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Classification models for multilevel data

I’m working on a machine learning project, classification to be precise. My dataset contains social, demographic and economic indexes for 217 countries, 60 years for each country. The target variable is binary. I want to train a random forest and xgboost model and I was wondering: can I train these models with Caret? Are they able to understand this structure, and handle multilevel data?

machine learning algorithms for multilevel data

I’m working on a machine learning project, and my dataset contains variables about social, demographic and economic aspects of 218 countries, ranging from 1960 to 2022. The data has very little number of missing values, most of them beign related to categorical variables. The target variable is a binary variable (Yes or No) that represents if the country has had at least one attempt of coup d’etat in a specific year, So I used machine learning models that handle multilevel data.