python code multi density clustering on USA map

multi density clustering on map by python
https://github.com/search?q=multi+density+clustering
simulate dots in different shapes and different scale/density on USA map
put them randomly on map
develop python code to locate dots shapes - unsupervised multi density clustering
number of dots from clusters is 1500000
in addition to clusters add many random noise dots
more details will be provided
needed knowledge of python geo location packages
provide fast running code with good clustering performance
input data has both formats: geo and courtesan

some help links
https://www.youtube.com/watch?v=fd04Ktiu2Hk

https://github.com/search?l=Jupyter+Notebook&q=geopandas+clustering&type=Repositories

https://scikit-learn.org/stable/modules/clustering.html

https://stackoverflow.com/questions/34579213/dbscan-for-clustering-of-geographic-location-data

https://github.com/fleason/Coursera_Capstone