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This looks like a multinomial regression problem to me. I.e, a logistic regression with more than two choices. Say, choice ~ income, age, zip code, distance to next bus stop, ..... and choice being one of bus / bike / car / walk Maybe the following posts are helpful: http://www.jameskeirstead.ca/blog/how-to-multinomial-regression-models-in-r/ ...

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