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Miranda was born Maria do Carmo Miranda da Cunha in Varzea da Ovelha e Aliviada, a village in the northern Portuguese municipality of Marco de Canaveses. She was the second daughter of Jose Maria Pinto da Cunha (17 February 1887 - 21 June 1938) and Maria Emilia Miranda (10 March 1886, Rio de Janeiro - 9 November 1971). In 1909, when Miranda was ten months old, her father emigrated to Brazil and settled in Rio de Janeiro, where he opened a barber shop.

In The House Across the Bay (1940, produced by Walter Wanger and released by United Artists), Joan Bennett performed the Mirandaesque "Chula Chihuahua." Babes on Broadway's (1941) finale opens with "Bombshell from Brazil", where Mickey Rooney (dressed as Miranda) sings "Mamae Eu Quero". The finale of Time Out for Rhythm (1941) begins with the Three Stooges performing a rumba number; Curly Howard is dressed as Carmen Miranda. The United Fruit Company created a banana-woman character in 1944, Chiquita, whose fruit hat resembled Miranda's. In Mildred Pierce, Jo Ann Marlowe sings a Mirandaesque South American Way.  In "Be a Pal", a season-one episode of I Love Lucy, Lucille Ball imitates Miranda and lip-syncs to "Mamae Eu Quero". Caetano Veloso appeared dressed as Miranda in January 1972, in his first show after his return to Brazil from London.  Helena Solberg filmed a documentary, Carmen Miranda: Bananas is My Business, in 1995. Eduardo Dusek recorded a cover version of the song "Ta-Hi (Pra Voce Gostar de Mim)", written by Joubert de Carvalho and recorded by Miranda in 1930, for the 2003 telenovela Chocolate com Pimenta. In 2007, BBC Four produced Carmen Miranda - Beneath the Tutti Frutti Hat, a one-hour documentary which included interviews with biographer Ruy Castro, niece Carminha and Mickey Rooney. That year, singer Ivete Sangalo recorded a cover version of the song "Chica Chica Boom Chic" for the DVD MTV ao Vivo. For Miranda's centenary, Daniela Mercury recorded a "duet" with the singer on a cover of "O Que E Que A Baiana Tem?", which includes the original 1939 recording.  The romantic fantasy film The Shape of Water (2017) features Miranda's hit song "Chica Chica Boom Chic".

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Helena Solberg filmed a documentary, Carmen Miranda: Bananas is My Business,