{
    "sklearn": {
        "columns": [
            "school",
            "sex",
            "age",
            "address",
            "famsize",
            "Pstatus",
            "Medu",
            "Fedu",
            "Mjob",
            "Fjob",
            "reason",
            "guardian",
            "traveltime",
            "studytime",
            "failures",
            "schoolsup",
            "famsup",
            "paid",
            "activities",
            "nursery",
            "higher",
            "internet",
            "romantic",
            "famrel",
            "freetime",
            "goout",
            "Walc",
            "health",
            "absences",
            "G1",
            "G2",
            "G3"
        ],
        "environment": [
            "scikit-learn=1.0.2, xgboost=1.7.3"
        ],
        "example_input": {
            "Fedu": [
                3,
                3,
                3
            ],
            "Fjob": [
                "other",
                "other",
                "services"
            ],
            "G1": [
                12,
                13,
                8
            ],
            "G2": [
                13,
                14,
                7
            ],
            "G3": [
                12,
                14,
                0
            ],
            "Medu": [
                3,
                2,
                1
            ],
            "Mjob": [
                "services",
                "other",
                "at_home"
            ],
            "Pstatus": [
                "T",
                "T",
                "T"
            ],
            "Walc": [
                2,
                1,
                1
            ],
            "absences": [
                2,
                0,
                0
            ],
            "activities": [
                "yes",
                "no",
                "yes"
            ],
            "address": [
                "U",
                "U",
                "U"
            ],
            "age": [
                16,
                16,
                16
            ],
            "failures": [
                0,
                0,
                3
            ],
            "famrel": [
                4,
                5,
                4
            ],
            "famsize": [
                "GT3",
                "GT3",
                "GT3"
            ],
            "famsup": [
                "no",
                "no",
                "no"
            ],
            "freetime": [
                2,
                3,
                3
            ],
            "goout": [
                3,
                3,
                5
            ],
            "guardian": [
                "mother",
                "father",
                "mother"
            ],
            "health": [
                3,
                3,
                3
            ],
            "higher": [
                "yes",
                "yes",
                "yes"
            ],
            "internet": [
                "yes",
                "yes",
                "yes"
            ],
            "nursery": [
                "yes",
                "yes",
                "no"
            ],
            "paid": [
                "yes",
                "no",
                "no"
            ],
            "reason": [
                "home",
                "home",
                "home"
            ],
            "romantic": [
                "yes",
                "no",
                "yes"
            ],
            "school": [
                "GP",
                "GP",
                "GP"
            ],
            "schoolsup": [
                "no",
                "no",
                "no"
            ],
            "sex": [
                "M",
                "M",
                "F"
            ],
            "studytime": [
                2,
                1,
                2
            ],
            "traveltime": [
                1,
                2,
                1
            ]
        },
        "model": {
            "file": "model.pkl"
        },
        "model_format": "pickle",
        "task": "tabular-regression"
    }
}