I am a little puzzled that the census was taken in Chenango county New York rather than in Orange county New York. He might have relocated from one county to another, but the certainty of that 1870 census being the right family seems a little uncertain.
I have a distant cousin, Catherine Roberts, who lived in Utica, Oneida County, New York who was born there in 1834.