Your litchi flight route was about 4 kilometres long, which should have been an easy flight distance to achieve on one battery.
Here's a display of what data we have for the flight:
DJI Flight Log Viewer - PhantomHelp.com
The plot is a little confusing because the straight east-west line near waypoint 6 is just joining the dots between where signal was lost and where it reconnected.
This distance appears to be approx 500 metres but the time the drone took from where signal was lost to where it reconnected was10.5 minutes.
This is where the battery was burnt up from 81% to 17%.
At the cruising speed you set, it should have taken less than one minute to travel that distance.
But in 10.5 minutes it could have traveled approx 6 kilometres.
So what was the drone doing for 10.5 minutes that used up so much battery?
Your flight plan shows that you set the finish action as Reverse which doubles the length of the flight.
This means that while signal was lost, the drone kept flying all the way back to waypoint 10 (right next to where you launched) and then started fling the mission in reverse until signal was regained near waypoint 7.
The actual speed flown between waypoints 2-4 was only about 20 km/hr, suggesting a significant headwind when the drone was flying toward the north.
This would have used up some additional battery on the return flight.
You said that the planned flight time was 12 minutes which would be about 8 kilometres at the cruise speed of 37 km/hr.
This suggests you intended to fly the route out and reverse.
But the planned flight time is in still air and does not allow for wind, which was significant at your flying altitude.
With the slow flight against a headwind for parts of the route, the drone would not have had enough battery to complete the reverse flight as programmed.
But if you had maintained signal and monitored the flight, you would have known it was burning too much battery and cancelled and brought it home easily.
Or you still could have brought it back when signal was regained at 17% but it would have required quick action.
The drone was lost because of a lack of situational awareness and leaving it fighting headwinds at high altitude.