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8,537 results for “Openness”
All the open-source SRT datasets used in STMGAC
<p>All the open-source SRT datasets used in STMGAC</p>
Open Data for SLR Artificial Intelligence and Electric Vehicles
Open the record for dataset details and reuse information.
FIGURE 1 in Patterns Of Geographic Distribution And Conservation Of The Open-Habitat Avifauna Of Southeastern Brazilian Mountaintops (Campos Rupestres And Campos De Altitude)
FIGURE 1: Map showing mountaintop regions of campos rupestres and campos de altitude considered in this review. Localities codes are presented in Table 1.
Reproduction package for the paper "The open-source sunbather code: Modeling escaping planetary atmospheres and their transit spectra"
<p>This is a reproduction package for the paper "The open-source sunbather code: modeling escaping planetary atmospheres and their transit spectra" by Dion Linssen, Jim Shih, Morgan MacLeod & Antonija Oklopčić (2024). It provides a front-to-end reproduction script to reproduce the results and Figures 1-5 of the paper. Figures 6&7 can be reproduced with the example notebook found in the sunbather installation.</p>
Weak Exchange Interactions in Multispin Systems: EPR Studies of Metalloporphyrins Decorated with {Cr7Ni} Rings. Open data set
<p>Data supporting the original figures 2, 3, 4b, 5, and 6 of the related publication.</p>
Open Trade Statistics Database
<p>The Open Trade Statistics initiative was developed to ease access to international trade data by providing downloadable SQL database dumps, a public API, a dashboard, and an R package for data retrieval. This project was born out of the recognition that many academic institutions in Latin America lack access to academic subscriptions and comprehensive datasets like the United Nations Commodity Trade Statistics Database. The OTS project not only offers a solution to this problem regarding international trade data but also emphasizes the importance of reproducibility in data processing. Through the use of open-source tools, the project ensures that its datasets are accessible and easy to use for research and analysis.</p> <p>OTS, based on the official correlation tables, provides a harmonized dataset where the values are converted to HS revision 2012 for the years 1980-2021 and it involved transforming some of the reported data to find equivalent codes between the different classifications. For instance, the HS revision 1992 code '271011' (aviation spirit) does not have a direct equivalent in HS revision 2012 and it can be converted to the more general code '271000' (oils petroleum, bituminous, distillates, except crude). The same process was applied to the SITC codes.</p> <p>Country codes are also standardized in OTS. For instance, missing ISO-3 country codes in the raw data were replaced by the values expressed in UN COMTRADE documentation. For instance, the numeric code '490' corresponds to 'e-490' but it appears as a blank value in the raw data, and UN COMTRADE documentation<br>indicates that 'e-490' corresponds to 'Other Asia, Not Elsewhere Specified (NES)'.</p> <p>Commercial purposes are strictly out of the boundaries of what you can do with this data according to UN Comtrade dissemination clauses.</p> <p>Visit <a href="https://tradestatistics.io/" target="_blank" rel="noopener">tradestatistics.io</a> to access the dashboard and R package for data retrieval.</p>
An open access dataset of reported Dengue outbreaks in Italy
<p><strong>Italian Dengue data</strong></p> <p><a href="https://www.epicentro.iss.it/arbovirosi/bollettini">Sito dell'Istituto Superiore di Sanità - Sistema nazionale di sorveglianza delle arbovirosi: i bollettini periodici</a></p> <p>Arboviral diseases are caused by viral agents carried by arthropod insects, such as mosquitoes, ticks and phlebotomas, through their bite or sting. Currently, more than 100 viruses associated with arboviruses have been identified that are capable of causing disorders in human health. The majority of these viruses belong to families and groups such as the <em>Togaviridae</em> (Alphavirus), the <em>Flaviridae</em> (Flavivirus) and the <em>Bunyaviridae</em> (Bunyavirus and Phlebovirus). In Italy, arboviral infections may arise from both imported and autochthonous cases and may present with diverse clinical symptoms. Surveillance of arboviruses is coordinated by the Istituto Superiore di Sanità (ISS) and, in the case of West Nile and Usutu virus surveillance, by the Istituto Zooprofilattico dell'Abruzzo e del Molise (Izs-AM), in collaboration with the Ministry of Health, which periodically publishes Surveillance and Response Plans to ensure early detection of cases and to reduce any spread as far as possible. Epidemiological surveillance is regulated by the "<a href="https://www.salute.gov.it/imgs/C_17_pubblicazioni_2947_allegato.pdf#page=8.08">National Plan for Prevention, Surveillance and Response to Arboviruses (PNA) 2020-2025</a>".</p> <p>In order to inform citizens and make the collected data available, which is only useful for communication and information purposes, the following information is made available under the CC-BY-4.0 licence</p> <p>- National evolution data<br>- Regional data<br>- Summary bulletins</p> <p><strong>Repository structure</strong><br>```<br>dengue/<br>│<br>├── */<br>│ ├── bulletins/<br>│ │ ├── Dengue_*.pdf<br>│ │ ├── ...<br>│ ├── surveillance/<br>│ │ ├── 2023/<br>│ │ │ ├── dengue-ita-*.csv<br>│ │ │ ├── dengue-ita-age-*.csv<br>│ │ │ ├── dengue-ita-location-exposure-*.csv<br>│ │ │ ├── dengue-ita-regions-*.csv<br>│ │ ├── ...<br>│ │ │ ├── ...<br>│ ├── dengue-ita-summary-cases.csv<br>│ ├── dengue-ita-summary-cases-regions.csv</p> <p>```</p> <p><strong>Data structure</strong></p> <p>- <a href="https://github.com/fbranda/dengue/blob/main/dati-andamento-dengue-italia.md">Evoulution data about Dengue Italy (IT)</a></p> <p><strong>Example of data use</strong></p> <p>Direct download (CSV): https://raw.githubusercontent.com/fbranda/dengue/main/surveillance/dengue-ita-2023.csv</p> <p>Python (requires `pandas`):<br>```python<br>import pandas as pd<br>df = pd.read_csv("https://raw.githubusercontent.com/fbranda/dengue/main/surveillance/dengue-ita-2023.csv")<br>```</p> <p>R (requires `httr`):<br>```r<br>library(httr)<br>df <- read.csv(text=content(GET("https://raw.githubusercontent.com/fbranda/dengue/main/surveillance/dengue-ita-2023.csv")))<br>```</p>
Toronto Emergency Response - Open Data
<p>This upload contains data and documentation for the Python analysis undertaken in Google Colab as part of Episode 1 of the webinar series, conducted by Sambodhi's Center for Health Systems Research and Implementation (CHSRI). You can find the link to the Google Colab notebook <a href="https://colab.research.google.com/drive/1dFBokIJytUe1qWJePoTof1u2rxkIhaHQ?usp=sharing" target="_blank" rel="noopener">here.</a></p> <p>All the data uploaded here is open data published by the Toronto Police Public Safety Data Portal and the Ontario Ministry of Health. </p>
Dataset for "Open Educational Resources for distributed hands-on teaching in molecular biology"
<p>This is the raw data for an article that describes novel OER consisting of low cost and locally produced public domain biological reagents, open source hardware and free software collaborative notebooks to teach LAMP DNA amplification, RT-PCR RNA detection, enzyme kinetics and fluorescence imaging. </p>
Why do open-farmland specialist birds prefer small fields? The evaluation of mechanisms using a cross-border study
Open the record for dataset details and reuse information.
FIGURE 2. Acranthera burmanica. A. Habit. B. Stipule and Flower branch. C. Inforescences. D. Infructescence. E. Calyx. F. Opened corolla. G. Stamen. H in Acranthera burmanica, a new species of Rubiaceae from Kachin State, Myanmar
FIGURE 2. Acranthera burmanica. A. Habit. B. Stipule and Flower branch. C. Inforescences. D. Infructescence. E. Calyx. F. Opened corolla. G. Stamen. H. Pistil. Illustration by Ling Wang based on the holotype Myanmar Exped. 313.
FIGURE 2. Iochrom aamicorum. A. Fruit. B. Flower. C. Anther lateral view. D. Seed. E. Gynoecium. F. Flowering branch. G. Inflorescence. H. Anther dorsal view. I. Open corolla. J in A new and endangered species of Iochroma (Solanaceae) from the cloud forests of central Peru and its phylogenetic position in Iochrominae
FIGURE 2. Iochrom aamicorum. A. Fruit. B. Flower. C. Anther lateral view. D. Seed. E. Gynoecium. F. Flowering branch. G. Inflorescence. H. Anther dorsal view. I. Open corolla. J. Stamen isolated, showing anther in ventral view, and stapet with lateral projections which was separated from the tissue of the corolla. From M. Cueva et al. 646. Drawing by Segundo Leiva.
FIGURE 2. Ixora reynaldoi. A. Flowering branch. B. Inflorescence. C. Open flower. D. Bracteoles. E. Calyx. F. Calyx with bracteoles attached. Drawn from C. Banag, C. Cremen & N in Two new species of Ixora (Ixoroideae, Rubiaceae) endemic to the Philippines
FIGURE 2. Ixora reynaldoi. A. Flowering branch. B. Inflorescence. C. Open flower. D. Bracteoles. E. Calyx. F. Calyx with bracteoles attached. Drawn from C. Banag, C. Cremen & N. Pinarok SA004 by Arianne Zacarias (A, C–F) and Nemesio B. Diego, Jr. (B).
FIGURE 1. Ixora alejandroi. A. Flowering branch. B. Inflorescence. C. Stigma. D. Open flower. E. Flower bud. F. Stipules. G in Two new species of Ixora (Ixoroideae, Rubiaceae) endemic to the Philippines
FIGURE 1. Ixora alejandroi. A. Flowering branch. B. Inflorescence. C. Stigma. D. Open flower. E. Flower bud. F. Stipules. G. Cross section of fruit. H. Dried fruit. Drawn from G.J.D. Alejandro, A. Arriola & A. Wong 12439 (A, F–H) and D. Tandang MH1707 (B–E) by Arianne Zacarias (A, C, F–H) and Nemesio B. Diego, Jr. (B, D–E).
FIGURE 1. Oreocharis tsaii. A. Habit. B. Leaf. C–F. Corolla shapes. G–J. Opened corolla showing stamens and staminode. K–L. Calyx. M. Pistil. N in Oreocharis tsaii, a new species of Gesneriaceae from southern Yunnan, China
FIGURE 1. Oreocharis tsaii. A. Habit. B. Leaf. C–F. Corolla shapes. G–J. Opened corolla showing stamens and staminode. K–L. Calyx. M. Pistil. N. Capsule. Photographed by Yun-Hong Tan.
FIGURE 1. Primulina fengkaiensis. A. Habit. B. Flower side view. C. Flower face view. D. Corolla opened showing stamens and staminodes. E, F. Stamens. G in Primulina fengkaiensis (Gesneriaceae), a new species from limestone areas in Western Guangdong, China
FIGURE 1. Primulina fengkaiensis. A. Habit. B. Flower side view. C. Flower face view. D. Corolla opened showing stamens and staminodes. E, F. Stamens. G. Pistil. Drawn by Yun-Xiao Liu, based on the holotype.
FIGURE 1. Capparis spinosa subsp. cartilaginea. A. Flower. B. Opening flower showing the deeply saccate posterior sepal. C in A taxonomic revision of the Capparis spinosa group (Capparaceae) from eastern Africa to Oceania
FIGURE 1. Capparis spinosa subsp. cartilaginea. A. Flower. B. Opening flower showing the deeply saccate posterior sepal. C. Plant in natural habitat (Sinai). (Photo A by S. Cambria, B by F. M. Raimondo).
FIGURE 4. Manihot luxurians. A. Habit erect. B. Flowering branch pendent. C. Panicle. D. Staminate flower, lateral view. E. Staminate flowers, ventral view. F. Pistillate flower, ventral view. G. Pistillate flower open. H in Two new wild cassava species (Manihot, Euphorbiaceae) from the Brazilian Cerrado
FIGURE 4. Manihot luxurians. A. Habit erect. B. Flowering branch pendent. C. Panicle. D. Staminate flower, lateral view. E. Staminate flowers, ventral view. F. Pistillate flower, ventral view. G. Pistillate flower open. H. Fruit. Photographs by the author.
FIGURE 1. Manihot confertiflora. A. Flowering branch. B. Staminate bract. C. Staminate bracteole. D. Staminate bud. E. Staminate flower. F. Staminate flower with calyx split and open. G. Pistillate bract. H. Pistillate bracteole. I. Pistillate bud. J. Pistillate flower. K. Fruit. L in Two new wild cassava species (Manihot, Euphorbiaceae) from the Brazilian Cerrado
FIGURE 1. Manihot confertiflora. A. Flowering branch. B. Staminate bract. C. Staminate bracteole. D. Staminate bud. E. Staminate flower. F. Staminate flower with calyx split and open. G. Pistillate bract. H. Pistillate bracteole. I. Pistillate bud. J. Pistillate flower. K. Fruit. L. Seed, ventral side. Drawn by Cristiano Gualberto from the holotype.
FIGURE 3. Manihot luxurians. A. Flowering branch. B. Staminate bract. C. Staminate bracteole. D. Staminate bud. E. Staminate flower. F. Staminate flower with calyx split and open. G in Two new wild cassava species (Manihot, Euphorbiaceae) from the Brazilian Cerrado
FIGURE 3. Manihot luxurians. A. Flowering branch. B. Staminate bract. C. Staminate bracteole. D. Staminate bud. E. Staminate flower. F. Staminate flower with calyx split and open. G. Detail of the lobe of the staminate calyx. H. Pistillate bract. I. Pistillate bracteole. J. Pistillate bud. K. Pistillate flower. L. Pistillate flower showing the gynoecium. M. Lobes of the pistillate calyx. N. Fruit. Drawn by Cristiano Gualberto from the holotype.
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.