mirror of
https://github.com/RYDE-WORK/lnp_ml.git
synced 2026-03-21 09:36:32 +08:00
294 lines
7.2 KiB
JSON
294 lines
7.2 KiB
JSON
{
|
|
"fold_results": [
|
|
{
|
|
"fold_idx": 0,
|
|
"n_samples": 87,
|
|
"size": {
|
|
"n": 87,
|
|
"rmse": 0.5578980261231201,
|
|
"mae": 0.293820194814397,
|
|
"r2": -0.16350852977979646
|
|
},
|
|
"delivery": {
|
|
"n": 64,
|
|
"rmse": 1.4180242556680394,
|
|
"mae": 0.489678907149937,
|
|
"r2": 0.006066588761596381
|
|
},
|
|
"pdi": {
|
|
"n": 87,
|
|
"accuracy": 0.7011494252873564,
|
|
"precision": 0.382983682983683,
|
|
"recall": 0.3981244671781756,
|
|
"f1": 0.38831483607603007
|
|
},
|
|
"ee": {
|
|
"n": 87,
|
|
"accuracy": 0.6206896551724138,
|
|
"precision": 0.4700393567388641,
|
|
"recall": 0.5084656084656085,
|
|
"f1": 0.4656627032698024
|
|
},
|
|
"toxic": {
|
|
"n": 65,
|
|
"accuracy": 0.9846153846153847,
|
|
"precision": 0.9918032786885246,
|
|
"recall": 0.9,
|
|
"f1": 0.9403122130394859
|
|
},
|
|
"biodist": {
|
|
"n": 65,
|
|
"kl_divergence": 0.20084619060054956,
|
|
"js_divergence": 0.048292698388857934
|
|
}
|
|
},
|
|
{
|
|
"fold_idx": 1,
|
|
"n_samples": 87,
|
|
"size": {
|
|
"n": 87,
|
|
"rmse": 0.40406802223294774,
|
|
"mae": 0.2981993521767101,
|
|
"r2": 0.09717283856858072
|
|
},
|
|
"delivery": {
|
|
"n": 58,
|
|
"rmse": 0.545857341773909,
|
|
"mae": 0.3866841504832023,
|
|
"r2": 0.39045172405838346
|
|
},
|
|
"pdi": {
|
|
"n": 87,
|
|
"accuracy": 0.8045977011494253,
|
|
"precision": 0.49282452707110247,
|
|
"recall": 0.45567765567765567,
|
|
"f1": 0.4661145617667357
|
|
},
|
|
"ee": {
|
|
"n": 87,
|
|
"accuracy": 0.7241379310344828,
|
|
"precision": 0.7064586357039188,
|
|
"recall": 0.6503496503496503,
|
|
"f1": 0.6654761904761903
|
|
},
|
|
"toxic": {
|
|
"n": 59,
|
|
"accuracy": 0.9830508474576272,
|
|
"precision": 0.9912280701754386,
|
|
"recall": 0.8333333333333333,
|
|
"f1": 0.8955752212389381
|
|
},
|
|
"biodist": {
|
|
"n": 58,
|
|
"kl_divergence": 0.185822128176519,
|
|
"js_divergence": 0.049566546350752166
|
|
}
|
|
},
|
|
{
|
|
"fold_idx": 2,
|
|
"n_samples": 87,
|
|
"size": {
|
|
"n": 86,
|
|
"rmse": 0.5861093745094258,
|
|
"mae": 0.35274335949919944,
|
|
"r2": -0.3079648452189143
|
|
},
|
|
"delivery": {
|
|
"n": 61,
|
|
"rmse": 0.5034529339588798,
|
|
"mae": 0.3725305872618175,
|
|
"r2": 0.596618413667312
|
|
},
|
|
"pdi": {
|
|
"n": 87,
|
|
"accuracy": 0.7701149425287356,
|
|
"precision": 0.7266666666666666,
|
|
"recall": 0.6349206349206349,
|
|
"f1": 0.6497584541062802
|
|
},
|
|
"ee": {
|
|
"n": 87,
|
|
"accuracy": 0.5172413793103449,
|
|
"precision": 0.43155828639699606,
|
|
"recall": 0.40000766812361016,
|
|
"f1": 0.3980599647266314
|
|
},
|
|
"toxic": {
|
|
"n": 61,
|
|
"accuracy": 1.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0
|
|
},
|
|
"biodist": {
|
|
"n": 61,
|
|
"kl_divergence": 0.2646404257700098,
|
|
"js_divergence": 0.07024299955112
|
|
}
|
|
},
|
|
{
|
|
"fold_idx": 3,
|
|
"n_samples": 86,
|
|
"size": {
|
|
"n": 86,
|
|
"rmse": 0.32742961478246685,
|
|
"mae": 0.25193805472795355,
|
|
"r2": -0.09589933555096875
|
|
},
|
|
"delivery": {
|
|
"n": 68,
|
|
"rmse": 0.7277366648519259,
|
|
"mae": 0.42998586144462664,
|
|
"r2": 0.4053674615039361
|
|
},
|
|
"pdi": {
|
|
"n": 86,
|
|
"accuracy": 0.7906976744186046,
|
|
"precision": 0.7513157894736842,
|
|
"recall": 0.6356534090909091,
|
|
"f1": 0.6544642857142857
|
|
},
|
|
"ee": {
|
|
"n": 86,
|
|
"accuracy": 0.7441860465116279,
|
|
"precision": 0.6962905144216474,
|
|
"recall": 0.6327243018419488,
|
|
"f1": 0.6557768628760061
|
|
},
|
|
"toxic": {
|
|
"n": 68,
|
|
"accuracy": 1.0,
|
|
"precision": 1.0,
|
|
"recall": 1.0,
|
|
"f1": 1.0
|
|
},
|
|
"biodist": {
|
|
"n": 68,
|
|
"kl_divergence": 0.3411994760293469,
|
|
"js_divergence": 0.07812197338009717
|
|
}
|
|
},
|
|
{
|
|
"fold_idx": 4,
|
|
"n_samples": 87,
|
|
"size": {
|
|
"n": 86,
|
|
"rmse": 0.28795189907825647,
|
|
"mae": 0.21156823080639506,
|
|
"r2": 0.2077479731717109
|
|
},
|
|
"delivery": {
|
|
"n": 59,
|
|
"rmse": 0.8048179107025805,
|
|
"mae": 0.5188011898327682,
|
|
"r2": 0.24048521206149798
|
|
},
|
|
"pdi": {
|
|
"n": 87,
|
|
"accuracy": 0.6896551724137931,
|
|
"precision": 0.4101075268817204,
|
|
"recall": 0.425,
|
|
"f1": 0.4174194267871083
|
|
},
|
|
"ee": {
|
|
"n": 87,
|
|
"accuracy": 0.7011494252873564,
|
|
"precision": 0.6600529100529101,
|
|
"recall": 0.581219806763285,
|
|
"f1": 0.5953238953238954
|
|
},
|
|
"toxic": {
|
|
"n": 60,
|
|
"accuracy": 0.95,
|
|
"precision": 0.8240740740740741,
|
|
"recall": 0.8818181818181818,
|
|
"f1": 0.8498748957464553
|
|
},
|
|
"biodist": {
|
|
"n": 59,
|
|
"kl_divergence": 0.207699088365002,
|
|
"js_divergence": 0.05288953180347253
|
|
}
|
|
}
|
|
],
|
|
"summary_stats": {
|
|
"size": {
|
|
"rmse_mean": 0.43269138734524343,
|
|
"rmse_std": 0.12005218734930377,
|
|
"r2_mean": -0.05249037976187758,
|
|
"r2_std": 0.18417364026118202
|
|
},
|
|
"delivery": {
|
|
"rmse_mean": 0.7999778213910669,
|
|
"rmse_std": 0.3285507063187239,
|
|
"r2_mean": 0.32779788001054516,
|
|
"r2_std": 0.19664259417310184
|
|
},
|
|
"pdi": {
|
|
"accuracy_mean": 0.751242983159583,
|
|
"accuracy_std": 0.04703609766404652,
|
|
"f1_mean": 0.515214312890088,
|
|
"f1_std": 0.11451705845950987
|
|
},
|
|
"ee": {
|
|
"accuracy_mean": 0.6614808874632452,
|
|
"accuracy_std": 0.08343692429542732,
|
|
"f1_mean": 0.5560599233345052,
|
|
"f1_std": 0.10638861908930271
|
|
},
|
|
"toxic": {
|
|
"accuracy_mean": 0.9835332464146024,
|
|
"accuracy_std": 0.018265761928954075,
|
|
"f1_mean": 0.9371524660049758,
|
|
"f1_std": 0.05874632007606866
|
|
},
|
|
"biodist": {
|
|
"kl_mean": 0.24004146178828548,
|
|
"kl_std": 0.05720155140134621,
|
|
"js_mean": 0.05982274989485996,
|
|
"js_std": 0.012080103435264247
|
|
}
|
|
},
|
|
"overall": {
|
|
"size": {
|
|
"n_samples": 432,
|
|
"mse": 0.20179930058631468,
|
|
"rmse": 0.44922077043065883,
|
|
"mae": 0.2817203010673876,
|
|
"r2": -0.09923811531698323
|
|
},
|
|
"delivery": {
|
|
"n_samples": 310,
|
|
"mse": 0.760202623547859,
|
|
"rmse": 0.8718959935381393,
|
|
"mae": 0.4398058238289049,
|
|
"r2": 0.23486100707044422
|
|
},
|
|
"pdi": {
|
|
"n_samples": 434,
|
|
"accuracy": 0.7511520737327189,
|
|
"precision": 0.3287852263755878,
|
|
"recall": 0.3184060228452752,
|
|
"f1": 0.3212571677885814
|
|
},
|
|
"ee": {
|
|
"n_samples": 434,
|
|
"accuracy": 0.6612903225806451,
|
|
"precision": 0.5836247086247086,
|
|
"recall": 0.5469842657342657,
|
|
"f1": 0.5597637622559741
|
|
},
|
|
"toxic": {
|
|
"n_samples": 313,
|
|
"accuracy": 0.9840255591054313,
|
|
"precision": 0.918076923076923,
|
|
"recall": 0.8895126612517916,
|
|
"f1": 0.9032337847028998
|
|
},
|
|
"biodist": {
|
|
"n_samples": 311,
|
|
"kl_divergence": 0.24254521665201,
|
|
"js_divergence": 0.06022985409160514
|
|
}
|
|
}
|
|
} |