The Practice of Reproducible Research: Case Studies and Lessons From the Data-Intensive Sciences by Justin Kitzes
Author:Justin Kitzes [Kitzes, Justin]
Language: eng
Format: epub
Tags: science, Earth Sciences, General, Physics
ISBN: 9780520967779
Google: hqc0DwAAQBAJ
Amazon: 0520294750
Publisher: Univ of California Press
Published: 2017-10-17T00:00:00+00:00
PAIN POINTS
The most difficult part of reproducing these results is the sheer volume of the data sets involved and the amount of computational storage and time required to complete all these calculations. Transferring large volumes of data from super computers (where the main code is run) to personal computers (where the analysis is generally performed) is an onerous and time-consuming task with many failure points. Often, data transfer is incomplete, storage disks break or fail, and weeks or months of research time is lost. In such cases, one has to simply go back to the start and begin again.
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