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Programming skills are necessary for data manipulation from "summary" of Data Science For Dummies by Lillian Pierson

To effectively manipulate data, one must possess programming skills. This is because data manipulation involves tasks such as cleaning, transforming, and analyzing data, all of which require the use of programming languages. Without the ability to write code, it would be challenging to perform these tasks efficiently and accurately. Programming skills allow data scientists to automate repetitive tasks, handle large datasets, and create complex data transformations. By using programming languages like Python, R, or SQL, data scientists can write scripts or programs to clean and preprocess data. These scripts can be used to remove missing values, standardize data formats, or...
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    Data Science For Dummies

    Lillian Pierson

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