Upload 3 files

auction_verification_lr/extra_params.json

@@ -0,0 +1,3 @@
+{
+    "Lpls_beta": 0.6849528085607285
+}

auction_verification_lr/feature_importance.csv

@@ -0,0 +1,22 @@
+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+Length,7.770861856485589,-5.014731012934731,29.94314914149566,-32.78155408919534,1.7421173171737077,-0.6978645932269629
+Diameter,-13.454453692935614,6.021964634699323,-50.41025558145963,39.73481377548876,-3.109888867686837,0.8499813318625742
+Height,-2.0890731819546366,6.6323552126038505,-30.845054891646146,39.94190798668245,0.08849832763707863,1.1935158474164402
+Whole_weight,-5.87955980006665,3.8944217214403922,-32.673956566845206,23.874934613373966,-1.1033681917420441,0.6269780327526474
+Shucked_weight,8.292447649556415,-8.110181047961335,43.50326194221576,-48.46872389262441,1.6276715367239805,-1.3555821057930428
+Viscera_weight,3.1596561285728795,-4.3329966155263735,24.56167884437111,-32.26565914052181,0.4895138933679136,-0.580220874557276
+Shell_weight,8.246586301048623,1.7949888987348759,43.406087246188044,13.990486566404169,1.5652570681455586,0.22449960214856785
+Sex_F,0.0668557688678366,0.15858301200127678,0.030781294738964318,0.6662336773150437,0.022809396774344678,0.03520855075023846
+Sex_I,-0.01333141040451668,-0.1994346189693279,0.020412963675955548,-0.9122897962871024,-0.0045267748212910975,-0.042082852847835715
+Sex_M,-0.05352435846282512,0.04085160696998074,-0.051194258414878305,0.2460561189800299,-0.01828262195294478,0.006874302098002519
+cpu_training_time,-1.6351406134603234e-12,-1.2690969833740726e-12,-2.0053151944626654e-11,-4.556532853244963e-12,9.805682782529092e-14,-2.620093812284217e-13
+cpu_prediction_time,5.4122342967685496e-11,3.9207804176438044e-10,-4.630488933483047e-09,2.8225897614168186e-09,1.5572436158357847e-10,6.89652180278152e-11
+memory_usage,6.22381336005698e-10,-1.157689048015824e-09,1.2164511036867747e-08,-8.559503636525175e-09,-1.6946399521152925e-10,-1.9408299952437933e-10
+max_depth,-0.004549500724333442,0.0014276447608457805,0.02018328960174184,0.001719426187519785,-0.002333888857196505,0.00032759044455347053
+learning_rate,-0.10010461595080819,-0.2151043906156422,6.637317840154816,-1.647652625285999,-0.2336577158665088,-0.04263825796936413
+n_estimators,-8.53420468966958e-06,-2.2192417208723234e-05,0.00063330548297083,-0.00017283179884176962,-2.161055833274444e-05,-4.236870753544035e-06
+model_CatBoostRegressor,0.04354440580163945,0.061716435775115985,-3.054481840172534,0.46255812032345406,0.10681222139795399,0.014803017846668967
+model_DecisionTreeRegressor,-0.07683978942670584,-0.01931268726227107,4.424967645573554,-0.12538830751369026,-0.15936046370944387,-0.012531751266800959
+model_LGBMRegressor,0.042442432952393916,0.05323657421690205,-2.7229116575805006,0.374107427458131,0.09627077301892742,0.013789898227357513
+model_RandomForestRegressor,-0.05165465127158728,-0.1699339186397738,4.12081072377931,-1.286455438193694,-0.1414129154205056,-0.03193508792521669
+model_XGBRegressor,0.042507601944238846,0.07429359591003494,-2.768384871599846,0.5751781979258515,0.09769038471306159,0.015873923117992125

auction_verification_lr/metrics.json

@@ -0,0 +1,98 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 2.1875041490521174,
+            "MAPE": 571166187210.2754,
+            "R2": 0.0351396058860165,
+            "Pearson": 0.1874556104415572,
+            "Spearman": 0.13380901755596467
+        },
+        "test": {
+            "RMSE": 2.2662199858118535,
+            "MAPE": 529793734590.1985,
+            "R2": 0.01444448990315883,
+            "Pearson": 0.1307311593408788,
+            "Spearman": 0.05648863271200503
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 1.4126135737923817,
+            "MAPE": 2395647742816.464,
+            "R2": 0.1641756928566439,
+            "Pearson": 0.40518599785364395,
+            "Spearman": 0.3503242641797428
+        },
+        "test": {
+            "RMSE": 1.4487799319488879,
+            "MAPE": 1809638284210.9922,
+            "R2": 0.15714898824756107,
+            "Pearson": 0.39668990309225277,
+            "Spearman": 0.3858139554274988
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 11.64099289148709,
+            "MAPE": 2869277373163.0757,
+            "R2": 0.03496881953147235,
+            "Pearson": 0.18699951746320903,
+            "Spearman": 0.10618882620460769
+        },
+        "test": {
+            "RMSE": 11.389398728431338,
+            "MAPE": 2387965573701.5063,
+            "R2": 0.021862085727334724,
+            "Pearson": 0.15406643268954942,
+            "Spearman": 0.04913865100219862
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 10.149322162348508,
+            "MAPE": 7791037970846.816,
+            "R2": 0.12408746642201063,
+            "Pearson": 0.3522605093138054,
+            "Spearman": 0.34498646637725155
+        },
+        "test": {
+            "RMSE": 9.84865623868223,
+            "MAPE": 4983341253955.549,
+            "R2": 0.10896746527610912,
+            "Pearson": 0.3311176190636286,
+            "Spearman": 0.39144319873386174
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.49151140865009785,
+            "MAPE": 137695982961.5814,
+            "R2": 0.02930708782150271,
+            "Pearson": 0.17119313018197727,
+            "Spearman": 0.14572617557361964
+        },
+        "test": {
+            "RMSE": 0.5076372842806194,
+            "MAPE": 125359422330.9255,
+            "R2": 0.004665360184346157,
+            "Pearson": 0.0971498789749291,
+            "Spearman": 0.05880074522224462
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.2547019972118302,
+            "MAPE": 613230203417.459,
+            "R2": 0.144701583630368,
+            "Pearson": 0.38039661358953936,
+            "Spearman": 0.3521607900682002
+        },
+        "test": {
+            "RMSE": 0.2589978006524768,
+            "MAPE": 493736843235.76276,
+            "R2": 0.15529004734649676,
+            "Pearson": 0.3955078499631174,
+            "Spearman": 0.37872156406252094
+        }
+    }
+}