Upload extra parameters and metrics

infrared_xgboost_seed_290/extra_params.json

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+{
+    "Lpls_beta": 5.346922473411571
+}

infrared_xgboost_seed_290/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+T_atm,0.007817965,0.006747107,0.013282349,0.016039103,0.0046277763,0.003947865
+Humidity,0.008212771,0.009501049,0.014100132,0.013731431,0.0069109905,0.009227503
+Distance,0.015773337,0.0052474933,0.01146012,0.005821411,0.0069212154,0.007934757
+T_offset1,0.012938096,0.021337712,0.014786707,0.011753845,0.014330837,0.01598895
+Max1R13_1,0.02219865,0.013712017,0.02111544,0.021667441,0.0087618,0.0076971613
+Max1L13_1,0.028735813,0.024074718,0.040339027,0.05279859,0.015605041,0.008744174
+aveAllR13_1,0.011947246,0.016531482,0.008748913,0.017043838,0.011838063,0.020305632
+aveAllL13_1,0.02492614,0.029399397,0.014203779,0.017815016,0.029307565,0.011260504
+T_RC1,0.014704327,0.022342922,0.022570603,0.006043713,0.017501308,0.044143166
+T_RC_Dry1,0.052727405,0.015366121,0.018953834,0.002325295,0.02341198,0.026662717
+T_RC_Wet1,0.010609908,0.016440067,0.0,0.0008480106,0.033771973,0.018943774
+T_RC_Max1,0.0,0.017269306,0.0,0.0060721138,0.025888775,0.024674965
+T_LC1,0.018395262,0.020399835,0.055294793,0.0,0.019613832,0.011746756
+T_LC_Dry1,0.044480156,0.02172091,0.045926917,0.010876698,0.05605937,0.043797757
+T_LC_Wet1,0.013000002,0.01814682,0.004543907,0.023848925,0.019460538,0.021736687
+T_LC_Max1,0.030820454,0.008225518,0.0,0.02949667,0.051754147,0.032891914
+RCC1,0.03349961,0.038233776,0.029555771,0.028064607,0.01890733,0.0236559
+LCC1,0.023425287,0.015397411,0.05306041,0.0124961585,0.02794316,0.04299776
+canthiMax1,0.04827349,0.028662527,0.008533066,0.0,0.0659853,0.008354645
+canthi4Max1,0.047342613,0.013502173,0.013115544,0.0,0.07937241,0.025369769
+T_FHCC1,0.042931303,0.054140054,0.069312505,0.057229366,0.028554233,0.025659485
+T_FHRC1,0.04393036,0.034750693,0.055664442,0.06606847,0.03291544,0.025492743
+T_FHLC1,0.032477856,0.07946494,0.021522518,0.14058918,0.031439338,0.06558427
+T_FHBC1,0.05885492,0.026837625,0.080052175,0.021673743,0.041250553,0.031548474
+T_FHTC1,0.025688386,0.05374841,0.016059766,0.11025862,0.032161735,0.026629351
+T_FH_Max1,0.020996928,0.045153037,0.014507262,0.10421862,0.018750357,0.015924085
+T_FHC_Max1,0.0351767,0.06725533,0.08743728,0.07613192,0.0338186,0.042364143
+T_Max1,0.042825315,0.041800037,0.100545935,0.0070369053,0.037757542,0.028534565
+T_OR1,0.049479473,0.05842258,0.07982005,0.0456295,0.038997065,0.051331785
+T_OR_Max1,0.027006654,0.041016787,0.018348247,0.015779944,0.022959733,0.06767881
+Gender_Female,0.023690987,0.051038902,0.0034875348,0.0,0.011593007,0.092057146
+Gender_Male,0.011989603,0.0,0.0021085795,0.004223864,0.0179271,0.006808935
+AgeBracket1,0.011809595,0.015165581,0.014778967,0.028592315,0.024731966,0.0066862823
+AgeBracket2,0.0,0.009409881,0.019795109,0.0126121575,0.018831974,0.018554814
+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,0.0,0.02113106,0.0,0.0,0.0,0.01349033
+EthnicityBl_AA,0.022886604,0.021967744,0.01558727,0.021126468,0.040489543,0.022037445
+EthnicityHs_Lat,0.0,0.0,0.0,0.0,0.0,0.010648916
+EthnicityMR,0.0,0.009079036,0.0,0.0,0.0,0.020476561
+Ethnicity_White,0.07819158,0.0,0.005662102,0.0,0.026697507,0.010292359
+cpu_training_time,7.0413174e-05,0.00032443524,0.00024708058,0.00064973725,0.00013963379,0.0005407018
+cpu_prediction_time,0.00014192465,0.000549825,0.0002242356,0.00063626684,0.000108202206,0.00047933898
+memory_usage,6.14082e-05,0.00037378081,0.00022563776,0.0009132579,8.489217e-05,0.00040671587
+max_depth,0.00010317004,0.0002592472,0.00018359414,0.00042392343,0.00013987388,0.00034311987
+learning_rate,0.00020982472,0.0013531693,0.001496012,0.0033411477,0.00032481572,0.0008510107
+n_estimators,0.00029262362,0.0010380119,0.0015992182,0.0023285893,0.00026123127,0.0006311372
+model_CatBoostRegressor,0.00025005164,0.00089482643,0.00031841395,0.00067900127,0.0003998025,0.0011726685
+model_DecisionTreeRegressor,0.00013453895,0.00028239502,1.6399481e-05,5.673524e-05,0.00011203342,0.00028795374
+model_LGBMRegressor,0.0005771191,0.0009853109,0.0010001541,0.0012056681,0.0010158797,0.001902119
+model_RandomForestRegressor,0.000118047305,0.0006102638,0.00018149074,0.0012613221,0.00017993613,0.0005684824
+model_XGBRegressor,0.00027607245,0.0006886598,0.00022666463,0.0005902912,0.0003845806,0.00093388226

infrared_xgboost_seed_290/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 0.2672525924429694,
+            "MAPE": 21077288201.436028,
+            "R2": 0.04833606399720436,
+            "Pearson": 0.7063231643707067,
+            "Spearman": 0.5367279171742382
+        },
+        "validation": {
+            "RMSE": 0.25385439577643387,
+            "MAPE": 37096986118.14311,
+            "R2": 0.009089453471995523,
+            "Pearson": 0.22121387838045303,
+            "Spearman": 0.2642498768086374
+        },
+        "test": {
+            "RMSE": 0.26782498813846634,
+            "MAPE": 22665774286.70735,
+            "R2": -0.07217570465870171,
+            "Pearson": 0.1389247212135183,
+            "Spearman": 0.029450063990056816
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 0.17577885071271948,
+            "MAPE": 235027245098.0391,
+            "R2": 0.06829775263272952,
+            "Pearson": 0.8399029801704562,
+            "Spearman": 0.6182807125315307
+        },
+        "validation": {
+            "RMSE": 0.15107979115371892,
+            "MAPE": 261679005755.93942,
+            "R2": -0.00899120881948301,
+            "Pearson": -0.0449217586022684,
+            "Spearman": -0.08045245826743797
+        },
+        "test": {
+            "RMSE": 0.17628849036667665,
+            "MAPE": 194600301270.78128,
+            "R2": 0.013298310537851576,
+            "Pearson": 0.17502004426235357,
+            "Spearman": 0.19959489798239904
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 0.17123780184294612,
+            "MAPE": 6973007301.833503,
+            "R2": 0.07485538339217035,
+            "Pearson": 0.8795203244758599,
+            "Spearman": 0.501248112622815
+        },
+        "validation": {
+            "RMSE": 0.12172762210114761,
+            "MAPE": 18267991006.267864,
+            "R2": 0.0002735163827527476,
+            "Pearson": 0.11539598338081403,
+            "Spearman": 0.16357358295638946
+        },
+        "test": {
+            "RMSE": 0.15509326323283074,
+            "MAPE": 22175523661.099735,
+            "R2": -0.03643632211410219,
+            "Pearson": 0.20533215745955347,
+            "Spearman": 0.23416167525972958
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 0.15471809126370348,
+            "MAPE": 85821062838.64781,
+            "R2": 0.08108429369217862,
+            "Pearson": 0.9162152604202047,
+            "Spearman": 0.5077413436378203
+        },
+        "validation": {
+            "RMSE": 0.10406163682697384,
+            "MAPE": 103566746570.37364,
+            "R2": -0.009977627716466486,
+            "Pearson": 0.013233838951673446,
+            "Spearman": -0.14168628131876765
+        },
+        "test": {
+            "RMSE": 0.13716651103501368,
+            "MAPE": 87917737502.36014,
+            "R2": 0.024327282008003825,
+            "Pearson": 0.20353996948674044,
+            "Spearman": 0.06306199252008746
+        }
+    },
+    "Lpls": {
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+            "MAPE": 74494089424.30188,
+            "R2": 0.31577390475017975,
+            "Pearson": 0.8609744954758733,
+            "Spearman": 0.8669674487419085
+        },
+        "validation": {
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+            "MAPE": 54943698100.29484,
+            "R2": 0.039569243122108855,
+            "Pearson": 0.21880020110536763,
+            "Spearman": 0.22315085772596463
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+        "test": {
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+            "R2": -0.04286978044373391,
+            "Pearson": 0.1710780281242882,
+            "Spearman": 0.19669518266001304
+        }
+    },
+    "Lpl": {
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+            "R2": 0.1082933324663452,
+            "Pearson": 0.8014258145274854,
+            "Spearman": 0.7799752780489593
+        },
+        "validation": {
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+            "Spearman": 0.077196989091092
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+            "R2": 0.016403054207507317,
+            "Pearson": 0.1945356239312512,
+            "Spearman": 0.20588666544450573
+        }
+    }
+}