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zenodo32/100

Saraga: research datasets of Indian Art Music

<p><strong>Dataset introduction</strong></p> <p>This repository contains time aligned melody, rhythm, and structural annotations for two large open corpora of Indian Art Music (Carnatic and Hindustani music).</p> <p>The repository contains Carnatic and Hindustani collections in separated zip files, and each collection is organized by songs grouped by artist concerts/live performances. This organization follows the structure generated by downloading the data using the scripts available at the dataset Github repository: <a href="https://github.com/MTG/saraga">https://github.com/MTG/saraga</a>.</p> <p>Moreover, there is a part of the Carnatic collection, 168 tracks to be specific, that counts with multitrack audio files apart from the mix audio. The considered instruments are: Ghatam, Mridangam, Violin, Voice and Secondary Voice.</p> <p>&nbsp;</p> <p><strong>Annotations in the dataset</strong></p> <p>Section and tempo annotations stored as start and end timestamps together with the name of the section and tempo during the section (in a separate file). Sama annotations referring to rhythmic cycle boundaries stored as timestamps. Phrase annotations stored as timestamps and transcription of the phrases using solf&egrave;ge symbols ({S, r, R, g, G, m, M, P, d, D, n, N}). Audio features automatically extracted and stored: pitch and tonic.</p> <p>For more information about the dataset tracks and annotations, please refer to the Saraga website: <a href="https://mtg.github.io/saraga/">https://mtg.github.io/saraga/</a></p> <p>&nbsp;</p> <p><strong>Using this dataset</strong></p> <p>We are interested in knowing if you find our datasets useful! If you use our dataset please email us at <a href="mailto:mtg-info@upf.edu">mtg-info@upf.edu</a> and tell us about your research.</p> <p>*Please note that you can also use this dataset through the MIRDATA library (<a href="https://github.com/mir-dataset-loaders/mirdata">https://github.com/mir-dataset-loaders/mirdata</a>), where this dataset is in the list of available datasets.</p>

opencc-by-nc-sa-4.0May 2018View details →
zenodo32/100

Cloghcor Portal Tomb rock art

Cloghcor Portal Tomb rock art Source: Objaverse 1.0 / Sketchfab

opencc-byNov 2020View details →
zenodo32/100

The Great Gallery Rock Art Panel, UT-DStretch

Image enhancement was created through ImageJ, using YBK Decorrelation Stretch (http://www.dstretch.com/) plugin developed by Jon Harman. Located along the cliffs of Horseshoe Canyon lies the Great Gallery, a spectacular rock art panel which is considered to be one of the "type" sites for the Barrier Canyon Style. This beautiful rock art can be seen at Canyonlands National Park, Utah. Images were taken from a distance, using a Canon 6D with a 105mm during a hike in November, 2016. Source: Objaverse 1.0 / Sketchfab

opencc-by-nc-1.0Aug 2017View details →
zenodo32/100

Art-Thai Floral

Revised Version - Clean UV maps Source: Objaverse 1.0 / Sketchfab

opencc-byAug 2016View details →
zenodo32/100

Cloghcor Portal Tomb rock art - Side Panel

Cloghcor Portal Tomb rock art Recorded by Martin Duffy. Source: Objaverse 1.0 / Sketchfab

opencc-by-sa-2.5Nov 2020View details →
zenodo32/100

Make Art Not War.

Artist: [Shepard Fairey](https://www.street-artwork.com/en/artwork/4727/germany-berlin-graffiti) Some more [background](https://www.streetartbio.com/single-post/2016/05/06/Make-art-not-war/#!) on the piece. --- Part of the [Berlin 3D Virtual Tour](https://r.upo.sh/KCAF6qoW). [More details](https://urban-photogrammetry.org/berlin/5d7de3d158cf48a2bb1852f6a6b231ac). --- Source: Objaverse 1.0 / Sketchfab

opencc-by-nc-sa-2.0Jun 2021View details →
zenodo32/100

viking axe - fan art

Source: Objaverse 1.0 / Sketchfab

opencc-byMar 2021View details →
zenodo32/100

Wat Ratchaburana,The Second Chamber Arts

Photogrammetry Technique of Wat Ratchaburana, Ayutthaya Historical Park was built following Khmer design concepts. Its design resembles the early mountain temples of Angkor. The monastery faces East, the direction of the rising sun. ![](https://go.ayutthaya.go.th/wp-content/uploads/2019/04/IMG_1049-e1555741175597-1024x682.jpg) The mid storeroom which used to be three golden trays filled with the goldwares. The Department of Fine Arts removed the floor of this section resulted in the connection between the second and the third chambers. This room features the mural painting of the former Buddhas inside the squared lots, the bronze tables set around the room inside the arched frames excepted the south wall. ![](https://adventuristaaz.com/wp-content/uploads/2018/07/OBET0288-1024x768.jpg) Assumingly, the tables were stood for the goldwares and golden textile which mentioned by the thieves they turned to dust just only touch. Source: Objaverse 1.0 / Sketchfab

opencc-by-nc-sa-2.0Jun 2021View details →
zenodo32/100

Neolithic Rock Art from Nubia

Neolithic rock art panels rescued from behind the Aswan High Dam during the UNESCO Nubian Rescue campaigns . Currently in the Nubian Museum Aswan. Panel are not shown to scale in relation to each other, but have been generally made the same size since the scale was not recorded at the time of capture. Each panel created from 20-37 photographs (Canon EOS Rebel T7i) using Metashape 1.6.1. Panels combined using Blender3D 2.8 Photographed in January 2020. Source: Objaverse 1.0 / Sketchfab

opencc-by-nc-1.0Feb 2020View details →
zenodo32/100

Drumtroddan Neolithic Rock Art, panel 3

**Drumtroddan Rock Art panel 3, Dumfries and Galloway, Scotland** This Neolithic cup mark with five rings is one of four visible panels located within the immediate area (the SE HES Property in Care area). Two other groups of motifs are present on rock outcrops on top of this hill, one in the same field and another just over a wall on the edge of a small wood. For more information see: https://www.rockart.scot/my-scrap/?scrapToolsaction=datatools:panel&amp;id=88A0E12D-7381-4857-85FD90587BFC27C1 and https://canmore.org.uk/site/62794 This rapid scan was made on the Neolithic Studies Group Fieldtrip, May 2019. Source: Objaverse 1.0 / Sketchfab

opencc-by-nc-1.0May 2019View details →
zenodo32/100

Rock art in Utbjoa - Vindafjord

Rock art in Utbjoa - Vindafjord - Rogaland, Norway. ID: 55222-1 Source: Objaverse 1.0 / Sketchfab

opencc-byOct 2021View details →
zenodo32/100

Scanned Art

double headed bird with a crown on it's head; Source: Objaverse 1.0 / Sketchfab

opencc-byJan 2019View details →
zenodo32/100

Cupmarks (rock art) found in Bø - Sokndal

Cupmarks (rock art) found in Bø - Sokndal - Rogaland, Norway. Source: Objaverse 1.0 / Sketchfab

opencc-byJun 2020View details →
zenodo32/100

Street Art - Buxton St Graffiti Wall

3D scan of a graffiti wall located Buxton St. in London Source: Objaverse 1.0 / Sketchfab

opencc-by-sa-2.5Jul 2022View details →
zenodo32/100

FIGURE 7 in Taxonomic review of Thoracostomopsidae (Nematoda, Enoplida): state of the art, list of valid species and dichotomous keys

FIGURE 7. Diagnostic key to species of Paramesacanthion based on the morphology of adult males. ......Figure captions continued on the next page

opennotspecifiedNov 2023View details →
zenodo32/100

FIGURE 4 in Taxonomic review of Thoracostomopsidae (Nematoda, Enoplida): state of the art, list of valid species and dichotomous keys

FIGURE 4. Diagnostic key to species of Mesacanthion based on the morphology of adult males. 1: Asymmetric spicules; 2: Symmetric spicules; 3: Smooth cuticle; 4: Finely striated cuticle; 5: Distance of precloacal supplement from cloaca&gt; 60 µm and left spicule unipartite; 6: Distance of precloacal supplement from cloaca &lt;60 µm and right spicule bipartite; 7: Outer labial setae cbd and right spicule transversely striated; 9: Right spicule left spicule; 11: Tail&gt; 4 abd; 12: Tail &lt;4 abd; 13: Right spicule of 180 µm; 14: Right spicule&gt; 500 µm; 15: Spicules &lt;2 abd; 16: Spicules&gt; 2 abd; 17: Precloacal supplement absent; 18: Precloacal supplement present; 19: Stout post-cloacal setae present; 20: Stout post-cloacal setae absent; 21: Tail long (c= 14– 19), long spicules (150–200 µm); 22: Tail stout (c= 43–51), short spicules (41 µm); 23: Gubernaculum absent; 24: Gubernaculum present; 25: Body length&gt; 3 mm; 26: Body length &lt;2 mm; 27: Several cervical setae at cephalic capsule with spicules arrow shape with sharp distal end; 28: No cervical setae at cephalic capsule with simple spicules slightly curved with blunt distal end; 29: Mandible decorated by longitudinal marks; 30: Mandible without decoration; 31: Somatic setae absent; 32: Somatic setae present; 33: Dorsal tooth missing; 34: Dorsal tooth present; 35: Enlarged cervical setae (flaps) present below lateral outer labial seta at posterior end of cephalic capsule; 36: Enlarged cervical setae (flaps) absent; 37: Inner labial setae stout. Index c' 4.0–5.7; 38: Inner labial setae thin index c' 3; 39: Subventral precloacal setae absent; 40: Subventral precloacal setae present; 41: Gubernaculum simple with dorsal appendage; 42: Gubernaculum triangular; 43: Gubernaculum with two parts; 44: Gubernaculum with just one part; 45: Precloacal supplement close to cloaca and L-shaped spicules; 46: Precloacal supplement far to cloaca, arcuate spicules; 47: Spicules bipartite; 48: Spicules unipartite; 49: Subcephalic setae absent, precloacal supplement 2.2 abd away from cloaca; 50: Four subcephalic setae very thin near end of cephalic capsule, precloacal supplement 3 abd away from cloaca; 51: Proximal end of spicules with massive process; 52: Proximal end of spicules without massive process; 53: Distal end of spicules with backwardly pointing spines; 54: Distal end of spicules without backwardly pointing spines; 55: Spicules distally dilated; 56: Spicules without dilation; 57: Precloacal supplement located close (~1 spicules length) to proximal end of the spicules; 58: Precloacal supplement located further (&gt;1.1 spicules length) away from the cloaca; 59: Precloacal supplement &lt;2 abd distant to cloaca; 60: Precloacal supplement&gt; 2 abd distant to cloaca; 61: Gubernaculum without dorsal apophysis; 62: Gubernaculum with dorsal apophysis; 63: de Man´s b index&gt; 5; 64: de Man´s b index &lt;5; 65: Small size (&lt;3 mm), spicules &lt;200 µm; 66: Large body (&gt; 3mm), spicules&gt; 200 µm; 67: Large spicules (570–610 µm), presence of two subventral stout setae between cloaca and proximal tip of spicules; 68: Small spicules (&lt;510 µm), absent or sparsed setae at cloacal level; 69: Conico-cylindrical tail—5–6 abd length with large and narrow cylindrical portion; 70: Conico-cylindrical tail—4 abd length with short cylindrical portion.

opennotspecifiedNov 2023View details →
zenodo32/100

FIGURE 10 in Taxonomic review of Thoracostomopsidae (Nematoda, Enoplida): state of the art, list of valid species and dichotomous keys

FIGURE 10. Diagnostic key to species of Trileptium based on the morphology of adult males. 1: Cuticle annulated, gubernaculum absent; 2: Cuticle smooth or annulated, gubernaculum present; 3: Buccal cavity with a single forwardly-directed dorsal onchium; 4: Buccal cavity with dorsal and two sub-ventral onchia; 5: Precloacal supplement absent, gubernaculum without apophysis; 6: Precloacal supplement present, gubernaculum with a dorso-caudal apophysis; 7: Precloacal supplement absent; 8: Precloacal supplement present; 9: Dorsal onchium does not reach the mandibular transverse bar, ventrosublateral onchia extend beyond bar; 10: Dorsal and ventrosublateral onchia at same level, extend beyond mandibular bar; 11: Precloacal supplement close to cloaca (6–11 µm); 12: Precloacal supplement not close to cloaca (29 µm); 13: Spicules strongly curved distally, gubernaculum with ventral peg, loops over both spicules; 14: Spicules shallow arcs, gubernaculum does not loop over spicules; 15: Gubernaculum with dorso-caudal apophysis; 16: Gubernaculum without apophysis; 17: Tail long and thin, 5 abd; 18: Tail ≤ 4 abd; 19: Spicules length&gt; 8 abd; 20: Spicules length &lt;4 abd; 21: Tip of gubernaculum ends in small plates each, with two lateral projections; 22: Spicules cylindrical tapering to point, gubernaculum reduced to knob obscuring spicules tip.

opennotspecifiedNov 2023View details →
zenodo32/100

FIGURE 9 in Taxonomic review of Thoracostomopsidae (Nematoda, Enoplida): state of the art, list of valid species and dichotomous keys

FIGURE 9. Diagnostic key to species of Thoracostomopsis based on the morphology of adult males. 1: Gubernaculum absent; 2: Gubernaculum present; 3: Spicules long, slightly curved at the distal portion, about 2,5 abd; 4: Spicules short, almost straight, &lt;1 abd; 5: Spicules long, slightly curved and needle-like about 2 abd, gubernaculum length about 0.6–0.8 abd; 6: Spicules short, almost straight about 1 abd, gubernaculum length about 0.3 abd.

opennotspecifiedNov 2023View details →
zenodo32/100

FIGURE 2 in Taxonomic review of Thoracostomopsidae (Nematoda, Enoplida): state of the art, list of valid species and dichotomous keys

FIGURE 2. Diagnostic key to species of Enoplolaimus, based on the morphology of adult males. 1: Precloacal supplement absent; 2: Precloacal supplement present; 3: Gubernaculum absent; 4: Gubernaculum present; 5: Body length&gt; 3 mm; 6: Body length &lt;3 mm; 7: Gubernaculum with apophysis; 8: Gubernaculum without apophysis; 9: Conicocylindrical tail; 10: Conical tail; 11: Body length &lt;2 mm; 12: Body length equal or&gt; 2 mm; 13: Twelve subcephalic setae; 14: Fourteen subcephalic setae; 15: Smooth cuticle; 16: Finely striated cuticle; 17: Presence of dots in the cuticle; 18: Absence of dots in the cuticle; 19: Asymmetric spicules; 20: Symmetric spicules; 21: Straight spicules; 22: Non-straight spicules; 23: Body length&gt; 3 mm; 24: Body length &lt;3 mm; 25: Gubernaculum present; 26: Gubernaculum absent; 27: Reduced gubernaculum; 28: V- shaped gubernaculum; 29: Tail length &lt;3 abd; 30: Tail length&gt; 3 abd; 31: Gubernaculum absent; 32: Gubernaculum present; 33: Gubernaculum with apophysis; 34: Gubernaculum without apophysis; 35: Body length&gt; 4 mm; 36: Body length &lt;4 mm; 37: Spicules split at the tip as the stigma of a flowering plant; 38: Spicules not split at the tip; 39: Gubernaculum with apophysis directed dorsally; 40: Gubernaculum with apophysis directed caudally; 41: Spicules&gt; 65 µm; 42: Spicules &lt;65 µm; 43: Spicules length about 2.5 gubernaculum length, index α 60–70; 44: Spicules length about 1.2–1.5 gubernaculum length, index α 30–50; 45: Tail length&gt; 5 abd; 46: Tail length ≤ 5 abd; 47: Long bristles (100 μm) spread over the body; 48: Body bristles &lt;40 μm; 49: Precloacal supplement situated at a distance superior to 5 abd; 50: Precloacal supplement near to the cloaca (1 to 3 abd); 51: Conico-cylindrical tail (9 abd) with very long cylindrical portion; 52: Conico-cylindrical tail (5–6 abd) with short cylindrical portion; 53: Body length of 1.2 mm, arcuate spicules of 36–38 μm and preclocal supplement situated at 1.6 abd; 54: Body length approximately 1.5 mm, arcuate spicules of 35–41 μm and precloacal supplement at 2.7 abd; 55: Body length&gt; 3 mm; 56: Body length ≤ 3 mm; 57: Spicules&gt; 60 μm; 58: Spicules &lt;60 μm; 59: Gubernaculum straight and very long (almost spicules size); 60: Gubernaculum slim and short; 61: Smooth cuticle; 62: Slight striated cuticle; 63: Conico-cylindrical tail; 64: Conical tail; 65: Spicules&gt; 2 abd; 66: Spicules &lt;2 abd; 67: Precloacal supplement situated at 150 μm distant from cloaca; 68: Precloacal supplement situated at less than 100 μm distant from cloaca; 69: Gubernaculum distally hook-shaped; 70: Simple gubernaculum; 71: Spicules almost L-shaped and 74 μm; 72: Spicules semicircular and 46 μm.

opennotspecifiedNov 2023View details →
zenodo32/100

FIGURE 6 in Taxonomic review of Thoracostomopsidae (Nematoda, Enoplida): state of the art, list of valid species and dichotomous keys

FIGURE 6. Diagnostic key to species of Oxyonchus based on the morphology of adult males. 1: Cuticle with transverse striations; 2: Cuticle without striations; 3: Spicules not arcuate, gubernaculum without apophysis, tail shorter than spicules (2x tail length); 4: Spicules arcuate, gubernaculum with apophysis, tail longer than spicules; 5: External labial setae ≤ 0.8 head diameter in length; 6: External labial setae ≥ 1 head diameter in length; 7: Precloacal supplement absent; 8: Precloacal supplement present; 9: Tail &lt;5 abd long; 10: Tail&gt; 5 abd long; 11: Long cervical setae posterior to cephalic capsule, spicules length about 1.5 abd; 12: Absence of cervical setae, spicules length about 1 abd; 13: Buccal cavity with 14–15 denticles; 14: Buccal cavity with &lt;6 denticles; 15: Precloacal supplement at 1 abd to cloaca; 16: Precloacal supplement at 3 abd to cloaca; 17: External labial setae&gt; 1.5 times head width; 18: External labial setae &lt;1.5 times head width; 19: Spicules slender, uniformly curved; 20: Spicules stout, 'comma-shaped'; 21: Mandibles low, arched, with more than 20 denticles in several rows on lower half; 22: Mandibles high, nearly rectangular, with up to 20 uniformly distributed denticles; 23: Tail length 4–4.5 abd; 24: Tail length 5–6 abd; 25: Mandibles with 15–20 denticles, precloacal supplement 2–2.5 abd from cloaca; 26: Mandibles with 4 denticles, precloacal supplement 3.8–4.2 abd from cloaca; 27: Gubernaculum with apophysis directed caudally; 28: Gubernaculum with apophysis directed dorsally; 29: 10 denticles randomly displaced in the mandibular plate, precloacal supplement at 2 abd from cloaca; 30: 16 denticles in two rows, precloacal supplement at 3.7 abd from cloaca.

opennotspecifiedNov 2023View details →

ScienceDex guides

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

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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

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