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3,696 results for “reference”

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zenodo32/100

stjude/XenoCP GRCm39 reference

<p>BWA and STAR format reference files for GRCm39 used by XenoCP</p><p>FASTA file from EBI GRCm39 (https://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M33/GRCm39.genome.fa.gz)</p><p>STAR reference uses Gencode release M33 (https://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M33/gencode.vM33.annotation.gtf.gz).</p>

opencc-by-4.0Nov 2023View details →
zenodo32/100

stjude/XenoCP GRCm38 reference

<p>BWA and STAR format reference files for GRCm38 used by XenoCP</p><p>FASTA file from EBI GRCm38.p6 (https://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M25/GRCm38.p6.genome.fa.gz)</p><p>STAR reference uses Gencode release M25 (https://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M25/gencode.vM25.annotation.gtf.gz).</p>

opencc-by-4.0Nov 2023View details →
zenodo32/100

stjude/XenoCP MGSCv37 reference

<p>BWA and STAR format reference files for MGSCv37 used by XenoCP</p><p>STAR reference uses Gencode release M1 (https://ftp.ebi.ac.uk/pub/databases/gencode/Gencode_mouse/release_M1/gencode.vM1.annotation.gtf.gz).</p>

opencc-by-4.0Aug 2021View details →
zenodo32/100

Reference data bundle for PacificBiosciences/wdl-humanassembly

<p>Static input files to support alignment of generated assemblies to both GRCh38 and chm13v2.0 references.</p><p>https://github.com/PacificBiosciences/wdl-humanassembly</p>

opencc-by-4.0Nov 2023View details →
zenodo32/100

Reference Mesh and Point Cloud

<p>Data Structure</p><p>gt_mesh.ply (cleaned reference mesh)</p><p>gt_pd.ply (reference faro scanner point cloud)</p><p>icp_kinect (the transformation matrix that is used to transform Kinect pose stored in transformation_colmap.json to align with the gt_mesh/pd )</p><p>icp_iphone (the transformation matrix that is used to transform iPhone pose stored in transformation_colmap.json to align with the gt_mesh/pd )</p>

opencc-by-4.0Nov 2023View details →
zenodo32/100

Extended SILVA reference taxonomy resources

Open the record for dataset details and reuse information.

opencc-by-4.0Dec 2023View details →
zenodo32/100

Chromosome-level Reference Genome of the Critically Endangered Tree Kmeria septentrionalis

<p><i>Kmeria septentrionalis,&nbsp;</i>a critically endangered tree endemic to Guangxi in China and listed on the International Union for Conservation of Nature's Red List, suffers from a lack of genetic information and a paucity of high-quality genome data. In our study, we construct and annotate a complete <i>K. septentrionalis</i> genome at the chromosome level, assess its quality, and contextualize it with the genomic data of other relative plants. The genome is measured at 2.57 Gb with a contig N50 of 11.93 Mb. Using Hi-C guided genome assembly, we assembled 496 out of the initial 705 raw contigs into 19 pseudochromosomes that have a scaffold N50 of 135.08 Mb. The assembled 2.54 Gb anchored genome has achieved 98.9% completeness, and contains 35,927 genes, of which 94.15% could be functional annotated.&nbsp;</p>

opencc-by-4.0Dec 2023View details →
zenodo32/100

The Translation of Cultural Referents in African Feminist Discourse

<p>This corpus-based research investigated the problem of translating cultural referents from an African feminist context into English. It was based on the premise that due to the inherent differences in the two cultures, the translation exists in a space of deviation. Hence, cultural referents in Calixthe Beyala's (2000) Comment cuisiner son mari à l'africaine were identified and classified under Santamaria's (2010:522) five ideological categories, namely history, social structure, cultural institutions, social universe and material culture. Thereafter, the strategies for translating them were identified and the space of existence of the translations was investigated. Toury's (1985) Descriptive Translation Studies (DTS) and Lazar's (2005) Feminist Critical Discourse Analysis were applied for data collection and analyses to identify, describe, and explain 20 excerpts which embed cultural referents (five from each ideological category). For literary analyses, post-structuralist, formalist, biographical and sociological criticism were applied. Deconstruction, manipulation and communicative/functional translation theories were amenable to the research, while post-modern and cultural theories were applied for feminist analyses. The findings revealed that the translator mostly used hijacking and oblique translation to render cultural referents from French into English. The translations produced by these strategies were judged, according to Von Flotow's (1998) criteria, to determine if they were shoddy, inaccessible/elitistor theoretically incongruent/hypocritical translations. The conclusion arrived at was that the rendering of cultural referents in the target text was, indeed, a complete deviation due to loss or gain, untranslatability, the problem of equivalence, issues with decoding and recoding as well as lapses attributable to the fundamental linguistic and cultural differences between the source and target languages. This confirmed the assumption that the translation of cultural referents in the novel exists as a heterotopia of deviation. It was, therefore, recommended that to adequately render cultural referents in feminist discourse, precedence should be given to the text-in-situation, that is, extralinguistic elements that condition text interpretation and reformulation, that are conditioned by cultural and linguistic differences between the author and translator.</p>

opencc-by-4.0Dec 2023View details →
zenodo32/100

Reference data for sigminer/IDConverter

<p>Gene and element&nbsp;info for common genome build.</p> <p>Sample ID information for TCGA, PCAWG, ICGC</p>

opencc-by-4.0Mar 2022View details →
zenodo32/100

Reference data for GenoPred (1KG)

<p>Pre-processed reference genotype data (1KG Phase 3 restricted to HapMap3 variants) for GenoPredPipe: https://opain.github.io/GenoPred/genopredpipe_readme.html.</p>

opencc-by-4.0Dec 2023View details →
zenodo32/100

INFLUENCE OF COVID-19 PANDEMIC ON ONLINE MARKETING. (A SPECIAL REFERENCE TO JALGAON CITY.)

<p>COVID-19 pandemic has stirred every single individual around, bringing the&nbsp;<br>entire society to a pause in all features. It is affecting businesses, institutions, and health&nbsp;<br>amenities. Even marketing has not been forborne by this pandemic. This situation will have a&nbsp;<br>long-term influence on man-kind, though we could go back to our normal life in a few&nbsp;<br>months. On the other hand, due to the policy of Digital India, every part of the nation is now&nbsp;<br>connected with the internet, having digital gadgets to obtain online information.<br>During this pandemic situation, it is observed that people are spending more and more time&nbsp;<br>online. In fact, according to Forbes, during this pandemic situation internet has surged by 50-<br>70% in the world. Therefore, firms need to precisely determine their online marketing policy&nbsp;<br>and find unique &amp; fine-tuned ways to communicate not only during the time but should also&nbsp;<br>have the long term approach.&nbsp;<br>The present research article critically examines and highlights the opportunities and&nbsp;<br>challenges of Online Marketing in and after the COVID-19 situation, as per the perception of&nbsp;<br>both buyers and suppliers in Jalgaon City. The researcher gathered the polls to manifest the&nbsp;<br>situation of Online Marketing in two parts, the general respondent consisting of the&nbsp;<br>consumers and specialist respondents such as the marketing personnel. A survey of 167&nbsp;<br>buyers (Consumer) and 37 suppliers (marketing personnel) were conducted using the&nbsp;<br>convenience sampling method.</p>

opencc-by-4.0Jan 2022View details →
zenodo32/100

Flexibility Matters: Assessing the Flexibility Impact of Small and Medium Enterprises on the German Energy Transition: Dataset for Reference Scenario

<p>This repo contains the dataset for reference scenario for the paper</p> <p><strong><em>Flexibility Matters: Assessing the Flexibility Impact of Small and Medium Enterprises on the German Energy Transition</em></strong></p> <p>More information can be found here: https://github.com/AnasAbuzayed/SME_Flexibility</p> <p>&nbsp;</p>

opencc-by-4.0Dec 2023View details →
zenodo32/100

Reference Dataset for QfO Benchmark Webservice

<p>This dataset contains the reference data used for the QfO benchmark webservice workflow (https://github.com/qfo/benchmark-webservice). It is build from the QfO reference proteomes provided by UniProt. The dataset is specific to the release of the reference proteome. The version of this dataset reflects the version of the QfO Reference Proteome dataset.</p>

opencc-by-4.0Apr 2023View details →
zenodo32/100

List of referencies cited in Appendix 1

<p>List of referencies cited in Appendix 1</p>

opencc-by-4.0Jan 2024View details →
zenodo32/100

Literature references for the Explainability Quality Model

<p>This is the supplementary material to the paper "How Explainable is Your System?&nbsp;Towards a Quality Model for Explainability", which was published at the 30th International Working Conference on Requirement Engineering: Foundation for Software Quality (REFSQ) in 2024.</p> <p>This document indicates om which papers each aspect, criterion and metric originates. It also indicates for each paper from which snowballing phase it originates.</p>

opencc-by-4.0Nov 2023View details →
zenodo32/100

Phased T2T reference genome and pangenome reveal expanded resistance gene analogs in apple domestication

<p>Phased T2T reference genome and pangenome reveal expanded resistance gene analogs in apple domestication<br>The data contains two files, namely genome file and genome annotation file:<br>1. Genome:<br>This file contains 12 genomes for 5 species (cultivar), namely: <em>Malus domestica</em> cv. &lsquo;Golden Delicious&rsquo; (GD), <em>Malus domestica</em> cv. &lsquo;Gala&rsquo; (Gala), <em>Malus domestica</em> cv. &lsquo;Honeycrisp&rsquo; (HC), <em>Malus domestica</em> cv. &lsquo;HFTH1&rsquo; (HFTH1), <em>Malus baccata</em>&nbsp;(Mba), <em>Malus sieversii</em>&nbsp;(Msi), and <em>Malus sylvestris</em> (Msy)</p> <p>2. Genome annotation:<br>Corresponding to the genome file.<br>Note: Hap1 and hap2 represent two haplotypes of a species (cultivar), all data used for the construction of pan-genomes and comparative genomics analysis.</p>

opencc-by-4.0Mar 2024View details →
zenodo32/100

The reference chromosome genome for Zhengitettix transpicula

<p>The reference chromosome genome for Zhengitettix transpicula. The HIC genome and the gff3 annotation file.</p>

opencc-by-4.0Nov 2023View details →
zenodo32/100

treeArches: reference models & latent space

<p>treeArches is a framework around scArches and scHPL to create and extend a&nbsp;reference atlas and the corresponding classification tree. This repository contains the models used for data integration, the latent spaces created, and the trained classification for the HLCA.&nbsp;</p> <p>The treeArches reproducibility <a href="https://github.com/lcmmichielsen/treeArches-reproducibility">GitHub</a> can be used to reproduce all results.&nbsp;</p>

opencc-by-4.0Jun 2022View details →
zenodo32/100

UHGG v1 reference for LocalHGT

<p>Please download the file <strong>UHGG_v1.fasta.gz</strong> and unzip it by "<strong>gzip -d UHGG_v1.fasta.gz</strong>". &nbsp;After that, pass the full path of the file "<strong>UHGG_v1.fasta</strong>" to LocalHGT by "<strong>localhgt bkp -r /path-to/UHGG_v1.fasta</strong>" or &nbsp;"<strong>localhgt event -r /path-to/UHGG_v1.fasta</strong>". "<strong>UHGG_v1.fna.fai</strong>" is the index file, you can download it or not. If you download it, you should put it in the same folder as <strong>UHGG_v1.fasta</strong>. If you don't download it, LocalHGT will generate it automatically.<strong> </strong>If you want to analyze HGTs in human gut microbiome, you can use this reference.<strong> </strong>Detailed instructions can be seen at <a href="https://github.com/deepomicslab/LocalHGT">LocalHGT</a>.</p>

opencc-by-4.0Apr 2024View details →
zenodo32/100

Isosceles paper reference and report data

<p>Reference and report data for the Isosceles paper - more details can be found in the <a href="https://github.com/Genentech/Isosceles_Paper" target="_blank" rel="noopener">Isosceles_Paper</a> repository.</p>

opencc-by-4.0Jul 2023View details →

ScienceDex guides

Understand access before you commit

These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

Compare curated datasets

Allen Brain Atlas

Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

Annotated Behaviour and Observability Dataset (ABODe)

ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

DANDI Archive for NWB datasets

DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

International Brain Laboratory public data

The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

OpenNeuro

OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

ScienceDex for faculty

Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.