I want to conduct the factor analysis for the dataset as the photo, the dataset includes both numerical variables and category variables, so I may need to only pick up the numerical variables for the analysis.

Please give me the whole Python code for that $($not just the steps, but the code can get the result directly$),$ including the code for dealing with the missing values, and plot the results. Thank you!:$)$