Inspect Data Types
Explore how to inspect and understand data types in pandas DataFrames. Learn to identify and convert incorrect data types to avoid errors, perform suitable operations, and optimize memory usage, enhancing your data manipulation skills in Python.
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Motivation
There are several reasons why it’s important to check and understand the data types in our data:
Certain operations and functions can only be applied to certain data types. For example, mathematical operations can only be performed on numerical data, and alphabetical sorting can only be performed on string (text) data.
Some machine learning models can only receive certain compatible data types as input.
Memory usage (in certain occasions) can potentially be reduced by using data types that require less memory for storage.
Errors and inconsistencies can be ...