cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.sx56gv
title: Occurrence Download

description: A dataset containing 263480 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncorhynchus mykiss"
 ]
}

 The dataset includes 263480 records from 547 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033601-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13146833
title: Trade data from UN COMTRADE to-be-used with regioinvent.

description: The dataset contains import and export data of traded goods corresponding to ecoinvent products from the UN COMTRADE database. The only purpose of this dataset is to be used as an input to the Regioinvent Python package which can be found here: https://github.com/CIRAIG/Regioinvent

 

The "treated" file contains refined information from the UN COMTRADE database and should be the one used with regioinvent. The "untreated" version contains the original numbers from the UN COMTRADE database and is provided purely for transparency and replicability purposes.
DOI: 10.5281/zenodo.14616960
title: Trade data from BACI to-be-used with regioinvent.

description: The dataset contains import and export data of traded goods corresponding to ecoinvent products from the BACI database (https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37), as well as data used to estimation total production volumes from various sources.

The only purpose of this dataset is to be used as an input to the Regioinvent Python package which can be found here: https://github.com/CIRAIG/Regioinvent
DOI: 10.5281/zenodo.15474318
title: Trade data from BACI to-be-used with regioinvent.

description: The dataset contains import and export data of traded goods corresponding to ecoinvent products from the BACI database (https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37), as well as production data from FAOSTAT and BGS/USGS and data used to estimation total production volumes from EXIOBASEv3.9.5.

The only purpose of this dataset is to be used as an input to the Regioinvent Python package which can be found here: https://github.com/CIRAIG/Regioinvent

 

v4 changes: Complete structure changed to accomodate for implementation of real production volume data, instead of only relying on the estimates from EXIOBASE. Also, now uses net exports to avoid problems wit re-exports. Imports were corrected in consequence to function be consistent with net exports.
DOI: 10.5281/zenodo.15548306
title: A Systematic Literature Review on Machine Learning Techniques for Predicting Household Water Consumption

description: The Excel file "A Systematic Literature Review on Machine Learning Techniques for Predicting Household Water Consumption" is structured to document a systematic review process. It contains six sheets, each representing a stage in the literature review. Here's a breakdown of each sheet:

1. Initial Set





Contains the raw collection of research articles from databases like Scopus.




Includes fields like: title, author, journal, year, source, and abstract.



2. Duplicates Removed





Similar to the Initial Set but with duplicate entries removed.




Retains the same structure and content fields.



3. Abstract Screened





Articles that passed the abstract screening stage.




Same format as above, suggesting relevance was judged based on abstract content.



4. Corpus Screened





Articles that passed a deeper screening phase.




Likely assessed on fuller content, with some articles having missing abstracts (None values present).



5. Quality Assessment





Evaluates articles based on 10 quality criteria (e.g., clarity of objectives, use of visuals, replicability).




Scores are numerical (0–1) and include calculated metrics like Quality of the report, Credibility, Rigor, and Relevance.



6. Final Set





The most relevant and high-quality studies selected for the review.




Detailed columns include:





ML Technique (MLT)




MLT Characteristic




Type of Evaluation




Selection Factors




Benefits and Challenges




Type of Publication and DOI
DOI: 10.15468/dl.bpydhj
title: Occurrence Download

description: A dataset containing 0 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 (Manis javanica Desmarest, 1822)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016175-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.29946944
title: Data

description: ASTE Datasets
DOI: 10.6084/m9.figshare.29946944.v1
title: Data

description: ASTE Datasets
DOI: 10.6084/m9.figshare.29108732
title: RNA-Seq Dataset of Talaromyces Marneffei Infected Mouse Brain Cortex

description: The mice in the infection group were intravenously injected with 200 microliters of <i>Talaromyces Marneffei</i> conidia at a dose of 2×10<sup>7</sup> colony-forming units per microliter, while the control group received an equivalent volume of saline injection. Immediately, mice were intraperitoneally injected with the immunosuppressant cyclophosphamide (CTX, 200 mg/kg) every three days for a total of four injections. RNA samples were pooled into two biological replicates (n=2) per group for RNA-Seq analysis. Trimmomatic software was utilized for quality control analysis of the original data, while HTSeq was employed to quantify gene expression levels.
DOI: 10.6084/m9.figshare.29108732.v1
title: RNA-Seq Dataset of Talaromyces Marneffei Infected Mouse Brain Cortex

description: The mice in the infection group were intravenously injected with 200 microliters of <i>Talaromyces Marneffei</i> conidia at a dose of 2×10<sup>7</sup> colony-forming units per microliter, while the control group received an equivalent volume of saline injection. Immediately, mice were intraperitoneally injected with the immunosuppressant cyclophosphamide (CTX, 200 mg/kg) every three days for a total of four injections. RNA samples were pooled into two biological replicates (n=2) per group for RNA-Seq analysis. Trimmomatic software was utilized for quality control analysis of the original data, while HTSeq was employed to quantify gene expression levels.
DOI: 10.15468/dl.r6rn5v
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Celestus anelpistus"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008278-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/73408abf801827966041c219f4222c1f
title: Hourly water chemistry measurements at the mouth of West Falmouth Harbor from 2005 to 2019

description: West Falmouth Harbor (West Falmouth, MA, USA) has been experiencing a dramatic increase in nitrogen loading from an upgradient municipal wastewater treatment facility since the early 2000’s. As part of a long-term study into the effects of this nitrogen enrichment, we have been measuring water chemistry at the mouth of the harbor to calculate exchange between the harbor and adjacent coastal waters of Buzzards Bay. Water samples were taken hourly over 24- to 48-hour periods during several periods in 2005-2009, 2014, 2017, and 2019. Data from 2005-2009 were collected year-round; samples from 2014 and later were collected during June through August. Samples were processed for ammonium, phosphate, nitrate + nitrite, total nitrogen, and total phosphorus. During some sampling years, additional samples were run for silicate, chlorophyll, total dissolved nitrogen, total dissolved phosphorus, dissolved organic carbon, particulate organic carbon, and particulate organic nitrogen. Salinity is reported for all samples. Samples were collected with an ISCO autosampler and stored on ice until analysis. Full analysis details and quality control methods are available in Hayn et al. 2014 (doi: 10.1007/s12237-013-9699-8).
DOI: 10.15468/dl.pa8yn6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbus barbus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1900",
 "Year is less than or equal to 1904"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008280-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scwm6d
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mogoltavia sewerzowii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008279-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wvx37z
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbus barbus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1905",
 "Year is less than or equal to 1909"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008282-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6hrdfy
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Molopospermum peleponnesiacum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 9 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008283-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6073/pasta/5ee975cb455d43981ac06201387a7e62
title: Groundwater nitrate concentrations in wells located at the shoreline of West Falmouth Harbor from 2006 to 2023

description: West Falmouth Harbor (West Falmouth, MA, USA) has been experiencing a dramatic increase in nitrogen loading from an upgradient municipal wastewater treatment facility since the early 2000's. As part of a long-term study into the effects of this nitrogen enrichment, we have been measuring groundwater chemistry in wells installed along the shoreline of the harbor to monitor the spatial and temporal patterns in N loading. Water samples were collected approximately annually from 2006 through 2009, and less frequently in subsequent years, and processed for nitrate + nitrite. Full analysis details are available in Hayn et al. 2025 in Estuaries and Coasts (doi: 10.1007/s12237-025-01630-0).
DOI: 10.15468/dl.k9y9c6
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypsirhynchus melanichnus"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008284-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.18998.77124
title: IECCNA 2017 PROGRAMME
DOI: 10.6073/pasta/bc2b501b60cb6e934b5d47d4a2bb6fbd
title: Nitrate and Salinity sampled in West Falmouth Harbor during the wintertime between 2011 and 2024

description: West Falmouth Harbor (West Falmouth, MA, USA) has been experiencing a dramatic increase in nitrogen loading from an upgradient municipal wastewater treatment facility since the early 2000's. As part of a long-term study into the effects of this nitrogen enrichment, we have measured nitrate concentrations and salinity in water samples collected during the winter months (January, February, March) from the surface waters of the two basins with groundwater inputs impacted by nitrate from the contaminated aquifer. We use these in an open water mixing model to calculate the spatially averaged groundwater nitrate concentration in our manuscript, which we use to calculate the total nitrogen loading to these two basins. This manuscript can be found at DOI: 10.1007/s12237-025-01630-0
DOI: 10.15468/dl.cv487j
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbus barbus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1910",
 "Year is less than or equal to 1914"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008285-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hxhrj6
title: Occurrence Download

description: A dataset containing 736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Musineon divaricatum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 736 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008286-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6zvmne
title: Occurrence Download

description: A dataset containing 1384 records in GBIF matching the query:
SELECT
 '211' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= 8.098015256935714
 AND decimalLatitude &lt;= 12.166598047573723
 AND decimalLongitude &gt;= -5.059334038100958
 AND decimalLongitude &lt;= 0.0
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 1384 records were derived from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008273-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbkejg
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbus barbus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1915",
 "Year is less than or equal to 1919"
 ]
}

 The dataset includes 9 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008287-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5gf8e8
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leiocephalus apertosulcus"
 ]
}

 The dataset includes 16 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008288-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.heq27c
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrrhidendron glaucescens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 75 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008289-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.29065.10085
title: IECCNA2017PROGRAMME (3).pdf
DOI: 10.15468/dl.x74dph
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbus barbus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1920",
 "Year is less than or equal to 1924"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008290-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18343972
title: Dataset of topographic data for martian oceans
DOI: 10.5281/zenodo.18343973
title: Dataset of topographic data for martian oceans
DOI: 10.5517/ccdc.csd.cc2ny784
title: CCDC 2470956: Experimental Crystal Structure Determination

description: Related Article: Long Long, Liyuan Chen, Hanxue Fu, Liu Wu, Jiarong Shi, Yang Li|2026|Angew.Chem.,Int.Ed.|65|e19628|doi:10.1002/anie.202519628
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ny81y
title: CCDC 2470980: Experimental Crystal Structure Determination

description: Related Article: Long Long, Liyuan Chen, Hanxue Fu, Liu Wu, Jiarong Shi, Yang Li|2026|Angew.Chem.,Int.Ed.|65|e19628|doi:10.1002/anie.202519628
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ny852
title: CCDC 2470984: Experimental Crystal Structure Determination

description: Related Article: Long Long, Liyuan Chen, Hanxue Fu, Liu Wu, Jiarong Shi, Yang Li|2026|Angew.Chem.,Int.Ed.|65|e19628|doi:10.1002/anie.202519628
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ny874
title: CCDC 2470986: Experimental Crystal Structure Determination

description: Related Article: Long Long, Liyuan Chen, Hanxue Fu, Liu Wu, Jiarong Shi, Yang Li|2026|Angew.Chem.,Int.Ed.|65|e19628|doi:10.1002/anie.202519628
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ny8c8
title: CCDC 2470990: Experimental Crystal Structure Determination

description: Related Article: Long Long, Liyuan Chen, Hanxue Fu, Liu Wu, Jiarong Shi, Yang Li|2026|Angew.Chem.,Int.Ed.|65|e19628|doi:10.1002/anie.202519628
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ny8qm
title: CCDC 2471001: Experimental Crystal Structure Determination

description: Related Article: Long Long, Liyuan Chen, Hanxue Fu, Liu Wu, Jiarong Shi, Yang Li|2026|Angew.Chem.,Int.Ed.|65|e19628|doi:10.1002/anie.202519628
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.4teze3
title: Occurrence Download

description: A dataset containing 2021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrrhis odorata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 2021 records from 150 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008292-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k7q43u
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Continent is one of (Africa, South America)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ardea cinerea",
 "Year 1994-2026"
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008293-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x6sx5r
title: Occurrence Download

description: A dataset containing 651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barbus barbus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1925",
 "Year is less than or equal to 1929"
 ]
}

 The dataset includes 651 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008294-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v7wkef
title: Occurrence Download

description: A dataset containing 15438 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bombus affinis"
 ]
}

 The dataset includes 15438 records from 62 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008295-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvktgp
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mabuya hispaniolae"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008296-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.