Hannah Parkinson had five kids to a Parkinson (possibly her uncle) between 1832-1841, all with the surname Parkinson.
Hannah marries a Kirby in 1841 and has two kids, both surname Kirby. The husband died in 1846.
She had five more kids with Raine between 1848-1856, four with the surname Raine, one with the surname Kirby (due to them not being married and the father being in prison).
Three of the Parkinson kids died before adulthood and died as a Kirby. The other two married as Kirbys with the father's name as the Kirby, not Parkinson. That can be explained as they were very young when their mum married the Kirby.
The two Kirby kids marry with their real names.
One of the Raine kids dies before adulthood as a Rayne (which is a variation). The other three kids all marry in the 1870s as Kirbys. One listed their dad as Aaron Raine Kirby, one simply as Aaron Kirby (Aaron was the name of the Raine). There was no falling out with the dad as he's on living with one of the kids in the q881 census and a few of his kids give their children Aaron as a middle name.
Hannah dies as a Kirby in 1866, not Raine, which is what she was on the censuses.
Even more odd is that one of the Parkinson women, who changed her name to Kirby before marriage, has kids to a Bulmer. A few of her kids then change their name to Kirby during their adulthood and call their family kirby (or Bulmer-Kirby).
Is there any explanation for why they'd do this?
They were all poor, illiterate labourers so there seems to be no monetary gain from it.