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.

8,009

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

8,009 results for “Guides”

Learn how ShareScore rates datasets ↗
zenodo44/100

Translation Alignment: Ancient Greek to English. Annotation Style Guide and Gold Standard.

<p>This dataset&nbsp;contains guidelines and a gold standard for the alignment of Ancient Greek texts with English translations.</p> <p>The guidelines were used to annotate a diverse dataset including Homeric epic, Attic prose, and Platonic dialogue, and were tested by measuring inter-annotator agreement of 80% or higher. The Ancient Greek texts used are almost entirely available through the Scaife viewer (<a href="https://scaife.perseus.org/">https://scaife.perseus.org/</a>).</p> <p>The datasets used to develop the gold standard were aligned using the Ugarit Translation Alignment Editor for Historical languages (<a href="http://ugarit.ialigner.com/">http://ugarit.ialigner.com/</a>).</p> <p>The materials available here can be used to perform and evaluate alignments of various texts in Ancient Greek, to create new gold standard corpora, and to train automated translation models.</p> <p>The guidelines can also be further adapted to address similar language pairs including an inflected and a synthetic language, such as Latin and English, or can provide a structure for the alignment of other historical texts against modern translations. However, the guidelines are not project-specific: they were specifically intended for the creation of a Gold Standard in the scenario of machine translation. Different scenarios, such as language research or pedagogy, may need further tweaking to these guidelines to make them more compatible with different underlying principles.</p> <p>For further information on Ugarit and translation alignment of historical languages, see&nbsp;<a href="http://ugarit.ialigner.com/bib.php">http://ugarit.ialigner.com/bib.php</a>&nbsp;and follow us on Twitter (@ugarit_ty).</p>

opencc-by-4.0Nov 2022View details →
zenodo44/100

The Unofficial Guide on applying NCN Open Access rules to GitHub repositories.

<p><b>The Unofficial Guide on applying NCN Open Access rules to GitHub repositories.</b> <i>Some</i> HTML code can be used here.</p>

opencc-zeroDec 2022View details →
zenodo44/100

Polymer simulations guide the detection and quantification of chromatin loop extrusion by imaging

<p><strong>Dataset description</strong></p> <p>This dataset contains coordinates of the two anchors of a 150 kb simulated loop (static imaging) and anchor-anchor distances of a 150 kb loop in simulations where the extruder was allowed to unbind from the polymer (dynamic imaging).</p> <p><strong>Dataset description - Static imaging</strong></p> <p>This dataset contains coordinates of the two anchors of a 150 kb simulated loop.</p> <p>The subfolder &#39;Free&#39; contains coordinates from a polymer not submitted to loop extrusion (1,000 independent simulations). The subfolder &#39;Loop&#39; contains loop anchor coordinates in a polymer submitted to loop extrusion (4,000 independent simulations). In simulations with extrusion, the polymer chain was simulated such as it went through 3 different states : i) Open state&nbsp; (absence of loops) ii) Extruding state where the loop size increases with time (anchor-anchor distance decreases) and iii) Closed state corresponding to a stable loop with the two anchors in contact.</p> <p>&nbsp;</p> <p><strong>Structure of data - Static imaging</strong></p> <p>In each .txt file, the first three columns correspond to the XYZ coordinates of the anchor (in &micro;m), the fourth column indicates the state label (0=Open, 1=Extruding, 2=Closed). Each row corresponds to a simulation timepoint (2991 timepoints in polymers submitted to loop extrusion).</p> <p>The simulation ID is indicated at the end of each .txt file.</p> <p>The two anchors of the loop are bead #275 and bead #324.</p> <p>&nbsp;</p> <p><strong>Structure of data - Dynamic imaging</strong></p> <p>Each .txt file contains the anchor-anchor distance (in &micro;m) as function of time for approximately 10,000 independent simulations. Each column is an independent simulation. Each row is a simulation timepoint (0.3 s / simulation unit). The different .txt files correspond to different localization errors, indicated in &micro;m in XY and Z.</p> <p>&#39;list_deb_closed_10000.p&#39; is a dictionary whose keys are the simulation ID (corresponding to the columns of the .txt files), and the values are the frame at which extrusion begins.</p> <p>&#39;list_end_closed_10000.p&#39; is a dictionary whose keys are the simulation ID (corresponding to the columns of the .txt files), and the values are the frame at which extrusion ends.</p>

opencc-by-4.0Jan 2023View details →
zenodo44/100

Will Biomimetic Robots Be Able to Change a Hivemind to Guide Honeybees' Ecosystem Services? (dataset)

<p>Simulation data for different simulation runs from the publication &quot;Will Biomimetic Robots Be Able to Change a Hivemind to Guide Honeybees&rsquo; Ecosystem Services?&quot;<br> <br> Dataset for figure 4: The Model replicates Seeleys Choice Experiment (1991).<br> (Shown in the folder: &#39;Model_Validation_Choice_Empirical&#39;,&#39;Model_Validation_Choice_Model&#39;)<br> Aditionally the accumulated energy [J] (net gain) gathered threw the foraging targets is displayed.<br> <br> Dataset for figure 5: The Model replicates Seeleys Cross Inhibition Experiment (2009).<br> (Shown in the folder: &#39;Model_Validation_Equilib_Empirical&#39;,&#39;SModel_Validation_Equilib_Model&#39;)<br> Aditionally the accumulated energy [J] (net gain) gathered threw the foraging targets is displayed.<br> <br> Dataset for figure 6: Model data of Seeley&#39;s choice experiment (1991) under more natural conditions.<br> The effect of the single parameters and the effect of all parameters together is shown.<br> (Shown in the folder: &#39;Natural_Foraging_Forager_Size&#39;,&#39;Natural_Foraging_crop_Load&#39;,<br> &#39;Natural_Foraging_CFS&#39;,&#39;Natural_Foraging_All_Conditions&#39;,)<br> <br> Dataset for figure 7: Model data of Seeley&#39;s Cross Inhibition Experiment under more natural conditions.<br> The effect of the single parameters and the effect of all parameters together is shown.<br> (Shown in the folder: &#39;Natural_Foraging_Equilib_Forager_Size&#39;,&#39;Natural_Foraging_Equilib_crop_Load&#39;,<br> &#39;Natural_Foraging_Equilib_CFS&#39;,&#39;Natural_Foraging_Equilib_All_Conditions&#39;,)<br> <br> Dataset for figure 8: The influence of waggle dancing robots on the foraging behaviour of honeybees with two different qualities of the foraging targets A and B.<br> After 14400 second (12:00) a pesticide is sprayed on the foraging target B under natural conditions.<br> The waggle dancing robot starts advertising foraging target B when time &gt; 14400 seconds.<br> (The folder shows: &#39;robo_influence_bad_vs_bad&#39;,&#39;robo_influence_good_vs_bad&#39;,&#39;robo_influence_good_vs_good&#39;,)</p> <p>Dataset for figure 9: The influence of 10 waggle dancing robots on the foraging behaviour of honeybees with two different qualities of the foraging targets A and B<br> and varrying colony fill status (CFS).<br> After 14400 second (12:00) a pesticide is sprayed on the foraging target B under natural conditions.<br> The 10 waggle dancing robots start advertising foraging target B when time &gt; 14400 seconds. The CFS is varried (0.1, 0.3, 0.5, 0.7, 0.9).<br> (The folder shows: &#39;robo_influence_bad_vs_bad&#39;,&#39;robo_influence_good_vs_bad&#39;,&#39;robo_influence_good_vs_good&#39;,)<br> <br> Dataset for figure 10: The effects at the end of the waggle dancing robots on the accumulated energy (through the trips), accumulated pesticides (through trips on foraging target<br> B, where after time&gt;14400 pesticide was sprayed on the foraging target), pollination flights to foraging target A.<br> After 14400 second (12:00) a pesticide is sprayed on the foraging target B under natural conditions.<br> The waggle dancing robot starts advertising foraging target A when time &gt; 14400 seconds.<br> (The folder shows: &#39;robo_influence_acc_energy&#39;,&#39;robo_influence_acc_pesticide&#39;,&#39;robo_influence_pollination&#39;)<br> <br> The datasets are contained in the zipped file folder Figures_data.zip.</p>

opencc-by-4.0Jan 2023View details →
zenodo44/100

Lithium-Ion Batteries in Automated Guided Vehicles (AGVs) dataset for article "Automated Battery Power Fade Estimation for Fast Charge and Discharge Operations"

<p>Dataset of aggregated information related to discharge-only cycles of lithium-ion battery packs employed in Automated Guided Vehicle systems.</p> <p>The dataset supports the study in conference article &quot;Automated Battery Power Fade Estimation for Fast Charge and Discharge Operations&quot;</p>

opencc-by-4.0Jan 2023View details →
zenodo44/100

Translation Alignment: Ancient Greek to Latin. Annotation Style Guide and Gold Standard

<p>This dataset contains guidelines and a gold standard for the alignment of Ancient Greek texts with Latin scholarly translations.&nbsp;</p> <p>The gold standard consists of 100 fragments randomly selected from the&nbsp;<em>Digital Fragmenta Historicorum Graecorum&nbsp;</em>(DFHG) (https://www.dfhg-project.org/), which were aligned manually by Chiara Palladino and David J. Wright using Ugarit (https://ugarit.ialigner.com/). The Annotation Style Guide was developed for this project. The resulting Inter-Annotator-Agreement (IAA) is 90.5%.&nbsp;&nbsp;</p> <p>The materials available in this repository can be used to perform and evaluate alignments of various texts in Ancient Greek, to create gold standards, and to train automated translation alignment models.&nbsp;</p> <p>The Guidelines can be further adapted to address similar language pairs including inflected languages, or can provide a structure for the alignment of other historical texts against modern translations. However, the guidelines are not project-specific: they were specifically intended for the scenario of machine translation. Different research questions, such as translation history or pedagogy, may need further tweaking of these guidelines.&nbsp;</p> <p>For further information on Ugarit and translation alignment of historical languages, see http://ugarit.aligner.com/bib.php and follow us on Twitter (@ugarit_ty).&nbsp;<br> &nbsp;</p> <p>&nbsp;</p>

opencc-by-4.0Nov 2022View details →
OpenNeuro40/100

A role for the medial temporal lobe subsystem in guiding prosociality: the effect of episodic processes on willingness to help others

Open the record for dataset details and reuse information.

openThis data is made available under the Creative Commons BY-SA 4.0 International License.Jan 2018View details →
OpenNeuro40/100

A role for the medial temporal lobe subsystem in guiding prosociality: the effect of episodic processes on willingness to help others (Experiment 2)

Open the record for dataset details and reuse information.

openThis data is made available under the Creative Commons BY-SA 4.0 International License.Jan 2019View details →
zenodo40/100

Fig. 31. Paracletus cimiciformis von Heyden, 1837 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 31. Paracletus cimiciformis von Heyden, 1837. Aptera in nest of Tetramorium caespitum (Linnaeus, 1758).

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 29 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 29. Neomyzus circumflexus (Buckton, 1876). Aptera. (from Dransfield &amp; Brightwell 2015, licensed under Creative Commons Attribution 3.0, downloaded 30 Jun. 2015).

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 24. Aphis beccabungae Koch, 1855 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 24. Aphis beccabungae Koch, 1855. Apt. and juv. on Galeopsis speciosa. A. beccabungae is very similar to A. gossypii Glover, 1877.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 27 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 27. Sitobion avenae (Fabricius, 1775). Apterae and juveniles on A. Dactylis glomerata and B. Elytrigia repens.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 19 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 19. Gootiella, Pachypappa and Pachypappella. Apt. alienicolae (born on secondary host). A–B. Spinal wax gland on abd. terg. 6 of Pachypappa populi (Linnaeus, 1758) (A) and P. vesicalis Koch, 1856 (B). C. Hind leg of Gootiella tremulae Tullgren, 1925. D–G. Hind tibia and tarsus of Pachypapella lactea (Tullgren, 1909) (D), Pachypappa tremulae Tullgren, 1925 (E), P. populi (Linnaeus, 1758) (F) and P. vesicalis Koch, 1856 (G). A–B and D–G after Carter &amp; Danielsson 1991, C after Danielsson 1990b. All modified.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 21 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 21. Prociphilus xylostei (deGeer, 1773). A–B. Apt. on mycorrhizal Picea abies roots under Pleurozium schreberi.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 20 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 20. Pachypappa populi (Linnaeus, 1758). Apt. from mycorrhizal Picea abies root in the moor layer of a shady spruce forest.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 22 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 22. Prociphilus pini (Burmeister, 1835). A. Colony on thin Pinus sylvestris root in the moor layer of a pine forest on rock. B–C. Apt. from Polytrichum commune sample.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 14 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 14. Muscaphis cuspidata (Stroyan, 1955). A–B. Apt. on Brachythecium rivulare. C. Ovip on Brachythecium rivulare.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 9 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 9. Pseudacaudella rubida (Börner, 1939). A. Apt. and juv. from Hylocomium splendens sample (grid 1 mm). B. Apt. and C. hibernating juv. on Pleurozium schreberi. D–E. Hibernating juv on Calliergon cordifolium.

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 11. Jacksonia papillata Theobald, 1923 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 11. Jacksonia papillata Theobald, 1923. Aptera (photo Roger Blackman, from Blackman 2010, with license from The Royal Entomological Society).

opencc-by-3.0Oct 2015View details →
zenodo40/100

Fig. 7 in Identification guide to Nordic aphids associated with mosses, horsetails and ferns (Bryophyta, Equisetophyta, Polypodiophyta) (Insecta, Hemiptera, Aphidoidea)

Fig. 7. Decorosiphon corynothrix Börner, 1939. A. Apt. and juv. in Polytrichum commune sample. B. Apt. on Sphagnum magellanicum (with interpersed Polytrichum strictum). C. Apt. juv. on Polytrichum commune. D. Apt. juv. on S. magellanicum, showing rupture line.

opencc-by-3.0Oct 2015View 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