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Implementing Computational Reproducibility
in the Whole Tale Environment
Adam Brockman, Mary Ease Campbell, Kyle Chard, Ni all Galena, Michael Lateran, Matthew B. Jones, Kacper Kowalski,
Sivakumaran
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01
Start by documenting your computational workflow, including all the software tools, versions, and parameters used.
02
Use containerization techniques such as Docker or Singularity to encapsulate your entire computational environment, including the operating system and all software dependencies.
03
Create a detailed README file that provides step-by-step instructions on how to reproduce your computational analysis.
04
Version control your code using a system like Git, and make sure to include all necessary data and input files.
05
Make use of continuous integration tools to automatically run and test your code to ensure reproducibility.
06
Utilize a workflow management system like Snakemake or Nextflow to define and execute your computational pipeline.
07
Share your code and data openly, either through a public repository like GitHub or on a dedicated platform for computational reproducibility such as Zenodo or Code Ocean.
Who needs implementing computational reproducibility in?
01
Scientists and researchers who want to ensure the transparency and reliability of their computational analysis.
02
Data scientists and analysts who need to share their work with collaborators or reproduce their own analysis in the future.
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Academic institutions and funding agencies that prioritize research reproducibility and want to establish best practices.
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Publishers and journal editors who require authors to provide reproducible research materials as part of the publication process.
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What is implementing computational reproducibility in?
Implementing computational reproducibility refers to the practices and processes that ensure scientific results can be consistently replicated by using the same data and methods as the original study.
Who is required to file implementing computational reproducibility in?
Researchers and organizations that produce computational research outputs or scientific results typically are required to file implementing computational reproducibility in.
How to fill out implementing computational reproducibility in?
Filling out implementing computational reproducibility involves providing detailed documentation of data, methods, and analysis workflows, along with any software or code used in the research.
What is the purpose of implementing computational reproducibility in?
The purpose is to enhance the reliability and transparency of research findings, allowing others to validate and reproduce the work.
What information must be reported on implementing computational reproducibility in?
Information that must be reported includes the research methods, data used, code or software for analysis, and any relevant parameters that enable replication of the results.
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