Disney Night & theme-night boosts

Finals +0.73 vs own season mean; Disney +0.12; Latin Night -0.42; premieres -1.02.

Ballroom Data · Artometrics-style report · Nov 3, 2026 (America/Los_Angeles)

Headline

Relative to each couple’s own season average, Finals boost scores by +0.73, Halloween by +0.38, and Disney by a modest +0.12. Latin Night actually sits -0.42 below couples’ season means, and premieres drag -1.02.

Theme table (min n=30)

Theme Mean Boost vs season n
Finals 9.423 0.728 458
Halloween 8.601 0.377 78
Most Memorable Year 8.136 0.180 131
Movie Night 7.849 0.132 64
Disney 7.999 0.116 160
Latin Night 7.353 -0.419 105
Premiere / first dances 6.346 -1.020 338

Boosts

Absolute means

Disney distribution

Methods & caveats

Boost = dance judge_mean − that celebrity’s season-wide mean. Theme labels grouped from week_theme text (Disney/Halloween/Latin/Movie/Most Memorable/Finals/Semifinals/Premiere). Semifinals omitted from boost leaders when n filters apply as shown.

Coverage: seasons 1–35; 3,602 performances; 11,027 individual judge marks in the cleaned Ballroom Data SQLite build (Nov 3, 2026, America/Los_Angeles).

Known gaps: Season 31 Mirrorball winner is not tagged as Winners in the performance table (Charli D’Amelio / Mark Ballas is missing from our winners extract). Seasons 33–35 largely lack Kaggle ages/hometowns. Season 35 celebrity names in the wiki scrape are often first-name-only or garbled. Dance-style strings still include some unclean variants. We never impute missing values.

Sources: howisonlab/dwts_dataset (GitHub); Kaggle brupley/dancing-with-the-stars-dataset (CC BY-SA 4.0); Wikipedia DWTS season pages for seasons 32–35 (CC BY-SA 4.0). Scores are per-judge means on a 0–10 scale so 3-judge and 4-judge weeks are comparable. Marathons/relays/megamixes are excluded from style averages unless noted.

Disclaimer: Unofficial fan analysis. Not affiliated with BBC Worldwide, Disney, or ABC.

Downloads

Quarto source, rendered report, chart exports (PNG/SVG), and the analysis CSV.

All stories · Data & Sources