I have an increase query that is not returning the results I'm expecting. 
It's consistently returning a smaller number than I expect.

I'm querying against a counter that only increases by an integer value. 

Here's the query:
sum without (field1, field2, field3, field4, field5, field6, field7, 
field8, field9, field10, field11,  field12, field13) (increase 
(apigateway_apicount_counter{field12="field12Value", field13=" 
field13 Value"}[15m]))

Results:
{node="node1"}   2.615 K
{node="node2"}   2.541 K
{node="node3"}   2.530 K
{node="node4"}   2.541 K

When I do a count against the real vales, I'm coming up with the following:

node1   4416
node2   4271
node3   3868
node4   3849

I do see the documentation stating "The increase is extrapolated to cover 
the full time range as specified in the range vector selector, so that it 
is possible to get a non-integer result even if a counter increases only by 
integer increments." Because of this, I do expect some variance, but not as 
much of a difference as I am seeing.

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