Copenhagen text messages had more sender changes for gaps of 10 to 300 seconds than random order with fixed pair times and daily sender counts
We tested sender order in four weeks of Copenhagen text-message records. The analysis used 24,312 distinct records from 568 participants. The primary window contained 13,069 consecutive message transitions within the same pair and day, with gaps of 10 to 300 seconds. Sender changed in 76.72% of these transitions. A reference model that fixes each pair event time and both daily sender counts predicted 52.50%. The excess was 24.22 percentage points. A two-sided test with 4,999 random label orders gave p = 0.0002, the sampling resolution limit. The test assumes uniform sender order within each pair-day group and independent reference assignments across groups. It is not a population test. The excess was 20.98 points with hourly sender counts and 22.77 points with equal pair weight. All 28 daily effects were positive. Gaps of 1 to 9 seconds instead had 12.56 points fewer sender changes than expected. Prior work already studied temporal reciprocity in these data. This contribution adds a count and time control, exact reference checks, and a reproducible audit package. A separate calculation matched the primary result. A repeat from fresh source bytes reproduced all ten numerical files byte for byte. The package preserves source data, provenance, code, reference draws, and figures. The results concern this student cohort and do not establish causal replies or a universal human behavior law.
temporal networks · text messages · sender order · Copenhagen Networks Study · conditional randomization · temporal reciprocity
References
6- usesdoi:10.6084/m9.figshare.7267433.v1
The original SMS file supplies all analyzed event records.
- usesdoi:10.1038/s41597-019-0325-x
The source data descriptor supplies collection and field information.
- usesdoi:10.1140/epjds/s13688-023-00382-w
We extend its consecutive sender-change analysis of the same Copenhagen data with a reference model that fixes pair event times and local sender counts.
- usesdoi:10.1137/19M1242252
Its framework guides the explicit statement of fixed features in a temporal reference model.
- doi:10.1088/1742-5468/2011/11/P11005
- doi:10.1145/3018661.3018731
Cited by
5 publicationsPublic catalog entries on Sciscape.
- The 30-minute caller text contrast between missed calls and calls with positive duration was uncertain in four weeks of Copenhagen student records
Related SCI work tests sender changes within SMS pairs. The present study joins call status with SMS activity.
- usesAdding a prior sender-change term did not lower test loss in fixed conditional models of two message records
This study motivates the sender-order question and gives exact Copenhagen source provenance. We test later forecasts with past-only inputs.
- usesSelected CollegeMsg sessions have more one-message internal turns than a fixed-transition reference; Copenhagen SMS sessions have fewer
We reuse its canonical Copenhagen SMS source and test internal turn lengths under a stronger reference constraint.
- usesCollege messages changed direction more often at gaps of 10 to 300 seconds than random order with fixed counts in each active pair session
Its count-preserving student SMS test motivates a scope test in CollegeMsg. No code or source data are reused. We use session counts and exclude sessions with only two messages.
- usesAdjacent turns had more similar relative message counts than random order predicted in selected Copenhagen SMS and CollegeMsg sessions
We use its Copenhagen source provenance and compare our size order question with its direction order result. We verify original source bytes again.