add a new notebook for quality control

[yanzastro]

Problem & Solution Description (including issue #)

Code Quality

• My code follows the code style of this project
• I have written unit tests or justified all instances of #pragma: no cover; in the case of a bugfix, a new test that breaks as a result of the bug has been added
• My code contains relevant comments and necessary documentation for future maintainers; the change is reflected in applicable demos/tutorials (with output cleared!) and added/updated docstrings use the NumPy docstring format
• Any breaking changes, described above, are accompanied by backwards compatibility and deprecation warnings

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 100.00%. Comparing base (41aa8b7) to head (11194f4).
Report is 12 commits behind head on main.

Additional details and impacted files

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  Coverage   100.00%   100.00%           
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  Files            1         1           
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[ztq1996]

The smoke test is passed, so that's good.

One question: is it your intention to change the BPZ notebook? I see that the run number is changed. If not, can you roll back?

[hangqianjun]

Looks good! I noticed a few things which you might want to change:

• The output for somocluSOM_demo.ipynb is not cleared
• In somocluSOM_cluster_qc_demo.ipynb, under Section Now let's do the quality control. below the cell [29] there is a markdown cell which I think should have been code?
• The three notebooks seems to overlap a lot in content. Are they intended to be like this? (Not asking you to remake / change things, just pointing this out in case you meant to remove some repeated content. If not that's totally fine!)