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.

2,315

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

2,315 results for “Comparative analysis”

Learn how ShareScore rates datasets ↗
zenodo40/100

FIGURE 4 in Using X-ray computed tomography analysis tools to compare the skeletal element morphology of fossil and modern frog (Anura) species

FIGURE 4. Morphological bone-to-bone comparison between the 'nominal' Xenopus laevis (CP001) with the 'actual' fossil Xenopus sp. (ZM 71336)

opencc-by-4.0Feb 2016View details →
zenodo40/100

FIGURE 2 in Using X-ray computed tomography analysis tools to compare the skeletal element morphology of fossil and modern frog (Anura) species

FIGURE 2. Bone cortex thickness analysis on a male Xenopus laevis (CP001) (A) and a fossil Xenopus sp. (ZM 71336) (B) depicted side by side in slice view from top view (1) and side view (3) and in a 3D colour-coded analysis (2 and 3).

opencc-by-4.0Feb 2016View details →
zenodo40/100

FIGURE 1. A in Using X-ray computed tomography analysis tools to compare the skeletal element morphology of fossil and modern frog (Anura) species

FIGURE 1. A complete Breviceps montanus (Catalogue number ZR-050053) CT scan with segmentation of humerus and femur demonstrated.

opencc-by-4.0Feb 2016View details →
zenodo40/100

Impact of the COVID-19 pandemic on antidepressant use in eleven European regions: a comparative time series analysis 2018–2022

<p>Data and code supporting the article:</p> <p>Impact of the COVID-19 pandemic on antidepressant use in eleven European regions: a comparative time series analysis 2018&ndash;2022</p> <p>Prescription, prevalence and incidence data from January 2018 to December 2022 for Croatia, the Czech Republic, Finland, Germany, Slovenia, Sweden, and the United Kingdom (England, Northern Ireland, Scotland, and Wales).<br>Data include the numbers of dispensed defined daily doses (DDDs) and packs, aggregated by country and month, and prevalence and incidence of antidepressant dispensing.</p> <p>For more information, see the accompanying document ReadMe.md.</p>

opencc-by-4.0Aug 2024View details →
zenodo40/100

Fig. 1 in Comparative analysis of morphospace of Neotropical Sericini (Coleoptera: Scarabaeidae): disparity in the light of species diversity and activity patterns

Fig. 1 Measured traits and specimen habitus (examples). Schematic drawings of a Sericini beetle (from Ahrens, 2004): A dorsal view; D partial lateral aspect; B head, dorsal view, C head lateral view; E leg, ventrolateral view; F Maladera cardoni; G Neoserica sp.; H Anomioserica sp.; I Oxyserica sp.; J Symmela mutabilis; K Astanea producta. EL maximal elytra length, EW maximal body width, MEL maximal length of metepisternum, ED maximal eye diameter, IOD minimal interocular distance, MCL maximal length of metacoxa, MTL maximal length of metatibia, MTW maximal width of metatibia

opencc-by-4.0Oct 2021View details →
zenodo40/100

Fig. 5 in Comparative analysis of morphospace of Neotropical Sericini (Coleoptera: Scarabaeidae): disparity in the light of species diversity and activity patterns

Fig. 5 Patterns of disparity derived from discrete morphological data: plots of axis 1 and 2 from principal coordinate analysis. Color coding of Neotropical genera corresponds to that of Fig. 4

opencc-by-4.0Oct 2021View details →
zenodo40/100

Fig. 3 in Comparative analysis of morphospace of Neotropical Sericini (Coleoptera: Scarabaeidae): disparity in the light of species diversity and activity patterns

Fig. 3 Boxplots for selected genera of the total body length (in mm), of the ratio maximal body width/ maximal elytra length (EL), of the ratio metatibial length/maximal metatibial width, of the ratio maxi-

opencc-by-4.0Oct 2021View details →
zenodo40/100

Fig. 4 in Comparative analysis of morphospace of Neotropical Sericini (Coleoptera: Scarabaeidae): disparity in the light of species diversity and activity patterns

Fig. 4 Patterns of disparity derived from morphospace: plots of PC 1 and 2 A raw data (all); B raw data (BL excluded), C log-normalized data (all); D log-normalized data (BL excluded)

opencc-by-4.0Oct 2021View details →
zenodo40/100

Fig. 2 in Comparative analysis of morphospace of Neotropical Sericini (Coleoptera: Scarabaeidae): disparity in the light of species diversity and activity patterns

Fig. 2 Illustration of potential trait correlation: A elytral length vs total body length, B maximum body width vs. vs total body length, C maximum body width vs. elytral length, D size of eyes (i.e., maximum ratio ocular diameter/minimum interocular distance) vs maxi-

opencc-by-4.0Oct 2021View details →
zenodo40/100

SENTIMENT ANALYSIS OF CUSTOMER FEEDBACK IN THE BANKING SECTOR: A COMPARATIVE STUDY OF MACHINE LEARNING MODELS

<p><span>This study investigates the application of sentiment analysis to customer feedback in the banking sector, utilizing natural language processing (NLP) techniques and machine learning models to classify customer sentiments into positive, neutral, and negative categories. Feedback was sourced from online platforms, including bank websites, social media, and third-party review sites. Data preprocessing steps, such as tokenization, stemming, and feature extraction using TF-IDF, were employed to prepare the text for analysis. Various machine learning algorithms, including Logistic Regression, Random Forest, Support Vector Machine (SVM), Long Short-Term Memory (LSTM), and Na&iuml;ve Bayes, were implemented and evaluated using metrics such as accuracy, precision, recall, and F1-score. The results show that LSTM outperformed all models with a 91% accuracy, followed closely by SVM at 89%. These findings demonstrate the potential of advanced machine learning techniques in accurately classifying sentiments and provide valuable insights into customer satisfaction and areas for improvement within the banking sector. Future work aims to further optimize models for better classification of neutral feedback and explore more advanced deep learning models, such as BERT.</span></p>

opencc-by-4.0Oct 2024View details →
zenodo40/100

The efficacy of hemoglobin spray in wound management: a systematic review and network meta-analysis of comparative studies

<p>PRISMA flow</p>

opencc-by-4.0Oct 2024View details →
zenodo40/100

BEHAVIOURAL PATTERNS OF CHILDREN IN KADUNA STATE ORPHANAGES: A COMPARATIVE ANALYSIS

<p><strong><span>Background: -</span></strong><span> The plight of orphans, exacerbated by conflict, disease, and socioeconomic factors, remains a pressing global issue, particularly in sub-Saharan Africa. Nigeria, notably impacted by the HIV/AIDS epidemic, terrorism, and natural disasters, has witnessed a substantial increase in orphan populations. These children face severe challenges, including child abuse, malnutrition, limited access to education, stigmatization, and a range of psychological and behavioral disorders. Despite some interventions, orphanages primarily address material needs, often neglecting comprehensive medical, social, and psychosocial support. This study explores the behavioral patterns of orphans in Kaduna, Nigeria, and examines how their medical and social challenges compare across various orphanages.</span></p> <p><strong><span>Methodology: -</span></strong><span> A cross-sectional, comparative analysis was conducted among 100 orphans from selected orphanages in Kaduna. Data were collected through interviewer-administered questionnaires assessing socio-demographics, medical conditions, behavioral patterns, stigma, psychosocial status, and coping strategies.</span></p> <p><strong><span>Results: - </span></strong><span>The mean age of respondents was 10 years, with 68% being male. Nutritional issues were prevalent, with 53.7% classified as underweight despite 54.9% reportedly consuming balanced diets. Medical concerns were significant, with 33.7% showing clinical signs of illness and 46.7% not fully immunized. Behavioral issues were prominent, including hyperactivity symptoms (27.0%), enuresis (22.3%), and depressive symptoms (1.8%). Socially, most respondents (83.3%) reported positive peer relationships, though bullying (11.4%) and stigmatization (9%) were also observed. Educational access was generally high, with only 2.2% not attending school. However, social support systems varied, with 35.2% reporting strong support and 46.8% adapting their goals as a coping mechanism.</span></p> <p><strong><span>Conclusion: - </span></strong><span>The findings highlight the complex medical and behavioral challenges faced by orphans in Kaduna's orphanages, underscoring the need for integrated interventions that provide medical, psychosocial, and educational support. A holistic approach is crucial to improving their overall well-being and future prospects.</span></p>

opencc-by-4.0Oct 2024View details →
zenodo40/100

Making sense of large-scale kinase inhibitor bioactivity data sets: a comparative and integrative analysis

<p>We carried out a systematic evaluation of target selectivity profiles across three recent large-scale biochemical assays of kinase inhibitors and further compared these standardized bioactivity assays with data reported in the widely used databases ChEMBL and STITCH. Our comparative evaluation revealed relative benefits and potential limitations among the bioactivity types, as well as pinpointed biases in the database curation processes. Ignoring such issues in data heterogeneity and representation may lead to biased modeling of drugs' polypharmacological effects as well as to unrealistic evaluation of computational strategies for the prediction of drug-target interaction networks. Toward making use of the complementary information captured by the various bioactivity types, including IC50, K(i), and K(d), we also introduce a model-based integration approach, termed KIBA, and demonstrate here how it can be used to classify kinase inhibitor targets and to pinpoint potential errors in database-reported drug-target interactions. An integrated drug-target bioactivity matrix across 52,498 chemical compounds and 467 kinase targets, including a total of 246,088 KIBA scores, has been made freely available.</p> <p>Please cite:&nbsp;</p> <p>https://pubmed.ncbi.nlm.nih.gov/24521231/&nbsp;</p> <p>https://pubs.acs.org/doi/10.1021/ci400709d</p>

opencc-by-4.0Jul 2021View details →
dryad40/100

Comparative analysis of a geometric and an adhesive righting strategy against toppling in inclined hexapedal locomotion

<p>Animals are known to exhibit different walking behaviors in hilly habitats. For instance, cats, rats, squirrels, tree frogs, desert iguana, stick insects and desert ants were observed to lower their body height in traversing slopes, whereas mound-dwelling iguanas and wood ants tend to maintain constant walking kinematics regardless of the slope.</p> <p></p><p>This paper aims to understand and classify these distinct behaviors into two different strategies against toppling for climbing animals by looking into two factors, (i) the torque of the center of gravity (CoG) with respect to the critical tipping axis, and (ii) the torques of the legs, which have the potential to counterbalance the CoG-torque. Our comparative locomotion analysis on level locomotion and inclined locomotion exhibited that primarily only one of the proposed two strategies was chosen for each of our sample species, despite the fact that a combined strategy could have reduced the animal's risk to topple over even more. We found that desert ants of Cataglyphis fortis maintained their upright posture primarily through the adjustment of their CoG-torque (geometric strategy), and wood ants of the Formica rufa species group controlled their posture primarily by exerting leg-torques (adhesive strategy). We further provide hints that the geometric strategy employed by Cataglyphis could increase the risk for slipping on slopes since the leg-impulse substrate angle of Cataglyphis' hind legs were lower compared to Formica's. In contrast, the adhesion strategy employed by Formica's front legs not only decreased the risk for toppling. It also explained the steeper leg-impulse substrate angle of Formica's hind legs which should relate to more bending of the tarsal structures and therefore to more microscopic contact points potentially reducing the risk for hind leg slipping.</p><p></p>

opencc-zeroJul 2021View details →
zenodo40/100

Figure 3 in The complete mitochondrial genome of Lemyra melli (Daniel) (Lepidoptera: Erebidae) and a comparative analysis within the Noctuoidea

Figure 3. Putative secondary cloverleaf structures of the tRNA genes in the Lemyra melli mitogenome with mismatched bases. The blue dots, and red dots indicate Watson- Crick base pairing A-U and G-C, respectively, and the blanks indicate mismatched bases. Seven mismatches (five U-U, one A-A and one U-G) lie in five tRNA genes (three in the amino acid acceptor stems, three in the anticodon stems and one in pseudouridine (TΨC)).

opencc-by-4.0Dec 2016View details →
zenodo40/100

Figure 1 in The complete mitochondrial genome of Lemyra melli (Daniel) (Lepidoptera: Erebidae) and a comparative analysis within the Noctuoidea

Figure 1. Map of the mitogenome of Lemyra melli. Genes lying outside and inside of the outer circle are transcribed in the counterclockwise and clockwise directions, respectively. The transfer RNA genes trnL1, trnL2, trnS1 and trnS2 are denoted trnL(UUR), trnL(CUN), trnS(AGN) and trnS(UCN), respectively. Area dashed darker gray in the inner circle denotes the GC content while the lighter gray denotes the AT content of the genome.

opencc-by-4.0Dec 2016View details →
zenodo40/100

Figure 4 in The complete mitochondrial genome of Lemyra melli (Daniel) (Lepidoptera: Erebidae) and a comparative analysis within the Noctuoidea

Figure 4. The structure in the A+T-rich region of the Leymra melli mitogenome. The ATAGA + polyT, the duplicated 14-bp repeat element, the ATTTA + (AT)10 element, and the polyA structure are shown in the sequence.

opencc-by-4.0Dec 2016View details →
zenodo40/100

Figure 2 in The complete mitochondrial genome of Lemyra melli (Daniel) (Lepidoptera: Erebidae) and a comparative analysis within the Noctuoidea

Figure 2. Relative Synonyous Codon Usage (RSCU) in L. melli, H. cunea, and A. formosae mitogenomes. Codons are provided on the x-axis.

opencc-by-4.0Dec 2016View details →
zenodo40/100

Figure 6 in The complete mitochondrial genome of Lemyra melli (Daniel) (Lepidoptera: Erebidae) and a comparative analysis within the Noctuoidea

Figure 6. Phylogenetic analysis inferred from the concatenated nucleotide sequences of 13 PCGs in the mitogenome. D. melanogaster and E. regina were used as outgroups. The numbers above the branches specify bootstrap percentages (1 000 replicates) from software RAXMAL and the ML method. A, B, C, D, and E indicated the superfamily of Noctuoidea, Bombycoidea, Geometroidea, Pyraloidea and Tortricidea, respectively.

opencc-by-4.0Dec 2016View details →
zenodo40/100

FIGURE 13 in New leontiniid Notoungulata (Mammalia) from Chile and Argentina: comparative anatomy, character analysis, and phylogenetic hypotheses

FIGURE 13. Cladogram of the "Toxodont" analysis. Strict consensus (left) and majority 50% consensus of the "Toxodont" phylogenetic analysis. Nodes: A, Colpodon; B, "Tropical clade"; C, Leontiniidae; D, "advanced Toxodontia"; E, Toxodontidae; F, "notohippid" + Toxodontidae. Numbers at nodes represent percent support when support is less than 100%.

opencc-by-4.0Feb 2012View 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.