cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16538184
title: Preprocessed EEG Data for for the Study "Brain Network Differences in Second Language Learning  Depend on Individual Competencies"

description: This dataset contains preprocessed EEG data used in the manuscript "Brain Network Differences in Second Language Learning Depend on Individual Competencies" (currently under review).

Data contents (Zenodo):

- Preprocessed EEG data (`.set`, `.fdt`) for all participants, organized by session:  - `pre/` — EEG data before learning  - `post/` — EEG data after learning    The filename structure is `[SubjectID]_pre.set/.fdt` and `[SubjectID]_post.set/.fdt`. Subject IDs match those in:  - `demographic.xlsx`  - `vocabulary_test_data.csv`  - `Fit Segmentation.04.(06).GroupXColumnsAsFactors.csv` (located on OSF)

- GFP/GMD input for RAGU:  - `ragu_exp.mat` — MATLAB data structure used for topographic ANOVA

---

Preprocessing Details:

Preprocessing was performed using EEGLAB (version 2024.1; Delorme & Makeig, 2004) and ERPLAB (version 12.00; Lopez-Calderon & Luck, 2014).

The following steps were applied:

- Downsampling to 250 Hz  - Band-pass filtering (0.1–35 Hz)  - Continuous artifact rejection using a peak-to-peak threshold of 150 µV (400 ms window)  - Interpolation of bad channels  - Re-referencing to the common average  - Epoching from -200 ms to 800 ms (stimulus-locked)  - Baseline correction (-200 to 0 ms)  - Epoch-level artifact rejection using a fixed ±150 µV amplitude threshold  - Detection of eye-blink artifacts using frontal electrodes (Fp1, Fp2) via cross-covariance detection (`pop_artblink`)  

On average, 302 ± 68 pre-learning and 305 ± 64 post-learning epochs were retained per participant after preprocessing.

The data were recorded with a 64-channel RNet system (Brain Products GmbH).

Full details on EEG acquisition (electrode layout, referencing, impedance control, recording hardware) are provided in the manuscript.

---

Related project:

The full analysis pipeline, including:- behavioral and EEG analysis scripts,- figures and statistics,- `demographic.xlsx`,- `vocabulary_test_data.csv`, and- `Fit Segmentation.04.(06).GroupXColumnsAsFactors.csv`

… is available via the OSF Repository

---

Contact:

For questions or additional access, contact: skieresznicole@gmail.com
DOI: 10.6084/m9.figshare.29086604
title: <b>GTCNNWR:</b><b> </b><b>Geographically and Temporally Convolutional Neural Network Weighted Regression for Accurate Spatiotemporal Modelling on Uneven Data</b>

description: This repository provides the official implementation of the Geographically and Temporally Convolutional Neural Network Weighted Regression (GTCNNWR) model, which addresses spatiotemporal non-stationarity through a novel architecture combining global spatiotemporal division (GSPG/GTPA) with specialized convolutional neural networks and weighted neural networks. The included code features model definitions, training pipelines, and evaluation scripts that demonstrate the model's enhanced robustness for unevenly distributed spatiotemporal data, as validated through both simulated and environmental datasets.
DOI: 10.6084/m9.figshare.29086604.v1
title: <b>GTCNNWR:</b><b> </b><b>Geographically and Temporally Convolutional Neural Network Weighted Regression for Accurate Spatiotemporal Modelling on Uneven Data</b>

description: This repository provides the official implementation of the Geographically and Temporally Convolutional Neural Network Weighted Regression (GTCNNWR) model, which addresses spatiotemporal non-stationarity through a novel architecture combining global spatiotemporal division (GSPG/GTPA) with specialized convolutional neural networks and weighted neural networks. The included code features model definitions, training pipelines, and evaluation scripts that demonstrate the model's enhanced robustness for unevenly distributed spatiotemporal data, as validated through both simulated and environmental datasets.
DOI: 10.5517/ccdc.csd.cc2qdcq7
title: CCDC 2514339: Experimental Crystal Structure Determination

description: Related Article: Zhenyu Yan|2025|CSD Communication|||
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.cc2qdcr8
title: CCDC 2514340: Experimental Crystal Structure Determination

description: Related Article: Zhenyu Yan|2025|CSD Communication|||
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.cc2qdcs9
title: CCDC 2514341: Experimental Crystal Structure Determination

description: Related Article: Zhenyu Yan|2025|CSD Communication|||
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.p2wdgs
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Allium macrostemon",
 "Year 1970-2000"
 ]
}

 The dataset includes 160 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069230-251120083545085/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.30971290
title: <b>Evaluating Economic and Social Incentive Effectiveness for Community Participation in Yamuna River Rejuvenation for Sustainable Urban River Basin Management (Dataset)</b>

description: Evaluating Economic and Social Incentive Effectiveness for Community Participation in Yamuna River Rejuvenation for Sustainable Urban River Basin Management (Dataset)
DOI: 10.6084/m9.figshare.30971290.v1
title: <b>Evaluating Economic and Social Incentive Effectiveness for Community Participation in Yamuna River Rejuvenation for Sustainable Urban River Basin Management (Dataset)</b>

description: Evaluating Economic and Social Incentive Effectiveness for Community Participation in Yamuna River Rejuvenation for Sustainable Urban River Basin Management (Dataset)
DOI: 10.48328/tudatalib-2000
title: Data for In-line Production Testing of Sandwich Panels using Air-Coupled Ultrasound

description: Lightweight steel-polyisocyanurate (PIR) foam sandwich panels are used in industrial construction of buildings, since they are inexpensive, easy to build, and have good insulation. However, air voids or delaminations in the foam core that form during production can negatively impact their structural properties. Detecting such defects in-process non-destructively during the production remains a challenge. This work uses air-coupled ultrasound for the in-line defect detection in steel-PIR sandwich panels, by exciting and receiving guided Lamb waves propagating in the steel face sheet to identify local amplitude changes caused by air voids in the foam core. Two systems are investigated: First, a laboratory prototype employing a transmission phased array together with a laser Doppler vibrometer (LDV) for reception at 40 kHz for comparison with previous work, and second, an industrial prototype better optimized for the production environment using air-coupled ultrasonic transducers for reception at 216 kHz. In total 49 artificial test defects, which are inserted into the production line, are evaluated for testing these systems. With the laboratory prototype employing the LDV, all tested artificial air void defects are detected by an approx. 25% amplitude change at the defect locations. The industrial prototype with the ultrasonic transducer for reception detected an amplitude increase of 10% to 40% at most of the test defects. These results demonstrate that air-coupled ultrasound enables non-destructive detection of foam defects under real production conditions.
DOI: 10.15468/dl.ta5rkc
title: Occurrence Download

description: A dataset containing 5881326 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.continent = 'EUROPE'
 AND occurrence.occurrencestatus = 'PRESENT'
 AND occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 5881326 records were derived from 33911 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0069227-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njy4f5
title: Occurrence Download

description: A dataset containing 1226 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anneslea fragrans Wall."
 ]
}

 The dataset includes 1226 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005241-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vnem96
title: Occurrence Download

description: A dataset containing 15485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands)",
 "TaxonKey is one of (Bovidae)"
 ]
}

 The dataset includes 15485 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0343415-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u8mfy5
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anneslea donnaiensis (Gagnep.) Kobuski"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005240-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x3yo3a
title: Occurrence Download

description: A dataset containing 489 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhombomys Wagner, 1841"
 ]
}

 The dataset includes 489 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012492-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qv6mj2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Amborella trichopoda Baill.",
 "Year 2011-2020"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117165-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fkmdmf
title: Occurrence Download

description: A dataset containing 37618 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ursus americanus Pallas, 1780"
 ]
}

 The dataset includes 37618 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059062-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ghtwv8
title: Occurrence Download

description: A dataset containing 300020 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is American Samoa",
 {
 "or" : [
 "License is CC-BY 4.0",
 "License is CC0 1.0"
 ]
 }
 ]
}

 The dataset includes 300020 records from 271 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0347113-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.is71fx
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 2) Relative contents of planktonic foraminifera in bottom sediments from the Ashadze-1 Hydrothermal Field"
 ]
}

 The dataset includes 121 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006300-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9nx7j
title: Occurrence Download

description: A dataset containing 38434 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Populus tremuloides Michx."
 ]
}

 The dataset includes 38434 records from 346 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059055-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rk9jv4
title: Occurrence Download

description: A dataset containing 19039 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is cariaco-phytoplankton"
 ]
}

 The dataset includes 19039 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121577-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oc1xv2
title: Occurrence Download

description: A dataset containing 1514 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON ((-16.5234375 -21.616579336740593, -16.5234375 17.644022027872726, -2.109375 17.644022027872726, -2.109375 -21.616579336740593, -16.5234375 -21.616579336740593))",
 "Geometry POLYGON ((-10.37109375 35.17380831799959, -10.37109375 44.84029065139799, 4.21875 44.84029065139799, 4.21875 35.17380831799959, -10.37109375 35.17380831799959))"
 ]
 },
 "TaxonKey is Juniperus sabina L."
 ]
}

 The dataset includes 1514 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006300-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.252j4j
title: Occurrence Download

description: A dataset containing 72768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((20.54795 55.02704,20.19921 55.04554,19.90067 54.98477,19.96408 54.53175,20.28376 54.38909,20.63513 54.34682,21.14767 54.38645,21.647 54.42608,21.71305 54.67442,20.75514 54.91754,20.54795 55.02704))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 72768 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059056-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4kxzw8
title: Occurrence Download

description: A dataset containing 15595 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "CoordinateUncertaintyInMeters 0.0-109.0",
 "Country is United States of America",
 {
 "or" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is Pl@ntNet automatically identified occurrences",
 "DatasetKey is Pl@ntNet observations"
 ]
 },
 "GadmGid is USA.13_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2019-2020"
 ]
}

 The dataset includes 15595 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108464-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2qboxh
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Afrixalus wittei (Laurent, 1941)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 52 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006300-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85wbbt
title: Occurrence Download

description: A dataset containing 100201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-111.7944 33.76114,-113.06772 27.05179,-105.62368 27.00817,-106.02152 34.39024,-111.7944 33.76114))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rodentia"
 ]
}

 The dataset includes 100201 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059063-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rsv3bf
title: Occurrence Download

description: A dataset containing 4652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "CoordinateUncertaintyInMeters 0.0-16400.0",
 "Geometry POLYGON((-170.85663 7.82529,-28.49304 7.82529,-28.49304 80.4285,-170.85663 80.4285,-170.85663 7.82529))",
 "HasCoordinate is true",
 "TaxonKey is Lynx Kerr, 1792",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4652 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020891-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.os1x3x
title: Occurrence Download

description: A dataset containing 3505 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhizophora mangle L."
 ]
}

 The dataset includes 3505 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006301-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub8zzu
title: Occurrence Download

description: A dataset containing 100201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-111.7944 33.76114,-113.06772 27.05179,-105.62368 27.00817,-106.02152 34.39024,-111.7944 33.76114))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rodentia"
 ]
}

 The dataset includes 100201 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059224-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66c8yy
title: Occurrence Download

description: A dataset containing 2777 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Maranta arundinacea L."
 ]
}

 The dataset includes 2777 records from 182 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117154-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apkutj
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Year 1981-2020",
 "TaxonKey is Tamandua mexicana (Saussure, 1860)"
 ]
}

 The dataset includes 207 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048606-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4smih
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia congesta subsp. cliftoniana (W.Fitzg.) Maslin",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038861-191105090559680/datasets/export for details.
DOI: 10.15468/dl.bt4afe
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia lachnophylla F.Muell.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038953-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ljbbjh
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia lasiocarpa Benth.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 153 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038957-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.