Claim: The Black Eyed Peas performed "My Humps".

The Black Eyed Peas -LRB- originally simply Black Eyed Peas -RRB- is an American group , consisting of rappers will.i.am , apl.de.ap , Taboo , and singer Fergie . Originally an alternative hip hop group , they subsequently changed their musical sound to pop and dance-pop music . Although the group was founded in Los Angeles in 1995 , it was not until the release of their third album Elephunk in 2003 that they achieved high record sales . Since that time , the group has sold an estimated 76 million records -LRB- 35 million albums and 41 million singles -RRB- , making them one of the world 's best-selling groups of all time . According to Nielsen SoundScan , the Black Eyed Peas were the second-best-selling artist/group of all time for downloaded tracks , with over 42 million sales as of the end of 2011 .   Their first major hit was the 2003 single `` Where Is the Love ? '' from Elephunk , which topped the charts in 13 countries , including the United Kingdom , where it spent seven weeks at number one and went on to become Britain 's biggest selling single of 2003 . Another European hit single from the album was `` Shut Up '' . Their fourth album , Monkey Business , was an even bigger worldwide success , certified 4 × Platinum in the U.S. , and spawning four singles , `` Do n't Phunk with My Heart '' , `` Do n't Lie '' , `` My Humps '' and `` Pump It '' . In 2009 , the group became one of only 11 artists to have simultaneously held the No. 1 and No. 2 spots on the Billboard Hot 100 , with their singles `` Boom Boom Pow '' and `` I Got ta Feeling '' , which topped the chart for an unprecedented 26 consecutive weeks . This album The E.N.D later produced a third Hot 100 number-one placement with `` Imma Be '' , making the group one of few to ever place three number one singles on the chart from the same album , before being followed with `` Rock That Body '' and `` Meet Me Halfway '' , which peaked in the Top 10 of the Hot 100 . `` I Got ta Feeling '' became the first single to sell more than one million downloads in the United Kingdom .   The Black Eyed Peas were ranked 12th on Billboards Decade-End Chart Artist of the Decade , and 7th in the Hot 100 Artists of the Decade . At the 52nd Grammy Awards ceremony , held in January 2010 , they won three awards out of six nominations . In November 2010 , they released the album The Beginning . In February 2011 , the group performed at the Super Bowl XLV halftime show . Long-standing member , Fergie left the group in 2017 .