[DOC] Update Partitional clustering notebook

[Akhil-Jasson]

I have addressed issue #1805 by updating the partitional_clustering notebook to include all the supported distance metrics.

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[Akhil-Jasson]

Hi @MatthewMiddlehurst @TonyBagnall,
I hope you're doing well! I’ve submitted a PR and would appreciate it if you could take a look at it whenever you have the time. Please let me know if there are any changes or improvements needed.

Thanks in advance for your feedback!

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TonyBagnall commented on 2025-01-14T08:56:08Z
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not sure if it is just reviewnb, but Squared and ADTW seem to be on the same line

[TonyBagnall]

thanks, could you just check the line break for ADTW?

[Akhil-Jasson]

Hi @TonyBagnall , I’ve double-checked the code and JSON structure, and everything seems fine. Here’s the relevant snippet for reference:

"<ul>\n",
" <li>K-means, K-medoids supported distances:\n",
" <ul>\n",
" <li>Euclidean - parameter string 'euclidean'</li>\n",
" <li>Manhattan - parameter string 'manhattan'</li>\n",
" <li>Minkowski - parameter string 'minkowski'</li>\n",
" <li>Soft DTW - parameter string 'soft_dtw'</li>\n",
" <li>Shift Scale - parameter string 'shift_scale'</li>\n",
" <li>Squared - parameter string 'squared'</li>\n",
" <li>ADTW - parameter string 'adtw'</li>\n",
" <li>DTW - parameter string 'dtw'</li>\n",
" <li>DDTW - parameter string 'ddtw'</li>\n",
" <li>WDTW - parameter string 'wdtw'</li>\n",
" <li>WDDTW - parameter string 'wddtw'</li>\n",
" <li>LCSS - parameter string 'lcss'</li>\n",
" <li>ERP - parameter string 'erp'</li>\n",
" <li>EDR - parameter string 'edr'</li>\n",
" <li>MSM - parameter string 'msm'</li>\n",
" <li>TWE - parameter string 'twe'</li>\n",
" <li>SBD - parameter string 'sbd'</li>\n",
" </ul>\n",
" </li>\n",
"</ul>\n"

The line break for ADTW looks correct here, but I noticed that in ReviewNB, there are formatting issues where some items appear on the same line as others. I’m not sure why this discrepancy is happening, as the code itself appears fine. Please let me know if you think there’s another aspect I should check!

[baraline]

Hi @Akhil-Jasson, if you check on the docs (https://aeon-toolkit--2483.org.readthedocs.build/en/2483/examples/clustering/partitional_clustering.html) you'll see that there is an html tag floating around after the listing in 1.2 Assignment using a distance measure. Might be what Tony was referring to.

[Akhil-Jasson]

Hi @baraline, thank you for pointing this out! If I’m not mistaken, the additional HTML tag you mentioned does not appear in my PR. I’ve reviewed the code, and everything seems to be correctly formatted on my end. Please let me know if there’s anything specific I might have missed!

[baraline]

Was mentioning the </li> tag not a line break as Tony discussed my bad !

You see this one too right ?

[Akhil-Jasson]

No problem, @baraline! Yes, I assume the additional tag is still present in the main branch.

[baraline]

You are right, it is from the main branch and not your PR, could you also correct it while at it ? After that I think we'll be good to go

[Akhil-Jasson]

Thanks for confirming, @baraline! I’ve already corrected the issue in my PR. Let me know if there’s anything else you’d like me to address!

[baraline]

It is still present in your PR. You can see it on the generated docs at https://aeon-toolkit--2483.org.readthedocs.build/en/2483/examples/clustering/partitional_clustering.html.

[Akhil-Jasson]

Hi @baraline, Thanks a lot for pointing it out! I'm currently unable to identify the reason why the extra tag is appearing. I'll go through the entire notebook thoroughly to investigate further. If anyone happens to identify the cause, I would greatly appreciate the help!