classification/mushroom/rules.json

{
    "rules": [
        {
            "rule": [
                [
                    6,
                    0.5,
                    true
                ],
                [
                    11,
                    0.5,
                    false
                ],
                [
                    17,
                    0.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 83.33,
            "support": 5
        },
        {
            "rule": [
                [
                    8,
                    7.5,
                    false
                ],
                [
                    4,
                    3.5,
                    true
                ],
                [
                    14,
                    6.5,
                    false
                ]
            ],
            "label": 0,
            "accuracy": 100.0,
            "support": 7
        },
        {
            "rule": [
                [
                    10,
                    -0.5,
                    true
                ],
                [
                    12,
                    1.5,
                    true
                ],
                [
                    13,
                    3.5,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 78.45,
            "support": 79
        },
        {
            "rule": [
                [
                    13,
                    1.5,
                    true
                ],
                [
                    2,
                    3.5,
                    true
                ],
                [
                    19,
                    2.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 64.29,
            "support": 66
        },
        {
            "rule": [
                [
                    1,
                    1.5,
                    false
                ],
                [
                    9,
                    0.5,
                    true
                ],
                [
                    7,
                    0.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 85.87,
            "support": 63
        },
        {
            "rule": [
                [
                    8,
                    7.5,
                    true
                ],
                [
                    12,
                    2.5,
                    false
                ],
                [
                    18,
                    1.0,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 100.0,
            "support": 77
        },
        {
            "rule": [
                [
                    19,
                    2.5,
                    false
                ],
                [
                    19,
                    5.5,
                    true
                ],
                [
                    8,
                    7.5,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 70.85,
            "support": 143
        },
        {
            "rule": [
                [
                    19,
                    2.5,
                    false
                ],
                [
                    19,
                    5.5,
                    true
                ],
                [
                    18,
                    2.5,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 89.46,
            "support": 245
        },
        {
            "rule": [
                [
                    13,
                    1.5,
                    false
                ],
                [
                    2,
                    0.5,
                    false
                ],
                [
                    1,
                    0.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 76.88,
            "support": 128
        },
        {
            "rule": [
                [
                    18,
                    0.5,
                    true
                ],
                [
                    8,
                    5.5,
                    false
                ],
                [
                    4,
                    4.0,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 98.31,
            "support": 37
        },
        {
            "rule": [
                [
                    13,
                    1.5,
                    false
                ],
                [
                    11,
                    1.0,
                    true
                ],
                [
                    1,
                    1.5,
                    false
                ]
            ],
            "label": 0,
            "accuracy": 100.0,
            "support": 18
        },
        {
            "rule": [
                [
                    4,
                    3.5,
                    true
                ],
                [
                    8,
                    0.5,
                    false
                ],
                [
                    20,
                    3.5,
                    false
                ]
            ],
            "label": 0,
            "accuracy": 99.3,
            "support": 95
        },
        {
            "rule": [
                [
                    18,
                    0.5,
                    true
                ],
                [
                    9,
                    0.5,
                    false
                ],
                [
                    12,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 94.03,
            "support": 124
        },
        {
            "rule": [
                [
                    20,
                    2.5,
                    false
                ],
                [
                    3,
                    0.5,
                    true
                ],
                [
                    1,
                    0.5,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 64.29,
            "support": 20
        },
        {
            "rule": [
                [
                    4,
                    3.5,
                    true
                ],
                [
                    7,
                    0.5,
                    false
                ],
                [
                    19,
                    4.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 100.0,
            "support": 232
        },
        {
            "rule": [
                [
                    19,
                    2.5,
                    true
                ],
                [
                    18,
                    0.5,
                    true
                ],
                [
                    2,
                    4.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 86.51,
            "support": 207
        },
        {
            "rule": [
                [
                    12,
                    2.5,
                    true
                ],
                [
                    19,
                    2.5,
                    true
                ],
                [
                    11,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 84.64,
            "support": 235
        },
        {
            "rule": [
                [
                    14,
                    2.5,
                    true
                ],
                [
                    10,
                    -0.5,
                    false
                ],
                [
                    18,
                    1.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 80.19,
            "support": 270
        },
        {
            "rule": [
                [
                    7,
                    0.5,
                    true
                ],
                [
                    18,
                    2.0,
                    true
                ],
                [
                    13,
                    1.0,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 82.8,
            "support": 101
        },
        {
            "rule": [
                [
                    19,
                    2.5,
                    true
                ],
                [
                    20,
                    0.5,
                    true
                ],
                [
                    18,
                    0.5,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 53.12,
            "support": 43
        }
    ],
    "rules_description": [
        "if (gill-spacing <= 0.5) and (stalk-surface-above-ring > 0.5) and (ring-number > 0.5) then class: p (proba: 83.33%) | based on 5 samples",
        "if (gill-color > 7.5) and (odor <= 3.5) and (stalk-color-below-ring > 6.5) then class: e (proba: 100.0%) | based on 7 samples",
        "if (stalk-root <= -0.5) and (stalk-surface-below-ring <= 1.5) and (stalk-color-above-ring <= 3.5) then class: p (proba: 78.45%) | based on 79 samples",
        "if (stalk-color-above-ring <= 1.5) and (cap-color <= 3.5) and (spore-print-color > 2.5) then class: p (proba: 64.29%) | based on 66 samples",
        "if (cap-surface > 1.5) and (stalk-shape <= 0.5) and (gill-size > 0.5) then class: p (proba: 85.87%) | based on 63 samples",
        "if (gill-color <= 7.5) and (stalk-surface-below-ring > 2.5) and (ring-type > 1.0) then class: p (proba: 100.0%) | based on 77 samples",
        "if (spore-print-color > 2.5) and (spore-print-color <= 5.5) and (gill-color <= 7.5) then class: p (proba: 70.85%) | based on 143 samples",
        "if (spore-print-color > 2.5) and (spore-print-color <= 5.5) and (ring-type <= 2.5) then class: p (proba: 89.46%) | based on 245 samples",
        "if (stalk-color-above-ring > 1.5) and (cap-color > 0.5) and (cap-surface > 0.5) then class: p (proba: 76.88%) | based on 128 samples",
        "if (ring-type <= 0.5) and (gill-color > 5.5) and (odor <= 4.0) then class: e (proba: 98.31%) | based on 37 samples",
        "if (stalk-color-above-ring > 1.5) and (stalk-surface-above-ring <= 1.0) and (cap-surface > 1.5) then class: e (proba: 100.0%) | based on 18 samples",
        "if (odor <= 3.5) and (gill-color > 0.5) and (population > 3.5) then class: e (proba: 99.3%) | based on 95 samples",
        "if (ring-type <= 0.5) and (stalk-shape > 0.5) and (stalk-surface-below-ring <= 0.5) then class: e (proba: 94.03%) | based on 124 samples",
        "if (population > 2.5) and (bruises%3F <= 0.5) and (cap-surface <= 0.5) then class: p (proba: 64.29%) | based on 20 samples",
        "if (odor <= 3.5) and (gill-size > 0.5) and (spore-print-color <= 4.5) then class: e (proba: 100.0%) | based on 232 samples",
        "if (spore-print-color <= 2.5) and (ring-type <= 0.5) and (cap-color <= 4.5) then class: e (proba: 86.51%) | based on 207 samples",
        "if (stalk-surface-below-ring <= 2.5) and (spore-print-color <= 2.5) and (stalk-surface-above-ring <= 0.5) then class: e (proba: 84.64%) | based on 235 samples",
        "if (stalk-color-below-ring <= 2.5) and (stalk-root > -0.5) and (ring-type <= 1.5) then class: e (proba: 80.19%) | based on 270 samples",
        "if (gill-size <= 0.5) and (ring-type <= 2.0) and (stalk-color-above-ring <= 1.0) then class: p (proba: 82.8%) | based on 101 samples",
        "if (spore-print-color <= 2.5) and (population <= 0.5) and (ring-type <= 0.5) then class: p (proba: 53.12%) | based on 43 samples"
    ],
    "config": {
        "n_trees": 20,
        "max_depth": 3,
        "max_features": 2,
        "used_data": 0.1
    }
}