Demos

Demos#

To get a better idea how to use delaynet in your code and research, see the following notebooks which integrate the package’s features.

SBB functional network (Aug 2025)

Real-world functional delay network from Swiss long-distance trains (top 50 stations). Detrending, reconstruction (GC), pruning, and analysis with maps.

Functional Delay Networks Series of Swiss public transport in August 2025
Network reconstruction & metrics

Best-lag selection and p-value landscapes on SynthATDelays random connectivity (LC/RC/GC/MI/TE/COP).

Connectivity: best lag and p-value landscapes (SynthATDelays)
Ground-truth synthetic coupling

Simple controlled-lag experiment (ts2 = a · ts1(t-τ) + noise). Compare LC/RC/GC/MI/TE/COP.

04_synthetic_ground_truth
Rolling-window topology

Evolving metrics on a stable generator with a regime change; GC reconstruction + FDR.

demo_rolling_window
BTS air-transport demo

Small public dataset example: hourly airport delays → GC/COP networks + metrics.

demo_bts_mini