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zenodo32/100

FIG. 2 in Preliminary study on hematological values of two endangered turtle species: Indotestudo travancorica and Batagur kachuga

FIG. 2. Proceratophrys oelhochico sp. nov. (holotype, adult male, ZUFMS-AMP13650, SVL 34.0 mm). (a) Dorsal and (b) ventral views; (c) lateral view of the head; ventral views of (d) hand and (e) foot. Scale = 5 mm.

opennotspecifiedMar 2022View details →
zenodo32/100

FIG. 5 in Preliminary study on hematological values of two endangered turtle species: Indotestudo travancorica and Batagur kachuga

FIG. 5. Live specimens of the Proceratophrys cristiceps clade depicting differences in (1) upper eyelid border, and (2) tubercle on the buccal commissure. (a) P. cristiceps, (b) P. minuta, (c) P. redacta, and (d) P. schirchi. Photos: (a) D.J. Santana, (b) R. Marques, (c) F.M. Magalhães, (d) J.V. Lacerda.

opennotspecifiedMar 2022View details →
zenodo32/100

FIG. 8 in Preliminary study on hematological values of two endangered turtle species: Indotestudo travancorica and Batagur kachuga

FIG. 8. Tadpole of Proceratophrys oelhochico sp. nov. (ZUFMS-AMP lot ZUFMS-AMP13651.4), Gosner stage 39. (a) Lateral, (b) dorsal, and (c) ventral views. Scale = 5 mm. (d) Oral disc. Scale = 1 mm.

opennotspecifiedMar 2022View details →
zenodo32/100

FIG. 4 in Preliminary study on hematological values of two endangered turtle species: Indotestudo travancorica and Batagur kachuga

FIG. 4. Live specimens of Proceratophrys oelhochico sp. nov. (a) Adult male (holotype, ZUFMS-AMP13650); (b) adult female (UFMG 6224) from Campo Formoso Municipality, Bahia State, Brazil; (c) and (d) adult male (voucher recorded, ZUFMS-AMP 13942) from Umburanas municipality, Bahia State, Brazil; (e) a closer view of the calcar tubercle, a diagnostic feature of the new species; and (f) male displaying stiff-legged defensive behavior (individual not collected). Photos: (a) F.M. Magalhães, (b, e) F.S.F. Leite, (c, d, f) D.G. Cavalheri.

opennotspecifiedMar 2022View details →
zenodo32/100

FIG. 3 in Preliminary study on hematological values of two endangered turtle species: Indotestudo travancorica and Batagur kachuga

FIG. 3. Species of the Proceratophrys cristiceps clade showing differences in upper eyelid border, tubercles at the buccal commissure, and the calcar tubercle. (a) P. oelhochico sp. nov. (ZUFMS-AMP13650); (b) P. cristiceps (ZUFMS8595); (c) P. minuta (AAGARDA12928); and (d) P. redacta (AAGARDA13020). Scale = 5 mm.

opennotspecifiedMar 2022View details →
zenodo32/100

FIG. 1 in Preliminary study on hematological values of two endangered turtle species: Indotestudo travancorica and Batagur kachuga

FIG. 1. Topographic map with the distribution of Proceratophrys species reported for the Caatinga Biome. A partial distribution of P. schirchi along northeastern Brazil (but outside Caatinga), which is a phylogenetically related congener of the new species, is also shown. Abbreviations for Brazilian states: AL = Alagoas; BA = Bahia; CE = Ceará; MG = Minas Gerais; PB = Paraíba; PE = Pernambuco; PI = Piauı´; RN = Rio Grande do Norte; and SE = Sergipe. Highlighted areas denote the Environmental Protection Area (EPA, in blue) and National Park (NP, in red) Boqueirão da Onça, in Bahia State, Brazil. Satellite view of the two sites in which Proceratophrys oelhochico sp. nov. was found (P1 = Campo Formoso municipality, P2 = Umburanas municipality).

opennotspecifiedMar 2022View details →
zenodo32/100

FIG. 7 in Preliminary study on hematological values of two endangered turtle species: Indotestudo travancorica and Batagur kachuga

FIG. 7. Phylogenetic relationships of Proceratophrys oelhochico sp. nov. and congeners as estimated by a Bayesian inference (BEAST) analyses of partitioned mitochondrial 16S rRNA and cytochrome b, and nuclear rhodopsin genes. Values below nodes indicate Bayesian posterior probabilities. Asterisks indicate posterior probabilities values = 1.0. Scale indicates rate of base substitutions per site.

opennotspecifiedMar 2022View details →
zenodo32/100

Data supporting the manuscript: "Demonstrating the value of beaches for adaptation to future coastal flood risk"

<p>* TWL scenarios used to force the flooding model in a .mat structure</p> <p>* Flooded areas obtained for the different TWL scenarios in a .mat structure considering the topobathymetry at the maximum TWL instant and just after the storm</p> <p>* Flooded damages obtained for the different TWL scenarios in a .mat structure at the maximum TWL instant and just after the storm</p> <p>&nbsp;</p>

opencc-by-4.0May 2023View details →
zenodo32/100

Ensembles of climate model parameters of Mars and significance values

<p>Data set containing&nbsp;an ensemble of&nbsp;model parameters for each of the&nbsp;candidate climate models in Table 1 of Izquierdo et al., (2023). These ensembles are stored as Python objects using the Pickle module. Files for each candidate model&nbsp;are named&nbsp;based on the accumulation and lag sub models and the number of steps used in the Markov chain Monte Carlo algorithm. From each Python object, it can be extracted&nbsp;the distribution of accumulation and retreat rates with time following the scripts and notebooks of the repository referenced in the open research section of the paper.&nbsp;</p> <p>The folders in this repository refer to the ensembles of all candidate models dependent of insolation values (insolation), ensembles of all candidate models dependent on obliquity values (obliquity), and the mean likelihood and Bayes factor of each candidate model (bayesFactor).&nbsp;</p>

opencc-by-4.0Jun 2023View details →
zenodo32/100

Dataset for the article "Alnus viridis: an encroaching species with valuable nutritional value reducing livestock greenhouse gas emissions"

<p>Both files provide the data used for the article&nbsp;&quot;<em>Alnus viridis</em>: an encroaching species with valuable nutritional value reducing livestock greenhouse gas emissions&quot; &nbsp;</p> <ol> <li>&quot;Data_file_1&quot; provides the measured components of A. viridis, i.e. the chemical composition (micro/macro-elements, fibre fractions, ash), the phenolic content and the functional traits.&nbsp;</li> <li>&quot;Data_file_2&quot; provides the results of the in vitro measurements on organic matter digestibility and gas production.</li> </ol>

opencc-by-4.0Jun 2023View details →
zenodo32/100

Vkontakte Values Dataset

<p>Dataset for&nbsp;Value Orientation and Network Power: A Cross-National Study on Vkontakte</p>

opencc-by-4.0Jun 2023View details →
dryad32/100

Restoration and replication: a case study on the value of computational reproducibility assessment

<p class="MsoNormal">Open science is vital to the interdisciplinary field of ecology due to its integrative nature and use of longitudinal datasets that build upon earlier data collections. To highlight the importance of open science in the rapidly growing discipline of restoration ecology, we conducted a 'computational reproducibility' assessment of a publication on a mining restoration program spanning several decades and over 250 km<sup>2</sup> in a global biodiversity hotspot. Open data and code provided alongside the original publication were assessed for consistency with the results and conclusions of the original publication, as were potential limitations in findings due to the methodology. The impacts of inconsistencies and limitations were qualitatively assessed against the key findings from the publication and data were re-analysed where impacts were potentially significant. Of the six inconsistencies and limitations identified, two had a significant impact on five of the 11 key findings of the original publication, and one new key finding was made. The impact of this is of high ecological significance as the findings related to key restoration parameters: species richness (similarity of species richness between forest and 25-year-old restoration), functional diversity (correlation of species richness and functional diversity), and the restoration trajectory (long term trends and restored areas' resilience to disturbance). These outcomes highlight the <span>importance of open data and the value of detailed </span>third-party data reviews, particularly in restoration ecology which relies on research findings to inform decision-making and policy and drive adaptive management.</p>

opencc-zeroJun 2023View details →
zenodo32/100

Dataset of the paper IT Governance Mechanisms as a Source to Enhance IT Business Value: a case study in an Industry in the South of Minas Gerais (Brazil)

<p>Dataset of the study entitled &quot;IT Governance Mechanisms as a Source to Enhance IT Business Value: a case study in an Industry in the South of Minas Gerais (Brazil)&quot;. The data are available in the original language it was collected (Brazilian-Portuguese).</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Bird plumage brightness scores and blood parasite prevalence values of Central European passerine species

<p>Dataset with bird plumage brightness scores and blood parasite prevalence values for 113&nbsp;Central European passerine host species. One file contains the data table. One file contains a table with descriptions of the columns in the data table.</p> <p>Note: These data were reconstructed from files used in Read &amp; Harvey 1989 (<a href="https://doi.org/10.1038/339618a0">https://doi.org/10.1038/339618a0</a>) with column headings inferred with the help of&nbsp;Read 1991 (<a href="https://doi.org/10.1086/285225">https://doi.org/10.1086/285225</a>).</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Heatmap of p-values obtained by the non-parametric Wilcoxon Post-hoc Test for Experiment 1; Maximum penalty applied

<p>Heatmaps of the p-values obtained by the non-parametric Wilcoxon Post-hoc Test.&nbsp;</p> <p>Used for all of the following data measures across all 10&nbsp;conditions.&nbsp;</p> <p>The maximum penalty&nbsp;applied for Experiment 1.&nbsp;</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Datasets for "Levelling foods for priority micronutrient value can provide more meaningful environmental footprint comparisons"

<p>Supplementary Data Tables for the article &quot;Levelling foods for priority micronutrient value can provide more meaningful environmental footprint comparison&quot;.</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Identifying science-policy consensus regions of high biodiversity value and institutional recognition

<p>We retrieved 63 articles presenting prioritization maps (out of 5137 screened) and grouped these into three separate clusters based on their underlying methodology and input data, using Multivariate Component Analysis and Hierarchical Clustering on Principal Components. By combining these maps, weighted according to their cluster characteristics, we generated a map of scientific-consensus regions with the highest overlap of independently generated biodiversity priorities. We also created a map of policy-consensus, representing regions with the highest potential to attract the interest of the international conservation organization.</p> <p>Here we made available the raster version of&nbsp; of scientific-consensus regions and the&nbsp;map of policy-consensus.</p> <p>The maps are two raster of continuos value, from a minimum of 0 to a max which depend on the number of overlapping priority conservation maps</p> <p>Detailed methods are available from Cimatti et al. (2021)&nbsp;<a href="https://doi.org/10.1016/j.gecco.2021.e01938">https://doi.org/10.1016/j.gecco.2021.e01938</a></p> <p>In the zip folder you can find&nbsp;scientific-consensus &nbsp;of policy-consensus maps with original values and reclassified with percenitles</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

The Dataset of the paper "Strategies to Embed Human Values in Agriculture Mobile Apps: What do End-Users and Practitioners Think?"

<p>This package includes interview questionnaire, focus groups questionnaire, and member checking summary used in this paper submitted to JSS.</p>

opencc-by-4.0Jul 2023View details →
zenodo32/100

Estimating Compositions and Nutritional Values of Seed Mixes based on Vision Transformers

<p>The cultivation of seed mixtures for local pastures is a traditional mixed cropping techniques of cereals and legumes for producing at a low production cost, a balanced animal feed in energy and protein in livestock systems. By considerably improving the autonomy and safety of agricultural systems, as well as reducing their impact on the environment, it is a type of crop that responds favorably both to the evolution of the European regulations on the use phyto-sanitary products, and the expectations of consumers who wish to increase their consumption of organic products. However, farmers find it difficult to adopt it because cereals and legumes do not ripen synchronously and the harvested seeds are heterogeneous, making it more difficult to assess their nutritional value. Many efforts therefore remain to be made to acquire and aggregate technical and economical references to evaluate to what extent the cultivation of seed mixtures could positively contribute to secure and reduce costs on herd feeding. The work presented in this paper proposes to evaluate recent deep learning techniques that could be transferred to an online or smartphone application to automatically estimate the nutritive value of harvested seed mixes to help farmers better managing the yield and thus engage them to promote and contribute to better knowledge of this type of cultivation. For this purpose, we have built an original image dataset containing 4,749 images of seed mixes, covering 11 seed varieties, with which we have compared 2 types of deep learning models. Our results highlight the potential of this method, and show that the best performing model is a recent state-of-the-art Vision Transformer pre-trained with self-supervision (BeiT). It allows an estimation of the nutritive value of seed mixtures with a coefficient of determination <span class="math-tex">\(R^2\)</span> Score of 0.91, which demonstrates the interest of this type of approach, for its possible use on a large scale.</p>

opencc-by-4.0Feb 2023View details →
zenodo32/100

Heatmap of p-values obtained by the non-parametric Wilcoxon Post-hoc Test for Experiment 1; Mean CI applied

<p>Heatmaps of the p-values obtained by the non-parametric Wilcoxon Post-hoc Test.&nbsp;</p> <p>Used for all of the following data measures across all 10&nbsp;conditions.&nbsp;</p> <p>Mean condition imputation was applied to all of the failed trials for all&nbsp;data measures.&nbsp;</p>

opencc-by-4.0Jul 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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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.