The opposition United Progressive Party campaigned on an anti-corruption platform they called "Government in the Sunshine."
Kapwepwe's life in UNIP began drawing to an end when he was linked with rumours of a new party called the United Progressive Party (UPP) that had been formed on the Copperbelt.
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Despite a scandal surrounding donations he had received from Texan businessman Robert Stafford, Joseph was selected to contest the seat of St Mary's North in the 2004 Antiguan general election, in which the ALP lost power, being replaced in government by the United Progressive Party (UPP) led by Baldwin Spencer.