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PROPERTY AND EQUIPMENT - Summary of Property and Equipment by Classification (Details) - USD ($)
$ in Thousands
Jun. 30, 2017
Sep. 30, 2016
Property, Plant and Equipment    
Total cost $ 4,876,049 $ 4,848,014
Less: Accumulated depreciation (738,308) (720,318)
Property and equipment, net 4,137,741 4,127,696
Drilling vessels and equipment    
Property, Plant and Equipment    
Total cost 3,775,450 3,898,686
Construction work in progress    
Property, Plant and Equipment    
Total cost 1,010,092 857,572
Drill pipe    
Property, Plant and Equipment    
Total cost 51,334 52,543
Office equipment and other    
Property, Plant and Equipment    
Total cost $ 39,173 $ 39,213