Upload extra parameters and metrics

infrared_xgboost_seed_420/extra_params.json

@@ -0,0 +1,3 @@
+{
+    "Lpls_beta": 5.346922473411571
+}

infrared_xgboost_seed_420/feature_importance.csv

@@ -0,0 +1,57 @@
+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+T_atm,0.007678141,0.0064944387,0.012332042,0.01548881,0.004331022,0.0038728975
+Humidity,0.008113349,0.0082594175,0.011682304,0.01336811,0.0075078183,0.009495425
+Distance,0.010052297,0.005316019,0.0024141946,0.005107117,0.006150436,0.008776149
+T_offset1,0.014959652,0.02043245,0.012418722,0.010325636,0.015045372,0.01483587
+Max1R13_1,0.028095007,0.01287005,0.020311736,0.034422923,0.010347725,0.009131733
+Max1L13_1,0.029055119,0.026567494,0.03845016,0.047886614,0.017746411,0.007704427
+aveAllR13_1,0.01116829,0.01719045,0.012645748,0.021582408,0.009175283,0.018512627
+aveAllL13_1,0.02306861,0.024024282,0.0110415155,0.022874694,0.029469797,0.010087092
+T_RC1,0.011538503,0.028731639,0.024658237,0.005826505,0.015259632,0.03735485
+T_RC_Dry1,0.031367593,0.017734557,0.021775307,0.00022096577,0.015541408,0.026201798
+T_RC_Wet1,0.013534858,0.01037157,0.039715238,0.0008415846,0.026087413,0.01990589
+T_RC_Max1,0.0,0.010820884,0.0,0.0019890622,0.020611655,0.032164123
+T_LC1,0.018166455,0.02169161,0.054711934,0.0065789684,0.027072895,0.013237413
+T_LC_Dry1,0.017648112,0.021158647,0.03633026,0.002888628,0.050864566,0.037943833
+T_LC_Wet1,0.015454124,0.015947577,0.0035673343,0.025798015,0.016551422,0.020456301
+T_LC_Max1,0.02787109,0.025318086,0.024095697,0.027996825,0.032179646,0.040018238
+RCC1,0.030866258,0.03729947,0.028679032,0.025363918,0.020631175,0.024542445
+LCC1,0.031599257,0.016986452,0.052158337,0.03911565,0.028038176,0.04534721
+canthiMax1,0.04640277,0.019348592,0.0103767635,0.0032076016,0.06951296,0.015446095
+canthi4Max1,0.050158214,0.016144471,0.0,0.0,0.043066934,0.031322066
+T_FHCC1,0.043963656,0.05052303,0.08123243,0.06333866,0.03277476,0.027314775
+T_FHRC1,0.044592828,0.031332813,0.05103738,0.08419973,0.038699046,0.020068333
+T_FHLC1,0.028832583,0.076236084,0.019491017,0.09612553,0.03140272,0.06667499
+T_FHBC1,0.05735369,0.032696825,0.06423849,0.01937692,0.04315833,0.04088544
+T_FHTC1,0.025876205,0.05703978,0.014393761,0.09612694,0.03352401,0.027046653
+T_FH_Max1,0.027127564,0.054930374,0.011165846,0.096859165,0.021509137,0.018690232
+T_FHC_Max1,0.036442284,0.05777649,0.04882743,0.069088355,0.043021455,0.043461833
+T_Max1,0.04699757,0.034250926,0.09771938,0.0074683726,0.041830827,0.02133385
+T_OR1,0.042773552,0.0566992,0.070177615,0.05588104,0.03267857,0.04463229
+T_OR_Max1,0.026993845,0.04385734,0.01506414,0.015102156,0.020563675,0.07051209
+Gender_Female,0.018093375,0.05091646,0.0155225145,0.0,0.0221152,0.08901227
+Gender_Male,0.013009508,0.0,0.0017301152,0.0042604404,0.0,0.006715019
+AgeBracket1,0.008475215,0.007069633,0.018647157,0.02189206,0.018995117,0.0030553173
+AgeBracket2,0.0109365415,0.011468953,0.0347018,0.005530743,0.014511446,0.011673533
+AgeBracket3,0.0,0.0,0.0,0.0,0.0,0.0
+AgeBracket4,0.0,0.0,0.0,0.0,0.0,0.0
+AgeBracket5,0.0,0.0,0.0,0.0,0.0,0.0
+AgeBracket6,0.0,0.0,0.0,0.0,0.0,0.0
+AgeBracket7,0.0,0.0,0.0,0.0,0.0,0.0
+EthnicityAI_AN,0.0,0.0,0.0,0.0,0.0,0.0
+Ethnicity_Asian,0.055709332,0.034925893,0.0,0.016283719,0.0045811688,0.013341069
+EthnicityBl_AA,0.024313884,0.020025918,0.01305533,0.023310618,0.09897921,0.01994162
+EthnicityHs_Lat,0.0,0.0,0.0,0.0,0.009152536,0.004059992
+EthnicityMR,0.0,0.0057179094,0.0,0.0,0.0,0.02460757
+Ethnicity_White,0.058765743,0.0037799021,0.01943344,0.0,0.023753602,0.012658085
+cpu_training_time,0.00010058865,0.00030457258,0.00022491375,0.0005765053,0.00014694461,0.0004897834
+cpu_prediction_time,0.00015879843,0.0005826509,0.00032198816,0.0007343881,0.00014103987,0.00046694346
+memory_usage,7.4192925e-05,0.00036752582,0.00028707416,0.00088006625,9.526981e-05,0.00051190815
+max_depth,9.519749e-05,0.00023726645,0.00017349828,0.0003947258,0.00016532422,0.00029149925
+learning_rate,0.00028970544,0.0013717114,0.0016261209,0.0037016543,0.00028625442,0.00078506034
+n_estimators,0.0002539833,0.0011895219,0.0017003398,0.0027568135,0.00041278897,0.0006057717
+model_CatBoostRegressor,0.00026011886,0.00091286516,0.00031019442,0.0006576373,0.00036560142,0.0010423777
+model_DecisionTreeRegressor,0.0006057629,0.000550743,1.7370281e-05,0.0015287308,6.88417e-05,0.00038008936
+model_LGBMRegressor,0.00065712683,0.00086841866,0.0009264069,0.0012920338,0.0012170806,0.0018095806
+model_RandomForestRegressor,0.00013934233,0.0007364158,0.00019572944,0.0011527676,0.00022586928,0.00078486896
+model_XGBRegressor,0.0003100602,0.0009226503,0.00041397582,0.00059621857,0.000432372,0.00079068675

infrared_xgboost_seed_420/metrics.json

@@ -0,0 +1,140 @@
+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.2613866831072462,
+            "MAPE": 20577376741.043556,
+            "R2": 0.0896536110771593,
+            "Pearson": 0.7152848500782312,
+            "Spearman": 0.5630033241698382
+        },
+        "validation": {
+            "RMSE": 0.2529195710038664,
+            "MAPE": 65163667523.068214,
+            "R2": 0.016374118460082854,
+            "Pearson": 0.19812094894334215,
+            "Spearman": 0.1780435583093007
+        },
+        "test": {
+            "RMSE": 0.26579710752862107,
+            "MAPE": 29927580324.08298,
+            "R2": -0.05600086590293629,
+            "Pearson": 0.24943173605700142,
+            "Spearman": 0.21856798639871913
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.17546257751630898,
+            "MAPE": 234200653921.02878,
+            "R2": 0.07164749976539408,
+            "Pearson": 0.8606492829635235,
+            "Spearman": 0.6676764650352347
+        },
+        "validation": {
+            "RMSE": 0.1504315844474449,
+            "MAPE": 259022775511.97046,
+            "R2": -0.0003516442912803175,
+            "Pearson": 0.029196664764523064,
+            "Spearman": 0.09030606621510139
+        },
+        "test": {
+            "RMSE": 0.17630855421826794,
+            "MAPE": 194575264839.67184,
+            "R2": 0.01307369958568838,
+            "Pearson": 0.1749914168520913,
+            "Spearman": 0.1535202112959042
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.17139214473337194,
+            "MAPE": 7043161841.572789,
+            "R2": 0.07318689847415494,
+            "Pearson": 0.8701709894165669,
+            "Spearman": 0.49543107393181335
+        },
+        "validation": {
+            "RMSE": 0.1218524584851392,
+            "MAPE": 35494340480.875595,
+            "R2": -0.001778051401148062,
+            "Pearson": 0.0999513049558739,
+            "Spearman": 0.1657376653717632
+        },
+        "test": {
+            "RMSE": 0.15533981612538458,
+            "MAPE": 21779554775.59559,
+            "R2": -0.0397342021361371,
+            "Pearson": 0.18344717597531018,
+            "Spearman": 0.23309580681694464
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.1547495509751234,
+            "MAPE": 85856979087.38783,
+            "R2": 0.08071055896211043,
+            "Pearson": 0.9160694199569159,
+            "Spearman": 0.5072139072623876
+        },
+        "validation": {
+            "RMSE": 0.10406850673586927,
+            "MAPE": 104322269567.02052,
+            "R2": -0.010110984898436426,
+            "Pearson": 0.011848753643433727,
+            "Spearman": -0.14148692562063056
+        },
+        "test": {
+            "RMSE": 0.1372220768717934,
+            "MAPE": 87885972653.07942,
+            "R2": 0.02353663636736314,
+            "Pearson": 0.19934613609987586,
+            "Spearman": 0.06079198408822007
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4152041703239582,
+            "MAPE": 69113007474.30469,
+            "R2": 0.31611586097359,
+            "Pearson": 0.8598373426399096,
+            "Spearman": 0.8593583370733585
+        },
+        "validation": {
+            "RMSE": 0.5031029108925924,
+            "MAPE": 70816295385.94075,
+            "R2": 0.045544055782025916,
+            "Pearson": 0.24495955232732353,
+            "Spearman": 0.22094817370292008
+        },
+        "test": {
+            "RMSE": 0.49154757697128293,
+            "MAPE": 130135033060.11476,
+            "R2": -0.044411767123609946,
+            "Pearson": 0.1642281878006424,
+            "Spearman": 0.18836235109049235
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.2487709182114216,
+            "MAPE": 489995231502.7065,
+            "R2": 0.11331608846803143,
+            "Pearson": 0.817068671690761,
+            "Spearman": 0.7847924223420502
+        },
+        "validation": {
+            "RMSE": 0.25271234251156927,
+            "MAPE": 514206748549.9351,
+            "R2": -0.0138962030638774,
+            "Pearson": 0.0024087774476707,
+            "Spearman": 0.008005864596914575
+        },
+        "test": {
+            "RMSE": 0.26346312426064533,
+            "MAPE": 384525500806.14825,
+            "R2": 0.019918618162043544,
+            "Pearson": 0.21986851764286353,
+            "Spearman": 0.2603329799256229
+        }
+    }
+}