This page is mostly for my own personal reference, but if anyone else wants to browse the different Census records and have difficulty finding Dogsthorpe this may help.
The links probably won't work without a subscription to Ancestry.co.uk
1841 Census
County Northamptonshire, St John the Baptist (not Peterborough), District 10 and District 4.
1851 Census
Northamptonshire, Peterborough, District 8 (Bluebell page 8)
1861 Census
Northamptonshire, Peterborough, District 19.
1871 Census
Northamptonshire, Peterborough, District 23.
1881 Census
Northamptonshire, Peterborough, District 32.
1891 Census
Northamptonshire, Peterborough, District 27.
1901 Census
Northamptonshire, Peterborough, District 49.
1911 Census
Northamptonshire, Peterborough, District 31.