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+ {
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+ "numeric": [
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+ "grade_level",
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+ "attendance",
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+ "hours_studied",
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+ "quizzes_avg",
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+ "confidence"
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+ ],
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+ "categorical": [
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+ "subject",
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+ "course_difficulty",
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+ "group_or_solo"
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+ ],
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+ "target": "final_grade",
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+ "notes": "attendance expected in 0\u20131 if applicable; categorical features are one-hot encoded."
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+ }