cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fyfsk8
title: Occurrence Download

description: A dataset containing 523 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tuberculatus annulatus (Hartig, 1841))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 523 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042231-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rf84mx
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Costa Rica, Nicaragua, Panama, Venezuela (Bolivarian Republic of), Ecuador, Belize)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bactris guineensis (L.) H.E.Moore"
 ]
}

 The dataset includes 82 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0067217-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7w2xtn
title: Occurrence Download

description: A dataset containing 14403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Melissa officinalis L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14403 records from 280 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012842-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g2w877
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxicesta chamoenices (Herrich-Schäffer, 1852)"
 ]
}

 The dataset includes 11 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091506-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8vgp4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apterygiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((30 60,60 60,60 90,30 90,30 60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058510-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17219514
title: DTU-Denmark: Thermophile protein dataset (>= 50 degrees Celsius)

description: This dataset contains all proteins expressed by thermophilic organisms with an average temperature optimum of ≥50 °C.

 

Key takeaway:The dataset is broadly applicable to bioinformatics research that involves identifying thermostable proteins or studying thermophilic organisms.

It serves as a valuable starting point for researchers searching for thermostable homologs of specific proteins, since proteins expressed by thermophiles naturally provide a strong baseline for thermostability.

 

 

The list of thermophilic organisms used to construct the dataset was obtained from ThermoBase (https://togodb.org/db/thermobase).

 

This dataset was generated by the DTU BioBuilders 2025 iGEM team, with the specific aim of identifying thermostable homologs of the nylon-6-degrading enzyme NylC.

 

Further details are available on the Model page of the 2025 DTU BioBuilders Wiki:https://2025.igem.wiki/dtu-denmark/model

 

The scripts used to generate this dataset are available in the team’s GitLab repository under the ThermoBase_dataset subfolder:https://gitlab.igem.org/2025/software-tools/dtu-denmark

 

Also, be sure to check out the generative protein diffusion model (Axolotl), which was trained based on an altered version of this thermophile protein data:https://zenodo.org/records/17274294
DOI: 10.5281/zenodo.17219515
title: DTU-Denmark: Thermophile protein dataset (>= 50 degrees Celsius)

description: This dataset contains all proteins expressed by thermophilic organisms with an average temperature optimum of ≥50 °C.

 

Key takeaway:The dataset is broadly applicable to bioinformatics research that involves identifying thermostable proteins or studying thermophilic organisms.

It serves as a valuable starting point for researchers searching for thermostable homologs of specific proteins, since proteins expressed by thermophiles naturally provide a strong baseline for thermostability.

 

 

The list of thermophilic organisms used to construct the dataset was obtained from ThermoBase (https://togodb.org/db/thermobase).

 

This dataset was generated by the DTU BioBuilders 2025 iGEM team, with the specific aim of identifying thermostable homologs of the nylon-6-degrading enzyme NylC.

 

Further details are available on the Model page of the 2025 DTU BioBuilders Wiki:https://2025.igem.wiki/dtu-denmark/model

 

The scripts used to generate this dataset are available in the team’s GitLab repository under the ThermoBase_dataset subfolder:https://gitlab.igem.org/2025/software-tools/dtu-denmark

 

Also, be sure to check out the generative protein diffusion model (Axolotl), which was trained based on an altered version of this thermophile protein data:https://zenodo.org/records/17274294
DOI: 10.15468/dl.5geerb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Musophagiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-180 0,-150 0,-150 30,-180 30,-180 0))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058511-250920141307145/datasets/export for details.
DOI: 10.5281/zenodo.17287924
title: AirTrackSim'25: A Synthetic Multi-View Tracking Dataset for Automated Airport Visual Surveillance

description: The AirTrackSim25 dataset is a synthetic dataset designed for research in multi-object tracking (MOT) and object detection in the context of automated airport visual surveillance. The dataset was generated using the AirTrackSim'25 simulation framework, which is capable of rendering photorealistic images of an airport environment from multiple perspectives. The AirTrackSim'25 dataset only consists of images (and annotations), which are Creations of Imagery rendered from the TurboSquid model “London Heathrow Airport – LHR” (ID 1543630).

The dataset is designed to help advance the development of tracking algorithms by providing a diverse set of training and testing sequences with a focus on small object detection, especially for aircraft in a busy airport environment.



Licence
The AirTrackSim'25 dataset is released to academic and non-academic entities for non-commercial purposes such as academic research, teaching, scientific publications or personal experimentation.

This dataset is made freely available to academic and non-academic entities for non-commercial purposes such as academic research, teaching, scientific publications, or personal experimentation. Permission is granted to use the data given that you agree:

* That the dataset comes “AS IS”, without express or implied warranty. Although every effort has been made to ensure accuracy, we (AIT Austrian Institute of Technology GmbH) do not accept any responsibility for errors or omissions.* That you include a reference to the AirTrackSim25 Dataset in any work that makes use of the dataset. For research papers, cite our preferred publication as listed on our website; for other media cite our preferred publication as listed on our website or link to our website.* That you do not distribute this dataset or modified versions. It is permissible to distribute derivative works in as far as they are abstract representations of this dataset (such as models trained on it or additional annotations that do not directly include any of our data) and do not allow to recover the dataset or something similar in character.* That you may not use the dataset or any derivative work for commercial purposes as, for example, licensing or selling the data, or using the data with a purpose to procure a commercial gain.* That all rights not expressly granted to you are reserved by us (AIT Austrian Institute of Technology GmbH).
Restrictions:



Use is limited to teaching, scholarship, and research (editorial use).

Commercial, promotional, advertising, or merchandising uses are not permitted.

Not for use as stock media, templates, or clip-art.

No endorsement by any brand or rights holder is implied.
DOI: 10.5281/zenodo.17287923
title: AirTrackSim'25: A Synthetic Multi-View Tracking Dataset for Automated Airport Visual Surveillance

description: The AirTrackSim25 dataset is a synthetic dataset designed for research in multi-object tracking (MOT) and object detection in the context of automated airport visual surveillance. The dataset was generated using the AirTrackSim'25 simulation framework, which is capable of rendering photorealistic images of an airport environment from multiple perspectives. The AirTrackSim'25 dataset only consists of images (and annotations), which are Creations of Imagery rendered from the TurboSquid model “London Heathrow Airport – LHR” (ID 1543630).

The dataset is designed to help advance the development of tracking algorithms by providing a diverse set of training and testing sequences with a focus on small object detection, especially for aircraft in a busy airport environment.



Licence
The AirTrackSim'25 dataset is released to academic and non-academic entities for non-commercial purposes such as academic research, teaching, scientific publications or personal experimentation.

This dataset is made freely available to academic and non-academic entities for non-commercial purposes such as academic research, teaching, scientific publications, or personal experimentation. Permission is granted to use the data given that you agree:

* That the dataset comes “AS IS”, without express or implied warranty. Although every effort has been made to ensure accuracy, we (AIT Austrian Institute of Technology GmbH) do not accept any responsibility for errors or omissions.* That you include a reference to the AirTrackSim25 Dataset in any work that makes use of the dataset. For research papers, cite our preferred publication as listed on our website; for other media cite our preferred publication as listed on our website or link to our website.* That you do not distribute this dataset or modified versions. It is permissible to distribute derivative works in as far as they are abstract representations of this dataset (such as models trained on it or additional annotations that do not directly include any of our data) and do not allow to recover the dataset or something similar in character.* That you may not use the dataset or any derivative work for commercial purposes as, for example, licensing or selling the data, or using the data with a purpose to procure a commercial gain.* That all rights not expressly granted to you are reserved by us (AIT Austrian Institute of Technology GmbH).
Restrictions:



Use is limited to teaching, scholarship, and research (editorial use).

Commercial, promotional, advertising, or merchandising uses are not permitted.

Not for use as stock media, templates, or clip-art.

No endorsement by any brand or rights holder is implied.
DOI: 10.15468/dl.m9xfa4
title: Occurrence Download

description: A dataset containing 23354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Nothoscordum Kunth)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 23354 records from 329 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011158-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj8nhw
title: Occurrence Download

description: A dataset containing 131063 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ophioglossales)",
 "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 131063 records from 938 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011134-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6v9uvj
title: Occurrence Download

description: A dataset containing 23722 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Yponomeuta padella Linnaeus, 1758"
 ]
}

 The dataset includes 23722 records from 268 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000262-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8rvcxv
title: Occurrence Download

description: A dataset containing 345 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elachistocleis cesarii (Miranda-Ribeiro, 1920)"
 ]
}

 The dataset includes 345 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000263-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m858z3
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "TaxonKey is one of (Anoplophora glabripennis (Motschulsky, 1854), BOLD:AAC5728)",
 "Year 1950-2015",
 "HasCoordinate is true"
 ]
}

 The dataset includes 30 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000265-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rmhbys
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Amnicola limosus (Say, 1817))",
 "StateProvince is West Virginia"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000266-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.esrr9v
title: Occurrence Download

description: A dataset containing 1292 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachemys dorbigni (Duméril & Bibron, 1835)"
 ]
}

 The dataset includes 1292 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000267-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwbw8v
title: Occurrence Download

description: A dataset containing 110383 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campanula rapunculoides L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 110383 records from 697 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000249-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucdcc4
title: Occurrence Download

description: A dataset containing 12647 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bufo gargarizans Cantor, 1842"
 ]
}

 The dataset includes 12647 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000270-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13023/2024.alum.54
title: Wine, Other

description: Includes data on the aluminum content of wine.
DOI: 10.15468/dl.cq7bgn
title: Occurrence Download

description: A dataset containing 2422263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "HasCoordinate is true",
 "Year is 2013",
 "Month is January"
 ]
}

 The dataset includes 2422263 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000255-250226161807615/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.27316179
title: Paired On-site and Estimated Wet Bulb Globe Temperatures (WBGT) at U.S. High Schools.

description: The dataset contains paired wet bulb globe temperature (WBGT) measurements collected on-site and with a smartphone application. The data were collected from 26 high schools in 11 states between August 1 and September 30, 2023.
DOI: 10.15468/dl.3p3wf3
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Galba dalli (F.C.Baker, 1907))",
 "StateProvince is West Virginia"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000273-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvd4r8
title: Occurrence Download

description: A dataset containing 8454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is one of (South America, North America)",
 "OccurrenceStatus is Present",
 "TaxonKey is Gaviiformes"
 ]
}

 The dataset includes 8454 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000271-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcaw5v
title: Occurrence Download

description: A dataset containing 6230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "Geometry POLYGON((0 0,73.9 0,73.9 18.5,0 18.5,0 0))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is November",
 "OccurrenceStatus is Present",
 "Year 2019-2019"
 ]
}

 The dataset includes 6230 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000272-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hajm2p
title: Occurrence Download

description: A dataset containing 1511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Croatia",
 "OccurrenceStatus is Present",
 "TaxonKey is Testudines"
 ]
}

 The dataset includes 1511 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000275-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bq27er
title: Occurrence Download

description: A dataset containing 4395 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Collemataceae"
 ]
}

 The dataset includes 4395 records from 102 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000277-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9j87ku
title: Occurrence Download

description: A dataset containing 3690 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Croatia",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 3690 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000278-250226161807615/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/x5wsg5h7m3.1
title: Qualitative Interviews About Antibiotics Decisions in Older Adults

description: Datasets for the manuscript title: Older adults’ and caregivers’ perceptions about urinary tract infection and asymptomatic bacteriuria guidelines: a qualitative exploration. It includes 30 interview transcripts and associated files.
DOI: 10.17632/xknhpz5t96.2
title: Raw dataset with accelerometer, gyroscope and magnetometer data for activities with motion

description: This raw dataset presents the data related to the walking, running, standing, walking upstairs, and walking downstairs captured with accelerometer, gyroscope and magnetometer sensors available in off-the-shelf mobile devices.
DOI: 10.17632/b9vptj5cb7.1
title: Сold nuclear fusion

description: The processes occurring during a thunderstorm, namely the formation of linear lightning, are investigated. The processes occurring in clouds are considered. The physics of processes in toroidal vortices is described. Further studies confirmed the chain of electrochemical reactions and also the chain of nuclear reactions. The mechanism of beta decay and the appearance of high-energy protons in linear lightning is investigated. The conditions for the upcoming experiment are set.
DOI: 10.17632/jmzn4898xt.1
title: Data for: Complementary use of pulsed and continuous wave emission modes to stabilize melt pool geometry in selective laser melting

description: Melt pool area acquired for the three different processing strategies.
DOI: 10.17632/sv3vg8g755.1
title: sales dataset

description: This dataset comprises essential data fields including Product ID, Product Code, Date, Order Demand, Promo, State Holiday, and School Holiday. With detailed records of sales transactions, this dataset facilitates robust predictive modeling for forecasting retail sales trends and patterns. Time-stamped data enables analysis of seasonal variations, while indicators like Promo and Holiday flags offer insights into the impact of promotions and holidays on sales. Researchers and retail professionals can utilize this dataset to develop accurate sales forecasting models, optimize promotional strategies, and improve demand planning. By understanding customer behavior in response to various factors, such as promotions and holidays, businesses can enhance decision-making processes and achieve better sales performance.