{"title":"Best Doll Movies","theme":"doll","url":"https://framethrower.ai/list/doll","source":"FrameThrower","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/","scope":"Covers these measurements only — the ratios, counts and rankings computed by FrameThrower. The film frames they are derived from are not licensed and no rights to them are granted.","attribution":"FrameThrower — https://framethrower.ai"},"method":"Per-frame tags (shot size, lighting key, time of day, camera angle, colour, visible objects) aggregated across the films carrying this theme, expressed as a ratio against the same measurement over the whole catalogue. Films ranked by how closely they match the theme's over-indexed elements, weighted by how distinctive each element is; one film per series.","sample":{"films":11,"listedFilms":11,"frames":806,"baselineFrames":404689},"signature":[{"element":"doll","timesMoreCommonThanBaseline":82.45,"shareOfThemeFrames":0.02111,"shareOfCatalogueFrames":0.00026,"observedInFrames":99},{"element":"striped shirt","timesMoreCommonThanBaseline":7.03,"shareOfThemeFrames":0.0081,"shareOfCatalogueFrames":0.00115,"observedInFrames":38},{"element":"girl","timesMoreCommonThanBaseline":4.12,"shareOfThemeFrames":0.00981,"shareOfCatalogueFrames":0.00238,"observedInFrames":46},{"element":"child","timesMoreCommonThanBaseline":2.54,"shareOfThemeFrames":0.00725,"shareOfCatalogueFrames":0.00285,"observedInFrames":34},{"element":"brick wall","timesMoreCommonThanBaseline":1.84,"shareOfThemeFrames":0.00682,"shareOfCatalogueFrames":0.00371,"observedInFrames":32},{"element":"hair","timesMoreCommonThanBaseline":1.66,"shareOfThemeFrames":0.01002,"shareOfCatalogueFrames":0.00603,"observedInFrames":47}],"cinematography":{"note":"Weakly differentiating: most dramatic genres skew dark and night-heavy. Use `signature` to tell genres apart.","values":[{"axis":"v4_lighting_key","value":"natural","shareOfThemeFrames":0.2395,"shareOfCatalogueFrames":0.436,"ratio":0.55},{"axis":"v4_lighting_key","value":"high_key","shareOfThemeFrames":0.2122,"shareOfCatalogueFrames":0.1224,"ratio":1.73},{"axis":"time_of_day","value":"day","shareOfThemeFrames":0.3325,"shareOfCatalogueFrames":0.4253,"ratio":0.78},{"axis":"v4_lighting_key","value":"low_key","shareOfThemeFrames":0.4777,"shareOfCatalogueFrames":0.3929,"ratio":1.22},{"axis":"time_of_day","value":"night","shareOfThemeFrames":0.5112,"shareOfCatalogueFrames":0.4219,"ratio":1.21}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.3,"ratio":0.66},{"hue":"blue","share":0.261,"ratio":1.5},{"hue":"red","share":0.177,"ratio":1.17},{"hue":"magenta","share":0.096,"ratio":6.03}],"meanSaturation":0.286,"baselineSaturation":0.234,"meanLuminance":0.439,"baselineLuminance":0.434},"films":[{"rank":1,"title":"Child’s Play","year":1988,"director":"Tom Holland","cinematographer":"Bill Butler","exemplarScore":1.666,"framesIndexed":59,"url":"https://framethrower.ai/film/childs-play-1988"},{"rank":2,"title":"M3gan","year":2022,"director":"Gerard Johnstone","cinematographer":"Peter McCaffrey","exemplarScore":1.619,"framesIndexed":53,"url":"https://framethrower.ai/film/m3gan-2022"},{"rank":3,"title":"Curse of Chucky","year":2013,"director":"Don Mancini","cinematographer":"Michael Marshall","exemplarScore":1.581,"framesIndexed":53,"url":"https://framethrower.ai/film/curse-of-chucky-2013"},{"rank":4,"title":"The Night Of The Hunter","year":1955,"director":"Charles Laughton","cinematographer":"Stanley Cortez","exemplarScore":0.705,"framesIndexed":64,"url":"https://framethrower.ai/film/the-night-of-the-hunter-1955"},{"rank":5,"title":"Tideland","year":2005,"director":"Terry Gilliam","cinematographer":"Nicola Pecorini","exemplarScore":0.695,"framesIndexed":65,"url":"https://framethrower.ai/film/tideland-2005"},{"rank":6,"title":"Annette","year":2021,"director":"Leos Carax","cinematographer":"Caroline Champetier","exemplarScore":0.534,"framesIndexed":64,"url":"https://framethrower.ai/film/annette-2021"},{"rank":7,"title":"M3GAN 2.0","year":2025,"director":"Gerard Johnstone","cinematographer":"Toby Oliver","exemplarScore":0.359,"framesIndexed":124,"url":"https://framethrower.ai/film/m3gan-2-0-2025"},{"rank":8,"title":"Lars And The Real Girl","year":2007,"director":"Craig Gillespie","cinematographer":"Adam Kimmel","exemplarScore":0.299,"framesIndexed":63,"url":"https://framethrower.ai/film/lars-and-the-real-girl-2007"}],"outlier":{"title":"Barbie","year":2023,"exemplarScore":0.111,"note":"Carries the least of what the rest of the list is made of."}}