[D] Looking for a clustering algorithm for highly noisy data

Hi all! I am trying to find clusters in some data with high noise (see plot below, raw data [here](https://pastebin.com/asADpJ0Y)).

https://preview.redd.it/zil34fa8ssk91.png?width=600&format=png&auto=webp&s=08cddb8daa2ac3078bb9d71168db21e5c9cc3a6e

I tried using DBSCAN which sort of worked, but it required quite a bit of manually tuning the input parameters to find the clusters properly. Are there any other good clustering algorithms for dealing with this kind of data?

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Some considerations:

\- I am using Julia to do my data processing.

\- The data has periodic boundary conditions …

algorithm clustering clustering algorithm data machinelearning