Visualizing exports from runalyze.com

Below are two plots resulting from playing around with Seaborn and running data from runalyze.com.

Running Pace vs. Distance over Years.
Running Pace vs. Distance over Years.

Heart rate distribution.
Next figure shows the heart rate for different paces and different distances.
Getting the data

You can do a bulk export from runalyze.com. However, the data format is a bit odd so I used runalose.py by Clayton Craft to transform everything into more readable .tcx files. Afterwards I transformed the multiple .tcx files into a .csv file, containing only the important information (removing all the geohashes reduces the file size a lot).

Here is the full .ipynb with more content:

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