I solved it on my own, apparenty you can't include both highcharts.js and highstock.js at the same time. When including highstock.js, the highcharts.js functionality is included, however it does not work vice versa.
So, the trick is to only include highstock.js!
You can use highcharts-ng and highstocks by including
highstock-all.js. I believe this is also the standalone version of highstocks too (please correct me if I'm wrong) so happy days. The cost is 274Kb minified if you can live with that.
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