cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28524218
title: An ancient olive tree in the garden. Mapping the deep history of land use from a single image

description: Landscapes with a deep history of land use are the legacy of millennial interactions between ecological, social and cultural elements, which can be investigated to obtain new knowledge about our present-day ecosystems. This paper presents the application of a supervised contextual post-classification technique to extract, from a single orthoimage, geospatial objects (classes) representing different temporalities of the same land use in a historical landscape. With a rural area of Sicily as case study and its century-old olive trees as geospatial ‘control points’, we analyse the degree of category similarity between historica
lly contingent classes of the same land use. We map and interpret from present space their dynamics of change and persistence over time, cross-validating our results with evidence from local plant microfossils (phytoliths) analysis. We demonstrate how Earth observation products and contextual geospatial analysis are multidimensional sources of information enriching our understanding of past-present landscapes and their biocultural heritage.
DOI: 10.6084/m9.figshare.28524218.v1
title: An ancient olive tree in the garden. Mapping the deep history of land use from a single image

description: Landscapes with a deep history of land use are the legacy of millennial interactions between ecological, social and cultural elements, which can be investigated to obtain new knowledge about our present-day ecosystems. This paper presents the application of a supervised contextual post-classification technique to extract, from a single orthoimage, geospatial objects (classes) representing different temporalities of the same land use in a historical landscape. With a rural area of Sicily as case study and its century-old olive trees as geospatial ‘control points’, we analyse the degree of category similarity between historica
lly contingent classes of the same land use. We map and interpret from present space their dynamics of change and persistence over time, cross-validating our results with evidence from local plant microfossils (phytoliths) analysis. We demonstrate how Earth observation products and contextual geospatial analysis are multidimensional sources of information enriching our understanding of past-present landscapes and their biocultural heritage.
DOI: 10.6084/m9.figshare.30686443
title: Spatiotemporal evolution and influencing factors of traditional villages based on GIS: a case study of China's Yangtze River economic belt

description: This study examines the spatiotemporal evolution of 4,739 traditional villages in China’s Yangtze River Economic Belt (YREB), a strategic region spanning 9 provinces and 2 municipalities. Spatial analysis using ArcGIS 10.8 and GeoDa reveals: (1) Spatially, villages show strong agglomeration with regional disparities, forming a ‘four cores and two clusters’ pattern; (2) Temporally, development follows a ‘stable growth rapid growth rapid reduction’ trajectory; (3) Key drivers include natural factors (elevation, river proximity) and socio-cultural elements (transportation, population density, ethnicity). As vital embodiments of traditional farming heritage, these villages require integrated cross-regional governance. To advance sustainable development, we propose an area-based holistic conservation strategy under the ‘Renewal-Governance-Revitalization’ (RGR) framework. This approach synergizes ecological renewal, institutional governance, and socioeconomic revitalization to balance cultural preservation with resource utilization. Findings provide policymakers actionable insights for enhancing the resilience of these irreplaceable cultural landscapes across the YREB.
DOI: 10.6084/m9.figshare.30686443.v1
title: Spatiotemporal evolution and influencing factors of traditional villages based on GIS: a case study of China's Yangtze River economic belt

description: This study examines the spatiotemporal evolution of 4,739 traditional villages in China’s Yangtze River Economic Belt (YREB), a strategic region spanning 9 provinces and 2 municipalities. Spatial analysis using ArcGIS 10.8 and GeoDa reveals: (1) Spatially, villages show strong agglomeration with regional disparities, forming a ‘four cores and two clusters’ pattern; (2) Temporally, development follows a ‘stable growth rapid growth rapid reduction’ trajectory; (3) Key drivers include natural factors (elevation, river proximity) and socio-cultural elements (transportation, population density, ethnicity). As vital embodiments of traditional farming heritage, these villages require integrated cross-regional governance. To advance sustainable development, we propose an area-based holistic conservation strategy under the ‘Renewal-Governance-Revitalization’ (RGR) framework. This approach synergizes ecological renewal, institutional governance, and socioeconomic revitalization to balance cultural preservation with resource utilization. Findings provide policymakers actionable insights for enhancing the resilience of these irreplaceable cultural landscapes across the YREB.
DOI: 10.6084/m9.figshare.28606650
title: Evaluating rainfall forecasting capability of multi-source weather (MSWX) product over rainfall regimes of Ethiopia

description: This study evaluated rainfall forecasting capability of Multi-Source Weather (MSWX) over rainfall regimes of Ethiopia. The evaluation was made for the period 2015–2019 at daily and ten-day temporal scales using categorical and continuous metrics and also graphical techniques. Moreover, critical rating index (CRI) was used to determine the overall performance ranking of MSWX. The result showed that MSWX ensemble member 2 and 3 have better capture daily rainfall occurrence over most rainfall regimes of Ethiopia. Dominantly, ensemble members overestimate daily and ten day rainfall total, with high overestimation of ten day rainfall total by 120.2% over rainfall regime 11. MSWX ensemble members have different performance to capture rainfall total. Overall, MSWX ensemble members have their own role to detect rainfall occurrence and total over rainfall regimes of Ethiopia at both temporal scales. The finding of this study will play a noteworthy role to increase the forecast accuracy of Ethiopia.
DOI: 10.6084/m9.figshare.28606650.v1
title: Evaluating rainfall forecasting capability of multi-source weather (MSWX) product over rainfall regimes of Ethiopia

description: This study evaluated rainfall forecasting capability of Multi-Source Weather (MSWX) over rainfall regimes of Ethiopia. The evaluation was made for the period 2015–2019 at daily and ten-day temporal scales using categorical and continuous metrics and also graphical techniques. Moreover, critical rating index (CRI) was used to determine the overall performance ranking of MSWX. The result showed that MSWX ensemble member 2 and 3 have better capture daily rainfall occurrence over most rainfall regimes of Ethiopia. Dominantly, ensemble members overestimate daily and ten day rainfall total, with high overestimation of ten day rainfall total by 120.2% over rainfall regime 11. MSWX ensemble members have different performance to capture rainfall total. Overall, MSWX ensemble members have their own role to detect rainfall occurrence and total over rainfall regimes of Ethiopia at both temporal scales. The finding of this study will play a noteworthy role to increase the forecast accuracy of Ethiopia.
DOI: 10.6084/m9.figshare.30812329
title: Formal and informal settlements and corresponding demographic patterns in Gaza Strip: deep learning approach to urban sustainability

description: Understanding how formal and informal settlements grow and change, and their demographic features, is key for sustainable urban development (SDG−11). This study introduces a deep learning approach integrating satellite images, population, and healthcare data to track and forecast these settlements. Using a U-Net with ResNet−18, we accurately map formal and informal settlements. The Land Change Modeler (LCM) and Multilayer Perceptron-Markov Chain (MLP-MC) predict future settlement expansions, and linear regression projects population growth. Zonal statistics and OpenRouteService (ORS) reveal demographic patterns and accessibility to healthcare facilities. Our method achieves high accuracy (89.80%) in Gaza-Strip, effectively capturing settlement dynamics from 2000−2040. Results highlight significant demographic differences and critical gaps in healthcare access between settlement types, providing practical insights for urban planners and policymakers. The approach is scalable and data-efficient, making it ideal for conflict zones and rapidly urbanizing regions. This study contributes essential knowledge for monitoring SDG−11 and enhancing human-centric urban planning.
DOI: 10.6084/m9.figshare.30812329.v1
title: Formal and informal settlements and corresponding demographic patterns in Gaza Strip: deep learning approach to urban sustainability

description: Understanding how formal and informal settlements grow and change, and their demographic features, is key for sustainable urban development (SDG−11). This study introduces a deep learning approach integrating satellite images, population, and healthcare data to track and forecast these settlements. Using a U-Net with ResNet−18, we accurately map formal and informal settlements. The Land Change Modeler (LCM) and Multilayer Perceptron-Markov Chain (MLP-MC) predict future settlement expansions, and linear regression projects population growth. Zonal statistics and OpenRouteService (ORS) reveal demographic patterns and accessibility to healthcare facilities. Our method achieves high accuracy (89.80%) in Gaza-Strip, effectively capturing settlement dynamics from 2000−2040. Results highlight significant demographic differences and critical gaps in healthcare access between settlement types, providing practical insights for urban planners and policymakers. The approach is scalable and data-efficient, making it ideal for conflict zones and rapidly urbanizing regions. This study contributes essential knowledge for monitoring SDG−11 and enhancing human-centric urban planning.
DOI: 10.13012/b2idb-2233960_v1
title: Data for Attributing Differences of Solar-Induced Chlorophyll Fluorescence (SIF)-Gross Primary Production (GPP) Relationships between Two C4 Crops, Corn and Miscanthus

description: Information to characterize the solar-induced chlorophyll fluorescence (SIF)-gross primary production (GPP) relationship in C4 cropping systems remains limited. The annual C4 crop corn and perennial C4 crop miscanthus differ in phenology, canopy structure and leaf physiology. Investigating the SIF-GPP relationships in these species could deepen our understanding of SIF-GPP relationships within C4 crops. Using in situ canopy SIF and GPP measurements for both species along with leaf-level measurements, we found considerable differences in the SIF-GPP relationships between corn and miscanthus, with a stronger SIF-GPP relationship and higher slope of SIF-GPP observed in corn compared to miscanthus. These differences were mainly caused by leaf physiology. For miscanthus, high non-photochemical quenching (NPQ) under high light, temperature and water vapor deficit (VPD) conditions caused a large decline of fluorescence yield (ΦF), which further led to a SIF midday depression and weakened the SIF-GPP relationship. The larger slope in corn than miscanthus was mainly due to its higher GPP in mid-summer, largely attributed to the higher leaf photosynthesis and less NPQ. Our results demonstrated variation of the SIF-GPP relationship within C4 crops and highlighted the importance of leaf physiology in determining canopy SIF behaviors and SIF-GPP relationships.
DOI: 10.48804/erguwx
title: Metabolic Dysfunction-Associated Steatohepatitis (MASH) GeoMx and COMET Dataset

description: This dataset comprises high-resolution, multiplexed immunofluorescence image of an explant liver generated using the COMET spatial biology platform and spatial transcriptomics generated by the nanoString GeoMx platform on MASH F3 biopsies. The dataset has been used in the related publication.
DOI: 10.17026/ar/ta8xfy
title: PAN-00147826 - coarse ware pitcher type Niederb. 98

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00147826&lt;/p&gt;
description: Modified: 2025-11-19T11:55:04+01:00
DOI: 10.15468/dl.hbpecf
title: Occurrence Download

description: A dataset containing 1233 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pyrrhura orcesi"
 ]
}

 The dataset includes 1233 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060619-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jbqbt8
title: Occurrence Download

description: A dataset containing 3009 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carcharhinus galapagensis"
 ]
}

 The dataset includes 3009 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060620-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30908540.v1
title: <b>Origin of heavy sulfur isotope in arc magmas: Insights from apatite in ultramafic cumulates</b>

description: Arc magmas generally have higher S contents and higher δ³⁴S values than mid-ocean ridge basalts. Determining whether the enrichment of S was due to crustal processes or mantle metasomatism is essential for understanding S recycling in subduction zones. We present elemental and S–Sr isotopic compositions of apatite from ultramafic rocks in the Early Permian Dongwanzi intrusion, northern margin of the North China Craton. Based on textural and compositional characteristics, interstitial and cumulus apatite are identified in clinopyroxenite. Interstitial apatite has high Cl, total REE+Y, and Th contents, variable ⁸⁷Sr/⁸⁶Sr ratios, and low δ³⁴S values, consistent with crystallization from late-stage trapped melts. In contrast, euhedral cumulus apatite has low Cl and total REE+Y, high δ³⁴S values (~+7.9 ‰), and low initial ⁸⁷Sr/⁸⁶Sr ratios (~0.70337), indicative of growth from a primitive magma. Compared to cumulus apatite from clinopyroxenite, most cumulus apatite (Type 1) in hornblendite has high F and total REE+Y contents, but slightly low δ<sup>34</sup>S and similar initial <sup>87</sup>Sr/<sup>86</sup>Sr ratios, which was attributed to a progressive fractional crystallization from clinopyroxenite to hornblendite. Some cumulus apatite (Type 2) in hornblendite shows extremely low Cl and δ³⁴S values, but high total REE+Y and initial ⁸⁷Sr/⁸⁶Sr ratios, recording fluid exsolution related to reduced wall-rock contamination. Using S isotopic data for cumulus apatite in clinopyroxenite, the parental magma has calculated δ³⁴S values of ~+8.0 ‰, suggesting that sub-arc mantle metasomatism, rather than crustal processes, was responsible for generating the heavy S isotopic signatures of the Dongwanzi intrusion. Our study demonstrates that apatite can record the magmatic S isotope evolution of mafic-ultramafic intrusions.
DOI: 10.15468/mw8jxt
title: Oil-bearing energy plants (KF-705.2)

description: The oil-bearing energy plants collection at the M.M. Gryshko National Botanical Garden includes winter and spring crops, mainly from the cabbage family, such as winter cress, turnip mustard, and false flax. The department has developed around 20 high-oil-yielding cultivars, many registered in the State Register of Plant Varieties, for biodiesel production. These crops demonstrate high oil content (40–49%), seed yields of 3–6 t/ha, and oil outputs of 1000–1200 kg/ha, along with substantial biomass yields (30–60 t/ha fresh, 5–10 t/ha dry matter). Such high productivity makes them promising sources of renewable energy for Ukraine.
DOI: 10.5281/zenodo.17989061
title: Interview questionnaire to determine the absorption capacities of fruit and vegetable companies

description: Interview questionnaire to determine the absorption capacities of fruit and vegetable companies.

This questionnaire was used in the research project entitled:The Role of Absorptive Capacity in Driving Innovation in Valencian Fruit and Vegetable Cooperatives, published in the Administrative Science Journal.
DOI: 10.5281/zenodo.17989062
title: Interview questionnaire to determine the absorption capacities of fruit and vegetable companies

description: Interview questionnaire to determine the absorption capacities of fruit and vegetable companies.

This questionnaire was used in the research project entitled:The Role of Absorptive Capacity in Driving Innovation in Valencian Fruit and Vegetable Cooperatives, published in the Administrative Science Journal.
DOI: 10.5281/zenodo.16927887
title: 3D Model of Roman Bronze Bust (DC321_BLM28583_61) from a Cauldron, Mid-2nd Century AD

description: This dataset contains a 3D model of a bronze bust of a man with well-defined facial features, bare-chested and with a Greco-Roman hairstyle with twisted plaits. On the back is an 18 mm wide hook with a handle. Of provincial Roman origin that can be traced to the south-eastern part of today's Czech Republic. Dated to the mid 100s AD. The bust has been used as decoration on a bronze cauldron. A bust and a handle are associated with the same cauldron.

Link to the Dynamic Collection platform

https://dyncolldev.ht.lu.se/plus/artifact_view.php?item=321
description: The 3D model (.obj file) was created using the Artec Space Spider scanner and the scan acquisition method. It was processed with Artec Studio 15, consists of 3,447,846 polygons, and includes one texture layer. The acquisition involved three scans. Measurements are recorded in millimetres.  This digital file is licensed under one of the Creative Commons licenses (including CC BY, CC BY-NC, CC BY-ND, etc.), as specified in the individual Zenodo record. The license acknowledges the effort and work involved in the digitisation process.
description: If you require a different license or wish to use the records in ways not permitted under the current license, please contact the copyright owner, Blekinge Museum, at info@blekingemuseum.se. The museum is open to supporting other uses upon consultation and will work with you to find a suitable solution.

The copyright owner (Blekinge Museum) requests that all such inquiries be directed to them.

For more information about the museum and its collections, please visit the website: Blekinge Museum.
DOI: 10.5281/zenodo.16927888
title: 3D Model of Roman Bronze Bust (DC321_BLM28583_61) from a Cauldron, Mid-2nd Century AD

description: This dataset contains a 3D model of a bronze bust of a man with well-defined facial features, bare-chested and with a Greco-Roman hairstyle with twisted plaits. On the back is an 18 mm wide hook with a handle. Of provincial Roman origin that can be traced to the south-eastern part of today's Czech Republic. Dated to the mid 100s AD. The bust has been used as decoration on a bronze cauldron. A bust and a handle are associated with the same cauldron.

Link to the Dynamic Collection platform

https://dyncolldev.ht.lu.se/plus/artifact_view.php?item=321
description: The 3D model (.obj file) was created using the Artec Space Spider scanner and the scan acquisition method. It was processed with Artec Studio 15, consists of 3,447,846 polygons, and includes one texture layer. The acquisition involved three scans. Measurements are recorded in millimetres.  This digital file is licensed under one of the Creative Commons licenses (including CC BY, CC BY-NC, CC BY-ND, etc.), as specified in the individual Zenodo record. The license acknowledges the effort and work involved in the digitisation process.
description: If you require a different license or wish to use the records in ways not permitted under the current license, please contact the copyright owner, Blekinge Museum, at info@blekingemuseum.se. The museum is open to supporting other uses upon consultation and will work with you to find a suitable solution.

The copyright owner (Blekinge Museum) requests that all such inquiries be directed to them.

For more information about the museum and its collections, please visit the website: Blekinge Museum.
DOI: 10.5281/zenodo.17967026
title: Hydrothermal simulations

description: This archive contains the files for the box model simulations. Models and configuration settings are provided for all scenarios and can be run using IC-FERST (https://github.com/ImperialCollegeLondon/multifluids_icferst/). Simulation results for specific configurations (e.g., alpha=3, M=5.36*10^-11 m^2 and alpha=0.5, M=2.15*10^-14 m^2 for MEF) are also provided.
DOI: 10.15468/dl.e86aua
title: Occurrence Download

description: A dataset containing 1134681 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Finland",
 "GadmGid is FIN.5.1_1",
 "License is one of (CC-BY 4.0, CC0 1.0, CC-BY-NC 4.0)",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 1134681 records from 174 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060594-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17967025
title: Hydrothermal simulations

description: This archive contains the files for the box model simulations. Models and configuration settings are provided for all scenarios and can be run using IC-FERST (https://github.com/ImperialCollegeLondon/multifluids_icferst/). Simulation results for specific configurations (e.g., alpha=3, M=5.36*10^-11 m^2 and alpha=0.5, M=2.15*10^-14 m^2 for MEF) are also provided.
DOI: 10.15468/dl.8jqza9
title: Occurrence Download

description: A dataset containing 427520 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Apidae, Megachilidae, Colletidae, Halictidae, Mellitidae, Andrenidae)"
 ]
}

 The dataset includes 427520 records from 1827 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060609-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhf47h
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Calliandra hirtiflora ripicola"
 ]
}

 The dataset includes 50 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000610-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5jm5wj
title: Occurrence Download

description: A dataset containing 972 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Microberlinia bisulcata, Diospyros crassiflora, Gilbertiodendron dewevrei)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 972 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000611-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.