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Main Analysis Functions

run_complete_epc_analysis()
Run Complete EPC Analysis Pipeline
run_comprehensive_epc_models()
Run Comprehensive EPC Models
run_comprehensive_iv_diagnostics()
Run Comprehensive IV Diagnostics
calculate_instrument_strength()
Calculate Instrument Strength

Instrument Creation

create_real_instruments_from_data()
Create Real Multidimensional Instruments from Economic Data
create_composite_instruments()
Create Composite Instruments using Factor Analysis
create_alternative_sota_instruments()
Create Alternative State-of-the-Art Instruments
merge_epc_with_created_instruments()
Merge EPC Data with Created Instruments

Transfer Entropy Analysis

conduct_transfer_entropy_analysis()
Conduct Transfer Entropy Analysis for Causal Discovery
create_te_based_instruments()
Create Transfer Entropy-Based Instruments

Visualization Functions

plot_transfer_entropy_network()
Create Transfer Entropy Network Visualization
plot_country_income_network()
Create Country Network Visualization by Income Classification
plot_instrument_strength_comparison()
Create Instrument Strength Comparison Visualization
plot_cross_income_co2_nexus()
Create Cross-Income CO2 Growth Nexus Visualization
plot_instrument_causal_pathways()
Create Instrument Causal Pathways Network
plot_migration_impact()
Create Migration Impact Visualization
plot_regional_network()
Create Regional Network Visualization
create_comprehensive_network_plots()
Create Comprehensive Network Plots

Results and Export

create_comprehensive_results_table()
Create Comprehensive Results Table
create_publication_summary()
Create Publication Summary
export_comprehensive_results()
Export Comprehensive Results to CSV

Data and Utilities

sample_epc_data
Sample Environmental Phillips Curve Data
load_epc_data_corrected()
Load and Clean EPC Data
safe_load_packages()
Safe Package Loading with Conflict Resolution

Test Helper Functions

create_test_epc_data()
Create test EPC data for testing
create_test_instruments()
Create test instruments for testing
create_enhanced_test_data()
Create enhanced test data with all required variables