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Tanker
Scale Implication
The word 'tanker' suggests a very large size, often storing thousands of tons of liquid. 
Cargo Specificity
When 'tanker' is used, it usually carries a specific type of liquid, often mentioned alongside. 
Environmental Concerns
'Tanker' may evoke concern due to potential accidents or spills, especially with oil tankers. 