cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5255/ukda-sn-8984-5
title: Annual Population Survey Two-Year Longitudinal Dataset, January 2020 - December 2021
title: Annual Population Survey Two-Year Longitudinal Datasets, 2012/13 -
title: APS

description: &lt;p&gt;The &lt;i&gt;Annual Population Survey&lt;/i&gt; (APS) is a major survey series, which aims to provide data that can produce reliable estimates at local authority level. Key topics covered in the survey include education, employment, health and ethnicity. The APS comprises key variables from the&lt;a href="https://beta.ukdataservice.ac.uk/datacatalogue/series/series?id=2000026"&gt; &lt;/a&gt;&lt;i&gt;&lt;a href="https://beta.ukdataservice.ac.uk/datacatalogue/series/series?id=2000026"&gt;Labour Force Survey&lt;/a&gt;&lt;/i&gt; (LFS), all its associated LFS boosts and the APS boost.&lt;/p&gt;&lt;p&gt;The APS allows for analysis to be carried out on detailed subgroups and below regional level. In recent years (particularly with the sample size of the LFS 5 quarter dataset reducing) there has been some interest in producing a two year APS longitudinal dataset to look at any trends that may occur over a year. The APS Two-Year Longitudinal Datasets, covering 2012/13 onwards, have been deposited as a result of this work. &lt;a href="https://beta.ukdataservice.ac.uk/datacatalogue/series/series?id=200002#!/access-data"&gt;Person- and Household-level APS&lt;/a&gt; datasets are also available.&lt;/p&gt;&lt;p&gt; &lt;/p&gt;&lt;p&gt;For further detailed information about methodology, users should consult the &lt;i&gt;Labour Force Survey User Guide&lt;/i&gt;, included with the APS documentation.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Occupation data for 2021 and 2022&lt;br&gt;&lt;/strong&gt;The ONS has identified an issue with the collection of some occupational data in 2021 and 2022 data files in a number of their surveys. While they estimate any impacts will be small overall, this will affect the accuracy of the breakdowns of some detailed (four-digit Standard Occupational Classification (SOC)) occupations, and data derived from them. None of ONS' headline statistics, other than those directly sourced from occupational data, are affected and you can continue to rely on their accuracy. Further information can be found in the ONS article published on 11 July 2023: &lt;a title="Revision of miscoded occupational data in the ONS Labour Force Survey, UK: January 2021 to September 2022" href="https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/articles/revisionofmiscodedoccupationaldataintheonslabourforcesurveyuk/january2021toseptember2022"&gt;Revision of miscoded occupational data in the ONS Labour Force Survey, UK: January 2021 to September 2022&lt;/a&gt;&lt;br&gt;&lt;/p&gt;&lt;p&gt;&lt;/p&gt; &lt;p&gt;&lt;br&gt;&lt;/p&gt;
DOI: 10.15468/dl.3kyncd
title: Occurrence Download

description: A dataset containing 464 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is PSUZC-Mammal Collection"
 ]
}

 The dataset includes 464 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007496-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ajvmqv
title: Occurrence Download

description: A dataset containing 5405 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Long-term monitoring of primate, bird, and ungulate populations 2010-2022 for protected area management, Keo Seima Wildlife Sanctuary, Cambodia"
 ]
}

 The dataset includes 5405 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007497-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e9cq5j
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Antarctica",
 "OccurrenceStatus is Present",
 "TaxonKey is Agrostis capillaris"
 ]
}

 The dataset includes 52 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007499-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc9w85
title: Occurrence Download

description: A dataset containing 21439 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is WCS Cambodia camera trap occurrence data"
 ]
}

 The dataset includes 21439 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007498-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc29yjkc
title: CSD 2143543: Experimental Crystal Structure Determination

description: Related Article: Jiankang Wang, Yansong Cheng, Hongping Wu, Zhanggui Hu, Jiyang Wang, Yicheng Wu, Hongwei Yu|2022|Angew.Chem.,Int.Ed.|61|e202201616|doi:10.1002/anie.202201616
description: Related Article: C Jiankang Wang|2022|CSD 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: 10.5517/ccdc.csd.cc2lqy6h
title: CCDC 2405327: Experimental Crystal Structure Determination

description: Related Article: Mickey Vinodh, Nour O. Abdeljaber, Fatemeh H. Alipour, Talal F. Al-Azemi|2025|CrystEngComm|27|1873|doi:10.1039/D4CE01320D
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/ccdc.csd.cc2lqy7j
title: CCDC 2405328: Experimental Crystal Structure Determination

description: Related Article: Mickey Vinodh, Nour O. Abdeljaber, Fatemeh H. Alipour, Talal F. Al-Azemi|2025|CrystEngComm|27|1873|doi:10.1039/D4CE01320D
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/ccdc.csd.cc2lqy5g
title: CCDC 2405326: Experimental Crystal Structure Determination

description: Related Article: Mickey Vinodh, Nour O. Abdeljaber, Fatemeh H. Alipour, Talal F. Al-Azemi|2025|CrystEngComm|27|1873|doi:10.1039/D4CE01320D
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/ccdc.csd.cc2lqy8k
title: CCDC 2405329: Experimental Crystal Structure Determination

description: Related Article: Mickey Vinodh, Nour O. Abdeljaber, Fatemeh H. Alipour, Talal F. Al-Azemi|2025|CrystEngComm|27|1873|doi:10.1039/D4CE01320D
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/ccdc.csd.cc28wfh3
title: CCDC 2111735: Experimental Crystal Structure Determination

description: Related Article: Ruwei Yao, Anders A. Jensen, Hogan P. Bryce-Rogers, Katrine Schultz-Knudsen, Libin Zhou, Nicklas P. Hovendal, Henrik Pedersen, Mariusz Kubus, Trond Ulven, and Luca Laraia|2025|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: 10.15468/dl.qrq577
title: Occurrence Download

description: A dataset containing 294 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Africa",
 "Country is Namibia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Crocodylia"
 ]
}

 The dataset includes 294 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007500-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6594y
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Antarctica",
 "OccurrenceStatus is Present",
 "TaxonKey is Taraxacum officinale"
 ]
}

 The dataset includes 67 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007501-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/nt57-5255
title: "Charitable Crowdfunding Data from Sina Weibo"

description: "This dataset was scraped from the Micro Philanthropy platform on Sina Weibo and contains charitable crowdfunding project data, including two files: project_information.csvand live_donation.csv.The first file contains static project attributes, such as project category, fundraising status and initiator type. The data has been standardized and one-hot encoded. The second file includes dynamic project attributes, such as daily aggregated coordinated donations and the persuasiveness of project updates.This dataset can be used for predicting charitable crowdfunding performance."
DOI: 10.15468/dl.jhnutc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Antarctica",
 "OccurrenceStatus is Present",
 "TaxonKey is Mytilus galloprovincialis"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007502-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kqdyz9
title: Occurrence Download

description: A dataset containing 567 species occurrences available in GBIF matching the query:
{
 "RecordedBy" : [
 "is Ben Holt"
 ]
}

 The dataset includes 567 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007503-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17710294
title: pippooi

description: ssss
DOI: 10.5281/zenodo.17710293
title: pippooi

description: ssss
DOI: 10.15468/dl.keukw5
title: Occurrence Download

description: A dataset containing 554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acmaeoderella perroti perroti"
 ]
}

 The dataset includes 554 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007504-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17628979
title: ELIA Dataset: 70 Million Learning Logs from 20 Months of Web Browsing and Informal Vocabulary Learning

description: This dataset contains 70 million timestamped learning events automatically logged for nearly 15,000 English learners over a 20-month period while browsing authentic English-language websites using ELIA, a browser plugin that supports vocabulary learning through word lookup, lexical recommendations, and retrieval practice.

Collected between June 2023 and January 2025, the dataset captures rich, real-time interactions between learners and the ELIA edtech app, covering both on-page behaviours and practice activities.

The collection offers a large-scale, longitudinal, and ecologically valid record of informal digital learning of English. It enables research on learner behaviour, strategy use, engagement patterns, lexical development, and learning outcomes in authentic online environments.
DOI: 10.5281/zenodo.17628980
title: ELIA Dataset: 70 Million Learning Logs from 20 Months of Web Browsing and Informal Vocabulary Learning

description: This dataset contains 70 million timestamped learning events automatically logged for nearly 15,000 English learners over a 20-month period while browsing authentic English-language websites using ELIA, a browser plugin that supports vocabulary learning through word lookup, lexical recommendations, and retrieval practice.

Collected between June 2023 and January 2025, the dataset captures rich, real-time interactions between learners and the ELIA edtech app, covering both on-page behaviours and practice activities.

The collection offers a large-scale, longitudinal, and ecologically valid record of informal digital learning of English. It enables research on learner behaviour, strategy use, engagement patterns, lexical development, and learning outcomes in authentic online environments.
DOI: 10.15468/dl.vub3mx
title: Occurrence Download

description: A dataset containing 46226 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nereididae, Sabellidae, Syllidae, Serpulidae, Capitellidae, Spionidae, Cirratulidae, Balanidae, Caprellidae, Carcinidae, Cheluridae, Cymothoidae, Varunidae, Euphausiidae, Ischyroceridae, Corophiidae, Limnoriidae, Aoridae, Talitridae, Palaemonidae, Sphaeromatidae, Paranthuridae, Hyalidae, Penaeidae, Mastigiidae, Pseudodiaptomidae, Panopeidae, Mysidae, Stenothoidae, Vesiculariidae, Electridae, Bugulidae, Celleporidae, Cryptosulidae, Bitectiporidae, Cribrilinidae, Nolellidae, Schizoporellidae, Sinoflustridae, Candidae, Watersiporidae, Sciaenidae, Ascidiidae, Styelidae, Cionidae, Clavelinidae, Cyprinidae, Moronidae, Didemnidae, Sparidae, Perophoridae, Engraulidae, Gobiidae, Latidae, Mugilidae, Pyuridae, Molgulidae, Muraenidae, Cichlidae, Poeciliidae, Polyclinidae, Blenniidae, Scorpaenidae, Soleidae, Uranoscopidae, Bougainvilliidae, Blackfordiidae, Cassiopeidae, Cladonematidae, Hydractiniidae, Cordylophoridae, Diadumenidae, Tubulariidae, Aiptasiidae, Campanulariidae, Pennariidae, Dendrophylliidae, Bolinopsidae, Mytilidae, Calyptraeidae, Teredinidae, Dotidae, Eubranchidae, Tethydidae, Ellobiidae, Ostreidae, Tateidae, Muricidae, Veneridae, Polyceridae, Semelidae, Trinchesiidae, Kareniaceae, Peridiniaceae, Amphoriscidae, Bonnemaisoniaceae, Caulacanthaceae, Caulerpaceae, Codiaceae, Dasyaceae, Gracilariaceae, Halymeniaceae, Cystocloniaceae, Solieriaceae, Rhodomelaceae, Sargassaceae, Ulvaceae, Alariaceae, Scombridae, Serranidae)",
 "Geometry POLYGON ((33.925781 30.297018, 30.849609 30.221102, 36.738281 17.978733, 42.539063 11.867351, 46.054688 9.362353000000001, 53.613281 12.297068, 64.6875 21.616579, 66.269531 25.403585, 65.302734 29.993002, 50.976563 32.398516, 33.925781 30.297018))"
 ]
}

 The dataset includes 46226 records from 256 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007505-251120083545085/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.29217989
title: <b>Nanoscale fletching of liquid-like polydimethylsiloxane with single perfluorocarbons enables sustainable oil-repellency</b> Raw Data.xlsx

description: This file contains the data for figures in <b>Nanoscale fletching of liquid-like polydimethylsiloxane with single perfluorocarbons enables sustainable oil-repellency</b>
DOI: 10.6084/m9.figshare.29217989.v1
title: <b>Nanoscale fletching of liquid-like polydimethylsiloxane with single perfluorocarbons enables sustainable oil-repellency</b> Raw Data.xlsx

description: This file contains the data for figures in <b>Nanoscale fletching of liquid-like polydimethylsiloxane with single perfluorocarbons enables sustainable oil-repellency</b>
DOI: 10.5281/zenodo.15576711
title: Non-Perturbative Trivializing Flows for Lattice Gauge Theories

description: Data generated to produce figures and tables.

Abstract:



Continuous normalizing flows are known to be highly expressive and flexible, which allows for easier incorporation of large symmetries and makes them a powerful computational tool for lattice field theories. Building on previous work, we present a general continuous normalizing flow architecture for matrix Lie groups that is equivariant under group transformations. We apply this to lattice gauge theories in two dimensions as a proof-of-principle and demonstrate competitive performance, showing its potential as a tool for future lattice computations.
DOI: 10.5281/zenodo.15576712
title: Non-Perturbative Trivializing Flows for Lattice Gauge Theories

description: Data generated to produce figures and tables.

Abstract:



Continuous normalizing flows are known to be highly expressive and flexible, which allows for easier incorporation of large symmetries and makes them a powerful computational tool for lattice field theories. Building on previous work, we present a general continuous normalizing flow architecture for matrix Lie groups that is equivariant under group transformations. We apply this to lattice gauge theories in two dimensions as a proof-of-principle and demonstrate competitive performance, showing its potential as a tool for future lattice computations.
DOI: 10.6084/m9.figshare.29218005
title: LAMBDA: A Large Model Based Data Agent

description: We introduce LArge Model Based Data Agent (LAMBDA), a novel open-source, code-free multi-agent data analysis system that leverages the power of large language models. LAMBDA is designed to address data analysis challenges in data-driven applications through innovatively designed data agents using natural language. At the core of LAMBDA are two key agent roles: the programmer and the inspector, which are engineered to work together seamlessly. Specifically, the programmer generates code based on the user’s instructions and domain-specific knowledge, while the inspector debugs the code when necessary. To ensure robustness and handle adverse scenarios, LAMBDA features a user interface that allows direct user intervention. Moreover, LAMBDA can flexibly integrate external models and algorithms through our proposed Knowledge Integration Mechanism, catering to the needs of customized data analysis. LAMBDA has demonstrated strong performance on various data analysis tasks. It has the potential to enhance data analysis paradigms by seamlessly integrating human and artificial intelligence, making it more accessible, effective, and efficient for users from diverse backgrounds. The strong performance of LAMBDA in solving data analysis problems is demonstrated using real-world data examples. The code for LAMBDA is available at https://github.com/AMA-CMFAI/LAMBDA and videos of three case studies can be viewed at https://www.polyu.edu.hk/ama/cmfai/lambda.html.
DOI: 10.5281/zenodo.15579296
title: NEW APPROACHES IN SIMPLE SPEECH RESEARCH
DOI: 10.5281/zenodo.15579297
title: NEW APPROACHES IN SIMPLE SPEECH RESEARCH
DOI: 10.57967/hf/6152
title: Awareness-Meditation-AI-Human
DOI: 10.57967/hf/6352
title: Awareness-Meditation-AI-Human
DOI: 10.15468/dl.m9jqy5
title: Occurrence Download

description: A dataset containing 2440 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IucnRedListCategory is VU",
 "TaxonKey is Anser erythropus (Linnaeus, 1758)",
 "Year 1975-2024"
 ]
}

 The dataset includes 2440 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009750-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25326/x2za-k406
title: ammonium sulphate+glyoxal+glycine + None - Aerosol study - heterogeneous reactivity - 2016-07-12

description: Publication of the dataset
DOI: 10.25326/rjdj-3035
title: ammonium sulphate+glyoxal+methylamine + None - Aerosol study - heterogeneous reactivity - 2015-07-01

description: Publication of the dataset
DOI: 10.15468/dl.jyjqma
title: Occurrence Download

description: A dataset containing 628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Coptotermes formosanus Shiraki, 1909",
 "Year 1990-2025"
 ]
}

 The dataset includes 628 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001507-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfwhuz
title: Occurrence Download

description: A dataset containing 1565 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bertholletia excelsa Bonpl."
 ]
}

 The dataset includes 1565 records from 140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001508-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fa4pnb
title: Occurrence Download

description: A dataset containing 1552 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Tropidacris collaris (Stoll, 1813)",
 {
 "or" : [
 "Year 2000-2025",
 "Year 2000-2025"
 ]
 }
 ]
}

 The dataset includes 1552 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001509-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6daxy6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is Belarus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024740-250811113504898/datasets/export for details.
DOI: 10.15468/dl.6q2t36
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Medicago polymorpha",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 104 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024742-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.