cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hds8aj
title: Occurrence Download

description: A dataset containing 47594 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Luzula forsteri (Sm.) DC.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 47594 records from 694 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088583-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/zet5-8njs
title: Heavy metals at Harwell

description: Measurement of Heavy metals at Harwell
DOI: 10.48597/e5w7-un3r
title: Measurement of Heavy metals at Harwell

description: Measurement of Heavy metals at Harwell
DOI: 10.15468/dl.vx3458
title: Occurrence Download

description: A dataset containing 15723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Pterois volitans (Linnaeus, 1758)"
 ]
}

 The dataset includes 15723 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088585-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48597/dag5-fabd
title: Measurement of Heavy metals at Harwell

description: Measurement of Heavy metals at Harwell
DOI: 10.15468/dl.evum76
title: Occurrence Download

description: A dataset containing 44220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Luzula nivea (Nathh.) DC.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44220 records from 365 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088586-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25505/fiz.icsd.cc2kcq1q
title: CSD 2364743: Experimental Crystal Structure Determination

description: Related Article: Qinghai Lu|2024|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: 10.5281/zenodo.12206780
title: ramphastos_cuvieri_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.12206781
title: ramphastos_cuvieri_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.12205791
title: Data for "Citizen science as a valuable tool for environmental review" - Frontiers in Ecology and the Environment - Callaghan et al.

description: This dataset is the dataset used in Callaghan et al. Citizen science as a valuable tool for environmental review. Frontiers in Ecology and the Environment. The data are Environmental Impact Statement titles, and our coding of those documents. See paper for details.
DOI: 10.5281/zenodo.12205792
title: Data for "Citizen science as a valuable tool for environmental review" - Frontiers in Ecology and the Environment - Callaghan et al.

description: This dataset is the dataset used in Callaghan et al. Citizen science as a valuable tool for environmental review. Frontiers in Ecology and the Environment. The data are Environmental Impact Statement titles, and our coding of those documents. See paper for details.
DOI: 10.3886/e187081v1-153841
title: Data and Code for: Housing the Homeless - The Effect of Placing Single Adults Experiencing Homelessness in Housing Programs on Future Homelessness and Socioeconomic Outcomes

description: <pre>This study measures the impact of rapidly placing single adults 
experiencing homelessness in housing programs on future homelessness, 
crime, and health. Using case worker placement tendencies design and 
a novel dataset constructed by linking administrative records from 
multiple public agencies in Los Angeles County, I estimate that rapidly
 placing individuals in housing programs significantly reduces the 
likelihood of future return to the homeless support system, crime, and
reliance on emergency cash assistance, yet it does not have a detectable
effect on health services utilization. These findings demonstrate that
rapid housing placements can have both rehabilitative and potentially
cost-savings impacts. </pre>
description: Single adults experiencing homelessness in Los Angeles County Seeking Assistance<br>from the homeless support system in the county.
DOI: 10.48597/nafg-4tey
title: Measurement of Heavy metals at Auchencorth Moss

description: Measurement of Heavy metals at Auchencorth Moss
DOI: 10.21227/2bmw-cn91
title: Vision and Acoustic Emission Dataset

description: The diameter of the rivet hole is 5mm. In the experiments at the Cooperative Institute, the AE sensor spacing was set to 130mm, where the centers of sensor 1 and sensor 2 were 90mm from each end of the test piece. The waveform flow data obtained in the experiment only retained the information from 30 minutes before the crack initiation to the fracture of the test piece, and the image data of the test piece during this period were recorded. The loading conditions were in the form of sinusoidal curves with a maximum load of 17kN and a minimum load of 1.7kN, a frequency of 5Hz, a gripping force of 90bar.A crack appeared on the right side of the opening of the test piece. The test started at 9:32, and the experimental process experienced several pauses and continuations, including acoustic emission acquisition and zeroing of the test machine, etc. The crack length and the number of cycles were recorded. The test piece began to crack 11 hours and 25 minutes after the start of the experiment, and broke 1 hour and 1 minute after the crack appeared, and the number of cycles at the time of fracture was 86,510. A total of 1795 images were recorded, including 755 defect-free images and 1040 defective images. After removing the data from the zeroing process of the tester, a total of 1755 aircraft crack image datasets were formed. This dataset was meticulously categorized into 715 non-defective images and 1040 defective images. Each image has a high resolution of 5472×3648 pixels, enabling the capture of fine-grained details. Significantly, these images cover the entire spectrum of the crack development process, from the initial stage of crack initiation to the final stage of specimen fracture. It provides a sequential visual representation of how cracks progress over time, facilitating in-depth analysis of crack-related features at different stages.
DOI: 10.15468/dl.85rtfq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eophona migratoria",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009240-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zdsea
title: Occurrence Download

description: A dataset containing 286800 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tragopogon pratensis"
 ]
}

 The dataset includes 286800 records from 2278 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009172-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2p4shs
title: Occurrence Download

description: A dataset containing 10176 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea paniculata"
 ]
}

 The dataset includes 10176 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009554-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.59pc5a
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Geophagus winemilleri"
 ]
}

 The dataset includes 82 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009556-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/5985
title: datasetCPICANN
DOI: 10.5281/zenodo.15876166
title: Future Global Lake Evaporation

description: The data contains grided mean annual lake evaporation data derived from the Lake, Ice, Snow, and Sediment Simulator (LISSS) simulations. It includes three primary variables: mean evaporation forced by reanalysis–observation (RO) datasets, mean evaporation driven by global climate models (GCMs) historic data, and mean evaporation driven by GCMs under the RCP8.5 scenario. The RO evaporation represents the average output from LISSS simulations forced with the CRU (Viovy, 2018) and Princeton (Sheffield et al., 2006) datasets, while the GCM driven evaporation reflects the mean of simulations forced with GFDL-ESM2M and GISS-E2R CMIP5 models. This dataset facilitates comparison of historical and projected lake evaporation patterns under high-emissions climate scenarios.
DOI: 10.5281/zenodo.15876167
title: Future Global Lake Evaporation

description: The data contains grided mean annual lake evaporation data derived from the Lake, Ice, Snow, and Sediment Simulator (LISSS) simulations. It includes three primary variables: mean evaporation forced by reanalysis–observation (RO) datasets, mean evaporation driven by global climate models (GCMs) historic data, and mean evaporation driven by GCMs under the RCP8.5 scenario. The RO evaporation represents the average output from LISSS simulations forced with the CRU (Viovy, 2018) and Princeton (Sheffield et al., 2006) datasets, while the GCM driven evaporation reflects the mean of simulations forced with GFDL-ESM2M and GISS-E2R CMIP5 models. This dataset facilitates comparison of historical and projected lake evaporation patterns under high-emissions climate scenarios.
DOI: 10.15468/dl.xc5ns4
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Fagopyrum tataricum",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 26 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009557-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15876109
title: Endosymbiont escape as a mechanism to increase the rate of endosymbiosis formation

description: This file contains the data and R script information used to generate the figures for the following manuscript:

Title:Endosymbiont escape as a mechanism to increase the rate of endosymbiosis formation

Authors:Santosh Sathe, Simon Beier and Lutz Becks. 

Journal:Symbiosis. 95, Pages: 183–193

Year:2025

DOI:https://doi.org/10.1007/s13199-025-01038-1

Affiliation:Aquatic Ecology and Evolution, Department of Biology, University of Konstanz, 78464 Konstanz, Germany

Contact:Santosh Sathe (santosh.sathe@uni-konstanz.de)###############################

A brief summary of the work:

Endosymbiosis, which led to the formation of mitochondria and plastids, and subsequently to the development of eukaryotic cells, plays a crucial role in the evolution of diverse life on Earth. Understanding how two independently reproducing organisms cooperate, avoid conflict, and integrate to reproduce as a single unit is essential to understand the evolution of endosymbiosis. For this we use the well-known experimental system involving the ciliate host Paramecium and Chlorella algae, where in some species, Chlorella forms stable endosymbiosis, while in others, Chlorella cells serve only as prey. Our results reveal a previously unexplored mechanism whereby algal cells escape from the host cells to allow horizontal transfer to previously non-symbiotic hosts, accelerating the spread of endosymbiosis.
DOI: 10.5281/zenodo.15876110
title: Endosymbiont escape as a mechanism to increase the rate of endosymbiosis formation

description: This file contains the data and R script information used to generate the figures for the following manuscript:

Title:Endosymbiont escape as a mechanism to increase the rate of endosymbiosis formation

Authors:Santosh Sathe, Simon Beier and Lutz Becks. 

Journal:Symbiosis. 95, Pages: 183–193

Year:2025

DOI:https://doi.org/10.1007/s13199-025-01038-1

Affiliation:Aquatic Ecology and Evolution, Department of Biology, University of Konstanz, 78464 Konstanz, Germany

Contact:Santosh Sathe (santosh.sathe@uni-konstanz.de)###############################

A brief summary of the work:

Endosymbiosis, which led to the formation of mitochondria and plastids, and subsequently to the development of eukaryotic cells, plays a crucial role in the evolution of diverse life on Earth. Understanding how two independently reproducing organisms cooperate, avoid conflict, and integrate to reproduce as a single unit is essential to understand the evolution of endosymbiosis. For this we use the well-known experimental system involving the ciliate host Paramecium and Chlorella algae, where in some species, Chlorella forms stable endosymbiosis, while in others, Chlorella cells serve only as prey. Our results reveal a previously unexplored mechanism whereby algal cells escape from the host cells to allow horizontal transfer to previously non-symbiotic hosts, accelerating the spread of endosymbiosis.
DOI: 10.15468/dl.n2ewuq
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AEN3046"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009559-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cyqf7
title: Occurrence Download

description: A dataset containing 931 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hydrangea radiata"
 ]
}

 The dataset includes 931 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009558-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq43r2
title: Occurrence Download

description: A dataset containing 911872 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Anisomeles indica, Anisopappus chinensis, Anodendron paniculatum, Anoectochilus baotingensis, Anoectochilus brevilabris, Anoectochilus grandiflorus, Anoectochilus roxburghii, Anogeissus acuminata, Anogeissus latifolia, Antenoron filiforme, Antenoron filiforme kachinum, Anthogonium gracile, Anthoxanthum hookeri, Anthoxanthum sikkimense, Anthriscus sylvestris, Anthriscus sylvestris nemorosa, Antidesma acidum, Antidesma bunius, Antidesma ghaesembilla, Antidesma khasianum, Antidesma montanum, Antidesma nigricans, Antidesma velutinosum, Antistrophe oxyantha, Aphanamixis polystachya, Aphananthe cuspidata, Aphragmus hobsonii, Aphragmus nepalensis, Aphragmus oxycarpus, Aphyllorchis alpina, Aphyllorchis gollanii, Aphyllorchis montana, Apios carnea, Apios delavayi, Apluda mutica, Apocopis paleaceus, Aponogeton crispus, Aponogeton lakhonensis, Aponogeton undulatus, Aporosa cardiosperma, Aporosa octandra, Apostasia odorata, Apostasia wallichii, Appendicula cornuta, Aquilaria malaccensis, Aquilegia ecalcarata, Aquilegia fragrans, Aquilegia moorcroftiana, Aquilegia nivalis, Aquilegia pubiflora)"
 ]
}

 The dataset includes 911872 records from 2772 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009543-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.23086.98884
title: Tigris River water shotage
DOI: 10.3886/e243380
title: EssEmm College of Nursing Sciences, Katsina , Katsina State 2026/2027 Admission Form is Out Call ☎️(08039478772) DR MERCY ☎️(+23408039478772), Midwifery Form, Post basic nursing form ,Post basic midwifery Form

description: EssEmm College of Nursing Sciences, Katsina , Katsina State 2026/2027 Admission Form is Out Call ☎️(08039478772) DR MERCY ☎️(+23408039478772), Midwifery Form, Post basic nursing form ,Post basic midwifery Form, Transfer form are all out Call on ☎️(08039478772) on how to purchase the form and register online, For Admission Process on how to be admitted and mode of payment of School Fee And Acceptances Fee Contact Office of the registrar on ☎️(+23408039478772) more Inquiry On AND ADMISSION ASSISTANCE CALL DR. MRS MERCY ON ☎️(08039478772)
DOI: 10.5281/zenodo.18214713
title: Data Availability

description: The dataset consists of three compressed (RAR) files. All-sky imager observations acquired from the Panhala and Gadanki stations are provided as image files bundled within RAR archives. Ionosonde observations are supplied in text file format, with the corresponding ionograms embedded in a PowerPoint (PPT) file; all ionosonde-related files are bundled within a separate RAR archive.
DOI: 10.5281/zenodo.18214714
title: Data Availability

description: The dataset consists of three compressed (RAR) files. All-sky imager observations acquired from the Panhala and Gadanki stations are provided as image files bundled within RAR archives. Ionosonde observations are supplied in text file format, with the corresponding ionograms embedded in a PowerPoint (PPT) file; all ionosonde-related files are bundled within a separate RAR archive.
DOI: 10.5281/zenodo.18214783
title: 986-robot-prisoner covers D
DOI: 10.5281/zenodo.18214782
title: 986-robot-prisoner covers D
DOI: 10.5281/zenodo.18214751
title: AIR-MBA Marine Diesel Engine Fault Diagnosis Dataset

description: This dataset supports the study entitled "Marine Diesel Engine Fault Diagnosis Method Based on AIR-MBA".

The dataset consists of two main parts:(1) Publicly available marine diesel engine performance and fault diagnosis data obtained from Kaggle, used as benchmark data.

www.kaggle.com/datasets/ziya07/marine-engine-performance-and-fault-diagnosis-dataset(2) Additional simulation-generated and processed data created by the authors for training and validating the proposed AIR-MBA model.

The dataset is intended for research and academic use in marine engineering and intelligent fault diagnosis.
DOI: 10.5281/zenodo.18214752
title: AIR-MBA Marine Diesel Engine Fault Diagnosis Dataset

description: This dataset supports the study entitled "Marine Diesel Engine Fault Diagnosis Method Based on AIR-MBA".

The dataset consists of two main parts:(1) Publicly available marine diesel engine performance and fault diagnosis data obtained from Kaggle, used as benchmark data.

www.kaggle.com/datasets/ziya07/marine-engine-performance-and-fault-diagnosis-dataset(2) Additional simulation-generated and processed data created by the authors for training and validating the proposed AIR-MBA model.

The dataset is intended for research and academic use in marine engineering and intelligent fault diagnosis.
DOI: 10.15468/dl.pg7fy3
title: Occurrence Download

description: A dataset containing 21820 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "OccurrenceStatus is Present",
 "TaxonKey is Dryobates minor"
 ]
}

 The dataset includes 21820 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003115-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q75jyt
title: Occurrence Download

description: A dataset containing 429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Crossarchus alexandri"
 ]
}

 The dataset includes 429 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003116-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16410105
title: OpenITI MAKHZAN

description: OpenITI MAKHZAN: An Open Annotated Dataset of Arabic, Persian, Ottoman Turkish, and Urdu Print and Manuscript Data

The Open Islamicate Texts Initiative (OpenITI) was founded in 2017 with the goal of building the digital infrastructure for the study of the premodern Islamic world. The underperformance of automatic transcription via Optical Character Recognition (OCR) and Handwritten Text Recognition (HTR) for Arabic-script languages long stymied the production of large-scale corpora in Islamicate languages, such as Persian, Arabic, Ottoman Turkish, and Urdu. 

The OpenITI MAKHZAN dataset is a large aggregation of Arabic-script ground truth and evaluation data drawn from a wide variety of Persian, Arabic, Ottoman Turkish, and Urdu print and handwritten (manuscript) documents.
DOI: 10.5281/zenodo.16410106
title: OpenITI MAKHZAN

description: OpenITI MAKHZAN: An Open Annotated Dataset of Arabic, Persian, Ottoman Turkish, and Urdu Print and Manuscript Data

The Open Islamicate Texts Initiative (OpenITI) was founded in 2017 with the goal of building the digital infrastructure for the study of the premodern Islamic world. The underperformance of automatic transcription via Optical Character Recognition (OCR) and Handwritten Text Recognition (HTR) for Arabic-script languages long stymied the production of large-scale corpora in Islamicate languages, such as Persian, Arabic, Ottoman Turkish, and Urdu. 

The OpenITI MAKHZAN dataset is a large aggregation of Arabic-script ground truth and evaluation data drawn from a wide variety of Persian, Arabic, Ottoman Turkish, and Urdu print and handwritten (manuscript) documents.
DOI: 10.5281/zenodo.18148536
title: aci-bench-priv

description: This dataset is an extension of the Ambient Clinical Intelligence Benchmark (aci-bench). It is designed to evaluate privacy preservation in documentation, specifically whether models/note generation systems can appropriately distinguish third-party information that should be omitted from clinical notes, thereby respecting contextual integrity.

In our work, we sample 10 base patient cases sampled from aci-bench. Each case is expanded into 42 variations (six relationship types x seven information categories) by injecting personal information concerning an individual related to the patient into the transcript.



Relationship types: child, parent, sibling/cousin, spouse/partner, friend, boss/co-worker/classmate

Information categories: stigmatizing health status/medication, mental health status/medication, relationship history, religious/spiritual views, political views, sexuality/sex life, lifestyle/habits/recreational activities


This results in 420 source transcripts containing third party information irrelevant to the patient's care.

Related Publication:



(Under review)


Files:



"acibench-priv-notes.jsonl" contains notes generated by models evaluated in the paper (Llama-3.1-8B, Llama-3.1-70B, Mixtral-8x7B, Mixtral-8x22B, Claude-3.5-Haiku, Claude-3.5-Sonnet).