Index

A

AdvancedAnalysis (class in src.analysis.advanced_analysis)

analyze_correlations() (src.analysis.exploratory_analysis.ExploratoryAnalysis static method) anova() (src.statistics.Statistics static method)

C

calculate_iqr() (src.utils.Utils static method) calculate_max() (src.utils.Utils static method) calculate_mean() (src.utils.Utils static method) calculate_median() (src.utils.Utils static method) calculate_min() (src.utils.Utils static method) calculate_mode() (src.utils.Utils static method)

calculate_std() (src.utils.Utils static method) calculate_sum() (src.utils.Utils static method) calculate_variance() (src.utils.Utils static method) chi_square_test() (src.statistics.Statistics static method) Classification (class in src.models.classification) correlation_matrix() (src.statistics.Statistics static method)

D

decision_tree() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.classification.Classification static method) decision_tree_regression() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.regression.Regression static method)

describe_and_visualize_data() (src.analysis.exploratory_analysis.ExploratoryAnalysis static method) describe_data() (src.statistics.Statistics static method)

E

ExploratoryAnalysis (class in src.analysis.exploratory_analysis)

K

kmeans_clustering() (src.models.classification.Classification static method)

L

lasso_regression() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.regression.Regression static method) linear_regression() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.regression.Regression static method) (src.statistics.Statistics static method)

load_and_clean_data() (src.analysis.exploratory_analysis.ExploratoryAnalysis static method) logistic_regression() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.classification.Classification static method)

M

module src.analysis.advanced_analysis src.analysis.exploratory_analysis src.models.classification src.models.regression src.statistics src.utils src.visualization

moving_average() (src.statistics.Statistics static method)

N

normalize_array() (src.utils.Utils static method)

P

perform_pca() (src.analysis.advanced_analysis.AdvancedAnalysis static method) perform_statistical_tests() (src.analysis.exploratory_analysis.ExploratoryAnalysis static method) perform_tsne() (src.analysis.advanced_analysis.AdvancedAnalysis static method) plot_bar() (src.visualization.Visualizations static method) plot_boxplot() (src.visualization.Visualizations static method) plot_heatmap() (src.visualization.Visualizations static method) plot_histogram() (src.visualization.Visualizations static method)

plot_line() (src.visualization.Visualizations static method) plot_pairplot() (src.visualization.Visualizations static method) plot_pie() (src.visualization.Visualizations static method) plot_scatter() (src.visualization.Visualizations static method) plot_violin() (src.visualization.Visualizations static method) preprocess_data() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.classification.Classification static method) (src.models.regression.Regression static method)

R

random_forest() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.classification.Classification static method) random_forest_regression() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.regression.Regression static method)

Regression (class in src.models.regression) ridge_regression() (src.analysis.advanced_analysis.AdvancedAnalysis static method) (src.models.regression.Regression static method)

S

src.analysis.advanced_analysis module src.analysis.exploratory_analysis module src.models.classification module src.models.regression module

src.statistics module src.utils module src.visualization module Statistics (class in src.statistics)

T

t_test() (src.statistics.Statistics static method)

U

Utils (class in src.utils)

V

Visualizations (class in src.visualization)

visualize_distributions() (src.analysis.exploratory_analysis.ExploratoryAnalysis static method)

Z

z_score() (src.statistics.Statistics static method)