cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14795054
title: Data and R code on the net climate benefit from blue carbon burial and greenhouse gas emissions in zostera noltei seagrass meadows from Arcachon Bay, France

description: In this study, we evaluated carbon burial and greenhouse gas (GHG) fluxes, focusing on CH₄ (µmol CH₄ m⁻² day⁻¹) and N₂O (µmol N₂O m⁻² day⁻¹), within Zostera noltei seagrass meadows and adjacent bare sediments. To assess the balance between carbon burial and GHG emissions, we combined field and laboratory measurements with relevant calculations. Data were collected from seven sites within Arcachon Bay, each consisting of a healthy seagrass area and an adjacent area where seagrass had been absent for the past 20 years, now consisting of bare sediments. We considered factors such as sediment organic content and hydrodynamic conditions. The Excel field contains variables used to calculate the net climate benefit (CO₂eq m-² y⁻¹), which represents carbon burial minus GHG fluxes, as well as other variables relevant to the associated paper. The R code used for statistical analysis included the Wilcoxon test to compare bare and seagrass areas at each site for the different variables, as well as Spearman’s correlation to examine the relationship between the net climate benefit and hydrodynamic factors. Additionally, the code was used to generate the various figures presented in the article. Our results provide a comprehensive understanding of the role of seagrass meadows in climate regulation and emphasize the need for further research into the microbial communities and environmental conditions that influence GHG emissions.
DOI: 10.5281/zenodo.17599263
title: Data and R code on the net climate benefit from blue carbon burial and greenhouse gas emissions in zostera noltei seagrass meadows from Arcachon Bay, France

description: In this study, we evaluated carbon burial and greenhouse gas (GHG) fluxes, focusing on CH₄ (µmol CH₄ m⁻² day⁻¹) and N₂O (µmol N₂O m⁻² day⁻¹), within Zostera noltei seagrass meadows and adjacent bare sediments. To assess the balance between carbon burial and GHG emissions, we combined field and laboratory measurements with relevant calculations. Data were collected from seven sites within Arcachon Bay, each consisting of a healthy seagrass area and an adjacent area where seagrass had been absent for the past 20 years, now consisting of bare sediments. We considered factors such as sediment organic content and hydrodynamic conditions. The Excel field contains variables used to calculate the net climate benefit (CO₂eq m-² y⁻¹), which represents carbon burial minus GHG fluxes, as well as other variables relevant to the associated paper. The R code used for statistical analysis included the Wilcoxon test to compare bare and seagrass areas at each site for the different variables, as well as Spearman’s correlation to examine the relationship between the net climate benefit and hydrodynamic factors. Additionally, the code was used to generate the various figures presented in the article. Our results provide a comprehensive understanding of the role of seagrass meadows in climate regulation and emphasize the need for further research into the microbial communities and environmental conditions that influence GHG emissions.
DOI: 10.15468/dl.m9wjpp
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Acidosasa notata"
 ]
}

 The dataset includes 34 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030720-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fj25r2
title: Occurrence Download

description: A dataset containing 1081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "GadmGid is ESP.12_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ilex",
 "Year 1000-2024"
 ]
}

 The dataset includes 1081 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030721-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rrwyb2
title: Occurrence Download

description: A dataset containing 4400 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((155.44586 41.22684,115.95221 45.20462,77.87916 29.29352,97.19979 9.40462,104.01889 3.72209,114.24746 15.08714,138.9665 22.75857,155.44586 41.22684))",
 "TaxonKey is Quercus acutissima"
 ]
}

 The dataset includes 4400 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030722-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4q55vc
title: Occurrence Download

description: A dataset containing 36943913 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 36943913 records from 437 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0117680-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhxpn7
title: Occurrence Download

description: A dataset containing 51621698 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 51621698 records from 614 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007474-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zp6dbt
title: Occurrence Download

description: A dataset containing 6078866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "License is one of (CC0 1.0, CC-BY 4.0, CC-BY-NC 4.0)",
 "MediaType is Image",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 6078866 records from 611 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029228-231120084113126/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/13869111
title: Booru.org Top Leaderboard
DOI: 10.15468/dl.xbja4e
title: Occurrence Download

description: A dataset containing 839090 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-09-30",
 "EventDate is less than or equal to 2025-10-30",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 839090 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008426-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.szkfpt
title: Occurrence Download

description: A dataset containing 3055 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lespedeza",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 3055 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5683/sp3/287od6
title: Detailed Gender by Age, Census 2021, in the Greater Toronto Area [Canada] [Custom Tabulation] [B2020] [CSV]
title: Sexe détaillé par âge, recensement de 2021, dans la région du Grand Toronto [Canada] [Tableau personnalisé] [B2020] [CSV]
title: Detailed Gender by Age, Census 2021, in the Greater Toronto Area

description: This is a custom tabulation from Statistics Canada. It presents data on age, gender identity, and geography. It contains a detailed breakdown of age and the geography encompasses Canada as a whole and displays a breakdown of the census divisions (CD) of the Greater Toronto Area, those being: Durham, York, Toronto, Peel, and Halton.
description: Statistics Canada Custom Tabulations
description: Census of Population
description: Statistics Canada performs random rounding on custom tabulations to ensure confidentiality. This means all counts are rounded to a base of 5 (ending in 0 or 5) and may not match the sum of the rounded components. 
Beyond 20/20 software (to open .ivt files) is available for download from the Statistics Canada website
DOI: 10.15468/dl.p6md37
title: Occurrence Download

description: A dataset containing 6889615 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 6889615 records from 945 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008395-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9wrgci3
title: Permafrost Ground Temperature from 1950 to 1961 in Utqiagvik, Alaska: Special Holes 2, 8, 22, and 26

description: This legacy dataset includes digitized ground temperatures from four borehole sites in Utqiagvik, Alaska. The data were measured by scientists from the Naval Arctic Research Laboratory (NARL) on a weekly to biweekly frequency spanning 1950 to 1961. The datasets include ground temperatures at approximately 15-24 depth increments down to 60-110 ft (28-33 m) (with higher measurement resolution near the surface), as well as climatological data such as snow depth, thaw depth, wind speed, and wind direction. Descriptions of weather conditions (including cloud cover) are also available. Each borehole site spans a different array of depths and measurement dates, as well as a unique geologic terrain. The raw data file for each site shows the original data (generally in imperial units) without any corrections applied or outliers removed. A calibration table is available for each site, which enables the user to convert the raw resistance values to the calibrated and corrected temperatures. The clean version of the data for each site has completed this task (subtracted the test thermistor resistance, converted resistance to temperature, and added any ice bath temperature correction values); it shows all calibrated and corrected measurements (in metric units), and has been inspected to remove clear outliers. The original scans of the archive records are bundled into a pdf for each site along with a modern photo of the site and are available upon request.
DOI: 10.5281/zenodo.17715917
title: Comprehensive Statistics from 2000 to 2015 by U.S. Drought Monitor
DOI: 10.15468/dl.jebm9q
title: Occurrence Download

description: A dataset containing 1258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Leucanthemum vulgare",
 "GadmGid is one of (USA.6_1, USA.17_1, USA.27_1, USA.28_1, USA.32_1, USA.35_1, USA.37_1, USA.42_1, USA.44_1, USA.51_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Human Observation, Machine Observation)"
 ]
}

 The dataset includes 1258 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ai2saa
title: Data set for analysis of Customer preference and demand for reduced cooking time bean varieties on the Ugandan markets

description: The data were used to analyse Ugandan customer preferences for bean varieties with reduced cooking time, comparing rural producers and urban consumers. Using a discrete choice experiment, study assessed the value placed on attributes like cooking time, grain swelling, taste, color, climate resilience, yield, and price. These attributes were identified through stakeholder consultations and literature for their relevance to nutrition, food security, and climate goals. A latent class model was used to estimate preferences, as reduced-cooking-time beans are not yet commercially available. The objective was to inform breeding priorities by identifying the bean attributes customers value most. A key focus was determining if preferences differed significantly between rural bean-producing households and urban non-producing consumers
&lt;br&gt;
&lt;br&gt; 
Methodology: Data were collected from households across Uganda's major bean-growing and consuming regions via household and community surveys. The household survey, administered digitally using ODK/SurveyCTO, was conducted to either the household head or their spouse. It covered nine modules, including: 1) demographics and socio-economics, 2) bean consumption and preparation, 3) a choice experiment and willingness-to-pay questions and 4) agricultural production, assets, and food consumption. Respondents were guided through the choice experiment in English or local dialects. 
The community questionnaire gathered data on village demographics, bean production trends, market access, and changes over the previous five and ten years. A team of seven research assistants, regionally representative and experienced in socio-economic data collection, conducted the interviews to ensure data quality and cultural relevance. (2025-11)
DOI: 10.15468/dl.bnhdn9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-135.49991 48.59011,-117.33715 48.59011,-117.33715 55.86144,-135.49991 55.86144,-135.49991 48.59011))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Caurinus dectes"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008439-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wcrxy4
title: Co-joint based evaluation of bean-based processed products and their attributes with consumers data in malawi

description: The data served to evaluate consumer preferences for three processed bean products: bean flour, dehydrated pre-cooked beans, and bean paste. The study addressed several objectives, including identifying preferred product attributes, determining which were most valued, and comparing perceptions of processed versus unprocessed legumes. A key focus was assessing the acceptability of the prototypes after tasting and analyzing how acceptance correlated with consumer demographics and attitudes. The collected data encompassed participant characteristics, purchasing habits, attitudes, and their detailed feedback on the products after direct experience.&lt;br&gt;&lt;br&gt; Methodology:The research utilized a conjoint analysis framework to ascertain the relative importance of various bean product attributes. Data were collected from 120 participants using three LUANAR-developed prototypes and two structured instruments. Participants evaluated 12 attributes—comprising both intrinsic (e.g., taste, aroma, cooking time) and extrinsic (e.g., price, shelf life, packaging) factors—by providing a rating on a 5-point Likert scale and a ranked list of their top four preferences. To contextualize the quantitative findings, focus group discussions were conducted to gather community-level insights on bean consumption patterns and awareness. A separate checklist standardized the procedure for introducing the prototypes and collecting general feedback.
DOI: 10.7910/dvn/uqjujt
title: Beyond Traditional Channels: A baseline data for Causal Assessment of Social Media's Impact on Smallholder Farmers' Practices in Isingiro district.

description: This study aims to assess the causal impact of social media on smallholder farmers' knowledge and adoption of agricultural practices, comparing its effectiveness to traditional extension channels. It further identifies the mechanisms of this influence and the farmer profiles that benefit most, providing evidence for designing more efficient and scalable extension programs. A baseline survey was conducted and data collected from bean-growing farmers to establish the benchmarks of key outcome variables before the intervention. A baseline also provided insights into the context, and information used to select suitable varieties for dissemination and customize the information messages.&lt;br&gt;&lt;br&gt; Methodology:This study used a cluster-randomized controlled trial (cRCT) to compare how two different communication channels affect farmers' adoption of improved biofortified bean varieties. Sub counties were randomly assigned to one of three treatment arms:
1. Social Media Extension: Farmers received informational videos via social media.
2. Traditional Extension: Farmers attended in-person training with a local agent.
3. Control Group.

 The design used sub counties, the largest administrative units within a district, as clusters to create geographical barriers and minimize contamination between groups. The core informational content on bean benefits and seed sources was kept identical across all treatments to isolate the effect of the delivery channel—comparing digital outreach against in-person training. To prevent bias, the study was presented as a general evaluation of delivery methods.

District extension workers contacted Farmer Group (FG) representatives in the selected sub-counties to introduce the study. Interested groups provided consent and contact details, with the understanding that participation was voluntary and would not affect their eligibility for future programs. Research assistants then screened these interested groups for eligibility. For those that qualified, the assistants scheduled in-person meetings to collect baseline data directly from the group members.
DOI: 10.5517/ccdc.csd.cc2n2dfl
title: CCDC 2445169: Experimental Crystal Structure Determination

description: Related Article: Jaggaraju Prudhviraj, Chavakula Nagababu, Rami Sateesh, Krishna Swaroop Desireddy, Nagender Punna|2025|Org.Biomol.Chem.|23|10295|doi:10.1039/d5ob01505g
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.cc2n9mg2
title: CCDC 2452114: Experimental Crystal Structure Determination

description: Related Article: Jin-Fa Chen, Xu-Xu Jia, Xiao-Peng Ling, Yu-Xi Yuan, Bingbing Shi, Qi Lin, Hong Yao, Tai-Bao Wei|2025|Org.Chem.Front.|12|6283|doi:10.1039/d5qo01006c
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.cc2nbxyw
title: CCDC 2453369: Experimental Crystal Structure Determination

description: Related Article: Amlan Ranjan Rayasingh, Vadivelu Manivannan|2025|Dalton Trans.|54|16939|doi:10.1039/d5dt02077h
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.cc2nbxzx
title: CCDC 2453370: Experimental Crystal Structure Determination

description: Related Article: Amlan Ranjan Rayasingh, Vadivelu Manivannan|2025|Dalton Trans.|54|16939|doi:10.1039/d5dt02077h
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.cc2nby21
title: CCDC 2453373: Experimental Crystal Structure Determination

description: Related Article: Amlan Ranjan Rayasingh, Vadivelu Manivannan|2025|Dalton Trans.|54|16939|doi:10.1039/d5dt02077h
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.cc2nbyvt
title: CCDC 2453397: Experimental Crystal Structure Determination

description: Related Article: Amlan Ranjan Rayasingh, Vadivelu Manivannan|2025|Dalton Trans.|54|16939|doi:10.1039/d5dt02077h
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.cc2nbywv
title: CCDC 2453398: Experimental Crystal Structure Determination

description: Related Article: Amlan Ranjan Rayasingh, Vadivelu Manivannan|2025|Dalton Trans.|54|16939|doi:10.1039/d5dt02077h
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.cc2nbyxw
title: CCDC 2453399: Experimental Crystal Structure Determination

description: Related Article: Amlan Ranjan Rayasingh, Vadivelu Manivannan|2025|Dalton Trans.|54|16939|doi:10.1039/d5dt02077h
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.