Beautify gcm analogue

[IamShubhamGupto]

Changes:

• Convert variable names to snake_case
• Fixed typos and grammatical errors - sentence rewriting
• Standardized plot legend fontsize to 7 for the whole notebook. Could follow this for other notebooks as well - depends on graphs
• Broke cells into smaller snippets of code

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[IamShubhamGupto]

Here's something I need help with:

Current implementation:

We say we are comparing linear polynomial approximation, Wilks (2005)’ polynomial parameterization and the “truth” values of the coupling terms but the legend shows only two values.

Possible fix:

This maps each color plotted to the label "Truth values". It is not visually pleasing but correct.

Suggestions are welcome!!

[dhruvbalwada]

I don't think it is necessary to label the colored dots. They all represent the same thing, and it is quite clear from the text what they are.
You can do one of two things:

• Change all dots to same color, and don't add a label.
• Reshape the X_copy and U_sample to a 1d array before plotting (use flatten from the next cell). This way it shows up as a single color, and you can then label it as truth value.

[dhruvbalwada]

I have made some changes to the text for improved readability. There are some remaining issues that should be resolved in a future PR, at the moment I have opened them as problems in issue #89

[dhruvbalwada]

@IamShubhamGupto - I am not sure what I messed up, but the build above is not working. Can you please check and fix what happened?

[IamShubhamGupto]

I have made some changes to the text for improved readability. There are some remaining issues that should be resolved in a future PR, at the moment I have opened them as problems in issue #89

Hey @dhruvbalwada

Sure, I will get back to this branch soon

[IamShubhamGupto]

RCA on the build issue:

Cause:

• .DS_Store file was pushed to GitHub
• Latex syntax errors in the notebook
• Notebook was edited in a different environment from the expected L96M2lines
• Need to address L96-two-scale-description build errors #91

Fix:

• Deleted .DS_Store from GitHub, also updated .gitignore to reflect the same
• Fix latex issues before pushing to GitHub
• Open the notebook causing the issue in the right environment - jupyter_client.kernelspec.NoSuchKernel: No such kernel voila-dashboards/voila#267 (comment)
  • Recreate the L96M2lines environment in case your pushes cause build issue and use only this env for editing the notebooks
• Addressed L96-two-scale-description build errors #91