Upload extra parameters and metrics

music_popularity_xgboost_seed_504/extra_params.json

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+{
+    "Lpls_beta": 0.11827857991965406
+}

music_popularity_xgboost_seed_504/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+acousticness,0.038807668,0.04643598,0.043996878,0.051566944,0.037697036,0.04209274
+danceability,0.057039373,0.037269764,0.05523849,0.050226573,0.051357556,0.032551568
+duration_ms,0.074557945,0.043237608,0.09313415,0.0580106,0.06290497,0.040365197
+energy,0.060924243,0.036058325,0.06902495,0.04934497,0.06270249,0.032983072
+explicit,0.092131086,0.07522552,0.090686895,0.09246009,0.10701463,0.05300372
+instrumentalness,0.076880805,0.08388745,0.06434455,0.0807245,0.07586174,0.071267076
+key,0.0632283,0.031037774,0.05624548,0.054534797,0.061562926,0.029983906
+liveness,0.0698144,0.04263363,0.06210522,0.053717203,0.06676775,0.036711495
+loudness,0.0772593,0.055039596,0.065396555,0.062424276,0.077834174,0.043093756
+mode,0.05735668,0.03804643,0.08013417,0.02951442,0.052193753,0.030127889
+speechiness,0.07345035,0.039129693,0.076268725,0.044677828,0.06743558,0.043546412
+tempo,0.0718456,0.04103831,0.07504494,0.062255383,0.07101513,0.03599616
+valence,0.070258625,0.03902177,0.081651546,0.044100344,0.06644591,0.036313
+year,0.0902715,0.31772465,0.072181985,0.22635058,0.08896174,0.3253328
+cpu_training_time,0.00027341506,0.0042597787,0.00029524893,0.0017257519,0.0020895556,0.006876049
+cpu_prediction_time,0.0010588977,0.008178283,0.00049435167,0.0018854841,0.010380201,0.024926338
+memory_usage,0.001112284,0.010004868,0.00095859653,0.0059862775,0.0049255164,0.013405014
+max_depth,0.0012904167,0.0071187965,0.002819104,0.0055760005,0.001199452,0.009481639
+learning_rate,0.0067026657,0.019310838,0.002397156,0.00890708,0.014619218,0.03420606
+n_estimators,0.011812786,0.015417128,0.0017628781,0.0038423373,0.014521155,0.03335267
+model_CatBoostRegressor,0.00097009935,0.0021181027,0.0026297122,0.0039220103,0.0004269431,0.001814925
+model_DecisionTreeRegressor,0.001013605,0.0007439643,0.0010715621,0.00074983406,4.4612338e-05,0.008301331
+model_LGBMRegressor,0.00070100714,0.0035547193,0.00037224413,0.0013311229,0.00020193498,0.0090002
+model_RandomForestRegressor,0.000795131,0.0026188279,0.0012566304,0.0049258643,0.0015210863,0.0029638212
+model_XGBRegressor,0.0004438653,0.00088814064,0.00048797939,0.0012396927,0.00031488444,0.0023032306

music_popularity_xgboost_seed_504/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 10.150100219685994,
+            "MAPE": 390681671814.9122,
+            "R2": 0.4252174631213087,
+            "Pearson": 0.7755205342561236,
+            "Spearman": 0.702083469313098
+        },
+        "validation": {
+            "RMSE": 13.202667416320002,
+            "MAPE": 214162429613.9598,
+            "R2": 0.04539314622979884,
+            "Pearson": 0.22674902377511524,
+            "Spearman": 0.1563327480850508
+        },
+        "test": {
+            "RMSE": 13.400107042657126,
+            "MAPE": 359868556063.59503,
+            "R2": 0.04134918023764489,
+            "Pearson": 0.2033816140452661,
+            "Spearman": 0.15497666947683275
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 6.001617362529866,
+            "MAPE": 964918869198.0643,
+            "R2": 0.6126799476736424,
+            "Pearson": 0.7969679976101912,
+            "Spearman": 0.7081480760065926
+        },
+        "validation": {
+            "RMSE": 7.95050281236526,
+            "MAPE": 693681724169.6466,
+            "R2": 0.34790554038294386,
+            "Pearson": 0.5901101235643451,
+            "Spearman": 0.5311621894344718
+        },
+        "test": {
+            "RMSE": 8.105263190644727,
+            "MAPE": 1178328594655.916,
+            "R2": 0.3419976353136509,
+            "Pearson": 0.585815711616316,
+            "Spearman": 0.5647436756994095
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 415.5743653629069,
+            "MAPE": 3056361621289.5996,
+            "R2": 0.05704201481030602,
+            "Pearson": 0.5721793855188142,
+            "Spearman": 0.16423698500001307
+        },
+        "validation": {
+            "RMSE": 444.57054914005977,
+            "MAPE": 1693280991879.8704,
+            "R2": 0.000220800227660356,
+            "Pearson": 0.06761626396309518,
+            "Spearman": 0.015410906652294071
+        },
+        "test": {
+            "RMSE": 475.1331954504874,
+            "MAPE": 2270170906190.0986,
+            "R2": 0.0059917581462811675,
+            "Pearson": 0.09149614444806582,
+            "Spearman": 0.025922159092711027
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 219.9850346021333,
+            "MAPE": 18355643317693.164,
+            "R2": 0.6802394537100523,
+            "Pearson": 0.8456948032009557,
+            "Spearman": 0.6494800520556372
+        },
+        "validation": {
+            "RMSE": 353.2592433642755,
+            "MAPE": 11478082658712.902,
+            "R2": 0.2491870666383934,
+            "Pearson": 0.4992466396632498,
+            "Spearman": 0.5061004756999812
+        },
+        "test": {
+            "RMSE": 383.6552075320932,
+            "MAPE": 32751345677537.9,
+            "R2": 0.23505849835857562,
+            "Pearson": 0.4857841433996088,
+            "Spearman": 0.530104588374273
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.37319727148730375,
+            "MAPE": 24906232445.182865,
+            "R2": 0.4361934241313512,
+            "Pearson": 0.7811191279264879,
+            "Spearman": 0.7855461706795984
+        },
+        "validation": {
+            "RMSE": 0.4859283173856535,
+            "MAPE": 15076017770.04229,
+            "R2": 0.04259812924399786,
+            "Pearson": 0.22127157118704108,
+            "Spearman": 0.20655650005907397
+        },
+        "test": {
+            "RMSE": 0.4869838519291035,
+            "MAPE": 14997688532.214655,
+            "R2": 0.04445388262405914,
+            "Pearson": 0.2135803569043922,
+            "Spearman": 0.18389788002890597
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.18638457265361047,
+            "MAPE": 41292140332.2858,
+            "R2": 0.587421887249338,
+            "Pearson": 0.7788429259099904,
+            "Spearman": 0.7799855760600465
+        },
+        "validation": {
+            "RMSE": 0.23291968962736373,
+            "MAPE": 32769805674.457733,
+            "R2": 0.36149356714155256,
+            "Pearson": 0.6016407071270393,
+            "Spearman": 0.5425778459545798
+        },
+        "test": {
+            "RMSE": 0.2303413636553442,
+            "MAPE": 46157497893.966736,
+            "R2": 0.3830440785043697,
+            "Pearson": 0.6197614443482804,
+            "Spearman": 0.5782623025784718
+        }
+    }
+}