Extend report() to produce nicely formatted summary cards

[jwmueller]

The cards should summarize the issues in a dataset like from the CleanVision blogpost: https://cleanlab.ai/blog/cleanvision/

Here's an example of a desired output from Caltech-256:

[jwmueller]

Thanks @anishathalye for the suggestion!

[addison-ch]

Could I be assigned/look into this?

[jwmueller]

Hi @addison-ch Yes would be awesome to have your help on this! Hopefully the task is clear. Figuring out how to get a nice layout like this for an arbitrary dataset with arbitrary numbers of each types of issue will be a fun problem to think about :D

[addison-ch]

Okay thanks, I am very new to this project and open source in general, so apologies if it takes a while to get set up or if I have a bunch of questions later on

[jwmueller]

No worries, excited to have your help! FYI you may find it easier to start with this issue:
#135

to get an idea of how the plotting code works in different environments.

[addison-ch]

Is it okay for me to work on it even if someone is already assigned? Or did you mean to just take a look at what the issue might involve?

[sanjanag]

You can start working on it, there's no one assigned or has started working on it as of now.

[addison-ch]

Okay awesome, thanks!

[sanjanag]

Some useful links that I used to put together the collage in the issue.
https://note.nkmk.me/en/python-pillow-square-circle-thumbnail/
https://note.nkmk.me/en/python-pillow-concat-images/

Let me know if you need any other help.

[sanjanag]

To run the example script, setup the python environment as shown in development guide and run
python examples/run.py --path <path_to_dataset>

[manulpatel]

Hello! I am new to cleanlab and would be happy to work on this issue. Is anyone already working on it?

Also to get myself familiar with code and cleanvision, I want to run the example script as guided in above comment. But couldn't find the file.

Update: I have found the new examples script file.

[sanjanag]

Hi @manulpatel ! Great to see your interest in contributing. Right now there's no one working on this issue. However, it might be easier to get started with this visualization issue #122 before diving into constructing summary cards.
Here are some more issues that you could help with:
#90
#130
#124