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The Internet is used as a convenient channel for the distribution of information and resource sharing. This platform is made efficient and accessible by the use of search engines (electronic library) to effectively satisfy the needs of various users. Most URL are dishonest and sometimes position itself at the top of the engines. This work detects such malicious URLs using a built machine learning which we implemented to organize Uniform Resource Locator (URL) into two categories -trustworthydoi:10.30534/ijatcse/2020/243952020 fatcat:qpgmch6qwnewppr27j7kvjuuey