cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34740/kaggle/dsv/13581558
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17503979
title: Genome assembly of Microbacterium umsixpiens AGC62

description: Genome assembly of Microbacterium umsixpiens AGC62,an edophyte isolated from foliar tissue of Citrullus colocynthis collected in the Marrakech-safi region, Morocco.
DOI: 10.5281/zenodo.17503980
title: Genome assembly of Microbacterium umsixpiens AGC62

description: Genome assembly of Microbacterium umsixpiens AGC62,an edophyte isolated from foliar tissue of Citrullus colocynthis collected in the Marrakech-safi region, Morocco.
DOI: 10.15468/dl.3gv5xb
title: Occurrence Download

description: A dataset containing 6927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Leptothorax acervorum"
 ]
}

 The dataset includes 6927 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011079-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucb73z
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudothelphusa morelosis"
 ]
}

 The dataset includes 110 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011080-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apd6ek
title: Occurrence Download

description: A dataset containing 2687 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anthracothorax viridigula"
 ]
}

 The dataset includes 2687 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011081-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5d9bpc
title: Occurrence Download

description: A dataset containing 5712 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FSFN: Forest Soil Fauna Network: Empididae and Hybotidae, Flanders Belgium"
 ]
}

 The dataset includes 5712 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011082-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qawtcq
title: Occurrence Download

description: A dataset containing 34795 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anthracothorax dominicus"
 ]
}

 The dataset includes 34795 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011083-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xk5wvs
title: Occurrence Download

description: A dataset containing 184 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-118 44,-101 44,-101 55,-118 55,-118 44))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Fragaria virginiana"
 ]
}

 The dataset includes 184 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011084-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17503992
title: Modelo de Questionário de Pesquisa – Aplicação da Engenharia de Requisitos em Micro e Pequenas Panificadoras Goianas

description: Este documento apresenta o modelo-base do questionário utilizado na pesquisa “Aplicação da Engenharia de Requisitos em Micro e Pequenas Panificadoras Goianas: um estudo sobre formalização de processos e experiência do cliente”.O instrumento foi elaborado em formato PDF e posteriormente adaptado para a aplicação via Google Forms, mantendo o mesmo conteúdo e estrutura de perguntas.O presente material não contém respostas coletadas, apenas o template do questionário utilizado para a coleta de dados.
DOI: 10.5281/zenodo.17503993
title: Modelo de Questionário de Pesquisa – Aplicação da Engenharia de Requisitos em Micro e Pequenas Panificadoras Goianas

description: Este documento apresenta o modelo-base do questionário utilizado na pesquisa “Aplicação da Engenharia de Requisitos em Micro e Pequenas Panificadoras Goianas: um estudo sobre formalização de processos e experiência do cliente”.O instrumento foi elaborado em formato PDF e posteriormente adaptado para a aplicação via Google Forms, mantendo o mesmo conteúdo e estrutura de perguntas.O presente material não contém respostas coletadas, apenas o template do questionário utilizado para a coleta de dados.
DOI: 10.15468/dl.hc5n99
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is CHN.6.4_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Tamiops maritimus"
 ]
}

 The dataset includes 30 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011085-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqpxyd
title: Occurrence Download

description: A dataset containing 1648 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Leptothorax muscorum"
 ]
}

 The dataset includes 1648 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011086-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4xvgsd
title: Occurrence Download

description: A dataset containing 4389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-118 44,-101 44,-101 55,-118 55,-118 44))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Juniperus communis"
 ]
}

 The dataset includes 4389 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011087-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rfwq5t
title: Occurrence Download

description: A dataset containing 4044 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Acacia senegal, Senegalia senegal)"
 ]
}

 The dataset includes 4044 records from 111 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011088-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17503960
title: Synesthetic Room Impulse Responses Dataset

description: This Zenodo record provides the Synthetic Room Impulse Responses (RIRs) dataset used to train and evaluate the LSTM-based neural network for EDCs prediction.

The dataset consists of 17,640 RIR files stored in .wav format. Each file corresponds to a unique simulated shoebox room configuration, covering a wide range of room geometries, source–receiver placements, and surface absorption properties.

The RIRs were synthesized using pyroomacoustics (ISM and ray tracing) standard acoustic simulation methods. This dataset used to compute EDCs (https://zenodo.org/records/17210197), which are then used in LSTM model (https://zenodo.org/records/17215057) to training and benchmarking of deep learning models for tasks such as:



Room acoustic parameter estimation

EDC prediction from room features

RIR reconstruction using random sticky-sign technique (https://arxiv.org/abs/2509.24834)


The dataset pairs naturally with the trained LSTM model and inference pipeline available on GitHub:👉 https://github.com/TUIlmenauAMS/LSTM-Model-Energy-Decay-Curves

Dataset Contents



Files: 17,640 .wav files

Sampling rate: 48 kHz

RIR length: 3 seconds

File naming: Each filename corresponds to a unique room ID, which maps to the room feature CSV in the repository.


This dataset is intended for research and educational use. Please cite appropriately when used in publications.
DOI: 10.5281/zenodo.17503961
title: Synesthetic Room Impulse Responses Dataset

description: This Zenodo record provides the Synthetic Room Impulse Responses (RIRs) dataset used to train and evaluate the LSTM-based neural network for EDCs prediction.

The dataset consists of 17,640 RIR files stored in .wav format. Each file corresponds to a unique simulated shoebox room configuration, covering a wide range of room geometries, source–receiver placements, and surface absorption properties.

The RIRs were synthesized using pyroomacoustics (ISM and ray tracing) standard acoustic simulation methods. This dataset used to compute EDCs (https://zenodo.org/records/17210197), which are then used in LSTM model (https://zenodo.org/records/17215057) to training and benchmarking of deep learning models for tasks such as:



Room acoustic parameter estimation

EDC prediction from room features

RIR reconstruction using random sticky-sign technique (https://arxiv.org/abs/2509.24834)


The dataset pairs naturally with the trained LSTM model and inference pipeline available on GitHub:👉 https://github.com/TUIlmenauAMS/LSTM-Model-Energy-Decay-Curves

Dataset Contents



Files: 17,640 .wav files

Sampling rate: 48 kHz

RIR length: 3 seconds

File naming: Each filename corresponds to a unique room ID, which maps to the room feature CSV in the repository.


This dataset is intended for research and educational use. Please cite appropriately when used in publications.
DOI: 10.15468/dl.z5hv8n
title: Occurrence Download

description: A dataset containing 2966195 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Year is 2017"
 ]
}

 The dataset includes 2966195 records from 355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011078-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t4pm2n
title: Occurrence Download

description: A dataset containing 57 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyperus neobarteri T.Koyama"
 ]
}

 The dataset includes 57 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011521-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wlvlxq
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/0002923-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.msoqo4
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/0007582-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.slh4ff
title: Occurrence Download

description: A dataset containing 32 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 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027345-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zefv3z
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea foveolata Blakelock"
 ]
}

 The dataset includes 10 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129189-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25442/hku.25858915
title: Supporting data for 'Communicating dementia across three generations within Chinese families'

description: The dataset comprises qualitative interviews conducted with families living with dementia. It is organized into five separate folders, each representing a different group of participants: adult grandchildren, adult children, spouses, people living with dementia, and social workers. Within each folder, you will find interview recordings, transcriptions, and relevant data specific to each person. This comprehensive collection of data provides valuable insights into the experiences and perspectives of various family members and professionals involved in dementia care. The interviews offer rich qualitative information that can contribute to a deeper understanding of the challenges, support systems, and dynamics within these families.
DOI: 10.25442/hku.25858915.v1
title: Supporting data for 'Communicating dementia across three generations within Chinese families'

description: The dataset comprises qualitative interviews conducted with families living with dementia. It is organized into five separate folders, each representing a different group of participants: adult grandchildren, adult children, spouses, people living with dementia, and social workers. Within each folder, you will find interview recordings, transcriptions, and relevant data specific to each person. This comprehensive collection of data provides valuable insights into the experiences and perspectives of various family members and professionals involved in dementia care. The interviews offer rich qualitative information that can contribute to a deeper understanding of the challenges, support systems, and dynamics within these families.
DOI: 10.15468/dl.ctnbbz
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/0002931-180412121330197/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q0xqhw
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/0007562-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwxl49
title: Occurrence Download

description: A dataset containing 58479546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 58479546 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027323-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ypwrpq
title: Occurrence Download

description: A dataset containing 52188 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mandevilla Lindl."
 ]
}

 The dataset includes 52188 records from 519 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011518-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5q8rvy
title: Occurrence Download

description: A dataset containing 203882047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "Year 2005-2015",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 203882047 records from 145 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059478-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdt6nb
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/0007564-160623103540712/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pq2fw8
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Centaurea formanekii Halácsy ex Formánek"
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0129181-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zx2lp1
title: Occurrence Download

description: A dataset containing 1829426737 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 1829426737 records from 19498 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003312-180508205500799/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/12581601
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.h4dtrf
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia grandiflora",
 "Country is Tanzania, United Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049673-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bq37qr
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pisum sativum",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049674-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w4n7w3
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ituglanis parahybae)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049672-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nzagc
title: Occurrence Download

description: A dataset containing 1029 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ichthyococcus ovatus"
 ]
}

 The dataset includes 1029 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049675-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dryk4m
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calliope obscura)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 44 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049677-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ecps2
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thunbergia grandiflora",
 "Country is Uganda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049678-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.69p3e8
title: Occurrence Download

description: A dataset containing 452 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Calliope pectardens)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 452 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049680-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sq6fdg
title: Occurrence Download

description: A dataset containing 1782 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pisum sativum",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1782 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049679-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.