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Data Preparation

Functions for importing and processing financial data

get_stock_data()
Get Stock Market Data
process_returns()
Process Returns Data
calculate_summary_stats()
Calculate Summary Statistics
check_data_quality()
Check Data Quality
check_dependencies()
Check Package Dependencies

Wavelet Analysis

Wavelet decomposition and analysis functions

wavelet_decompose()
Perform Wavelet Decomposition
safe_wavelet_decompose()
Safe Wavelet Decomposition
analyze_wavelet_variance()
Analyze Wavelet Variance
print_wavelet_summary()
Print Wavelet Decomposition Summary

Quantile Transfer Entropy

Core QTE calculation and analysis

calculate_qte()
Calculate Quantile Transfer Entropy
calculate_multiscale_qte()
Calculate Multiscale QTE
calculate_rolling_qte()
Rolling Window QTE Analysis
bootstrap_qte()
Bootstrap QTE Confidence Intervals
test_qte_significance()
Test QTE Significance

Network Analysis

Network construction and metrics

create_qte_network()
Create QTE Network
create_multiscale_networks()
Create Multiscale Networks
calculate_network_metrics()
Calculate Network Metrics

Financial Contagion

Crisis and contagion analysis tools

calculate_contagion_index()
Calculate Contagion Index
calculate_dynamic_contagion()
Calculate Dynamic Contagion Index
calculate_cross_market_correlation()
Calculate Cross-Market Correlation
identify_crisis_periods()
Identify Crisis Periods
crisis_analysis()
Analyze Crisis vs Non-Crisis Periods

Visualization

Plotting and visualization functions

plot_enhanced_network()
Plot Enhanced Network
plot_qte_heatmap()
Plot QTE Heatmap
plot_rolling_qte()
Plot Rolling QTE
plot_market_strength()
Plot Market Strength
plot_spillover_heatmap()
Plot Spillover Heatmap

Utilities

Helper and utility functions

save_results()
Save Analysis Results
load_results()
Load Analysis Results
save_plot()
Save Plot to File
print_summary_stats()
Print Summary Statistics

Data

Built-in datasets

market_indices
Historical Global Market Indices Closing Prices

Package Topics

Package-level documentation

data_preparation
Data Preparation Functions
wavelet_decomposition
Wavelet Decomposition Functions
quantile_transfer_entropy
Quantile Transfer Entropy Functions
network_analysis
Network Analysis Functions
contagion_analysis
Financial Contagion Analysis Functions
visualization
Network Visualization Functions
utils
Utility Functions