[Python] Multiple linear trends in the same dataframe

Figure 1

Figure 2

I have the following dataframe in python (Fig 1) that defines two distinct linear trends (Fig 2, red and blue). How do I get python to automatically identify the different trends and group them into different dfs?

Cluster methods (e.g., kmeans) don't seem to provide a good answer.

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