cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccy0v1t
title: CCDC 864746: Experimental Crystal Structure Determination

description: Related Article: Wen Zhou, L.Chiang, B.O.Patrick, T.Storr, K.M.Smith|2012|Dalton Trans.|41|7920|doi:10.1039/c2dt30160a
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/ccy0v2v
title: CCDC 864747: Experimental Crystal Structure Determination

description: Related Article: Wen Zhou, L.Chiang, B.O.Patrick, T.Storr, K.M.Smith|2012|Dalton Trans.|41|7920|doi:10.1039/c2dt30160a
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/ccxvhdm
title: CCDC 859611: Experimental Crystal Structure Determination

description: Related Article: E.M.Matson, M.G.Crestani, P.E.Fanwick, S.C.Bart|2012|Dalton Trans.|41|7952|doi:10.1039/c2dt12439d
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/ccxvhfn
title: CCDC 859612: Experimental Crystal Structure Determination

description: Related Article: E.M.Matson, M.G.Crestani, P.E.Fanwick, S.C.Bart|2012|Dalton Trans.|41|7952|doi:10.1039/c2dt12439d
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: 10.13140/rg.2.2.19675.37927
title: awareness raising spadefoot
DOI: 10.5517/ccy8kg6
title: CCDC 872168: Experimental Crystal Structure Determination

description: Related Article: Jie Zhang, A.Adhikary, K.M.King, J.A.Krause, Hairong Guan|2012|Dalton Trans.|41|7959|doi:10.1039/c2dt30407d
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.s433hx
title: Occurrence Download

description: A dataset containing 9415431 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Aegilotriticum rodetii, Ferulago armena, Libertia paniculata, Leucadendron teretifolium, Dimorphocarpa wislizenii, Leucadendron xanthoconus, Elymus scribneri, Angelica pyrenaea, Aldama adenotricha, Hymenolepis gnidioides, Angelica kingii, Bistorta carnea, Trifolium infamia-ponertii, Crepis tingitana, Pelargonium eupatoriifolium, Amaranthus fimbriatus, Caladenia moschata, Eulophia bicallosa, Memecylon natalense, Micromyrtus helmsii, Piptochaetium bicolor, Disa ferruginea, Caladenia graniticola, Pelargonium tabulare, Platylophus trifoliatus, Alectryon subcinereus, Lomelosia flavida, Calyptridium nevadense, Lomelosia hymettia, Disa longipetala, Schoenoplectiella saximontana, Dipcadi longifolium, Caladenia armata, Koeleria antarctica, Lomelosia cretica, Inula inuloides, Pelargonium althaeoides, Cota dipsacea, Cota macrantha, Caladenia ampla, Boechera californica, Rindera umbellata, Galactites tomentosa, Melaleuca lutea, Sidalcea malachroides, Tauschia arguta, Ferraria ferrariola, Melaleuca microcarpa, Boechera rubicundula, Melaleuca brachyandra, Melaleuca velutina, Navarretia divaricata, Viola maroccana, Tauschia hartwegii, Cyphostemma cirrhosum, Sphaeromorphaea australis, Acmadenia teretifolia, Acronychia pubescens, Vesselowskya rubifolia, Jacquemontia browniana, Poa bonariensis, Hallianthus planus, Melaleuca aglaia, Delosperma tradescantioides, Linanthus campanulatus, Apiaceae, Hormuzakia limbata, Linanthus californicus, Colchicum hierrense, Neslia paniculata, Gymnosporia polyacantha, Nothochelone nemorosa, Colchicum figlalii, Leucheria purpurea, Sesbania sesban, Gymnosporia heterophylla, Anthriscus nemorosa, Erucastrum varium, Diplacus australis, Prunus elaeagrifolia, Neltuma odorata, Marina orcuttii, Hedeoma nana, Marina crenulata, Hereroa odorata, Anisodontea hypomadara, Anisodontea alexandri, Neltuma alba, Melica canariensis, Taxandria parviceps, Ledebouria nitida, Schinus polygama, Cistanthe subverticillata, Ledebouria cooperi, Andersonia echinocephala, Marina minor, Armeria transmontana, Indigofera helmsii, Onobrychis aequidentata, Onobrychis arenaria)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 9415431 records from 6393 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048340-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.86qd2x
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Haiti",
 "Country is Dominican Republic"
 ]
 },
 "OccurrenceStatus is Present",
 "TaxonKey is Musa L."
 ]
}

 The dataset includes 32 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031187-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jw5hdz
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "TaxonKey is Laretia acaulis (Cav.) Gillies & Hook."
 ]
}

 The dataset includes 59 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006447-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qbnew2
title: Occurrence Download

description: A dataset containing 236 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cestrum guatemalense Francey"
 ]
}

 The dataset includes 236 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025891-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.11482469
title: MainstreamBIO_CCW Material_Dataset1_2023.09.30_v1

description: Feedback and insights on MainstreamBIO service portfolio and digital toolkit gathered, through MainstreamBIO co-creation workshops with regional stakeholders.
DOI: 10.5281/zenodo.11482470
title: MainstreamBIO_CCW Material_Dataset1_2023.09.30_v1

description: Feedback and insights on MainstreamBIO service portfolio and digital toolkit gathered, through MainstreamBIO co-creation workshops with regional stakeholders.
DOI: 10.15468/dl.nrydh2
title: Occurrence Download

description: A dataset containing 6628 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Database on Forest Disturbances in Europe"
 ]
}

 The dataset includes 6628 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118737-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhykxh
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Crocodylus moreletii (Duméril & Bibron, 1851)",
 "Year 2020-2022"
 ]
}

 The dataset includes 364 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262975-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bv7j2v
title: Occurrence Download

description: A dataset containing 7930 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cocos nucifera L."
 ]
}

 The dataset includes 7930 records from 221 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0087378-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.63a3bc
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Aconitum leucostomum Vorosch."
 ]
}

 The dataset includes 48 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031189-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bnm3fe
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cestrum sphaerocarpum O.E.Schulz"
 ]
}

 The dataset includes 139 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025896-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2mswb4
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "Geometry POLYGON((-72.95437 -3.30997,-72.8009 -3.35632,-72.8009 -3.20251,-72.89532 -3.2626,-72.92484 -3.25092,-72.92416 -3.27908,-73.0426 -3.20251,-72.95437 -3.30997))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Riparia riparia (Linnaeus, 1758)"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085541-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtzztn
title: Occurrence Download

description: A dataset listing the 1779 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Unknown evidence",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen"
 ]
 },
 "Geometry POLYGON ((-115.24466137214657 32.176161750398826, -114.34227877345339 32.176161750398826, -114.34227877345339 33.00051039370349, -115.24466137214657 33.0005103937035, -115.24466137214657 32.176161750398826))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "License is CC-BY 4.0",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 1779 records were derived from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0180168-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c273zq
title: Occurrence Download

description: A dataset containing 288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Romerolagus diazi (Ferrari-Pérez, 1893)"
 ]
}

 The dataset includes 288 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0262977-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49pe7p
title: Occurrence Download

description: A dataset containing 691 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Leptocybe invasa Fisher & La Salle, 2004"
 ]
}

 The dataset includes 691 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0118738-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wanp29
title: Occurrence Download

description: A dataset containing 848 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oxalis obtriangulata Maxim."
 ]
}

 The dataset includes 848 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031190-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hkkmu
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astroblepus whymperi (Boulenger, 1890)"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198695-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uejvf4
title: Occurrence Download

description: A dataset containing 1075 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acacia mangium Willd."
 ]
}

 The dataset includes 1075 records from 95 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006447-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2txqx6
title: Occurrence Download

description: A dataset containing 257446 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa Linnaeus, 1758",
 "HasCoordinate is true",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 257446 records from 2469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059665-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9g23th
title: Occurrence Download

description: A dataset containing 1060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Botany (UPS)",
 "Country is Croatia"
 ]
}

 The dataset includes 1060 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000502-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/c36j9drkw8.1
title: Exploring Refugee High School Student Involvement in Leisure and Active Citizenship

description: Qualitative and Quantitative data for the project titled Exploring Refugee High School Student Involvement in Leisure and Active Citizenship
DOI: 10.17632/fbhc38zzm9.1
title: ALS Disease patient classification

description: The ALS voice dataset was collected at the Research and Clinical Center of Neurology and Neurosurgery (USC) and is designed to facilitate the study of speech impairments in patients with Amyotrophic Lateral Sclerosis (ALS). The dataset is comprised of 148 sustained vowel phonations, which include both pathological (ALS-affected) and healthy control (HC) voice samples. These phonations are critical in understanding speech degradation in ALS patients, as the disease affects motor neurons responsible for speech production. The collection of this data provides a valuable resource for machine learning models, acoustic analysis, and medical diagnostics related to ALS.

Dataset Composition

The dataset is balanced, containing 52% pathological voices (ALS patients) and 51% healthy voices (HCs). Each individual contributing to the dataset was asked to produce sustained phonation of the vowels /a/ and /i/ at a comfortable pitch and loudness, maintaining their voice as steadily and as long as possible. These vowels were specifically chosen as they provide significant phonetic markers in evaluating voice stability, intensity, and frequency variations, which can be affected by neuromuscular degeneration in ALS.

Challenges and Considerations

While the dataset provides valuable insights, there are some challenges and limitations:
 • Device Variation: Since recordings were collected using different smartphones and headsets, there may be variations in audio quality and background noise.
 • Limited Data Size: While 148 phonations provide a useful starting point, larger datasets are needed for more robust AI training and statistical analysis.
 • Single Vowel Focus: The dataset focuses only on the vowels /a/ and /i/, which are useful but do not capture the full range of speech impairments seen in ALS.
 • Speaker Variability: Individual differences in voice quality, pitch, and speaking habits may introduce variability, requiring careful normalization techniques during analysis.

Future Directions

Expanding and improving this dataset could lead to significant advancements in ALS diagnosis and speech therapy. Future efforts could include:
 • Increasing the number of participants to enhance statistical power
 • Expanding the phonetic range to include consonants and connected speech samples
 • Using standardized recording devices to minimize technical variability
 • Longitudinal data collection to track speech changes over time in ALS patients

This dataset represents an important step forward in ALS research, providing researchers with valuable voice recordings to study neurological speech disorders. With applications in AI, clinical diagnostics, and remote monitoring, this dataset has the potential to improve early detection, patient care, and disease progression tracking for ALS.
DOI: 10.17632/fbhc38zzm9.2
title: ALS Disease patient classification

description: The ALS voice dataset was collected at the Research and Clinical Center of Neurology and Neurosurgery (USC) and is designed to facilitate the study of speech impairments in patients with Amyotrophic Lateral Sclerosis (ALS). The dataset is comprised of 148 sustained vowel phonations, which include both pathological (ALS-affected) and healthy control (HC) voice samples. These phonations are critical in understanding speech degradation in ALS patients, as the disease affects motor neurons responsible for speech production. The collection of this data provides a valuable resource for machine learning models, acoustic analysis, and medical diagnostics related to ALS.

Dataset Composition

The dataset is balanced, containing 52% pathological voices (ALS patients) and 51% healthy voices (HCs). Each individual contributing to the dataset was asked to produce sustained phonation of the vowels /a/ and /i/ at a comfortable pitch and loudness, maintaining their voice as steadily and as long as possible. These vowels were specifically chosen as they provide significant phonetic markers in evaluating voice stability, intensity, and frequency variations, which can be affected by neuromuscular degeneration in ALS.

Challenges and Considerations

While the dataset provides valuable insights, there are some challenges and limitations:
 • Device Variation: Since recordings were collected using different smartphones and headsets, there may be variations in audio quality and background noise.
 • Limited Data Size: While 148 phonations provide a useful starting point, larger datasets are needed for more robust AI training and statistical analysis.
 • Single Vowel Focus: The dataset focuses only on the vowels /a/ and /i/, which are useful but do not capture the full range of speech impairments seen in ALS.
 • Speaker Variability: Individual differences in voice quality, pitch, and speaking habits may introduce variability, requiring careful normalization techniques during analysis.

Future Directions

Expanding and improving this dataset could lead to significant advancements in ALS diagnosis and speech therapy. Future efforts could include:
 • Increasing the number of participants to enhance statistical power
 • Expanding the phonetic range to include consonants and connected speech samples
 • Using standardized recording devices to minimize technical variability
 • Longitudinal data collection to track speech changes over time in ALS patients

This dataset represents an important step forward in ALS research, providing researchers with valuable voice recordings to study neurological speech disorders. With applications in AI, clinical diagnostics, and remote monitoring, this dataset has the potential to improve early detection, patient care, and disease progression tracking for ALS.
DOI: 10.17632/d7pb44kz5t.1
title: Students' Perspective on the Utilization of the AI Language Learning Application for Beginners to Improve Vocabulary and Reading

description: Dataset for article title Students' Perspectives on the Utilization of AI Language Learning Applications for Beginners to Improve Vocabulary and Reading. Data contains reference sources contained in the article using datasets from Mendeley
DOI: 10.5883/ds-madwm
title: Vladimir Pesic, Andrzej Zawal, Aleksandra Bankowska, Rui Ricardo Pereira Araujo Correia, Lukasz Slugocki, Tomasz Rewicz, Dinis Girao, Luis P. da Silva, Ines Orfao, Pedro Raposeiro, Torbjorn Ekrem, Sonia Ferreira

description: DNA barcode data hosted in the Data Portal of the Barcode of Life Data Systems. Records consist of specimen metadata, specimen images, and sequence data.
DOI: 10.15468/dl.9a874g
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is ZMAA Type specimen collections of Åbo Akademi",
 "Country is Croatia"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000503-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nahybx
title: Occurrence Download

description: A dataset containing 124081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Chrysomelidae"
 ]
}

 The dataset includes 124081 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000418-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rdvegv
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Lichen specimens of National Museum of Nature and Science (TNS)",
 "Country is Croatia"
 ]
}

 The dataset includes 48 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000504-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.