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Abdul Karim Khan was born in Kairana village in Muzaffarnagar, Uttar Pradesh into a musical family which traced its roots to musician brothers Ghulam Ali and Ghulam Maula.
By the time he was 25, Date had already performed with Hridaynath Mangeshkar, Asha Bhosle, Usha Mangeshkar, Yashwant Deo, Suresh Wadkar, Ghulam Ali, Trilok Gurtu and others.
In 1805, the year of her father's death, she and her elder brother Mir Ghulam Ali, Sahib Allum, were sent to live with their grandfather Colonel James Kirkpatrick, in London and Keston, Kent, leaving their mother in India.