Fixes #169, Thumbnails Updated

[devendragovil]

Updated the thumbnails with tensor diagrams as suggested in #169

[ninamiolane]

@devendragovil Thanks!! And thanks for being that fast.

For some of them, the cropping is not very clean: parts of the neighboring tensor diagrams appear. I will send you the .svg version of the figure via email, so that you can crop only the diagram for each thumbnail.

Then we can merge!

[devendragovil]

@ninamiolane
I have detailed all the issues that I observed (while clipping screenshots) in issue #169 in a comment here.

Having SVG files would be awesome for quality and clarity.

Reproducing the previous comment below:

I have updated the thumbnails with tensor diagrams, I came across the following issues though:

1. Same Tensor Diagram: There are multiple notebooks for (seemingly) same model. These include, examples:
   a. can_train_bis and can_train
   b. allset_train and allset_transformer_train
   c. hnhn_train_bis and hnhn_train
2. Unavailable Model Tensor:
   a. Can't find any model named ccxn (for ccxn_train) in Fig 11. However the notebook is about Hajij (2020) so I used tensor diagram for cxn Hajij (2020)
   b. template_train notebook in Hypergraph (As of now thumbnail is a generic hypergraph)
3. Multiple tensor diagrams: Some models have multiple tensor diagrams like CXN, Hajij (2020), HSN Hajij22b
4. No clear screenshot: I was unable to take clear screenshots for some models due to encroachment of nearby tensor diagrams. @ninamiolane Wanted your opinion. Are the current thumbnails acceptable or should I also edit them? Example:
   a. CWN, Bodnar21b
   b. Dist2Cycle, Keros22
   c. SAN, Giusti22a
5. Curious case of sccn_train: There is no sccn tensor diagram, however there is a scnn and the notebook of sccn seems to be pointing to the same author, year combination (Yang 22). However, there is another notebook with scnn. For now, sccn_train has thumbnail for scnn.
6. There is scn2_train. Is it the same as scn?
7. Scone_train_bis notebook seems to be referring to HSN Hajij 22, rather than the roddenberry paper. For now, both scone_train_bis and scone_train have the same tensor diagram

[mhajij]

2. a. Can't find any model named ccxn (for ccxn_train) in Fig 11. However the notebook is about Hajij (2020) so I used tensor diagram for cxn Hajij (2020)

@ninamiolane , it might be a good idea to give @devendragovil the original CSV file to extract the TD from the file immediately.

[ninamiolane]

@devendragovil I've answered on the issue + shared the editable Fig 11 via email.
@mhajij definitely: done! ✔️

[ninamiolane]

@devendragovil converting to draft for now. Let me know when it's ready?

Side note: can_bis and scone_bis do not exist anymore. You can remove anything related to them. Thanks!

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[devendragovil]

The latest changes help resolve #169 and #162.

@ninamiolane Requesting your review.

[codecov]

Codecov Report

Patch and project coverage have no change.

Comparison is base (9e11197) 97.29% compared to head (6ed555e) 97.29%.
Report is 3 commits behind head on main.

Additional details and impacted files

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  Misses         56       56           

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[ninamiolane]

Fantastic!! Thank you so much.