Skip to main content
Powered by ShareScore

Find research datasets worth reusing

Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.

1,487

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

1,487 results for “TAGS”

Learn how ShareScore rates datasets ↗
zenodo28/100

Figure 4 from: Hofmann MM, Fleischmann A, Renner SS (2020) Foraging distances in six species of solitary bees with body lengths of 6 to 15 mm, inferred from individual tagging, suggest 150 m-rule-of-thumb for flower strip distances. Journal of Hymenoptera Research 77: 105-117. https://doi.org/10.3897/jhr.77.51182

Figure 4 Mean flight distances (with standard deviations) calculated from the 450 bee re-sightings shown in Suppl. material 2: Table S1, with year of observation given for Osmia cornuta, studied in both 2017 and 2018. All remaining data are from 2017. Species body sizes are from Amiet et al. (2004) and Scheuchl (2006). For the smaller species Chelostoma florisomne, C. rapunculi, and Heriades truncorum, which were colour-tagged rather than number-tagged, we cannot exclude repeated observations of the same individual.

opencc-by-4.0Jul 2020View details →
zenodo28/100

Figure 3 from: Hofmann MM, Fleischmann A, Renner SS (2020) Foraging distances in six species of solitary bees with body lengths of 6 to 15 mm, inferred from individual tagging, suggest 150 m-rule-of-thumb for flower strip distances. Journal of Hymenoptera Research 77: 105-117. https://doi.org/10.3897/jhr.77.51182

Figure 3 Marking of an Osmia cornuta male (photos: J. Kirndorfer) a application of the glue and b, c attaching of the apiarists' tag d a labeled male ready to take off.

opencc-by-4.0Jul 2020View details →
zenodo28/100

Figure 2 from: Hofmann MM, Fleischmann A, Renner SS (2020) Foraging distances in six species of solitary bees with body lengths of 6 to 15 mm, inferred from individual tagging, suggest 150 m-rule-of-thumb for flower strip distances. Journal of Hymenoptera Research 77: 105-117. https://doi.org/10.3897/jhr.77.51182

Figure 2 Marking of an Osmia cornuta female (photos: J. Kirndorfer). a, b A female caught with an insect net is transferred to the queen-marking tube and c, d pushed with the plunger to immobilize it (e, f a stylus is used to put glue on the mesonotum g, h the numbered colour plate is attached and i the bee released.

opencc-by-4.0Jul 2020View details →
zenodo28/100

Figure 1 from: Hofmann MM, Fleischmann A, Renner SS (2020) Foraging distances in six species of solitary bees with body lengths of 6 to 15 mm, inferred from individual tagging, suggest 150 m-rule-of-thumb for flower strip distances. Journal of Hymenoptera Research 77: 105-117. https://doi.org/10.3897/jhr.77.51182

Figure 1 Marked individuals of AChelostoma florisomneBC. rapunculiCHeriades truncorumDHoplitis aduncaEOsmia bicornis, and FOsmia cornuta.

opencc-by-4.0Jul 2020View details →
zenodo28/100

Supplementary material 1 from: Hofmann MM, Fleischmann A, Renner SS (2020) Foraging distances in six species of solitary bees with body lengths of 6 to 15 mm, inferred from individual tagging, suggest 150 m-rule-of-thumb for flower strip distances. Journal of Hymenoptera Research 77: 105-117. https://doi.org/10.3897/jhr.77.51182

Figure S1. Map showing the garden lay-out and location of the nest boxes at with bees were tagged

opencc-zeroJul 2020View details →
zenodo28/100

The Annotated Corpus of Classical Tibetan (ACTib) - Version 2.0 (Segmented & POS-tagged)

<p>This corpus consisting of &gt;185 million tokens is a segmented and part-of-speech tagged version of</p> <p>Wallman, Jeff, Rowinski, Zach, Ngawang Trinley, Tomlinson, Chris, &amp; Keutzer, Kurt. (2017). Collection of Tibetan etexts compiled by the Buddhist Digital Resource Center [Data set]. Zenodo. http://doi.org/10.5281/zenodo.821218</p> <p>using the training data of</p> <p>Hill, Nathan W., &amp; Garrett, Edward. (2017). A part-of-speech (POS) tagged corpus of Classical Tibetan [Data set]. Zenodo. http://doi.org/10.5281/zenodo.574878</p> <p>The code for segmenting and POS tagging any Tibetan file can be found on GitHub.</p> <p>This Version 2 of ACTib is based on the same XML files as ACTib Version 1 (http://doi.org/10.5281/zenodo.823707), but contains both segmented and POS-tagged files and is improved in a number of ways, although post-processing was still done automatically and no manual correction was involved. For details of this improved annotation method see:</p> <p>Meelen, Marieke, Roux, &Eacute;lie &amp; Hill, Nathan (forthcoming). &#39;Optimisation of the largest annotated Tibetan corpus combining rule-based, memory-based &amp; deep-learning methods&#39; in <em>TALLIP.</em></p>

opencc-by-4.0May 2020View details →
zenodo28/100

Figure 1 from: Taram M, Borah D, Taku O, Tag H (2020) Henckelia siangensis (Gesneriaceae): a remarkable new species from Northeast India. PhytoKeys 160: 1-6. https://doi.org/10.3897/phytokeys.160.54459

Figure 1 Henckelia siangensis. A flowering stem B flower front view C flower side view (arrow indicates the bracteoles) D winged calyx (arrow indicates the wings) E dissected calyx segments F dissected corolla G stamens and staminodes H pistil (Photographs by Momang Taram).

opencc-by-4.0Sep 2020View details →
dryad28/100

Data from: Mining microsatellite markers from public expressed sequence tags databases for the study of threatened plants

Background: Simple Sequence Repeats (SSRs) are widely used in population genetic studies but their classical development is costly and time-consuming. The ever-increasing available DNA datasets generated by high-throughput techniques offer an inexpensive alternative for SSRs discovery. Expressed Sequence Tags (ESTs) have been widely used as SSR source for plants of economic relevance but their application to non-model species is still modest. Methods: Here, we explored the use of publicly available ESTs (GenBank at the National Center for Biotechnology Information-NCBI) for SSRs development in non-model plants, focusing on genera listed by the International Union for the Conservation of Nature (IUCN). We also search two model genera with fully annotated genomes for EST-SSRs, Arabidopsis and Oryza, and used them as controls for genome distribution analyses. Overall, we downloaded 16 031 555 sequences for 258 plant genera which were mined for SSRsand their primers with the help of QDD1. Genome distribution analyses in Oryza and Arabidopsis were done by blasting the sequences with SSR against the Oryza sativa and Arabidopsis thaliana reference genomes implemented in the Basal Local Alignment Tool (BLAST) of the NCBI website. Finally, we performed an empirical test to determine the performance of our EST-SSRs in a few individuals from four species of two eudicot genera, Trifolium and Centaurea. Results: We explored a total of 14 498 726 EST sequences from the dbEST database (NCBI) in 257 plant genera from the IUCN Red List. We identify a very large number (17 102) of ready-to-test EST-SSRs in most plant genera (193) at no cost. Overall, dinucleotide and trinucleotide repeats were the prevalent types but the abundance of the various types of repeat differed between taxonomic groups. Control genomes revealed that trinucleotide repeats were mostly located in coding regions while dinucleotide repeats were largely associated with untranslated regions. Our results from the empirical test revealed considerable amplification success and transferability between congenerics. Conclusions: The present work represents the first large-scale study developing SSRs by utilizing publicly accessible EST databases in threatened plants. Here we provide a very large number of ready-to-test EST-SSR (17 102) for 193 genera. The cross-species transferability suggests that the number of possible target species would be large. Since trinucleotide repeats are abundant and mainly linked to exons they might be useful in evolutionary and conservation studies. Altogether, our study highly supports the use of EST databases as an extremely affordable and fast alternative for SSR developing in threatened plants.

opencc-zeroDec 2014View details →
dryad28/100

Data from: Mining for single nucleotide polymorphisms and insertions / deletions in expressed sequence tag libraries of oil palm

The oil palm is a tropical oil bearing tree. Recently EST-derived SNPs and SSRs are a free by-product of the currently expanding EST (Expressed Sequence Tag) data bases. The development of high-throughput methods for the detection of SNPs (Single Nucleotide Polymorphism) and small indels (insertion / deletion) has led to a revolution in their use as molecular markers. Available (5452) Oil palm EST sequences were mined from dbEST of NCBI. CAP3 program was used to assemble EST sequences into contigs. Candidate SNPs and Indel polymorphisms were detected using the perl script auto_snip version 1.0 which has used 576 ESTs for detecting SNPs and Indel sites. We found 1180 SNP sites and 137 indel polymorphisms with frequency 1.36 SNPs / 100 bp. Among the six tissues from which the EST libraries had been generated, mesocarp had high frequency of 2.91 SNPs and indels per 100 bp whereas the zygotic embryos had lowest frequency of 0.15 per 100 bp. We also used the Shannon index to analyze the proportion of ten possible types of SNP/indels. ESTs from tissues of normal apex showed highest values of Shannon index (0.60) whereas abnormal apex had least value (0.02). The present report deals the use of Shannon index for comparing SNP/ indel frequencies mined from ESTlibraries and also confirm that the frequency of SNP occurrence in oil palm to use them as markers for genetic studies.

opencc-zeroDec 2007View details →
dryad28/100

Data from: Not all sequence tags are created equal: designing and validating sequence identification tags robust to indels

Ligating adapters with unique synthetic oligonucleotide sequences (sequence tags) onto individual DNA samples before massively parallel sequencing is a popular and efficient way to obtain sequence data from many individual samples. Tag sequences should be numerous and sufficiently different to ensure sequencing, replication, and oligonucleotide synthesis errors do not cause tags to be unrecoverable or confused. However, many design approaches only protect against substitution errors during sequencing and extant tag sets contain too few tag sequences. We developed an open-source software package to validate sequence tags for conformance to two distance metrics and design sequence tags robust to indel and substitution errors. We use this software package to evaluate several commercial and non-commercial sequence tag sets, design several large sets (maxcount=7,198) of edit metric sequence tags having different lengths and degrees of error correction, and integrate a subset of these edit metric tags to polymerase chain reaction (PCR) primers and sequencing adapters. We validate a subset of these edit metric tagged PCR primers and sequencing adapters by sequencing on several platforms and subsequent comparison to commercially available alternatives. We find that several commonly used sets of sequence tags or design methodologies used to produce sequence tags do not meet the minimum expectations of their underlying distance metric, and we find that PCR primers and sequencing adapters incorporating edit metric sequence tags designed by our software package perform as well as their commercial counterparts. We suggest that researchers evaluate sequence tags prior to use or evaluate tags that they have been using. The sequence tag sets we design improve on extant sets because they are large, valid across the set, and robust to the suite of substitution, insertion, and deletion errors affecting massively parallel sequencing workflows on all currently used platforms.

opencc-zeroDec 2011View details →
dryad28/100

Data from: Mining of expressed sequence tag libraries of cacao for microsatellite markes using five computational tools

Expressed Sequence Tags (ESTs) provide researchers with a quick and inexpensive route for discovering new genes, and data on gene expression and regulation and provide genic markers that help in constructing genome maps. Cacao is an important perennial crop of humid tropics. Cacao EST sequences as available in public domain were downloaded and made into contigs. A total of 769 contigs were made using contigs assembly program pharp. Puative information of contigs were identified using NCBI and ExPASy tools such as BlastX, tblastn.

opencc-zeroDec 2007View details →
dryad28/100

Data from: Analysis of expressed sequence tags from the placenta of the live-bearing fish Poeciliopsis (Poeciliidae)

Matrotrophic fish in the genus Poeciliopsis (Poeciliidae) have a placenta-like structure used in post-fertilization maternal provisioning of the developing embryo. To understand better the structure and function of the Poeciliopsis placenta we derived cDNA libraries from the maternal follicular placenta of two matrotrophic Poeciliopsis sister species, P. turneri and P. presidionis. These species inherited their placenta from a common ancestor and represent one of three independent origins of placentas in Poeciliopsis. Expressed sequence tags were generated and putative function was determined using BLASTX homology searches and Gene Ontology annotation. Reverse transcriptase-PCR was used to verify placenta tissue expression of a putative candidate gene, alpha-2 macroglobulin. 1956 (71.5% of the total submitted ESTs) and 924 (71.0% of the total submitted ESTs) unique transcripts were identified for the P. turneri and P. presidionis placenta, respectively. Homology search and Gene Ontology annotation revealed putative genes whose products may be involved in specific transport functions of the maternal follicle. These putative genes are excellent candidates for future research on the evolution of the placenta. We discuss our results in light of the parent-offspring conflict theory of placental evolution and in terms of the Poeciliid placenta structure and function.

opencc-zeroDec 2010View details →
dryad28/100

Data from: "NGS based generation of expressed sequence tags for Lymantria dispar and Lymantria monacha, two closely related lepidopteran species with different responses to parasitism by Glyptapanteles liparidis" in Genomic Resources Notes accepted 1 December 2013 to 31 January 2014

Introduction: The gypsy moth, Lymantria dispar, and the nun moth, Lymantria monacha, are closely related species (Lepidoptera, Lymantriidae), co-seasonal and economically important forest pests on broadleaf and coniferous trees. In Central Europe, gypsy moth larvae are frequently parasitized by the gregarious, endoparasitic wasp Glyptapanteles liparidis (Hymenoptera, Braconidae). At oviposition, the female wasp injects between 10 and up to 100 eggs into the hemocoel of a single host larva, together with venom and calyx fluid containing polydnavirus (PDV) particles that subsequently play a critical role in suppressing the host immune response so that successful development of the parasitoid can proceed (Schopf 2007). These viruses, which are integrated in the genomic DNA of the wasp and undergo replication only in the female's ovary, rapidly enter host hemocytes, fat body, and nervous system following parasitization, and viral genes are expressed. In L. dispar larvae parasitized by G. liparidis, the host's hemocytes alter their behavior, fail to spread properly (thereby inhibiting the encapsulation response) and partly undergo programmed cell death (apoptosis), resulting in a dramatic drop in the host's total hemocyte number (Schafellner and Schläger 2009).

opencc-zeroDec 2013View details →
zenodo28/100

THE PROBLEM OF SEMANTIC TAGGING OF PHILOSOPHICAL TERMS IN THE UZBEK LANGUAGE IN THE CORPUS

Open the record for dataset details and reuse information.

opencc-by-4.0Nov 2023View details →
zenodo28/100

tags-stack-overflow

<h3><strong>Overview</strong></h3><p>This dataset is derived from tags on Stack Overflow posts. Each hyperedge corresponds to all of the tags used in a post, and each node in a hyperedge corresponds to a tag. The timestamps of the posts are in millisecond resolution, are adjusted so that the time of the earliest tag starts at 0, and are in ISO8601 format.</p><h4><strong>Statistics</strong></h4><p>Some basic statistics of this dataset are:</p><ul><li>number of nodes: 49,998</li><li>number of timestamped hyperedges: 14,458,875</li><li>number of unique hyperedges: 5,675,497</li><li>Component sizes:</li></ul><p>Component size, number</p><ul><li>49931, 1</li><li>2, 7</li><li>1, 53</li></ul><h4><strong>Source of original data</strong></h4><ul><li><a href="https://www.cs.cornell.edu/~arb/data/tags-stack-overflow/">tags-stack-overflow dataset</a></li><li><a href="https://archive.org/details/stackexchange">StackExchange</a></li></ul><h4><strong>References</strong></h4><p>If you use this data, please cite the following paper:</p><ul><li><a href="https://doi.org/10.1073/pnas.1800683115">Simplicial closure and higher-order link prediction</a>. Austin R. Benson, Rediet Abebe, Michael T. Schaub, Ali Jadbabaie, and Jon Kleinberg. Proceedings of the National Academy of Sciences (PNAS), 2018.</li></ul>

opencc-by-4.0Nov 2023View details →
zenodo28/100

Supplementary material 1 from: Osawa T, Ueno Y, Nishida T, Nishihiro J (2020) Do both habitat and species diversity provide cultural ecosystem services? A trial using geo-tagged photos. Nature Conservation 38: 61-77. https://doi.org/10.3897/natureconservation.38.36166

Open the record for dataset details and reuse information.

opencc-zeroMar 2020View details →
zenodo28/100

Supplementary material 2 from: Osawa T, Ueno Y, Nishida T, Nishihiro J (2020) Do both habitat and species diversity provide cultural ecosystem services? A trial using geo-tagged photos. Nature Conservation 38: 61-77. https://doi.org/10.3897/natureconservation.38.36166

: Explanation note: All objects were not the threaten species itself.

opencc-zeroMar 2020View details →
zenodo28/100

gRNAs, cdna, and code used in High-throughput tagging of endogenous loci for rapid characterization of protein function

<p>Contains code and sequences used to analyze NGS reads sequencing junctions between tagged genes and linker sequences.</p>

opencc-by-4.0Feb 2024View details →
zenodo28/100

15N-HSQC spectra of tagged Ubiquitin S57C

<p>15N-HSQC spectra of Ubiquitin S57C tagged with different lanthanide tags (C1, C2, C12 and C13)</p>

opencc-by-4.0Feb 2022View details →
dryad28/100

Territorial response predictability in radio-tagged great tits Parus major

<p>Territorial animals often use signals to advertise territorial occupancy within their larger home ranges. Songbirds are among the best-studied territorial signaling taxa, and when competitors start singing during a territorial intrusion, residents usually show elevated spatial and vocal responses. These responses could be used by intruders and distant eavesdroppers to predict future responses or to compare responses across competitors. Yet, the extent to which responses of a resident to a territorial intrusion predict its future responses and its overall spatial behavior (home range) within a neighborhood is less well understood. We used wild great tits (<em>Parus major</em>) as a model species in repeated song playback trials, simulating territorial intrusions combined with radio-tracking before and during playback trials. The time spent close to the loudspeaker in response to an initial simulated intrusion predicted the same response variable during a second simulated intrusion on the next day, whereas singing activity during the first simulated intrusion did not predict singing during the second simulated intrusion. We also show that more explorative males (as determined by a novel environment test) and males with smaller home ranges sang more and spent more time near the loudspeaker in response to both simulated intrusions. Thus, by probing residents, intruders can obtain reliable information about subsequent response probabilities, while eavesdroppers from a distance, who can use auditory information only, would not receive sufficient predictive information. Our findings also suggest that males with larger home ranges are more tolerant towards intruders, which could reflect a trade-off between tendencies to respond strongly and to range widely. The lack of predictability of singing activity with regard to responses to future intrusions might explain why territorial animals continuously exchange vocal signals and regularly foray into neighboring territories, as a way to obtain regular information updates.</p>

opencc-zeroDec 2021View 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.