Upload extra parameters and metrics

swCSC_lr/extra_params.json

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+{
+    "Lpls_beta": 0.0015215022698272865
+}

swCSC_lr/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+AFP,-1.0568180837543744,1.1072176110381633,-1391.9924313113436,2209.6529344942796,-0.00048146919817588954,0.0003850640896347887
+FEh,-0.18952714340579646,0.22629547974604014,-1497.5749671952935,1524.8077844428813,-1.2980494968460428e-05,3.884676101879688e-05
+PT_D,-274.51121958899756,190.6522459734278,-1539337.7972844483,1275030.55242226,-0.03945422473634385,0.017914461294434775
+PT_P,-46.10361146005424,-75.163779801851,123561.82437818166,-509566.0157526047,-0.041275680422110016,0.007173718883459008
+PT_Unk,320.6148309667506,-115.48846598428482,1415775.9707345846,-765464.5349119789,0.08072990526195088,-0.02508818013564754
+FEM_A,96.23238181989387,-130.87671319133213,361699.39029505494,-593716.1339523466,0.046816204177168294,-0.037325815584557824
+FEM_C,230.95432118646397,272.88788056173667,-309447.43780330865,670411.3836995732,0.2192732541755631,0.1291164490816432
+FEM_CAE,-2.2737367544323206e-13,6.536993168992922e-13,-7.2177499532699585e-09,5.3551048040390015e-09,4.354155924701786e-16,1.5092094240998222e-16
+FEM_D,-396.1981199602685,-14.04456562201183,-503427.74037930305,411167.2782932294,-0.2429100186722852,-0.07229658096990126
+FEM_EO,69.0114169545466,-127.96660174883263,451175.7878906319,-487862.52804324066,-0.023179439680306693,-0.019494052527219093
+FEM_W,1.7053025658242404e-13,-2.842170943040401e-14,5.238689482212067e-10,1.4551915228366852e-10,5.551115123125783e-17,5.551115123125783e-17
+cpu_training_time,1.8317234494732618e-08,-2.2846037079747345e-08,4.196900194999993e-05,-9.773213887061845e-05,1.2605062312395757e-11,-7.531380429883726e-12
+cpu_prediction_time,-2.475885839200645e-07,1.4164392921154365e-06,-0.013615183749374841,0.010686984917318986,8.423085114828397e-10,5.291853850510426e-10
+memory_usage,-1.9655800569491664e-06,1.5457273485744137e-06,-0.005079239761184709,0.013647711992936759,-1.99871240794921e-09,2.4006534760930373e-10
+max_depth,1.4349737658550448,0.8566998963206606,14546.246158750186,-9024.591235028625,0.0001913566386936319,0.0008099530196008557
+learning_rate,201.7634959121657,-507.3496188395296,6415008.787408007,-5090639.448115379,-0.33859523160982197,-0.10348191382579364
+n_estimators,0.0021258994930142714,-0.04653425718066472,638.1488289994765,-481.9759872859153,-4.536483377689145e-05,-1.3307842519325226e-05
+model_CatBoostRegressor,-97.1565395577845,165.8795076992763,-2922331.2201273222,2172108.631842505,0.15420713897270885,0.015042416423676794
+model_DecisionTreeRegressor,218.89304443137166,-331.20599576313805,4557277.371515741,-3574510.521940361,-0.190236008498874,-0.05016914051728435
+model_LGBMRegressor,-144.08493239755222,369.8959920848283,-2938921.6905968734,2761847.8954856456,0.09109270092715605,0.11228746392521662
+model_RandomForestRegressor,184.84539047775027,-452.6484895928522,4413120.799632532,-3735874.769524364,-0.18885104104800746,-0.12271824834126786
+model_XGBRegressor,-162.4969629537857,248.07898557188645,-3109145.2604240878,2376428.7641365803,0.13378720964701687,0.045557508509658895

swCSC_lr/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 1084.8594047357667,
+            "MAPE": 10.290340367322083,
+            "R2": 0.2977558525003178,
+            "Pearson": 0.5456700949294524,
+            "Spearman": 0.2786828992994423
+        },
+        "test": {
+            "RMSE": 628.4909618326718,
+            "MAPE": 2.7041237939579155,
+            "R2": -1.0595307356474066,
+            "Pearson": 0.043205923395464696,
+            "Spearman": 0.24867529431732333
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 777.5515890646781,
+            "MAPE": 13.05468060693069,
+            "R2": 0.5020316956978665,
+            "Pearson": 0.7085419505561168,
+            "Spearman": 0.5786486608587567
+        },
+        "test": {
+            "RMSE": 481.6098047186142,
+            "MAPE": 4.031998229332631,
+            "R2": -2.100264297553567,
+            "Pearson": 0.25304854325820647,
+            "Spearman": 0.06182646830259378
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 5315362.276858587,
+            "MAPE": 419439.9691658965,
+            "R2": 0.29301525821179764,
+            "Pearson": 0.5413088381061201,
+            "Spearman": 0.19897234098141994
+        },
+        "test": {
+            "RMSE": 2141490.470311197,
+            "MAPE": 8099.292042245617,
+            "R2": -29.968047353400845,
+            "Pearson": -0.07885219784229093,
+            "Spearman": 0.23502615504694366
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 4999183.924372089,
+            "MAPE": 540230.1966641031,
+            "R2": 0.3524998794881352,
+            "Pearson": 0.5937170028625889,
+            "Spearman": 0.5580694727454765
+        },
+        "test": {
+            "RMSE": 2065790.5997489607,
+            "MAPE": 7022.438872092304,
+            "R2": -35.56105673680234,
+            "Pearson": 0.24866132127247534,
+            "Spearman": 0.08696461369548794
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.40239741647375854,
+            "MAPE": 4.824265912571528,
+            "R2": 0.19325890069073848,
+            "Pearson": 0.4396122162664939,
+            "Spearman": 0.317197149565466
+        },
+        "test": {
+            "RMSE": 0.32749119844391533,
+            "MAPE": 1.4415055008356554,
+            "R2": -0.2087193572729935,
+            "Pearson": -0.00954193238375002,
+            "Spearman": 0.07849307243433072
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.1987764213416569,
+            "MAPE": 8.804040304989744,
+            "R2": 0.49797532505307796,
+            "Pearson": 0.7056736675355529,
+            "Spearman": 0.5887884811458983
+        },
+        "test": {
+            "RMSE": 0.18198226717441274,
+            "MAPE": 2.8294304644439636,
+            "R2": -0.1435915905612013,
+            "Pearson": 0.2298685092802409,
+            "Spearman": 0.07990058343077353
+        }
+    }
+}