{"title":"Best Train Movies","theme":"train","url":"https://framethrower.ai/list/train","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":24,"listedFilms":17,"frames":2082,"baselineFrames":404689},"signature":[{"element":"train","timesMoreCommonThanBaseline":16.53,"shareOfThemeFrames":0.00326,"shareOfCatalogueFrames":0.0002,"observedInFrames":39},{"element":"fedora","timesMoreCommonThanBaseline":2.66,"shareOfThemeFrames":0.00584,"shareOfCatalogueFrames":0.0022,"observedInFrames":70},{"element":"suit jacket","timesMoreCommonThanBaseline":2.48,"shareOfThemeFrames":0.01494,"shareOfCatalogueFrames":0.00604,"observedInFrames":179},{"element":"hat","timesMoreCommonThanBaseline":2.35,"shareOfThemeFrames":0.00401,"shareOfCatalogueFrames":0.00171,"observedInFrames":48},{"element":"white shirt","timesMoreCommonThanBaseline":2.05,"shareOfThemeFrames":0.00459,"shareOfCatalogueFrames":0.00224,"observedInFrames":55},{"element":"blood","timesMoreCommonThanBaseline":1.94,"shareOfThemeFrames":0.00618,"shareOfCatalogueFrames":0.00318,"observedInFrames":74},{"element":"tie","timesMoreCommonThanBaseline":1.92,"shareOfThemeFrames":0.00718,"shareOfCatalogueFrames":0.00374,"observedInFrames":86},{"element":"glass","timesMoreCommonThanBaseline":1.64,"shareOfThemeFrames":0.00326,"shareOfCatalogueFrames":0.00199,"observedInFrames":39}],"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":0.8575,"shareOfCatalogueFrames":0.6903,"ratio":1.24}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.502,"ratio":1.1},{"hue":"blue","share":0.163,"ratio":0.94},{"hue":"red","share":0.154,"ratio":1.02},{"hue":"yellow","share":0.064,"ratio":0.83}],"meanSaturation":0.168,"baselineSaturation":0.234,"meanLuminance":0.419,"baselineLuminance":0.434},"films":[{"rank":1,"title":"Howl","year":2015,"director":"Paul Hyett","cinematographer":"Adam Biddle","exemplarScore":1.446,"framesIndexed":152,"url":"https://framethrower.ai/film/howl-2015"},{"rank":2,"title":"Train To Busan","year":null,"director":"Yeon Sang-ho","cinematographer":"Lee Hyung-deok","exemplarScore":1.189,"framesIndexed":43,"url":"https://framethrower.ai/film/train-to-busan"},{"rank":3,"title":"The Lone Ranger","year":2013,"director":"Gore Verbinski","cinematographer":"Bojan Bazelli","exemplarScore":1.028,"framesIndexed":68,"url":"https://framethrower.ai/film/the-lone-ranger-2013"},{"rank":4,"title":"The Darjeeling Limited","year":2007,"director":"Wes Anderson","cinematographer":"Robert D. Yeoman","exemplarScore":0.963,"framesIndexed":63,"url":"https://framethrower.ai/film/the-darjeeling-limited-2007"},{"rank":5,"title":"Unstoppable","year":2010,"director":"Tony Scott","cinematographer":"Ben Seresin","exemplarScore":0.951,"framesIndexed":59,"url":"https://framethrower.ai/film/unstoppable-2010"},{"rank":6,"title":"Collateral","year":2004,"director":"Michael Mann","cinematographer":"Dion Beebe","exemplarScore":0.942,"framesIndexed":65,"url":"https://framethrower.ai/film/collateral-2004"},{"rank":7,"title":"Bullet Train","year":2022,"director":"David Leitch","cinematographer":"Jonathan Sela","exemplarScore":0.852,"framesIndexed":54,"url":"https://framethrower.ai/film/bullet-train-2022"},{"rank":8,"title":"White Heat","year":1949,"director":"Raoul Walsh","cinematographer":"Sidney Hickox","exemplarScore":0.891,"framesIndexed":65,"url":"https://framethrower.ai/film/white-heat-1949"},{"rank":9,"title":"Schindler's List","year":1993,"director":"Steven Spielberg","cinematographer":"Janusz Kamiński","exemplarScore":0.808,"framesIndexed":275,"url":"https://framethrower.ai/film/schindler-s-list-1993"},{"rank":10,"title":"Strangers on a Train","year":1951,"director":"Alfred Hitchcock","cinematographer":"Robert Burks","exemplarScore":0.749,"framesIndexed":65,"url":"https://framethrower.ai/film/strangers-on-a-train-1951"}],"outlier":{"title":"Ghosts of Mars","year":2001,"exemplarScore":0.229,"note":"Carries the least of what the rest of the list is made of."}}