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Redundancy analysis of the top 8 known genera in association with six fermentation parameters. Arrows indicate the direction and magnitude of parameters associated with bacterial genera. Ace, Acetate; but, butyrate; pro, propionate; MS group: TMR with various silage (27% corn silage, 10% alfalfa silage, and 15% oat silage), SS group: total mixed ration (TMR) with 40% single corn silage
