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So it turned out that this was an issue with the underlying pluging. The code was correct and worked with chart.js versions 2.5 and 2.6 but not with 2.7. An issue was added to the chart-annotations github repository.
The solution was to downgrade to 2.6 and await a fix in the next version of charts.js
Source:stackexchange.com