded at five national meteorological stations. Additionally, grain size distributions of samples from the five loess-paleosol sequences are also provided. Overall, this dataset provides a basis for understanding the natural and anthropogenic drivers of Holocene dust activity in inland China.
DOI: 10.15468/dl.xruku4
title: Occurrence Download

description: A dataset containing 10402 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (iNaturalist Research-grade Observations)",
 "Geometry POLYGON(( -123.517678884873 39.4373040777211 , -122.543147590988 39.4373040777211 , -122.543147590988 40.4429899961914 , -123.517678884873 40.4429899961914 , -123.517678884873 39.4373040777211 ))",
 "Year is greater than or equal to 2014"
 ]
}

 The dataset includes 10402 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039461-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ny9mdfhsp2.2
title: Agricultural expansion reversed the natural trend of dust activity in inland China around 2,200 years ago

description: This dataset includes chronological and grain size data from five loess-paleosol sequences in the Hexi Corridor and the western Chinese Loess Plateau, along with dust activity days, cultivated area, precipitation, and sand-driving wind days recorded at five national meteorological stations. Additionally, grain size distributions of samples from the five loess-paleosol sequences are also provided. Overall, this dataset provides a basis for understanding the natural and anthropogenic drivers of Holocene dust activity in inland China.
DOI: 10.15468/dl.qkgjp6
title: Occurrence Download

description: A dataset containing 8950 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arnica cordifolia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8950 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039460-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6wdzr6b4m4
title: Spironolactone for acne vulgaris in adolescents: Supplementary data

description: Spironolactone Mendeley Supplementary Data
Mendeley Table 1. Search Strategy
Mendeley Table 2. Summary of included literature.
Mendeley Figure 1. PRISMA Flow Diagram