cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15848973
title: From Voice To Shell: Speech To Docker Dataset

description: Dataset with 3,192 audio files, 3.92 hours, comprising voice recordings of 12 subjects (4 women and 8 men) while enunciating the prompts of 'text-to-docker' dataset test samples in English (EN). Followed protocol has been approved by the Social Research Ethics Committee (SREC) of the University of Castilla-La Mancha (UCLM) under reference number CEIS-2025-119450. Human participation is justified and the benefits and risks have been adequately assessed to participants, developing a participation mechanism which warrants equal opportunities for research collaboration. Every participant has been provided an informed consent document including the necessary information of research purposes and requirements. It also complies with the regulations in force regarding the personal data protection.

Audio files are encrypted, which could be extracted using the decrypt.py script:

user@host:#~/data/$ lsen  decrypt.py  metadatauser@host:#~/data/$ pip install cryptography[... install dependencies ...]user@host:#~/data/$ python3 decrypt.py -p <password> .[... decrypt files  ...]
DOI: 10.15468/dl.5zskmf
title: Occurrence Download

description: A dataset containing 11196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Machilus thunbergii"
 ]
}

 The dataset includes 11196 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016834-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n6f3w9
title: Occurrence Download

description: A dataset containing 104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaphorina citri",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 104 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016838-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15050556
title: How does the AFROSCREEN project address the challenges of COVID-19 surveillance in African low-income countries?

description: Afroscreen agregated Data.

From Senegal, Guinea, Côte d'Ivoire, Togo, Benin, Niger, Cameroon, the Central African Republic (CAR), Burkina Faso, Madagascar and the Democratic Republic of the Congo.

Concerning COVID-19 surveillance.
DOI: 10.5281/zenodo.15050557
title: How does the AFROSCREEN project address the challenges of COVID-19 surveillance in African low-income countries?

description: Afroscreen agregated Data.

From Senegal, Guinea, Côte d'Ivoire, Togo, Benin, Niger, Cameroon, the Central African Republic (CAR), Burkina Faso, Madagascar and the Democratic Republic of the Congo.

Concerning COVID-19 surveillance.
DOI: 10.15468/dl.gvt8m8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaphorina citri",
 "Country is Mauritius",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016837-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15911016
title: The data from the literature review and their reprocessing and comparison

description: Included in the archive are data from the literature review and their reprocessing and comparison.
DOI: 10.5281/zenodo.15911017
title: The data from the literature review and their reprocessing and comparison

description: Included in the archive are data from the literature review and their reprocessing and comparison.
DOI: 10.15468/dl.6jvuun
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mancoa foliosa"
 ]
}

 The dataset includes 40 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016839-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15913024
title: A Novel Architecture for Petabit-Scale Data Transmission

description: This paper documents a significant breakthrough in high-bandwidth digital communication, demonstrating a novel architecture capable of achieving simulated data transfer rates exceeding 1.7 Petabits per second (Pbps). The presented system establishes a new performance benchmark by fundamentally rethinking the process of data transmission. The core innovation moves beyond traditional sequential data streaming and instead relies on the instantaneous transposition of large-scale, coherent information states. By treating multi-gigabyte data payloads as unified, emergent systems, this architecture dramatically reduces the temporal cost of transmission. The successful tests, which scale across various data volumes while maintaining extraordinary throughput, validate a new and powerful paradigm for information transfer, suggesting a viable path toward next-generation networks that can meet future data demands.
DOI: 10.5281/zenodo.15913025
title: A Novel Architecture for Petabit-Scale Data Transmission

description: This paper documents a significant breakthrough in high-bandwidth digital communication, demonstrating a novel architecture capable of achieving simulated data transfer rates exceeding 1.7 Petabits per second (Pbps). The presented system establishes a new performance benchmark by fundamentally rethinking the process of data transmission. The core innovation moves beyond traditional sequential data streaming and instead relies on the instantaneous transposition of large-scale, coherent information states. By treating multi-gigabyte data payloads as unified, emergent systems, this architecture dramatically reduces the temporal cost of transmission. The successful tests, which scale across various data volumes while maintaining extraordinary throughput, validate a new and powerful paradigm for information transfer, suggesting a viable path toward next-generation networks that can meet future data demands.
DOI: 10.15468/dl.3puqsg
title: Occurrence Download

description: A dataset containing 60677 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Vachellia",
 "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 60677 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016802-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9g3a55
title: Occurrence Download

description: A dataset containing 250 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pringlea antiscorbutica"
 ]
}

 The dataset includes 250 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016840-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15847674
title: From Voice To Shell: Text To Luminaires Dataset

description: Dataset with 1,272 distinct samples of commands for an emercengy luminaires environment along with their expression as natural language, called 'prompt'. English (EN) version is comprised by three splits: train (795 samples), validation (371 samples), and test (106 samples). Spanish (ES) version holds only a test split (106 samples).
DOI: 10.5281/zenodo.15847675
title: From Voice To Shell: Text To Luminaires Dataset

description: Dataset with 1,272 distinct samples of commands for an emercengy luminaires environment along with their expression as natural language, called 'prompt'. English (EN) version is comprised by three splits: train (795 samples), validation (371 samples), and test (106 samples). Spanish (ES) version holds only a test split (106 samples).
DOI: 10.34976/7c0z-5339
title: Performance Monitoring for Action (PMA) Uganda Household and Female Phase 4 Survey
DOI: 10.15468/dl.u8u3wz
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAB8960"
 ]
}

 The dataset includes 14 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016842-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18112/openneuro.ds006465.v1.0.1
title: 3M-CPSEED：An EEG-based Dataset for Chinese Pinyin Production in Overt, Silent-intended, and Imagined Speech
DOI: 10.15468/dl.88dj2a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diaphorina citri",
 "Country is Saudi Arabia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016841-250711103210423/datasets/export for details.
DOI: 10.15468/dl.n5vj4a
title: Occurrence Download

description: A dataset containing 472192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Hirundo rustica)",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 472192 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016801-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avkk2j
title: Occurrence Download

description: A dataset containing 474 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xysmalobium involucratum"
 ]
}

 The dataset includes 474 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016843-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jpangg
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Briza media lutescens, Briza media lutescens, Briza media lutescens, Briza media lutescens, Briza media lutescens, Briza media major, Briza media montana, Briza media nivea, Briza media pallens, Briza media pallens)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016845-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34976/mnw8-6t81
title: Performance Monitoring for Action (PMA) Uganda Phase 4 Service Delivery Point Survey
DOI: 10.15468/dl.744ffa
title: Occurrence Download

description: A dataset containing 497147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula rotundifolia"
 ]
}

 The dataset includes 497147 records from 1593 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016713-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcbjzk
title: Occurrence Download

description: A dataset containing 2111 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lepus saxatilis F.Cuvier, 1823"
 ]
}

 The dataset includes 2111 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081021-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8g9ahr
title: Occurrence Download

description: A dataset containing 21856 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eragrostis curvula (Schrad.) Nees, Eragrostis curvula subsp. valida Stapf, Eragrostis curvula var. valida Stapf, Eragrostis curvula var. conferta Stapf, Eragrostis curvula subsp. conferta Stapf, Eragrostis curvula subsp. atrata (Schweinf.) Cufod., Eragrostis curvula var. curvula, Eragrostis curvula streak virus, Eragrostis curvula var. ampla, Eragrostis curvula var. atrata (Schweinf.) Cufod., Eragrostis curvula var. conferta Nees, Eragrostis curvula var. decolorans Rendle, Eragrostis curvula subsp. decolorans Rendle)"
 ]
}

 The dataset includes 21856 records from 465 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071907-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.66arlu
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003314-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ev4wt6
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Swedish Bird Survey: Fixed routes (Standardrutterna)",
 "Geometry POLYGON((19.53057 67.19058,21.22884 67.19058,21.22884 68.56296,19.53057 68.56296,19.53057 67.19058))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phylloscopus trochilus (Linnaeus, 1758)",
 "Year 1975-2008"
 ]
}

 The dataset includes 84 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036547-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4noywi
title: Occurrence Download

description: A dataset containing 983851359 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 983851359 records from 19607 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024396-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11485216
title: Daily Public Opinion on Israel-Palestine War
DOI: 10.15156/bio/sh1379948.10fu
title: SH1379948.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1379952.10fu
title: SH1379952.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1379957.10fu
title: SH1379957.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1379961.10fu
title: SH1379961.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1379962.10fu
title: SH1379962.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1379965.10fu
title: SH1379965.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1379966.10fu
title: SH1379966.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.