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    Data Science pipeline is as follows:

    We will go from data discovery to visualizing and communicating the data analysis. This end to end project includes:

    Data Discovery involving collection of data about the City of Chicago(demographic, business, land-use etc.) from different sources.

    To speed up data analysis task the Data Extraction is done in which data is cleaned to retrieve relevant information.

    Then comes the task of integrating data and performing analysis to get useful insights and conclusions about the data.

    To ensure the quality of data for its usefulness and correctness Data Validation and Testing is performed.

    And ultimately Data Visualization helps to convey the information clearly and efficiently as a form of visual communication.

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