Upload extra parameters and metrics

music_popularity_xgboost_seed_13/extra_params.json

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+{
+    "Lpls_beta": 0.11827857991965406
+}

music_popularity_xgboost_seed_13/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+acousticness,0.039831437,0.044033933,0.041565847,0.04929299,0.03683017,0.04180038
+danceability,0.053306993,0.038186733,0.06381445,0.047896158,0.05059773,0.03334755
+duration_ms,0.07385414,0.043257106,0.0885325,0.054513995,0.06385082,0.037844688
+energy,0.063222416,0.033685684,0.06920226,0.052657444,0.06338188,0.03160282
+explicit,0.085067905,0.06852519,0.09027231,0.08535666,0.10703413,0.04493945
+instrumentalness,0.07048503,0.08012057,0.06806896,0.08055403,0.07147093,0.06885825
+key,0.06941536,0.032277413,0.062291365,0.052064847,0.0639923,0.02767599
+liveness,0.07468382,0.042303056,0.059285842,0.05695311,0.06338196,0.03293124
+loudness,0.08113244,0.055332158,0.06509278,0.065675035,0.08083478,0.041216265
+mode,0.054269485,0.039788917,0.076928526,0.046543654,0.054433007,0.023643326
+speechiness,0.06774453,0.0392901,0.073558845,0.044704314,0.06863194,0.04105765
+tempo,0.07343046,0.039270196,0.079236664,0.060407214,0.069021694,0.03299436
+valence,0.07604696,0.038412515,0.083039284,0.045679096,0.06619748,0.033222668
+year,0.091246285,0.30328587,0.066604815,0.21730624,0.0911426,0.33280152
+cpu_training_time,0.0005497583,0.0039651394,0.00043624162,0.0014951848,0.0017718826,0.010037208
+cpu_prediction_time,0.0025486324,0.0096033495,0.0005129258,0.0020542403,0.008855178,0.03108549
+memory_usage,0.0010416033,0.011306707,0.0012606147,0.005593419,0.004712936,0.017761922
+max_depth,0.0013628174,0.007919642,0.0027530123,0.0054722163,0.0013057734,0.014453599
+learning_rate,0.006933788,0.021728462,0.0023130637,0.009543351,0.015157854,0.043790787
+n_estimators,0.010069273,0.015850727,0.00079384446,0.0035922963,0.014964974,0.03879241
+model_CatBoostRegressor,0.0010103596,0.0021191512,0.0018778967,0.0033370208,0.0004428859,0.002347708
+model_DecisionTreeRegressor,0.00012705244,0.022373782,0.00075184036,0.0017688426,0.00038396037,0.0065123886
+model_LGBMRegressor,0.0006832998,0.0032752808,0.00042717071,0.0020083692,0.00022784415,0.0077018593
+model_RandomForestRegressor,0.0014578528,0.0033101225,0.0009833433,0.004038382,0.001108911,0.00085024786
+model_XGBRegressor,0.00047831095,0.0007781555,0.00039566052,0.0014918536,0.00026638628,0.002730168

music_popularity_xgboost_seed_13/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 9.476245094732803,
+            "MAPE": 447222290257.85626,
+            "R2": 0.4990025980057474,
+            "Pearson": 0.8076965624112589,
+            "Spearman": 0.7453022006806536
+        },
+        "validation": {
+            "RMSE": 13.200669617821122,
+            "MAPE": 330059791455.2045,
+            "R2": 0.045682022377224296,
+            "Pearson": 0.22749521245347526,
+            "Spearman": 0.17690925719451245
+        },
+        "test": {
+            "RMSE": 13.450034182582993,
+            "MAPE": 353963667411.8994,
+            "R2": 0.03419224355031558,
+            "Pearson": 0.18912319560146473,
+            "Spearman": 0.14705464526229992
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 6.073199675112358,
+            "MAPE": 954792167546.9603,
+            "R2": 0.6033855840546943,
+            "Pearson": 0.7913544984807571,
+            "Spearman": 0.7034506625152555
+        },
+        "validation": {
+            "RMSE": 7.895590819312448,
+            "MAPE": 714986971636.8105,
+            "R2": 0.3568821170385852,
+            "Pearson": 0.5980527498789148,
+            "Spearman": 0.5381250917985889
+        },
+        "test": {
+            "RMSE": 8.119803165305703,
+            "MAPE": 1167715185967.2788,
+            "R2": 0.3396347461947916,
+            "Pearson": 0.5837255467752784,
+            "Spearman": 0.5685079396065863
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 407.1452647945648,
+            "MAPE": 3218801330807.447,
+            "R2": 0.09490614085070082,
+            "Pearson": 0.5859032097033189,
+            "Spearman": 0.18530447154005272
+        },
+        "validation": {
+            "RMSE": 444.48108732726195,
+            "MAPE": 1666319714407.356,
+            "R2": 0.0006231348424058369,
+            "Pearson": 0.06813797663445749,
+            "Spearman": -0.015464672309641554
+        },
+        "test": {
+            "RMSE": 475.4275941574108,
+            "MAPE": 2735087975280.291,
+            "R2": 0.0047595756592586635,
+            "Pearson": 0.06929372867756362,
+            "Spearman": 0.013956392753047317
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 222.67690684692252,
+            "MAPE": 18070005017611.637,
+            "R2": 0.6723660008436256,
+            "Pearson": 0.8415056597249234,
+            "Spearman": 0.6444426530268929
+        },
+        "validation": {
+            "RMSE": 352.03162096107155,
+            "MAPE": 11045475676383.6,
+            "R2": 0.2543963471017463,
+            "Pearson": 0.5046441374510329,
+            "Spearman": 0.4988522265352289
+        },
+        "test": {
+            "RMSE": 385.8666037970021,
+            "MAPE": 31520258012505.01,
+            "R2": 0.22621480786762038,
+            "Pearson": 0.47599533920139164,
+            "Spearman": 0.5271103784686417
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.39245412627383086,
+            "MAPE": 22577395523.25278,
+            "R2": 0.3765078120044806,
+            "Pearson": 0.7423760007865893,
+            "Spearman": 0.7415637392161151
+        },
+        "validation": {
+            "RMSE": 0.48640506296524677,
+            "MAPE": 13859675595.499146,
+            "R2": 0.04071858858222932,
+            "Pearson": 0.2157308674049692,
+            "Spearman": 0.187897842131817
+        },
+        "test": {
+            "RMSE": 0.4852788530383499,
+            "MAPE": 14139385933.348574,
+            "R2": 0.05113317199192535,
+            "Pearson": 0.22624695563152636,
+            "Spearman": 0.1934884752190018
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.19671392821605027,
+            "MAPE": 42899799741.72147,
+            "R2": 0.5404249084591051,
+            "Pearson": 0.7472640299661869,
+            "Spearman": 0.7446922899678816
+        },
+        "validation": {
+            "RMSE": 0.2328791707493901,
+            "MAPE": 32932019030.046146,
+            "R2": 0.3617156979022599,
+            "Pearson": 0.6018917806136849,
+            "Spearman": 0.5467071659029413
+        },
+        "test": {
+            "RMSE": 0.23056472043917736,
+            "MAPE": 46125028342.47037,
+            "R2": 0.38184700213394707,
+            "Pearson": 0.6192952176575741,
+            "Spearman": 0.5820154167260201
+        }
+    }
+}