There might be a problem with the script that produces flighthistoryevents.csv. The EstimatedGateArrival "Based on Distance and Airspeed" does not make sense.
As an example:
\InitialTrainingSet_rev1\2012_11_12\FlightHistory\flighthistoryevents.csv
280416658,2012-11-12 05:47:37.256-08,Arrival Estimation,EGA- Based on Distance and Airspeed



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