Upload extra parameters and metrics

music_popularity_xgboost_seed_290/extra_params.json

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+{
+    "Lpls_beta": 0.11827857991965406
+}

music_popularity_xgboost_seed_290/feature_importance.csv

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+,L1s_importance,L1_importance,L2s_importance,L2_importance,Lpls_importance,Lpl_importance
+acousticness,0.04707683,0.043334726,0.044638168,0.049523216,0.037693758,0.042118635
+danceability,0.052176934,0.036678333,0.056749955,0.049548123,0.052072845,0.03221704
+duration_ms,0.08832447,0.04310899,0.097866684,0.053777386,0.06503384,0.03861642
+energy,0.061892398,0.035569664,0.07224085,0.052846696,0.061836433,0.03203553
+explicit,0.07392426,0.0735435,0.08262484,0.10020636,0.12046497,0.04952644
+instrumentalness,0.070062675,0.081255905,0.07053499,0.08052793,0.06884316,0.068787925
+key,0.06358758,0.02664166,0.058563296,0.051046684,0.059175394,0.027945785
+liveness,0.07655074,0.042995498,0.06752347,0.05588964,0.061842542,0.033967007
+loudness,0.07280291,0.055974506,0.06584692,0.059361305,0.06995543,0.042394828
+mode,0.05252147,0.043310475,0.061953932,0.053130493,0.045982964,0.025081499
+speechiness,0.06893699,0.039211243,0.07036118,0.043839596,0.061717264,0.04196611
+tempo,0.07373108,0.04020789,0.080410965,0.06345202,0.0657613,0.03437602
+valence,0.0782917,0.037375335,0.0805693,0.048516795,0.06323847,0.03320344
+year,0.09067813,0.31951362,0.07629324,0.19748527,0.0886103,0.31838754
+cpu_training_time,0.0013962352,0.0043255133,0.00028515887,0.0014355917,0.0036967644,0.00927412
+cpu_prediction_time,0.0020541623,0.010101901,0.0004344622,0.0018332053,0.012732605,0.026686896
+memory_usage,0.0008317429,0.010749248,0.0014005753,0.0054003717,0.0070820316,0.015629234
+max_depth,0.001537901,0.008657982,0.0026710904,0.005014693,0.0013245535,0.012338181
+learning_rate,0.006914729,0.022016676,0.0027092663,0.008229642,0.024243152,0.04244511
+n_estimators,0.011929284,0.015573149,0.0006433477,0.0037610445,0.025998384,0.03694841
+model_CatBoostRegressor,0.001539929,0.0022443063,0.002330247,0.0035413357,0.00038778063,0.0020939545
+model_DecisionTreeRegressor,0.0012735883,0.0009150362,0.00015494927,0.0019375065,0.00075901323,0.023534983
+model_LGBMRegressor,0.000535349,0.0040716166,0.00046484906,0.002033559,0.00017867117,0.0062358812
+model_RandomForestRegressor,0.0011481582,0.001668155,0.001614766,0.0058521717,0.0012216002,0.0008825343
+model_XGBRegressor,0.000280677,0.0009551774,0.0011135733,0.0018093215,0.00014676218,0.003306505

music_popularity_xgboost_seed_290/metrics.json

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+{
+    "L1s": {
+        "train": {
+            "RMSE": 11.870597383650319,
+            "MAPE": 231657129328.70648,
+            "R2": 0.2138452287713103,
+            "Pearson": 0.6406127286280682,
+            "Spearman": 0.5328836292154788
+        },
+        "validation": {
+            "RMSE": 13.372736643155449,
+            "MAPE": 232082613749.30896,
+            "R2": 0.02064134576557053,
+            "Pearson": 0.1663358330402056,
+            "Spearman": 0.12427143541172717
+        },
+        "test": {
+            "RMSE": 13.550433752497053,
+            "MAPE": 308717239152.2725,
+            "R2": 0.019719626990160832,
+            "Pearson": 0.14064376153092537,
+            "Spearman": 0.10812045185102134
+        }
+    },
+    "L1": {
+        "train": {
+            "RMSE": 6.211000998244432,
+            "MAPE": 994021548225.5217,
+            "R2": 0.585182974004075,
+            "Pearson": 0.7799120199188847,
+            "Spearman": 0.6919209287049941
+        },
+        "validation": {
+            "RMSE": 7.8914155807634305,
+            "MAPE": 717169940852.2864,
+            "R2": 0.3575621068380346,
+            "Pearson": 0.5988733167448387,
+            "Spearman": 0.5386273478509156
+        },
+        "test": {
+            "RMSE": 8.133588305836994,
+            "MAPE": 1224939577863.2014,
+            "R2": 0.33739061416360383,
+            "Pearson": 0.5820965458076163,
+            "Spearman": 0.5649847436365898
+        }
+    },
+    "L2s": {
+        "train": {
+            "RMSE": 415.7098165595638,
+            "MAPE": 3031936170374.2007,
+            "R2": 0.05642722422996127,
+            "Pearson": 0.572504506849551,
+            "Spearman": 0.16274444097027113
+        },
+        "validation": {
+            "RMSE": 444.7601386505698,
+            "MAPE": 1751462514340.721,
+            "R2": -0.0006321040696610769,
+            "Pearson": 0.0578668008561598,
+            "Spearman": -0.004521699382830245
+        },
+        "test": {
+            "RMSE": 475.7254128811582,
+            "MAPE": 2283000773666.5083,
+            "R2": 0.003512302371380782,
+            "Pearson": 0.06291718863460652,
+            "Spearman": 0.0212187882365195
+        }
+    },
+    "L2": {
+        "train": {
+            "RMSE": 183.62137053887537,
+            "MAPE": 17585490038699.54,
+            "R2": 0.7772154588545512,
+            "Pearson": 0.8965011664752375,
+            "Spearman": 0.6928072315089846
+        },
+        "validation": {
+            "RMSE": 347.1059537801778,
+            "MAPE": 9626712695436.533,
+            "R2": 0.27511551853780114,
+            "Pearson": 0.5245536908623911,
+            "Spearman": 0.49124962487517143
+        },
+        "test": {
+            "RMSE": 385.9302912855754,
+            "MAPE": 37763889233829.33,
+            "R2": 0.22595935947183676,
+            "Pearson": 0.4757145688602049,
+            "Spearman": 0.5124395668994678
+        }
+    },
+    "Lpls": {
+        "train": {
+            "RMSE": 0.44787573918600515,
+            "MAPE": 14319390649.132412,
+            "R2": 0.18797707009908682,
+            "Pearson": 0.5928925456859602,
+            "Spearman": 0.5767530873136467
+        },
+        "validation": {
+            "RMSE": 0.48879955606859954,
+            "MAPE": 9272909033.104391,
+            "R2": 0.0312505679543964,
+            "Pearson": 0.2004238235024396,
+            "Spearman": 0.1709972672386156
+        },
+        "test": {
+            "RMSE": 0.48628862869825445,
+            "MAPE": 10517167313.01417,
+            "R2": 0.047180230377736776,
+            "Pearson": 0.22807586917443104,
+            "Spearman": 0.19396165056872816
+        }
+    },
+    "Lpl": {
+        "train": {
+            "RMSE": 0.1945921458273377,
+            "MAPE": 41933603351.51829,
+            "R2": 0.5502855163661768,
+            "Pearson": 0.7531689604511269,
+            "Spearman": 0.7510699409158568
+        },
+        "validation": {
+            "RMSE": 0.23262450661685152,
+            "MAPE": 32833544709.82273,
+            "R2": 0.36311092136209433,
+            "Pearson": 0.6030171677890043,
+            "Spearman": 0.5463915920401191
+        },
+        "test": {
+            "RMSE": 0.22993283049511856,
+            "MAPE": 44630726370.00063,
+            "R2": 0.38523060230755846,
+            "Pearson": 0.6218113131135108,
+            "Spearman": 0.5848642183884983
+        }
+    }
+}