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.
18,621
datasets available to search
ShareScore release 0.9.0
Dataset results
18,621 results for “development;”
Fig. 4. A–E in A new isoetalean microsporophyll from the latest Albian of northeastern Spain: Diversity in the development and dispersal strategies of microspores
Fig. 4. A–E. SEM micrographs of isoetalean masses from Isoetites sp. (MPZ 2010/919) from the uppermost Albian of northeastern Spain. In situ microspores showing distal face (A), distal face with characteristic tuberculate ornamentation (B), and proximal face with the laesura extending the whole length of the grain and psilate ornamentation (C–E). F, G. Dispersed isoetalean microspores of the genus Peromonolites from Estercuel deposits similar to herein described in situ ones.
Fig. 3 in A new isoetalean microsporophyll from the latest Albian of northeastern Spain: Diversity in the development and dispersal strategies of microspores
Fig. 3. In situ masses of microspores of isoetalean microsporophyll (MPZ 2010/919) from Estercuel locality, latest Albian. A. Detail of the microsporangium with six masses of microspores, some of them showing a false "trilete" mark (arrows) probably due to a post-sedimentary compression process. B, D. Masses of hundreds of microspores, the false "trilete" mark due to compaction within adjacent polygonal bodies inside microsporophyll (arrow). C. Detail of microspores presumably grouped in tetrads (arrows) showing both proximal and distal faces. B–D, SEM micrographs. Scale bars: A, 5 mm; B, D, 100 μm; C, 20 μm.
Fig. 2 in A new isoetalean microsporophyll from the latest Albian of northeastern Spain: Diversity in the development and dispersal strategies of microspores
Fig. 2. Isoetalean microsporophyll with in situ masses of microspores, from the Boundary Marls unit (uppermost Albian) of Estercuel (Teruel, Spain). A. Explanatory drawing of the microsporophyll in B. Black arrows and the irregular lines indicate the impressions of trabeculae in leaf section. B. MPZ 2010/919. Microsporophyll with the sporangium at base containing masses of microspores (B 1). Detail of the microsporophyll lamina with impressions of trabeculae indicated by white arrows (B 2). Detail of the base of the microsporophyll leaf showing the impression of ligule (B 3). Microsporangium containing masses of microspores (B ). Scale bars: A, B , B , 5 mm; B , B , 1 mm.
Deep Learning Neural Network Development for the Classification of Bacteriocin Sequences Produced by Lactic Acid Bacteria
<p>This project contains the following underlying data:</p> <h3> Software-Related Files</h3> <p><strong> · </strong><strong>BacLABNet_script.ipynb</strong> (Deep Learning Neural Network for classification of Bacteriocin Sequences) </p> <p><strong> · </strong><strong>embed_proteins.py </strong>(Recurrent Neural Network to obtained the embedding vectors)</p> <p> · <strong> </strong><strong>model_I22.h5</strong> (This file contains the trained weights of the trained model)</p> <p> · <strong>model_I22.json</strong> (This file contains the structure of the trained model)</p> <p><strong> · </strong><strong>rnn_gru.pt</strong> (Initial weights of the Recurrent Neural Network to obtain embedding vectors)</p> <p><strong> · </strong><strong>List_kmers.csv</strong> (List of 5-mers and 7-mers obtained from dataset after it filtered sequences shorter than 50 aa and longer than 2000 aa)</p> <p><strong> </strong></p> <p> <strong>Files Used for Training, Testing, and Validation of the Neural Network</strong></p> <p> <strong>· </strong> <strong>data_nonBacLAB.csv</strong> (25000 nonBacLAB amino acid sequences retrieved from Uniprot)</p> <p> <strong>· data_BacLAB.csv</strong> (24964 BacLAB amino acid sequences retrieved from Uniprot)</p> <p> <strong> </strong></p> <p><strong> Additional Files</strong></p> <p><strong> · data_BacLAB_and_nonBacLAB.csv </strong>(Combination of sequences from data_BacLAB.csv and data_nonBacLAB.csv)</p> <p> <strong> · </strong><strong>all k.mers list.xlsx </strong>(Table of all k-mers obtained for k=3,5,7,15,20)</p> <p> </p> <p><strong>Note:</strong> Codes are additionally available on GitHub. </p> <p><span>Data are available under the terms of the Creative Commons Zero "No rights reserved" data waiver (CC0 1.0 Public domain dedication)(http://creativecommons.org/publicdomain/zero/1.0/)</span></p>
Fig. 3 in Exo-erythrocytic development of Leucocytozoon parasites (Haemosporida, Leucocytozoidae) in song thrushes Turdus philomelos
Fig. 3. Tissue and blood stages of Leucocytozoon parasites in naturally infected song thrushes Turdus philomelos (individual no. 4, cytochrome b lineage lSTUR1), found in hematoxylin-eosin (H&E) stained (a-g, i), chromogenic in situ hybridization (CISH) treated (h and inserts a-c, e, i) histological sections. Early (a), advanced (b, c) and mature (d) meronts in the kidneys. Megalomeront-like structure (e-h) located close to a heart blood vessel (white asterisk) within the fat tissue (black asterisk). Leucocytozoon gametocytes in the kidneys (i). Simple black arrowheads: meronts. Simple white arrowhead: cytomeres (visible as darker stained nuclei surrounded by lighter stained clefts). Black triangle arrowhead: megalomeront-like structure. Short black triangle arrow: capsule-like wall. Short white triangle arrow: host cell nucleus in the capsule-like wall. Short simple white arrows: nuclei of infected host cells. Simple thin black arrows: gametocytes. Scale bars 20 μm, unless indicated otherwise.
Fig. 2 in Exo-erythrocytic development of Leucocytozoon parasites (Haemosporida, Leucocytozoidae) in song thrushes Turdus philomelos
Fig. 2. Tissue stages of Leucocytozoon parasites in naturally infected song thrushes Turdus philomelos, found in hematoxylin-eosin (H&E) stained (a, b, e, f) and chromogenic in situ hybridization (CISH) treated (insert in b, and c, d) histological sections. Early meronts in the kidneys of individual no. 1 (cytochrome b lineage lTUPHI14) (a), and advanced meronts in the kidneys of individual no. 2 (lSTUR1) (b) and no. 5 (co-infection of lSTUR1 and lTUPHI13) (e, f). Meronts labelled by a Leucocytozoon-specific (Leuco18S) probe in the kidneys (insert b), and lungs of individual no. 2 (lSTUR1) (c) and individual no. 3 (lSTUR1) (d). Tissue stage developing in the Bowman capsule of a renal corpuscle (e). Leucocytozoon blood stage labelled by a Leucocytozoon-specific probe (c). Simple black arrowheads: meronts. Simple white arrowheads: cytomeres (visible as darker stained nuclei surrounded by lighter staining clefts). Short simple black arrow: nucleus of Leucocytozoon blood stage. Scale bars 20 μm.
Fig. 1 in Exo-erythrocytic development of Leucocytozoon parasites (Haemosporida, Leucocytozoidae) in song thrushes Turdus philomelos
Fig. 1. Mature gametocytes of Leucocytozoon dubreuili in roundish host cells from the blood of a song thrush Turdus philomelos (individual no. 1, cytochrome b lineage lTUPHI14). Macrogametocyte (a). Microgametocyte (b). Short simple white arrows: nuclei of infected host cells. Short simple black arrow: parasite nucleus. Long simple white arrows: vacuoles. Long simple black arrow: volutin granules (small purplish dots). Methanol-fixed and Giemsa-stained. Scale bar 10 μm.
Fig. 3 in Studies on the embryonic development and larval infection potential of the stomach bot flies, Gasterophilus pecorum
Fig. 3. Life history of G. pecorum and prediction of egg state larvae population. Note: The survival period of egg state larvae of G. pecorum at different temperatures (a); The monthly average temperatures in Kalamaili nature reserve (KNR) in recent ten years (b); Changes in parasite population in vitro of the host (c), +: mild; ++: moderate; +++: considerable; ++++: severe; ⸭: potential.
Fig. 1 in Studies on the embryonic development and larval infection potential of the stomach bot flies, Gasterophilus pecorum
Fig. 1. The relationship between the embryonic development period and the temperature of G. pecorum.
Fig. 7 in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 7. Coronal histological section of the anterior head region of a Myxobolus rasmusseni n. sp. infected fathead minnow. Approximately 8 myxospore-filled plasmodia are located between the two optic lobes in the anterior-dorsal region of the head cavity. Plasmodia demarcated from adjacent host tissue by a thin fibrocytic membrane that also encircles Ornithodiplostomum ptychocheilus metacercariae. 100X magnification. Op = Ornithodiplostomum ptychocheilus metacercariae, Olb: Optic lobe of the minnow brain, Ps: Plasmodia of Myxobolus rasmusseni n. sp. Inset demonstrates distribution of numerous stained and unstained myxospores located within plasmodia.
Fig. 8 in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 8. Size-frequency distributions of fathead minnows collected from two wetlands in southern Alberta. The left-hand triplet of graphs (A, B, C) indicates size distributions of the 2020 cohort of fathead minnows assessed in Sept. 2020, June 2021, and Sept. 2021 at McQuillan Reservoir. The right-hand triplet (D, E, F) indicates size distributions assessed at the same times for Coalhurst Stormwater Pond. Dark bars indicate minnows with M. rasmusseni n. sp. lesions.
Fig. 6 in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 6. Coronal histological section through the dorsal head region along the frontal plane of a fathead minnow that contained multiple, various-sized plasmodia of Myxobolus rasmusseni n. sp. 1.25X magnification. Rt - Retina of the eye, Ps - Plasmodia, Br - Brain, Ls - Lens of the eye, Ns - Nares, Of – Opercular flap.
Fig. 5 in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 5. Phylogenetic tree produced by Bayesian analysis of aligned partial 18S rDNA gene sequences of M. rasmusseni n. sp. and other Myxobolus spp. infecting cyprinid fishes in Canada, Europe, and Asia. The tree is rooted with Ceratonova shasta (AF001579.1). Nodes are denoted with bootstrap probabilities generated by Bayesian analyses. Species in taxa in groups I-III are highlighted in the pairwise percent identity matrix in Supplementary Table 1.
Fig. 4 in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 4. Transmission electron micrographs of plasmodia that contain M. rasmusseni n. sp. myxospores. Sections are from lesioned tissue (see inset in A) located in the circumorbital cavity of a fathead minnow. A. Side-on view of a couplet of Myxobolus rasmusseni n. sp. myxospores at 2500X magnification. Sp - Sporoplasm, Iv - Iodinophilous vacuole, Pc - Polar capsule, Pf - Polar filament; Black arrowheads indicate nuclei, orange arrowheads indicate sutural ridge along the midline of myxospore; blue arrowheads indicate posterior projections on the myxospore. B. Myxospores sectioned in various orientations with adjacent rodlet cells at 2000X magnification. Rc - Rodlet cell, Ms: myxospore.
Fig. 1 in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 1. Disfiguring lesions on the heads of 1-yr old fathead minnows infected with Myxobolus rasmusseni n. sp. Minnows were live-trapped from University Pond, Lethbridge, Ab in summer, 2022, placed into a single aquarium in the laboratory, then photographed with a digital camera. A) Unilateral exopthalmia of the right eye. B) Bilateral exopthalmia with additional lesions on dorsal surface of circumorbital cavity and on surface of left nares. C) Asymmetric exopthalmia of the left dorsal circumorbital cavity; hemorrhage within left vitreous humour, D) Severe hemorrhage of the right eye. E) Pathology of the epidermis of the left posterior circumorbital cavity and surface of left operculum.
Fig. 3. A in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 3. A. Myxospores of Myxobolus rasmusseni n. sp. prepared from a wet mount of a plasmodia-packed lesion located in the circumorbital cavity of an infected fathead minnow. A. Myxospores imaged with differential interference contrast microscope. Thin mucus coat envelopes posterior two thirds of myxospores. B. Composite line drawing of a Myxobolus rasmusseni n. sp. myxospore; PC – polar capsule; PF – polar filament; MC – mucus coat; SP – sporoplasm; IV – iodinophilous vacuole; N – nucleus.
Fig. 2 in Description, life cycle, and development of the myxozoan Myxobolus rasmusseni n. sp. in fathead minnows, Pimephales promelas: A possible emerging pathogen in southern Alberta, Canada
Fig. 2. In situ image of a school of surfacing 1-yr old fathead minnows in University Pond, Lethbridge, Ab. Each minnow has bilateral or unilateral exopthalmia associated with infection of myxospore-containing plasmodia of Myxobolus rasmusseni n. sp. Note additional large, whitish lesions located on the anterior epidermal surface of some minnows.
Domain-Driven Design in Microservices-Based Systems Development: A Systematic Literature Review and Thematic Analysis [Dataset]
<p>This repository contains all artifacts related to the study: Domain-Driven Design in Microservices-Based Systems Development: A Systematic Literature Review and Thematic Analysis</p>
Fig. 7 in Characterization of the early development of Pseudoplatystoma reticulatum Eigenmann & Eigenmann, 1889 (Siluriformes: Pimelodidae) from the Paraguay River Basin
Fig. 7. Growth coefficients of the head, trunk, and tail during the development of Pseudoplatystoma reticulatum. Larvae in preflexion (a), flexion (b), and postflexion (c) stages; and juvenile (d).
Fig. 4 in Characterization of the early development of Pseudoplatystoma reticulatum Eigenmann & Eigenmann, 1889 (Siluriformes: Pimelodidae) from the Paraguay River Basin
Fig. 4. Drawings and photographs of larvae at different stages and juvenile of Pseudoplatystoma reticulatum: (a) yolk-sac larva (newly-hatched): TL = 3.05 mm; (b) preflexion: age = 12 h, TL = 3.91 mm; (c) early flexion: age = 2 days, TL = 5.85mm; (d) intermediate flexion: age = 4 days, TL = 7.91mm; (e) late flexion: age = 6 days, TL = 8.22 mm; (f) early postflexion: age = 7 days, TL = 9.23 mm; (g) intermediate postflexion: age = 8 days, TL = 10.38 mm; (h) late postflexion: age = 10 days, TL = 9.55mm; and (i) juvenile: age = 21 days, TL = 36.42 mm. Scale = 1 mm.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research 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.
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.
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.
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.
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.