Upload extra parameters and metrics

infrared_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 5.346922473411571
+}

infrared_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+T_atm,0.0076093953,0.0060176146,0.013664592,0.014963147,0.004597762,0.003994397
+Humidity,0.008342409,0.0085138315,0.013482849,0.014120086,0.0070593394,0.009286312
+Distance,0.01234061,0.0051059895,0.010700094,0.004223719,0.0065353853,0.007936795
+T_offset1,0.012165084,0.018786157,0.015384676,0.010140929,0.012386385,0.01537868
+Max1R13_1,0.02314779,0.01644533,0.023319991,0.021662796,0.011129025,0.009030258
+Max1L13_1,0.02790048,0.023887128,0.059221253,0.059524022,0.016638814,0.011076487
+aveAllR13_1,0.010323859,0.017504307,0.0144847175,0.01555375,0.009432007,0.020062992
+aveAllL13_1,0.024729889,0.027589621,0.013542614,0.022682767,0.030974675,0.012073097
+T_RC1,0.00959682,0.023316594,0.030755494,0.0059900396,0.016144235,0.041968144
+T_RC_Dry1,0.03768692,0.016413366,0.014336293,0.0007397808,0.017496318,0.03358324
+T_RC_Wet1,0.01280231,0.015669523,0.0,0.0019446933,0.036631513,0.02046255
+T_RC_Max1,0.0,0.01706474,0.0097924555,0.0049965978,0.024788762,0.031320307
+T_LC1,0.019028591,0.013705058,0.054116502,0.0019818617,0.033890408,0.009868014
+T_LC_Dry1,0.06966447,0.026196597,0.041927725,0.014489472,0.04803769,0.04015419
+T_LC_Wet1,0.016311523,0.016792744,0.0030179464,0.024841394,0.020632809,0.019593835
+T_LC_Max1,0.027421175,0.029795483,0.0,0.025671927,0.030764896,0.04883555
+RCC1,0.028316863,0.027598506,0.023414217,0.024102734,0.028987795,0.025470646
+LCC1,0.02318325,0.01667811,0.046391685,0.010002676,0.02321804,0.050211467
+canthiMax1,0.031232236,0.04081811,0.009237598,0.003991221,0.062971905,0.01542173
+canthi4Max1,0.041277114,0.0079185655,0.0,0.0,0.05584166,0.019090123
+T_FHCC1,0.04290754,0.05834913,0.06641303,0.064001754,0.031321052,0.024611538
+T_FHRC1,0.043262817,0.036492597,0.051530622,0.06454481,0.038075037,0.020043546
+T_FHLC1,0.027989775,0.08224771,0.020605447,0.12487098,0.032027546,0.066437334
+T_FHBC1,0.048339393,0.024770483,0.077919826,0.01865372,0.046023697,0.040385738
+T_FHTC1,0.02525601,0.059909254,0.01723553,0.11934333,0.03260667,0.029879939
+T_FH_Max1,0.023172144,0.036116753,0.016067972,0.1059407,0.018613316,0.01615023
+T_FHC_Max1,0.034748834,0.052771434,0.047644492,0.06948234,0.05002521,0.04339404
+T_Max1,0.04042097,0.038763568,0.1008303,0.0072052632,0.04186853,0.022806412
+T_OR1,0.04600393,0.053181726,0.079056434,0.042675734,0.031597108,0.052098203
+T_OR_Max1,0.026521172,0.04380112,0.017993394,0.014932096,0.017423537,0.07627338
+Gender_Female,0.012368722,0.051128026,0.017504344,0.0,0.025378302,0.059894152
+Gender_Male,0.018184105,0.0,0.002289538,0.0,0.018876653,0.0
+AgeBracket1,0.012579935,0.014267223,0.020734569,0.030755132,0.007422783,0.002113024
+AgeBracket2,0.0031547823,0.009257342,0.034728922,0.0045865215,0.015053921,0.017253308
+AgeBracket3,0.0,0.0,0.0,0.0,0.00075495086,0.0
+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,0.0475518,0.017410839,0.0,0.013257777,0.0,0.015106783
+EthnicityBl_AA,0.024643432,0.025738683,0.011822258,0.015834901,0.07193891,0.021686908
+EthnicityHs_Lat,0.0,0.0020132475,0.0,0.0,0.0,0.003798286
+EthnicityMR,0.008086511,0.0059240786,0.0,0.0,0.0,0.02437542
+Ethnicity_White,0.069397755,0.004547903,0.014770496,0.009619989,0.020331822,0.01097047
+cpu_training_time,8.405982e-05,0.0003226559,0.0002080735,0.0005162001,8.885415e-05,0.00046666735
+cpu_prediction_time,0.00014430044,0.0005459738,0.00027639177,0.0006849987,9.892528e-05,0.0004988351
+memory_usage,9.433769e-05,0.00031737357,0.00032017933,0.0008272416,7.249181e-05,0.00037202466
+max_depth,0.00010542913,0.00023986382,0.0001765823,0.00045701646,0.00012120683,0.0003457351
+learning_rate,0.00026173156,0.0012767038,0.0016540239,0.0032509905,0.00019098211,0.0008346085
+n_estimators,0.00028463328,0.0009771986,0.0015182148,0.0024127266,0.00023095134,0.0006544895
+model_CatBoostRegressor,0.00026009683,0.0008790091,0.000324455,0.00046669654,0.0002736391,0.0011197373
+model_DecisionTreeRegressor,9.705904e-05,0.000257489,1.7838087e-05,0.0007536031,0.00022648422,0.00025171565
+model_LGBMRegressor,0.0005395005,0.000805028,0.0009841068,0.0011433949,0.00082037796,0.0018417557
+model_RandomForestRegressor,7.81917e-05,0.0011156156,0.00025922805,0.0016553422,0.00013753811,0.00074150576
+model_XGBRegressor,0.00038019824,0.0007546113,0.00032305846,0.00050318433,0.00024006044,0.0007754246

infrared_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.26176285100534025,
+            "MAPE": 20471304441.585197,
+            "R2": 0.08703152266278336,
+            "Pearson": 0.6978519739557894,
+            "Spearman": 0.5223548062078416
+        },
+        "validation": {
+            "RMSE": 0.25318288384787574,
+            "MAPE": 60455976327.25975,
+            "R2": 0.014324959911054869,
+            "Pearson": 0.19037605471447322,
+            "Spearman": 0.20275079420065367
+        },
+        "test": {
+            "RMSE": 0.26685826545651437,
+            "MAPE": 33443471003.719135,
+            "R2": -0.06444957016689501,
+            "Pearson": 0.16723476583087415,
+            "Spearman": 0.1430623899063719
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.17574646353005527,
+            "MAPE": 236123287352.6151,
+            "R2": 0.06864105253333264,
+            "Pearson": 0.8410441219099749,
+            "Spearman": 0.6258439677011515
+        },
+        "validation": {
+            "RMSE": 0.1511562004881242,
+            "MAPE": 238253459344.05267,
+            "R2": -0.010012071266044975,
+            "Pearson": -0.04822433485211811,
+            "Spearman": -0.018123980309051237
+        },
+        "test": {
+            "RMSE": 0.17648272022899206,
+            "MAPE": 194583589847.78568,
+            "R2": 0.011122870625918324,
+            "Pearson": 0.16196825275111187,
+            "Spearman": 0.29044831387165226
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.17139265910931253,
+            "MAPE": 6973292470.904937,
+            "R2": 0.0731813354295131,
+            "Pearson": 0.8703504599028812,
+            "Spearman": 0.4955225245219549
+        },
+        "validation": {
+            "RMSE": 0.12181185010002263,
+            "MAPE": 37843529852.278275,
+            "R2": -0.0011104602693918775,
+            "Pearson": 0.10498882432956226,
+            "Spearman": 0.163590099361369
+        },
+        "test": {
+            "RMSE": 0.15529689484567108,
+            "MAPE": 21594045983.51856,
+            "R2": -0.03915971250017369,
+            "Pearson": 0.18725193115994232,
+            "Spearman": 0.2334432011269201
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.1547452925792639,
+            "MAPE": 85825475537.59726,
+            "R2": 0.08076115225252611,
+            "Pearson": 0.9166408561137821,
+            "Spearman": 0.5068270611077554
+        },
+        "validation": {
+            "RMSE": 0.10406055964026566,
+            "MAPE": 103280099612.51811,
+            "R2": -0.009956718400056186,
+            "Pearson": 0.01332370610323734,
+            "Spearman": -0.104865395711614
+        },
+        "test": {
+            "RMSE": 0.1371756998126731,
+            "MAPE": 86893533431.26697,
+            "R2": 0.02419655709713686,
+            "Pearson": 0.20297120160985094,
+            "Spearman": 0.050754533955612136
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.4276241556043274,
+            "MAPE": 70193236048.34152,
+            "R2": 0.2745899353483654,
+            "Pearson": 0.8529983681731469,
+            "Spearman": 0.8587254468083103
+        },
+        "validation": {
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+            "MAPE": 84892476106.27184,
+            "R2": 0.023691305833762444,
+            "Pearson": 0.17335660791811125,
+            "Spearman": 0.21774438565479995
+        },
+        "test": {
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+            "MAPE": 98796568645.95142,
+            "R2": -0.03525622169626841,
+            "Pearson": 0.2076664703789125,
+            "Spearman": 0.20900477260568448
+        }
+    },
+    "Lpl": {
+        "train": {
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+            "MAPE": 490123261599.46686,
+            "R2": 0.113120557168504,
+            "Pearson": 0.8137559350330776,
+            "Spearman": 0.7809604175958414
+        },
+        "validation": {
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+            "MAPE": 515267647579.57263,
+            "R2": -0.018214585596616706,
+            "Pearson": -0.03485204460037398,
+            "Spearman": -0.03018407003855013
+        },
+        "test": {
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+            "MAPE": 384476445542.433,
+            "R2": 0.014169896843386431,
+            "Pearson": 0.1700611489221156,
+            "Spearman": 0.2062151407943079
+        }
+    }
+}