Anonymised tourist-by-site rating matrix (17 x 80) used in the bipartite motif audit

Anonymised tourist-by-site rating matrix (17 tourists x 80 sightseeing sites, ratings 0 to 5) underlying the tourism bipartite network first reported in Shao, Ieiri and Hishiyama (2021), "Discovering Multiple Clusters of Sightseeing Spots to Improve Tourist Satisfaction Using Network Motifs", IEICE Transactions on Information and Systems E104.D(10):1640-1650, doi:10.1587/transinf.2020EDP7258. Tourist identifiers are replaced by T1 to T17 and site names by codes; no personal data are included. Placing an edge wherever a rating is greater than zero gives the 17 x 80 bipartite network with 637 edges analysed in the author's re-analysis note "Auditing bipartite motif interpretations: a worked example with conservation checks and open-path decomposition" (submitted to PeerJ Computer Science, 2026), which this record accompanies.

Files: tourism_matrix.csv (the matrix; first column tourist id, header row site codes), README.md (provenance, anonymisation, network construction, citation), LICENSE (CC BY 4.0), and tourism_deposit_v1.zip bundling the three. The matrix is byte-identical to the file read by tourism_overlap_null.py in the code deposit under concept DOI 10.5281/zenodo.21122972 (version 5: 10.5281/zenodo.22287908); the degree-preserving null tests use attrimotif 1.1.1 (10.5281/zenodo.22259239).

Consent of the co-authors of the 2021 source study to this public deposit was obtained and recorded on 2026-09-04. Licence CC BY 4.0.

Access notice (2026-09-04). File access was restricted briefly on 2026-09-04 while the depositing author confirmed that the consent obtained in the 2021 source study covers public re-use of the de-identified matrix. That confirmation has been recorded and the files are open under CC BY 4.0.