cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.nws3sz
title: Occurrence Download

description: A dataset containing 74430 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aphelocoma coerulescens (Bosc, 1795)"
 ]
}

 The dataset includes 74430 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016517-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9396253
title: Chatbots in Education
DOI: 10.15468/dl.jw96n9
title: Occurrence Download

description: A dataset containing 1038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Dermochelys coriacea (Vandelli, 1761)"
 ]
}

 The dataset includes 1038 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016519-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pwkjrd
title: Occurrence Download

description: A dataset containing 333 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euproctus montanus (Savi, 1838)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 333 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016520-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dm7ssy
title: Occurrence Download

description: A dataset containing 971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 971 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016521-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13763661
title: SARS-CoV-2 is Chinese bioweapon research
DOI: 10.5281/zenodo.13763662
title: SARS-CoV-2 is Chinese bioweapon research
DOI: 10.15468/dl.tahbyk
title: Occurrence Download

description: A dataset containing 971 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "OccurrenceStatus is Present",
 "TaxonKey is Lynx lynx (Linnaeus, 1758)",
 "Year 1970-2000"
 ]
}

 The dataset includes 971 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016522-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qt7pc9
title: Occurrence Download

description: A dataset containing 7234 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Nasua narica (Linnaeus, 1766)"
 ]
}

 The dataset includes 7234 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016523-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pducnz
title: Occurrence Download

description: A dataset containing 1251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salamandra lanzai Nascetti, Andreone, Capula & Bullini, 1988",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 1251 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016524-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgbt5r
title: Occurrence Download

description: A dataset containing 648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Discoglossus sardus Tschudi, 1837",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 648 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016525-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cgdt2w
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Actinostella flosculifera (Le Sueur, 1817)"
 ]
}

 The dataset includes 348 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016526-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.368sw9
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-71.32451 11.85102,-71.25172 11.75583,-71.14533 11.70544,-71.02775 11.80063,-70.88216 11.94061,-70.78697 12.0806,-70.85417 12.27097,-70.99415 12.46135,-71.16773 12.65733,-71.3917 12.76932,-71.82285 12.74692,-72.14762 12.51735,-72.38839 12.45575,-72.55637 12.34377,-72.49478 12.27097,-72.62916 12.27097,-72.78594 12.20938,-72.99312 12.18138,-73.1107 12.14219,-73.1443 11.98541,-73.30108 11.94621,-73.39067 11.87342,-73.35708 11.76143,-73.52506 11.69424,-73.64824 11.64945,-73.83862 11.52626,-73.92261 11.46467,-73.87782 11.29669,-73.79195 11.25338,-73.73783 11.27429,-73.66597 11.24498,-73.56985 11.27429,-73.50079 11.24498,-73.45682 11.27848,-73.3916 11.25058,-73.28428 11.29109,-73.1611 11.40867,-73.07244 11.44095,-73.01552 11.52066,-72.89046 11.55854,-72.76354 11.68304,-72.60676 11.74464,-72.5069 11.75452,-72.34359 11.82863,-72.23721 11.90702,-72.16441 12.0582,-72.15066 12.10862,-72.13455 12.18007,-72.17234 12.21227,-72.13642 12.25418,-72.06315 12.23186,-71.99643 12.26537,-71.96256 12.24449,-71.99876 12.17027,-71.93157 12.15067,-71.87902 12.19871,-71.90077 12.26826,-71.94557 12.27946,-71.87838 12.33265,-71.81678 12.37465,-71.84758 12.30745,-71.78599 12.28506,-71.73559 12.32985,-71.74959 12.38585,-71.71879 12.43904,-71.6544 12.46144,-71.59841 12.42504,-71.49482 12.44184,-71.43603 12.39144,-71.34084 12.36345,-71.25685 12.34105,-71.22325 12.29066,-71.19525 12.20947,-71.10707 12.07928,-71.11546 12.02049,-71.16446 11.98829,-71.24005 11.9463,-71.31284 11.9127,-71.3183 11.88384,-71.32451 11.85102))",
 "TaxonKey is Holothuroidea"
 ]
}

 The dataset includes 120 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016527-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bxgw6
title: Occurrence Download

description: A dataset containing 2524 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Cynomys mexicanus Merriam, 1892"
 ]
}

 The dataset includes 2524 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016528-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjfmak
title: Occurrence Download

description: A dataset containing 187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Discoglossus montalentii Lanza, Nascetti, Capula & Bullini, 1984",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 187 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016529-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.55xnvc
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hyla sarda (De Betta, 1853)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 598 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016530-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13763587
title: Safe trajectories from local information for coverage control in non-convex environments

description: Description

This dataset contains 3-channels grid-based representations of local information individually retrieved by robots in a team, tasked with a coverage control operation. Data collection was performed running 50 episodes of a coverage control mission with a team of 16 robots controlled by a theoretically proven safe expert controller.

Features

Features encode local information in a 3-channels 64 x 64 image, corresponding to the discretized sensing region of the robot. The first channel encodes the local likelihood density, the second one the position of team-mates, and the third channel contains the position of obstacles and boundaries. 

imgs{i}.npy files contain data collected over each episode in the form of a [S, N, C, W, W] numpy array, where S is the number of steps of that episode, N is the number of robots, C = 3 is the number of channels, and W = 64 is the size of the image. 

Labels

Labels contain the 2D velocity calculated by the expert controller, which is theoretically proven to guarantee collision avoidance. 

vels{i}.npy files contain data collected over each episode in the form of a [S, N, 2] numpy array, associated to the corresponding feature.

 

Training and Testing

Code for training and testing a CNN-based model mapping local information to 2D velocity is available at https://github.com/ARSControl/cnn_coverage.git.

 

Contact Information

If you are interested in any further information, please contact mattia.catellani@unimore.it.
DOI: 10.5281/zenodo.13763588
title: Safe trajectories from local information for coverage control in non-convex environments

description: Description

This dataset contains 3-channels grid-based representations of local information individually retrieved by robots in a team, tasked with a coverage control operation. Data collection was performed running 50 episodes of a coverage control mission with a team of 16 robots controlled by a theoretically proven safe expert controller.

Features

Features encode local information in a 3-channels 64 x 64 image, corresponding to the discretized sensing region of the robot. The first channel encodes the local likelihood density, the second one the position of team-mates, and the third channel contains the position of obstacles and boundaries. 

imgs{i}.npy files contain data collected over each episode in the form of a [S, N, C, W, W] numpy array, where S is the number of steps of that episode, N is the number of robots, C = 3 is the number of channels, and W = 64 is the size of the image. 

Labels

Labels contain the 2D velocity calculated by the expert controller, which is theoretically proven to guarantee collision avoidance. 

vels{i}.npy files contain data collected over each episode in the form of a [S, N, 2] numpy array, associated to the corresponding feature.

 

Training and Testing

Code for training and testing a CNN-based model mapping local information to 2D velocity is available at https://github.com/ARSControl/cnn_coverage.git.

 

Contact Information

If you are interested in any further information, please contact mattia.catellani@unimore.it.
DOI: 10.15468/dl.y9bzjk
title: Occurrence Download

description: A dataset containing 7317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Anteos maerula (Fabricius, 1775), Pterourus multicaudata multicaudata)"
 ]
}

 The dataset includes 7317 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016531-240906103802322/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.26981086.v1
title: <b>A Time-Varying Analysis of General Practice Prescribing in the COVID-19 Era: Lessons from Prescription Dynamics in a Pandemic</b> [Supplementary Materials]

description: The Supplementary Materials for a submitted manuscript: <b>A Time-Varying Analysis of General Practice Prescribing in the COVID-19 Era: Lessons from Prescription Dynamics in a Pandemic</b>
DOI: 10.15468/dl.jhjg9k
title: Occurrence Download

description: A dataset containing 6735 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.34_1",
 "TaxonKey is Lecanoromycetes"
 ]
}

 The dataset includes 6735 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016532-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tsrejw
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthopleura pallida Duchassaing & Michelotti, 1864"
 ]
}

 The dataset includes 42 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016533-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37qusy
title: Occurrence Download

description: A dataset containing 3646 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.10_1",
 "TaxonKey is Lecanoromycetes"
 ]
}

 The dataset includes 3646 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016535-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7csm6h
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversidad de anfibios en tres coberturas vegetales y su relación con actividades antrópicas (amenazas) presentes en el Parque Nacional Natural Tatamá y su área de influencia"
 ]
}

 The dataset includes 165 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016536-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eth8wj
title: Occurrence Download

description: A dataset containing 61150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bahamas",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 61150 records from 214 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016534-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/a0a-l1c-813
title: Chloroceryle americana americana

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.7910/dvn/1v4gwf
title: Replication Data for:

description: Background: Nasal irrigation with corticosteroids is a well-established adjunctive therapy following endoscopic sinus surgery (ESS) for chronic rhinosinusitis with nasal polyps (CRSwNP). However, the optimal irrigation volume remains uncertain. Large volumes (e.g 240mL) may improve sinonasal distribution, but could also increase discomfort, adverse effects, or unnecessary costs. This study aimed to compare the clinical efficacy and tolerability of two irrigation volumes—120 mL vs. 240 mL—of budesonide nasal irrigation following ESS in patients with CRSwNP.
Methods: This prospective, randomized, blinded trial included forty-four patients with CRSwNP following ESS in the first 60 days postoperative. Patients were randomized (1:1) to receive nasal irrigation containing saline plus budesonide (1mg/240mL), with either 120mL or 240mL twice a day. The Sino-Nasal Outcome Test-22 (SNOT‑22) and Lund‑Kennedy endoscopic score (LKS) were assessed preoperatively and at 30 and 60 days postoperatively. A questionnaire was used to record adverse events at postoperative visits.
Results: Forty‑two patients (aged 18–70 years, mean (SD): 50.6 (12.8); 21 per group) completed the trial. Both irrigation volumes significantly reduced SNOT-22 and LKS scores, with no significant differences between groups at any time point. Cough was more frequent in the 240 mL group at day 30, but this difference was not significant at day 60.
Conclusions: Budesonide irrigation with 120 mL or 240 mL was equally effective in the early postoperative period in improving symptoms and endoscopic findings. Higher-volume irrigation may cause more transient early adverse effects but appears well tolerated by day 60. Both regimens may be suitable for postoperative management of CRSwNP.
DOI: 10.5281/zenodo.17230821
title: Simulation data from "Dynamic modeling of coronal abundances during flares on M-dwarf stars"

description: Simulation data and code used to create the plots from the paper by Brooks et al., entitled "Dynamic modeling of coronal abundances during flares on M-dwarf stars".  

 

The code has been modified in the enhanced high-FIP case to change the abundances of elements with FIP > 10 eV.  

 

The naming convention is to first denote whether the high-FIP species have been enhanced or the low-FIP species depleted, followed by the loop length (e.g. L50 means a 50 Mm loop), and the cases with asymmetric heating have "_AsymmHeat" appended.  In those cases, the right leg of the loop receives exactly half the total heat as the left leg.
DOI: 10.5281/zenodo.17795908
title: Simulation data from "Dynamic modeling of coronal abundances during flares on M-dwarf stars"

description: Simulation data and code used to create the plots from the paper by Brooks et al., entitled "Dynamic modeling of coronal abundances during flares on M-dwarf stars".  

 

The code has been modified in the enhanced high-FIP case to change the abundances of elements with FIP > 10 eV.  

 

The naming convention is to first denote whether the high-FIP species have been enhanced or the low-FIP species depleted, followed by the loop length (e.g. L50 means a 50 Mm loop), and the cases with asymmetric heating have "_AsymmHeat" appended.  In those cases, the right leg of the loop receives exactly half the total heat as the left leg.
DOI: 10.15785/sbgrid/1220
title: X-Ray Diffraction data from Rv0097 with Fe and CADA bound, source of 9P9O structure

description: Native dataset
DOI: 10.3535/2y6-spw-s9v
title: Chloroceryle americana americana

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/twe-zhj-jhb
title: Chloroceryle americana americana

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/yj9-5be-m6l
title: Chloroceryle americana mathewsii

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.15468/dl.cfruw5
title: Occurrence Download

description: A dataset containing 206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hoplostethus atlanticus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1960",
 "Year is less than or equal to 1969"
 ]
}

 The dataset includes 206 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023396-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z8e34
title: Occurrence Download

description: A dataset containing 83603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "ProjectId is one of (DigInTCN, NHMLA_DISCO | DigInTCN)"
 ]
}

 The dataset includes 83603 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023378-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/xlx9f8
title: Upper crust shear velocity model of northern LA basin area

description: This model represents the shear‑wave velocity structure beneath the SB1 array of the BASIN project down to 10 km depth. Vertical and horizontal resolutions are 0.2 km. The model was obtained by inverting ambient noise Love wave data recorded by the SB1 array using the ambient noise differential adjoint tomography method. The resulting model has high resolution and correlates well with known geological units.
DOI: 10.3535/w25-1lt-2dq
title: Chloroceryle americana mathewsii

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/12a-g05-szf
title: Chloroceryle americana mathewsii

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/b8x-j48-rtv
title: Chloroceryle americana mathewsii

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/ax9-4ck-4bs
title: Chloroceryle americana americana

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/qan-5vx-jsk
title: Chloroceryle americana mathewsii

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/08m-tr8-78r
title: Chloroceryle americana mathewsii

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/2eg-nf7-hby
title: Chloroceryle americana mathewsii

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.15468/dl.82vxbt
title: Occurrence Download

description: A dataset containing 63094 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aramides cajanea",
 "Year 1975-2025"
 ]
}

 The dataset includes 63094 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023374-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vz5uwx
title: Occurrence Download

description: A dataset containing 1250 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lasiurus cinereus",
 "Year 1992-2025"
 ]
}

 The dataset includes 1250 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023397-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.