Daniel,
The issue is that the height is not set for the chart container and hence border is getting drawn only at the top. Here is a JSFiddle with the issue fixed.
As of now whenever height of the container is not set, we use default size on chart but don’t set height of the container itself. In future versions we’ll consider this.
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Sunil Urs
Team CanvasJS