Find research datasets worth reusing

opencc-by-4.0Nov 2017View details →

Cooperative UAVs as a Tool for Aerial Inspection of the Aging Infrastructure

This video shows the cooperative UAVs as a tool for aerial inspection of the aging infrastructure. In the presented approach the UAVs are relying only on their onboard computer and sensory system, deployed for inspection of the 3D structure. In this application each agent covers a different part of the scene autonomously, while avoiding collisions. The visual information collected from the aerial team is collaboratively processed to create the 3D model.

opencc-by-4.0Apr 2024View details →

Figure S1: Two-tailed intergroup Pearson analysis between patient age, COVID-19 detection, de-livery time, gravida, and termination week (Y-axis) with maternal and neonatal anti-COVID-19 immunoglobulins (IgG and IgM) (X-axis), depicted as a three-point color map (lowest = blue, 0 = white, highest = red) showed no significant correlation (at p>0.05).

Figure S1: Two-tailed intergroup Pearson analysis between patient age, COVID-19 detection, de-livery time, gravida, and termination week (Y-axis) with maternal and neonatal anti-COVID-19 immunoglobulins (IgG and IgM) (X-axis), depicted as a three-point color map (lowest = blue, 0 = white, highest = red) showed no significant correlation (at p>0.05).

opencc-by-4.0Apr 2024View details →

The Age-Friendly Cities and Communities Questionnaire (AFCCQ) - Data collection ITALY 2023

Dataset of the Age-Friendly Cities and Communities Questionnaire - Italian version. The study was conducted in three Italian cities (n = 1,213) in 2023, using a representative sample of older people who were asked to rate their life in the city, following the dimensions considered essential for the city's age-friendliness by the World Health Organisation.  Data are presented in: Bertani, M., van Hoof, J. & Dikken, J. Getting Older People’s Voices Heard: A Quantitative Study Using the Validated Italian Age-Friendly Cities and Communities Questionnaire in Venice, Verona and Palermo. J Cross Cult Gerontol 40, 209–234 (2025). https://doi.org/10.1007/s10823-025-09532-1 Open source article: https://rdcu.be/exMsO

opencc-by-4.0Apr 2024View details →

Part 2 of Age-related proteostatic imbalance exacerbates heart failure with preserved ejection fraction pathogenesis in old mice

Heart failure with preserved ejection fraction (HFpEF) is a leading cause of hospitalization and death in the elderly. While aging strongly increases the incidence of HFpEF, the specific influences of aging on HFpEF at molecular and pathophysiological levels remain unclear. Here, we show that aged mice, when subjected to chronic metabolic and hypertensive stress (2-hit stress), develop an aggravated cardiometabolic HFpEF phenotype compared to younger counterparts. Aged HFpEF mice also display unique pathological characteristics reminiscent of those found in HFpEF patients. We demonstrate that age-related dysfunction in protein quality control (PQC) exacerbates proteostatic stress in HFpEF. Specifically, we demonstrate that increased protein synthesis induced by 2-hit stress combines with age-related impairment in protein degradation in aged HFpEF hearts, culminating in the accumulation of protein aggregates. These findings underscore the importance of incorporating aging into preclinical HFpEF models and support the therapeutic potentials of targeting PQC mechanisms to ameliorate disease outcomes. The deposited data are lc-ms data acquired on the Thermo QEx-Plus system.  For any questions, please contact mike kinter  mike-kinter at omrf.org This upload contains the second part of the data.  The majority of the data and a complete list of authors can be found in  10.5281/zenodo.10993216

dryad32/100

Habitat use of Amazonian birds varies by age and foraging guild along a disturbance gradient

Patterns of habitat use directly influence a species' fitness, yet for many species an individual's age can influence patterns of habitat use. However, in tropical rainforests, which host the greatest terrestrial species diversity, little is known about how age classes of different species use different adjacent habitats of varying quality. We use long term mistnet data from the Amazon rainforest to assess patterns of habitat use among adult, adolescent (teenage), and young understory birds in forest fragments, primary, and secondary forest at the Biological Dynamics of Forest Fragments Project in Brazil. Insectivore adults were most common in primary forest, adolescents were equally likely in primary and secondary forest, and all ages were the least common in forest fragments. In contrast to insectivores, frugivores and omnivores showed no differences among all three habitat types. Our results illustrate potential ideal despotic distributions among breeding populations of some guilds of understory birds where adult insectivores may competitively exclude adolescent individuals from primary forest. Secondary forest recovery appears to hold promise as breeding habitat for frugivore and omnivore species but only as pre-breeding habitat for insectivores, but as the forest ages, the demographic structure of bird populations should match that of primary forest.

opencc-zeroMay 2024View details →

Agripreneurship is coming of age. Opportunities for Youth and Women Empowerment in UPSCALE PROJECT.

Unemployment is among the problems that most developing economies are facing. These regions rely  on agriculture for their livelihood and most of the farming systems are ineffective. Nevertheless, the  agricultural sector employs the largest population in both the formal and informal. Self-employment  through innovative ideas that develop products or produce cost-effectively, or a production process  that is eco-friendly to promote biodiversity or value addition through processing, storage, packaging,  or differentiation of the agricultural products is what is termed as agriprenourship.  The aim is to make  the production process affordable, sustainable, profitable, and optimal at the same time maintain the  ecosystem. Agreprenourship is highly evident in production technologies such as the PPT technology  that has been promoted by the UPSCALE project in the region. The project has offered women and  youth opportunities to participate in research, production, value addition, and marketing of the  products produced under the system. Women have been able to produce organic products, control  the striga weed, and fall armyworms, promote soil fertility, prevent soil erosion, produce fooder,  practice dairy farming, and production of desmodium seeds. Through this, household food security has  been attained, increased income, reduced dependency ratio, reduced poverty, creation of  employment, and improved standard of living. Agriprenourship is an important enterprise currently for the  youths and women as it offers a range of opportunities from economic, social, and environmental benefits in  the initiatives such as PPT farming in the UPSCALE project. Therefore, it is recommended that there is a need for  Policy dialogue in both the seed and product value chains to create enabling policies that can upscale the PPT  farming system, subsidize the inputs, and establish effective extension methods, advocacy, and lobbying  government authorities to promote PPT.

Data from: Simultaneous determination of crystallization age and "uncommon" initial lead composition in a series of Phanerozoic magmatic allanites

<h2>Submitted Article</h2> <h2>Simultaneous determination of crystallization age and “uncommon” initial lead composition in a series of Phanerozoic magmatic allanites</h2> Etienne SKRZYPEKa*, Daniela GALLHOFERa, Christoph HAUZENBERGERa, Isabella HAASa, Anh Thi Quynh NONGa, Harald FRITZa, Milan KOHÚTb, Viljem PODGOR&Scaron;EKc, Zmago ŽORŽd

A course in small business technology that prepares entrepreneurs for the digital age

It changes all the time in the digital world we live in now. This means that small businesses have a lot of options and a lot of problems. Today's companies work, talk to customers, and compete in the market very differently compared to the past. To do well in this fast-paced world, entrepreneurs need to learn the right things. You should now take a course in small business technology. <h1>A small business technology course to help close the digital divide</h1> Big and small businesses don't always have the same level of digital skills. This has been a problem for a long time. Big companies often have their IT departments and a lot of cash to spend on new tech. However, smaller companies often have trouble keeping up. They might not understand how to use technology well, have the money, or know how to do it. Here's where a <a href="https://www.besttechstrategies.com/" target="_blank" rel="noopener">Small Business Technology Course</a> comes in: it gives business owners useful tips and information they can use right away. General IT classes might only talk about technical problems, but a small business technology course looks at everything. It talks about how those tools can be used in different business areas and also goes over the basics of technology. <h2>This course is about business technology strategy and how to get around in the digital world.</h2> An important part of a Small Business Technology Course is making a business technology strategy. Simply put, this means making sure that technology projects help the business reach its general goals so that it can grow and come up with new ideas. In the eyes of many small business owners, technology is more of a cost than an investment. Yes, technology can help you succeed if you know how to use it correctly. <h2>When business owners take a course in business technology planning, they learn how to</h2> Think about the chances and the things that are needed. Business owners can find the places where technology can help by knowing the specific issues and needs of their company. You can change technology to reach different objectives, like making things easier, making the customer experience better, or beating the competition. It can be hard to choose the right piece of technology because there are so many to choose from. An online <a href="https://www.bestadsontv.com/profile/467684/Best-Tech-Strategies" target="_blank" rel="noopener">Business Technology Strategy Course</a> can teach you how to weigh your options. Scalability, compatibility, and return on investment (ROI) are some of the things that the course talks about. This is the only way that new technologies can help the business. Set up and improve: A lot of businesses fail at the setup stage. It is important to follow through on a well-thought-out plan. Through case studies and hands-on learning, entrepreneurs learn how to use technology solutions and solve everyday problems in the best way. In a world that changes quickly, the school also stresses how important it is to keep improving. <h2>People who own businesses can learn from online IT classes for them.</h2> Small business owners may find it hard to get better at what they do because they don't have enough time or room, or other common barriers to education. Others say that online learning tools have made education more accessible to all, making it easier than ever to get into IT classes. <h2>Companies that take online IT courses can gain in several ways, such as:</h2> There is no set schedule for entrepreneurs to learn, which helps them balance their work and home responsibilities well. People with busy lives can still take online classes on the weekends, during lunch breaks, or after work. Value for money: Going to regular classes can be pricey, and you may also have to pay for things like housing and transportation. But online classes are often less expensive, so companies of all kinds can learn something useful. There are a lot of different classes you can take online. These courses cover a huge range of tech topics, from learning how to use a computer to learning how to code. This makes sure that business owners learn things that are useful for their company by letting them tailor their learning to their needs and interests. We no longer have to worry about geography when we are learning. Folks who want to learn about best practices and new trends from around the world can sign up for classes given by professors from top universities and business experts from all over the world. <h2>Entrepreneurs getting the tools they need to</h2> It's not enough to have a great product or service in the business world today. You must know a lot about how to use technology to speed up, grow, and come up with new ideas to do it well. When business owners take a Small Business Technology Course, they learn the skills and information they need to get around in today's complicated world. People who run small businesses can compete with those of larger companies if they keep learning new things and use the available tools. There's no difference between those who want to learn the basics of safety, use the power of data analytics, or get excited about new technologies like AI.

Table presenting field data, isotopic data and 10Be exposure ages of cliffs and caprock-derived boulders sampled on the southern slope of the mesa of Szczeliniec Wielki (Central Sudetes, Stołowe Mountains, SW Poland)

This research was funded by National Science Centre, Poland, research project no. 2020/39/D/ST10/00861. The data in the table presents the results of cosmogenic 10Be exposure dating of cliffs and hillslope boulders resting on the southern slope of the sandstone mesa of Szczeliniec Wielki (Central Sudetes, Stołowe Mountains, SW Poland). The total of 20 samples was collected with growing distance from the present-day cliff lines. The samples were collected in October 2021, whereas their treatment and analyses were conducted in the following months at the University of Zurich (UZH) and ETH Zurich, Switzerland.

Supporting GIS file for: Tectonic landform and lithologic age impact uncertainties in fault displacement hazard models

This project aims to understand how the error in mapped fault location and the residual between the modeled and observed coseismic displacements vary with tectonic landform and the surficial lithologic age. We focus on four historical earthquakes: the M6.9 Borah Peak, 2014 M6.0 Napa, 2016 M7.0 Kumamoto, and 2016 M7.8 Kaikoura earthquakes. The GIS shape file contains information about the tectonic landform, the surficial landscape age, the observed and modelled coseismic displacement, fault location error, and the confidence ranking of the mapped fault trace. Each entry corresponds to a location where a displacement measurement was made following the earthquake of focus. Additional detail is given in the readme. The entries in the GIS file are collected from the following references: Chiou, B., Chen, R., Thomas, K., Milliner, C. W. D., Dawson, T., & Petersen, M. D. (2022). Surface Fault Displacement Models for Strike-Slip Faults. Natural Hazards Risk and Resiliency Research Center B. John Garrick Institute for the Risk Sciences University of California, Los Angeles, Report GIRS‐2022‐07, 186. https://doi.org/10.34948/N3RG6X Crone, A. J., Machette, M. N., Bonilla, M., Lienkaemper, J. J., Pierce, K., Scott, W., & Bucknam, R. (1987). Surface faulting accompanying the Borah Peak earthquake and segmentation of the lost river fault, central Idaho. Bulletin of the Seismological Society of America, 77. Graymer, R. W., Brabb, E., Jones, D. L., Barnes, J., Nicholson, R. S., & Stamski, R. E. (2007). Geologic Map and Map Database of Eastern Sonoma and Western Napa Counties, California (No. U.S. Geological Survey Scientific Investigations Map 2956). Retrieved from https://doi.org/10.3133/sim2956 Heron, D. W. (2018). Geological Map of New Zealand 1:250 000. GNS Science Geological Map 1 (2nd ed.) Lower Hutt, New Zealand. GNS New Zealand. Retrieved from https://www.gns.cri.nz/data-and-resources/geological-map-of-new-zealand/ Hoshizumi, H., Ozaki, M., Miyazaki, K., Matsuura, H., Toshimitsu, S., Uto, K., et al. (2004). Geological Map of Japan 1:200,000: Kumamoto. Geological Survey of Japan. Retrieved from https://www.gsj.jp/Map/EN/geology2-6.html#Kumamoto Janecke, S. U., & Wilson, E. (1992). Geologic map of the Borah Peak, Burnt Creek, Elkhorn Creek, and Leatherman Peak 7.5’ quadrangles, Custer County, Idaho, Scale 1:24,000. Idaho Geological Survey Technical Report 92-5. Retrieved from https://www.idahogeology.org/product/T-92-5 Kuehn, Nicolas, Kottke, A., Madugo, C., Sarmiento, A., & Bozorgnia, Y. (2022). Report GIRS 2022-06: UCLA–PG&E Fault Displacement Model. https://doi.org/10.34948/N3X59H Lewis, R. S., Link, P., Stanford, L. R., & Long, S. P. (2012). Geologic Map of Idaho. Moscow, Boise, Pocatello: Idaho Geologic Survey. Retrieved from https://www.idahogeology.org/maps-pubs-data/state-geologic-map Ponti, D. J., Blair, J. L., & Rosa, C. M. (2019). Digital Datasets Documenting Fault Rupture and Ground Deformation Features Produced by the Mw 6.0 South Napa Earthquake of August 24, 2014 [Data set]. U.S. Geological Survey. https://doi.org/10.5066/F7P26W84 Sarmiento, A., Madugo, D., Bozorgnia, Y., Shen, A., Mazzoni, S., Lavrentiadis, G., et al. (2021). Fault Displacement Hazard Initiative Database. Report No. GIRS-2021-08, Revision 3.3 Dated 29 May 2024. Los Angeles, CA: The B. John Garrick Institute for the Risk Sciences at UCLA Engineering. https://doi.org/10.34948/N36P48 Scott, C., Adam, R., Arrowsmith, R., Madugo, C., Powell, J., Ford, J., et al. (2023). Evaluating how well active fault mapping predicts earthquake surface-rupture locations. Geosphere, 19(4), 1128–1156. https://doi.org/10.1130/GES02611.1 Scott, C. P., Arrowsmith, J. R., Nissen, E., Lajoie, L., Maruyama, T., & Chiba, T. (2018). The M 7 2016 Kumamoto, Japan, Earthquake: 3-D Deformation Along the Fault and Within the Damage Zone Constrained From Differential Lidar Topography. Journal of Geophysical Research: Solid Earth, 123, 6138–6155. https://doi.org/10.1029/2018JB015581 Vincent, K. R. (1995). Implications for models of fault behavior from earthquake surface displacement along adjacent segments of the Lost River fault, Idaho: University of Arizona. Wagner, D., & Gutierrez, C. (2017). Preliminary Geologic Map of the Napa and Bodega Bay 30’ x 60’ Quadrangles, California. California Department of Conservation. Retrieved from https://ngmdb.usgs.gov/Prodesc/proddesc_105819.htm Zinke, R., Hollingsworth, J., Dolan, J. F., & Van Dissen, R. (2019). Three‐Dimensional Surface Deformation in the 2016 M W 7.8 Kaikōura, New Zealand, Earthquake From Optical Image Correlation: Implications for Strain Localization and Long‐Term Evolution of the Pacific‐Australian Plate Boundary. Geochemistry, Geophysics, Geosystems, 20(3), 1609–1628. https://doi.org/10.1029/2018GC007951

The lateral habenula integrates age and experience to promote social transitions in developing rats

This is the tabular source data associated with the manuscript "The lateral habenula integrates age and experience to promote social transitions in developing rats." Preprint DOI: https://doi.org/10.1101/2024.01.12.575446

Global evolution of educational marketing in the digital age: A bibliometric analysis of its impact on student satisfaction

Educational marketing has emerged as a crucial strategy to improve student satisfaction in an increasingly competitive and globalized academic environment. This bibliometric research aimed to analyze the evolution and trends in the scientific literature on educational marketing as a strategy for student satisfaction. A qualitative and descriptive approach with a non-experimental and longitudinal design was used. The study analyzed 201 documents extracted from Scopus, using bibliometric techniques implemented through VOSviewer and Bibliometrix. The results reveal an annual growth of 10.51% in scientific production, with significant contributions from the United States, United Kingdom, Australia and India, as well as a growing participation of Latin American countries. A core of specialized journals leading publication in this field was identified. Keyword co-occurrence analysis highlighted central themes such as higher education, e-learning and student satisfaction. The research shows an expanding interdisciplinary field, with approaches that address internationalization, the use of digital technologies and the personalization of educational services. It is concluded that educational marketing is an effective strategic tool to improve student satisfaction, retention and academic performance, highlighting the need to adapt these strategies to the rapid technological and social changes in the educational sector.

Laser ablation depth profile data for different IODP and ODP Sites and age intervals from Voigt et al. "Assessing the recrystallisation of planktonic foraminifera in Pelagic sediments and the reliability of Mg/Ca values with Laser Ablation (LA-) ICP-MS"

These files contain the final processed laser ablation ICP-MS depth profiles of Mg/Ca and Sr/Ca through the shell walls of fossil planktonic foraminifera tests from specific time intervals from International Ocean Discovery Program (IODP) Sites U1334, U1335, U1336, U1337, U1338 and Ocean Drilling Program (ODP) SIte 1218 in the eastern equatorial Pacific. These data are from Voigt et al. "Assessing the recrystallisation of planktonic foraminifera in Pelagic sediments and the reliability of Mg/Ca values with Laser Ablation (LA-) ICP-MS", a manuscript submitted  to the journal Paleoceanography and Paleoclimatology

opencc-by-4.0Feb 2024View details →

Processed Seurat objects from scRNA-seq data of the aging subventricular zone (SVZ) neurogenic niche with partial reprogramming

This repository contains the processed Seurat objects from the publication "Restoration of neuronal progenitors by partial reprogramming in the aged neurogenic niche" (https://doi.org/10.1038/s43587-024-00594-3). Raw sequencing data is available at the Gene Expression Omnibus (GEO) under accession number GSE224438. Code used to process and analyze the data is available on GitHub (https://github.com/gitlucyxu/SVZreprogramming).  These Seurat objects are filtered to high-quality singlets for samples included in the publication. Descriptions and notable metadata: <ul> <li>svz_iOSKM_cohort1_toshare.rds - SVZ after whole-body partial reprogramming, cohort 1 <ul> <li>Celltype - cell type annotation</li> <li>Treatment - condition <ul> <li>untr: old control</li> <li>2Dox0: old+OSKM</li> </ul> </li> <li>hash.ID - mouse ID (biological replicate)</li> </ul> </li> <li>svz_iOSKM_cohort2_toshare.rds - SVZ after whole-body partial reprogramming, cohort 2 <ul> <li>Celltype - cell type annotation</li> <li>Age_Treatment - condition <ul> <li>young_untr: young control</li> <li>old_untr: old control</li> <li>old_2Dox0: old+OSKM</li> </ul> </li> <li>hash.ID - mouse ID (biological replicate)</li> </ul> </li> <li>svz_ciOSKM_toshare.rds - SVZ after SVZ-targeted partial reprogramming <ul> <li>Celltype - cell type annotation</li> <li>Age_Treatment - condition <ul> <li>young_untr: young control</li> <li>old_untr: old control</li> <li>old_Dox: old+OSKM(SVZ)</li> </ul> </li> <li>MULTI_classification_rescued - mouse ID (biological replicate)</li> </ul> </li> </ul>   Updated 2024/07/01 (v2): replaced a corrupted file.

Pathogenic LRRK2 causes age-dependent and region-specific deficits in ciliation, innervation and viability of cholinergic neurons_1

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opencc-zeroJul 2024View details →

dryad32/100

Data from: Far away from home? Ancient DNA shows presence of bicoloured shrew (Crocidura leucodon) in Bronze Age Denmark

An excavation of an Early Iron Age village near Aalborg in Denmark uncovered the jaws and skull fragments from a small mammal that were morphologically identified to the genus Crocidura (white-toothed shrews). Three Crocidura species are known from prehistoric continental Europe but none of them are distributed in Scandinavia, which is why this surprising finding warranted further analyses. The bone was radiocarbon-dated to 2840-2750 calibrated years before present (cal. BP), corresponding to the Late Bronze Age and hence earlier than the Iron Age archaeological context in which it was found. Using highly optimized ancient DNA protocols, we extracted DNA from one tooth and shotgun-sequenced the sample to reconstruct a near-complete mitochondrial reference genome (17,317 bp, 32.6X coverage). Phylogenetic analyses determined this specimen as a bicoloured shrew (Crocidura leucodon) but with a phylogenetic position basal to the clade of known sequences from this species. The confirmation of Crocidura presence in Denmark by the Late Bronze Age sheds new light on the prehistoric natural history of Scandinavia. We discuss the implications of this finding from both zoo-archaeological and ecological perspectives. Furthermore, the mitochondrial genome reconstructed in this study offers a valuable resource for future research exploring the genetic makeup and evolutionary history of Eurasian shrew populations.

Bibliometric File - slamic Banking in the Age of Technology: A Five-Year Review of Trends and Technologies

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Schistomiasis morbidity evaluation in individuals aged 15 years and older, in Chókwè district, Mozambique

Data regarding schistosomiasis epidemiology and morbidity in the adult population of Chókwè district, Mozambique

CEVSA-AgeD

Case: An example to run the CEVSA-AgeD model at a point Code for Curve between GPP_Ra and Forest Age: MATLAB code for establishing SEM equations between GPP (or Ra) and forest age across forest types Code for DEMC: MATLAB code for optimizing sensitivity parameters of CEVSA-AgeD model using DEMC method

Genetic datasets, climatic conditions at sampled localities, and occurrence data to: Ice age-driven range shifts of diploids and expanding autotetraploids within a conserved niche (Grünig, Patsiou & Parisod, 2024, New Phytologist)

<div> <h3>This repository includes</h3> - An overview of the raw sequencing reads deposited in the European Nucleotide Archive (ENA) for the 370 individuals sampled in 17 diploid and 19 tetraploid field populations <div>- Scripts used to genotype diploids and autotetraploids samples of Biscutella laevigata from ddRADseq data</div> <div>- Input data (as vcf format) used in population genetic analyses</div> <div>- Scripts used to run the different genetic analyses</div> <div>- Dataset of extracted climatic conditions at sampled localities</div> <div>- Occurrence dataset used for the climatic niche modelling</div> <h3>Description of the data and file structure</h3> 00.ENA_samples_correspondance.txt: provides ENA project ID, run ID (i.e. raw fastq files), sample ID, and alias for each sample included in the study. <div> </div> <div>1.scripts_reads_to_vcf.zip: consists of the following:</div> - 1.reads_to_vcf.md: md file with scripts documenting the read quality check, demultiplexing, mapping, SNP calling using GATK4, and filtering steps <div>- Additional scripts called within 1.reads_to_vcf.md:</div> <div>-- 1.3. Mapping: 02_run_mapping_XXX.py and BWA-mem_bisc1_sg.py scripts</div> <div>-- 1.4.a. HaplotypeCaller: 03_V1_gvcf.py</div> <div>-- 1.4.b. GDBI + genotypeGVCF: 03_V3_gdbi_genotype_per100scaf.py</div> <div>2.datasets_genetics.tar.gz consists of the following</div> <div>- bisc_all370_diminDP15_tetraminDP30.vcf.gz: "Initial SNPs dataset" = biallelic SNPs fulfilling GATK quality hard filtering recommendations, present in at least 50% of samples. Genotypes with DP<15 for diploids and DP<30 for tetraploids are set to no-call. This vcf was used as basis for fastsimcoal dataset preparation, and as basis for subsequent selection of loci fulfilling requirements of each analysis. It includes 2246701 biallelic SNPs for 370 samples</div> <div>- bisc_all370_diminDP15_tetraminDP30_MD05_pruned.vcf.gz: subset of the "Initial SNPs dataset" retaining SNPs called in at least 50% of samples, and pruned for Linkage disequilibrium. This vcf includes 107574 biallelic SNPs for 370 samples and was used in the analysis of the proportion of diploids diagnostic alleles shared by tetraploids.</div> <div>- bisc_all370_diminDP15_tetraminDP30_MD01_pruned.vcf.gz: subset of the "Initial SNPs dataset", retaining SNPs called in at least 90% of samples, and pruned for Linkage disequilibrium. This vcf includes 4444 biallelic SNPs for 370 samples and was used in the analyses of Population diversity and differentiation (SpaGeDi, GenoDive, PCA), and f3-statistics.</div> <div>- bisc_all370_diminDP15_tetraminDP30_MD0.1_pruned_MAC3rm.vcf.gz: subset of the "Initial SNPs dataset", retaining SNPs called in at least 90% of samples, pruned for Linkage disequilibrium, and with a minor allele count of 3. This vcf includes 2593 biallelic SNPs for 370 samples and was used in STRUCTURE analysis</div> <div>3.pres_2x.txt: list of the 128 diploid occurrences used in climatic niche modelling</div> <div>3.pres_4x_strat_reg.txt: list of the 924 tetraploid occurrences used in climatic niche modelling</div> <div>biscall_chelsa_ordered_noDEM.txt: climatic data extracted from the CHELSA dataset at sampled localities</div> <div>4.plot_GTfreqs.md: markdown file including scripts to plot allele and genotype frequencies</div> <div> </div> <h3>Sharing/Access information</h3> Raw sequencing reads have been deposited in the European Nucleotide Archive (ENA) at EMBL-EBI under the accession number PRJEB48869:<a href="https://www.ebi.ac.uk/ena/browser/view/PRJEB48869"> https://www.ebi.ac.uk/ena/browser/view/PRJEB48869</a></div>