cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15834953
title: Software Functional Requirements from 26 Application Domains across 315 Software Development Projects
title: Easy Approach to Requirements Syntax (EARS) Requirements

description: Software requirements are primarily classified into functional and non-functional requirements. While research has explored automated multiclass classification of non-functional requirements, functional requirements remain largely unexplored. This study addressed that gap by introducing a comprehensive dataset comprising 9529 functional requirements from 315 diverse projects. The requirements are classified into five categories: ubiquitous, event-driven, state-driven, unwanted behavior, and optional capabilities. Natural Language Processing (NLP), machine learning (ML), and deep learning (DL) techniques are employed to enable automated classification. All software requirements underwent several procedures, including normalization and feature extraction techniques such as TF-IDF. A series of Machine learning (ML) and deep learning (DL) experiments were conducted to classify subcategories of functional requirements. Among the trained models, the convolutional neural network achieved the highest performance, with an accuracy of 93, followed by the long short-term memory network with an accuracy of 92, outperforming traditional decision-tree-based methods. This work offers a foundation for precise requirement classification tools by providing both the dataset and an automated classification approach.
DOI: 10.5281/zenodo.15834954
title: Software Functional Requirements from 26 Application Domains across 315 Software Development Projects
title: Easy Approach to Requirements Syntax (EARS) Requirements

description: Software requirements are primarily classified into functional and non-functional requirements. While research has explored automated multiclass classification of non-functional requirements, functional requirements remain largely unexplored. This study addressed that gap by introducing a comprehensive dataset comprising 9529 functional requirements from 315 diverse projects. The requirements are classified into five categories: ubiquitous, event-driven, state-driven, unwanted behavior, and optional capabilities. Natural Language Processing (NLP), machine learning (ML), and deep learning (DL) techniques are employed to enable automated classification. All software requirements underwent several procedures, including normalization and feature extraction techniques such as TF-IDF. A series of Machine learning (ML) and deep learning (DL) experiments were conducted to classify subcategories of functional requirements. Among the trained models, the convolutional neural network achieved the highest performance, with an accuracy of 93, followed by the long short-term memory network with an accuracy of 92, outperforming traditional decision-tree-based methods. This work offers a foundation for precise requirement classification tools by providing both the dataset and an automated classification approach.
DOI: 10.25381/cput.30369514.v1
title: The effect of salt stress on the nutraceutical, physiological, and phytochemical properties of <i>Trachyandra ciliata</i>, an edible halophyte from the Western Cape, South Africa.

description: This study was carried out to evaluate the nutraceutical, phytochemical, and physiological properties of <i>T. ciliata</i> under varying degrees of salinity to promote its consumption, therapeutic use, and commercialization. This was conducted in fulfilment of the requirements for the degree Doctor of Horticulture, 2025.
DOI: 10.25381/cput.30369514
title: The effect of salt stress on the nutraceutical, physiological, and phytochemical properties of <i>Trachyandra ciliata</i>, an edible halophyte from the Western Cape, South Africa.

description: This study was carried out to evaluate the nutraceutical, phytochemical, and physiological properties of <i>T. ciliata</i> under varying degrees of salinity to promote its consumption, therapeutic use, and commercialization. This was conducted in fulfilment of the requirements for the degree Doctor of Horticulture, 2025.
DOI: 10.25381/cput.30359785
title: Multicomponent crystals of vanillic acid

description: Vanillic acid (VA) was used to form multicomponent crystals with 4,4-bipyridine (4,4-BP), 4-dimethylaminopyridine (4DMAP), 2-amino-5-methylpyridine (A25MP), 2-amino-6-methylpyridine (A26MP), 2-aminopyridine (A2MP), and 4-aminopyridine (A4MP). Six compounds were prepared using the slow evaporation technique, comprising one cocrystal, three salts and two salt hydrates. The compounds were characterised using FTIR spectroscopy, thermal analysis and powder X-ray diffraction. Crystal structures were determined using single crystal X-ray diffraction. Some compounds were successfully prepared using the grinding procedure, while others were only partially converted.Thermogravimetry was used for the salt hydrates to obtain the percentage of water contained in the crystal structures.Supramolecular interactions in the obtained crystal structures of the cocrystal, salts, and salt hydrates are dominated by hydrogen bonding (O-H···O and O-H···N), whereas π-π stacking and C-H··· π interactions played a minor role in the packing arrangements of the new solid forms.<br>
DOI: 10.25381/cput.30359785.v1
title: Multicomponent crystals of vanillic acid

description: Vanillic acid (VA) was used to form multicomponent crystals with 4,4-bipyridine (4,4-BP), 4-dimethylaminopyridine (4DMAP), 2-amino-5-methylpyridine (A25MP), 2-amino-6-methylpyridine (A26MP), 2-aminopyridine (A2MP), and 4-aminopyridine (A4MP). Six compounds were prepared using the slow evaporation technique, comprising one cocrystal, three salts and two salt hydrates. The compounds were characterised using FTIR spectroscopy, thermal analysis and powder X-ray diffraction. Crystal structures were determined using single crystal X-ray diffraction. Some compounds were successfully prepared using the grinding procedure, while others were only partially converted.Thermogravimetry was used for the salt hydrates to obtain the percentage of water contained in the crystal structures.Supramolecular interactions in the obtained crystal structures of the cocrystal, salts, and salt hydrates are dominated by hydrogen bonding (O-H···O and O-H···N), whereas π-π stacking and C-H··· π interactions played a minor role in the packing arrangements of the new solid forms.<br>
DOI: 10.15468/dl.r25dmn
title: Occurrence Download

description: A dataset containing 59861 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ginkgo biloba"
 ]
}

 The dataset includes 59861 records from 695 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006481-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72adnf
title: Occurrence Download

description: A dataset containing 623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thuja orientalis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 623 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006494-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uc2tva
title: Occurrence Download

description: A dataset containing 118691562 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 118691562 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006482-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25381/cput.30384889
title: The predictve value of microRNAs and cytokines in the development of type 2 diabetes mellitus and hypertension in a South African mixed ancestry population.

description: MicroRNAs quantification was done on exosome-isolated RNA from human serum samples. As well as TNF-alpha (cytokine) expression from serum samples.
DOI: 10.25381/cput.30384889.v1
title: The predictve value of microRNAs and cytokines in the development of type 2 diabetes mellitus and hypertension in a South African mixed ancestry population.

description: MicroRNAs quantification was done on exosome-isolated RNA from human serum samples. As well as TNF-alpha (cytokine) expression from serum samples.
DOI: 10.15468/dl.t7eh5d
title: Occurrence Download

description: A dataset containing 13143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "TaxonKey is Coccinellidae"
 ]
}

 The dataset includes 13143 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006495-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5q952
title: Occurrence Download

description: A dataset containing 310711 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tilia cordata"
 ]
}

 The dataset includes 310711 records from 1495 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006479-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nfv5qk
title: Occurrence Download

description: A dataset containing 99 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((102.83493 50.97515,111.03806 50.97515,111.03806 56.13042,102.83493 56.13042,102.83493 50.97515))",
 "HasCoordinate is true",
 "TaxonKey is Gastropoda",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 99 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012320-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84eyjn
title: Occurrence Download

description: A dataset containing 5941 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation"
 ]
 },
 "Country is Germany",
 {
 "or" : [
 "TaxonKey is Castor canadensis Kuhl, 1820",
 "TaxonKey is Castor fiber Linnaeus, 1758"
 ]
 }
 ]
}

 The dataset includes 5941 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0245511-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwh6kg
title: Occurrence Download

description: A dataset containing 791 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversidad y conservación de orquídeas de la región de Chimalapa, Oaxaca, México"
 ]
}

 The dataset includes 791 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013115-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9cw6t
title: Occurrence Download

description: A dataset containing 247 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Anemia imbricata J.W.Sturm",
 "TaxonKey is Aneimia imbricata J.W.Sturm"
 ]
}

 The dataset includes 247 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229252-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kbpwrj
title: Occurrence Download

description: A dataset containing 334 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lonicera pilosa Willd. ex Kunth"
 ]
}

 The dataset includes 334 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012320-181003121212138/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u7fbdh
title: Occurrence Download

description: A dataset containing 181734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Month is greater than or equal to January",
 "Country is South Africa",
 "TaxonKey is Cuculiformes"
 ]
}

 The dataset includes 181734 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002380-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5by7y2
title: Occurrence Download

description: A dataset containing 1893829 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calypte anna (R.Lesson, 1829)"
 ]
}

 The dataset includes 1893829 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0231005-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4rjt8w
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anemia microstachys Fée"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0229273-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tzczba
title: Occurrence Download

description: A dataset containing 94697 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-98.78906 16.81179,-97.34711 16.81179,-97.34711 18.34987,-98.78906 18.34987,-98.78906 16.81179))"
 ]
}

 The dataset includes 94697 records from 379 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012320-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wgnjqw
title: Occurrence Download

description: A dataset containing 189 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Delphinium madrense S.Watson"
 ]
}

 The dataset includes 189 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0195152-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zx4dgf
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thecla viridis Edwards, 1862"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0424292-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v4e8s
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cladophora ruchingeri (C.Agardh) Kütz."
 ]
}

 The dataset includes 156 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0324510-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dyn3gl
title: Occurrence Download

description: A dataset containing 1445 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anthracothorax viridigula (Boddaert, 1783)"
 ]
}

 The dataset includes 1445 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012320-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.335dp6
title: Occurrence Download

description: A dataset containing 1005 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vespidae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is United States of America",
 "Year is greater than or equal to 2011",
 "Year is less than or equal to 2020",
 "Geometry POLYGON((-120.6868 36.14899, -120.6868 32.51787, -115.9681 32.51787, -115.9681 36.14899, -120.6868 36.14899))"
 ]
}

 The dataset includes 1005 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014510-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8y4jtv
title: Occurrence Download

description: A dataset containing 59143 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bulgaria",
 "DatasetKey is Observation.org, Nature data from around the World"
 ]
}

 The dataset includes 59143 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240096-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.1ziitm
title: Occurrence Download

description: A dataset containing 1795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Brachycephalidae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1795 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012320-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.etn2nb
title: Occurrence Download

description: A dataset containing 1593 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xenotriccus mexicanus (Zimmer, 1938)"
 ]
}

 The dataset includes 1593 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027091-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fh9f5k
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Myriophyllum mezianum Schindl."
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0225914-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rgh97e
title: Occurrence Download

description: A dataset containing 583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Erebia lafontainei Troubridge & Philip, 1983",
 "Year 1000-2020"
 ]
}

 The dataset includes 583 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0325433-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rcmzg
title: Occurrence Download

description: A dataset containing 277429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Felidae)"
 ]
}

 The dataset includes 277429 records from 881 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011583-210819072339941/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive163583.20241212.9.2
title: <i>Promicromonospora</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163583.20251217.10
title: <i>Promicromonospora</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163584.20241212.9.2
title: <i>Listeria</i> <i>monocytogenes</i> (Murray <i>et al.</i> 1926) Pirie 1940

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163584.20251217.10
title: <i>Listeria</i> <i>monocytogenes</i> (Murray <i>et al.</i> 1926) Pirie 1940

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163585.20241212.9.2
title: <i>Salinicola</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163585.20251217.10
title: <i>Salinicola</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163586.20241212.9.2
title: <i>Brevibacterium</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163586.20251217.10
title: <i>Brevibacterium</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163587.20241212.9.2
title: <i>Brevibacterium</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163587.20251217.10
title: <i>Brevibacterium</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163588.20241212.9.2
title: <i>Promicromonospora</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163588.20251217.10
title: <i>Promicromonospora</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163589.20241212.9.2
title: <i>Ochrobactrum</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163589.20251217.10
title: <i>Ochrobactrum</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163590.20241212.9.2
title: <i>Ochrobactrum</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive163590.20251217.10
title: <i>Ochrobactrum</i> sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.