You can parse the start_time with a date filter using ISO8601. After using mutate+gsub to convert the , to . you can grok the duration into a float. Having done that the following will get you
Joda time operations are only accurate to the millisecond. If you want to keep the additional 4 digits of precision you could parse them off the start time, convert the end time back to a string and append them.
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