cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14767018
title: Global Food Certification Market 2025 To 2034

description: Food Certification Market Size, Trends and Insights By Risk (High-Risk Foods, Low-Risk Foods), By Type (ISO 22000, BRC, SQF, IFS, HALAL, KOSHER, Free-From Certifications, HACCP, Vegan, Others), By Application (Food, Beverages, Others), By Category (Organic Food Certification, Sustainable Food Certification), By End User (Growers, Manufacturers, Retailers, Food Service Organization, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Food Certification Market size was valued at USD 6,045.5 Million in 2025 and is expected to reach USD 9,632.7 Million by 2034 at a CAGR of 5.28% during the forecast period 2025- 2034.

Food certifications cover food handling, safety management systems, hazard analysis, critical control points (HACCP), and specialised training for dealing. The food safety certification ensures the food business is followed by healthy practices that ensure safety and quality. The food certification helps in ensuring the food production, storage, and preparation of food are compliant with all legal and regulatory requirements.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61029
DOI: 10.15468/dl.cghw9f
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "Geometry POLYGON((-73.70385 6.58938,-74.01158 6.34992,-74.00751 6.22561,-73.81085 6.1125,-73.58362 6.0585,-73.45319 6.08805,-73.33906 6.24191,-73.46032 6.60467,-73.70385 6.58938))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anolis tropidogaster Hallowell, 1856"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004424-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14767001
title: Spin orbit and coupling coeffs

description: This work dervies the couplings coefficients for several of the hydrogen atom orbital and spin states. It also compares published spin orbit splitting data with calculated data. The results show that each state's spin orbit energy shift can be aportioned to between one or two basis states with the sum of the basis state coefficients^2 = 1.
DOI: 10.5281/zenodo.14767002
title: Spin orbit and coupling coeffs

description: This work dervies the couplings coefficients for several of the hydrogen atom orbital and spin states. It also compares published spin orbit splitting data with calculated data. The results show that each state's spin orbit energy shift can be aportioned to between one or two basis states with the sum of the basis state coefficients^2 = 1.
DOI: 10.5281/zenodo.14767054
title: Global Aircraft Fuel Cell Market 2025 To 2034

description: Aircraft Fuel Cell Market Size, Trends and Insights By Fuel Type (Hydrogen Fuel Cells, Hydrocarbon Fuel Cells, Others), By Power Output (0-100 kW, 100 kW- 1MW, 1 MW & Above), By Aircraft Type (Fixed Wing, Rotary Wing, UAVs, AAM), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Aircraft Fuel Cell Market size was valued at USD 1987.45 Million in 2025 and is expected to reach at USD 4995.57 Million by 2034 at a CAGR of 10.76% during the forecast period 2025 – 2034.

Aircraft fuel cells is the main component of the aviation industry as it provides the clean energy supply for different of aviation applications.  Aircraft fuel cell uses the electrochemical process to convert the chemical energy of a fuel into electricity.

In the aviation fuel cell industry, these fuel cells are used for propulsion systems. This makes jet engines more efficient and environmentally friendly. Aircraft fuel cell also find use as auxiliary power units (APUs), which supply power to aircraft systems during ground operations. Reduce reliance on energy production from conventional engines.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61094
DOI: 10.5281/zenodo.14767055
title: Global Aircraft Fuel Cell Market 2025 To 2034

description: Aircraft Fuel Cell Market Size, Trends and Insights By Fuel Type (Hydrogen Fuel Cells, Hydrocarbon Fuel Cells, Others), By Power Output (0-100 kW, 100 kW- 1MW, 1 MW & Above), By Aircraft Type (Fixed Wing, Rotary Wing, UAVs, AAM), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Aircraft Fuel Cell Market size was valued at USD 1987.45 Million in 2025 and is expected to reach at USD 4995.57 Million by 2034 at a CAGR of 10.76% during the forecast period 2025 – 2034.

Aircraft fuel cells is the main component of the aviation industry as it provides the clean energy supply for different of aviation applications.  Aircraft fuel cell uses the electrochemical process to convert the chemical energy of a fuel into electricity.

In the aviation fuel cell industry, these fuel cells are used for propulsion systems. This makes jet engines more efficient and environmentally friendly. Aircraft fuel cell also find use as auxiliary power units (APUs), which supply power to aircraft systems during ground operations. Reduce reliance on energy production from conventional engines.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=61094
DOI: 10.5281/zenodo.14767045
title: Supplemental material for the paper: "Subfunction Structure Matters: a New Perspective on Local Optima Networks"

description: Supplemental material for the paper: "Subfunction Structure Matters: a New Perspective on Local Optima Networks"

This repository contains code, data, and plots. 

In the construct-lon folder is all code [construct-lon-x.py, where x is the algorithm shortname] and instance information needed to construct LONs using the three different algorithms and for the considered problems. 

The dist-and-corr-plots folder contains distribution plots for the LON subfunction metrics and also correlation plots for LON metrics for all algorithms and problems.

The subfunction-metrics-and-lon-viz folder contains the code used to compute LON subfunction metrics [analyse-subfuncs.py inside the subfolders].

Finally, the traditional-lon-metrics folder contains code to parse LONs and then compute a set of metrics from the literature on them. Pipeline: from within a problem folder [e.g. "dec"]: python3 parse-lons.py -> ./construct-lon.R -> ./cmlon-construct.R -> cd lons -> ./lon-metrics-funnel.R
DOI: 10.5281/zenodo.14767046
title: Supplemental material for the paper: "Subfunction Structure Matters: a New Perspective on Local Optima Networks"

description: Supplemental material for the paper: "Subfunction Structure Matters: a New Perspective on Local Optima Networks"

This repository contains code, data, and plots. 

In the construct-lon folder is all code [construct-lon-x.py, where x is the algorithm shortname] and instance information needed to construct LONs using the three different algorithms and for the considered problems. 

The dist-and-corr-plots folder contains distribution plots for the LON subfunction metrics and also correlation plots for LON metrics for all algorithms and problems.

The subfunction-metrics-and-lon-viz folder contains the code used to compute LON subfunction metrics [analyse-subfuncs.py inside the subfolders].

Finally, the traditional-lon-metrics folder contains code to parse LONs and then compute a set of metrics from the literature on them. Pipeline: from within a problem folder [e.g. "dec"]: python3 parse-lons.py -> ./construct-lon.R -> ./cmlon-construct.R -> cd lons -> ./lon-metrics-funnel.R
DOI: 10.6084/m9.figshare.28292054
title: Who participates in ‘participatory design’ of WASH infrastructure: a mixed-methods process evaluation

description: Inclusive participation is critical for community-based water, sanitation and hygiene (WASH) interventions, especially in complex environments such as urban informal settlements. We conducted a mixed-methods, theory-driven process evaluation to evaluate participation, barriers to participation, and participant satisfaction within the Revitalising Informal Settlements and their Environments (RISE) trial in Makassar, Indonesia and Suva, Fiji (ACTRN12618000633280; https://www.anzctr.org.au/). RISE conducted participatory design activities, including community-level design workshops and household visits, to co-design WASH infrastructure. Household surveys, conducted with women and men after RISE participatory design in Makassar (N=320) and Suva (N=503), captured self-reported participation in RISE activities and satisfaction with influence over RISE decision-making. We used multivariable regression models to assess socio-demographic predictors of participation and satisfaction. Qualitative data were also collected after participatory design and analyzed thematically.  Most respondents from Makassar (89%) and Suva (75%) participated in at least one RISE co-design activity. Statistically significant predictors of participation included gender, age, and marital status in Makassar and disability status and education in Suva. Most participants in Makassar (66%) and Suva (70%) were satisfied with their level of influence over RISE decision-making. In Makassar, no significant predictors of satisfaction were identified. In Suva, significant predictors of satisfaction included gender, religion, and marital status, with women wanting <i>more</i> influence and religious minorities and unmarried participants wanting <i>less </i>influence over decisions. Qualitative data showed that most participants felt satisfied by RISE’s inclusive and participatory design, although some residents reported distrust with RISE and feeling excluded from activities by community representatives. While RISE participatory design activities achieved good reach and satisfaction overall, we identified specific gender and social inequities in participation and influence over decision-making. We recommend that WASH interventions reflect on the quality of their engagement with communities and local organizations in order to identify and appropriately include groups of interest.
DOI: 10.15468/dl.9epccu
title: Occurrence Download

description: A dataset containing 33376910 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Colombia"
 ]
}

 The dataset includes 33376910 records from 4622 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004399-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x7ibx7
title: Occurrence Download

description: A dataset containing 796 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hyla plicata Brocchi, 1877"
 ]
}

 The dataset includes 796 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009286-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q22qjr
title: Occurrence Download

description: A dataset containing 80 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crotalaria kipandensis Baker f."
 ]
}

 The dataset includes 80 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011999-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ry5tyb
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cervus albirostris Przewalski, 1883"
 ]
}

 The dataset includes 31 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023184-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qp4s9n
title: Occurrence Download

description: A dataset containing 106107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Characiformes",
 "Geometry POLYGON((-75.585937 -30.751277,-80.507812 -47.989921,-79.453125 -57.515822,-69.257812 -58.263287,-62.578125 -57.704147,-60.46875 -54.572061,-53.789062 -52.696361,-57.656249 -46.073230,-56.601562 -42.293564,-32.34375 -18.979025,-30.937499 -10.141931,-37.265625 3.513421,-57.304687 11.867350,-72.421875 14.944784,-79.453125 11.523087,-87.1875 -2.460181,-83.320312 -20.961439,-75.585937 -30.751277))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 106107 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009286-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z53bz2
title: Occurrence Download

description: A dataset containing 4524 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "GadmGid is one of (COL.13_2)",
 "TaxonKey is one of (Mammalia)"
 ]
 }
 ]
}

 The dataset includes 4524 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011982-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2gs28
title: Occurrence Download

description: A dataset containing 5194 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Zoological Museum Amsterdam, University of Amsterdam (NL) - Diptera_Types"
 ]
}

 The dataset includes 5194 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023198-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3hfgbw
title: Occurrence Download

description: A dataset containing 207 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Priodontes maximus (Kerr, 1792)"
 ]
}

 The dataset includes 207 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009286-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvgd76
title: Occurrence Download

description: A dataset containing 4228 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zentrygon chiriquensis (P.L.Sclater, 1856)"
 ]
}

 The dataset includes 4228 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012014-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fbsamn
title: Occurrence Download

description: A dataset containing 626 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ailurus fulgens F.G.Cuvier, 1825"
 ]
}

 The dataset includes 626 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023192-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yjtbtl
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "TaxonKey is Ficus microcarpa L.fil."
 ]
}

 The dataset includes 458 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009286-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmgc89
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypoxis lusalensis Wiland"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027139-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6x9gm
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hydrolagus mirabilis (Collett, 1904)",
 "Year 2000-2024"
 ]
}

 The dataset includes 73 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0051997-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ongzzc
title: Occurrence Download

description: A dataset containing 1528 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lithobates spectabilis (Hillis & Frost, 1985)"
 ]
}

 The dataset includes 1528 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009287-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.he3u33
title: Occurrence Download

description: A dataset containing 52743 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Xiphorhynchus erythropygius (P.L.Sclater, 1860)"
 ]
}

 The dataset includes 52743 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012004-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9d6xkh
title: Occurrence Download

description: A dataset containing 3658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-97.94716 16.64718,-81.46163 16.64718,-81.46163 30.70474,-97.94716 30.70474,-97.94716 16.64718))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thunnus thynnus (Linnaeus, 1758)"
 ]
}

 The dataset includes 3658 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013703-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecmxrj
title: Occurrence Download

description: A dataset containing 3517 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuniculus paca (Linnaeus, 1766)"
 ]
}

 The dataset includes 3517 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009287-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qwbnam
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crepidium laciniosum (Ridl.) Schuit. & J.J.Wood"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012299-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7z66qc
title: Occurrence Download

description: A dataset containing 5038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotoneaster tomentosus (Aiton) Lindl.",
 "HasCoordinate is true",
 "Continent is Europe",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 5038 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013698-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwz78e
title: Occurrence Download

description: A dataset containing 985 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gentiana affinis Griseb.",
 "BasisOfRecord is one of (Specimen)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (United States of America, Canada)"
 ]
}

 The dataset includes 985 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270340-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrtuat
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens nicolliae Eb.Fisch. & Raheliv."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027186-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cfoace
title: Occurrence Download

description: A dataset containing 12198 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix fragilis L.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1970",
 "Year is less than or equal to 2017",
 "DecimalLongitude is greater than or equal to -15",
 "DecimalLongitude is less than or equal to 40",
 "DecimalLatitude is greater than or equal to 30",
 "DecimalLatitude is less than or equal to 75"
 ]
}

 The dataset includes 12198 records from 143 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009287-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vc4vyz
title: Occurrence Download

description: A dataset containing 4359 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ukraine",
 "Geometry POLYGON((9.94618 17.48990,140.05382 17.48990,140.05382 69.51010,9.94618 69.51010,9.94618 17.48990))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Marmota bobak (Müller, 1776)",
 "Year 1000-2024"
 ]
}

 The dataset includes 4359 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013696-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bdqndc
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Impatiens neglecta Y.L.Xu & Y.L.Chen"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027154-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.