cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k54y4m
title: Occurrence Download

description: A dataset containing 18443 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Squamata",
 "TaxonKey is Crocodylia",
 "TaxonKey is Testudines",
 "TaxonKey is Sphenodontia",
 "TaxonKey is Amphibia"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "and" : [
 "DecimalLongitude is greater than 94.474538",
 "DecimalLongitude is less than 101.903073",
 "DecimalLatitude is greater than 5.6161971",
 "DecimalLatitude is less than 23.1932545273635",
 "Country is Myanmar"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 18443 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036874-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5258/soton/d3255
title: Final Survey Data for 'Exploring the factors that influence speakers' adoption or rejection of gender inclusive pronouns'

description: Qualtrics survey data for the doctoral thesis 'Exploring the factors that influence speakers’ adoption or rejection of gender inclusive pronouns' awarded by the University of Southampton, 2024.
DOI: 10.15468/dl.yrye6y
title: Occurrence Download

description: A dataset containing 487 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vipera ursinii (Bonaparte, 1835)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 487 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036875-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gs736t
title: Occurrence Download

description: A dataset listing the 10 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cylas formicarius (Fabricius, 1798)"
 ]
}

 The dataset's 10 records were derived from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036863-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/nzcz-p164
title: MageCode

description: We collected programming problems and their solutions from previous studies. After applying some pre-processing steps, we queried advanced LLMs, such as GPT4, with the collected problems to produce machine-generated codes, while the original solutions were labeled as human-written codes. Finally, the entire collected dataset was divided into training, validation, and test sets, ensuring that there is no overlap among these sets, meaning no solutions in two different sets that solve the same programming problem.
DOI: 10.15468/dl.2mkan6
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cervus elaphus corsicanus Erxleben, 1777",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036878-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h54fuz
title: Occurrence Download

description: A dataset containing 31162 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Squamata",
 "TaxonKey is Crocodylia",
 "TaxonKey is Testudines",
 "TaxonKey is Sphenodontia",
 "TaxonKey is Amphibia"
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "and" : [
 "DecimalLongitude is greater than 94.474538",
 "DecimalLongitude is less than 101.903073",
 "DecimalLatitude is greater than 5.6161971",
 "DecimalLatitude is less than 23.1932545273635",
 "Country is Thailand"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 10000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 31162 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036876-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13870022
title: EEG Data from a Within-Subjects Study Comparing P300 Speller Performance with Different Electrode Sets

description: The dataset contains EEG data of 10 participants who completed a P300 speller task with different electrode sets.

4 different electrode sets were used:



4-electrode set: Pz, POz, P7 and P8

6 -electrode set: Pz, POz, P3, P4, O1 and O2

8-electrode set: Cz, Pz, POz, P3, P4, O1, O2 and Oz

16-electrode set: FC1, FC2, C3, C4, Cz, CP1, CP2, Pz, POz, P3, P4, P7, P8, O1, O2 and Oz


Each participant completed 3 runs of the speller (i.e. copy-spelled 3 words) with each electrode set. 10 flashes per row and column were used for the first run of each set, 5 for the second run, and 3 for the third run. The order of the electrode sets was randomised. Subjects 1 to 5 completed the experiment in an office location with natural light, Subjects 6 to 10 completed the experiment in a different office location with artificial light.

An LDA classifier was trained on 2 calibration runs for each electrode set. For the 8-electrode set, an xDAWN spatial filter was used to reduce the 8 channels to 2 xDAWN components. For the 16-electrode set, an xDAWN spatial filter was used to reduce the 16 channels to 3 xDAWN components.

Each participant folder contains:



calibration-signal[1/2/s].ov - unprocessed EEG signals from P300 speller runs used to calibrate the BCI (i.e. train the LDA classifier and xDAWN spatial filter, where applicable), in Openvibe (.ov) file format, see details below

run-[x]-raw-[y].[ov/mat] – unprocessed EEG signals from [y] electrodes for a P300 speller run with [x] flashes per row and column in Openvibe (.ov) and Matlab (.mat) file formats, see details of the runs below

classifier[y].cfg - LDA classifier weights for [y] electrodes

spatial-filter[y].cfg - xDAWN spatial filter weights for [y] electrodes (xDAWN spatial filter only used for the 8- and 16-electrode sets)

log.txt - contains the performance in the P300 speller runs for all electrode sets


The .ov and .mat files contain data from the following runs:




Filename
Word to be copy-spelled
Number of flashes per row and column
Number of electrodes used
Feedback given to participant


calibration-signal1
THE
12
16
no


calibration-signal2
QUICK
12
16
no


calibration-signals
Concatenation of calibration-signal1 and calibration-signal2
 
 
 


run-[x]-raw-[y]
DANCE
x
y
yes




 

This research is supported by the Irish Research Council under project ID GOIPG/2020/692 and Science Foundation Ireland under grant number 12/RC/2289_P2.
DOI: 10.5281/zenodo.13870023
title: EEG Data from a Within-Subjects Study Comparing P300 Speller Performance with Different Electrode Sets

description: The dataset contains EEG data of 10 participants who completed a P300 speller task with different electrode sets.

4 different electrode sets were used:



4-electrode set: Pz, POz, P7 and P8

6 -electrode set: Pz, POz, P3, P4, O1 and O2

8-electrode set: Cz, Pz, POz, P3, P4, O1, O2 and Oz

16-electrode set: FC1, FC2, C3, C4, Cz, CP1, CP2, Pz, POz, P3, P4, P7, P8, O1, O2 and Oz


Each participant completed 3 runs of the speller (i.e. copy-spelled 3 words) with each electrode set. 10 flashes per row and column were used for the first run of each set, 5 for the second run, and 3 for the third run. The order of the electrode sets was randomised. Subjects 1 to 5 completed the experiment in an office location with natural light, Subjects 6 to 10 completed the experiment in a different office location with artificial light.

An LDA classifier was trained on 2 calibration runs for each electrode set. For the 8-electrode set, an xDAWN spatial filter was used to reduce the 8 channels to 2 xDAWN components. For the 16-electrode set, an xDAWN spatial filter was used to reduce the 16 channels to 3 xDAWN components.

Each participant folder contains:



calibration-signal[1/2/s].ov - unprocessed EEG signals from P300 speller runs used to calibrate the BCI (i.e. train the LDA classifier and xDAWN spatial filter, where applicable), in Openvibe (.ov) file format, see details below

run-[x]-raw-[y].[ov/mat] – unprocessed EEG signals from [y] electrodes for a P300 speller run with [x] flashes per row and column in Openvibe (.ov) and Matlab (.mat) file formats, see details of the runs below

classifier[y].cfg - LDA classifier weights for [y] electrodes

spatial-filter[y].cfg - xDAWN spatial filter weights for [y] electrodes (xDAWN spatial filter only used for the 8- and 16-electrode sets)

log.txt - contains the performance in the P300 speller runs for all electrode sets


The .ov and .mat files contain data from the following runs:




Filename
Word to be copy-spelled
Number of flashes per row and column
Number of electrodes used
Feedback given to participant


calibration-signal1
THE
12
16
no


calibration-signal2
QUICK
12
16
no


calibration-signals
Concatenation of calibration-signal1 and calibration-signal2
 
 
 


run-[x]-raw-[y]
DANCE
x
y
yes




 

This research is supported by the Irish Research Council under project ID GOIPG/2020/692 and Science Foundation Ireland under grant number 12/RC/2289_P2.
DOI: 10.15468/dl.jqrqek
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myotis punicus Felten, Spitzenberger & Storch, 1977",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 548 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036879-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13870227
title: Source code for CPBS Report 23UNM03 - Enhancing Collaboration through Web-based Visualization and Analysis of Traffic Crash Data

description: Python source code for the crash mapping web application.
DOI: 10.5281/zenodo.13870228
title: Source code for CPBS Report 23UNM03 - Enhancing Collaboration through Web-based Visualization and Analysis of Traffic Crash Data

description: Python source code for the crash mapping web application.
DOI: 10.5281/zenodo.12688235
title: Impact of Realistic Noise Scenarios on Auditory Selective Attention Switch in a Virtual Classroom Environment

description: General

The audio-visual Auditory Selective Attention VR - Noise (avASANoise) project serves to investigate the impact of realistic noise on auditory selective attention switch in a close-to-real-life classroom setting. This dataset consists of a Unity project and Matlab code used to collect data on the voluntary switching of auditory selective attention in a virtual reality classroom scenario.

The dataset contains:

    Unity project for audiovisual display and the experiment structure    Matlab code for experiment preparation and HpFT measurement    Data collected in the experiment (experiment performance, head tracking, questionnaires)

Experiment preparation using Matlab

The code and software used to prepare the experiment is provided in the folder "matlab_avASANoise".

The Matlab code used to prepare the trials for each participant as well as to measure the HpTFs. For the HpTF measurements, the  ITA Toolbox for Matlab was used and is provided (https://git.rwth-aachen.de/ita/toolbox). A developmental version of Virtual acoustics (VA) 2021a (https://www.virtualacoustics.org/VA/overview/) is provided.

Software requirements:

    Matlab 2020a or higher    ITA Toolbox for Matlab installed

Experiment conduction in Unity

The Unity project is provided in the folder "unity_avASANoise".

Therefore, a virtual classroom with some basic furniture is provided. The used models, prefabs and plugins can be found in the Assets folder.

The acoustic stimuli for the task are taken from Loh and Fels 2023 "ChildASA dataset: Speech and Noise Material fpr Child-appropriate Paradigms on Auditory Selective Attention" https://doi.org/10.18154/RWTH-2023-00740. Noise stimuli are provided within the Unity Assets folder.

This Unity project was intended for the use in virtual reality using an HMD and respective controllers for input. However, it can also be used on a desktop pc. The mode can be changed using the "VRMode" toggle as described below.The audio reproduction is realized using the Unity plugin for Virtual Acoustics (VA, http://www.virtualacoustics.org/ and https://git.rwth-aachen.de/ita/vaunity_package).

Software requirements:

    Unity 2019.4.21.f1.    SteamVR 1.19.7    Virtual Acoustics v2021a, VAUnity: https://git.rwth-aachen.de/ita/VAUnity

Data evaluation

The collected data is provided in the folder "dataEvaluation_avASANoise". This folder contains three types of data: the raw data collected in the experiment (reaction times and error rates), the head tracking data and responses from the simulator sickness questionnaire (before and after the experiment) and the igroup presence questionnaire (after the experiment). Matlab code for the evaluation of the head tracking data and the questionnaires is provided.
DOI: 10.15468/dl.nkm5hy
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Archaeolacerta bedriagae (Camerano, 1885)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 364 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036880-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w392hm
title: Occurrence Download

description: A dataset containing 4098 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leporinus friderici (Bloch, 1794)"
 ]
}

 The dataset includes 4098 records from 107 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036881-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13870212
title: Test Entrez PPI
DOI: 10.5281/zenodo.13870213
title: Test Entrez PPI
DOI: 10.15468/dl.gnyh8s
title: Occurrence Download

description: A dataset containing 443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euleptes europaea (Gené, 1839)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 443 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036882-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/6f7b-zb10
title: Hierachical Labels for CAPG-GP dataset

description: CAPG Grocery Product (CAPG-GP) is a grocery product dataset with 102 fine-grained classes. We organize these 102 classes into five categories based on brands to create hierarchical labels. The original CAPG-GP dataset was first published in 'Fine-Grained Grocery Product Recognition by One-Shot Learning' by Geng et al. in 2018. The original dataset is publicly available at http://zju-capg.org/capg-gp.html. The training dataset consists of 107 single-product images taken under ideal laboratory conditions, while the testing dataset contains 234 shelf images from two different stores, each showing multiple products captured with a mobile device. Our capg_labels.txt file contains lines where each line consists of a brand_id, instance_class_id, and at least one image_filename.
DOI: 10.15468/dl.vhsbrr
title: Occurrence Download

description: A dataset containing 3380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Podarcis siculus (Rafinesque-Schmaltz, 1810)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 3380 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036885-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7qamm
title: Occurrence Download

description: A dataset containing 1512208412 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 1512208412 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036599-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mszxef
title: Occurrence Download

description: A dataset containing 16285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bryophyta",
 "Geometry POLYGON((-80 -60, -42 -60, -42 -75, -80 -75, -80 -60))"
 ]
}

 The dataset includes 16285 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036884-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wfzfsr
title: Occurrence Download

description: A dataset containing 42454 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tadarida brasiliensis (I.Geoffroy, 1824)"
 ]
}

 The dataset includes 42454 records from 243 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036883-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94xvdw
title: Occurrence Download

description: A dataset containing 1277 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Speleomantes strinatii (Aellen, 1958)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 1277 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036886-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6sq6yz
title: Occurrence Download

description: A dataset containing 1322217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Audio",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1322217 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036831-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4g5pvz
title: Occurrence Download

description: A dataset containing 2367 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Chronicle of Nature - Phenology of Birds of Kaniv Nature Reserve"
 ]
}

 The dataset includes 2367 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036887-240906103802322/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.25731612
title: Supplementary Table 4: Information on southern damselflies samples used for the ATG.

description: Information on southern damselflies samples used for the ATG. Sample ID, Year of sampling, Sampling site name and coordinates (WGS84), the metaplex used to tag the sample, the total and filtered number of sequences retrieved, the number of couples of probes completely (+ and - probe), partly (+ or - probe) or not at all found in the cleaned reads. Samples corresponding to metaplexes MP2-BC07, MP2-BC08, MP2-BC09 and MP2-BC10 which had to be withdrawn due to low numbers of reads, are shown in red. Northern France samples used for population genetic analyses in the present paper appear in bold face.
DOI: 10.6084/m9.figshare.25731612.v1
title: Supplementary Table 4: Information on southern damselflies samples used for the ATG.

description: Information on southern damselflies samples used for the ATG. Sample ID, Year of sampling, Sampling site name and coordinates (WGS84), the metaplex used to tag the sample, the total and filtered number of sequences retrieved, the number of couples of probes completely (+ and - probe), partly (+ or - probe) or not at all found in the cleaned reads. Samples corresponding to metaplexes MP2-BC07, MP2-BC08, MP2-BC09 and MP2-BC10 which had to be withdrawn due to low numbers of reads, are shown in red. Northern France samples used for population genetic analyses in the present paper appear in bold face.
DOI: 10.15468/dl.nyzmf5
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lissotriton italicus (Peracca, 1898)",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036888-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48544/c793f230-7478-4a2c-8100-797ff09a31a1
title: Maastricht University TutorKit
DOI: 10.15468/dl.4b3cp7
title: Occurrence Download

description: A dataset containing 1034 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Nuphar advena (Aiton) Aiton"
 ]
}

 The dataset includes 1034 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036889-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5td43
title: Occurrence Download

description: A dataset containing 78 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leporinus klausewitzi Géry, 1960"
 ]
}

 The dataset includes 78 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036890-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9wxskb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salamandra atra pasubiensis Bonato & Steinfartz, 2005",
 "HasCoordinate is true",
 "Year is greater than or equal to 2013",
 "Year is less than or equal to 2018"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036891-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.