| adult_ready_small | Adult ready (small sample) |
| analyse_experts | Analyse and Visualise Expert Network Specialisation |
| analyse_gnn_results | Analyse and Visualise GNN Results |
| export_f360_csv | Export predictions for IBM Fairness 360 |
| plot_sankey | Create a Sankey Plot (robust; aggregates to one row per subject) |
| prepare_data | Prepare Data for GNN Training |
| train_gnn | Train and Evaluate the Gated Neural Network (robust splits + safe ROC) |