cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.4723324
title: Supplementary data repository for publication "Effects of machine hammer peening as post-processing treatment on powderbed manufactured maraging steel X3NiCoMoTi18-9-5 (1.2709) and aluminium AlSi10Mg (EN AC-43000) parts"

description: Supplemantary data repository for investigation on powderbed 3D printed tesnile specimens in raw and postprocessed conditions. This readme contains a brief description of the chosen materials, parts and testing devices as well as the perfomed testing methods, including tensile testing, hardness testing and microstructural analysis, with references to the respective supplementary data in the repository. An explanation of the data aquisition and processing methods, together with the used nomenclature is given as well. The dataset is compressed as `Dataset.tar.gz` to preserve the folder structure. See README.MD or README.PDF for detailed description of the dataset.
DOI: 10.6084/m9.figshare.14495178
title: Effects of rainfall pattern on vole population dynamics

description: Long-term rainfall manipulation on Brandt's vole population
DOI: 10.6084/m9.figshare.14424185
title: 100K_trajectory

description: A 50500 frames MD of serotype 18C of Streptococcus<br>Pneumoniae (repetitive unit)<br>
DOI: 10.6084/m9.figshare.14424185.v1
title: 100K_trajectory

description: A 50500 frames MD of serotype 18C of Streptococcus<br>Pneumoniae (repetitive unit)<br>
DOI: 10.26208/4z26-4p93
title: 	Supplementary data, code, and information for ‘Projected changes in persistent extreme summer weather events: The role of quasi-resonant amplification’ (Science Advances, Mann et al. 2018)

description: Persistent episodes of extreme weather in the Northern Hemisphere summer have been associated with highamplitude quasi-stationary atmospheric Rossby waves, with zonal wave numbers 6 to 8 resulting from the phenomenon of quasi-resonant amplification (QRA). A fingerprint for the occurrence of QRA can be defined in terms of the zonally averaged surface temperature field. Examining state-of-the-art [Coupled Model Intercomparison Project Phase 5 (CMIP5)] climate model projections, we find that QRA events are likely to increase by ~50% this century under business-as-usual carbon emissions, but there is considerable variation among climate models. Some predict a near tripling of QRA events by the end of the century, while others predict a potential decrease. Models with amplified Arctic warming yield the most pronounced increase in QRA events. The projections are strongly dependent on assumptions regarding the nature of changes in radiative forcing associated with anthropogenic aerosols over the next century. One implication of our findings is that a reduction in midlatitude aerosol loading could actually lead to Arctic de-amplification this century, ameliorating potential increases in persistent extreme weather events.
DOI: 10.5281/zenodo.4721761
title: Sociohydological vulnerability dataset for Cuajimalpa in Mexico City

description: Data compilation follows Jaramillo's (2018) and Babel (2011), and Huang & Cai (2009) methodology to assess the vulnerability of socio-hydrologic systems, consisting on a weighted sum of the water stress index divided by the adaptive capacity of its population. \(SHI = {WSI\over ACI}\) The following spatial datasets include the data processing, disaggregation, and calculation of the required layers to calculate the SHI index for Cuajimalpa. The information was obtained from origanisations such as INEGI, CONAGUA, PAOT, Mexico City's government, and European Centre for Medium-Range Weather Forecasts<strong>.</strong>
description: This work was done with the support of the British Council grant number 527479141 and SECTEI. The selection of the Jaramillo method was provided by Fluxus.
description: {"references": ["Babel, M. S., Pandey, V. P., Rivas, A. A., & Wahid, S. M. (2011). Indicator-based approach for assessing the vulnerability of freshwater resources in the Bagmati River Basin, Nepal. Environmental Management, 48(5), 1044\u20131059. https://doi.org/10.1007/s00267-011-9744-y", "Huang, Y., & Cai, M. (2009). Vulnerability Assessment of Freshwater Resources to Environmental Change. In Methodologies Guidelines. United Nations Environment Programme. https://doi.org/10.1039/c3nr90091f", "Jaramillo, L. V., Stone, M. C., & Morrison, R. R. (2018). An indicator-based approach to assessing resilience of socio-hydrologic systems in Nepal to hydropower development. Journal of Hydrology, 563(July), 1111\u20131118. https://doi.org/10.1016/j.jhydrol.2018.05.070"]}
DOI: 10.5281/zenodo.4721760
title: Sociohydological vulnerability dataset for Cuajimalpa in Mexico City

description: Data compilation follows Jaramillo's (2018) and Babel (2011), and Huang & Cai (2009) methodology to assess the vulnerability of socio-hydrologic systems, consisting on a weighted sum of the water stress index divided by the adaptive capacity of its population. \(SHI = {WSI\over ACI}\) The following spatial datasets include the data processing, disaggregation, and calculation of the required layers to calculate the SHI index for Cuajimalpa. The information was obtained from origanisations such as INEGI, CONAGUA, PAOT, Mexico City's government, and European Centre for Medium-Range Weather Forecasts<strong>.</strong>
description: This work was done with the support of the British Council grant number 527479141 and SECTEI. The selection of the Jaramillo method was provided by Fluxus.
description: {"references": ["Babel, M. S., Pandey, V. P., Rivas, A. A., & Wahid, S. M. (2011). Indicator-based approach for assessing the vulnerability of freshwater resources in the Bagmati River Basin, Nepal. Environmental Management, 48(5), 1044\u20131059. https://doi.org/10.1007/s00267-011-9744-y", "Huang, Y., & Cai, M. (2009). Vulnerability Assessment of Freshwater Resources to Environmental Change. In Methodologies Guidelines. United Nations Environment Programme. https://doi.org/10.1039/c3nr90091f", "Jaramillo, L. V., Stone, M. C., & Morrison, R. R. (2018). An indicator-based approach to assessing resilience of socio-hydrologic systems in Nepal to hydropower development. Journal of Hydrology, 563(July), 1111\u20131118. https://doi.org/10.1016/j.jhydrol.2018.05.070"]}
DOI: 10.5517/ccdc.csd.cc25v58h
title: CCDC 2021146: Experimental Crystal Structure Determination

description: Related Article: Juhwan Kim, Mehran J. Umerani, Reina Kurakake, Huiting Qin, Joseph W. Ziller, Alon A. Gorodetsky, Young S. Park|2021|RSC Advances|11|13722|doi:10.1039/D0RA06744J
DOI: 10.5517/ccdc.csd.cc25wx55
title: CCDC 2022817: Experimental Crystal Structure Determination

description: Related Article: Florian Mohr, Thomas Hurrle, Lindsey Burggraaff, Lukas Langer, Martijn P. Bemelmans, Maximilian Knab, Martin Nieger, Gerard J.P. van Westen, Laura H. Heitman, Stefan Bräse|2021|Eur.J.Med.Chem.|220|113354|doi:10.1016/j.ejmech.2021.113354
DOI: 10.7927/h4dz067z
title: Environmental Treaty Status Data Set, 2012 Release
title: Environmental Treaty Status Data Set, 2012 Release (1940 – 2012)

description: The Environmental Treaty Status Data Set, 2012 Release contains comprehensive information on country participation in multilateral environmental agreements through August 2012. The data were produced by the International Union for the Conservation of Nature and Natural Resources (IUCN) Environmental Law Center for use in the ECOLEX gateway to environmental law web service. The Center for International Earth Science Information Network (CIESIN) at Columbia University developed an interactive online tool that enables the users to query the data and create matrices describing multi-country participation in sets of treaties, as well as to download the results.
DOI: 10.15468/kdckcz
title: The first comprehensive data on the distribution of reptiles within the Southern Bug eco-corridor, Ukraine

description: This dataset contains the digitized treatments in Plazi based on the original journal article Oskyrko, Oleksandra, Jablonski, Daniel (2021): The first comprehensive data on the distribution of reptiles within the Southern Bug eco-corridor, Ukraine. Herpetozoa 34: 97-114, DOI: http://dx.doi.org/10.3897/herpetozoa.34.e62459, URL: http://dx.doi.org/10.3897/herpetozoa.34.e62459
DOI: 10.15468/gj53n2
title: A new clitocyboid genus Spodocybe and a new subfamily Cuphophylloideae in the family Hygrophoraceae (Agaricales)

description: This dataset contains the digitized treatments in Plazi based on the original journal article He, Zheng-Mi, Yang, Zhu L. (2021): A new clitocyboid genus Spodocybe and a new subfamily Cuphophylloideae in the family Hygrophoraceae (Agaricales). MycoKeys 79: 129-148, DOI: http://dx.doi.org/10.3897/mycokeys.79.66302, URL: http://dx.doi.org/10.3897/mycokeys.79.66302
DOI: 10.15468/cnfbhx
title: Phylogeny and diversity of Bjerkandera (Polyporales, Basidiomycota), including four new species from South America and Asia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Wang, Chao-Ge, Vlasak, Josef, Dai, Yu-Cheng (2021): Phylogeny and diversity of Bjerkandera (Polyporales, Basidiomycota), including four new species from South America and Asia. MycoKeys 79: 149-172, DOI: http://dx.doi.org/10.3897/mycokeys.79.63908, URL: http://dx.doi.org/10.3897/mycokeys.79.63908
DOI: 10.15468/un8ajv
title: Utricularia lihengiae (Lentibulariaceae), a new species from Northwest Yunnan, China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Cheng, Zhuo, Fang, Qiong, Wang, Fei, Long, Chun-Lin (2021): Utricularia lihengiae (Lentibulariaceae), a new species from Northwest Yunnan, China. PhytoKeys 177: 17-24, DOI: http://dx.doi.org/10.3897/phytokeys.177.63346, URL: http://dx.doi.org/10.3897/phytokeys.177.63346
DOI: 10.15468/5uvh5g
title: Taxonomic studies on the sac spider genus Clubiona (Araneae, Clubionidae) from Xishuangbanna Rainforest, China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Zhang, Jianshuang, Yu, Hao, Li, Shuqiang (2021): Taxonomic studies on the sac spider genus Clubiona (Araneae, Clubionidae) from Xishuangbanna Rainforest, China. ZooKeys 1034: 1-163, DOI: http://dx.doi.org/10.3897/zookeys.1034.59413, URL: http://dx.doi.org/10.3897/zookeys.1034.59413
DOI: 10.15468/m77rc8
title: Taxonomic study of the genus Ischnothyreus (Araneae, Oonopidae) from Xishuangbanna Rainforest, southwestern China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Tong, Yanfeng, Sun, Xiaochen, Li, Shuqiang, Bian, Dongju (2021): Taxonomic study of the genus Ischnothyreus (Araneae, Oonopidae) from Xishuangbanna Rainforest, southwestern China. ZooKeys 1034: 165-197, DOI: http://dx.doi.org/10.3897/zookeys.1034.63388, URL: http://dx.doi.org/10.3897/zookeys.1034.63388
DOI: 10.15468/n47tmd
title: On nine species of the spider genus Eriovixia (Araneae, Araneidae) from Xishuangbanna, China

description: This dataset contains the digitized treatments in Plazi based on the original journal article Mi, Xiaoqi, Li, Shuqiang (2021): On nine species of the spider genus Eriovixia (Araneae, Araneidae) from Xishuangbanna, China. ZooKeys 1034: 199-236, DOI: http://dx.doi.org/10.3897/zookeys.1034.60411, URL: http://dx.doi.org/10.3897/zookeys.1034.60411
DOI: 10.26208/3e4y-0h19
title: Supplementary data, code, and information for ‘Predictability of the recent slowdown and subsequent recovery of large-scale surface warming using statistical methods’ (Geophysical Research Letters, Mann et al. 2016)

description: The temporary slowdown in large-scale surface warming during the early 2000s has been attributed to both external and internal sources of climate variability. Using semiempirical estimates of the internal low-frequency variability component in Northern Hemisphere, Atlantic, and Pacific surface temperatures in concert with statistical hindcast experiments, we investigate whether the slowdown and its recent recovery were predictable. We conclude that the internal variability of the North Pacific, which played a critical role in the slowdown, does not appear to have been predictable using statistical forecast methods. An additional minor contribution from the North Atlantic, by contrast, appears to exhibit some predictability. While our analyses focus on combining semiempirical estimates of internal climatic variability with statistical hindcast experiments, possible implications for initialized model predictions are also discussed.
DOI: 10.23729/72e9bacc-04a2-4356-834d-ae1ad728f4df
title: Bottom ash preview

description: Bottom ash from a furnace. Further information may become available later. Imaged for EIT RM ADMA project. Preview of PAS dataset doi:10.23729/38494605-e81b-4667-b863-d5e5f2fb5b5c
DOI: 10.6084/m9.figshare.14459151
title: Data supporting Marshall et al (2021) Nature Communications

description: Data supporting Marshall et al (2021) Nature Communications
DOI: 10.6084/m9.figshare.14459151.v1
title: Data supporting Marshall et al (2021) Nature Communications

description: Data supporting Marshall et al (2021) Nature Communications
DOI: 10.6084/m9.figshare.14495214.v1
title: data.docx

description: Three pathways of the complement system were activated in tuberculous pleurisy. In patients with tuberculous pleural effusion (TPE), C3 lysis was more active than peripheral blood in pleural cavity.PMCs induced monocytes to the pleural cavity through C3a, C3b and C3d.
DOI: 10.6084/m9.figshare.14495214
title: data.docx

description: Three pathways of the complement system were activated in tuberculous pleurisy. In patients with tuberculous pleural effusion (TPE), C3 lysis was more active than peripheral blood in pleural cavity.PMCs induced monocytes to the pleural cavity through C3a, C3b and C3d.
DOI: 10.6084/m9.figshare.14495380.v1
title: A workflow based on Sentinel-1 SAR data and open-source algorithms for unsupervised burned area detection in Mediterranean ecosystems

description: This paper investigates the capability of the free synthetic aperture radar (SAR) Sentinel-1 (S-1) C-band data for burned area mapping through unsupervised machine learning open-source processing solutions in the Mediterranean forest ecosystems. The study was carried out in two Mediterranean sites located in Portugal (PO) and Italy (IT). The entire processing workflow was developed in Python-based scripts. We analyzed two time-series covering about one month before and after the fire events and using both VH and VV polarizations for each study site. The speckle noise effects were reduced by performing a multitemporal filter and the backscatter time averages of pre- and post-fire datasets. The spectral contrast between changed and unchanged areas was enhanced by calculating two single-polarization radar indices: the radar burn difference (RBD) and the logarithmic radar burn ratio (LogRBR); and two temporal differences of dual-polarimetric indices: the delta modified radar vegetation index (ΔRVI) and the delta dual-polarization SAR vegetation index (ΔDPSVI), all exhibiting greater sensitivity to the backscatter changes. The scene’s contrast was enhanced by extracting the Gray Level Co-occurrence Matrix (GLCM) textures (dissimilarity, entropy, correlation, mean, and variance). A principal component analysis (PCA) was applied for reducing the number of the GLCM image layers. The burned area was delineated through unsupervised classification using the <i>k</i>-means clustering algorithm. A suitable number of clusters (<i>k</i> value) were set using a silhouette score analysis. To assess the accuracy of the resulting detected burned areas, an official burned area map based on multispectral Sentinel-2 (S-2) was used for PO, while for IT, a reference map was produced from S-2 data, based on the normalized burned ratio difference (ΔNBR) index. Recall (<i>r</i>), precision (<i>p</i>) and the <i>F-score</i> accuracy metrics were calculated. Our approach reached the values of 0.805 (<i>p</i>), 0.801 (<i>r</i>) and 0.803 (<i>F-score</i>) for PO, and 0.851 (<i>p</i>), 0.856 (<i>r</i>) and 0.853 (<i>F-score</i>) for IT. These results confirm the suitability of our approach, based on SAR S-1 data, for burned area mapping in heterogeneous Mediterranean ecosystems. Moreover, the implemented workflow, completely based on free and open-source software and data, offers high adaptation flexibility, repeatability, and custom improvement.
DOI: 10.6084/m9.figshare.14495380
title: A workflow based on Sentinel-1 SAR data and open-source algorithms for unsupervised burned area detection in Mediterranean ecosystems

description: This paper investigates the capability of the free synthetic aperture radar (SAR) Sentinel-1 (S-1) C-band data for burned area mapping through unsupervised machine learning open-source processing solutions in the Mediterranean forest ecosystems. The study was carried out in two Mediterranean sites located in Portugal (PO) and Italy (IT). The entire processing workflow was developed in Python-based scripts. We analyzed two time-series covering about one month before and after the fire events and using both VH and VV polarizations for each study site. The speckle noise effects were reduced by performing a multitemporal filter and the backscatter time averages of pre- and post-fire datasets. The spectral contrast between changed and unchanged areas was enhanced by calculating two single-polarization radar indices: the radar burn difference (RBD) and the logarithmic radar burn ratio (LogRBR); and two temporal differences of dual-polarimetric indices: the delta modified radar vegetation index (ΔRVI) and the delta dual-polarization SAR vegetation index (ΔDPSVI), all exhibiting greater sensitivity to the backscatter changes. The scene’s contrast was enhanced by extracting the Gray Level Co-occurrence Matrix (GLCM) textures (dissimilarity, entropy, correlation, mean, and variance). A principal component analysis (PCA) was applied for reducing the number of the GLCM image layers. The burned area was delineated through unsupervised classification using the <i>k</i>-means clustering algorithm. A suitable number of clusters (<i>k</i> value) were set using a silhouette score analysis. To assess the accuracy of the resulting detected burned areas, an official burned area map based on multispectral Sentinel-2 (S-2) was used for PO, while for IT, a reference map was produced from S-2 data, based on the normalized burned ratio difference (ΔNBR) index. Recall (<i>r</i>), precision (<i>p</i>) and the <i>F-score</i> accuracy metrics were calculated. Our approach reached the values of 0.805 (<i>p</i>), 0.801 (<i>r</i>) and 0.803 (<i>F-score</i>) for PO, and 0.851 (<i>p</i>), 0.856 (<i>r</i>) and 0.853 (<i>F-score</i>) for IT. These results confirm the suitability of our approach, based on SAR S-1 data, for burned area mapping in heterogeneous Mediterranean ecosystems. Moreover, the implemented workflow, completely based on free and open-source software and data, offers high adaptation flexibility, repeatability, and custom improvement.
DOI: 10.15468/8exumg
title: Three new extinct species from the endemic Philippine cloud rat radiation (Rodentia, Muridae, Phloeomyini)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ochoa, Janine, Mijares, Armand S. B., Piper, Philip J., Reyes, Marian C., Heaney, Lawrence R. (2021): Three new extinct species from the endemic Philippine cloud rat radiation (Rodentia, Muridae, Phloeomyini). Journal of Mammalogy 102 (2): 1-22, DOI: 10.1093/jmammal
DOI: 10.5281/zenodo.4723468
title: Dataset - Enhancing Brick-and-Mortar Shopping Experience Through Explainable Artificial Intelligence in a Smartphone-based Augmented Reality Shopping Assistant Application

description: This is a dataset obtained from an online survey conducted in August 2020. In the survey, participants were introduced to the concept of a smartphone-based shopping assistant application with the help of pictures and videos when shopping with and without the application. Participants were presented with three different shopping scenarios. In each scenario, we showed products on a shelf (groceries, luxury chocolate, shoes, books). The first shopping scenario was a regular shopping scenario (RSS), the second was an augmented reality shopping scenario (ARSS), and the third was an augmented reality shopping scenario with explainable AI features (XARSS). For each scenario participants had to answer questions about how they perceived the scenario and how it influenced their overall purchase intention. The present work was conducted within the Innovative Training Network project PERFORM funded by the European Union’s Horizon 2020 research and innovation program under the Marie Skłodowska-Curie grant agreement No. 765395. The EU Research Executive Agency is not responsible for any use that may be made of the information it contains.
DOI: 10.5281/zenodo.4723467
title: Dataset - Enhancing Brick-and-Mortar Shopping Experience Through Explainable Artificial Intelligence in a Smartphone-based Augmented Reality Shopping Assistant Application

description: This is a dataset obtained from an online survey conducted in August 2020. In the survey, participants were introduced to the concept of a smartphone-based shopping assistant application with the help of pictures and videos when shopping with and without the application. Participants were presented with three different shopping scenarios. In each scenario, we showed products on a shelf (groceries, luxury chocolate, shoes, books). The first shopping scenario was a regular shopping scenario (RSS), the second was an augmented reality shopping scenario (ARSS), and the third was an augmented reality shopping scenario with explainable AI features (XARSS). For each scenario participants had to answer questions about how they perceived the scenario and how it influenced their overall purchase intention. The present work was conducted within the Innovative Training Network project PERFORM funded by the European Union’s Horizon 2020 research and innovation program under the Marie Skłodowska-Curie grant agreement No. 765395. The EU Research Executive Agency is not responsible for any use that may be made of the information it contains.
DOI: 10.7927/h4251g48
title: Socioeconomic Data and Applications Center (SEDAC) Collection of Treaty Texts
title: Treaty Texts, v1 (1940 –2000)

description: The Socioeconomic Data and Applications Center (SEDAC) Collection of Treaty Texts consists of environmental treaty texts compiled in collaboration with the Columbia University Center for International Earth Science Information Network (CIESIN), United Nations Environmental Programme (UNEP), Tufts University Fletcher School of Law and Diplomacy (FSLD), British Columbia Ministry of Environment, Lands, and Parks (BCMELP), Antarctic Cooperative Research Centre (ACRC), and American Society of International Law (ASIL).