Upload extra parameters and metrics

infrared_xgboost_seed_478/extra_params.json

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+{
+    "Lpls_beta": 5.346922473411571
+}

infrared_xgboost_seed_478/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+T_atm,0.007834245,0.007697345,0.014686426,0.013012292,0.0041076434,0.004564301
+Humidity,0.008182435,0.008537306,0.014659324,0.0137092965,0.0073714876,0.010501726
+Distance,0.008612214,0.004999616,0.008149464,0.006306436,0.0062501044,0.008949778
+T_offset1,0.013653741,0.019250136,0.015601929,0.009508357,0.013229798,0.017899057
+Max1R13_1,0.02167021,0.015016482,0.026467532,0.021841537,0.010215388,0.009529139
+Max1L13_1,0.028173627,0.027884455,0.07123038,0.059559442,0.016963203,0.00969425
+aveAllR13_1,0.0113086095,0.01522,0.010030059,0.012782336,0.009813677,0.015183036
+aveAllL13_1,0.022597516,0.028209606,0.01664619,0.021535993,0.026810605,0.01310716
+T_RC1,0.010227641,0.02177722,0.025411189,0.030038282,0.018474225,0.046364974
+T_RC_Dry1,0.03332193,0.024190653,0.025795748,0.0005681846,0.018792596,0.024481732
+T_RC_Wet1,0.02155533,0.015239491,0.008092752,0.0028348588,0.02723383,0.024271555
+T_RC_Max1,0.0,0.016492318,0.0,0.0,0.015765209,0.019239672
+T_LC1,0.02264755,0.014931936,0.05682195,0.00021137111,0.024953773,0.020804271
+T_LC_Dry1,0.04373944,0.024812775,0.047364265,0.011828162,0.051813506,0.04482852
+T_LC_Wet1,0.016557647,0.015814913,0.0050204056,0.036658954,0.015793318,0.020872075
+T_LC_Max1,0.028848255,0.011932427,0.0,0.029702542,0.03747603,0.037137702
+RCC1,0.02929939,0.03496034,0.027395591,0.025086759,0.015217839,0.03288492
+LCC1,0.031537596,0.017335052,0.057235524,0.010264915,0.033410635,0.04700078
+canthiMax1,0.038740665,0.025586693,0.012619151,0.0077670305,0.06969079,0.013287867
+canthi4Max1,0.045650244,0.015102979,0.0,0.0,0.08813483,0.0057334276
+T_FHCC1,0.041127983,0.047508992,0.06878627,0.063997485,0.02490356,0.028086446
+T_FHRC1,0.0438991,0.029046454,0.04068817,0.07879469,0.036645193,0.01972449
+T_FHLC1,0.027408745,0.07736658,0.024038551,0.11656244,0.026237262,0.067489654
+T_FHBC1,0.053748995,0.033066507,0.08368687,0.014344782,0.038654897,0.040820967
+T_FHTC1,0.022861606,0.056115065,0.014307262,0.09845865,0.029560525,0.030653782
+T_FH_Max1,0.023253597,0.05749493,0.0,0.10107426,0.0215739,0.014412687
+T_FHC_Max1,0.03413891,0.06998496,0.06921555,0.0640511,0.041232157,0.047769573
+T_Max1,0.0449805,0.031812336,0.10755261,0.005765908,0.041375652,0.02470482
+T_OR1,0.04472494,0.05672442,0.08475286,0.039208125,0.029100105,0.047397733
+T_OR_Max1,0.023374848,0.04151828,0.019447206,0.015147021,0.024162436,0.080396436
+Gender_Female,0.017140567,0.060783226,0.012237118,0.0049483264,0.008709849,0.06026557
+Gender_Male,0.01812435,0.0018499868,0.0022939472,0.00032725267,0.0,0.0086653605
+AgeBracket1,0.013807043,0.011329458,0.01930247,0.027130673,0.02630423,0.0031953563
+AgeBracket2,0.015112668,0.011804866,0.0,0.00429924,0.023472132,0.015454389
+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,0.05128187,0.017117556,0.0,0.017259503,0.023137506,0.014188739
+EthnicityBl_AA,0.02454072,0.010058495,0.0,0.02238441,0.06533161,0.022824619
+EthnicityHs_Lat,0.0033027655,0.00392281,0.0,0.0,0.0,0.0
+EthnicityMR,0.0,0.0033830833,0.0,0.0,0.0,0.026153566
+Ethnicity_White,0.050724525,0.006207394,0.0036484723,0.0,0.024543352,0.012691294
+cpu_training_time,7.930801e-05,0.00032060928,0.0002303849,0.0006643888,0.00014456012,0.0006115474
+cpu_prediction_time,0.00012269351,0.00058294256,0.00030790715,0.00058789866,0.00014304422,0.00056619535
+memory_usage,6.759134e-05,0.00035121033,0.00024382153,0.00066928193,0.000109494824,0.00042443437
+max_depth,9.865203e-05,0.00026391106,0.00016791456,0.00032021743,0.0001433683,0.0003522119
+learning_rate,0.00025779117,0.0013668059,0.002164522,0.0034387445,0.00025067286,0.0008146988
+n_estimators,0.00030359795,0.00111822,0.0017324059,0.002368263,0.00029761196,0.0007042704
+model_CatBoostRegressor,0.00023532756,0.00071621937,0.000277155,0.0005321058,0.0004291674,0.0011346316
+model_DecisionTreeRegressor,0.00010095932,0.00028316115,2.029839e-05,0.0014590162,0.00056682044,0.00030799123
+model_LGBMRegressor,0.00053897477,0.0009454324,0.0011110293,0.001140139,0.00087260036,0.0019953686
+model_RandomForestRegressor,0.00016839973,0.0011868089,0.00018152483,0.0013591348,0.00015542695,0.000772167
+model_XGBRegressor,0.00031473493,0.00077754003,0.00037780058,0.0004902339,0.0004243545,0.0010850163

infrared_xgboost_seed_478/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.2672551716660757,
+            "MAPE": 21056441703.586693,
+            "R2": 0.048317695116775194,
+            "Pearson": 0.7064804728135563,
+            "Spearman": 0.5368849041884625
+        },
+        "validation": {
+            "RMSE": 0.25386505117091474,
+            "MAPE": 37205077444.28552,
+            "R2": 0.00900626590826914,
+            "Pearson": 0.2187400096105629,
+            "Spearman": 0.2642592519144069
+        },
+        "test": {
+            "RMSE": 0.26781769641848185,
+            "MAPE": 22401445684.838455,
+            "R2": -0.07211732400765358,
+            "Pearson": 0.1390644148131111,
+            "Spearman": 0.008554982659342696
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.17578918122694917,
+            "MAPE": 234898295752.5604,
+            "R2": 0.06818823722613154,
+            "Pearson": 0.8395421459849612,
+            "Spearman": 0.6161616034234088
+        },
+        "validation": {
+            "RMSE": 0.151052120119233,
+            "MAPE": 239692229526.20575,
+            "R2": -0.008621638892329697,
+            "Pearson": -0.050836349668987243,
+            "Spearman": -0.03843062747309505
+        },
+        "test": {
+            "RMSE": 0.17704784881512825,
+            "MAPE": 194590581451.00583,
+            "R2": 0.004779615156771055,
+            "Pearson": 0.10060453122019634,
+            "Spearman": 0.231053724025749
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.1712643016993939,
+            "MAPE": 6949059586.468157,
+            "R2": 0.07456902026126899,
+            "Pearson": 0.8795317504915198,
+            "Spearman": 0.5017534655076061
+        },
+        "validation": {
+            "RMSE": 0.12175034640533922,
+            "MAPE": 18809205352.17446,
+            "R2": -9.977948640571555e-05,
+            "Pearson": 0.11325893948772206,
+            "Spearman": 0.16358483030731952
+        },
+        "test": {
+            "RMSE": 0.15512757471880043,
+            "MAPE": 21919753014.2612,
+            "R2": -0.036894957173560394,
+            "Pearson": 0.20198098085406174,
+            "Spearman": 0.23427542321841718
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.1547614963675435,
+            "MAPE": 85867435490.30977,
+            "R2": 0.08056863031826467,
+            "Pearson": 0.9160750522209117,
+            "Spearman": 0.5081996531251041
+        },
+        "validation": {
+            "RMSE": 0.10398270839630801,
+            "MAPE": 104141132654.24904,
+            "R2": -0.008446117734339786,
+            "Pearson": 0.02747844253337299,
+            "Spearman": -0.07298955959453496
+        },
+        "test": {
+            "RMSE": 0.1375241689238638,
+            "MAPE": 86758780606.77943,
+            "R2": 0.01923256916859939,
+            "Pearson": 0.17561865046127623,
+            "Spearman": 0.047296810228086864
+        }
+    },
+    "Lpls": {
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+            "MAPE": 78589275761.94371,
+            "R2": 0.3504136057346362,
+            "Pearson": 0.8614789776494227,
+            "Spearman": 0.8643743055646255
+        },
+        "validation": {
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+            "MAPE": 116000057518.19147,
+            "R2": 0.03755439314688591,
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+            "Spearman": 0.20513513965642438
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+        "test": {
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+            "MAPE": 141603378677.29898,
+            "R2": -0.037238682641550724,
+            "Pearson": 0.17974914603058118,
+            "Spearman": 0.21064688196126574
+        }
+    },
+    "Lpl": {
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+            "R2": 0.10978397736177925,
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+            "Spearman": 0.7747959073647591
+        },
+        "validation": {
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+            "Spearman": 0.0035901819774956513
+        },
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+            "Pearson": 0.14784903293895374,
+            "Spearman": 0.15684573175927666
+        }
+    }
+}