Joseph married Sarah Weld Dana on 13 Aug 1819 in Boston, Suffolk, Massachusetts, USA. Sarah (daughter of Caleb Dana and Elizabeth Weld) was born on 20 Mar 1793 in Brighton, Suffolk, Massachusetts, USA; died on 27 Mar 1859 in Scituate, Plymouth, Massachusetts, USA; was buried in Groveland Cemetery, Scituate, Plymouth, Massachusetts, USA. [Group Sheet] [Family Chart]

1. Sarah Weld Bailey was born on 17 Jul 1820 in Scituate, Plymouth, Massachusetts, USA; died on 18 Sep 1822 in Scituate, Plymouth, Massachusetts, USA.
2. Joseph Bailey, Jr. was born on 10 Sep 1822 in Scituate, Plymouth, Massachusetts, USA; died on 26 Jun 1903 in Scituate, Plymouth, Massachusetts, USA; was buried in Cudworth Cemetery, Scituate, Plymouth, Massachusetts, USA.
3. Benjamin Franklin Bailey was born on 8 Jul 1824 in Scituate, Plymouth, Massachusetts, USA; died on 30 Sep 1899 in Milton, Norfolk, Massachusetts, USA; was buried in Pine Grove Cemetery, Lynn, Essex, Massachusetts, USA.
4. Thomas Weld Bailey was born on 9 May 1827 in Scituate, Plymouth, Massachusetts, USA; died after 1855.
5. Willliam Francis Bailey was born on 5 Sep 1829 in Dorchester, Suffolk, Massachusetts, USA; died on 9 May 1833 in Dorchester, Suffolk, Massachusetts, USA.
6. Mary Louisa Bailey was born on 24 Aug 1833 in Dorchester, Suffolk, Massachusetts, USA; died on 30 Apr 1834 in Dorchester, Suffolk, Massachusetts, USA.
7. William Caleb Bailey was born on 13 Jan 1835 in Dorchester, Suffolk, Massachusetts, USA; died in 1922 in Boston, Suffolk, Massachusetts, USA.