Referencing a measure to the respondent caps the cultural variation it was built to detect

Code and derived data for "Referencing a measure to the respondent caps the cultural variation it was built to detect" (Cui & Liu, 2026). The repository holds the code that computes the pitch-structure descriptors, the statistics that size the within-unit loss, and one CSV per supplementary table, from which every statistic reported in the text can be re-derived. python tests/test_core.py runs 9 checks with no external data; python code/reproduce.py re-derives 22 reported quantities and exits nonzero on any drift. Third-party corpora are not redistributed here. The 266 f0 traces are those released with Ozaki et al. (Zenodo, doi:10.5281/zenodo.10612357; audio at osf.io/mzxc8); the 21-society recordings are those released with Hilton et al. (Zenodo, doi:10.5281/zenodo.5525161). The World Color Survey, DaMuSc, PHOIBLE, WALS, Glottolog, the Anthology of Chinese Folk Songs, the Essen Folksong Collection and SymbTr are available from their respective distributors. Code: MIT. Derived tables: CC BY 4.0.

Authors

Publication Details

Journal
Open Science Framework
Published
2026-11-06
DOI
https://doi.org/10.17605/osf.io/mt7a5
Primary Topic
Categorization, perception, and language
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
NOV
article

Referencing a measure to the respondent caps the cultural variation it was built to detect

Tianhua Cui
Open Science Framework
Categorization, perception, and language
article

Referencing a measure to the respondent caps the cultural variation it was built to detect

Tianhua Cui
article en

Abstract

Code and derived data for "Referencing a measure to the respondent caps the cultural variation it was built to detect" (Cui & Liu, 2026). The repository holds the code that computes the pitch-structure descriptors, the statistics that size the within-unit loss, and one CSV per supplementary table, from which every statistic reported in the text can be re-derived. python tests/test_core.py runs 9 checks with no external data; python code/reproduce.py re-derives 22 reported quantities and exits nonzero on any drift. Third-party corpora are not redistributed here. The 266 f0 traces are those released with Ozaki et al. (Zenodo, doi:10.5281/zenodo.10612357; audio at osf.io/mzxc8); the 21-society recordings are those released with Hilton et al. (Zenodo, doi:10.5281/zenodo.5525161). The World Color Survey, DaMuSc, PHOIBLE, WALS, Glottolog, the Anthology of Chinese Folk Songs, the Essen Folksong Collection and SymbTr are available from their respective distributors. Code: MIT. Derived tables: CC BY 4.0.

Open Science Framework
Openalex Percentile: Top 13%
Categorization, perception, and language
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Laika access coming soon