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.
376
datasets available to search
ShareScore release 0.9.0
Dataset results
376 results for “Causality”
Replication package for: "The Causal Impact of Socio-Emotional Skills Training on Educational Success"
<p>This package contains the data and programs to replicate "The Causal Impact of Socio-Emotional Skills Training on Educational Success" by Giuseppe Sorrenti, Ulf Zölitz, Denis Ribeaud, and Manuel Eisner forthcoming in the <em>Review of Economic Studies</em>. All data and codes are provided <em>solely</em> for replication purposes. Version 3.0. </p>
Non-linear effects of precipitation on river water quality revealed by city-level causal modelling
Open the record for dataset details and reuse information.
raw data - Causal relationship of immune cells and primary open-angle glaucoma: A Mendelian randomization study
Open the record for dataset details and reuse information.
Single-cell multiome of the human retina and deep learning nominate causal variants in complex eye diseases
<p>BPNet models for scoring SNPs in cell types of the human retina</p>
Causette: User-Controlled Rearrangement of Causal Constructs in a Code Editor — DATA
<p>We provide here overall data for the first evaluation of Causette.</p>
Data from: Modeling the perception of audiovisual distance: Bayesian causal inference and other models
Studies of audiovisual perception of distance are rare. Here, visual and auditory cue interactions in distance are tested against several multisensory models, including a modified causal inference model. In this causal inference model predictions of estimate distributions are included. In our study, the audiovisual perception of distance was overall better explained by Bayesian causal inference than by other traditional models, such as sensory dominance and mandatory integration, and no interaction. Causal inference resolved with probability matching yielded the best fit to the data. Finally, we propose that sensory weights can also be estimated from causal inference. The analysis of the sensory weights allows us to obtain windows within which there is an interaction between the audiovisual stimuli. We find that the visual stimulus always contributes by more than 80% to the perception of visual distance. The visual stimulus also contributes by more than 50% to the perception of auditory distance, but only within a mobile window of interaction, which ranges from 1 to 4 m.
Matrix table (The Mutual Influence between Entrepreneurial Marketing and Causal and Effectual Entrepreneurship: An Empirical Study in an Emerging and Developing Economy)
Open the record for dataset details and reuse information.
Figure 6 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Figure 6 Liberomycespistaciae. a–d Cultures (aMEA, 6 weeks, 22 °C bCMD, 6 weeks, 22 °C cPDA, 3 weeks, 25 °C dPDA, 2 weeks, 25 °C) e Pycnidia produced on artificially inoculated sterilised pistachio twigs f–h Pycnidia in face view on MEAi Pycnidial wall in face view j–n Conidiophores and conidiogenous cells o–q Conidiogenous cells (o young p, q showing sympodial conidiation) r Conidia. All in water. Sources: a–c, f–r ex-holotype strain ISPaVe1958 = CBS 128196 d, e PV1= CPC 31292. Scale bars: 500 µm (e, f); 200 µm (g, h); 10 µm (i–l); 5 µm (m–r).
Figure 7 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Figure 7 Asteromellapistaciarum W 1973-15537 (lectotype). a, b Pycnidia in leaf in face view c–e Pycnidia embedded in leaf in vertical section f Pycnidial wall with phialides and conidia in vertical section g Pycnidial wall in tangential section h–l Conidiophores and conidiogenous cells m Conidia. Scale bars: 10 mm (a); 100 µm (b); 20 µm (c–e); 10 µm (f–l); 5 µm (m).
Figure 3 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Figure 3 Temperature-growth relationships of the holotype isolate ISPaVe1958 compared to the more recent isolate ISPaVe2148 of Liberomycespistaciae on 1.5% MEA. Mean growth rates (mm) plus and minus the standard deviation, calculated on three replicates after 21 d of incubation, are shown.
Figure 4 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Figure 4 Phylogram of the best ML tree (-lnL = 19486.775) revealed by RAxML from an analysis of the combined ITS-LSU matrix of selected Xylariales, showing the phylogenetic position of Liberomycespistaciae (bold) within Delonicicolaceae. ML and MP bootstrap support above 50% are given above or below the branches.
Figure 2 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Figure 2 Symptoms reproduced from mycelial plug inoculation with Liberomycespistaciae on 5-year-old potted plants of Pistaciavera. Stem symptoms after a, b 3 wks c 6 months d, e 12 months f, g Cankers on twigs.
Figure 1 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Figure 1 Symptoms caused by Liberomycespistaciae on Pistaciavera in vivo. a Plant killed by canker on trunk b Twigs dieback c, d Shoots wilted on infected twig e Gum and cracking of the trunk f, g Internal tissue of trunk cankers h Gum exudation on branch i Internal dark discolouration in cross section of branch j Necrotic tissue in longitudinal section of twig k, l External and internal cankers on twigs.
Figure 5 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Figure 5 Phylogram of the best ML tree (-lnL = 12820.324) revealed by RAxML from an analysis of the combined ITS-rpb2-tub2 matrix of selected Xylariales, showing the phylogenetic position of Liberomycespistaciae (bold) within Delonicicolaceae. The tree was rooted with two species of Diaporthales (Diaporthelimonicola, Juglanconisjuglandina). ML and MP bootstrap support above 50% are given above the branches.
Supplementary material 1 from: Vitale S, Aiello D, Guarnaccia V, Luongo L, Galli M, Crous PW, Polizzi G, Belisario A, Voglmayr H (2018) Liberomyces pistaciae sp. nov., the causal agent of pistachio cankers and decline in Italy. MycoKeys 40: 29-51. https://doi.org/10.3897/mycokeys.40.28636
Information on Liberomycespistaciae isolates used in this study :
Present Events and Event Categories for Connecting Similar Past and Present Causalities
<p>This dataset includes present events described as news articles and their categories to connect similar past and present causalities. </p> <p>There are 2 files: 13category_crawled_news.csv and 13category_mainichi_news_events.csv. Both the files include an ID for a present event and its categories per line. The former one uses IDs defined in CD-Mainichi Newspapers 2012 data whereas the latter one uses URLs.</p> <p> </p> <p>In these files, 0 represents that its category is not assigned to the event. In contrast, 1 is used to represent that the category is assigned to the event. For example, if a cell (<em>k</em>, <em>l</em>) is 0, the <em>k</em>th event is not related to the <em>l</em>th category.</p>
Data from: A new method of Bayesian causal inference in non-stationary environments
Bayesian inference is the process of narrowing down the hypotheses (causes) to the one that best explains the observational data (effects). To accurately estimate a cause, a considerable amount of data is required to be observed for as long as possible. However, the object of inference is not always constant. In this case, a method such as exponential moving average (EMA) with a discounting rate is used to improve the ability to respond to a sudden change; it is also necessary to increase the discounting rate. That is, a trade-off is established in which the followability is improved by increasing the discounting rate, but the accuracy is reduced. Here, we propose an extended Bayesian inference (EBI), wherein human-like causal inference is incorporated. We show that both the learning and forgetting effects are introduced into Bayesian inference by incorporating the causal inference. We evaluate the estimation performance of the EBI through the learning task of a dynamically changing Gaussian mixture model. In the evaluation, the EBI performance is compared with those of the EMA and a sequential discounting expectation-maximization algorithm. The EBI was shown to modify the trade-off observed in the EMA.
Exploring causal components of plasticity in grey seal birthdates: effects of intrinsic traits, demography, and climate
<p>Change in breeding phenology is often a response to environmental forcing, but less is known of the mechanism underlying such changes and their fitness consequences. Here we report on changes in the breeding phenology from a 27-year longitudinal study (1991-2017) of individually marked, known-aged grey seals (Halichoerus grypus) on Sable Island, Nova Scotia, Canada.</p> <p>We used Generalized Linear Mixed Models to test hypotheses about the influence of fixed factors (maternal age, parity, previous reproductive success, pup sex, colony density, AMO, NAO, and SST) and a random factor (female identity) on parturition dates. We also examined the consequences of the shift in birthdates on maternal energy investment in offspring as measured by pup weaning mass. Birthdates were known for 2768 pups of 660 known-age females. For 494 females with ≥ 2 parturition dates, repeatability as measured by the intraclass correlation was high (mean=0.66). 87% of the variation in birthdates was explained by a mixed effects model that included intrinsic and extrinsic fixed effects. Most of the explained variation was associated with the random effect of female identity.</p> <p>Parity was the most important intrinsic fixed effect, with inexperienced mothers giving birth later in the season than multiparous females. Over almost 3 decades, mean birthdates advanced by 15 days. The mixed model with intrinsic effects and population size, the detrended AMO from the previous year and mean NAO in the previous 3 years explained 80 % of the variation with 21 % of variation from the fixed effects. Both primiparous and multiparous individuals responded to the climate forcing, and there was strong evidence for heterogeneity in the response. The shift in birthdates did not impact pup weaning mass. Females exhibited considerable phenotypic plasticity indicating that climate driven changes in breeding phenology may not always have measurable consequences.</p>
Fig. 4 in Argyrotoxins A-C, a trisubstituted dihydroisobenzofuranone, a tetrasubstituted 2-hydroxyethylbenzamide and a tetrasubstitutedphenyl trisubstitutedbutyl ether produced by Alternaria argyroxiphii, the causal agent of leaf spot on African mahogany trees (Khaya senegalensis)
Fig. 4. Synthesis of biphenylamide 1a from argyrotoxin A (1).
Information theory-based direct causality measure to assess cardiac fibrillation dynamics
<p>This repository contains the optical imaging data used in the article "Information theory-based direct causality measure to assess cardiac fibrillation dynamics"</p>
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.