| calculate_metrics | Calculate Performance Metrics |
| evaluate_models | Compare and Evaluate Models |
| plot_comparisons | Plot Model Comparisons |
| prepare_ectsvr_data | Prepare Data for ECT-SVR Analysis |
| run_ectsvr_analysis | Main Function for ECT-SVR Analysis |
| test_cointegration | Perform Johansen Cointegration Test |
| test_stationarity | Perform Stationarity Tests on Time Series |
| train_svr_models | Train SVR Models with Different Kernels |