cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/c33n-ck32
title: The sport data

description: 1.Dataset overviewThis dataset is designed to support the HAR task of this study. Covered by (a) walking, (b) running, (c) going upstairs, (d) going downstairs, (e) high leg lifting, (f) skipping rope, and (g) rhombic extension Seven types of human movement data.The files D.xlsx, E.xlsx, H.xlsx, R.xlsx, S.xlsx, U.xlsx, and W.xlsx are one-dimensional time series data of seven sports, with a data length of 400, and the number of data categories of 7.The data contained in folders D, E, H, R, S, U, and W are respectively two-dimensional image data converted from one-dimensional time series in files D.lsx, e.lsx, h.lsx, r.lsx, s.lsx, u.lsx, and w.lsx using the GAF algorithm. The resolution of the images is 224×224. The number of color channels is 3, and the number of image categories is also 7.2.The size of the datasetTo facilitate data analysis, balanced control was applied to the seven types of motion data, generating 2,250 GAF images per motion for a total of 15,750 image data points. These data were randomly allocated to the training, validation, and test sets at a 3:1:1 ratio. Specifically, 1,350 images were randomly selected as the training set, 450 as the validation set, and 450 as the test set for each motion. Ultimately, the training set contained 9,450 images, while the validation and test set each contained 3,150 images, with an equal number of images for the seven motion types in each set.  3.Use of dataset(1) Human activity recognition based on VGG16, EfficientNet-B0, ResNet50, ConvNeXt-Tiny network and ConvNeXt-Tiny transfer learning:Firstly, the motion signal of one-dimensional time series is converted into two-dimensional image by GAF algorithm, and then five kinds of networks such as ConvNeXt-Tiny are used to recognize and classify the two-dimensional image data of seven kinds of motion.(2) Human activity recognition based on LSTM and SVM networks:LSTM and SVM networks were used to identify and classify the one-dimensional time series data of seven kinds of motion.
DOI: 10.21227/ds2x-na74
title: Circular Assembly Line Balancing Problem Data

description: This dataset contains 60 real-world factory scheduling application cases, sourced from Huawei's public competition projects. The data is in TXT format, varying in size from tens of kilobytes, and includes dimensional information such as processes, workers, stations, and machines, along with corresponding business constraint objectives. The data is compliant and contains no sensitive information, making it suitable for academic research purposes by scholars.
DOI: 10.15468/dl.raukev
title: Occurrence Download

description: A dataset containing 28732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Glebionis coronaria (L.) Tzvelev)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 28732 records from 326 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007939-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85vg7x
title: Occurrence Download

description: A dataset containing 20055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "Year 2019-2025"
 ]
}

 The dataset includes 20055 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007940-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9gr6n5
title: Occurrence Download

description: A dataset containing 1047468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "TaxonKey is Phylloscopus collybita (Vieillot, 1817)",
 "Year 2000-2024"
 ]
}

 The dataset includes 1047468 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007861-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axkur3
title: Occurrence Download

description: A dataset containing 384 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.51145 39.56222,-0.32234 39.56222,-0.32234 39.5706,-0.32234 39.70618,-0.51145 39.70618,-0.51145 39.56222))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 384 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007942-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rf692f
title: Occurrence Download

description: A dataset containing 37052 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhinella marina (Linnaeus, 1758)"
 ]
}

 The dataset includes 37052 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007866-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.93jcam
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plectranthus rosulatus Hedge"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007944-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vv9f8r
title: Occurrence Download

description: A dataset containing 1019646 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cactaceae"
 ]
}

 The dataset includes 1019646 records from 1419 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007858-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15205762
title: Co-Creating Low-Carbon Futures: An Open Innovation Roadmap for Regional CO₂ Valorisation in Latvia
DOI: 10.5281/zenodo.15205763
title: Co-Creating Low-Carbon Futures: An Open Innovation Roadmap for Regional CO₂ Valorisation in Latvia
DOI: 10.15468/dl.gxqura
title: Occurrence Download

description: A dataset containing 30698591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Asterales)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1981",
 "Geometry POLYGON((-30 25,50 25,50 75,-30 75,-30 25))"
 ]
}

 The dataset includes 30698591 records from 6194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011189-250402121839773/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.30272473.v1
title: Data: Eco-friendly anesthesia: jasmine oil nanoemulsion enhances zebrafish anesthesia with water-saving benefits

description: To ensure fish welfare, appropriate anesthetics must be utilized in Zebrafish experiments. Tricaine methanesulfonate (MS-222) is the most commonly used synthetic anesthetic in fish, however, current studies demonstrate that it has a potential to be a carcinogen and damage both fish and human retinas. Thus, there is growing interest in natural essential oils as eco-friendly alternatives to synthetic anesthetics. Despite their generally low toxicity, essential oil anesthetics are typically dissolved in ethanol, which can induce side effects such as hyperactivity in fish and environmental concerns due to solvent discharge. The purpose of this study was to develop and optimize nanoemulsion of common jasmine essential oils (CJEO-NE) for use as an ethanol-free herbal fish anesthetic as well as to determine the optimal anesthetic dose for zebrafish. Gas chromatography-mass spectrometry (GC-MS) was used to identify the chemical composition of common jasmine essential oils (CJEO). The droplets of CJEO-NE were characterized using dynamic light scattering and transmission electron microscope. Evaluate the histopathology of the gills exposed to the substances. The results revealed that CJEO comprised four primary constituents: linalool, β-pinene, α-pinene, and d-limonene. The average diameter of droplets was 13.01±0.09 nm. The lowest effective concentration of CJEO-NE for zebrafish surgical performance was at 0.35 mL L<sup>-1</sup>. Fish that received CJEO-NE showed hyperplasia of the gill epithelium. In conclusion, this study provides the first evidence that CJEO-NE is an effective, ethanol-free, and environmentally sustainable anesthetic for zebrafish. These findings establish a foundation for cross-species evaluation and support the potential of CJEO-NE as a practical alternative to synthetic anesthetics in aquaculture and laboratory research.
DOI: 10.6084/m9.figshare.30272473.v2
title: Data: Eco-friendly anesthesia: common jasmine oil nanoemulsion enhances zebrafish anesthesia with water-saving benefits

description: To ensure fish welfare, appropriate anesthetics must be utilized in Zebrafish experiments. Tricaine methanesulfonate (MS-222) is the most commonly used synthetic anesthetic in fish, however, current studies demonstrate that it has a potential to be a carcinogen and damage both fish and human retinas. Thus, there is growing interest in natural essential oils as eco-friendly alternatives to synthetic anesthetics. Despite their generally low toxicity, essential oil anesthetics are typically dissolved in ethanol, which can induce side effects such as hyperactivity in fish and environmental concerns due to solvent discharge. The purpose of this study was to develop and optimize nanoemulsion of common jasmine essential oils (CJEO-NE) for use as an ethanol-free herbal fish anesthetic as well as to determine the optimal anesthetic dose for zebrafish. Gas chromatography-mass spectrometry (GC-MS) was used to identify the chemical composition of common jasmine essential oils (CJEO). The droplets of CJEO-NE were characterized using dynamic light scattering and transmission electron microscope. Evaluate the histopathology of the gills exposed to the substances. The results revealed that CJEO comprised four primary constituents: linalool, β-pinene, α-pinene, and d-limonene. The average diameter of droplets was 13.01±0.09 nm. The lowest effective concentration of CJEO-NE for zebrafish surgical performance was at 0.35 mL L<sup>-1</sup>. Fish that received CJEO-NE showed hyperplasia of the gill epithelium. In conclusion, this study provides the first evidence that CJEO-NE is an effective, ethanol-free, and environmentally sustainable anesthetic for zebrafish. These findings establish a foundation for cross-species evaluation and support the potential of CJEO-NE as a practical alternative to synthetic anesthetics in aquaculture and laboratory research.
DOI: 10.15468/dl.mqxgwn
title: Occurrence Download

description: A dataset containing 2167 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Discogobio laticeps, Bagrus urostigma, Paraqianlabeo lineatus, Zenarchopterus striga, Clupisoma bastari, Indoreonectes telanganaensis, Retroculus acherontos, Paracobitis salihae, Schistura obliquofascia, Bryconamericus lassorum, Sinocyclocheilus donglanensis, Schizopygopsis longimandibularis, Allomogurnda insularis, Trichomycterus gorgona, Cynolebias gorutuba, Hypsolebias janaubensis, Galaxias fuscus, Paralithoxus surinamensis, Gambusia xanthosoma, Trachelyopterus cratensis, Cobitis trichonica, Scardinius acarnanicus, Tropidophoxinellus hellenicus, Squalius peloponensis, Telestes alfiensis, Cobitis arachthosensis, Squalius keadicus, Tropidophoxinellus spartiaticus, Leucos ylikiensis, Scardinius graecus, Alburnus thessalicus, Cobitis stephanidisi, Gobio feraeensis, Cobitis punctilineata, Squalius moreoticus, Pachychilon macedonicum, Barbus macedonicus, Rineloricaria hasemani, Hyphessobrycon werneri, Poecilia minima, Lasiancistrus saetiger, Microphysogobio kachekensis, Pseudorasbora interrupta, Traccatichthys tuberculum, Acrossocheilus malacopterus, Leptobotia guilinensis, Pseudocrossocheilus liuchengensis, Semilabeo obscurus, Cophecheilus brevibarbatus, Discocheilus wui, Rectoris longibarbus, Xiurenbagrus dorsalis, Belonion apodion, Charax macrolepis, Trigonectes macrophthalmus, Neofundulus guaporensis, Cetopsorhamdia shermani, Farlowella venezuelensis, Priapichthys puetzi, Rhamdia guasarensis, Phenacorhamdia macarenensis, Pimelodella figueroai, Pimelodus garciabarrigai, Ituglanis guayaberensis, Trichomycterus migrans, Microglanis variegatus, Bryconamericus bucayensis, Hypostomus saramaccensis, Rhexipanchax kabae, Scriptaphyosemion cauveti, Mastacembelus kakrimensis, Labeo rouaneti, Scriptaphyosemion nigrifluvi, Clarias dialonensis, Enteromius huguenyi, Labeobarbus sacratus, Nimbapanchax viridis, Labeobarbus petitjeani, Discogobio tetrabarbatus, Pseudocrossocheilus longibullus, Apistogramma nororientalis, Guianacara sphenozona, Hyphessobrycon procerus, Hyphessobrycon pytai, Beaufortia leveretti, Cranoglanis multiradiatus, Garra rhynchota, Glyptothorax hainanensis, Hemibagrus hainanensis, Liniparhomaloptera qiongzhongensis, Rhodeus haradai, Sarcocheilichthys hainanensis, Schistura fasciolata, Traccatichthys zispi, Acrossocheilus ikedai, Hainania serrata, Rhodeus spinalis)",
 "HasCoordinate is true",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 2167 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058562-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ey38cp
title: Occurrence Download

description: A dataset containing 2561 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sewellia elongata, Sewellia speciosa, Pseudobagarius inermis, Schistura daubentoni, Rasbora dorsinotata, Schistura coruscans, Pao suvattii, Schistura dorsizona, Schistura nicholsi, Yasuhikotakia longidorsalis, Poropuntius carinatus, Channa auroflammea, Rasbora amplistriga, Aaptosyax grypus, Boraras micros, Discherodontus ashmeadi, Mystacoleucus atridorsalis, Mystacoleucus ectypus, Osphronemus exodon, Probarbus labeamajor, Rasbosoma spilocerca, Scaphognathops bandanensis, Tenualosa thibaudeaui, Yasuhikotakia caudipunctata, Yasuhikotakia eos, Balitora lancangjiangensis, Datnioides undecimradiatus, Hemibagrus filamentus, Lepidocephalichthys zeppelini, Nemacheilus platiceps, Trichopsis schalleri, Yasuhikotakia lecontei, Nemacheilus longistriatus, Glyptothorax horai, Schistura sertata, Acheilognathus deignani, Pteronemacheilus meridionalis, Pangio myersi, Schistura clatrata, Schistura fusinotata, Schistura latidens, Akysis bilustris, Schistura imitator, Schistura khamtanhi, Annamia normani, Hemimyzon ecdyonuroides, Hemimyzon papilio, Discherodontus somphongsi, Hemitrygon laosensis, Pao barbatus, Pseudomystus bomboides, Indostomus spinosus, Acanthopsoides hapalias, Gyrinocheilus pennocki, Henicorhynchus ornatipinnis, Homaloptera confuzona, Hypsibarbus lagleri, Nemacheilus zonatus, Pao baileyi, Devario laoensis, Henicorhynchus entmema, Scaphognathops stejnegeri, Kryptopterus paraschilbeides, Pangasianodon gigas, Incisilabeo behri, Hemisilurus mekongensis, Oryzias mekongensis, Schistura kohchangensis, Puntioplites falcifer, Mystacoleucus lepturus, Mystacoleucus greenwayi, Altigena lippa, Trichopodus trichopterus, Henicorhynchus caudimaculatus, Schistura conirostris, Sikukia flavicaudata, Schistura kengtungensis, Schistura breviceps, Danio roseus, Pangasius conchophilus, Heteropneustes kemratensis, Opsarius pulchellus, Ompok urbaini, Labeo pierrei, Acantopsis bruinen, Luciosoma bleekeri, Laides longibarbis, Pangasius larnaudii, Pseudolais pleurotaenia, Pangasius krempfi, Oreoglanis jingdongensis, Rhinogobius coccinella, Oreoglanis omkoiense, Glyptothorax irroratus, Hemiarius verrucosus, Beaufortia zebroidus)",
 "HasCoordinate is true",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 2561 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058563-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc14d0m5
title: CCDC 1054236: Experimental Crystal Structure Determination

description: Related Article: Roman Schowner ,  Wolfgang Frey ,  and Michael R. Buchmeiser|2015|J.Am.Chem.Soc.|137|6188|doi:10.1021/jacs.5b03788
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/cc1j31b0
title: CCDC 1403101: Experimental Crystal Structure Determination

description: Related Article: Zheng-Bang Chen,  Hai-Feng Gan,  Wei-Yang Feng,  Kai Guo|2014|Z.Kristallogr.-New Cryst.Struct.|229|277|doi:10.1515/ncrs-2014-0134
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/cc1j31c1
title: CCDC 1403102: Experimental Crystal Structure Determination

description: Related Article: Lan-Xiang Zhang,  Tao Zhang,  Xiang-Dong Mei,  Wei-Jie Si,  Meng-Ya Dong,  Kai-Xin Zhang and Jun Ning|2014|Z.Kristallogr.-New Cryst.Struct.|229|315|doi:10.1515/ncrs-2014-0159
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/cc14d0n6
title: CCDC 1054237: Experimental Crystal Structure Determination

description: Related Article: Roman Schowner ,  Wolfgang Frey ,  and Michael R. Buchmeiser|2015|J.Am.Chem.Soc.|137|6188|doi:10.1021/jacs.5b03788
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/cc14d0q8
title: CCDC 1054239: Experimental Crystal Structure Determination

description: Related Article: Roman Schowner ,  Wolfgang Frey ,  and Michael R. Buchmeiser|2015|J.Am.Chem.Soc.|137|6188|doi:10.1021/jacs.5b03788
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.30425440.v1
title: 无题项目

description: <b>These are the loess test data from our study area.</b>
DOI: 10.5517/cc14d0j2
title: CCDC 1054233: Experimental Crystal Structure Determination

description: Related Article: Roman Schowner ,  Wolfgang Frey ,  and Michael R. Buchmeiser|2015|J.Am.Chem.Soc.|137|6188|doi:10.1021/jacs.5b03788
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/cc1j31d2
title: CCDC 1403103: Experimental Crystal Structure Determination

description: Related Article: Wei-Jie Si,  Xiang-Dong Mei,  Lan-Xiang Zhang,  Tao Zhang,  Meng-Ya Dong,  Kai-Xin Zhang and Jun Ning|2014|Z.Kristallogr.-New Cryst.Struct.|229|317|doi:10.1515/ncrs-2014-0160
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/cczm3m9
title: CCDC 912101: Experimental Crystal Structure Determination

description: Related Article: Song Li,  Hui Liu,  Linxin Deng,  Heping Zeng|2014|Z.Kristallogr.-New Cryst.Struct.|229|267|doi:10.1515/ncrs-2014-0069
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: 10.5281/zenodo.17156137
title: On Understanding Practitioners' Motivation for Participating on Stack Overflow – Replication Package

description: This dataset supports the study “Motivations for Participation on Stack Overflow Across Cultures”. It explores why software practitioners contribute to Stack Overflow, comparing motivations across the United States, China, and Russia. Using a mixed-methods approach, we analysed 600 “About Me” profiles and linguistic data from 268,215 contributors. Seventeen motivational categories were identified, including advertising, altruism, and learning. Results show cultural differences: American users favour self-promotion, Chinese users emphasise learning, and Russian users display mixed tendencies. Correlation analysis revealed that detailed self-profiles align with advertising and social engagement, while learning-oriented users provide minimal self-presentation. The dataset offers a replication package for further study of cultural variation in knowledge-sharing communities.
DOI: 10.5281/zenodo.17422442
title: On Understanding Practitioners' Motivation for Participating on Stack Overflow – Replication Package

description: This dataset supports the study “Motivations for Participation on Stack Overflow Across Cultures”. It explores why software practitioners contribute to Stack Overflow, comparing motivations across the United States, China, and Russia. Using a mixed-methods approach, we analysed 600 “About Me” profiles and linguistic data from 268,215 contributors. Seventeen motivational categories were identified, including advertising, altruism, and learning. Results show cultural differences: American users favour self-promotion, Chinese users emphasise learning, and Russian users display mixed tendencies. Correlation analysis revealed that detailed self-profiles align with advertising and social engagement, while learning-oriented users provide minimal self-presentation. The dataset offers a replication package for further study of cultural variation in knowledge-sharing communities.