Add more examples for JOSS review

[ma-sadeghi]

• Circuits basics
• Built-in circuit library
• Advanced analysis of AutoEIS output
• Analyze batch data
• Break up generic workflow notebook into sub-notebooks for readability

[RunzeZhang123]

Case A. it might be helpful to showcase how to create customized circuits and apply AutoEIS on them.

Basiclly, it could contain the following steps:

1. demonstrate how to create a customized circuits composed of multiple elements
2. add a function to validate the created circuits
3. put it into AutoEIS
4. show the results

[RunzeZhang123]

Case B. we could also consider to build a customized circuits library. We can start this by collecting well-examined ECMs from published papers, then classify them according to their systems. Then provide an exmaple file to showcase how to properly load them.

Further, we can think of how to allow users to build their own customized circuit libraries so that they can examine these ECMs convinenetly as well

[RunzeZhang123]

Case C. might be helpful to further demonstrate what useful aspects we can extract from AutoEIS's final outputs. (i.e. the mcmc objects). Therefore, except for visualizing them using the functions written by us, they can also customize the plotting processes to suit their purpose, or examine the results from more dimensions.

[RunzeZhang123]

Feel free to leave your comments here. I'm more than happy to accomplish these tasks.

[RunzeZhang123]

Case D. Might also be helpful to illustrate how to apply AutoEIS to analyze batch data.

[RunzeZhang123]

Follow-up on Case C. Currenlty we miss a clear illustration on how to filter out non-physical models, and to prioritize the statistically plausible models. Also, we lack a demonstration on how to extract the most likely circuit parameters from BI results. (probably a figure with a table to visualize the circuits with most likely values could be helpful.)

[ma-sadeghi]

These are good ideas @RunzeZhang123, I added them to the todo list in the first comment. I can do "Circuit basics" (work in progress) and "Analyze batch data", and you can take up "Built-in circuit library" and "Advanced analysis of AutoEIS output". Does that work for you?