Upload extra parameters and metrics

infrared_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 5.346922473411571
+}

infrared_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+T_atm,0.008522398,0.0070810355,0.01393473,0.015123141,0.0042195083,0.0043138196
+Humidity,0.008806317,0.008149615,0.013607811,0.013212895,0.0074383295,0.011311525
+Distance,0.010172222,0.005401654,0.008724401,0.006795775,0.00653951,0.0079062795
+T_offset1,0.013828289,0.01915296,0.014791483,0.00868352,0.0142843975,0.01684249
+Max1R13_1,0.028343733,0.015004631,0.020473307,0.024594434,0.008737935,0.011250305
+Max1L13_1,0.028894907,0.028195776,0.05596562,0.047830004,0.0143464105,0.012860584
+aveAllR13_1,0.009815562,0.01566367,0.0123426495,0.01360914,0.011646982,0.017316634
+aveAllL13_1,0.029053245,0.027160307,0.01364394,0.02275816,0.028246295,0.011894562
+T_RC1,0.014840443,0.020993458,0.03362105,0.029445587,0.015998967,0.047595777
+T_RC_Dry1,0.033700064,0.013313745,0.012605745,0.0009407558,0.015335093,0.022107925
+T_RC_Wet1,0.01973316,0.012862997,0.029110922,0.005573143,0.031508856,0.019883484
+T_RC_Max1,0.021221068,0.021679968,0.0,0.0016460059,0.015669158,0.015209292
+T_LC1,0.020183636,0.008867916,0.05366896,0.0031554413,0.026953664,0.012578462
+T_LC_Dry1,0.01564663,0.01937722,0.047064107,0.0052863536,0.05352828,0.04624135
+T_LC_Wet1,0.016235517,0.016680196,0.003263415,0.035649937,0.020869683,0.018790117
+T_LC_Max1,0.035409093,0.011584164,0.0,0.035261285,0.030161666,0.042952627
+RCC1,0.030570792,0.042024136,0.022419084,0.025830345,0.024959562,0.02746576
+LCC1,0.027656635,0.0149695035,0.055165786,0.0049944427,0.022070406,0.046370458
+canthiMax1,0.0512953,0.03241075,0.011770463,0.0020605873,0.057793036,0.009972314
+canthi4Max1,0.0070162904,0.01341151,0.0,0.0,0.05723667,0.030554917
+T_FHCC1,0.047114722,0.06057173,0.06389929,0.06305368,0.023422418,0.025330288
+T_FHRC1,0.04657085,0.038324486,0.06359068,0.09511834,0.03446845,0.02067684
+T_FHLC1,0.030445393,0.07683863,0.020160448,0.11275118,0.03488741,0.070173554
+T_FHBC1,0.058261536,0.035237074,0.065201856,0.01593121,0.04601959,0.041292317
+T_FHTC1,0.031814817,0.058187727,0.015734084,0.102819264,0.033004265,0.028651312
+T_FH_Max1,0.029353794,0.041830305,0.013659863,0.10477707,0.019674264,0.015021717
+T_FHC_Max1,0.039104093,0.06428076,0.059972916,0.075460084,0.038884338,0.04610924
+T_Max1,0.04703634,0.039287664,0.08870516,0.007676837,0.039658874,0.031740133
+T_OR1,0.05139242,0.05367676,0.07190278,0.0433454,0.036601737,0.057202574
+T_OR_Max1,0.025694327,0.047792118,0.020122273,0.014035867,0.01910452,0.06661872
+Gender_Female,0.02955548,0.053573016,0.007717948,0.008119468,0.03335906,0.061267164
+Gender_Male,0.018433498,0.0,0.0019844985,0.0,0.018046541,0.0
+AgeBracket1,0.013464375,0.0082766535,0.020789957,0.016546851,0.014890853,0.004820453
+AgeBracket2,0.0,0.0035533032,0.036587656,0.0,0.021166772,0.016956434
+AgeBracket3,0.0,0.0,0.0,0.0,0.0005537348,0.0
+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,0.0,0.019511903,0.0,0.0,0.02004182,0.013568247
+EthnicityBl_AA,0.019274049,0.025281627,0.0,0.024758333,0.06537281,0.02169405
+EthnicityHs_Lat,0.0,0.0,0.0,0.0,0.0,0.0091845635
+EthnicityMR,0.0,0.006613217,0.0,0.0,0.0,0.019330477
+Ethnicity_White,0.0790621,0.00493345,0.020908223,0.0,0.029829102,0.008700493
+cpu_training_time,9.940489e-05,0.00032024508,0.00034439482,0.0005878967,9.1642105e-05,0.0005111687
+cpu_prediction_time,0.00015856212,0.00066286046,0.0004117407,0.000727122,0.00010629524,0.00051808666
+memory_usage,6.0686772e-05,0.000273675,0.000283409,0.0008724211,7.5284865e-05,0.000368534
+max_depth,0.00010049183,0.00023845257,0.00017624874,0.0004255425,0.00014204168,0.00037982813
+learning_rate,0.00024320162,0.0012359907,0.0018320649,0.003596732,0.00020508197,0.00083420204
+n_estimators,0.000272967,0.0010925656,0.0017438695,0.0025486378,0.0002311961,0.00066059275
+model_CatBoostRegressor,0.00025478334,0.00090004504,0.000282397,0.00057570543,0.0003385138,0.0011898425
+model_DecisionTreeRegressor,8.62178e-05,0.0005961837,0.00011117522,0.0005505065,0.00075625663,0.00028895258
+model_LGBMRegressor,0.0006750839,0.0008578322,0.0010502738,0.0011406948,0.0009344539,0.0019130831
+model_RandomForestRegressor,0.00018289096,0.0011735458,0.00026829704,0.0015056536,0.000145037,0.00078220596
+model_XGBRegressor,0.0003425698,0.0008929719,0.0003850037,0.0006245789,0.00044321065,0.00079627347

infrared_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.2613569921298768,
+            "MAPE": 20670909372.746513,
+            "R2": 0.0898604122698673,
+            "Pearson": 0.715394840998516,
+            "Spearman": 0.5629467971197705
+        },
+        "validation": {
+            "RMSE": 0.25287425588245954,
+            "MAPE": 65073004763.66467,
+            "R2": 0.01672655566391512,
+            "Pearson": 0.19994003729500062,
+            "Spearman": 0.17588032240502657
+        },
+        "test": {
+            "RMSE": 0.2658081753103538,
+            "MAPE": 32482514562.620514,
+            "R2": -0.05608881140796762,
+            "Pearson": 0.2500207289077367,
+            "Spearman": 0.21694552729123256
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.17575115837868627,
+            "MAPE": 236332559762.61017,
+            "R2": 0.06859129167219435,
+            "Pearson": 0.8411678441903898,
+            "Spearman": 0.6264199332794125
+        },
+        "validation": {
+            "RMSE": 0.15115017763491803,
+            "MAPE": 238332375859.15598,
+            "R2": -0.009931584547938632,
+            "Pearson": -0.0477934782661687,
+            "Spearman": -0.022073590210204108
+        },
+        "test": {
+            "RMSE": 0.17649753896895712,
+            "MAPE": 194646101973.9123,
+            "R2": 0.010956797389493178,
+            "Pearson": 0.16037540224215405,
+            "Spearman": 0.2864496700269054
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.17138431485148967,
+            "MAPE": 6986458232.501464,
+            "R2": 0.07327157763331293,
+            "Pearson": 0.8696543968130734,
+            "Spearman": 0.49533952645246676
+        },
+        "validation": {
+            "RMSE": 0.12185535733577929,
+            "MAPE": 34100782154.535606,
+            "R2": -0.001825716249679532,
+            "Pearson": 0.09967993218708143,
+            "Spearman": 0.16579406404765423
+        },
+        "test": {
+            "RMSE": 0.155323950867073,
+            "MAPE": 21913467388.21669,
+            "R2": -0.03952183148021815,
+            "Pearson": 0.18523106960449137,
+            "Spearman": 0.23351616632540353
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.15474597906846868,
+            "MAPE": 85885616006.6404,
+            "R2": 0.0807529962829997,
+            "Pearson": 0.9158022372246554,
+            "Spearman": 0.5078201014148753
+        },
+        "validation": {
+            "RMSE": 0.10406832956311164,
+            "MAPE": 104319343971.65562,
+            "R2": -0.010107545548685204,
+            "Pearson": 0.012343916428024404,
+            "Spearman": -0.10271031505337098
+        },
+        "test": {
+            "RMSE": 0.13724539063965302,
+            "MAPE": 87069946425.02843,
+            "R2": 0.023204809673430304,
+            "Pearson": 0.1975278163741108,
+            "Spearman": 0.027503681907057684
+        }
+    },
+    "Lpls": {
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+            "MAPE": 70897685100.47624,
+            "R2": 0.27293534766445104,
+            "Pearson": 0.847666044361719,
+            "Spearman": 0.8477582634353329
+        },
+        "validation": {
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+            "MAPE": 108553859733.83994,
+            "R2": 0.04261006478683571,
+            "Pearson": 0.23859428062592106,
+            "Spearman": 0.2791061001543584
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+        "test": {
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+            "R2": -0.04469089115850888,
+            "Pearson": 0.17340938569794317,
+            "Spearman": 0.20916308168842918
+        }
+    },
+    "Lpl": {
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+            "MAPE": 490002014668.74506,
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+            "Spearman": 0.7808690324737757
+        },
+        "validation": {
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+            "Spearman": -0.03753797938117415
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+            "Pearson": 0.17337580497566565,
+            "Spearman": 0.22002610117891308
+        }
+    }
+}