Find research datasets worth reusing

Supplementary Material: Thermal resetting of the Early Cretaceous volcanic rocks of Low Island, South Shetland Islands, Antarctica

Supplementary material comprising the geochronological and petrographic data compilation used for the above-titled paper submitted to Andean Geology (Bastias-Silva et al., 2024). The Ar/Ar data presented here was obtained at the University of Geneva in 2016. During the preparation of this article and the subsequent revisions required for publication, these ages were recalculated, leading to minor differences between the original source file and the data presented in the manuscript. This dataset includes new, unpublished data, which is discussed in the associated publication. Bastias-Silva et al. 2024. Thermal resetting of the Early Cretaceous volcanic rocks of Low Island, South Shetland Islands, Antarctica. Andean Geology

Lab_33_OTHER - Concordant inter-laboratory derived concentrations of ceramides in human plasma reference materials via authentic standards

<h1>Lab_33_OTHER - Concordant inter-laboratory derived concentrations of ceramides in human plasma reference materials via authentic standards - mzML files</h1>This dataset is part of the <a href="https://doi.org/10.5281/zenodo.12632989" target="_blank">ILS Ceramide Ring Trial</a>. The suffix 'SOP' indicates that the results were obtained using the recommended and standard operating procedure protocol to prepare and measure all samples, while the suffix 'OTHER' indicates that the corresponding lab prepared and measured the samples according to their own internal protocol. Please check the corresponding mapping file 'ILS-Ceramide-Ring-Trial-Datasets.csv' in the ILS Ceramide Ring Trial record for a mapping of the originally submitted lab reports and the final lab number as reported in the manuscript.All reports together with the code for analysis and visualization, reproducing the figures in the manuscript, are available under the following doi: <a href="https://zenodo.org/doi/10.5281/zenodo.10081970" target="_blank">https://zenodo.org/doi/10.5281/zenodo.10081970</a>. This links to releases of the following GitHub repository: <a href="https://github.com/lifs-tools/ils-ceramide-ring-trial" target="_blank">https://github.com/lifs-tools/ils-ceramide-ring-trial</a>. The archived version of the lab reports, workflow source code and manuscript visualizations are also available <a href="https://zenodo.org/doi/10.5281/zenodo.10081970" target="_blank">here</a>.Please note that most datasets have been acquired in MRM mode, such that the msconvert conversion to mzML has stored the MRM data in the chromatogram part of the mzML files. The msconvert Docker container (Proteowizard release: 3.0.24172 (63d00b1), build date Jun 202 2024 20:01:14) was used with the native vendor libraries / peak picking for conversion, using default arguments. m/z values were encoded with 64 bit (default), while intensity values were encoded with 32 bit (default). All binary data was zlib-compressed.

embargoedcc-by-4.0May 2024View details →

Dataset of "Affordable metod for synthesis of composite nanoobjects from recycled materials by hot plasma arc from basic plasma cutter "

Metal remnants from battery waste can be utilized in some advanced composite materials together with other materials like cerium dioxide nanoparticles which repeatedly show interesting application potential in the field of decomposition of environmental pollutants. It is important to avoid uncontrolled leakage of the nanoparticles into the environment. Therefore immobilization in composite is important. In this contribution, ceria nanoparticles were aggregated and immobilized with the addition of nanoparticles, metal sheets, and the usage of a plasma beam. The obtained material was characterized in detail using optical microscopy, XRD, SEM, and EDS. The composite was also compared to the non-treated ceria nanoparticles. The absorption of pollutant samples was performed in aqueous solutions of Eriochrome Black T. The results show promising potential considering the morphology change and aggregate formation, together with fast reaction times.

Data, Code & Supplementary Material for "Notes' order as a mechanism to recognize unknown calls: an experiment with artificial mobbing calls"

Data set and R code used to analyse the output of a field experiment. This experiment tested the response of great tits and blue tits to either conspecific mobbing calls, artificial calls with their own call order, or artificial calls with a different call order.

Data of "Effect of sample dimensions on the stiffness of PA12 Lattice materials fabricated using Powder Bed Fusion"

<div> </div> <div> <pre>Data related to the publication (we would be grateful if you could cite the paper in the case in which you are using the data) title = "Effect of sample dimensions on the stiffness of PA12 Lattice materials fabricated using Powder Bed Fusion", journal = "Additive Manufacturing", pages = " ", year = "2024", issn = "", doi = "https://doi.org/10.1016/j.addma.2024.104382", author = "L. Cobian, E. Maire, J. Adrien, U. Freitas, J.P. Fernandez-Blazquez, M.A. Monclus, J. Segurado"</pre> This project has received funding from the European Union’s Horizon 2020 research and innovation program under grant agreement No 862015 </div>

Data related to a 9000-year tree-ring chronology consisting of subfossil oak material from southern Scandinavia

The data available here is related to studies linking data from subfossil Danish and Swedish oak trees. Since these are ongoing studies, we will gradually make more data available as we publish new studies.

schanlin/ProgrammersBlockIntE: Full Materials

Accompanying material for the study "Toward a theory on programmer's block inspired by writer's block" as published in Empirical Software Engineering (DOI: 10.1007/s10664-024-10542-9).

Supplemental material for: Software System Testing assisted by Large Language Models: An Exploratory Study

This is the supplemental material of the paper titled as “Software System Testing Assisted by Large Language Models: An Exploratory Study” presented at the 36th International Conference on Testing Software and Systems. It contains the raw execution data generated by both models, GPT-4o and GPT-4omini, during the exploratory study. The supplementary material includes the following files: <ul> <li>GPT-4ominiRQ1-2ExecutionData.zip: contains the JSON outputs from the OpenAI API for the GPT-4o mini model. Each output is labeled according to the research question number and the corresponding timestamp (for RQ1) or the requested test case (for RQ2), all provided in plain text format.</li> <li>GPT-4oRQ1-2ExecutionData.zip: contains the JSON outputs from the OpenAI API for the GPT-4o model. Like the previous file, each output is named in plain text format based on the research question number and timestamp (for RQ1) or the requested test case (for RQ2).</li> </ul> To cite this work:  C. Augusto, J. Morán, A. Bertolino, C. de la Riva and J. Tuya, “Software System Testing assisted by Large Language Models: An Exploratory Study”, in Testing Software and Systems (pp. 239–255). Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-80889-0_17

Supplementary materials for paper "Untangling the drivers of change and policy impact in coastal wetland area in the Yangtze Estuary using causal inference"

<h1>Annual coastal wetland vegetation maps of the Yangtze Estuary from 1986 to 2021</h1>   <h2>Basic information</h2> Using remotely sensed data from Google Earth Engine, we generated a 30 m resolution annual dataset of Yangtze Estuary wetland vegetation for the period 1986-2021. This dataset includes three dominant vegetation types (Spartina alterniflora, Phragmites australis, and Scirpus mariqueter) and tidal flat areas. We combined fieldwork data and high-resolution images for accuracy assessment, achieving an overall accuracy exceeding 80% in different years. Detailed information about the mapping methods can be found in our paper and accompanying supplementary materials. <h2>Notes:</h2> In the image classification scheme: 0-Tidal flats, 1-Spartina alterniflora, 2-Phragmites australis, 3-Scirpus mariqueter. <h2>Usage Policy:</h2> This dataset is a collaborative effort between East China Normal University and Deakin University. If you plan to use our data in a scientific analysis paper or other research work, we strongly recommend contacting us in advance to seek our opinions, citing the unique DOI of this dataset, and considering acknowledging our contributions or including us as co-authors.

Data and models for: Learning Ordering in Crystalline Materials with Symmetry-Aware Graph Neural Networks

Data (ver 1.1) and trained models for our paper "<a href="https://arxiv.org/abs/2409.13851">Learning Ordering in Crystalline Materials with Symmetry-Aware Graph Neural Networks</a>". If you use such data or models, please cite our paper. These three directories need to be downloaded and copied into our source codes in order to reproduce our paper: <a href="https://github.com/learningmatter-mit/PerovskiteOrderingGCNNs">https://github.com/learningmatter-mit/PerovskiteOrderingGCNNs</a> <ul> <li>data: All data files for training and evaluating GCNNs, with a copy archived on the Materials Data Facility (<a href="https://doi.org/10.18126/ncqt-rh18">DOI: 10.18126/ncqt-rh18</a>)</li> <li>saved_models: All saved model files for evaluating GCNNs</li> <li>best_models: All best model files for evaluating GCNNs</li> </ul>

Supplementary material for Shivaei & Boogaard (2024): The tight correlation of PAH and CO emission from z~0-4

Supplementary figure for the paper Shivaei & Boogaard (2024). The figure includes the UV-to-IR full SED fits to HST, JWST/NIRCam and MIRI, Herschel/PACS, and ALMA Bands 6 and 3 photometry of the ASPECS CO sample presented in Table 2 of the paper. An example SED is shown in Figure 1 of Shivaei & Boogaard (2024) with a full caption. <div>   </div>

Contemporary Software Modernization: Strategies, Driving Forces, and Research Opportunities - Supplementary Material

This dataset contains the bibs, data extraction (raw) and the list of selected studies that are part of our paper entitled: "Contemporary Software Modernization: Strategies, Driving Forces, and Research Opportunities"

Supplementary material to the publication entitled "Digital transformation at what cost? A case study from Germany estimating the adoption potential of precision farming technologies under different scenarios" in Smart Agricultural Technology, https://doi.org/10.1016/j.atech.2024.100585

The file 'PAT_Descriptions_Assumptions_Supplementary Material.pdf' contains descriptions of the selected Precision Agricultural Technologies (PATs) and detailed explanations of the assumptions made in the calculation model.   The file 'Calculation Model_NUTS3_BW.xlsx' includes the calculation model created for the publication.

opencc-by-4.0May 2024View details →

Using ELN Functionality of Kadi4Mat (KadiWeb) in a Materials Science Case Study of a User Facility

This record contains the dataset belonging to the paper "Using ELN Functionality of Kadi4Mat (KadiWeb) in a Materials Science Case Study of a User Facility"

opencc-by-4.0Jan 2023View details →

Dataset: A review of methods to trace material flows into final products in dynamic material flow analysis - from industry shipments in physical units to monetary input-output tables (p

Dynamic material flow analysis (dMFA) is widely used to model stock-flow dynamics. To appropriately represent material lifetimes, recycling potentials, and service provision, dMFA requires data about the allocation of economy-wide material consumption to different end-use products or sectors, that is, the different product stocks, in which material consumption accumulates. Previous estimates of this allocation only cover few years, countries, and product groups. Recently, several new methods for estimating end-use product allocation in dMFA were proposed, which so far lack systematic comparison. We review and systematize five methods for tracing material consumption into end-use products in inflow-driven dMFA and discuss their strengths and limitations. Widely used data on industry shipments in physical units have low spatio-temporal coverage, which limits their applicability across countries and years. Monetary input–output tables (MIOTs) are widely available and their economy-wide coverage makes them a valuable source to approximate material end-uses. We find four distinct MIOT-based methods: consumption-based, waste input–output MFA (WIO-MFA), Ghosh absorbing Markov chain, and partial Ghosh. We show that when applied to a given MIOT, the methods’ underlying input–output models yield the same results, with the exception of the partial Ghosh method, which involves simplifications. For practical applications, the MIOT system boundary must be aligned to those of dMFA, which involves the removal of service flows, sector (dis)aggregation, and re-defining specific intermediate outputs as final demand. Theoretically, WIO-MFA, applied to a modified MIOT, produces the most accurate results as it excludes massless and waste transactions. In part 2 of this work, we compare methods empirically and suggest improvements for aligning MIOT-dMFA system boundaries.

opencc-by-sa-4.0Jun 2024View details →

Erosion Ageing of Polymeric Insulation Materials: Dielectric Barrier Discharges on Wet Surfaces under Repetitive Voltage Pulses - Dataset

This data set is the basis for the following paper which will be presented at the VDE Hochspannungstechnik 2024 conference from November 11 to 13 in Berlin. The data set contains the following content: <ul> <li>Microscopic images of surface erosion on aged PTFE, PVC & PA 6.6 test objects</li> <li>The experimental setup for the ageing of these polymers</li> <li>Profilometer measurements of the polymer surfaces at different ageing times</li> </ul> For further details please read the text file within the attached archive.

Supporting materials for experimental paper on Slovenian agentive unaccusatives

This dataset consists of three TSV documents consisting of the results of a judgement elicitation task carried out in 2023. There were 57 survey participants rating 32 sentences containing Slovenian reflexive impersonal constructions on a scale from 1 (completely unacceptable) to 4 (completely acceptable).  The document "raw.tsv" consists of the unfiltered results; the document "filtered.tsv" consists of the results post-filtering; the document "collated.tsv" consists of the collated results that were analysed in the paper.

Crossroads of Commerce: How the Taiwan Strait Propels the Global Economy - Supplemental Material

Supplemental Material to the CSIS Report: <a href="https://features.csis.org/chinapower/china-taiwan-strait-trade">Crossroads of Commerce: How the Taiwan Strait Propels the Global Economy</a> <ol> <li>tws_2022_trade_value_estimates.csv contains estimated trade value in USD for 2022. Denominators for % estimates based on <a href="https://www.cepii.fr/CEPII/en/bdd_modele/bdd_modele_item.asp?id=37">2022 CEPII BACI bilateral trade flows</a> <table> <tbody> <tr> <td>Variable</td> <td>Description</td> </tr> <tr> <td>ISO</td> <td>ISO3 Country Code</td> </tr> <tr> <td>Economy </td> <td>Country/Region Name</td> </tr> <tr> <td>TWS Imports_bln</td> <td>US$ value (billions) of imports that transit the Taiwan Strait</td> </tr> <tr> <td>TWS Imports_%</td> <td>% of total imports that transit the Taiwan Strait</td> </tr> <tr> <td>TWS Exports_bln</td> <td>US$ value (billions) of exports that transit the Taiwan Strait</td> </tr> <tr> <td>TWS Exports_%</td> <td>% of total exports that transit the Taiwan Strait</td> </tr> <tr> <td>Total TWS Trade_bln</td> <td>US$ value (billions) of trade (imports+exports) that transits the Taiwan Strait</td> </tr> <tr> <td>Total TWS Trade_%</td> <td>% of total trade (imports+exports) that transits the Taiwan Strait</td> </tr> </tbody> </table> </li> <li> ChinaPower_CrossroadsCommerce_TaiwanStrait_methodology.pdf provides and overview of methodology and data sources. </li> <li> ChinaPower_CrossroadsCommerce_TaiwanStrait_factsheet.pdf provides key highlights derived from the data.</li> </ol> For questions about the data, please contact David Peng (dpeng@csis.org)

Supplementary Materials for: Intense alteration on early Mars revealed by high-aluminum rocks at Jezero crater

Supplementary tables S3 and S4 for "Intense alteration on early Mars revealed by high-aluminum rocks at Jezero crater" published in Nature Communications Earth & Environment.

Humidity and temperature influence on the self-cleaning performance of building materials containing the photocatalysts

Datasets for article Humidity and temperature influence on the self-cleaning performance of building materials containing the photocatalysts