classification/PhishingWebsites/rules.json

{
    "rules": [
        {
            "rule": [
                [
                    7,
                    0.5,
                    false
                ],
                [
                    13,
                    0.5,
                    true
                ],
                [
                    24,
                    0.5,
                    false
                ]
            ],
            "label": 0,
            "accuracy": 98.61,
            "support": 48
        },
        {
            "rule": [
                [
                    7,
                    0.5,
                    true
                ],
                [
                    19,
                    0.5,
                    false
                ],
                [
                    12,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 96.67,
            "support": 19
        },
        {
            "rule": [
                [
                    18,
                    0.5,
                    false
                ],
                [
                    7,
                    0.5,
                    false
                ],
                [
                    25,
                    1.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 89.19,
            "support": 25
        },
        {
            "rule": [
                [
                    15,
                    0.5,
                    true
                ],
                [
                    5,
                    0.5,
                    true
                ],
                [
                    3,
                    0.5,
                    false
                ]
            ],
            "label": 0,
            "accuracy": 74.14,
            "support": 74
        },
        {
            "rule": [
                [
                    25,
                    1.5,
                    true
                ],
                [
                    23,
                    0.5,
                    false
                ],
                [
                    12,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 50.0,
            "support": 95
        },
        {
            "rule": [
                [
                    8,
                    0.5,
                    false
                ],
                [
                    25,
                    1.5,
                    true
                ],
                [
                    18,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 74.86,
            "support": 108
        },
        {
            "rule": [
                [
                    13,
                    0.5,
                    false
                ],
                [
                    17,
                    0.5,
                    false
                ],
                [
                    6,
                    1.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 88.97,
            "support": 188
        },
        {
            "rule": [
                [
                    14,
                    0.5,
                    false
                ],
                [
                    17,
                    0.5,
                    false
                ],
                [
                    7,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 91.69,
            "support": 199
        },
        {
            "rule": [
                [
                    6,
                    1.5,
                    true
                ],
                [
                    14,
                    0.5,
                    false
                ],
                [
                    25,
                    1.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 57.03,
            "support": 163
        },
        {
            "rule": [
                [
                    5,
                    0.5,
                    true
                ],
                [
                    7,
                    0.5,
                    false
                ],
                [
                    6,
                    1.5,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 56.23,
            "support": 226
        },
        {
            "rule": [
                [
                    13,
                    0.5,
                    false
                ],
                [
                    17,
                    0.5,
                    false
                ],
                [
                    23,
                    0.5,
                    true
                ]
            ],
            "label": 1,
            "accuracy": 65.52,
            "support": 182
        },
        {
            "rule": [
                [
                    14,
                    0.5,
                    false
                ],
                [
                    8,
                    0.5,
                    true
                ],
                [
                    13,
                    0.5,
                    false
                ]
            ],
            "label": 1,
            "accuracy": 72.7,
            "support": 239
        },
        {
            "rule": [
                [
                    13,
                    0.5,
                    true
                ],
                [
                    28,
                    0.5,
                    true
                ],
                [
                    7,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 100.0,
            "support": 65
        },
        {
            "rule": [
                [
                    5,
                    0.5,
                    true
                ],
                [
                    14,
                    0.5,
                    true
                ],
                [
                    4,
                    0.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 77.19,
            "support": 34
        },
        {
            "rule": [
                [
                    5,
                    0.5,
                    true
                ],
                [
                    28,
                    1.5,
                    true
                ],
                [
                    25,
                    1.5,
                    true
                ]
            ],
            "label": 0,
            "accuracy": 75.35,
            "support": 327
        }
    ],
    "rules_description": [
        "if (SSLfinal_State > 0.5) and (URL_of_Anchor <= 0.5) and (DNSRecord > 0.5) then class: -1 (proba: 98.61%) | based on 48 samples",
        "if (SSLfinal_State <= 0.5) and (on_mouseover > 0.5) and (Request_URL <= 0.5) then class: -1 (proba: 96.67%) | based on 19 samples",
        "if (Redirect > 0.5) and (SSLfinal_State > 0.5) and (web_traffic > 1.5) then class: 1 (proba: 89.19%) | based on 25 samples",
        "if (SFH <= 0.5) and (Prefix_Suffix <= 0.5) and (having_At_Symbol > 0.5) then class: -1 (proba: 74.14%) | based on 74 samples",
        "if (web_traffic <= 1.5) and (age_of_domain > 0.5) and (Request_URL <= 0.5) then class: -1 (proba: 50.0%) | based on 95 samples",
        "if (Domain_registeration_length > 0.5) and (web_traffic <= 1.5) and (Redirect <= 0.5) then class: -1 (proba: 74.86%) | based on 108 samples",
        "if (URL_of_Anchor > 0.5) and (Abnormal_URL > 0.5) and (having_Sub_Domain > 1.5) then class: 1 (proba: 88.97%) | based on 188 samples",
        "if (Links_in_tags > 0.5) and (Abnormal_URL > 0.5) and (SSLfinal_State <= 0.5) then class: -1 (proba: 91.69%) | based on 199 samples",
        "if (having_Sub_Domain <= 1.5) and (Links_in_tags > 0.5) and (web_traffic > 1.5) then class: 1 (proba: 57.03%) | based on 163 samples",
        "if (Prefix_Suffix <= 0.5) and (SSLfinal_State > 0.5) and (having_Sub_Domain <= 1.5) then class: 1 (proba: 56.23%) | based on 226 samples",
        "if (URL_of_Anchor > 0.5) and (Abnormal_URL > 0.5) and (age_of_domain <= 0.5) then class: 1 (proba: 65.52%) | based on 182 samples",
        "if (Links_in_tags > 0.5) and (Domain_registeration_length <= 0.5) and (URL_of_Anchor > 0.5) then class: 1 (proba: 72.7%) | based on 239 samples",
        "if (URL_of_Anchor <= 0.5) and (Links_pointing_to_page <= 0.5) and (SSLfinal_State <= 0.5) then class: -1 (proba: 100.0%) | based on 65 samples",
        "if (Prefix_Suffix <= 0.5) and (Links_in_tags <= 0.5) and (double_slash_redirecting <= 0.5) then class: -1 (proba: 77.19%) | based on 34 samples",
        "if (Prefix_Suffix <= 0.5) and (Links_pointing_to_page <= 1.5) and (web_traffic <= 1.5) then class: -1 (proba: 75.35%) | based on 327 samples"
    ],
    "config": {
        "n_trees": 15,
        "max_depth": 3,
        "max_features": 4,
        "used_data": 0.1
    }
}