{"title":"Best Lie Movies","theme":"lie","url":"https://framethrower.ai/list/lie","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":12,"listedFilms":11,"frames":896,"baselineFrames":404689},"signature":[{"element":"bookshelf","timesMoreCommonThanBaseline":3.81,"shareOfThemeFrames":0.00501,"shareOfCatalogueFrames":0.00131,"observedInFrames":26},{"element":"necktie","timesMoreCommonThanBaseline":2.45,"shareOfThemeFrames":0.00675,"shareOfCatalogueFrames":0.00275,"observedInFrames":35},{"element":"tie","timesMoreCommonThanBaseline":2.12,"shareOfThemeFrames":0.00791,"shareOfCatalogueFrames":0.00374,"observedInFrames":41},{"element":"blazer","timesMoreCommonThanBaseline":2,"shareOfThemeFrames":0.00714,"shareOfCatalogueFrames":0.00357,"observedInFrames":37},{"element":"desk","timesMoreCommonThanBaseline":1.95,"shareOfThemeFrames":0.00482,"shareOfCatalogueFrames":0.00247,"observedInFrames":25},{"element":"suit jacket","timesMoreCommonThanBaseline":1.79,"shareOfThemeFrames":0.0108,"shareOfCatalogueFrames":0.00604,"observedInFrames":56},{"element":"stubble","timesMoreCommonThanBaseline":1.73,"shareOfThemeFrames":0.00482,"shareOfCatalogueFrames":0.00279,"observedInFrames":25},{"element":"glasses","timesMoreCommonThanBaseline":1.54,"shareOfThemeFrames":0.00791,"shareOfCatalogueFrames":0.00515,"observedInFrames":41}],"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":0.1975,"shareOfCatalogueFrames":0.1224,"ratio":1.61},{"axis":"v4_lighting_key","value":"low_key","shareOfThemeFrames":0.2946,"shareOfCatalogueFrames":0.3929,"ratio":0.75},{"axis":"camera_angle","value":"eye_level","shareOfThemeFrames":0.9019,"shareOfCatalogueFrames":0.6903,"ratio":1.31},{"axis":"time_of_day","value":"night","shareOfThemeFrames":0.3326,"shareOfCatalogueFrames":0.4219,"ratio":0.79},{"axis":"time_of_day","value":"day","shareOfThemeFrames":0.519,"shareOfCatalogueFrames":0.4253,"ratio":1.22}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.495,"ratio":1.09},{"hue":"blue","share":0.202,"ratio":1.16},{"hue":"red","share":0.112,"ratio":0.74},{"hue":"yellow","share":0.078,"ratio":1.02}],"meanSaturation":0.213,"baselineSaturation":0.234,"meanLuminance":0.457,"baselineLuminance":0.434},"films":[{"rank":1,"title":"The Informant!","year":2009,"director":"Steven Soderbergh","cinematographer":"Steven Soderbergh","exemplarScore":1.249,"framesIndexed":62,"url":"https://framethrower.ai/film/the-informant-2009"},{"rank":2,"title":"Marnie","year":1964,"director":"Alfred Hitchcock","cinematographer":"Robert Burks","exemplarScore":1.14,"framesIndexed":63,"url":"https://framethrower.ai/film/marnie-1964"},{"rank":3,"title":"Closer","year":2004,"director":"Mike Nichols","cinematographer":"Stephen Goldblatt","exemplarScore":1.096,"framesIndexed":54,"url":"https://framethrower.ai/film/closer-2004"},{"rank":4,"title":"Caché (Hidden)","year":2005,"director":"Michael Haneke","cinematographer":"Christian Berger","exemplarScore":0.972,"framesIndexed":55,"url":"https://framethrower.ai/film/cache-hidden-2005"},{"rank":5,"title":"Ricky Stanicky","year":2024,"director":"Peter Farrelly","cinematographer":"John Brawley","exemplarScore":0.97,"framesIndexed":118,"url":"https://framethrower.ai/film/ricky-stanicky-2024"},{"rank":6,"title":"Self/less","year":2015,"director":"Tarsem Singh","cinematographer":"Brendan Galvin","exemplarScore":0.723,"framesIndexed":64,"url":"https://framethrower.ai/film/self-less-2015"},{"rank":7,"title":"Hard Candy","year":2005,"director":"David Slade","cinematographer":"Jo Willems","exemplarScore":0.512,"framesIndexed":52,"url":"https://framethrower.ai/film/hard-candy-2005"},{"rank":8,"title":"Easy A","year":2010,"director":"Will Gluck","cinematographer":"Michael Grady","exemplarScore":0.43,"framesIndexed":160,"url":"https://framethrower.ai/film/easy-a-2010"}],"outlier":{"title":"The Good Girl","year":2002,"exemplarScore":0.16,"note":"Carries the least of what the rest of the list is made of."}}