cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.c4cusb
title: Occurrence Download

description: A dataset containing 21742 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-103.98142 34.04358,-49.49134 34.04358,-49.49134 49.22934,-103.98142 49.22934,-103.98142 34.04358))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cirsium arvense"
 ]
}

 The dataset includes 21742 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032146-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xsbvcu
title: Occurrence Download

description: A dataset containing 123386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Apidae",
 "Year 1899-2025"
 ]
}

 The dataset includes 123386 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032128-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c53k9f
title: Occurrence Download

description: A dataset containing 265 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lissachatina fulica",
 "Year 2025-2025"
 ]
}

 The dataset includes 265 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032147-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kyqj8
title: Occurrence Download

description: A dataset containing 847 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acrocomia aculeata",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 847 records from 127 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0032148-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/gpxq-3551
title: "CAN-FD Intrusion Detection Dataset"

description: "This dataset contains Controller Area Network Flexible Data Rate (CAN-FD) traffic collected from production vehicles released in 2021. CAN-FD extends classical CAN by supporting longer payloads and higher data rates, and has become widely adopted in modern, highly connected vehicles. Approximately one hour of normal CAN-FD traffic was captured directly from the in-vehicle network during real driving, after which attack messages were injected to create intrusion scenarios. Each frame includes timestamps, arbitration identifiers, DLC values, up to 64 bytes of payload data, and a label indicating whether the frame is normal or injected. The dataset supports studies on automotive intrusion detection, CAN-FD traffic characterization, and anomaly detection under multiple attack types."
DOI: 10.5517/ccdc.csd.cc2fwgmf
title: CCDC 2260725: Experimental Crystal Structure Determination

description: Related Article: Yajie Xing,  Yuqi Fang,  Farshad Shiri,  Zhenyang Lin,  Jiean Chen,  Zhaofeng Wang,  Yong Huang|2025|Nat.Commun.|16|8416|doi:10.1038/s41467-025-63694-7
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.cc2fwgng
title: CCDC 2260726: Experimental Crystal Structure Determination

description: Related Article: Yajie Xing,  Yuqi Fang,  Farshad Shiri,  Zhenyang Lin,  Jiean Chen,  Zhaofeng Wang,  Yong Huang|2025|Nat.Commun.|16|8416|doi:10.1038/s41467-025-63694-7
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.cc2fwgph
title: CCDC 2260727: Experimental Crystal Structure Determination

description: Related Article: Yajie Xing,  Yuqi Fang,  Farshad Shiri,  Zhenyang Lin,  Jiean Chen,  Zhaofeng Wang,  Yong Huang|2025|Nat.Commun.|16|8416|doi:10.1038/s41467-025-63694-7
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.cc2jyqjr
title: CCDC 2352265: Experimental Crystal Structure Determination

description: Related Article: Michał Magott,  Mirosław Arczyński,  Leszek Malec,  Michał Rams,  Mathieu Rouzières,  Andrei Rogalev,  Fabrice Wilhelm,  Itziar Oyarzabal,  Thomas Lohmiller,  Alexander Schnegg,  Coen de Graaf,  Corine Mathonière,  Rodolphe Clérac,  Dawid Pinkowicz|2025|Nat.Commun.|16|8377|doi:10.1038/s41467-025-63523-x
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.cc2jyqks
title: CCDC 2352266: Experimental Crystal Structure Determination

description: Related Article: Michał Magott,  Mirosław Arczyński,  Leszek Malec,  Michał Rams,  Mathieu Rouzières,  Andrei Rogalev,  Fabrice Wilhelm,  Itziar Oyarzabal,  Thomas Lohmiller,  Alexander Schnegg,  Coen de Graaf,  Corine Mathonière,  Rodolphe Clérac,  Dawid Pinkowicz|2025|Nat.Commun.|16|8377|doi:10.1038/s41467-025-63523-x
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.cc2krydp
title: CCDC 2376503: Experimental Crystal Structure Determination

description: Related Article: Yaru Bai,  Hui-Mei Jiang,  Wenbo Xu,  Li-Ping Xu,  Hongyin Gao|2025|Nat.Commun.|16|8399|doi:10.1038/s41467-025-63534-8
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.cc2kvhpm
title: CCDC 2378961: Experimental Crystal Structure Determination

description: Related Article: Qianwei Chen,  Minyan Wang,  Yue Zhao,  Zhuangzhi Shi|2025|Nat.Commun.|16|8163|doi:10.1038/s41467-025-63335-z
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.cc2kvhqn
title: CCDC 2378962: Experimental Crystal Structure Determination

description: Related Article: Qianwei Chen,  Minyan Wang,  Yue Zhao,  Zhuangzhi Shi|2025|Nat.Commun.|16|8163|doi:10.1038/s41467-025-63335-z
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.cc2l6lt7
title: CCDC 2389629: Experimental Crystal Structure Determination

description: Related Article: Ding Zhang,  Weiqiu Liang,  Zhihan Zhang,  Lida Tan,  Zehao Yuan,  Zhennan Hu,  Zhibo Liu,  Chao-Jun Li,  Jianbin Li|2025|Nat.Commun.|16|8305|doi:10.1038/s41467-025-61857-0
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.cc2lb021
title: CCDC 2392892: Experimental Crystal Structure Determination

description: Related Article: Yaru Bai,  Hui-Mei Jiang,  Wenbo Xu,  Li-Ping Xu,  Hongyin Gao|2025|Nat.Commun.|16|8399|doi:10.1038/s41467-025-63534-8
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.cc2lpb8x
title: CCDC 2403779: Experimental Crystal Structure Determination

description: Related Article: Jieqing Fan,  Danyang Liu,  Zhu Ming,  Chunyu Yan,  Huaixin Dang,  Yanfang Pan,  Xiong Wei,  Zhengle Zhao,  Wenzhi Wang,  Shuai Zhang,  Linlin Chen,  Shuo Cai,  Jiangbin Ke,  Yaru Luo,  Linjie Rao,  Jingjing Chen,  Zhenjie Chen,  Junlin Zhou,  Feixiang Chen,  Xiaodi Duan,  Boyue Ren,  Tong-Ruei R. Li,  Lawrence Melvin,  Jeysen Yogaratnam,  Vinit B. Mahajan,  Hongmei Song,  Henri Lichenstein,  Tian Xu,  Cong Xu|2025|Nat.Commun.|16|8251|doi:10.1038/s41467-025-63731-5
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.cc2lx2xj
title: CCDC 2410278: Experimental Crystal Structure Determination

description: Related Article: Subrata Hazra,  Arushi Tyagi,  Tuhin Dutta,  Rupam Sahoo,  Boudhayan Bandyopadhyay,  Garima Jindal,  Santanu Panda|2025|Nat.Commun.|16|8679|doi:10.1038/s41467-025-63680-z
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.cc2m0cxy
title: CCDC 2413440: Experimental Crystal Structure Determination

description: Related Article: Shulei Ge,  Zhili Cui,  Lei Peng,  Xintong Wang,  Kaixin Chen,  Changrui Nie,  Shoucheng Dong,  Yang Huang,  Gen Luo,  Lin He,  Jie Li|2025|Nat.Commun.|16|8803|doi:10.1038/s41467-025-63875-4
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.avs294
title: Occurrence Download

description: A dataset containing 2296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Petrosia ficiformis",
 "Year 2010-2020"
 ]
}

 The dataset includes 2296 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009585-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kur85r
title: Occurrence Download

description: A dataset containing 581 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gloydius brevicauda)",
 "DecimalLatitude is greater than or equal to 0",
 "DecimalLatitude is less than or equal to 60",
 "DecimalLongitude is greater than or equal to 60",
 "DecimalLongitude is less than or equal to 150",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 581 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009589-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17703838
title: Revealing Fast Ionic Conduction in Solid Electrolytes through Machine Learning Accelerated Raman Calculations

description: This dataset contains the following files for each material:



XDATCAR: Dynamics (MD) trajectory in XDATCAR format produced by VASP.

md_vdos.dat: Vibrational Density of states (VDOS) obtained from the MD trajectory. The first column is freuqency in inverse cm, the second column is total VDOS, the remaining columns are VDOS per atomic species. The atomic species are listed in the same order as in the XDATCAR file.

md_msd.dat: Mean square displacement (MSD) obtained from the MD trajectory. The first column is time in fs, the remaining columns are MSD per atomic species. The atomic species are listed in the same order as in the XDATCAR file.

alpha_trainingset.dat: Dielectric tensors used for training the ML models. These were obtained with DFPT calculations in VASP, for randomly selected snapshots. The first column contains the index of the snapshots in the trajectory, the remaining columns contain the tensor components in the order xx yy zz xy yz zx.

alpha_Nt_*.dat: Timeseries of dielectric tensors predicted by the ML models. The number in the filename specifies the size of the training dataset that was used in each case. The columns contain the tensor components in the order xx yy zz xy yz zx. The sampling rate of the timeseries corresponds to 10 times the MD timestep.

spectrum_Nt_*.dat: Raman spectra obtained from the ML-predicted timeseries. The number in the filename specifies the size of the training dataset that was used in each case. The first column is frequency in inverse cm, the second column is Raman intensity.

spectrum_subtrajectory_*ps.dat: Raman spectra obtained from ML-predicted timeseries for subtrajectories of different lengths. All of these where generated with a training set size of Nt=300. The number in the filename specifies the length of the subtrajectory. The first column is frequency in inverse cm, the second column is Raman intensity.
DOI: 10.5281/zenodo.17703839
title: Revealing Fast Ionic Conduction in Solid Electrolytes through Machine Learning Accelerated Raman Calculations

description: This dataset contains the following files for each material:



XDATCAR: Dynamics (MD) trajectory in XDATCAR format produced by VASP.

md_vdos.dat: Vibrational Density of states (VDOS) obtained from the MD trajectory. The first column is freuqency in inverse cm, the second column is total VDOS, the remaining columns are VDOS per atomic species. The atomic species are listed in the same order as in the XDATCAR file.

md_msd.dat: Mean square displacement (MSD) obtained from the MD trajectory. The first column is time in fs, the remaining columns are MSD per atomic species. The atomic species are listed in the same order as in the XDATCAR file.

alpha_trainingset.dat: Dielectric tensors used for training the ML models. These were obtained with DFPT calculations in VASP, for randomly selected snapshots. The first column contains the index of the snapshots in the trajectory, the remaining columns contain the tensor components in the order xx yy zz xy yz zx.

alpha_Nt_*.dat: Timeseries of dielectric tensors predicted by the ML models. The number in the filename specifies the size of the training dataset that was used in each case. The columns contain the tensor components in the order xx yy zz xy yz zx. The sampling rate of the timeseries corresponds to 10 times the MD timestep.

spectrum_Nt_*.dat: Raman spectra obtained from the ML-predicted timeseries. The number in the filename specifies the size of the training dataset that was used in each case. The first column is frequency in inverse cm, the second column is Raman intensity.

spectrum_subtrajectory_*ps.dat: Raman spectra obtained from ML-predicted timeseries for subtrajectories of different lengths. All of these where generated with a training set size of Nt=300. The number in the filename specifies the length of the subtrajectory. The first column is frequency in inverse cm, the second column is Raman intensity.
DOI: 10.48527/dep8ml/fvla77
title: NYMPHE.WP1.ClamsFiltrationEfficiency.tab

description: :unav
DOI: 10.48527/dep8ml/un8neg
title: NYMPHE.WP1.ClamShellsSorptionEfficiency.tab

description: :unav
DOI: 10.48527/dep8ml/dlbtic
title: Readme.txt

description: :unav
DOI: 10.15468/dl.heum7u
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fungi (Agaricomycetes, Basidiomycota) of Koygorodskiy National Park (Komi Republic, Russia)"
 ]
}

 The dataset includes 495 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009592-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48527/dep8ml
title: NYMPHE.WP1. Filtration efficiency of clams over synthetic effluents

description: This dataset contains data collected during laboratory-scale experiments where the capacity of clams (Asian clam, Corbicula fluminea) to remove contaminants from wastewater was assessed. Nine contaminants were tested singly in synthetic effluents, dosed at two concentrations: caffeine, carbamazepine, diclofenac, fluoxetine, ibuprofen, metformin, naproxen paracetamol and sulfamethoxazole. Data from sorption experiments using the clam (C. fluminea) shells are additionally provided, allowing to assess whether the observed removal in the biofiltration experiment could be partially attributed to adsorption or only to biofiltration. The dataset comprises: raw and minimally processed data concerning the quantifications of waterborne concentrations of the tested chemicals (two .csv files); extended metadata information concerning experimental conditions, analytic details and data processing procedures (Readme.txt). This dataset was produced within the scope of Task 1.4 in work package 1 of the EU project NYMPHE, aiming at characterizing the ability of bivalves as bioremediation agents to address wastewater contaminated with micropollutants such as pharmaceuticals and stimulants. Within the project, the data feeds the assembly work foreseen in WP2 and the pilot testing in WP4. Outside the project, the dataset can be useful for future research where bioremediation strategies using the filtration abilities of clams are focused, as background information.
DOI: 10.15468/dl.ekjyz5
title: Occurrence Download

description: A dataset containing 155 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (China, Chinese Taipei)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rusa unicolor",
 "Year 2018-2025"
 ]
}

 The dataset includes 155 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009594-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mk6z3q
title: Occurrence Download

description: A dataset containing 495 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fungi (Agaricomycetes, Basidiomycota) of Koygorodskiy National Park (Komi Republic, Russia)"
 ]
}

 The dataset includes 495 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009595-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qa7hc
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gloydius changdaoensis)",
 "DecimalLatitude is greater than or equal to 0",
 "DecimalLatitude is less than or equal to 60",
 "DecimalLongitude is greater than or equal to 60",
 "DecimalLongitude is less than or equal to 150",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009593-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4re5pc
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-1.74252 48.04624,-1.57008 48.04624,-1.57008 48.15534,-1.74252 48.15534,-1.74252 48.04624))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 548 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009596-251120083545085/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.29097629.v2
title: <b>South China Sea Geomorphological Features Dataset</b>

description: This dataset covers the South China Sea and its adjacent waters within the geographic range of 0°N–25°N, 105°E–125°E, with a focus on two major tectonic units: the central abyssal plain and the peripheral shelf-slope transition zone. Through geomorphological classification research, our team generated a geomorphological feature map of the study area. The dataset comprises 69,026 terrain units, each with an average area of 62.88 km², and categorizes these units into 7 major types (continental shelf, continental slope, abyssal plain, seamounts, hills, troughs, and submarine canyons) and 13 subtypes.The dataset has a spatial resolution of 15 arc-seconds (approximately 500 m) and utilizes the WGS 1984 geographic coordinate system (EPSG:4326). It was projected into the Transverse Mercator coordinate system (central meridian: 115°E, scale factor: 1.0) and resampled to a 200-meter resolution using the cubic convolution interpolation method.