What form of government in which the people choose some of the officials?

democracy is incorrect, because there need not be a "leader" in a direct democracy. You are probably looking for "republic," in which certain persons represent their fellows, but you could also have an elected monarchy, an elected aristocracy, etc. It would depend only on the choice of the electorate. What actually needs improvement is the question.