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population patterns, which are more pertinent for wider

demographic analysis. The dataset's initial condition, seen in Figure

4.24, showcases a wide array of columns. In contrast, Figure 4.25
illustrates the dataset after undergoing cleaning, revealing a more

efficient column layout.

Figure 4.24 The population dataset before data cleaning.

Figure 4.25 The population dataset after data cleaning.

In the subsequent Python code, implemented in Visual Studio Code,

the Pandas library was employed to load the cleaned datasets. Figure
4.26 shows the snippet Python code for the data cleaning of the

datasets.

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