cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.g4mqna
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Urania"
 ]
}

 The dataset includes 565 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046084-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/wz2cj22trw
title: Apparent Elastic Modulus of Lotus root

description: Apparent Elastic Modulus of Lotus root
DOI: 10.17632/wz2cj22trw.1
title: Apparent Elastic Modulus of Lotus root

description: Apparent Elastic Modulus of Lotus root
DOI: 10.17632/vn6b4xbgw6
title: Heatwaves in China

description: 1. Heatwave index calculation 2. Heatwave trigger time calculation
DOI: 10.17632/vn6b4xbgw6.1
title: Heatwaves in China

description: 1. Heatwave index calculation 2. Heatwave trigger time calculation
DOI: 10.17632/4yb42v54ds
title: Calcium isotopes of NCC lower continental crust

description: This dataset primarily includes the Ca isotope composition of lower crustal granulite xenoliths and Archean terrain granulites from North China Craton, model calculations of average Ca isotope composition in various geologic settings, model calculation of Ca isotope fractionation during lower crustal processes
DOI: 10.17632/4yb42v54ds.1
title: Calcium isotopes of NCC lower continental crust

description: This dataset primarily includes the Ca isotope composition of lower crustal granulite xenoliths and Archean terrain granulites from North China Craton, model calculations of average Ca isotope composition in various geologic settings, model calculation of Ca isotope fractionation during lower crustal processes
DOI: 10.17632/kyrc4ccym7
title: IPNet: Polarization-based Camouflaged Object Detection via dual-flow network [dataset]

description: In order to establish a universal standard for Polarization-based camouflaged object detection, we have meticulously constructed a comprehensive, real-world, and challenging dataset, dubbed PCOD_1200. The PCOD_1200 dataset consists of a total of 1200 instances of camouflage object detection scenarios, with 970 scenes allocated for training and the remaining 230 for testing. Different from widely utilized COD datasets, which were collected from the Internet through the Google search engine using specific keywords, our dataset is meticulously curated from authentic real-world images captured using a polarization camera within carefully designed camouflage scenarios. We draw inspiration from a wide array of authentic camouflage scenarios found in nature, military contexts, industrial environments, and daily life. Utilizing elements such as plants, specimens, Ghillie suits, and simulation models, we meticulously design and construct camouflage object detection scenes across diverse backgrounds including grasslands, sandy terrains, snowy landscapes, barren woods, and camouflaged fabrics. Specifically, it encompasses a broad assortment of scenes categorized into 8 main classes, further subdivided into 89 subclasses. Additionally, PCOD_1200 encompasses a considerable number of outdoor environments, including grasslands, dead leaves, dead trees, and other habitats, to further consider practical applications. Moreover, the camouflage scenes within PCOD_1200 encapsulate a variety of environmental lighting conditions, captured through passive detection mechanisms that forego any introduction of supplementary polarized light sources. This methodological choice is driven by the intent to authentically replicate natural conditions and real-world applications. To ensure the accurate representation of scene colors, each imaging scenario within the PCOD_1200 dataset is calibrated for white balance using Datacolor’s 24-color standard color card.
DOI: 10.17632/kyrc4ccym7.1
title: IPNet: Polarization-based Camouflaged Object Detection via dual-flow network [dataset]

description: In order to establish a universal standard for Polarization-based camouflaged object detection, we have meticulously constructed a comprehensive, real-world, and challenging dataset, dubbed PCOD_1200. The PCOD_1200 dataset consists of a total of 1200 instances of camouflage object detection scenarios, with 970 scenes allocated for training and the remaining 230 for testing. Different from widely utilized COD datasets, which were collected from the Internet through the Google search engine using specific keywords, our dataset is meticulously curated from authentic real-world images captured using a polarization camera within carefully designed camouflage scenarios. We draw inspiration from a wide array of authentic camouflage scenarios found in nature, military contexts, industrial environments, and daily life. Utilizing elements such as plants, specimens, Ghillie suits, and simulation models, we meticulously design and construct camouflage object detection scenes across diverse backgrounds including grasslands, sandy terrains, snowy landscapes, barren woods, and camouflaged fabrics. Specifically, it encompasses a broad assortment of scenes categorized into 8 main classes, further subdivided into 89 subclasses. Additionally, PCOD_1200 encompasses a considerable number of outdoor environments, including grasslands, dead leaves, dead trees, and other habitats, to further consider practical applications. Moreover, the camouflage scenes within PCOD_1200 encapsulate a variety of environmental lighting conditions, captured through passive detection mechanisms that forego any introduction of supplementary polarized light sources. This methodological choice is driven by the intent to authentically replicate natural conditions and real-world applications. To ensure the accurate representation of scene colors, each imaging scenario within the PCOD_1200 dataset is calibrated for white balance using Datacolor’s 24-color standard color card.
DOI: 10.17632/vvdgr3tttn.2
title: The impact of early pension withdrawals on household finances and inflation

description: The data and codes replicate the aggregate estimates for the paper "The impact of early pension withdrawals on household finances and inflation". The codes use pre-downloaded data from Eurostat and ECB, and software such as Stata, EViews and MS Excel to process the data and replicate the findings.
DOI: 10.17632/vhjrd2hhhk.1
title: Good and bad classification of puti fish(puntius sophore)

description: Good and Bad Classification of Puti Fish (Puntius sophore)
A digital image–based classification system for Puti fish involves capturing high-resolution images of individual fish and labeling them as “good” (fresh, healthy) or “bad” (spoiled, damaged, or diseased). In the dataset, “good” fish typically exhibit bright eyes, intact scales, firm body texture, and natural coloration, while “bad” samples show dull or cloudy eyes, faded or patchy coloration, damaged fins, soft flesh, or signs of fungal or bacterial infection. These labeled images are then used to train machine-learning or deep-learning models to automatically detect quality differences. A typical dataset includes multiple angles, lighting variations, and size diversity to ensure accurate real-world classification.
DOI: 10.5281/zenodo.17888133
title: Enhancing Discrete Hopfield Neural Network with Exempted Random 3-Satisfiability and Metaheuristic Learning

description: The results highlight how the newly proposed Exempted Random 3 Satisfiability (eRAN3SAT) logic performs when integrated into the Discrete Hopfield Neural Network framework (DHNN-eRAN3SAT). This model is further strengthened by three metaheuristic learning techniques: the Election Algorithm, Exhaustive Search, and the Genetic Algorithm. To understand the model’s overall behaviour, we evaluate it using several important metrics, including RMSE learning, RMSE testing, Global Minima Ratio, Total Variation (TV), and the Jaccard Similarity Index (JSI). These results are presented for three clause combinations: k = 1, 2, 3; k = 1, 3; and k = 2, 3, enabling a more precise comparison of the model’s performance across different logical structures.
DOI: 10.5281/zenodo.17888134
title: Enhancing Discrete Hopfield Neural Network with Exempted Random 3-Satisfiability and Metaheuristic Learning

description: The results highlight how the newly proposed Exempted Random 3 Satisfiability (eRAN3SAT) logic performs when integrated into the Discrete Hopfield Neural Network framework (DHNN-eRAN3SAT). This model is further strengthened by three metaheuristic learning techniques: the Election Algorithm, Exhaustive Search, and the Genetic Algorithm. To understand the model’s overall behaviour, we evaluate it using several important metrics, including RMSE learning, RMSE testing, Global Minima Ratio, Total Variation (TV), and the Jaccard Similarity Index (JSI). These results are presented for three clause combinations: k = 1, 2, 3; k = 1, 3; and k = 2, 3, enabling a more precise comparison of the model’s performance across different logical structures.
DOI: 10.17632/j4f2w49h75
title: Volcanic impact on terrestrial sulphur cycling during the Carboniferous-Permian in an alkaline lake in the Junggar Basin, NW China

description: A total of 117 fresh samples were tested for total organic carbon (TOC), TS, major and trace element, Hg contents and X-ray Diffraction (XRD), and 92 samples were subjected to Fe speciation and δ34Spy analyses.
DOI: 10.17632/j4f2w49h75.1
title: Volcanic impact on terrestrial sulphur cycling during the Carboniferous-Permian in an alkaline lake in the Junggar Basin, NW China

description: A total of 117 fresh samples were tested for total organic carbon (TOC), TS, major and trace element, Hg contents and X-ray Diffraction (XRD), and 92 samples were subjected to Fe speciation and δ34Spy analyses.
DOI: 10.15468/dl.5fdbn6
title: Occurrence Download

description: A dataset containing 34947 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia, Oceania, Europe, North America, South America)",
 "CoordinateUncertaintyInMeters 0.0-100000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Siphonaptera",
 "Year 1975-2025"
 ]
}

 The dataset includes 34947 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046086-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2r3qtp
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melinnopsis somovi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046087-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fbtbc38fhr
title: Dataset of "Performance prediction equation for the Valencia Marathon based on time and pacing in the half marathon"

description: Dataset of the manuscript "Performance prediction equation for the Valencia Marathon based on time and pacing in the half marathon". This dataset includes data of pacing of 8.261 runners, who participated in both events (Valencia Half Marathon and Marathon) in the same year, for the 2022 and 2023 editions.
DOI: 10.17632/fbtbc38fhr.1
title: Dataset of "Performance prediction equation for the Valencia Marathon based on time and pacing in the half marathon"

description: Dataset of the manuscript "Performance prediction equation for the Valencia Marathon based on time and pacing in the half marathon". This dataset includes data of pacing of 8.261 runners, who participated in both events (Valencia Half Marathon and Marathon) in the same year, for the 2022 and 2023 editions.
DOI: 10.17632/7kvm8fmvfw
title: Heisei-Shinzan Lava Dome Deformation Time Series

description: This dataset contains the numerical data used in the manuscript “Long-term deformation of the Heisei-Shinzan lava dome revealed by integrated GBSAR, EDM, and DEM analysis.” The files provide the processed displacement time series and the values underlying Tables 1–3 in the paper.
Table 1 (Table1.csv): Cumulative LOS and slope-parallel displacements, terrain aspects, and the proportion of steep slopes (&gt; 40°) for all GBSAR and EDM observation points.
Table 2 (Table2.csv): Temporal variation of Pearson correlation coefficients between cumulative displacement time series derived from GBSAR and EDM measurements at corresponding sites. Correlations are calculated annually from 2013 to 2025; high values (r &gt; 0.7) indicate consistent displacement trends between the two methods, whereas lower values may reflect geometric effects or localized deformation.
Table 3 (Table3.csv): Volumetric change by interval at the Heisei-Shinzan lava dome. Time intervals are listed as end–start year. The level of detection was applied to Δz prior to aggregation. “Erosion” and “Deposition” are absolute volumes of negative and positive Δz (m³) after LoD masking, and “Net change” is calculated as Deposition – Erosion.
GBSAR_displacement.csv / EDM_displacement.csv: GBSAR and EDM Cumulative LOS displacement time series used to derive the above tables and figures.
These datasets provide the numerical basis needed to reproduce the deformation analysis, tables, and interpretations presented in the article.
DOI: 10.17632/7kvm8fmvfw.1
title: Heisei-Shinzan Lava Dome Deformation Time Series

description: This dataset contains the numerical data used in the manuscript “Long-term deformation of the Heisei-Shinzan lava dome revealed by integrated GBSAR, EDM, and DEM analysis.” The files provide the processed displacement time series and the values underlying Tables 1–3 in the paper.
Table 1 (Table1.csv): Cumulative LOS and slope-parallel displacements, terrain aspects, and the proportion of steep slopes (&gt; 40°) for all GBSAR and EDM observation points.
Table 2 (Table2.csv): Temporal variation of Pearson correlation coefficients between cumulative displacement time series derived from GBSAR and EDM measurements at corresponding sites. Correlations are calculated annually from 2013 to 2025; high values (r &gt; 0.7) indicate consistent displacement trends between the two methods, whereas lower values may reflect geometric effects or localized deformation.
Table 3 (Table3.csv): Volumetric change by interval at the Heisei-Shinzan lava dome. Time intervals are listed as end–start year. The level of detection was applied to Δz prior to aggregation. “Erosion” and “Deposition” are absolute volumes of negative and positive Δz (m³) after LoD masking, and “Net change” is calculated as Deposition – Erosion.
GBSAR_displacement.csv / EDM_displacement.csv: GBSAR and EDM Cumulative LOS displacement time series used to derive the above tables and figures.
These datasets provide the numerical basis needed to reproduce the deformation analysis, tables, and interpretations presented in the article.
DOI: 10.17632/b7nwt5j4ty
title: Participatory Urban Governance and Community Empowerment: An Ethnographic Study of Sulam Angkinan

description: This research expands the understanding of participatory governance in urban areas of the Global South by demonstrating that community participation can grow organically through everyday practices, social networks, and cultural heritage, as seen in the Sulam Angkinan community in Palembang. This study emphasizes the importance of incorporating cultural, relational, and gender dimensions into urban governance frameworks, as women are key actors in maintaining local skills and values, despite the challenges of regeneration, innovation, and institutional transformation
DOI: 10.17632/b7nwt5j4ty.1
title: Participatory Urban Governance and Community Empowerment: An Ethnographic Study of Sulam Angkinan

description: This research expands the understanding of participatory governance in urban areas of the Global South by demonstrating that community participation can grow organically through everyday practices, social networks, and cultural heritage, as seen in the Sulam Angkinan community in Palembang. This study emphasizes the importance of incorporating cultural, relational, and gender dimensions into urban governance frameworks, as women are key actors in maintaining local skills and values, despite the challenges of regeneration, innovation, and institutional transformation
DOI: 10.17632/2st3jmhkn3
title: dsrB database

description: A custom dsrB gene (dissimilatory sulfite reductase B) reference database with 19,031 sequences and assigned taxonomy for studying sulphate reducers with metabarcoding. Sequences in database were extracted from GenBank 23.8.2023. In the database, seven taxonomic levels are associated with each dsrB sequence in the following order: kingdom, phylum, class, order, family, genus, and species, with undefined levels recorded as uncultured. The database is in DADA2 format.
DOI: 10.17632/2st3jmhkn3.1
title: dsrB database

description: A custom dsrB gene (dissimilatory sulfite reductase B) reference database with 19,031 sequences and assigned taxonomy for studying sulphate reducers with metabarcoding. Sequences in database were extracted from GenBank 23.8.2023. In the database, seven taxonomic levels are associated with each dsrB sequence in the following order: kingdom, phylum, class, order, family, genus, and species, with undefined levels recorded as uncultured. The database is in DADA2 format.
DOI: 10.5281/zenodo.17888337
title: SCOPE-Falkor cruise, Hyperpro Profiles

description: The Satlantic (now Seabird) HyperPro is an in-situ free-fall profiling unit designed to measure the apparent optical properties of the ocean with concurrent measurements of temperature, salinity, chlorophyll and dissolved matter fluorescence, and optical backscattering (a proxy for total particle load). The unit is equipped with one up-looking and one down-looking hyperspectral (350-800nm) radiometer with 10 ± 0.3 nm resolution, a WET Labs ECO-Puck Triplet, and temperature, pressure, and conductivity sensors. It also incorporates a ship-mounted surface (air) hyperspectral radiometer.  These data are collated from the vertical profiles conducted during the SCOPE-Falkor cruise in the north Pacific Ocean.
DOI: 10.5281/zenodo.17888336
title: SCOPE-Falkor cruise, Hyperpro Profiles

description: The Satlantic (now Seabird) HyperPro is an in-situ free-fall profiling unit designed to measure the apparent optical properties of the ocean with concurrent measurements of temperature, salinity, chlorophyll and dissolved matter fluorescence, and optical backscattering (a proxy for total particle load). The unit is equipped with one up-looking and one down-looking hyperspectral (350-800nm) radiometer with 10 ± 0.3 nm resolution, a WET Labs ECO-Puck Triplet, and temperature, pressure, and conductivity sensors. It also incorporates a ship-mounted surface (air) hyperspectral radiometer.  These data are collated from the vertical profiles conducted during the SCOPE-Falkor cruise in the north Pacific Ocean.
DOI: 10.15468/dl.npw548
title: Occurrence Download

description: A dataset containing 251 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Axiothella rubrocincta",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 251 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046088-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dk5nhh
title: Occurrence Download

description: A dataset containing 1925 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "TaxonKey is one of (Gynoxys [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 1925 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046089-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mhhh7h
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is one of (Africa, Asia, Oceania, Europe, North America, South America)",
 "CoordinateUncertaintyInMeters 0.0-100000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Titanoptera, Grylloblattodea)",
 "Year 1975-2025"
 ]
}

 The dataset includes 47 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046090-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h74y9c
title: Occurrence Download

description: A dataset containing 258 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Barantolla americana",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 258 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046091-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rbcx8p6rjd
title: mcrA database

description: A custom mcrA gene (Methyl-coenzyme M reductase A) reference database with 39,544 sequences and assigned taxonomy for studying methanogens with metabarcoding. Sequences in database were extracted from GenBank 20.9.2023. In the database, seven taxonomic levels are associated with each mcrA sequence in the following order: kingdom, phylum, class, order, family, genus, and species, with undefined levels recorded as uncultured. The database is in DADA2 format.
DOI: 10.17632/rbcx8p6rjd.1
title: mcrA database

description: A custom mcrA gene (Methyl-coenzyme M reductase A) reference database with 39,544 sequences and assigned taxonomy for studying methanogens with metabarcoding. Sequences in database were extracted from GenBank 20.9.2023. In the database, seven taxonomic levels are associated with each mcrA sequence in the following order: kingdom, phylum, class, order, family, genus, and species, with undefined levels recorded as uncultured. The database is in DADA2 format.
DOI: 10.17632/hbpkpjykrs
title: Does Biodiversity Risk Exposure Inflate the Corporate Green Innovation Bubble?

description: data of “Does Biodiversity Risk Exposure Inflate the Corporate Green Innovation Bubble?”
DOI: 10.17632/hbpkpjykrs.1
title: Does Biodiversity Risk Exposure Inflate the Corporate Green Innovation Bubble?

description: data of “Does Biodiversity Risk Exposure Inflate the Corporate Green Innovation Bubble?”
DOI: 10.15468/dl.y898pz
title: Occurrence Download

description: A dataset containing 2256 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((14.34222 50.89076,14.32855 50.87939,14.33686 50.85834,14.36578 50.84806,14.41368 50.85176,14.44969 50.87124,14.47596 50.89058,14.47496 50.91277,14.46473 50.92681,14.43319 50.93421,14.40332 50.93117,14.40156 50.92303,14.38724 50.91671,14.38939 50.90453,14.38366 50.89776,14.36649 50.89776,14.35146 50.90046,14.34222 50.89076))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 2256 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046092-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.