cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18600458
title: THEORETICAL AND METHODOLOGICAL FOUNDATIONS FOR DEVELOPING VOCAL-PERFORMANCE COMPETENCE IN FUTURE MUSIC TEACHERS THROUGH CHILDREN'S SONGS

description: This article provides an in-depth analysis of the theoretical and methodological foundations for developing vocal-performance competence in future music teachers through the process of learning children's songs. Children's songs, with their simple melodic structure, rhythmic simplicity, and emotional richness, enable the simultaneous formation of students' vocal technique, musical hearing, intonation accuracy, emotional expressiveness, and pedagogical approach skills. The article extensively covers psychological-pedagogical theories (Vygotsky, Piaget, Gardner, and others), foreign and national experiences, as well as modern concepts of music education. The proposed approach can serve as an effective tool for improving the quality of higher music-pedagogical education.
DOI: 10.5281/zenodo.18600459
title: THEORETICAL AND METHODOLOGICAL FOUNDATIONS FOR DEVELOPING VOCAL-PERFORMANCE COMPETENCE IN FUTURE MUSIC TEACHERS THROUGH CHILDREN'S SONGS

description: This article provides an in-depth analysis of the theoretical and methodological foundations for developing vocal-performance competence in future music teachers through the process of learning children's songs. Children's songs, with their simple melodic structure, rhythmic simplicity, and emotional richness, enable the simultaneous formation of students' vocal technique, musical hearing, intonation accuracy, emotional expressiveness, and pedagogical approach skills. The article extensively covers psychological-pedagogical theories (Vygotsky, Piaget, Gardner, and others), foreign and national experiences, as well as modern concepts of music education. The proposed approach can serve as an effective tool for improving the quality of higher music-pedagogical education.
DOI: 10.5281/zenodo.18022529
title: XBAT+ Datasets for WEEE Identification and Battery Detection and Classification

description: This release of XBAT+ (Advanced Robotics and Artificial Intelligence for Critical Raw Materials Recycling in the Circular Economy) provides annotated training and test datasets composed of images of static WEEE devices with and/or without batteries. These training and test datasets are grouped as High-Quality (HQ), Varying-Quality (VQ) and Red-Green-Blue (RGB) datasets. The HQ datasets consist of expert-selected X-ray images derived from the VQ datasets. The RGB datasets contain images acquired using an UltraSharp Dell webcam. The VQ datasets comprise X-ray images captured at multiple tube-voltage settings, without expert visual selection. 

As of  December 2025, XBAT+ defined 50 categories of battery-containing WEEE devices, manually sorted from cages of mixed WEEE, during visits at KMK Metals Recycling Limited and Mungret Civic Amenity Centre, as well as during Limerick City and University of Limerick collection events. This XBAT+ 1.0 release was extracted from 15 categories (classes), each represented by more than five devices. Within each of these 15 categories, 20% of images were selected for the test subset. The overall test set was then formed by combining these per-category subsets, to ensure the test data are representative across categories. The remaining images from each category were combined to form the training set.

The uploaded ZIP files, raw_XBAT+_v1.0_ ... .zip and res_XBAT+_v1.0_ ... .zip, include raw and resized data organized as follows:





HQ Datasets





Test data: 91 images, 91 labels




Training data: 330 images, 330 labels






RGB Datasets





Test data: 91 images, 91 labels




Training data: 330 images, 330 labels






VQ Datasets





Test data: 482 images, 482 labels




Training data: 1,721 images, 1,721 labels





In the RGB image datasets, class IDs range from 0 to 14, while in the X-ray image datasets they range from 0 to 16 due to additional battery presence (class ID → 1) /absence (class ID → 13) labels. These datasets are fully described in the accompanying data descriptor, titled “Annotated datasets for waste electrical and electronic equipment identification and battery detection and classification”. Users of the datasets are encouraged to cite the associated data descriptor publication. Note that these preliminary XBAT+ datasets are intended to support research and development in battery-containing WEEE identification, battery presence detection, and battery chemistry classification.
DOI: 10.5281/zenodo.18022530
title: XBAT+ Datasets for WEEE Identification and Battery Detection and Classification

description: This release of XBAT+ (Advanced Robotics and Artificial Intelligence for Critical Raw Materials Recycling in the Circular Economy) provides annotated training and test datasets composed of images of static WEEE devices with and/or without batteries. These training and test datasets are grouped as High-Quality (HQ), Varying-Quality (VQ) and Red-Green-Blue (RGB) datasets. The HQ datasets consist of expert-selected X-ray images derived from the VQ datasets. The RGB datasets contain images acquired using an UltraSharp Dell webcam. The VQ datasets comprise X-ray images captured at multiple tube-voltage settings, without expert visual selection. 

As of  December 2025, XBAT+ defined 50 categories of battery-containing WEEE devices, manually sorted from cages of mixed WEEE, during visits at KMK Metals Recycling Limited and Mungret Civic Amenity Centre, as well as during Limerick City and University of Limerick collection events. This XBAT+ 1.0 release was extracted from 15 categories (classes), each represented by more than five devices. Within each of these 15 categories, 20% of images were selected for the test subset. The overall test set was then formed by combining these per-category subsets, to ensure the test data are representative across categories. The remaining images from each category were combined to form the training set.

The uploaded ZIP files, raw_XBAT+_v1.0_ ... .zip and res_XBAT+_v1.0_ ... .zip, include raw and resized data organized as follows:





HQ Datasets





Test data: 91 images, 91 labels




Training data: 330 images, 330 labels






RGB Datasets





Test data: 91 images, 91 labels




Training data: 330 images, 330 labels






VQ Datasets





Test data: 482 images, 482 labels




Training data: 1,721 images, 1,721 labels





In the RGB image datasets, class IDs range from 0 to 14, while in the X-ray image datasets they range from 0 to 16 due to additional battery presence (class ID → 1) /absence (class ID → 13) labels. These datasets are fully described in the accompanying data descriptor, titled “Annotated datasets for waste electrical and electronic equipment identification and battery detection and classification”. Users of the datasets are encouraged to cite the associated data descriptor publication. Note that these preliminary XBAT+ datasets are intended to support research and development in battery-containing WEEE identification, battery presence detection, and battery chemistry classification.
DOI: 10.15468/dl.qq3f4k
title: Occurrence Download

description: A dataset containing 3050359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spinus spinus",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3050359 records from 2070 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006068-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15301232
title: Flood extent dataset in Tecuci City - Multicare Project

description: These datasets contain flood extent for Tecuci City (Romania) simulated in HEC-RAS software. They were produced within the Multicare Project.
DOI: 10.5281/zenodo.15301233
title: Flood extent dataset in Tecuci City - Multicare Project

description: These datasets contain flood extent for Tecuci City (Romania) simulated in HEC-RAS software. They were produced within the Multicare Project.
DOI: 10.25934/00001591
title: A multi-center, randomized, double-blind, parallel group trial to compare the efficacy and safety of fixed-dose rosiglitazone/glimepiride combination therapy to glimepiride monotherapy and rosiglitazone monotherapy in drug naïve subjects with type 2 diabetes mellitus

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.25934/pr00001591.0
title: Data Package for study.

description: Vivli is an independent, non-profit organization that has developed a global data-sharing and analytics platform to serve all elements of the international research community. Our mission is to promote, coordinate, and facilitate scientific sharing and reuse of clinical research data through the creation and implementation of a sustainable global data-sharing enterprise. The Vivli platform includes an independent data repository, in-depth search engine and a cloud-based, secure analytics platform.
DOI: 10.15468/dl.wk94kt
title: Occurrence Download

description: A dataset containing 6354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rhinella horribilis (Wiegmann, 1833)"
 ]
}

 The dataset includes 6354 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004064-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112044477
title: Cuneiform Tablet 1913.14.0147, Spurlock 1913.14.0147

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0147; CDLI P420528 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Pale Orange Yellow (10YR 8/2.5) ❧ [Physical Object Note:] 6.6 x 4.7 x 2.6 cm (93g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.hx8dfz
title: Occurrence Download

description: A dataset containing 758208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Platalea leucorodia Linnaeus, 1758, Platalea leucordia Linnaeus)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 758208 records from 448 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012140-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8p8wf
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fleischmannia obscurifolia (Hieron.) R.M.King & H.Rob."
 ]
}

 The dataset includes 188 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218269-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112018773
title: Cuneiform Tablet 1913.14.0255, Spurlock 1913.14.0255

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0255; CDLI P420637 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Pale Yellowish Pink (5YR 8.5/1.5) Dark Gray (N 4.25/ 13.7% R) -discoloration ❧ [Physical Object Note:] 4.6 x 4.4 x 2.4 cm (58g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.aq4yvf
title: Occurrence Download

description: A dataset containing 821 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platanthera integra (Nutt.) A.Gray ex L.C.Beck"
 ]
}

 The dataset includes 821 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270297-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jy2z6c
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platyhelminthes",
 "DatasetKey is Données ONF faune-flore-fonge",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Geometry POLYGON ((-25.03991 31.75, 41.65954 31.75, 41.65954 71.53037, -25.03991 71.53037, -25.03991 31.75))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0218535-230224095556074/datasets/export for details.
DOI: 10.15468/dl.hrxff5
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium materculae Bordz."
 ]
}

 The dataset includes 110 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012219-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc112018706
title: Cuneiform Tablet 1913.14.0255, Spurlock 1913.14.0255

description: [Text Description:] Administrative tablet ❧ [Text or Publication Number Note:] Spurlock 1913.14.0255; CDLI P420637 ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Pale Yellowish Pink (5YR 8.5/1.5) Dark Gray (N 4.25/ 13.7% R) -discoloration ❧ [Physical Object Note:] 4.6 x 4.4 x 2.4 cm (58g) ❧ [Physical Object Note:] Seal impressions
DOI: 10.15468/dl.c6gh2r
title: Occurrence Download

description: A dataset containing 701 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pottsia laxiflora (Blume) Kuntze"
 ]
}

 The dataset includes 701 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0252510-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzw4f5
title: Occurrence Download

description: A dataset containing 1204923 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Falco tinnunculus Linnaeus, 1758"
 ]
}

 The dataset includes 1204923 records from 1076 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020763-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14496348
title: Document texts extraction of zbMATH Open volumes (1-529)

description: The dataset represents the result of text extraction for the documents from zbMATH Open volumes.

Document texts were extracted for 810,977 documents. Start/end indexes were obtained for 721,288 documents.

Columns description:

    "id" - id of the document in the zbMATH Open volumes.    "Abstract/Review/Summary" - extracted AI-enhanced document text.    "first_char_info" - Position of the first character of the document text. 'Not reviewed' if it was not reviewed. 'No overlapping.' if was not found.    "last_char_info" - Position of the last character of the document text. 'Not reviewed' if it was not reviewed. 'No overlapping.' if was not found.



 

The position information is given in the following form

 

{'file': '001/00000005.json', 'index': 3681}","{'file': '001/00000006.json', 'index': 1235}

 

 

For the initial data, see also 10.5281/zenodo.14253145
DOI: 10.5281/zenodo.14496349
title: Document texts extraction of zbMATH Open volumes (1-529)

description: The dataset represents the result of text extraction for the documents from zbMATH Open volumes.

Document texts were extracted for 810,977 documents. Start/end indexes were obtained for 721,288 documents.

Columns description:

    "id" - id of the document in the zbMATH Open volumes.    "Abstract/Review/Summary" - extracted AI-enhanced document text.    "first_char_info" - Position of the first character of the document text. 'Not reviewed' if it was not reviewed. 'No overlapping.' if was not found.    "last_char_info" - Position of the last character of the document text. 'Not reviewed' if it was not reviewed. 'No overlapping.' if was not found.



 

The position information is given in the following form

 

{'file': '001/00000005.json', 'index': 3681}","{'file': '001/00000006.json', 'index': 1235}

 

 

For the initial data, see also 10.5281/zenodo.14253145
DOI: 10.15468/dl.dphqrh
title: Occurrence Download

description: A dataset containing 1253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clausena anisata",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 1253 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033143-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jqhy4e
title: Occurrence Download

description: A dataset containing 1571643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Artportalen",
 "Geometry POLYGON((11.9692 57.36052,16.59293 57.36052,16.59293 59.55675,11.9692 59.55675,11.9692 57.36052))",
 "TaxonKey is Insecta",
 "Year 2000-2025"
 ]
}

 The dataset includes 1571643 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033133-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s6b9m8
title: Occurrence Download

description: A dataset listing the 4048205 species recorded in GBIF matching the query:
{ }

 The dataset's 4048205 records were derived from 74743 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033119-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.txvh7y
title: Occurrence Download

description: A dataset containing 3976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Cirsium dissectum",
 "Continent is Europe",
 "Year is 1985,2020",
 "HasCoordinate is true",
 "CoordinateUncertaintyInMeters is less than 1000",
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 301"
 ]
 }
 },
 {
 "not" : {
 "CoordinateUncertaintyInMeters" : [
 "is 999"
 ]
 }
 }
 ]
}

 The dataset includes 3976 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033129-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7gqgxq
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Loasa sigmoidea"
 ]
}

 The dataset includes 61 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033146-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9mcjn
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Barleria delamerei"
 ]
}

 The dataset includes 231 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033147-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f458ze
title: Occurrence Download

description: A dataset containing 14948 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nemophila menziesii"
 ]
}

 The dataset includes 14948 records from 226 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033144-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29a4hk
title: Occurrence Download

description: A dataset containing 8994 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((29.64302 -25.54768,30.59102 -26.02402,31.24015 -25.51499,30.23611 -24.51095,29.64302 -25.54768))",
 "IucnRedListCategory is one of (EN, VU, NT)",
 "OccurrenceStatus is Present",
 "StateProvince is Mpumalanga"
 ]
}

 The dataset includes 8994 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033148-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yx438c
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Panicum miliaceum",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 450 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033151-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9jqsfu
title: Occurrence Download

description: A dataset containing 544 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lathyrus crassipes"
 ]
}

 The dataset includes 544 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033149-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9krurw
title: Occurrence Download

description: A dataset containing 1309 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Inga densiflora"
 ]
}

 The dataset includes 1309 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033150-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.