{"id":9516,"slug":"south-africa-panel-two-entrants-08-09-november-2026-robustness","title":"Robustness of South Africa&#8217;s seats and streams on this desk&#8217;s 50-artist Spotify panel, 8 against 9 November 2026, with each artist&#8217;s share of the one-day rise (change_streams)","source":"Recomputed from south-africa-panel-two-entrants-08-09-november-2026","source_url":"","source_type":"computed","method":"Sensitivity check on \"change_streams\" in the dataset south-africa-panel-two-entrants-08-09-november-2026, 5 rows carrying a value. Rows sorted by that column, then the totals recomputed with the largest rows dropped one scenario at a time, and again with named rows excluded. sum_change_pct and mean_change_pct are each scenario against the full set. A finding that moves sharply when a single row leaves is a finding about that row.","unit":"streams","license":"Afrobeats Wire's compilation and analysis are licensed CC BY 4.0. Rights in the underlying source data remain with the source named above.","confidence":"high","retrieved":"2026-11-09 01:53:30","n":5,"first_party":0,"columns":[{"key":"scenario","label":"Scenario","type":"text"},{"key":"n","label":"Rows","type":"number"},{"key":"sum","label":"Total","type":"number"},{"key":"mean","label":"Mean","type":"number"},{"key":"top_share_pct","label":"Largest row share, %","type":"number"},{"key":"sum_change_pct","label":"Change in total, %","type":"number"},{"key":"mean_change_pct","label":"Change in mean, %","type":"number"}],"rows":[{"scenario":"All rows","n":5,"sum":277147,"mean":55429.4,"top_share_pct":32.02,"sum_change_pct":0,"mean_change_pct":0},{"scenario":"Excluding the top 1 (Dlala Thukzin)","n":4,"sum":188408,"mean":47102,"top_share_pct":46.18,"sum_change_pct":-32.02,"mean_change_pct":-15.02},{"scenario":"Excluding the top 3 (Dlala Thukzin, Zee Nxumalo, DJ Zinhle)","n":2,"sum":35103,"mean":17551.5,"top_share_pct":66.76,"sum_change_pct":-87.33,"mean_change_pct":-68.34}]}