For instance, I record the duration for an event and would like to view a graph with the Y axis as count and the X axis as duration (which is recorded as an integer) so I can see the distribution of how long it takes the event to occur. How can I do this? Kibana seems to expect the X axis to be a time-based value, and won't except plain numbers. Is there a way to get around this I'm missing? Is there some logic behind this limitation that I'm missing?
You can do this as a terms panel with a bar or pie chart. Just make sure you set the count high enough to cover how many values you have.
To bucket them into ranges, you'd need a histogram aggregation or range aggregation which Kibana isn't cable of doing as of 3.1
Since Kibana 4, there is now an option for non-time based histograms.
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