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Dataset results
4 results for “Data Driven Sampling”
A convection-permitting hindcast based on the MOLOCH model and driven by ERA5: hourly precipitation data for years 1994 and 2011 (sample data)
<p>Hourly estimates of rainfall accumulations were produced within the framework of the SPITBRAN Special project, which received computational resources from ECMWF (https://www.ecmwf.int/en/research/special-projects/spitbran-2018).</p> <p>Numerical gridded data at 2.5 km grid spacing were obtained with the MOLOCH model set in a convection-permitting mode and fed by ERA5 data as initial and boundary conditions for the period 1979-2019 and over the Italian domain.</p> <p>Hourly rainfall accumulations of such long-term hindcast are provided for the years 1994 and 2011. File format is Grib2.</p>
Figure 3. Data Integration Sample-A Proposed Data Driven Architecture for Cardiology Network Application
<p>Pentaho Data Integration has implemented a metadata-driven approach where you<br> only specify the data you want integrated, but you do not specify the way you want it done.<br> One of the most important advantages of Pentaho is that one can create complex<br> transformations and jobs in a graphical, drag-and-drop environment without having to create<br> proprietary custom code that will work only with some proprietary application.</p>
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><strong>This repository includes</strong></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 <em>Biscutella laevigata</em> 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> <br> <h3><strong>Description of the data and file structure</strong></h3> <strong>00.ENA_samples_correspondance.txt: </strong>provides ENA project ID, run ID (i.e. raw fastq files), sample ID, and alias for each sample included in the study.<br> <div> </div> <div><strong>1.scripts_reads_to_vcf.zip:</strong> consists of the following:</div> - <strong>1.reads_to_vcf.md: </strong>md file with scripts documenting the read quality check, demultiplexing, mapping, SNP calling using GATK4, and filtering steps<br> <div>- Additional scripts called within <strong>1.reads_to_vcf.md</strong>:</div> <div>-- 1.3. Mapping: <strong>02_run_mapping_XXX.py</strong> and <strong>BWA-mem_bisc1_sg.py</strong> scripts</div> <div>-- 1.4.a. HaplotypeCaller: <strong>03_V1_gvcf.py</strong></div> <div>-- 1.4.b. GDBI + genotypeGVCF: <strong>03_V3_gdbi_genotype_per100scaf.py</strong></div> <br> <div><strong>2.datasets_genetics.tar.gz</strong> consists of the following</div> <br> <div>- <strong>bisc_all370_diminDP15_tetraminDP30.vcf.gz</strong>: "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> <br> <div>- <strong>bisc_all370_diminDP15_tetraminDP30_MD05_pruned.vcf.gz:</strong> 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> <br> <div>- <strong>bisc_all370_diminDP15_tetraminDP30_MD01_pruned.vcf.gz: </strong>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> <br> <div>- <strong>bisc_all370_diminDP15_tetraminDP30_MD0.1_pruned_MAC3rm.vcf.gz:</strong> 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> <br><br> <div><strong>3.pres_2x.txt:</strong> list of the 128 diploid occurrences used in climatic niche modelling</div> <br> <div><strong>3.pres_4x_strat_reg.txt:</strong> list of the 924 tetraploid occurrences used in climatic niche modelling</div> <br> <div><strong>biscall_chelsa_ordered_noDEM.txt:</strong> climatic data extracted from the CHELSA dataset at sampled localities</div> <br> <div><strong>4.plot_GTfreqs.md:</strong> markdown file including scripts to plot allele and genotype frequencies</div> <br> <div> </div> <h3><strong>Sharing/Access information</strong></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>
Knowledge-Driven Perceptual Organization Reshapes Information Sampling Via Eye Movements – data
<p>Data from the article <strong>Knowledge-Driven Perceptual Organization Reshapes Information Sampling Via Eye Movements</strong> published in the Journal of Experimental Psychology: Human Perception and Performance by Marek A. Pedziwiatr, Elisabeth von dem Hagen, and Christoph Teufel</p> <p>Marek A. Pedziwiatr<br> marek.pedziwi@mail.com<br> January 2023</p>
ScienceDex guides
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OpenNeuro
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