What is the best python approach/model for clustering dataset with many discrete and categorical variables?

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Age Gender BusinessTravel Department Distance Education MaritalStatus Salary YearsWorked Satisfaction
41 Female Frequent Sales 12 5 Married 5000 4 4
24 Male Rarely HR 22 4 Single 3400 1 3

Satisfaction - Scale from 1 to 5, 5 is the most satisfied.

Distance - Distance from home to workplace

Above is a sample of the data.

Would Kmeans or Kmodes be appropriate for such a dataset?

Thank you for any answers in advance.

data-science scikit-learn cluster-analysis python
1 Answers

Kmean clustering would not be ideal as it cannot handle discrete data

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