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In today's online landscape, data fuels everything. The web is a enormous repository of information, and web scraping offers a powerful method to tap into this wealth of knowledge. Data Cleaning By programmatically the process of collecting data from websites, we can {uncovervaluable insights, achieve a competitive edge, and inform better outcomes.