In recent years by-elections have not occurred particularly frequently — only one in the 2002 - 2005 parliamentary term, and none in the 1999 - 2002 term. This is because most MPs who retire mid-term (most recently Labour MP Jim Sutton) are List MPs, and are simply replaced by the next member on their party list.
In the past it was not uncommon for an MP who died in office to be replaced with an immediate family member such as a brother, wife or son. This resulted in the election of the first woman MP Elizabeth McCombs (who was in turn succeeded by her son Terence McCombs) and the first woman National MP Mary Grigg; both of whom took over their husband's seat. This practice has however fallen out of favour since the 1970s.