{"title":"Best Beauty Movies","theme":"beauty","url":"https://framethrower.ai/list/beauty","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":13,"listedFilms":10,"frames":951,"baselineFrames":404689},"signature":[{"element":"earrings","timesMoreCommonThanBaseline":3.07,"shareOfThemeFrames":0.00478,"shareOfCatalogueFrames":0.00156,"observedInFrames":26},{"element":"mirror","timesMoreCommonThanBaseline":2.32,"shareOfThemeFrames":0.00533,"shareOfCatalogueFrames":0.0023,"observedInFrames":29},{"element":"stone wall","timesMoreCommonThanBaseline":2.19,"shareOfThemeFrames":0.00753,"shareOfCatalogueFrames":0.00344,"observedInFrames":41},{"element":"hand","timesMoreCommonThanBaseline":1.85,"shareOfThemeFrames":0.00845,"shareOfCatalogueFrames":0.00457,"observedInFrames":46},{"element":"hair","timesMoreCommonThanBaseline":1.74,"shareOfThemeFrames":0.01047,"shareOfCatalogueFrames":0.00603,"observedInFrames":57},{"element":"suit jacket","timesMoreCommonThanBaseline":1.52,"shareOfThemeFrames":0.00919,"shareOfCatalogueFrames":0.00604,"observedInFrames":50}],"cinematography":{"note":"Weakly differentiating: most dramatic genres skew dark and night-heavy. Use `signature` to tell genres apart.","values":[{"axis":"v4_lighting_key","value":"high_key","shareOfThemeFrames":0.1918,"shareOfCatalogueFrames":0.1224,"ratio":1.57},{"axis":"time_of_day","value":"interior_indeterminate","shareOfThemeFrames":0.1053,"shareOfCatalogueFrames":0.0706,"ratio":1.49},{"axis":"v4_lighting_key","value":"natural","shareOfThemeFrames":0.3372,"shareOfCatalogueFrames":0.436,"ratio":0.77},{"axis":"time_of_day","value":"day","shareOfThemeFrames":0.3316,"shareOfCatalogueFrames":0.4253,"ratio":0.78},{"axis":"shot_size","value":"closeup","shareOfThemeFrames":0.255,"shareOfCatalogueFrames":0.2073,"ratio":1.23}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.509,"ratio":1.12},{"hue":"red","share":0.186,"ratio":1.23},{"hue":"blue","share":0.11,"ratio":0.63},{"hue":"yellow","share":0.062,"ratio":0.81}],"meanSaturation":0.252,"baselineSaturation":0.234,"meanLuminance":0.449,"baselineLuminance":0.434},"films":[{"rank":1,"title":"Death Becomes Her","year":1992,"director":"Robert Zemeckis","cinematographer":"Dean Cundey","exemplarScore":1.103,"framesIndexed":66,"url":"https://framethrower.ai/film/death-becomes-her-1992"},{"rank":2,"title":"Troy","year":2004,"director":"Wolfgang Petersen","cinematographer":"Roger Pratt","exemplarScore":0.988,"framesIndexed":142,"url":"https://framethrower.ai/film/troy-2004"},{"rank":3,"title":"La Belle et la Bête","year":1946,"director":"Jean Cocteau","cinematographer":"Henri Alekan","exemplarScore":0.942,"framesIndexed":65,"url":"https://framethrower.ai/film/la-belle-et-la-bete-1946"},{"rank":4,"title":"The Great Beauty","year":2013,"director":"Paolo Sorrentino","cinematographer":"Luca Bigazzi","exemplarScore":0.808,"framesIndexed":93,"url":"https://framethrower.ai/film/the-great-beauty-2013-2"},{"rank":5,"title":"Freaks","year":1932,"director":"Tod Browning","cinematographer":"Merritt B. Gerstad","exemplarScore":0.807,"framesIndexed":63,"url":"https://framethrower.ai/film/freaks-1932"},{"rank":6,"title":"Encanto","year":2021,"director":"Byron Howard","cinematographer":"Nathan Warner","exemplarScore":0.713,"framesIndexed":31,"url":"https://framethrower.ai/film/encanto-2021"},{"rank":7,"title":"The Substance","year":2024,"director":"Coralie Fargeat","cinematographer":"Benjamin Kračun","exemplarScore":0.717,"framesIndexed":69,"url":"https://framethrower.ai/film/the-substance-2024"},{"rank":8,"title":"Penelope","year":2007,"director":"Mark Palansky","cinematographer":"Michel Amathieu","exemplarScore":0.71,"framesIndexed":111,"url":"https://framethrower.ai/film/penelope-2007"}],"outlier":{"title":"Death In Venice","year":1971,"exemplarScore":0.468,"note":"Carries the least of what the rest of the list is made of."}}