| Name | Spouse | Birth location | Birth date | Death date | Death location | Marriage date | Marriage location |
| Pansy Olive | | | 1919 | | | | |
| Patricia Ruth Olive | Palmer, James Fuller | | | | | | |
| Patrick Lynn Olive | | | January 19, 1972 | | | | |
| Patsey Olive | | | | | | | |
| Patsey Olive | | Chatham, North Carolina | December 21, 1805 | | | | |
| Patsey M. Olive | | | November 27, 1830 | April 20, 1834 | | | |
| Patsy Olive | | | | | | | |
| Patsy Olive | | | | | | | |
| Patsy Branch Olive | Payne, Jim R. | | | | | | |
| Patsy Gail Olive | Cushman, David Lee | Keo, Arkansas | March 30, 1942 | | | August 14, 1962 | |
| Pattie Lydia Olive | Black, Lionel | | November 19, 1878 | September 04, 1907 | | | |
| Paul Olive | | | | | | | |
| Paul Eugene Olive | | Kenny, Illinois | November 08, 1895 | | | | |
| Paul N. Olive, Jr. | | | | | | | |
| Paul N. Olive, Sr. | Prosek, Marie | | | | | | |
| Paul Smith Olive | Gottman, Anna | Altus, Oklahoma | January 09, 1910 | | | | Yuma, Arizonia |
| Pearl Olive | | | | | | | |
| Pearl Olive | | | | | | | |
| Pearl Olive | | | | | | | |
| Pearl Olive | | Alabama | Abt. 1879 | | | | |
| Pearl Washington Olive | | | | | North Carolina | | |
| Penalopy Ann (Penny) Olive | Lawrence, Thompson | | April 10, 1838 | | | | |
| Percy Olive | | | | | | | |
| Percy Johnson Olive | Carter, Grace | | February 27, 1875 | June 18, 1931 | | November 12, 1913 | |
| Percy Johnson Olive III | | | November 01, 1950 | | | | |
| Percy Johnson Olive, Jr. | Eastman, Thelma | | November 10, 1919 | | | | |
| Percy Wingate Olive, Jr. | | | April 21, 1910 | | | | |
| Permalia Frances (Fannie) Olive | Davis, Rufus | | December 30, 1859 | | | | |
| Phillip Michael Olive | | Altus, Oklahoma | November 04, 1947 | | | | |
| Phoebe Olive | Olive, Richard | | | | | | |
| Price Olive | | | | | | | |
| Price Olive | | | | | | | |
| Proctor Charles (Charlie) Olive | Corry, Velma | Mars Hill, Ar | December 28, 1901 | September 17, 1983 | Marshall, Texas | | |
| Pugh Houston Olive | Defoe, Ellen | | July 04, 1861 | | | | |
| Queen Olive | Spies | | | | | | |
| Quintina (Tina) Olive | Norton, Wylan | Georgia | 1852 | | | | |
| R. B. Olive | Ewing, Myrna | | | | | | |
| R. M. (Pete) Olive | (Olive), Ramona | Eldorado, Oklahoma | January 21, 1917 | | | | Las Vegas, New Mexico |
| Rachel Olive | Wilson, Samuel | Wake County, North Carolina | | | | September 24, 1813 | Wake County, North Carolina |
| Rachel Olive | Goodwin, Clarence | Apex, Wake County, North Carolina | | | | | |
| Rachel Olive | Smith, William F. | | | | Raleigh, North Carolina | December 25, 1813 | Raleigh, North Carolina |
| Rachel Ann Olive | Hardwick, Ellison B. | Wake County North Carolina | 1830 | | Laudercale County, Alabama | December 16, 1946 | Alabama |
| Raleigh Olive | | | | | | | |
| Raleigh Bryce Olive | | | September 19, 1928 | | | | |
| Ralph Olive | | | | | | | |
| Ralph Olive | | | | | | | |
| Ralph Olive | Carbou, Ernestine | | 1900 | 1955 | | | |
| Ralph Olive, Jr. | | | | | | | |
| Randy Olive | (Olive), Victoria | | | | | | |
| Raquel Ann Olive | | | June 06, 1976 | | | | |