Active Trend Model Information


Download Starter Script

General Information
  • Model Type: MLPClassifier
  • Parameters: activation: relu, alpha: 0.001, hidden_layer_sizes: (100,), learning_rate: adaptive, solver: sgd
  • Version Number: v177.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - -0.0012
  • track__valence - -0.0009
  • track__tempo - 0.0000
  • track__speechiness - 0.0000
  • track__danceability - -0.0007
  • track__liveness - 0.0000
  • velocity - 0.0399
  • current_popularity - -0.0006
  • median_popularity - 0.0000
  • mean_popularity - 0.0000
  • std_popularity - 0.0010
  • retrieval_frequency - 0.0598

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: euclidean, n_neighbors: 11, weights: distance
  • Version Number: v176.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0471
  • track__valence - 0.0494
  • track__tempo - 0.0464
  • track__speechiness - 0.0376
  • track__danceability - 0.0475
  • track__liveness - 0.0399
  • velocity - 0.0432
  • current_popularity - 0.0473
  • median_popularity - 0.0462
  • mean_popularity - 0.0465
  • std_popularity - 0.0380
  • retrieval_frequency - 0.0624

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: True, criterion: entropy, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Version Number: v175.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.96
  • Recall: 0.95
  • F1 Score: 0.95
  • Confusion Matrix: [[ 7, 5, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0656
  • track__valence - 0.0631
  • track__tempo - 0.0568
  • track__speechiness - 0.0489
  • track__danceability - 0.0567
  • track__liveness - 0.0425
  • velocity - 0.2118
  • current_popularity - 0.0687
  • median_popularity - 0.0655
  • mean_popularity - 0.0614
  • std_popularity - 0.0876
  • retrieval_frequency - 0.1713

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: svd
  • Version Number: v174.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.93
  • Confusion Matrix: [[ 6, 6, 0], [ 3, 147, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 3.3499
  • track__valence - 0.8381
  • track__tempo - 0.0058
  • track__speechiness - 0.3420
  • track__danceability - 2.1082
  • track__liveness - 1.8785
  • velocity - 393.6468
  • current_popularity - 1.0869
  • median_popularity - 1.5535
  • mean_popularity - 2.6493
  • std_popularity - 1.4594
  • retrieval_frequency - 8.6402

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: SVM
  • Parameters: C: 3, gamma: scale, kernel: linear
  • Version Number: v173.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0003
  • track__valence - 0.0000
  • track__tempo - 0.0001
  • track__speechiness - 0.0000
  • track__danceability - 0.0001
  • track__liveness - 0.0001
  • velocity - 2.0063
  • current_popularity - 0.0190
  • median_popularity - 0.0073
  • mean_popularity - 0.0118
  • std_popularity - 0.0018
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, fit_intercept: True, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Version Number: v172.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.93
  • Recall: 0.94
  • F1 Score: 0.93
  • Confusion Matrix: [[ 9, 3, 0], [ 2, 146, 2], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.8986
  • track__valence - 0.1942
  • track__tempo - 0.1115
  • track__speechiness - 0.0581
  • track__danceability - 0.5613
  • track__liveness - 0.2705
  • velocity - 7.6568
  • current_popularity - 48.8477
  • median_popularity - 30.9112
  • mean_popularity - 18.4500
  • std_popularity - 3.5057
  • retrieval_frequency - 0.4200

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0.1, learning_rate: 0.1, max_bins: 255, max_depth: None, max_iter: 100, min_samples_leaf: 1
  • Version Number: v171.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.96
  • Precision: 0.96
  • Recall: 0.96
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.0118
  • track__valence - 0.0101
  • track__tempo - 0.0053
  • track__speechiness - 0.0090
  • track__danceability - 0.0078
  • track__liveness - -0.0004
  • velocity - 0.1118
  • current_popularity - 0.0017
  • median_popularity - 0.0006
  • mean_popularity - 0.0029
  • std_popularity - 0.0319
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: None, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Version Number: v170.0
  • Creation & Evaluation Date: December 20, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/21/2024 - 12/21/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0574
  • track__valence - 0.0512
  • track__tempo - 0.0580
  • track__speechiness - 0.0477
  • track__danceability - 0.0414
  • track__liveness - 0.0402
  • velocity - 0.2760
  • current_popularity - 0.0585
  • median_popularity - 0.0581
  • mean_popularity - 0.0505
  • std_popularity - 0.1503
  • retrieval_frequency - 0.1108

File Downloads

Download CSV Download Model File (pkl) Download README TXT

Trend Model History


General Information
  • Model Type: MLPClassifier
  • Parameters: activation: relu, alpha: 0.001, hidden_layer_sizes: (100,), learning_rate: adaptive, solver: sgd
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - -0.0012
  • track__valence - -0.0009
  • track__tempo - 0.0000
  • track__speechiness - 0.0000
  • track__danceability - -0.0007
  • track__liveness - 0.0000
  • velocity - 0.0399
  • current_popularity - -0.0006
  • median_popularity - 0.0000
  • mean_popularity - 0.0000
  • std_popularity - 0.0010
  • retrieval_frequency - 0.0598

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: euclidean, n_neighbors: 11, weights: distance
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0471
  • track__valence - 0.0494
  • track__tempo - 0.0464
  • track__speechiness - 0.0376
  • track__danceability - 0.0475
  • track__liveness - 0.0399
  • velocity - 0.0432
  • current_popularity - 0.0473
  • median_popularity - 0.0462
  • mean_popularity - 0.0465
  • std_popularity - 0.0380
  • retrieval_frequency - 0.0624

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: True, criterion: entropy, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.96
  • Recall: 0.95
  • F1 Score: 0.95
  • Confusion Matrix: [[ 7, 5, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0656
  • track__valence - 0.0631
  • track__tempo - 0.0568
  • track__speechiness - 0.0489
  • track__danceability - 0.0567
  • track__liveness - 0.0425
  • velocity - 0.2118
  • current_popularity - 0.0687
  • median_popularity - 0.0655
  • mean_popularity - 0.0614
  • std_popularity - 0.0876
  • retrieval_frequency - 0.1713

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: svd
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.93
  • Confusion Matrix: [[ 6, 6, 0], [ 3, 147, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 3.3499
  • track__valence - 0.8381
  • track__tempo - 0.0058
  • track__speechiness - 0.3420
  • track__danceability - 2.1082
  • track__liveness - 1.8785
  • velocity - 393.6468
  • current_popularity - 1.0869
  • median_popularity - 1.5535
  • mean_popularity - 2.6493
  • std_popularity - 1.4594
  • retrieval_frequency - 8.6402

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: SVM
  • Parameters: C: 3, gamma: scale, kernel: linear
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0003
  • track__valence - 0.0000
  • track__tempo - 0.0001
  • track__speechiness - 0.0000
  • track__danceability - 0.0001
  • track__liveness - 0.0001
  • velocity - 2.0063
  • current_popularity - 0.0190
  • median_popularity - 0.0073
  • mean_popularity - 0.0118
  • std_popularity - 0.0018
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, fit_intercept: True, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.93
  • Recall: 0.94
  • F1 Score: 0.93
  • Confusion Matrix: [[ 9, 3, 0], [ 2, 146, 2], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.8986
  • track__valence - 0.1942
  • track__tempo - 0.1115
  • track__speechiness - 0.0581
  • track__danceability - 0.5613
  • track__liveness - 0.2705
  • velocity - 7.6568
  • current_popularity - 48.8477
  • median_popularity - 30.9112
  • mean_popularity - 18.4500
  • std_popularity - 3.5057
  • retrieval_frequency - 0.4200

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0.1, learning_rate: 0.1, max_bins: 255, max_depth: None, max_iter: 100, min_samples_leaf: 1
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.96
  • Precision: 0.96
  • Recall: 0.96
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.0118
  • track__valence - 0.0101
  • track__tempo - 0.0053
  • track__speechiness - 0.0090
  • track__danceability - 0.0078
  • track__liveness - -0.0004
  • velocity - 0.1118
  • current_popularity - 0.0017
  • median_popularity - 0.0006
  • mean_popularity - 0.0029
  • std_popularity - 0.0319
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: None, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Create Date: December 13, 2024, 11:03 p.m.
  • Evaluation Date: December 13, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/14/2024 - 12/14/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0574
  • track__valence - 0.0512
  • track__tempo - 0.0580
  • track__speechiness - 0.0477
  • track__danceability - 0.0414
  • track__liveness - 0.0402
  • velocity - 0.2760
  • current_popularity - 0.0585
  • median_popularity - 0.0581
  • mean_popularity - 0.0505
  • std_popularity - 0.1503
  • retrieval_frequency - 0.1108

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: MLPClassifier
  • Parameters: activation: relu, alpha: 0.001, hidden_layer_sizes: (100,), learning_rate: adaptive, solver: sgd
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - -0.0012
  • track__valence - -0.0009
  • track__tempo - 0.0000
  • track__speechiness - 0.0000
  • track__danceability - -0.0007
  • track__liveness - 0.0000
  • velocity - 0.0399
  • current_popularity - -0.0006
  • median_popularity - 0.0000
  • mean_popularity - 0.0000
  • std_popularity - 0.0010
  • retrieval_frequency - 0.0598

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: euclidean, n_neighbors: 11, weights: distance
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0471
  • track__valence - 0.0494
  • track__tempo - 0.0464
  • track__speechiness - 0.0376
  • track__danceability - 0.0475
  • track__liveness - 0.0399
  • velocity - 0.0432
  • current_popularity - 0.0473
  • median_popularity - 0.0462
  • mean_popularity - 0.0465
  • std_popularity - 0.0380
  • retrieval_frequency - 0.0624

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: True, criterion: entropy, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.96
  • Recall: 0.95
  • F1 Score: 0.95
  • Confusion Matrix: [[ 7, 5, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0656
  • track__valence - 0.0631
  • track__tempo - 0.0568
  • track__speechiness - 0.0489
  • track__danceability - 0.0567
  • track__liveness - 0.0425
  • velocity - 0.2118
  • current_popularity - 0.0687
  • median_popularity - 0.0655
  • mean_popularity - 0.0614
  • std_popularity - 0.0876
  • retrieval_frequency - 0.1713

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: svd
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.93
  • Confusion Matrix: [[ 6, 6, 0], [ 3, 147, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 3.3499
  • track__valence - 0.8381
  • track__tempo - 0.0058
  • track__speechiness - 0.3420
  • track__danceability - 2.1082
  • track__liveness - 1.8785
  • velocity - 393.6468
  • current_popularity - 1.0869
  • median_popularity - 1.5535
  • mean_popularity - 2.6493
  • std_popularity - 1.4594
  • retrieval_frequency - 8.6402

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: SVM
  • Parameters: C: 3, gamma: scale, kernel: linear
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0003
  • track__valence - 0.0000
  • track__tempo - 0.0001
  • track__speechiness - 0.0000
  • track__danceability - 0.0001
  • track__liveness - 0.0001
  • velocity - 2.0063
  • current_popularity - 0.0190
  • median_popularity - 0.0073
  • mean_popularity - 0.0118
  • std_popularity - 0.0018
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, fit_intercept: True, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.93
  • Recall: 0.94
  • F1 Score: 0.93
  • Confusion Matrix: [[ 9, 3, 0], [ 2, 146, 2], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.8986
  • track__valence - 0.1942
  • track__tempo - 0.1115
  • track__speechiness - 0.0581
  • track__danceability - 0.5613
  • track__liveness - 0.2705
  • velocity - 7.6568
  • current_popularity - 48.8477
  • median_popularity - 30.9112
  • mean_popularity - 18.4500
  • std_popularity - 3.5057
  • retrieval_frequency - 0.4200

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0.1, learning_rate: 0.1, max_bins: 255, max_depth: None, max_iter: 100, min_samples_leaf: 1
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.96
  • Precision: 0.96
  • Recall: 0.96
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.0118
  • track__valence - 0.0101
  • track__tempo - 0.0053
  • track__speechiness - 0.0090
  • track__danceability - 0.0078
  • track__liveness - -0.0004
  • velocity - 0.1118
  • current_popularity - 0.0017
  • median_popularity - 0.0006
  • mean_popularity - 0.0029
  • std_popularity - 0.0319
  • retrieval_frequency - 0.0000

File Downloads

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General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: None, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Create Date: December 6, 2024, 11:03 p.m.
  • Evaluation Date: December 6, 2024, 11:03 p.m.
  • Popularity History Timeframe: 11/07/2024 - 12/07/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0574
  • track__valence - 0.0512
  • track__tempo - 0.0580
  • track__speechiness - 0.0477
  • track__danceability - 0.0414
  • track__liveness - 0.0402
  • velocity - 0.2760
  • current_popularity - 0.0585
  • median_popularity - 0.0581
  • mean_popularity - 0.0505
  • std_popularity - 0.1503
  • retrieval_frequency - 0.1108

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General Information
  • Model Type: MLPClassifier
  • Parameters: activation: relu, alpha: 0.001, hidden_layer_sizes: (100,), learning_rate: adaptive, solver: sgd
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - -0.0012
  • track__valence - -0.0009
  • track__tempo - 0.0000
  • track__speechiness - 0.0000
  • track__danceability - -0.0007
  • track__liveness - 0.0000
  • velocity - 0.0399
  • current_popularity - -0.0006
  • median_popularity - 0.0000
  • mean_popularity - 0.0000
  • std_popularity - 0.0010
  • retrieval_frequency - 0.0598

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General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: euclidean, n_neighbors: 11, weights: distance
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0471
  • track__valence - 0.0494
  • track__tempo - 0.0464
  • track__speechiness - 0.0376
  • track__danceability - 0.0475
  • track__liveness - 0.0399
  • velocity - 0.0432
  • current_popularity - 0.0473
  • median_popularity - 0.0462
  • mean_popularity - 0.0465
  • std_popularity - 0.0380
  • retrieval_frequency - 0.0624

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General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: True, criterion: entropy, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.96
  • Recall: 0.95
  • F1 Score: 0.95
  • Confusion Matrix: [[ 7, 5, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0656
  • track__valence - 0.0631
  • track__tempo - 0.0568
  • track__speechiness - 0.0489
  • track__danceability - 0.0567
  • track__liveness - 0.0425
  • velocity - 0.2118
  • current_popularity - 0.0687
  • median_popularity - 0.0655
  • mean_popularity - 0.0614
  • std_popularity - 0.0876
  • retrieval_frequency - 0.1713

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General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: svd
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.93
  • Confusion Matrix: [[ 6, 6, 0], [ 3, 147, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 3.3499
  • track__valence - 0.8381
  • track__tempo - 0.0058
  • track__speechiness - 0.3420
  • track__danceability - 2.1082
  • track__liveness - 1.8785
  • velocity - 393.6468
  • current_popularity - 1.0869
  • median_popularity - 1.5535
  • mean_popularity - 2.6493
  • std_popularity - 1.4594
  • retrieval_frequency - 8.6402

File Downloads

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General Information
  • Model Type: SVM
  • Parameters: C: 3, gamma: scale, kernel: linear
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0003
  • track__valence - 0.0000
  • track__tempo - 0.0001
  • track__speechiness - 0.0000
  • track__danceability - 0.0001
  • track__liveness - 0.0001
  • velocity - 2.0063
  • current_popularity - 0.0190
  • median_popularity - 0.0073
  • mean_popularity - 0.0118
  • std_popularity - 0.0018
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, fit_intercept: True, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.93
  • Recall: 0.94
  • F1 Score: 0.93
  • Confusion Matrix: [[ 9, 3, 0], [ 2, 146, 2], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.8986
  • track__valence - 0.1942
  • track__tempo - 0.1115
  • track__speechiness - 0.0581
  • track__danceability - 0.5613
  • track__liveness - 0.2705
  • velocity - 7.6568
  • current_popularity - 48.8477
  • median_popularity - 30.9112
  • mean_popularity - 18.4500
  • std_popularity - 3.5057
  • retrieval_frequency - 0.4200

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General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0.1, learning_rate: 0.1, max_bins: 255, max_depth: None, max_iter: 100, min_samples_leaf: 1
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.96
  • Precision: 0.96
  • Recall: 0.96
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 4, 8]]

Feature Importance
  • track__energy - 0.0118
  • track__valence - 0.0101
  • track__tempo - 0.0053
  • track__speechiness - 0.0090
  • track__danceability - 0.0078
  • track__liveness - -0.0004
  • velocity - 0.1118
  • current_popularity - 0.0017
  • median_popularity - 0.0006
  • mean_popularity - 0.0029
  • std_popularity - 0.0319
  • retrieval_frequency - 0.0000

File Downloads

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General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: None, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Create Date: December 3, 2024, 12:09 p.m.
  • Evaluation Date: December 3, 2024, 12:09 p.m.
  • Popularity History Timeframe: 11/03/2024 - 12/03/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__energy - 0.0574
  • track__valence - 0.0512
  • track__tempo - 0.0580
  • track__speechiness - 0.0477
  • track__danceability - 0.0414
  • track__liveness - 0.0402
  • velocity - 0.2760
  • current_popularity - 0.0585
  • median_popularity - 0.0581
  • mean_popularity - 0.0505
  • std_popularity - 0.1503
  • retrieval_frequency - 0.1108

File Downloads

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General Information
  • Model Type: MLPClassifier
  • Parameters: activation: tanh, alpha: 0.0001, hidden_layer_sizes: (100,), learning_rate: adaptive, solver: sgd
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.92
  • Confusion Matrix: [[ 6, 6, 0], [ 1, 149, 0], [ 0, 5, 7]]

Feature Importance
  • track__valence - 0.0019
  • track__tempo - 0.0013
  • track__speechiness - 0.0007
  • track__danceability - 0.0014
  • track__liveness - 0.0012
  • velocity - 0.0428
  • current_popularity - 0.0004
  • median_popularity - 0.0006
  • mean_popularity - 0.0014
  • std_popularity - 0.0020
  • retrieval_frequency - 0.0585

File Downloads

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General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: euclidean, n_neighbors: 11, weights: distance
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94
  • Confusion Matrix: [[ 6, 6, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__valence - 0.0513
  • track__tempo - 0.0471
  • track__speechiness - 0.0393
  • track__danceability - 0.0477
  • track__liveness - 0.0399
  • velocity - 0.0441
  • current_popularity - 0.0461
  • median_popularity - 0.0457
  • mean_popularity - 0.0460
  • std_popularity - 0.0406
  • retrieval_frequency - 0.0626

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General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: False, criterion: gini, max_features: sqrt, min_samples_leaf: 1, n_estimators: 200
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__valence - 0.0656
  • track__tempo - 0.0575
  • track__speechiness - 0.0576
  • track__danceability - 0.0570
  • track__liveness - 0.0414
  • velocity - 0.2290
  • current_popularity - 0.0670
  • median_popularity - 0.0695
  • mean_popularity - 0.0681
  • std_popularity - 0.1045
  • retrieval_frequency - 0.1829

File Downloads

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General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: svd
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.93
  • Confusion Matrix: [[ 6, 6, 0], [ 3, 147, 0], [ 0, 3, 9]]

Feature Importance
  • track__valence - 1.3774
  • track__tempo - 0.0021
  • track__speechiness - 0.4969
  • track__danceability - 2.0598
  • track__liveness - 1.2011
  • velocity - 387.2558
  • current_popularity - 1.1062
  • median_popularity - 1.5789
  • mean_popularity - 2.6902
  • std_popularity - 1.4866
  • retrieval_frequency - 8.6406

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General Information
  • Model Type: SVM
  • Parameters: C: 3, gamma: scale, kernel: linear
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__valence - 0.0001
  • track__tempo - 0.0000
  • track__speechiness - 0.0001
  • track__danceability - 0.0001
  • track__liveness - 0.0000
  • velocity - 2.0058
  • current_popularity - 0.0191
  • median_popularity - 0.0123
  • mean_popularity - 0.0068
  • std_popularity - 0.0022
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: LogisticRegression
  • Parameters: C: 900, fit_intercept: True, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.92
  • Confusion Matrix: [[ 9, 3, 0], [ 4, 144, 2], [ 0, 4, 8]]

Feature Importance
  • track__valence - 0.4335
  • track__tempo - 0.0431
  • track__speechiness - 0.0325
  • track__danceability - 0.4454
  • track__liveness - 0.1745
  • velocity - 7.8273
  • current_popularity - 57.4817
  • median_popularity - 36.4933
  • mean_popularity - 21.4539
  • std_popularity - 4.3794
  • retrieval_frequency - 0.4028

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General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0.1, learning_rate: 0.1, max_bins: 255, max_depth: None, max_iter: 100, min_samples_leaf: 1
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.95
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 149, 1], [ 0, 4, 8]]

Feature Importance
  • track__valence - 0.0147
  • track__tempo - 0.0103
  • track__speechiness - 0.0150
  • track__danceability - 0.0092
  • track__liveness - 0.0026
  • velocity - 0.1118
  • current_popularity - 0.0030
  • median_popularity - 0.0022
  • mean_popularity - 0.0016
  • std_popularity - 0.0315
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: None, max_features: sqrt, min_samples_leaf: 1, n_estimators: 100
  • Create Date: November 29, 2024, 11:09 p.m.
  • Evaluation Date: November 29, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/31/2024 - 11/30/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 9, 3, 0], [ 0, 150, 0], [ 0, 3, 9]]

Feature Importance
  • track__valence - 0.0587
  • track__tempo - 0.0582
  • track__speechiness - 0.0530
  • track__danceability - 0.0482
  • track__liveness - 0.0405
  • velocity - 0.2529
  • current_popularity - 0.0548
  • median_popularity - 0.0548
  • mean_popularity - 0.0665
  • std_popularity - 0.1717
  • retrieval_frequency - 0.1407

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General Information
  • Model Type: MLPClassifier
  • Parameters: activation: tanh, alpha: 0.0001, hidden_layer_sizes: (50,), learning_rate: constant, solver: adam
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.97
  • Confusion Matrix: [[ 5, 2, 0], [ 0, 156, 0], [ 0, 3, 6]]

Feature Importance
  • track__valence - 0.0169
  • track__tempo - 0.0106
  • track__speechiness - 0.0201
  • track__danceability - 0.0163
  • track__liveness - 0.0140
  • velocity - 0.0491
  • current_popularity - 0.1193
  • median_popularity - 0.0500
  • mean_popularity - 0.0795
  • std_popularity - 0.0126
  • retrieval_frequency - 0.0593

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General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: euclidean, n_neighbors: 11, weights: distance
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.90
  • Recall: 0.94
  • F1 Score: 0.91
  • Confusion Matrix: [[ 0, 7, 0], [ 0, 156, 0], [ 0, 4, 5]]

Feature Importance
  • track__valence - 0.0584
  • track__tempo - 0.0574
  • track__speechiness - 0.0503
  • track__danceability - 0.0589
  • track__liveness - 0.0529
  • velocity - 0.0291
  • current_popularity - 0.0584
  • median_popularity - 0.0584
  • mean_popularity - 0.0592
  • std_popularity - 0.0439
  • retrieval_frequency - 0.0600

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General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: False, criterion: gini, max_features: sqrt, min_samples_leaf: 1, n_estimators: 200
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.97
  • Confusion Matrix: [[ 5, 2, 0], [ 0, 156, 0], [ 0, 3, 6]]

Feature Importance
  • track__valence - 0.0870
  • track__tempo - 0.0645
  • track__speechiness - 0.0652
  • track__danceability - 0.0566
  • track__liveness - 0.0527
  • velocity - 0.2046
  • current_popularity - 0.0705
  • median_popularity - 0.0714
  • mean_popularity - 0.0711
  • std_popularity - 0.0843
  • retrieval_frequency - 0.1722

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General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: svd
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.90
  • Recall: 0.94
  • F1 Score: 0.92
  • Confusion Matrix: [[ 0, 7, 0], [ 0, 156, 0], [ 0, 3, 6]]

Feature Importance
  • track__valence - 1.8650
  • track__tempo - 0.0068
  • track__speechiness - 0.3620
  • track__danceability - 0.1943
  • track__liveness - 0.8418
  • velocity - 50.5527
  • current_popularity - 0.2110
  • median_popularity - 0.1486
  • mean_popularity - 0.3633
  • std_popularity - 0.2531
  • retrieval_frequency - 2.4060

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General Information
  • Model Type: SVM
  • Parameters: C: 3, gamma: scale, kernel: linear
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.97
  • Confusion Matrix: [[ 5, 2, 0], [ 0, 156, 0], [ 0, 3, 6]]

Feature Importance
  • track__valence - 0.0000
  • track__tempo - 0.0000
  • track__speechiness - 0.0001
  • track__danceability - 0.0000
  • track__liveness - 0.0000
  • velocity - 4.0438
  • current_popularity - 0.0005
  • median_popularity - 0.0124
  • mean_popularity - 0.0118
  • std_popularity - 0.0003
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, fit_intercept: False, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.96
  • Recall: 0.97
  • F1 Score: 0.96
  • Confusion Matrix: [[ 5, 2, 0], [ 0, 155, 1], [ 0, 3, 6]]

Feature Importance
  • track__valence - 0.0983
  • track__tempo - 0.1062
  • track__speechiness - 0.1243
  • track__danceability - 0.2490
  • track__liveness - 0.1988
  • velocity - 194.0625
  • current_popularity - 2.3104
  • median_popularity - 8.8913
  • mean_popularity - 6.2961
  • std_popularity - 0.1726
  • retrieval_frequency - 17.6303

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General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0.1, learning_rate: 0.01, max_bins: 255, max_depth: None, max_iter: 100, min_samples_leaf: 1
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.97
  • Confusion Matrix: [[ 5, 2, 0], [ 0, 156, 0], [ 0, 3, 6]]

Feature Importance
  • track__valence - 0.0142
  • track__tempo - 0.0266
  • track__speechiness - 0.0145
  • track__danceability - 0.0151
  • track__liveness - 0.0147
  • velocity - 0.1089
  • current_popularity - 0.0078
  • median_popularity - 0.0087
  • mean_popularity - 0.0055
  • std_popularity - 0.0298
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: None, max_features: sqrt, min_samples_leaf: 1, n_estimators: 200
  • Create Date: November 22, 2024, 11:09 p.m.
  • Evaluation Date: November 22, 2024, 11:09 p.m.
  • Popularity History Timeframe: 10/24/2024 - 11/23/2024

Performance Metrics
  • Accuracy: 0.97
  • Precision: 0.97
  • Recall: 0.97
  • F1 Score: 0.97
  • Confusion Matrix: [[ 5, 2, 0], [ 0, 156, 0], [ 0, 3, 6]]

Feature Importance
  • track__valence - 0.0602
  • track__tempo - 0.0677
  • track__speechiness - 0.0663
  • track__danceability - 0.0572
  • track__liveness - 0.0539
  • velocity - 0.2335
  • current_popularity - 0.0565
  • median_popularity - 0.0555
  • mean_popularity - 0.0583
  • std_popularity - 0.1532
  • retrieval_frequency - 0.1378

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General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: manhattan, n_neighbors: 21, weights: distance
  • Create Date: October 19, 2024, 3:03 p.m.
  • Evaluation Date: October 19, 2024, 3:03 p.m.
  • Popularity History Timeframe: 09/19/2024 - 10/19/2024

Performance Metrics
  • Accuracy: 0.81
  • Precision: 0.81
  • Recall: 0.81
  • F1 Score: 0.80
  • Confusion Matrix: [[29, 20, 0], [ 6, 94, 0], [ 1, 4, 6]]

Feature Importance
  • track__valence - 0.1631
  • track__tempo - 0.1698
  • track__speechiness - 0.1248
  • track__danceability - 0.1706
  • track__liveness - 0.1403
  • velocity - 0.0977
  • current_popularity - 0.1514
  • median_popularity - 0.1553
  • mean_popularity - 0.1564
  • std_popularity - 0.0542
  • retrieval_frequency - 0.0233

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General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: True, criterion: gini, max_features: sqrt, min_samples_leaf: 1, n_estimators: 200
  • Create Date: October 19, 2024, 3:03 p.m.
  • Evaluation Date: October 19, 2024, 3:03 p.m.
  • Popularity History Timeframe: 09/19/2024 - 10/19/2024

Performance Metrics
  • Accuracy: 0.83
  • Precision: 0.84
  • Recall: 0.83
  • F1 Score: 0.82
  • Confusion Matrix: [[33, 16, 0], [ 6, 94, 0], [ 2, 3, 6]]

Feature Importance
  • track__valence - 0.0779
  • track__tempo - 0.0730
  • track__speechiness - 0.0745
  • track__danceability - 0.0760
  • track__liveness - 0.0620
  • velocity - 0.1034
  • current_popularity - 0.0993
  • median_popularity - 0.1086
  • mean_popularity - 0.1185
  • std_popularity - 0.1075
  • retrieval_frequency - 0.0994

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General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: lsqr
  • Create Date: October 19, 2024, 3:03 p.m.
  • Evaluation Date: October 19, 2024, 3:03 p.m.
  • Popularity History Timeframe: 09/19/2024 - 10/19/2024

Performance Metrics
  • Accuracy: 0.70
  • Precision: 0.72
  • Recall: 0.70
  • F1 Score: 0.64
  • Confusion Matrix: [[10, 39, 0], [ 3, 96, 1], [ 0, 5, 6]]

Feature Importance
  • track__valence - 4.4302
  • track__tempo - 0.1921
  • track__speechiness - 10.1115
  • track__danceability - 36.5774
  • track__liveness - 13.4970
  • velocity - 47.3958
  • current_popularity - 0.2769
  • median_popularity - 0.5377
  • mean_popularity - 0.9033
  • std_popularity - 0.5867
  • retrieval_frequency - 2.9345

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General Information
  • Model Type: SVM
  • Parameters: C: 3, gamma: scale, kernel: rbf
  • Create Date: October 19, 2024, 3:03 p.m.
  • Evaluation Date: October 19, 2024, 3:03 p.m.
  • Popularity History Timeframe: 09/19/2024 - 10/19/2024

Performance Metrics
  • Accuracy: 0.78
  • Precision: 0.79
  • Recall: 0.78
  • F1 Score: 0.77
  • Confusion Matrix: [[28, 21, 0], [ 8, 92, 0], [ 1, 5, 5]]

Feature Importance
  • track__valence - 0.0073
  • track__tempo - 0.0234
  • track__speechiness - 0.0156
  • track__danceability - 0.0245
  • track__liveness - 0.0187
  • velocity - 0.0964
  • current_popularity - 0.0903
  • median_popularity - 0.0592
  • mean_popularity - 0.0691
  • std_popularity - 0.0078
  • retrieval_frequency - 0.0323

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General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, fit_intercept: False, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Create Date: October 19, 2024, 3:03 p.m.
  • Evaluation Date: October 19, 2024, 3:03 p.m.
  • Popularity History Timeframe: 09/19/2024 - 10/19/2024

Performance Metrics
  • Accuracy: 0.69
  • Precision: 0.72
  • Recall: 0.69
  • F1 Score: 0.65
  • Confusion Matrix: [[13, 36, 0], [ 3, 92, 5], [ 0, 5, 6]]

Feature Importance
  • track__valence - 0.0081
  • track__tempo - 0.0926
  • track__speechiness - 0.0166
  • track__danceability - 0.3307
  • track__liveness - 0.0759
  • velocity - 10.7683
  • current_popularity - 12.4955
  • median_popularity - 9.1245
  • mean_popularity - 21.6259
  • std_popularity - 1.1411
  • retrieval_frequency - 1.1344

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General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0, learning_rate: 0.01, max_bins: 255, max_depth: 5, max_iter: 100, min_samples_leaf: 1
  • Create Date: October 19, 2024, 3:03 p.m.
  • Evaluation Date: October 19, 2024, 3:03 p.m.
  • Popularity History Timeframe: 09/19/2024 - 10/19/2024

Performance Metrics
  • Accuracy: 0.86
  • Precision: 0.87
  • Recall: 0.86
  • F1 Score: 0.85
  • Confusion Matrix: [[33, 16, 0], [ 1, 98, 1], [ 0, 5, 6]]

Feature Importance
  • track__valence - 0.0077
  • track__tempo - 0.0195
  • track__speechiness - 0.0153
  • track__danceability - 0.0312
  • track__liveness - 0.0050
  • velocity - 0.1517
  • current_popularity - 0.1469
  • median_popularity - 0.0031
  • mean_popularity - 0.0280
  • std_popularity - 0.0841
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: 20, max_features: sqrt, min_samples_leaf: 1, n_estimators: 200
  • Create Date: October 19, 2024, 3:03 p.m.
  • Evaluation Date: October 19, 2024, 3:03 p.m.
  • Popularity History Timeframe: 09/19/2024 - 10/19/2024

Performance Metrics
  • Accuracy: 0.86
  • Precision: 0.86
  • Recall: 0.86
  • F1 Score: 0.85
  • Confusion Matrix: [[34, 15, 0], [ 3, 97, 0], [ 2, 3, 6]]

Feature Importance
  • track__valence - 0.0693
  • track__tempo - 0.0776
  • track__speechiness - 0.0660
  • track__danceability - 0.0769
  • track__liveness - 0.0619
  • velocity - 0.1331
  • current_popularity - 0.0979
  • median_popularity - 0.0947
  • mean_popularity - 0.1189
  • std_popularity - 0.1440
  • retrieval_frequency - 0.0597

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General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, leaf_size: 5, metric: manhattan, n_neighbors: 15, weights: distance
  • Create Date: October 18, 2024, 1:16 a.m.
  • Evaluation Date: October 18, 2024, 1:16 a.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.73
  • Precision: 0.76
  • Recall: 0.73
  • F1 Score: 0.67
  • Confusion Matrix: [[100, 2, 0], [ 32, 9, 0], [ 10, 0, 7]]

Feature Importance
  • track__valence - 0.1509
  • track__tempo - 0.1603
  • track__speechiness - 0.1146
  • track__danceability - 0.1477
  • track__liveness - 0.1188
  • velocity - 0.0246
  • current_popularity - 0.1598
  • median_popularity - 0.1623
  • mean_popularity - 0.1613
  • std_popularity - 0.0754
  • retrieval_frequency - 0.0598

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General Information
  • Model Type: ExtraTrees
  • Parameters: bootstrap: True, criterion: gini, max_features: sqrt, min_samples_leaf: 1, n_estimators: 200
  • Create Date: October 18, 2024, 1:16 a.m.
  • Evaluation Date: October 18, 2024, 1:16 a.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.82
  • Precision: 0.84
  • Recall: 0.82
  • F1 Score: 0.80
  • Confusion Matrix: [[100, 2, 0], [ 20, 21, 0], [ 7, 0, 10]]

Feature Importance
  • track__valence - 0.0675
  • track__tempo - 0.0651
  • track__speechiness - 0.0595
  • track__danceability - 0.0630
  • track__liveness - 0.0641
  • velocity - 0.0331
  • current_popularity - 0.1160
  • median_popularity - 0.1112
  • mean_popularity - 0.1200
  • std_popularity - 0.2094
  • retrieval_frequency - 0.0911

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General Information
  • Model Type: LDA
  • Parameters: priors: None, solver: svd
  • Create Date: October 18, 2024, 1:16 a.m.
  • Evaluation Date: October 18, 2024, 1:16 a.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.69
  • Precision: 0.53
  • Recall: 0.69
  • F1 Score: 0.59
  • Confusion Matrix: [[102, 0, 0], [ 40, 0, 1], [ 8, 0, 9]]

Feature Importance
  • track__valence - 0.1051
  • track__tempo - 0.0021
  • track__speechiness - 0.0940
  • track__danceability - 0.2266
  • track__liveness - 0.2810
  • velocity - 0.2520
  • current_popularity - 0.0917
  • median_popularity - 0.3104
  • mean_popularity - 0.4045
  • std_popularity - 0.0938
  • retrieval_frequency - 1.0837

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General Information
  • Model Type: SVM
  • Parameters: C: 5, gamma: scale, kernel: rbf
  • Create Date: October 18, 2024, 1:16 a.m.
  • Evaluation Date: October 18, 2024, 1:16 a.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.78
  • Precision: 0.82
  • Recall: 0.78
  • F1 Score: 0.75
  • Confusion Matrix: [[101, 1, 0], [ 27, 14, 0], [ 7, 0, 10]]

Feature Importance
  • track__valence - 0.0138
  • track__tempo - 0.0316
  • track__speechiness - 0.0155
  • track__danceability - 0.0182
  • track__liveness - 0.0083
  • velocity - 0.0110
  • current_popularity - 0.0972
  • median_popularity - 0.0615
  • mean_popularity - 0.0736
  • std_popularity - 0.0653
  • retrieval_frequency - 0.0596

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General Information
  • Model Type: LogisticRegression
  • Parameters: C: 700, fit_intercept: True, intercept_scaling: 1, penalty: l2, solver: liblinear
  • Create Date: October 18, 2024, 1:16 a.m.
  • Evaluation Date: October 18, 2024, 1:16 a.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.73
  • Precision: 0.69
  • Recall: 0.73
  • F1 Score: 0.70
  • Confusion Matrix: [[93, 9, 0], [25, 11, 5], [ 2, 3, 12]]

Feature Importance
  • track__valence - 0.0933
  • track__tempo - 0.2484
  • track__speechiness - 0.0710
  • track__danceability - 0.1724
  • track__liveness - 0.1179
  • velocity - 0.5841
  • current_popularity - 23.4365
  • median_popularity - 21.4672
  • mean_popularity - 45.1486
  • std_popularity - 0.6702
  • retrieval_frequency - 0.2047

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General Information
  • Model Type: RandomForest
  • Parameters: bootstrap: True, criterion: gini, max_depth: None, max_features: sqrt, min_samples_leaf: 2, n_estimators: 200
  • Create Date: October 18, 2024, 1:16 a.m.
  • Evaluation Date: October 18, 2024, 1:16 a.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.83
  • Precision: 0.84
  • Recall: 0.83
  • F1 Score: 0.83
  • Confusion Matrix: [[95, 7, 0], [13, 28, 0], [ 7, 0, 10]]

Feature Importance
  • track__valence - 0.0571
  • track__tempo - 0.0492
  • track__speechiness - 0.0454
  • track__danceability - 0.0477
  • track__liveness - 0.0567
  • velocity - 0.0596
  • current_popularity - 0.1092
  • median_popularity - 0.0825
  • mean_popularity - 0.1196
  • std_popularity - 0.3143
  • retrieval_frequency - 0.0587

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General Information
  • Model Type: HistGradientBoosting
  • Parameters: early_stopping: True, l2_regularization: 0, learning_rate: 0.01, max_bins: 255, max_depth: 5, max_iter: 100, min_samples_leaf: 1
  • Create Date: October 18, 2024, 1:16 a.m.
  • Evaluation Date: October 18, 2024, 1:16 a.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.86
  • Precision: 0.86
  • Recall: 0.86
  • F1 Score: 0.85
  • Confusion Matrix: [[97, 3, 2], [12, 29, 0], [ 6, 0, 11]]

Feature Importance
  • track__valence - 0.0067
  • track__tempo - 0.0192
  • track__speechiness - 0.0025
  • track__danceability - 0.0023
  • track__liveness - 0.0086
  • velocity - 0.0599
  • current_popularity - 0.1399
  • median_popularity - 0.0014
  • mean_popularity - 0.0114
  • std_popularity - 0.2360
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, n_neighbors: 9, weights: distance
  • Create Date: October 17, 2024, 11:39 p.m.
  • Evaluation Date: October 17, 2024, 11:39 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.73
  • Precision: 0.75
  • Recall: 0.73
  • F1 Score: 0.67
  • Confusion Matrix: [[100, 2, 0], [ 33, 7, 1], [ 8, 0, 9]]

Feature Importance
  • track__valence - 0.1962
  • track__tempo - 0.2019
  • track__speechiness - 0.1531
  • track__danceability - 0.1933
  • track__liveness - 0.1601
  • velocity - 0.0288
  • current_popularity - 0.2053
  • median_popularity - 0.2066
  • mean_popularity - 0.2045
  • std_popularity - 0.1074
  • retrieval_frequency - 0.0685

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General Information
  • Model Type: ExtraTrees
  • Parameters: max_depth: 30, min_samples_split: 2, n_estimators: 100
  • Create Date: October 17, 2024, 11:39 p.m.
  • Evaluation Date: October 17, 2024, 11:39 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.84
  • Precision: 0.86
  • Recall: 0.84
  • F1 Score: 0.83
  • Confusion Matrix: [[100, 2, 0], [ 16, 25, 0], [ 7, 0, 10]]

Feature Importance
  • track__valence - 0.0617
  • track__tempo - 0.0638
  • track__speechiness - 0.0556
  • track__danceability - 0.0595
  • track__liveness - 0.0622
  • velocity - 0.0354
  • current_popularity - 0.1175
  • median_popularity - 0.1091
  • mean_popularity - 0.1184
  • std_popularity - 0.2229
  • retrieval_frequency - 0.0937

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General Information
  • Model Type: LDA
  • Parameters: solver: svd
  • Create Date: October 17, 2024, 11:39 p.m.
  • Evaluation Date: October 17, 2024, 11:39 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.69
  • Precision: 0.53
  • Recall: 0.69
  • F1 Score: 0.59
  • Confusion Matrix: [[102, 0, 0], [ 40, 0, 1], [ 8, 0, 9]]

Feature Importance
  • track__valence - 0.1051
  • track__tempo - 0.0021
  • track__speechiness - 0.0940
  • track__danceability - 0.2266
  • track__liveness - 0.2810
  • velocity - 0.2520
  • current_popularity - 0.0917
  • median_popularity - 0.3104
  • mean_popularity - 0.4045
  • std_popularity - 0.0938
  • retrieval_frequency - 1.0837

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General Information
  • Model Type: SVM
  • Parameters: C: 10, gamma: scale, kernel: rbf
  • Create Date: October 17, 2024, 11:39 p.m.
  • Evaluation Date: October 17, 2024, 11:39 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.79
  • Precision: 0.82
  • Recall: 0.79
  • F1 Score: 0.77
  • Confusion Matrix: [[100, 2, 0], [ 23, 17, 1], [ 7, 0, 10]]

Feature Importance
  • track__valence - 0.0161
  • track__tempo - 0.0393
  • track__speechiness - 0.0191
  • track__danceability - 0.0257
  • track__liveness - 0.0149
  • velocity - 0.0194
  • current_popularity - 0.1700
  • median_popularity - 0.0897
  • mean_popularity - 0.1199
  • std_popularity - 0.0754
  • retrieval_frequency - 0.0584

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General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, penalty: l2, solver: saga
  • Create Date: October 17, 2024, 11:39 p.m.
  • Evaluation Date: October 17, 2024, 11:39 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.54
  • Precision: 0.61
  • Recall: 0.54
  • F1 Score: 0.56
  • Confusion Matrix: [[57, 43, 2], [18, 17, 6], [ 1, 3, 13]]

Feature Importance
  • track__valence - 0.0607
  • track__tempo - 0.1251
  • track__speechiness - 0.0291
  • track__danceability - 0.0730
  • track__liveness - 0.0824
  • velocity - 1.5264
  • current_popularity - 12.0454
  • median_popularity - 2.9685
  • mean_popularity - 9.2350
  • std_popularity - 0.7551
  • retrieval_frequency - 1.6459

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General Information
  • Model Type: RandomForest
  • Parameters: max_depth: 20, min_samples_split: 5, n_estimators: 100
  • Create Date: October 17, 2024, 11:39 p.m.
  • Evaluation Date: October 17, 2024, 11:39 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.84
  • Precision: 0.85
  • Recall: 0.84
  • F1 Score: 0.83
  • Confusion Matrix: [[97, 5, 0], [14, 27, 0], [ 7, 0, 10]]

Feature Importance
  • track__valence - 0.0580
  • track__tempo - 0.0501
  • track__speechiness - 0.0479
  • track__danceability - 0.0430
  • track__liveness - 0.0561
  • velocity - 0.0573
  • current_popularity - 0.1060
  • median_popularity - 0.0803
  • mean_popularity - 0.1289
  • std_popularity - 0.3132
  • retrieval_frequency - 0.0593

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General Information
  • Model Type: HistGradientBoosting
  • Parameters: learning_rate: 0.01, max_depth: 7, max_iter: 300
  • Create Date: October 17, 2024, 11:39 p.m.
  • Evaluation Date: October 17, 2024, 11:39 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.84
  • Precision: 0.84
  • Recall: 0.84
  • F1 Score: 0.84
  • Confusion Matrix: [[97, 4, 1], [12, 27, 2], [ 6, 0, 11]]

Feature Importance
  • track__valence - 0.0336
  • track__tempo - 0.0377
  • track__speechiness - 0.0213
  • track__danceability - 0.0290
  • track__liveness - 0.0239
  • velocity - 0.0638
  • current_popularity - 0.1041
  • median_popularity - 0.0113
  • mean_popularity - 0.0449
  • std_popularity - 0.2887
  • retrieval_frequency - 0.0000

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General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, n_neighbors: 9, weights: uniform
  • Create Date: October 17, 2024, 11:31 p.m.
  • Evaluation Date: October 17, 2024, 11:31 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.80
  • Precision: 0.84
  • Recall: 0.80
  • F1 Score: 0.75
  • Confusion Matrix: [[115, 0, 0], [ 19, 3, 0], [ 13, 0, 10]]

Feature Importance
  • track__valence - -0.0013
  • track__tempo - -0.0036
  • track__speechiness - -0.0020
  • track__danceability - -0.0031
  • track__liveness - -0.0042
  • velocity - 0.0011
  • current_popularity - 0.0115
  • median_popularity - 0.0133
  • mean_popularity - 0.0140
  • std_popularity - 0.0265
  • retrieval_frequency - 0.0677

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: ExtraTrees
  • Parameters: max_depth: 20, min_samples_split: 5, n_estimators: 100
  • Create Date: October 17, 2024, 11:31 p.m.
  • Evaluation Date: October 17, 2024, 11:31 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.89
  • Recall: 0.89
  • F1 Score: 0.88
  • Confusion Matrix: [[114, 0, 1], [ 4, 16, 2], [ 11, 0, 12]]

Feature Importance
  • track__valence - 0.0529
  • track__tempo - 0.0473
  • track__speechiness - 0.0436
  • track__danceability - 0.0479
  • track__liveness - 0.0450
  • velocity - 0.0317
  • current_popularity - 0.1033
  • median_popularity - 0.1084
  • mean_popularity - 0.1032
  • std_popularity - 0.3054
  • retrieval_frequency - 0.1113

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LDA
  • Parameters: solver: svd
  • Create Date: October 17, 2024, 11:31 p.m.
  • Evaluation Date: October 17, 2024, 11:31 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.88
  • Precision: 0.88
  • Recall: 0.88
  • F1 Score: 0.86
  • Confusion Matrix: [[115, 0, 0], [ 8, 13, 1], [ 9, 2, 12]]

Feature Importance
  • track__valence - 0.1231
  • track__tempo - 0.0011
  • track__speechiness - 0.1331
  • track__danceability - 0.1412
  • track__liveness - 0.0169
  • velocity - 11.2825
  • current_popularity - 0.2571
  • median_popularity - 0.1987
  • mean_popularity - 0.4632
  • std_popularity - 0.1936
  • retrieval_frequency - 1.2422

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: SVM
  • Parameters: C: 10, gamma: scale, kernel: linear
  • Create Date: October 17, 2024, 11:31 p.m.
  • Evaluation Date: October 17, 2024, 11:31 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.90
  • Recall: 0.89
  • F1 Score: 0.88
  • Confusion Matrix: [[115, 0, 0], [ 6, 16, 0], [ 10, 1, 12]]

Feature Importance
  • track__valence - 0.0964
  • track__tempo - 0.0829
  • track__speechiness - 0.0291
  • track__danceability - 0.0975
  • track__liveness - 0.0184
  • velocity - 0.2378
  • current_popularity - 19.0956
  • median_popularity - 12.1146
  • mean_popularity - 7.5289
  • std_popularity - 3.4552
  • retrieval_frequency - 0.2423

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: HistGradientBoosting
  • Parameters: learning_rate: 0.1, max_depth: 3, max_iter: 100
  • Create Date: October 17, 2024, 11:31 p.m.
  • Evaluation Date: October 17, 2024, 11:31 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.92
  • Recall: 0.93
  • F1 Score: 0.92
  • Confusion Matrix: [[114, 0, 1], [ 0, 21, 1], [ 10, 0, 13]]

Feature Importance
  • track__valence - 0.0246
  • track__tempo - 0.0226
  • track__speechiness - 0.0078
  • track__danceability - 0.0083
  • track__liveness - 0.0104
  • velocity - 0.0656
  • current_popularity - 0.0630
  • median_popularity - 0.0104
  • mean_popularity - 0.0565
  • std_popularity - 0.2375
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: RandomForest
  • Parameters: max_depth: 20, min_samples_split: 10, n_estimators: 200
  • Create Date: October 17, 2024, 11:31 p.m.
  • Evaluation Date: October 17, 2024, 11:31 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.92
  • Confusion Matrix: [[115, 0, 0], [ 1, 21, 0], [ 11, 0, 12]]

Feature Importance
  • track__valence - 0.0445
  • track__tempo - 0.0327
  • track__speechiness - 0.0303
  • track__danceability - 0.0329
  • track__liveness - 0.0341
  • velocity - 0.0591
  • current_popularity - 0.0709
  • median_popularity - 0.0734
  • mean_popularity - 0.0814
  • std_popularity - 0.4810
  • retrieval_frequency - 0.0596

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, penalty: l2, solver: lbfgs
  • Create Date: October 17, 2024, 11:31 p.m.
  • Evaluation Date: October 17, 2024, 11:31 p.m.
  • Popularity History Timeframe: 09/18/2024 - 10/18/2024

Performance Metrics
  • Accuracy: 0.98
  • Precision: 0.98
  • Recall: 0.98
  • F1 Score: 0.97
  • Confusion Matrix: [[114, 1, 0], [ 1, 21, 0], [ 1, 1, 21]]

Feature Importance
  • track__valence - 0.2451
  • track__tempo - 0.1569
  • track__speechiness - 0.0362
  • track__danceability - 0.0113
  • track__liveness - 0.1491
  • velocity - 3.3926
  • current_popularity - 85.0122
  • median_popularity - 10.7352
  • mean_popularity - 74.8972
  • std_popularity - 9.0802
  • retrieval_frequency - 8.9691

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LDA
  • Parameters: solver: svd
  • Create Date: October 17, 2024, 7:16 p.m.
  • Evaluation Date: October 17, 2024, 7:16 p.m.
  • Popularity History Timeframe: 09/17/2024 - 10/17/2024

Performance Metrics
  • Accuracy: 0.88
  • Precision: 0.88
  • Recall: 0.88
  • F1 Score: 0.86
  • Confusion Matrix: [[115, 0, 0], [ 8, 13, 1], [ 9, 2, 12]]

Feature Importance
  • track__valence - 0.1231
  • track__tempo - 0.0011
  • track__speechiness - 0.1331
  • track__danceability - 0.1412
  • track__liveness - 0.0169
  • velocity - 11.2825
  • current_popularity - 0.2571
  • median_popularity - 0.1987
  • mean_popularity - 0.4632
  • std_popularity - 0.1936
  • retrieval_frequency - 1.2422

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: ExtraTrees
  • Parameters: max_depth: 20, min_samples_split: 5, n_estimators: 100
  • Create Date: October 17, 2024, 7:16 p.m.
  • Evaluation Date: October 17, 2024, 7:16 p.m.
  • Popularity History Timeframe: 09/17/2024 - 10/17/2024

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.89
  • Recall: 0.89
  • F1 Score: 0.88
  • Confusion Matrix: [[114, 0, 1], [ 4, 16, 2], [ 11, 0, 12]]

Feature Importance
  • track__valence - 0.0529
  • track__tempo - 0.0473
  • track__speechiness - 0.0436
  • track__danceability - 0.0479
  • track__liveness - 0.0450
  • velocity - 0.0317
  • current_popularity - 0.1033
  • median_popularity - 0.1084
  • mean_popularity - 0.1032
  • std_popularity - 0.3054
  • retrieval_frequency - 0.1113

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: KNN
  • Parameters: algorithm: auto, n_neighbors: 9, weights: uniform
  • Create Date: October 17, 2024, 7:16 p.m.
  • Evaluation Date: October 17, 2024, 7:16 p.m.
  • Popularity History Timeframe: 09/17/2024 - 10/17/2024

Performance Metrics
  • Accuracy: 0.80
  • Precision: 0.84
  • Recall: 0.80
  • F1 Score: 0.75
  • Confusion Matrix: [[115, 0, 0], [ 19, 3, 0], [ 13, 0, 10]]

Feature Importance
  • track__valence - -0.0013
  • track__tempo - -0.0036
  • track__speechiness - -0.0020
  • track__danceability - -0.0031
  • track__liveness - -0.0042
  • velocity - 0.0011
  • current_popularity - 0.0115
  • median_popularity - 0.0133
  • mean_popularity - 0.0140
  • std_popularity - 0.0265
  • retrieval_frequency - 0.0677

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: SVM
  • Parameters: C: 10, gamma: scale, kernel: linear
  • Create Date: October 17, 2024, 7:16 p.m.
  • Evaluation Date: October 17, 2024, 7:16 p.m.
  • Popularity History Timeframe: 09/17/2024 - 10/17/2024

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.90
  • Recall: 0.89
  • F1 Score: 0.88
  • Confusion Matrix: [[115, 0, 0], [ 6, 16, 0], [ 10, 1, 12]]

Feature Importance
  • track__valence - 0.0964
  • track__tempo - 0.0829
  • track__speechiness - 0.0291
  • track__danceability - 0.0975
  • track__liveness - 0.0184
  • velocity - 0.2378
  • current_popularity - 19.0956
  • median_popularity - 12.1146
  • mean_popularity - 7.5289
  • std_popularity - 3.4552
  • retrieval_frequency - 0.2423

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: HistGradientBoosting
  • Parameters: learning_rate: 0.1, max_depth: 3, max_iter: 100
  • Create Date: October 17, 2024, 7:16 p.m.
  • Evaluation Date: October 17, 2024, 7:16 p.m.
  • Popularity History Timeframe: 09/17/2024 - 10/17/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.92
  • Recall: 0.93
  • F1 Score: 0.92
  • Confusion Matrix: [[114, 0, 1], [ 0, 21, 1], [ 10, 0, 13]]

Feature Importance
  • track__valence - 0.0246
  • track__tempo - 0.0226
  • track__speechiness - 0.0078
  • track__danceability - 0.0083
  • track__liveness - 0.0104
  • velocity - 0.0656
  • current_popularity - 0.0630
  • median_popularity - 0.0104
  • mean_popularity - 0.0565
  • std_popularity - 0.2375
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: RandomForest
  • Parameters: max_depth: 20, min_samples_split: 10, n_estimators: 200
  • Create Date: October 17, 2024, 7:16 p.m.
  • Evaluation Date: October 17, 2024, 7:16 p.m.
  • Popularity History Timeframe: 09/17/2024 - 10/17/2024

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.92
  • Confusion Matrix: [[115, 0, 0], [ 1, 21, 0], [ 11, 0, 12]]

Feature Importance
  • track__valence - 0.0445
  • track__tempo - 0.0327
  • track__speechiness - 0.0303
  • track__danceability - 0.0329
  • track__liveness - 0.0341
  • velocity - 0.0591
  • current_popularity - 0.0709
  • median_popularity - 0.0734
  • mean_popularity - 0.0814
  • std_popularity - 0.4810
  • retrieval_frequency - 0.0596

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LogisticRegression
  • Parameters: C: 500, penalty: l2, solver: lbfgs
  • Create Date: October 17, 2024, 7:15 p.m.
  • Evaluation Date: October 17, 2024, 7:15 p.m.
  • Popularity History Timeframe: 09/17/2024 - 10/17/2024

Performance Metrics
  • Accuracy: 0.98
  • Precision: 0.98
  • Recall: 0.98
  • F1 Score: 0.97
  • Confusion Matrix: [[114, 1, 0], [ 1, 21, 0], [ 1, 1, 21]]

Feature Importance
  • track__valence - 0.2451
  • track__tempo - 0.1569
  • track__speechiness - 0.0362
  • track__danceability - 0.0113
  • track__liveness - 0.1491
  • velocity - 3.3926
  • current_popularity - 85.0122
  • median_popularity - 10.7352
  • mean_popularity - 74.8972
  • std_popularity - 9.0802
  • retrieval_frequency - 8.9691

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LogisticRegression
  • Parameters: C: 10, penalty: l2, solver: lbfgs
  • Create Date: October 17, 2024, 5:31 p.m.
  • Evaluation Date: October 17, 2024, 5:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.90
  • Recall: 0.91
  • F1 Score: 0.90
  • Confusion Matrix: [[111, 1, 3], [ 1, 20, 1], [ 8, 1, 14]]

Feature Importance
  • track__valence - 0.1532
  • track__tempo - 0.0477
  • track__speechiness - 0.0266
  • track__danceability - 0.0093
  • track__liveness - 0.0863
  • velocity - 0.6997
  • current_popularity - 2.8995
  • median_popularity - 0.7413
  • mean_popularity - 3.9957
  • std_popularity - 5.5870
  • retrieval_frequency - 0.1566

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: HistGradientBoosting
  • Parameters: learning_rate: 0.01, max_depth: 7, max_iter: 300
  • Create Date: October 17, 2024, 5:31 p.m.
  • Evaluation Date: October 17, 2024, 5:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.88
  • Precision: 0.87
  • Recall: 0.88
  • F1 Score: 0.86
  • Confusion Matrix: [[113, 0, 2], [ 4, 18, 0], [ 13, 1, 9]]

Feature Importance
  • track__valence - 0.0272
  • track__tempo - 0.0253
  • track__speechiness - 0.0166
  • track__danceability - 0.0364
  • track__liveness - 0.0292
  • velocity - 0.0066
  • current_popularity - 0.0579
  • median_popularity - 0.0176
  • mean_popularity - 0.0356
  • std_popularity - 0.2881
  • retrieval_frequency - 0.0000

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: RandomForest
  • Parameters: max_depth: 20, min_samples_split: 5, n_estimators: 200
  • Create Date: October 17, 2024, 5:31 p.m.
  • Evaluation Date: October 17, 2024, 5:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.90
  • Recall: 0.89
  • F1 Score: 0.88
  • Confusion Matrix: [[114, 1, 0], [ 2, 20, 0], [ 13, 1, 9]]

Feature Importance
  • track__valence - 0.0489
  • track__tempo - 0.0520
  • track__speechiness - 0.0483
  • track__danceability - 0.0553
  • track__liveness - 0.0566
  • velocity - 0.0253
  • current_popularity - 0.0862
  • median_popularity - 0.0769
  • mean_popularity - 0.0993
  • std_popularity - 0.4282
  • retrieval_frequency - 0.0231

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: SVM
  • Parameters: C: 10, gamma: scale, kernel: linear
  • Create Date: October 17, 2024, 5:31 p.m.
  • Evaluation Date: October 17, 2024, 5:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.91
  • Recall: 0.91
  • F1 Score: 0.90
  • Confusion Matrix: [[114, 1, 0], [ 1, 20, 1], [ 10, 1, 12]]

Feature Importance
  • track__valence - 0.0454
  • track__tempo - 0.0678
  • track__speechiness - 0.0668
  • track__danceability - 0.1828
  • track__liveness - 0.0662
  • velocity - 1.4160
  • current_popularity - 0.1569
  • median_popularity - 0.2662
  • mean_popularity - 0.2352
  • std_popularity - 11.0417
  • retrieval_frequency - 0.8998

File Downloads

Download CSV Download Model File (pkl) Download README TXT

General Information
  • Model Type: LogisticRegression
  • Parameters: None
  • Create Date: October 16, 2024, 6:38 p.m.
  • Evaluation Date: October 16, 2024, 6:38 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.85
  • Precision: 0.89
  • Recall: 0.85
  • F1 Score: 0.86

Feature Importance
  • track__valence - 0.0386
  • track__tempo - 0.0376
  • track__speechiness - 0.0341
  • track__danceability - 0.0320
  • track__liveness - 0.0358
  • velocity - 0.0323
  • current_popularity - 0.0709
  • median_popularity - 0.0796
  • mean_popularity - 0.1063
  • std_popularity - 0.5057
  • retrieval_frequency - 0.0270
  • track__valence - 0.0071
  • track__tempo - 0.0191
  • track__speechiness - 0.0050
  • track__danceability - 0.0079
  • track__liveness - 0.0146
  • velocity - 0.0000
  • current_popularity - 0.0795
  • median_popularity - 0.0124
  • mean_popularity - 0.0595
  • std_popularity - 0.3093
  • retrieval_frequency - 0.0000
  • track__valence - 0.0498
  • track__tempo - 0.1347
  • track__speechiness - 0.0129
  • track__danceability - 0.0299
  • track__liveness - 0.0437
  • velocity - 0.6478
  • current_popularity - 18.7986
  • median_popularity - 7.0480
  • mean_popularity - 12.2653
  • std_popularity - 1.3115
  • retrieval_frequency - 0.3300
  • track__valence - 0.0494
  • track__tempo - 0.1227
  • track__speechiness - 0.0375
  • track__danceability - 0.0921
  • track__liveness - 0.0553
  • velocity - 0.1623
  • current_popularity - 15.0971
  • median_popularity - 9.2589
  • mean_popularity - 6.2169
  • std_popularity - 5.8333
  • retrieval_frequency - 0.0771

File Downloads

General Information
  • Model Type: HistGradientBoosting
  • Parameters: None
  • Create Date: October 16, 2024, 6:38 p.m.
  • Evaluation Date: October 16, 2024, 6:38 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.90
  • Recall: 0.91
  • F1 Score: 0.90

Feature Importance
  • track__valence - 0.0386
  • track__tempo - 0.0376
  • track__speechiness - 0.0341
  • track__danceability - 0.0320
  • track__liveness - 0.0358
  • velocity - 0.0323
  • current_popularity - 0.0709
  • median_popularity - 0.0796
  • mean_popularity - 0.1063
  • std_popularity - 0.5057
  • retrieval_frequency - 0.0270
  • track__valence - 0.0071
  • track__tempo - 0.0191
  • track__speechiness - 0.0050
  • track__danceability - 0.0079
  • track__liveness - 0.0146
  • velocity - 0.0000
  • current_popularity - 0.0795
  • median_popularity - 0.0124
  • mean_popularity - 0.0595
  • std_popularity - 0.3093
  • retrieval_frequency - 0.0000
  • track__valence - 0.0498
  • track__tempo - 0.1347
  • track__speechiness - 0.0129
  • track__danceability - 0.0299
  • track__liveness - 0.0437
  • velocity - 0.6478
  • current_popularity - 18.7986
  • median_popularity - 7.0480
  • mean_popularity - 12.2653
  • std_popularity - 1.3115
  • retrieval_frequency - 0.3300
  • track__valence - 0.0494
  • track__tempo - 0.1227
  • track__speechiness - 0.0375
  • track__danceability - 0.0921
  • track__liveness - 0.0553
  • velocity - 0.1623
  • current_popularity - 15.0971
  • median_popularity - 9.2589
  • mean_popularity - 6.2169
  • std_popularity - 5.8333
  • retrieval_frequency - 0.0771

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: October 16, 2024, 6:38 p.m.
  • Evaluation Date: October 16, 2024, 6:38 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.89
  • Recall: 0.89
  • F1 Score: 0.89

Feature Importance
  • track__valence - 0.0386
  • track__tempo - 0.0376
  • track__speechiness - 0.0341
  • track__danceability - 0.0320
  • track__liveness - 0.0358
  • velocity - 0.0323
  • current_popularity - 0.0709
  • median_popularity - 0.0796
  • mean_popularity - 0.1063
  • std_popularity - 0.5057
  • retrieval_frequency - 0.0270
  • track__valence - 0.0071
  • track__tempo - 0.0191
  • track__speechiness - 0.0050
  • track__danceability - 0.0079
  • track__liveness - 0.0146
  • velocity - 0.0000
  • current_popularity - 0.0795
  • median_popularity - 0.0124
  • mean_popularity - 0.0595
  • std_popularity - 0.3093
  • retrieval_frequency - 0.0000
  • track__valence - 0.0498
  • track__tempo - 0.1347
  • track__speechiness - 0.0129
  • track__danceability - 0.0299
  • track__liveness - 0.0437
  • velocity - 0.6478
  • current_popularity - 18.7986
  • median_popularity - 7.0480
  • mean_popularity - 12.2653
  • std_popularity - 1.3115
  • retrieval_frequency - 0.3300
  • track__valence - 0.0494
  • track__tempo - 0.1227
  • track__speechiness - 0.0375
  • track__danceability - 0.0921
  • track__liveness - 0.0553
  • velocity - 0.1623
  • current_popularity - 15.0971
  • median_popularity - 9.2589
  • mean_popularity - 6.2169
  • std_popularity - 5.8333
  • retrieval_frequency - 0.0771

File Downloads

General Information
  • Model Type: SVM
  • Parameters: None
  • Create Date: October 16, 2024, 6:38 p.m.
  • Evaluation Date: October 16, 2024, 6:38 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.95
  • Recall: 0.94
  • F1 Score: 0.94

Feature Importance
  • track__valence - 0.0386
  • track__tempo - 0.0376
  • track__speechiness - 0.0341
  • track__danceability - 0.0320
  • track__liveness - 0.0358
  • velocity - 0.0323
  • current_popularity - 0.0709
  • median_popularity - 0.0796
  • mean_popularity - 0.1063
  • std_popularity - 0.5057
  • retrieval_frequency - 0.0270
  • track__valence - 0.0071
  • track__tempo - 0.0191
  • track__speechiness - 0.0050
  • track__danceability - 0.0079
  • track__liveness - 0.0146
  • velocity - 0.0000
  • current_popularity - 0.0795
  • median_popularity - 0.0124
  • mean_popularity - 0.0595
  • std_popularity - 0.3093
  • retrieval_frequency - 0.0000
  • track__valence - 0.0498
  • track__tempo - 0.1347
  • track__speechiness - 0.0129
  • track__danceability - 0.0299
  • track__liveness - 0.0437
  • velocity - 0.6478
  • current_popularity - 18.7986
  • median_popularity - 7.0480
  • mean_popularity - 12.2653
  • std_popularity - 1.3115
  • retrieval_frequency - 0.3300
  • track__valence - 0.0494
  • track__tempo - 0.1227
  • track__speechiness - 0.0375
  • track__danceability - 0.0921
  • track__liveness - 0.0553
  • velocity - 0.1623
  • current_popularity - 15.0971
  • median_popularity - 9.2589
  • mean_popularity - 6.2169
  • std_popularity - 5.8333
  • retrieval_frequency - 0.0771

File Downloads

General Information
  • Model Type: LogisticRegression
  • Parameters: None
  • Create Date: October 13, 2024, 11:22 a.m.
  • Evaluation Date: October 13, 2024, 11:22 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.85
  • Precision: 0.89
  • Recall: 0.85
  • F1 Score: 0.86

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: HistGradientBoosting
  • Parameters: None
  • Create Date: October 13, 2024, 11:22 a.m.
  • Evaluation Date: October 13, 2024, 11:22 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.90
  • Recall: 0.91
  • F1 Score: 0.90

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: October 13, 2024, 11:22 a.m.
  • Evaluation Date: October 13, 2024, 11:22 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.89
  • Recall: 0.89
  • F1 Score: 0.89

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: SVM
  • Parameters: None
  • Create Date: October 13, 2024, 11:22 a.m.
  • Evaluation Date: October 13, 2024, 11:22 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.95
  • Recall: 0.94
  • F1 Score: 0.94

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: SVM
  • Parameters: None
  • Create Date: October 9, 2024, 12:31 a.m.
  • Evaluation Date: October 9, 2024, 12:31 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.95

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: HistGradientBoosting
  • Parameters: None
  • Create Date: October 9, 2024, 12:31 a.m.
  • Evaluation Date: October 9, 2024, 12:31 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.94
  • Recall: 0.93
  • F1 Score: 0.92

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: October 9, 2024, 12:31 a.m.
  • Evaluation Date: October 9, 2024, 12:31 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.94
  • Recall: 0.94
  • F1 Score: 0.94

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: LogisticRegression
  • Parameters: None
  • Create Date: October 9, 2024, 12:31 a.m.
  • Evaluation Date: October 9, 2024, 12:31 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.96
  • Precision: 0.96
  • Recall: 0.96
  • F1 Score: 0.96

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: SVM
  • Parameters: None
  • Create Date: October 7, 2024, 9:54 a.m.
  • Evaluation Date: October 7, 2024, 9:54 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.92
  • Precision: 0.92
  • Recall: 0.92
  • F1 Score: 0.92

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: HistGradientBoosting
  • Parameters: None
  • Create Date: October 7, 2024, 9:54 a.m.
  • Evaluation Date: October 7, 2024, 9:54 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.92
  • Precision: 0.91
  • Recall: 0.92
  • F1 Score: 0.91

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: October 7, 2024, 9:54 a.m.
  • Evaluation Date: October 7, 2024, 9:54 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.93
  • Precision: 0.93
  • Recall: 0.93
  • F1 Score: 0.92

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: LogisticRegression
  • Parameters: None
  • Create Date: October 7, 2024, 9:54 a.m.
  • Evaluation Date: October 7, 2024, 9:54 a.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.94
  • Precision: 0.94
  • Recall: 0.94
  • F1 Score: 0.93

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: October 4, 2024, 7:31 p.m.
  • Evaluation Date: October 4, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.92
  • Precision: 0.93
  • Recall: 0.92
  • F1 Score: 0.92

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: October 3, 2024, 7:31 p.m.
  • Evaluation Date: October 3, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.95
  • Precision: 0.95
  • Recall: 0.95
  • F1 Score: 0.94

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: October 2, 2024, 7:31 p.m.
  • Evaluation Date: October 2, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.90
  • Precision: 0.91
  • Recall: 0.90
  • F1 Score: 0.89

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: HistGradientBoosting
  • Parameters: None
  • Create Date: October 1, 2024, 7:31 p.m.
  • Evaluation Date: October 1, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.90
  • Recall: 0.89
  • F1 Score: 0.88

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 30, 2024, 7:31 p.m.
  • Evaluation Date: September 30, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.90
  • Precision: 0.91
  • Recall: 0.90
  • F1 Score: 0.89

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 29, 2024, 7:33 p.m.
  • Evaluation Date: September 29, 2024, 7:33 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.91
  • Recall: 0.91
  • F1 Score: 0.91

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 28, 2024, 7:31 p.m.
  • Evaluation Date: September 28, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.91
  • Recall: 0.91
  • F1 Score: 0.90

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 27, 2024, 7:32 p.m.
  • Evaluation Date: September 27, 2024, 7:32 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.89
  • Precision: 0.90
  • Recall: 0.89
  • F1 Score: 0.88

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 26, 2024, 7:31 p.m.
  • Evaluation Date: September 26, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.83
  • Precision: 0.82
  • Recall: 0.83
  • F1 Score: 0.82

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 25, 2024, 7:31 p.m.
  • Evaluation Date: September 25, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.80
  • Precision: 0.79
  • Recall: 0.80
  • F1 Score: 0.79

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 24, 2024, 7:31 p.m.
  • Evaluation Date: September 24, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.87
  • Precision: 0.87
  • Recall: 0.87
  • F1 Score: 0.87

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 23, 2024, 7:31 p.m.
  • Evaluation Date: September 23, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.86
  • Precision: 0.85
  • Recall: 0.86
  • F1 Score: 0.86

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 22, 2024, 7:31 p.m.
  • Evaluation Date: September 22, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.85
  • Precision: 0.86
  • Recall: 0.85
  • F1 Score: 0.85

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: HistGradientBoosting
  • Parameters: None
  • Create Date: September 21, 2024, 7:31 p.m.
  • Evaluation Date: September 21, 2024, 7:31 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.86
  • Precision: 0.85
  • Recall: 0.86
  • F1 Score: 0.85

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 21, 2024, 3:02 p.m.
  • Evaluation Date: September 21, 2024, 3:02 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.91
  • Recall: 0.91
  • F1 Score: 0.91

Feature Importance
  • No feature importance data available.

File Downloads

General Information
  • Model Type: RandomForest
  • Parameters: None
  • Create Date: September 20, 2024, 7:11 p.m.
  • Evaluation Date: September 20, 2024, 7:11 p.m.
  • Popularity History Timeframe: None

Performance Metrics
  • Accuracy: 0.91
  • Precision: 0.91
  • Recall: 0.91
  • F1 Score: 0.91

Feature Importance
  • No feature importance data available.

File Downloads