As detailed in ??2, we fixed ?? at the consensus estimate of 0.97 [15,18,20] before fitting the TSIR. The estimated seasonal pattern of transmission reflects the timing of school holidays (figure 2c), with low transmission during the school summer vacations in South Africa (usually around four weeks including the 25 December and 1 January).