Upload extra parameters and metrics

music_popularity_xgboost_seed_420/extra_params.json

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+{
+    "Lpls_beta": 0.11827857991965406
+}

music_popularity_xgboost_seed_420/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+acousticness,0.04769179,0.04591498,0.04276093,0.052300066,0.03931159,0.043240435
+danceability,0.056799565,0.03852891,0.061554674,0.048634842,0.05065204,0.033659548
+duration_ms,0.076319754,0.044822656,0.09870232,0.05648987,0.06616088,0.040058848
+energy,0.062869094,0.032197103,0.070646755,0.048805114,0.06086968,0.03300702
+explicit,0.08675386,0.07147283,0.09366383,0.073823676,0.09780488,0.05288932
+instrumentalness,0.07218198,0.083843514,0.068567835,0.07762877,0.07565359,0.070068486
+key,0.06356408,0.0286451,0.053091314,0.053019278,0.059087824,0.028807314
+liveness,0.07814684,0.041638028,0.06394927,0.055190656,0.06578134,0.03652678
+loudness,0.07532094,0.054905873,0.067097194,0.057473835,0.07483382,0.043120675
+mode,0.047010817,0.036637835,0.072203286,0.050086595,0.053340565,0.025574556
+speechiness,0.071292676,0.039167304,0.066704035,0.044289075,0.06535557,0.042922303
+tempo,0.07131368,0.042527508,0.07666817,0.05998799,0.06663953,0.034688786
+valence,0.07520946,0.038605426,0.08539569,0.040238902,0.06503198,0.03476748
+year,0.08937121,0.32073084,0.065027505,0.24069202,0.09332453,0.3184226
+cpu_training_time,0.00037940068,0.004644359,0.00057247974,0.0012325045,0.0040533016,0.007495526
+cpu_prediction_time,0.0015861975,0.009921681,0.00054852065,0.0013262673,0.014405269,0.027731316
+memory_usage,0.0016538851,0.011422146,0.0014989786,0.0064472444,0.006257787,0.015481963
+max_depth,0.0013101404,0.007540341,0.0027244017,0.0047988044,0.000902569,0.0109718675
+learning_rate,0.0067780837,0.022251066,0.0023041738,0.009127845,0.018639786,0.042903252
+n_estimators,0.011187487,0.016117059,0.0010008395,0.0042013912,0.019372007,0.036082193
+model_CatBoostRegressor,0.0010722883,0.002217751,0.0023693999,0.003630386,0.0004082439,0.0019870629
+model_DecisionTreeRegressor,0.00035977527,0.0,0.0,0.004125517,0.0004593311,0.009338266
+model_LGBMRegressor,0.0005609325,0.0038734414,0.00027520067,0.0015111655,0.00026982842,0.0054172697
+model_RandomForestRegressor,0.00092811004,0.0012788186,0.0017020563,0.0040567876,0.0011835037,0.001357202
+model_XGBRegressor,0.00033797065,0.001095452,0.00097112195,0.00088134647,0.00020059312,0.0034799383

music_popularity_xgboost_seed_420/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 10.953749446934397,
+            "MAPE": 333837686278.76715,
+            "R2": 0.3305956817218867,
+            "Pearson": 0.7210319682206088,
+            "Spearman": 0.6317639148930195
+        },
+        "validation": {
+            "RMSE": 13.268306474237791,
+            "MAPE": 178781004362.96964,
+            "R2": 0.03587760620145264,
+            "Pearson": 0.20659614145348357,
+            "Spearman": 0.1502211106588196
+        },
+        "test": {
+            "RMSE": 13.431789370375736,
+            "MAPE": 281144594194.74725,
+            "R2": 0.03681067999136767,
+            "Pearson": 0.19281874787679346,
+            "Spearman": 0.1505571590656766
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 6.107433751425336,
+            "MAPE": 973997106645.9597,
+            "R2": 0.5989016226760224,
+            "Pearson": 0.7889244904563643,
+            "Spearman": 0.7014938829407965
+        },
+        "validation": {
+            "RMSE": 7.946112747959534,
+            "MAPE": 745010221086.1361,
+            "R2": 0.3486254813423708,
+            "Pearson": 0.5909208698383301,
+            "Spearman": 0.529917224422957
+        },
+        "test": {
+            "RMSE": 8.090094702601567,
+            "MAPE": 1187945725840.9924,
+            "R2": 0.34445815052548656,
+            "Pearson": 0.5881065113205403,
+            "Spearman": 0.5664304244441237
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 415.78999033032926,
+            "MAPE": 2835430913085.919,
+            "R2": 0.05606323435376348,
+            "Pearson": 0.5661841951670524,
+            "Spearman": 0.16366833637021905
+        },
+        "validation": {
+            "RMSE": 443.8898590565195,
+            "MAPE": 1742435824169.6973,
+            "R2": 0.003280016790181306,
+            "Pearson": 0.10062230977064472,
+            "Spearman": -0.002867104191393366
+        },
+        "test": {
+            "RMSE": 475.9431430477826,
+            "MAPE": 2742035827274.272,
+            "R2": 0.0025999479880590703,
+            "Pearson": 0.05178385941377797,
+            "Spearman": 0.014363264725472814
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 245.26880407622156,
+            "MAPE": 19724098320185.414,
+            "R2": 0.602512724988147,
+            "Pearson": 0.8050493644138937,
+            "Spearman": 0.624536873252844
+        },
+        "validation": {
+            "RMSE": 353.0515098304141,
+            "MAPE": 11708601901174.965,
+            "R2": 0.2500698356992306,
+            "Pearson": 0.5005352156026829,
+            "Spearman": 0.4908284999085462
+        },
+        "test": {
+            "RMSE": 386.8871546218677,
+            "MAPE": 30890382415023.492,
+            "R2": 0.22211633755874138,
+            "Pearson": 0.4725219578437512,
+            "Spearman": 0.5397331293163171
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.43405593334012876,
+            "MAPE": 16215096183.625242,
+            "R2": 0.2373160423095665,
+            "Pearson": 0.642532054898446,
+            "Spearman": 0.6284546190095646
+        },
+        "validation": {
+            "RMSE": 0.4875385260463117,
+            "MAPE": 11846075328.018932,
+            "R2": 0.036242578692609384,
+            "Pearson": 0.20879374649399468,
+            "Spearman": 0.1748118227144961
+        },
+        "test": {
+            "RMSE": 0.48568448979360757,
+            "MAPE": 13189780421.079662,
+            "R2": 0.04954622410519949,
+            "Pearson": 0.2273626737105762,
+            "Spearman": 0.19462417687374817
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.19209601067847543,
+            "MAPE": 41922510791.81241,
+            "R2": 0.5617489633522479,
+            "Pearson": 0.7610749836900349,
+            "Spearman": 0.759599886384153
+        },
+        "validation": {
+            "RMSE": 0.23244430893917392,
+            "MAPE": 32174868613.814644,
+            "R2": 0.364097244635339,
+            "Pearson": 0.6037524762548123,
+            "Spearman": 0.5471977492002523
+        },
+        "test": {
+            "RMSE": 0.23047497172878453,
+            "MAPE": 43931726104.391884,
+            "R2": 0.3823281480492493,
+            "Pearson": 0.6192177388094879,
+            "Spearman": 0.5803687724867342
+        }
+    }
+}