Upload extra parameters and metrics

bng_echoMonths_xgboost_seed_420/extra_params.json

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+{
+    "Lpls_beta": 0.12171555715711446
+}

bng_echoMonths_xgboost_seed_420/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+still_alive,0.06277205,0.059386782,0.11624425,0.0680633,0.075591244,0.062118113
+age,0.08837228,0.0527987,0.10415113,0.08264272,0.10133882,0.0390083
+pericardial,0.08717547,0.06130333,0.08246329,0.09785787,0.08202844,0.029751807
+fractional,0.111320294,0.059379976,0.1154345,0.08660651,0.114532314,0.041306086
+epss,0.12519807,0.06563143,0.13582546,0.078629844,0.12387563,0.045732416
+lvdd,0.121845886,0.05214112,0.12690324,0.07805221,0.12850247,0.034459777
+wall_score,0.14756873,0.055735506,0.12598795,0.09022827,0.13344331,0.038337804
+wall_index,0.13461283,0.057844386,0.11043167,0.10913013,0.13374908,0.037984964
+alive_at_1,0.116225205,0.52572453,0.06858363,0.29711205,0.10137423,0.65431565
+cpu_training_time,0.00014381144,0.00046947703,0.00060863595,0.0006456925,0.00014473306,0.0005616176
+cpu_prediction_time,0.00024087336,0.00096591347,0.0011270554,0.00097592286,0.0003214776,0.0020167253
+memory_usage,0.00072191766,0.0007239636,0.001936061,0.0015692357,0.00055002834,0.0006775737
+max_depth,0.00046208888,0.00051199115,0.0013083485,0.0013283503,0.0005674461,0.0003805242
+learning_rate,0.0007994656,0.0018798138,0.0023749545,0.0021404945,0.00082072406,0.0062458105
+n_estimators,0.0004779139,0.0023808684,0.0012248683,0.0007946367,0.0011694342,0.0044521764
+model_CatBoostRegressor,0.00029412907,0.0004942334,0.0009230677,0.0007997447,0.00044493648,0.00042124855
+model_DecisionTreeRegressor,0.0005803936,0.0002400144,0.0013247451,0.0,0.00043568917,0.0003692172
+model_LGBMRegressor,0.00016703611,0.0004102336,0.0005320638,0.00040840835,0.00020535126,0.00037443024
+model_RandomForestRegressor,0.00043166266,0.00067103864,0.00072660553,0.0009615769,0.0003831071,0.0006797684
+model_XGBRegressor,0.0005898995,0.0013067027,0.0018884743,0.002053042,0.0005215315,0.00080606434

bng_echoMonths_xgboost_seed_420/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 11.60009812838278,
+            "MAPE": 1.196889684949846,
+            "R2": 0.009662095722494768,
+            "Pearson": 0.3151591104305028,
+            "Spearman": 0.2274893147109084
+        },
+        "validation": {
+            "RMSE": 11.485666723294687,
+            "MAPE": 1.1404674701049782,
+            "R2": -0.0006894032992108556,
+            "Pearson": -0.020668449674977704,
+            "Spearman": 0.004299356092276063
+        },
+        "test": {
+            "RMSE": 11.533697014582522,
+            "MAPE": 1.0884509209268518,
+            "R2": -0.0004456607961536019,
+            "Pearson": 0.04955879678988812,
+            "Spearman": 0.04986621858467647
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 5.473380896361559,
+            "MAPE": 10.083856509471708,
+            "R2": 0.44958688042441997,
+            "Pearson": 0.7366614452388198,
+            "Spearman": 0.6855964374912967
+        },
+        "validation": {
+            "RMSE": 7.076811721987377,
+            "MAPE": 7.8992791197353736,
+            "R2": 0.0746137138706735,
+            "Pearson": 0.2770726309173856,
+            "Spearman": 0.3212511327064838
+        },
+        "test": {
+            "RMSE": 7.041023286257225,
+            "MAPE": 6.660909576299499,
+            "R2": 0.061545885201069295,
+            "Pearson": 0.26489140002309464,
+            "Spearman": 0.3195367842658815
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 248.30533978490334,
+            "MAPE": 1808657.8230512121,
+            "R2": 0.03749194893100205,
+            "Pearson": 0.5078200907246675,
+            "Spearman": 0.232301758442544
+        },
+        "validation": {
+            "RMSE": 249.55726961410323,
+            "MAPE": 37353.53620943402,
+            "R2": 0.001592716312325937,
+            "Pearson": 0.04811919327926472,
+            "Spearman": 0.014716490422084288
+        },
+        "test": {
+            "RMSE": 248.4478349726028,
+            "MAPE": 25384.525245345056,
+            "R2": -0.004573497908568314,
+            "Pearson": -0.02953826226832897,
+            "Spearman": 0.015063143664868231
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 208.32475011004846,
+            "MAPE": 13363643.481037421,
+            "R2": 0.05453789927530506,
+            "Pearson": 0.6142847890658788,
+            "Spearman": 0.4356432857849096
+        },
+        "validation": {
+            "RMSE": 212.292339088037,
+            "MAPE": 294532.7439802484,
+            "R2": 0.0019422541676105132,
+            "Pearson": 0.049462956095849483,
+            "Spearman": 0.29464199686179643
+        },
+        "test": {
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+            "MAPE": 170458.9598577852,
+            "R2": 0.00371349518475117,
+            "Pearson": 0.06404557639413828,
+            "Spearman": 0.2464215494765678
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.5064152735939386,
+            "MAPE": 1.196213656100722,
+            "R2": 0.020668752596880502,
+            "Pearson": 0.41299047445985726,
+            "Spearman": 0.37009618505350644
+        },
+        "validation": {
+            "RMSE": 0.5046484844531746,
+            "MAPE": 1.1495521255915908,
+            "R2": 0.00017736728366168908,
+            "Pearson": 0.015865528586443464,
+            "Spearman": 0.03781775644419114
+        },
+        "test": {
+            "RMSE": 0.5090750225035402,
+            "MAPE": 1.1025769165629753,
+            "R2": 0.0013971670642830558,
+            "Pearson": 0.07300815687435437,
+            "Spearman": 0.07121403351412493
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.21469217888211709,
+            "MAPE": 8.708381787454234,
+            "R2": 0.37573561375217257,
+            "Pearson": 0.6844233579405428,
+            "Spearman": 0.6930405690819128
+        },
+        "validation": {
+            "RMSE": 0.2584951453263887,
+            "MAPE": 6.418865580663076,
+            "R2": 0.10182478970996944,
+            "Pearson": 0.32131519078869025,
+            "Spearman": 0.3096041557355476
+        },
+        "test": {
+            "RMSE": 0.25427354850633077,
+            "MAPE": 5.2157423242433625,
+            "R2": 0.11901985154488459,
+            "Pearson": 0.345838682787029,
+            "Spearman": 0.3414303016593946
+        }
+    }
+}