Reproducibility

COS Registered Reports Portal

Registered Reports: Peer review before results are known to align scientific values and practices. Registered Reports is a publishing format used by over 250 journals that emphasizes the importance of the research question and the quality of …

Curate Science

Curate Science is a unified curation system and platform to verify that research is transparent and credible. It will allow researchers, journals, universities, funders, teachers, journalists, and the general public to ensure:- Transparency: Ensure …

Data Analysis and Visualization in Python for Ecologists

Python is a general purpose programming language that is useful for writing scripts to work effectively and reproducibly with data. This is an introduction to Python designed for participants with no programming experience. These lessons can be …

Data Analysis and Visualization in R for Ecologists

Data Carpentry lesson from Ecology curriculum to learn how to analyse and visualise ecological data in R. Data Carpentry’s aim is to teach researchers basic concepts, skills, and tools for working with data so that they can get more done in less …

Data Analysis and Visualization with Python for Social Scientists

Python is a general purpose programming language that is useful for writing scripts to work effectively and reproducibly with data. This is an introduction to Python designed for participants with no programming experience. These lessons can be …

Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition

Access to data is a critical feature of an efficient, progressive and ultimately self-correcting scientific ecosystem. But the extent to which in-principle benefits of data sharing are realized in practice is unclear. Crucially, it is largely unknown …

Data Carpentry

Data Carpentry trains researchers in the core data skills for efficient, shareable, and reproducible research practices. We run accessible, inclusive training workshops; teach openly available, high-quality, domain-tailored lessons; and foster an …

Data Carpentry for Biologists

The Biology Semester-long Course was developed and piloted at the University of Florida in Fall 2015. Course materials include readings, lectures, exercises, and assignments that expand on the material presented at workshops focusing on SQL and R.

Data Cleaning with OpenRefine for Ecologists

A part of the data workflow is preparing the data for analysis. Some of this involves data cleaning, where errors in the data are identified and corrected or formatting made consistent. This step must be taken with the same care and attention to …

Data Intro for Archivists

This Library Carpentry lesson introduces archivists to working with data. At the conclusion of the lesson you will: be able to explain terms, phrases, and concepts in code or software development; identify and use best practice in data structures; …