Upload extra parameters and metrics

bng_echoMonths_xgboost_seed_290/extra_params.json

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+{
+    "Lpls_beta": 0.12171555715711446
+}

bng_echoMonths_xgboost_seed_290/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+still_alive,0.0619812,0.07635552,0.12926137,0.07345632,0.068011045,0.065095566
+age,0.0852279,0.052595604,0.102624096,0.08028872,0.09764121,0.044555906
+pericardial,0.086858325,0.057923768,0.090069264,0.10739572,0.07095768,0.037711326
+fractional,0.10410717,0.060103964,0.107844286,0.08782281,0.11887535,0.05004828
+epss,0.12652941,0.06252704,0.13603188,0.07598432,0.12798895,0.055141464
+lvdd,0.116083205,0.04822496,0.12585947,0.07831918,0.1310434,0.04716826
+wall_score,0.13979602,0.055597268,0.11368031,0.0860004,0.12907003,0.0497069
+wall_index,0.12892403,0.05611374,0.10429019,0.100606374,0.13580973,0.050586376
+alive_at_1,0.14564325,0.5197888,0.078296624,0.29039752,0.11555017,0.5766329
+cpu_training_time,0.00019317112,0.0002047462,0.0007752942,0.00034863898,0.00014316695,0.0008181773
+cpu_prediction_time,0.00025733846,0.00055061077,0.00096824445,0.0010409855,0.0002954296,0.0015570543
+memory_usage,0.000611304,0.00067748973,0.0017645035,0.0016860735,0.0005557213,0.0011616362
+max_depth,0.00050591386,0.00057749124,0.0010924019,0.0015415595,0.0004561517,0.0005159784
+learning_rate,0.0007604806,0.002851034,0.0023993629,0.0023721978,0.0010687477,0.007881799
+n_estimators,0.00057731295,0.0029956943,0.0013976523,0.00064800726,0.00031868866,0.007613284
+model_CatBoostRegressor,0.0003918165,0.00054675055,0.0009171426,0.00075921166,0.00037023128,0.00056410406
+model_DecisionTreeRegressor,0.0,0.0,0.0,0.008694493,0.0,0.00057862024
+model_LGBMRegressor,0.00041020193,0.00038378738,0.0005877318,0.00039818356,0.00024512954,0.00077108055
+model_RandomForestRegressor,0.00036755405,0.0005099388,0.0006464628,0.0005647189,0.00030266133,0.00090880605
+model_XGBRegressor,0.0007744482,0.0014718655,0.0014936564,0.0016745096,0.0012964011,0.000982544

bng_echoMonths_xgboost_seed_290/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 11.59991272584837,
+            "MAPE": 1.1946707359456306,
+            "R2": 0.009693752297815217,
+            "Pearson": 0.3156188001576039,
+            "Spearman": 0.21852419638681586
+        },
+        "validation": {
+            "RMSE": 11.488191662104107,
+            "MAPE": 1.2113857358092213,
+            "R2": -0.0011294225503934996,
+            "Pearson": -0.03568841957442828,
+            "Spearman": -0.032682282287886735
+        },
+        "test": {
+            "RMSE": 11.534818397296853,
+            "MAPE": 1.0879918985176738,
+            "R2": -0.0006402102121239039,
+            "Pearson": 0.04256952589851491,
+            "Spearman": 0.02943647868936683
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 5.931747870865354,
+            "MAPE": 11.139290245687837,
+            "R2": 0.35353830120715557,
+            "Pearson": 0.6842372204529218,
+            "Spearman": 0.6368448690706159
+        },
+        "validation": {
+            "RMSE": 7.082442424118008,
+            "MAPE": 8.068800478184372,
+            "R2": 0.0731405511956903,
+            "Pearson": 0.27197644429592016,
+            "Spearman": 0.31289322840722555
+        },
+        "test": {
+            "RMSE": 7.004698322711716,
+            "MAPE": 6.833368244512131,
+            "R2": 0.0712039635690831,
+            "Pearson": 0.26894277469394096,
+            "Spearman": 0.3136593826283098
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 248.29666790868075,
+            "MAPE": 1820408.729153161,
+            "R2": 0.03755917748869142,
+            "Pearson": 0.5064484896486007,
+            "Spearman": 0.2258518941753469
+        },
+        "validation": {
+            "RMSE": 249.70204886375862,
+            "MAPE": 35593.08749507679,
+            "R2": 0.00043393951409775866,
+            "Pearson": 0.028539794596663347,
+            "Spearman": 0.0039904084303209394
+        },
+        "test": {
+            "RMSE": 248.32231576386945,
+            "MAPE": 25136.231648249537,
+            "R2": -0.0035587060624453493,
+            "Pearson": -0.014456548974443142,
+            "Spearman": 0.004070770816436762
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 208.35555166180632,
+            "MAPE": 13363410.53690026,
+            "R2": 0.054258298769955804,
+            "Pearson": 0.6123980426092859,
+            "Spearman": 0.4349340683482646
+        },
+        "validation": {
+            "RMSE": 212.27155492115855,
+            "MAPE": 294519.34672183,
+            "R2": 0.0021376713304470663,
+            "Pearson": 0.05144217709916472,
+            "Spearman": 0.2979411296587231
+        },
+        "test": {
+            "RMSE": 208.88416058500644,
+            "MAPE": 170629.67053694086,
+            "R2": 0.004080208192305257,
+            "Pearson": 0.06746190891411016,
+            "Spearman": 0.24782066301909542
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.5091173542998488,
+            "MAPE": 1.1545428874476595,
+            "R2": 0.010190033021124312,
+            "Pearson": 0.32327129019798034,
+            "Spearman": 0.26720804053114355
+        },
+        "validation": {
+            "RMSE": 0.5044764797562733,
+            "MAPE": 1.0883666410597672,
+            "R2": 0.0008588114425122084,
+            "Pearson": 0.03615910481696441,
+            "Spearman": 0.04708609843138158
+        },
+        "test": {
+            "RMSE": 0.5097303442414645,
+            "MAPE": 1.0754607261657232,
+            "R2": -0.0011754492172868503,
+            "Pearson": 0.022765949617155903,
+            "Spearman": 0.026268477432400954
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.20036504216681386,
+            "MAPE": 7.959761416202174,
+            "R2": 0.4562741053370938,
+            "Pearson": 0.7350866617310226,
+            "Spearman": 0.7413213508068436
+        },
+        "validation": {
+            "RMSE": 0.2574916632407702,
+            "MAPE": 6.383081882340914,
+            "R2": 0.10878471382519861,
+            "Pearson": 0.3320361882937842,
+            "Spearman": 0.31254091929332795
+        },
+        "test": {
+            "RMSE": 0.25530415483791247,
+            "MAPE": 5.235562304472892,
+            "R2": 0.11186390680807579,
+            "Pearson": 0.3354738158701248,
+            "Spearman": 0.33058312864145845
+        }
+    }
+}