{"title":"Best Marriage Movies","theme":"marriage","url":"https://framethrower.ai/list/marriage","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":48,"listedFilms":33,"frames":4060,"baselineFrames":404689},"signature":[{"element":"wine glass","timesMoreCommonThanBaseline":2.79,"shareOfThemeFrames":0.00337,"shareOfCatalogueFrames":0.00121,"observedInFrames":79},{"element":"sofa","timesMoreCommonThanBaseline":2.16,"shareOfThemeFrames":0.00444,"shareOfCatalogueFrames":0.00206,"observedInFrames":104},{"element":"earrings","timesMoreCommonThanBaseline":1.97,"shareOfThemeFrames":0.00307,"shareOfCatalogueFrames":0.00156,"observedInFrames":72},{"element":"suit jacket","timesMoreCommonThanBaseline":1.67,"shareOfThemeFrames":0.01008,"shareOfCatalogueFrames":0.00604,"observedInFrames":236},{"element":"pillow","timesMoreCommonThanBaseline":1.64,"shareOfThemeFrames":0.00376,"shareOfCatalogueFrames":0.00228,"observedInFrames":88},{"element":"lamp","timesMoreCommonThanBaseline":1.59,"shareOfThemeFrames":0.00384,"shareOfCatalogueFrames":0.00242,"observedInFrames":90},{"element":"fedora","timesMoreCommonThanBaseline":1.55,"shareOfThemeFrames":0.00342,"shareOfCatalogueFrames":0.0022,"observedInFrames":80}],"cinematography":{"note":"Weakly differentiating: most dramatic genres skew dark and night-heavy. Use `signature` to tell genres apart.","values":[{"axis":"camera_angle","value":"eye_level","shareOfThemeFrames":0.9154,"shareOfCatalogueFrames":0.6903,"ratio":1.33},{"axis":"v4_lighting_key","value":"high_key","shareOfThemeFrames":0.1478,"shareOfCatalogueFrames":0.1224,"ratio":1.21}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.552,"ratio":1.22},{"hue":"red","share":0.142,"ratio":0.93},{"hue":"blue","share":0.139,"ratio":0.8},{"hue":"yellow","share":0.067,"ratio":0.87}],"meanSaturation":0.215,"baselineSaturation":0.234,"meanLuminance":0.445,"baselineLuminance":0.434},"films":[{"rank":1,"title":"Maestro","year":2023,"director":"Bradley Cooper","cinematographer":"Matthew Libatique","exemplarScore":1.279,"framesIndexed":67,"url":"https://framethrower.ai/film/maestro-2023"},{"rank":2,"title":"Julieta","year":2016,"director":"Pedro Almodóvar","cinematographer":"Jean-Claude Larrieu","exemplarScore":1.225,"framesIndexed":65,"url":"https://framethrower.ai/film/julieta-2016"},{"rank":3,"title":"Four Weddings and a Funeral","year":1994,"director":"Mike Newell","cinematographer":"Michael Coulter","exemplarScore":1.175,"framesIndexed":167,"url":"https://framethrower.ai/film/four-weddings-and-a-funeral-1994"},{"rank":4,"title":"Like Water for Chocolate","year":1992,"director":"Alfonso Arau","cinematographer":"Emmanuel Lubezki","exemplarScore":1.207,"framesIndexed":146,"url":"https://framethrower.ai/film/like-water-for-chocolate-1992"},{"rank":5,"title":"Definitely, Maybe","year":2008,"director":"Adam Brooks","cinematographer":"Florian Ballhaus","exemplarScore":1.003,"framesIndexed":168,"url":"https://framethrower.ai/film/definitely-maybe-2008"},{"rank":6,"title":"Black Bag","year":2025,"director":"Steven Soderbergh","cinematographer":"Steven Soderbergh","exemplarScore":1.007,"framesIndexed":140,"url":"https://framethrower.ai/film/black-bag-2025"},{"rank":7,"title":"45 Years","year":2015,"director":"Andrew Haigh","cinematographer":"Lol Crawley","exemplarScore":1.008,"framesIndexed":65,"url":"https://framethrower.ai/film/45-years-2015"},{"rank":8,"title":"The Good Girl","year":2002,"director":"Miguel Arteta","cinematographer":"Enrique Chediak","exemplarScore":0.92,"framesIndexed":64,"url":"https://framethrower.ai/film/the-good-girl-2002"},{"rank":9,"title":"Autumn Sonata","year":1978,"director":"Ingmar Bergman","cinematographer":"Sven Nykvist","exemplarScore":0.884,"framesIndexed":60,"url":"https://framethrower.ai/film/autumn-sonata-1978"},{"rank":10,"title":"Brooklyn","year":2015,"director":"John Crowley","cinematographer":"Yves Bélanger","exemplarScore":0.832,"framesIndexed":66,"url":"https://framethrower.ai/film/brooklyn-2015"}],"outlier":{"title":"Hotel Transylvania 2","year":2015,"exemplarScore":0.1,"note":"Carries the least of what the rest of the list is made of."}}