How are multi-categorical variables used in multiple regression analysis?

Hello everyone,

I am working on the following file. I want to categorize absenteeism at my company as age, seniority, diagnosis, machine group, and month. I will use these parameters and perform multiple regression analysis, but when I separate them as follows, I cannot meet the sufficient assumptions for regression. How can I add dummy variables to this file more effectively?

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