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Research Repo

Contains all the Jupyter Notebooks used in our research.

Naming convention:

yyyy-mm-dd_initials_dash-separated-notebook-description Example: 2019-02-22_JFJ_meta-labels.

Guidelines:

General

  • Explore only ONE idea.
  • Notebooks must be independent, no Notebook-chaining!
  • Cells must successfully and correctly execute in order using the "Run all cells" command.
  • A notebook should run "as is" if pulled from Git. That is, notebooks may not depend on files on your local computer.

Style

  • Remove unused or commented out code.
  • Remove empty cells.
  • Remove imports that are not used in the notebook.
  • Code must be PEP8 compliant.
  • Notebooks must not contain duplicate code that exists in another notebook. Rather write a function in a common library.

Figures

  • Label figures: include a title, axes descriptions and legends.
  • Explain the figure.

Ease-of-use

  • Keep it short (~300 lines of code).
  • Cells should be short.
  • Have reasonable cell outputs.
  • Include an abstract, introduction, conclusion and next steps section at the beginning of your notebook. These sections should be written in such a way that, in 3 months from now, it is still clear what the notebook's purpose is without reading any other notebooks.

In The Project

  • Functions in the notebook must have (at least) a one-liner doc string describing that function.
  • Complex functions should have toy examples demonstrating purpose and functionality.
  • Pull requests for a notebook must include an update to the solution_document.md file detailing your findings.