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The Guardians scored late runs to edge the Twins 4-3 in their series opener.
Angel Martinez drove in a run in the bottom of the seventh to pull Cleveland within one run while Kyle Manzardo blasted a two-run homer to take the lead the following inning.
The Guardians have won three straight and remain first in the AL Central.
The four-game series continues tonight.