Count is not same in kibana and pandas

I am getting data from elastic search to pandas using Search and scan method. My document count is in billions and millions. I noticed a weird thing. When I am matching the numbers in my pandas and kibana for the same time period the numbers are not the same. The greater the duration the more the difference i am getting. Sometimes its more in kibana and sometimes in pandas for the same time period. Is this normal? or it is happening because of the volume of data I am parsing?

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