classification/Bioresponse/rules.json

{
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    "rules_description": [
        "if (D741 > 0.054) and (D219 > 0.663) and (D1272 > 0.5) then class: 1 (proba: 100.0%) | based on 2 samples",
        "if (D86 > 0.166) and (D1723 <= 0.5) and (D103 <= 0.255) then class: 0 (proba: 75.0%) | based on 5 samples",
        "if (D5 > 0.162) and (D195 > 0.737) and (D15 <= 0.558) then class: 0 (proba: 66.67%) | based on 8 samples",
        "if (D598 <= 0.125) and (D701 <= 0.033) and (D1341 > 0.5) then class: 1 (proba: 75.0%) | based on 29 samples",
        "if (D451 <= 0.083) and (D1109 <= 0.5) and (D83 > 0.389) then class: 1 (proba: 77.27%) | based on 27 samples",
        "if (D99 <= 0.707) and (D1367 <= 0.5) and (D229 > 0.125) then class: 0 (proba: 82.98%) | based on 30 samples",
        "if (D56 <= 0.143) and (D48 > 0.068) and (D1464 <= 0.5) then class: 0 (proba: 70.05%) | based on 130 samples",
        "if (D1313 > 0.5) and (D1128 > 0.5) and (D1405 > 0.5) then class: 0 (proba: 75.0%) | based on 6 samples",
        "if (D660 <= 0.071) and (D74 > 0.202) and (D426 <= 0.188) then class: 0 (proba: 86.6%) | based on 65 samples",
        "if (D202 > 0.593) and (D613 > 0.062) and (D92 > 0.026) then class: 1 (proba: 100.0%) | based on 6 samples",
        "if (D84 <= 0.086) and (D103 > 0.377) and (D182 <= 0.315) then class: 0 (proba: 87.3%) | based on 32 samples",
        "if (D21 > 0.016) and (D39 <= 0.155) and (D10 > 0.14) then class: 0 (proba: 50.0%) | based on 31 samples",
        "if (D198 > 0.09) and (D560 <= 0.139) and (D504 <= 0.012) then class: 0 (proba: 86.67%) | based on 32 samples",
        "if (D177 <= 0.251) and (D755 <= 0.038) and (D202 > 0.81) then class: 0 (proba: 93.62%) | based on 27 samples",
        "if (D979 > 0.5) and (D1027 <= 0.5) and (D182 <= 0.217) then class: 0 (proba: 57.42%) | based on 163 samples",
        "if (D595 <= 0.15) and (D1223 <= 0.5) and (D5 > 0.165) then class: 0 (proba: 65.21%) | based on 279 samples",
        "if (D959 <= 0.5) and (D145 <= 0.163) and (D1216 <= 0.5) then class: 0 (proba: 64.11%) | based on 247 samples",
        "if (D100 > 0.728) and (D1450 <= 0.5) and (D118 > 0.784) then class: 1 (proba: 100.0%) | based on 1 samples",
        "if (D1069 <= 0.5) and (D427 <= 0.125) and (D74 <= 0.337) then class: 0 (proba: 55.78%) | based on 287 samples",
        "if (D659 > 0.219) and (D411 <= 0.125) and (D842 <= 0.083) then class: 1 (proba: 71.58%) | based on 185 samples"
    ],
    "config": {
        "n_trees": 20,
        "max_depth": 3,
        "max_features": 20,
        "used_data": 0.2
    }
}