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Surmise
Evidence Lacking
Use 'surmise' to convey you're making a conclusion without solid proof, rather than a random guess. 
Implies Thought
'Surmise' suggests you've considered the evidence you do have before reaching your conclusion. 
Formal Context
The verb 'surmise' is found in more formal or literary contexts than everyday conversation. 