cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14910506
title: Trends in Global Biodiversity Scearios - supporting data
DOI: 10.15468/dl.6gfx77
title: Occurrence Download

description: A dataset containing 67247 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Philaenus spumarius (Linnaeus, 1758)"
 ]
}

 The dataset includes 67247 records from 560 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001255-250221090833381/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pueeyq
title: Occurrence Download

description: A dataset containing 473432 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Oxalis L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 473432 records from 987 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017642-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hscb8w
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Kinixys erosa (Schweigger, 1812)"
 ]
}

 The dataset includes 557 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061140-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7vhqw
title: Occurrence Download

description: A dataset containing 7549509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam)",
 "Year is greater than or equal to 1849"
 ]
}

 The dataset includes 7549509 records from 1560 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0132374-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfwhjw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria quinquefolia",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055809-250920141307145/datasets/export for details.
DOI: 10.15468/dl.rsp89m
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crotalaria quinquefolia",
 "Country is Vanuatu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055811-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27901512
title: Exploring the Relative Influence of Atomic Parameters on Solid Solution Strengthening

description: These data pertain to the dataset used for analyzing the results presented in the study titled "Exploring the Relative Influence of Atomic Parameters on Solid Solution Strengthening." For further information, please feel free to contact me at: pedro.oliveira@ufsar.br.
DOI: 10.6084/m9.figshare.27901512.v1
title: Exploring the Relative Influence of Atomic Parameters on Solid Solution Strengthening

description: These data pertain to the dataset used for analyzing the results presented in the study titled "Exploring the Relative Influence of Atomic Parameters on Solid Solution Strengthening." For further information, please feel free to contact me at: pedro.oliveira@ufsar.br.
DOI: 10.6084/m9.figshare.28391645
title: DosePI: A Comprehensive Dataset for Peristaltic Pump Accuracy Enhancement in Pharmaceutical Environments

description: This dataset contains approximately 150,000 peristaltic pump dosing measurements spanning volumes from 0.1 to 2.0 ml, collected using a Flexicon PD12 peristaltic pump system used in pharmaceutical manufacturing environments. The data is structured into two main categories: a core performance dataset and a compensated dataset. The core performance dataset includes baseline performance measurements across four target volumes (0.2, 0.3, 1.2, and 2.0 ml), raw dosing data with calibration points marked, and comprehensive metadata about system configuration and operating conditions. The compensated dataset contains data from multiple compensation strategies. Each compensation sequence includes both uncompensated and compensated phases, with full records of model predictions and resulting dispensed volumes. The dataset captures both statistical (ARIMA) and AI-based (GRU) compensation strategies, documenting improvements achievable through these techniques. Calibration history and system parameters are included as metadata. This represents the first publicly available dataset documenting peristaltic pump behavior across such a wide range of volumes, making it a valuable resource for research in pharmaceutical manufacturing processes and precision dosing systems. All data is provided in standard CSV format, with clear documentation of data structure and experimental conditions. The dataset supports research in dosing system optimization and compensation algorithm development.
DOI: 10.6084/m9.figshare.28391645.v1
title: DosePI: A Comprehensive Dataset for Peristaltic Pump Accuracy Enhancement in Pharmaceutical Environments

description: This dataset contains approximately 150,000 peristaltic pump dosing measurements spanning volumes from 0.1 to 2.0 ml, collected using a Flexicon PD12 peristaltic pump system used in pharmaceutical manufacturing environments. The data is structured into two main categories: a core performance dataset and a compensated dataset. The core performance dataset includes baseline performance measurements across four target volumes (0.2, 0.3, 1.2, and 2.0 ml), raw dosing data with calibration points marked, and comprehensive metadata about system configuration and operating conditions. The compensated dataset contains data from multiple compensation strategies. Each compensation sequence includes both uncompensated and compensated phases, with full records of model predictions and resulting dispensed volumes. The dataset captures both statistical (ARIMA) and AI-based (GRU) compensation strategies, documenting improvements achievable through these techniques. Calibration history and system parameters are included as metadata. This represents the first publicly available dataset documenting peristaltic pump behavior across such a wide range of volumes, making it a valuable resource for research in pharmaceutical manufacturing processes and precision dosing systems. All data is provided in standard CSV format, with clear documentation of data structure and experimental conditions. The dataset supports research in dosing system optimization and compensation algorithm development.
DOI: 10.5281/zenodo.15477961
title: Data supporting Time-Varying Scaled Consensus in Directed Multi-Agent Systems with Delays

description: Dr. Mana Donganont, School of Science, University of Phayao, Thailand
DOI: 10.5281/zenodo.17284376
title: Data supporting Time-Varying Scaled Consensus in Directed Multi-Agent Systems with Delays

description: Dr. Mana Donganont, School of Science, University of Phayao, Thailand
DOI: 10.5281/zenodo.17284337
title: Assessing Indonesia's Readiness for Agentic Coding Adoption in Transforming Software Development
DOI: 10.5281/zenodo.17284338
title: Assessing Indonesia's Readiness for Agentic Coding Adoption in Transforming Software Development
DOI: 10.5281/zenodo.16027369
title: Exploring the maize transcriptional regulatory landscape through large-scale profiling of transcription factor binding sites

description: Dataset Description - Version 1

This dataset contains:

Network files:



mGRN.csv (12.33 MB) - Tissue-specific networks (root, ear, tassel, seed, stem, leaf)


Transcription factor data:



405_TFs_motif.rar (163.28 KB) - Transcription factor motif data

513_TFs_peak_filter files - Peak files for 513 transcription factors (before and after regulatory region filtering)


Functional analysis:



GO term enrichment results (17.02 MB)

Regulatory region analysis (14.24 MB)


Resources:



Analysis code: https://github.com/Huo-qiang/accuracy-enhanced-maize-gene-regulatory-network-mGRN

IGV browser: https://dap-seq.maize-endosperm.cn/

Raw data:



https://ngdc.cncb.ac.cn/gsa/browse/CRA022036

https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE201701




⚠️ Note: An updated version (v2) with additional ChIPSeeker annotation files is available at: https://doi.org/10.5281/zenodo.16029269

Citation:If you use the data or code, please cite: Huo Q., Zhang Z., Zhang K., Wang Q., Zhang W., Ye X., Lyu Q., Galbraith D.W., Ma Z., and Song R. (2025). Exploring the maize transcriptional regulatory landscape through large-scale profiling of transcription factor binding sites. Mol. Plant. 18, 1777–1798. doi: https://doi.org/10.1016/j.molp.2025.08.009
DOI: 10.5281/zenodo.17279988
title: Climate Change Data Repository and Model Subselection in Turia River Basin CMIP5 RCP 8.5

description: This dataset contains the climatic and hydrological data, together with the model sub-selections generated for the assessment of climate change impacts on multiple basins.The NetCDF folder includes both raw and bias-corrected climatic and hydrological datasets derived from regional climate model simulations and hydrological model outputs.The Subselections folder provides the model combinations selected for each basin and sub-selection method, as described in the accompanying article.Together, these data support the reproducibility of the analyses and enable further exploration of basin-scale responses to climate change.All files are provided in open formats and are described in the accompanying README file.
DOI: 10.5281/zenodo.17279987
title: Climate Change Data Repository and Model Subselection in Turia River Basin CMIP5 RCP 8.5

description: This dataset contains the climatic and hydrological data, together with the model sub-selections generated for the assessment of climate change impacts on multiple basins.The NetCDF folder includes both raw and bias-corrected climatic and hydrological datasets derived from regional climate model simulations and hydrological model outputs.The Subselections folder provides the model combinations selected for each basin and sub-selection method, as described in the accompanying article.Together, these data support the reproducibility of the analyses and enable further exploration of basin-scale responses to climate change.All files are provided in open formats and are described in the accompanying README file.
DOI: 10.5282/ubm/data.689
title: Raw SAXS Data from P12 and P62, used in "Combining SAXS analysis and MD simulation to determine structure and hydration of ionizable lipid hexagonal phases"

description: Data to: 
Philipp, Julian, Akhil Sudarsan, Ekaterina Kostyurina, Viktoriia Meklesh, Monica Berglund, Michael Rappolt, Jan Westergren, Lennart Lindfors, Nadine Schwierz, and Joachim Oskar Raedler. ‘Combining SAXS Analysis and MD Simulation to Determine Structure and Hydration of Ionizable Lipid Hexagonal Phases’. Soft Matter, 2025. https://doi.org/10.1039/D5SM00666J.
DOI: 10.15468/dl.va9ty3
title: Occurrence Download

description: A dataset containing 1492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficus subulata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1492 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055812-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkggy3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum japonicum",
 "Country is Guyana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055813-250920141307145/datasets/export for details.
DOI: 10.15468/dl.kyyv6q
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum japonicum",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055814-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.knaffx
title: Occurrence Download

description: A dataset containing 1514 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is one of (Continent derived from coordinates, Continent derived from country)",
 "TaxonKey is Cenostigma bracteosum"
 ]
}

 The dataset includes 1514 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055815-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7xmryj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum japonicum",
 "Country is Suriname",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055816-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ywee3a
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficus tikoua)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 450 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055818-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zq42g
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Clerodendrum japonicum",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055819-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chemtu
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quassia amara",
 "Country is Guyana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055821-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.avhep2
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quassia amara",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 39 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055822-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cx9wxw
title: Occurrence Download

description: A dataset containing 2974 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficus tinctoria)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2974 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055820-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se2bp7
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quassia amara",
 "Country is Philippines",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055823-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e2zvf5
title: Occurrence Download

description: A dataset containing 821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (USA.7_1, USA.22_1, USA.20_1, USA.30_1, USA.33_1, USA.40_1, USA.46_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Satyrium edwardsii"
 ]
}

 The dataset includes 821 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055826-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sykf2p
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Swietenia macrophylla",
 "Year 1593-1990"
 ]
}

 The dataset includes 35 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055825-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj7sha
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quassia amara",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055829-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.evsxns
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quassia amara",
 "Country is Sao Tome and Principe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055827-250920141307145/datasets/export for details.
DOI: 10.15468/dl.u8wdvs
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Quassia amara",
 "Country is Seychelles",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055828-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3e57md
title: Occurrence Download

description: A dataset containing 443 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficus triloba)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 443 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055830-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.323eeg
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Simaba cedron",
 "Country is Guyana",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055831-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6snh7j
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Simaba cedron",
 "Country is Venezuela (Bolivarian Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055833-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c8vvvu
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Simaba cedron",
 "Country is Suriname",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055832-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9c87np
title: Occurrence Download

description: A dataset containing 2255 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ficus variegata)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2255 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055834-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.swfhng
title: Occurrence Download

description: A dataset containing 6937 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Tremarctos ornatus"
 ]
}

 The dataset includes 6937 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055835-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qthzp
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ottelia alismoides",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055839-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xhm8zs
title: Occurrence Download

description: A dataset containing 702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Suricata suricatta"
 ]
}

 The dataset includes 702 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0055836-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.