If these materials are useful to you, please refer to our paper:

Please see also our Dryad data repository:

Network Visualisations

The following animations show the state of each network through time. An edge between two nodes indicates the presence of a connection during a particular snapshot. Edge colour indicates propagation speed (darker blue indicates higher speed, relative to other edges in the same dataset). The time interval of the current snapshot is reported in the top-right corner. Note that the structure and speeds of the C. Elegans network are not time-varying.

London Underground

Notes: Depicts geographic region covering Greater London.

Paris Metro

Notes: Depicts geographic region covering Paris.

New York Subway

Notes: Depicts geographic region covering New York City.

US Flights

Notes: Depicts geographic region covering mainland United States.

C. Elegans

Notes: Topology is static.

StudentLife

Notes: Depicts 4km radius around Dartmouth College.

Datasets

Datasets are provided in the LMF Aggregate Format, a non-proprietary format for multiplex networks.

London Underground

Duration: 2015-02-09 00:00 to 2015-02-11 00:00 (GMT).

Source: This dataset is derived from the Journey Planner Timetables data provided by Transport for London's (TfL) Open Data initiative. This dataset is distributed in accordance with TfL's Terms and Conditions and the UK Open Government License (OGL) v2.0.

Network (7.7 MB) Coordinates (5 KB)
Paris Metro

Duration: 2015-11-30 00:00 to 2015-12-02 00:00 (CET).

Source: This dataset is derived from the RĂ©gie Autonome des Transports Parisiens (RATP) GTFS schedules available through the RATP Open Data portal.

Network (8 MB) Coordinates (6 KB)
New York Subway

Duration: 2015-11-30 00:00 to 2015-12-02 00:00 (EST).

Source: This dataset is derived from the New York City Metropolitan Transportation Authority (MTA) GTFS schedules available through the MTA static data feeds.

Network (8.6 MB) Coordinates (4 KB)
US Flights

Duration: 2014-02-03 00:00 to 2014-02-13 00:00 (EST).

Source: This dataset is derived from the Airline On-Time Performance data collected and provided by the US Bureau of Transport Statistics's TranStats service. (The data are also mirrored on the US data.gov catalogue here.) Derivative works are redistributable under the U.S. Government Work license.

Network (7 MB) Coordinates (4 KB)

Formats

Each dataset's "network" file (*_stnet.csv.gz) describes the time-evolution of the network's topology in LMF Aggregate Format. This is a CSV file where each row describes a weighted directed edge in a particular timestep. Each row consists of the following fields:

Absence of a row for two nodes in a particular timestep indicates that there is no edge between them during the corresponding time interval.

In addition, geographic locations of nodes are provided in each dataset's "coordinates" CSV file (*_coords.csv.gz). Columns consist of node, long, and lat. Longitude and latitude are given on the WGS-84 ellipsoid. Node locations in these two datasets are not time-varying and therefore their coordinates are not associated with a particular timestamp.

Usage

These datasets are released under the Creative Commons v4.0 CC-BY license. In any scientific or academic work, please cite the accompanying article.

Open data repositories

These data and visualisations are available on the open data repository Figshare and Dryad.