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Data Information

The dataset covers a large number of artists with substantial touring histories, drawing on setlist data collected across many tours and shows. To ensure the analysis is based on representative and statistically meaningful data, artists and tours were included only if they met a set of minimum thresholds. These criteria filter out short runs, festival-only appearances, and artists without enough of a touring history to draw reliable conclusions about setlist variety.

The artist and tour inclusion criteria applied are as follows:

CriterionThresholdRationale
Min shows in a tour20Smaller runs lack enough setlist variation to produce meaningful tail/shelf statistics
Min unique songs in a tour10A minimum song pool is required for tail and shelf percentages to be statistically meaningful
Min average show length (tour)10 songsShort sets are typically festival slots or support appearances, not representative headline tours
Min tours per artist5Multiple tours are needed to observe how setlist variety changes across an artist's career
Min total shows per artist200Ensures the artist has a substantial enough touring history to be considered an established touring act
Min average show length across tours (artist)10 songsFilters out artists whose touring catalogue is predominantly short festival-style sets
Min average show length overall (artist)10 songsConsistent with the tour-level filter; ensures the overall career average also reflects full headline shows
Tail ≤ 10% deep cuts — rarely played songs
Shelf ≥ 90% greatest hits — frequently played songs
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