cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccxpqz8
title: CCDC 855041: Experimental Crystal Structure Determination

description: Related Article: La-Mei Wang, Yan Wang, Yong Fan, Li-Na Xiao, Yang-Yang Hu, Zhong-Min Gao, Da-Fang Zheng, Xiao-Bing Cui, Ji-Qing Xu|2014|CrystEngComm|16|430|doi:10.1039/C3CE41611A
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: 10.5517/ccxpr1c
title: CCDC 855043: Experimental Crystal Structure Determination

description: Related Article: La-Mei Wang, Yan Wang, Yong Fan, Li-Na Xiao, Yang-Yang Hu, Zhong-Min Gao, Da-Fang Zheng, Xiao-Bing Cui, Ji-Qing Xu|2014|CrystEngComm|16|430|doi:10.1039/C3CE41611A
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: 10.6084/m9.figshare.31313629
title: The data contains the scores of Estrogen receptor and progesterone receptor scores of Algorithm , Senior and junior pathologists for comparison with ground truth

description: The research studies the utility of AI based algorithm in scoring of estrogen and progesterone receptor by algorithm and its utility as an independent diagnostic method in breast cancer which will help in guiding therpay
DOI: 10.6084/m9.figshare.31313629.v1
title: The data contains the scores of Estrogen receptor and progesterone receptor scores of Algorithm , Senior and junior pathologists for comparison with ground truth

description: The research studies the utility of AI based algorithm in scoring of estrogen and progesterone receptor by algorithm and its utility as an independent diagnostic method in breast cancer which will help in guiding therpay
DOI: 10.5281/zenodo.18607430
title: Dataset supporting research on immersive and text-based training systems in logistics education. Includes anonymized survey data and interview transcripts.

description: Dataset supporting research on immersive and text-based training systems in logistics education. Includes anonymized survey data and interview transcripts.
DOI: 10.5281/zenodo.18607431
title: Dataset supporting research on immersive and text-based training systems in logistics education. Includes anonymized survey data and interview transcripts.

description: Dataset supporting research on immersive and text-based training systems in logistics education. Includes anonymized survey data and interview transcripts.
DOI: 10.15468/dl.dd2um6
title: Occurrence Download

description: A dataset containing 507 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianella tasmanica",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 507 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008015-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ujcf5
title: Occurrence Download

description: A dataset containing 16874 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mucuna",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 16874 records from 542 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008016-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nf92k8
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithophyllum brachiatum"
 ]
}

 The dataset includes 22 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008017-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15496503
title: Urban Garden Ground-Cover UAV RGB Orthomosaic Dataset for Semantic Segmentation

description: Overview

This dataset provides high-resolution Uncrewed Aerial Vehicle (UAV) orthomosaic RGB imagery and corresponding ground-truth masks for semantic segmentation of ground cover types in urban community gardens. Collected from five community gardens in Munich, Germany, in 2021 and 2022, the dataset supports research in urban ecology, remote sensing, and machine learning. It is designed for researchers in remote sensing, ecologists, urban planners, and community stakeholders interested in urban garden management.

Dataset DescriptionThe dataset comprises 24 high-resolution RGB orthomosaic images captured using a DJI Phantom 4 UAV with an RTK GPS system. The imagery covers five community gardens in Munich. Data were collected during multiple sampling periods in 2021 (July, August) and 2022 (May, July, October).

Key Features:



RGB Images: 3-band GeoTIFFs (Red, Green, Blue) in EPSG:25832 (UTM Zone 32N), with a spatial resolution ranging from 0.0032 to 0.0079 m (3.2-7.9 mm) and pixel counts ranging from 18.9 to 146.4 million pixels per image.

Ground-Truth Masks: Single-band GeoTIFFs of identical dimensions to the RGB images, with pixel values representing one of eight ground cover classes: grass, herb, litter, soil, stone, straw, wood, and woodchip.

Patch-Based Dataset: To support deep learning applications, images and masks are cropped into overlapping 512×512 pixel patches (stride: 256 pixels), organized into training, validation, and test subsets.

Metadata: A `dataset_metadata.csv` file provides details for each image and mask, including filename, dimensions, pixel count, spatial resolution, coordinate reference system (CRS), Agisoft Metashape processing parameters, and flight properties (e.g., flight height, image overlap, acquisition time).


Dataset Structure

The dataset is organized into three folders corresponding to the train/validation/test split:



Train: 14 RGB orthomosaic images and 14 corresponding ground-truth mask files.

Val: 5 RGB images and 5 mask files.

Test: 5 RGB images and 5 mask files.


Additionally, a patches directory contains:



images: train/, val/, test/ sub-folders for RGB orthomosaic images

masks: matching train/, val/, test/ sub-folders for corresponding mask files
DOI: 10.15468/dl.ruufmj
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eremurus aitchisonii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008019-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.35895.59048
title: Package 'DspikeIn' Type Package Title Estimating Absolute Abundance from Microbial Spike-in Controls
DOI: 10.25505/fiz.icsd.cc2qy4hb
title: CSD 2530452: Experimental Crystal Structure Determination

description: Related Article: Bin Cao|2026|ICSD Communication|||
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.rd6bbx
title: Occurrence Download

description: A dataset containing 204 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Craniotome furcata",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 204 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008020-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18595383
title: Data from: Contributions of early and late cover provision to the abundance and diversity of invertebrate prey for Corncrakes (Crex crex)

description: In Ireland, Corncrakes (Crex crex) have declined drastically over recent decades.  To combat their decline, conservation measures such as delayed mowing and the creation of early and late cover (ELC) have been established in grasslands throughout their range.  The contributions of ELC to successful Corncrake breeding are understood; however, there is a lack of knowledge on how this cover influences ground-dwelling invertebrates.

In this study, we used a field-based approach to explore the influence of ELC on the diversity and abundance of ground-dwelling invertebrates with a particular emphasis on important prey for Corncrakes.  We used mixed models to explore differences in invertebrate abundances between ELC, natural regeneration cover, and the surrounding farmland throughout the Corncrakes breeding season.

ELC supported a significantly higher abundance of prey for Corncrakes, especially during the early and later stages of the breeding season than both the natural regeneration cover and surrounding farmland. 

Practical implication. Our study highlights the positive contributions of early and late cover to the abundance of prey for Corncrakes.  For future management, ELC should continue to be established and managed across the Corncrakes breeding range in Ireland.  Furthermore, natural regeneration areas should be managed to create more open heterogeneous swards to benefit both Corncrakes and prey alike.
description: Data includes:

Weekly invertebrate abundance data.

Carabid species abundance per site.

Weekly sward and soil characteristics.
DOI: 10.5281/zenodo.18595382
title: Data from: Contributions of early and late cover provision to the abundance and diversity of invertebrate prey for Corncrakes (Crex crex)

description: In Ireland, Corncrakes (Crex crex) have declined drastically over recent decades.  To combat their decline, conservation measures such as delayed mowing and the creation of early and late cover (ELC) have been established in grasslands throughout their range.  The contributions of ELC to successful Corncrake breeding are understood; however, there is a lack of knowledge on how this cover influences ground-dwelling invertebrates.

In this study, we used a field-based approach to explore the influence of ELC on the diversity and abundance of ground-dwelling invertebrates with a particular emphasis on important prey for Corncrakes.  We used mixed models to explore differences in invertebrate abundances between ELC, natural regeneration cover, and the surrounding farmland throughout the Corncrakes breeding season.

ELC supported a significantly higher abundance of prey for Corncrakes, especially during the early and later stages of the breeding season than both the natural regeneration cover and surrounding farmland. 

Practical implication. Our study highlights the positive contributions of early and late cover to the abundance of prey for Corncrakes.  For future management, ELC should continue to be established and managed across the Corncrakes breeding range in Ireland.  Furthermore, natural regeneration areas should be managed to create more open heterogeneous swards to benefit both Corncrakes and prey alike.
description: Data includes:

Weekly invertebrate abundance data.

Carabid species abundance per site.

Weekly sward and soil characteristics.
DOI: 10.15468/dl.ebr9vg
title: Occurrence Download

description: A dataset containing 246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Excremis coarctata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 246 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008021-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18562425
title: Mapping Synthea CSV to i2b2 with ML-based 14-day Readmission Prediction

description: This dataset contains the archived artifacts of a student project on data management and archival concepts.It includes ETL pipelines, mapping rules from Synthea CSV to the i2b2 data warehouse model, data quality checks, and a machine learning pipeline for 14-day hospital readmission prediction.

The data is based on synthetic Synthea demo data and does not contain real patient information.
DOI: 10.5281/zenodo.18562424
title: Mapping Synthea CSV to i2b2 with ML-based 14-day Readmission Prediction

description: This dataset contains the archived artifacts of a student project on data management and archival concepts.It includes ETL pipelines, mapping rules from Synthea CSV to the i2b2 data warehouse model, data quality checks, and a machine learning pipeline for 14-day hospital readmission prediction.

The data is based on synthetic Synthea demo data and does not contain real patient information.
DOI: 10.15468/dl.3brwqg
title: Occurrence Download

description: A dataset containing 1001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria albida",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1001 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008022-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60534/3px9d-gex45
title: Artificial Soil (ArtSoil): recreating soil conditions in synthetic plant growth media

description: Study described the development of Artificial Soil (ArtSoil), a growth medium containing essential nutrients for plant growth and aqueous soil extract (ASE) to maintain soil microbiomes and edaphic factors, simultaneously eliminating the need for sugar supplementation in the medium. We compared Arabidopsis thaliana grown on conventional media to ArtSoil under various growth conditions, and showed that plants grown on ArtSoil did not exhibit physiological side effects induced by sucrose. We demonstrate an application for ArtSoil in single-cell transcriptomics and report microbiota-induced cell-type specificity in immune and nitrogen signaling. We tested ArtSoil with six types of ASEs to present the potential of ArtSoil in decoupling the effects of nutrients from microbiota in plant growth. We conclude that ArtSoil recapitulates the soil environment compared to conventional media, hence, enabling physiologically relevant plant growth.
DOI: 10.60534/83npp-dhx68
title: Artificial Soil (ArtSoil): recreating soil conditions in synthetic plant growth media

description: Study described the development of Artificial Soil (ArtSoil), a growth medium containing essential nutrients for plant growth and aqueous soil extract (ASE) to maintain soil microbiomes and edaphic factors, simultaneously eliminating the need for sugar supplementation in the medium. We compared Arabidopsis thaliana grown on conventional media to ArtSoil under various growth conditions, and showed that plants grown on ArtSoil did not exhibit physiological side effects induced by sucrose. We demonstrate an application for ArtSoil in single-cell transcriptomics and report microbiota-induced cell-type specificity in immune and nitrogen signaling. We tested ArtSoil with six types of ASEs to present the potential of ArtSoil in decoupling the effects of nutrients from microbiota in plant growth. We conclude that ArtSoil recapitulates the soil environment compared to conventional media, hence, enabling physiologically relevant plant growth.
DOI: 10.15468/dl.p7f7q4
title: Occurrence Download

description: A dataset containing 154420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cephalopholis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 154420 records from 377 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007984-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrnekm
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myloplus lucienae",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 39 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008023-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14806444
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.nj9fgy
title: Occurrence Download

description: A dataset containing 915 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Geitonoplesium cymosum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 915 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008024-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31313803.v1
title: Global data of leaf plants of leafcutter bees (Megachilidae)

description: Leafcutter bees are ubiquitous. They depend angiosperms for both nutrients and leaf sources for reproduction. An information of what plants they prefer for foraging leaves is key to manage them in habitats. This data is a list of leaf plants of leafcutter bees and populated from the list of published and unpublished literature.
DOI: 10.15468/dl.yurc4j
title: Occurrence Download

description: A dataset containing 203 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton kongensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 203 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008025-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.31313803
title: Global data of leaf plants of leafcutter bees (Megachilidae)

description: Leafcutter bees are ubiquitous. They depend angiosperms for both nutrients and leaf sources for reproduction. An information of what plants they prefer for foraging leaves is key to manage them in habitats. This data is a list of leaf plants of leafcutter bees and populated from the list of published and unpublished literature.
DOI: 10.15468/dl.85uyc6
title: Occurrence Download

description: A dataset containing 891 records in GBIF matching the query:

 SELECT gbifid, datasetkey, specieskey, kingdom, phylum, class, "order", family, genus, species, scientificname, decimallatitude, decimallongitude, eventdate, institutioncode, "year" AS obs_year, basisofrecord, coordinateuncertaintyinmeters, issue
 FROM occurrence
 WHERE
 decimallatitude IS NOT NULL
 AND decimallongitude IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND coordinateuncertaintyinmeters IS NOT NULL
 AND coordinateuncertaintyinmeters &gt; 0
 AND coordinateuncertaintyinmeters &lt;= 200.0
 AND decimallatitude &gt;= -8.098015256935714
 AND decimallatitude &lt;= -4.045127286108716
 AND decimallongitude &gt;= 134.90737609364098
 AND decimallongitude &lt;= 140.555281007496
 AND GBIF_Within('POLYGON ((140.555281 -8.098015, 140.555281 -4.045127, 134.907376 -4.045127, 134.907376 -8.098015, 140.555281 -8.098015))', decimallatitude, decimallongitude) = TRUE
 

 The dataset's 891 records were derived from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008014-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rftggt
title: Occurrence Download

description: A dataset containing 8929914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "License is CC0 1.0",
 "OccurrenceStatus is Present",
 "Year is 2025"
 ]
}

 The dataset includes 8929914 records from 272 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008009-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/jtdkxa
title: 25.085 Koekelare - Hovaerestraat

description: Voorafgaand aan de bouw van een nieuwbouwwijk aan de Hovaerestraat in Koekelare is archeologisch onderzoek uitgevoerd. Hierbij zijn de resten van drie waterputten aangetroffen. Van de houten bekistingen zijn monsters genomen voor dendrochronologisch onderzoek. In alle gevallen gaat het om eik (Quercus spp.).
Voor spoornr. 6002 zijn drie monsters beschikbaar. Onderlinge vergelijkingen en vergelijkingen met referentiemateriaal leveren geen resultaten op.
Voor spoornr. 9013 zijn vier monsters beschikbaar waarvan er drie gedateerd kunnen worden rond de overgang tussen de 2e en 3e eeuw voor Chr. Op de gedateerde monsters is geen spint aanwezig waardoor alleen de ondergrens van het kapinterval (ergens na 172 voor Chr.) bepaald kan worden.
Ten slotte zijn voor spoornr. 10048 negen monsters beschikbaar. Uit acht van de metingen kan – enigszins moeizaam – een middelcurve (25.085.M02) samengesteld worden die aan het begin van de 12e eeuw gedateerd kan worden. Het overgebleven monster kan op eigen gelegenheid in dezelfde periode gedateerd worden. De wankant is op meerdere monsters aanwezig die verspreid over de volgende kapseizoenen vallen: herfst/winter 1094/95, herfst/winter 1096/97, voorjaar 1097, voorjaar 1101, herfst/winter 1101/02 en herfst/winter 1102/03.
Het lijkt onwaarschijnlijk dat er meerdere jaren aan een waterput gewerkt is, dus enkel gelet op de dateringen lijkt het aannemelijker dat hier een voorraad is aangelegd.
DOI: 10.15468/dl.3af6xt
title: Occurrence Download

description: A dataset containing 38 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myloplus zorroi",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 38 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008028-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.