{"title":"Best World War I Movies","theme":"world war i","url":"https://framethrower.ai/list/world-war-i","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":19,"listedFilms":13,"frames":1271,"baselineFrames":404689},"signature":[{"element":"sandbags","timesMoreCommonThanBaseline":51.02,"shareOfThemeFrames":0.00433,"shareOfCatalogueFrames":0.00008,"observedInFrames":32},{"element":"military tunic","timesMoreCommonThanBaseline":48.79,"shareOfThemeFrames":0.00433,"shareOfCatalogueFrames":0.00009,"observedInFrames":32},{"element":"military cap","timesMoreCommonThanBaseline":29.49,"shareOfThemeFrames":0.00893,"shareOfCatalogueFrames":0.0003,"observedInFrames":66},{"element":"barbed wire","timesMoreCommonThanBaseline":27.85,"shareOfThemeFrames":0.00582,"shareOfCatalogueFrames":0.00021,"observedInFrames":43},{"element":"military officer","timesMoreCommonThanBaseline":24.8,"shareOfThemeFrames":0.00447,"shareOfCatalogueFrames":0.00018,"observedInFrames":33},{"element":"soldier","timesMoreCommonThanBaseline":24.6,"shareOfThemeFrames":0.03696,"shareOfCatalogueFrames":0.0015,"observedInFrames":273},{"element":"soldiers","timesMoreCommonThanBaseline":22.87,"shareOfThemeFrames":0.00866,"shareOfCatalogueFrames":0.00038,"observedInFrames":64},{"element":"mud","timesMoreCommonThanBaseline":21.66,"shareOfThemeFrames":0.01137,"shareOfCatalogueFrames":0.00052,"observedInFrames":84}],"cinematography":{"note":"Weakly differentiating: most dramatic genres skew dark and night-heavy. Use `signature` to tell genres apart.","values":[{"axis":"shot_size","value":"wide","shareOfThemeFrames":0.2906,"shareOfCatalogueFrames":0.1952,"ratio":1.49},{"axis":"time_of_day","value":"night","shareOfThemeFrames":0.2982,"shareOfCatalogueFrames":0.4219,"ratio":0.71},{"axis":"time_of_day","value":"day","shareOfThemeFrames":0.5688,"shareOfCatalogueFrames":0.4253,"ratio":1.34},{"axis":"shot_size","value":"closeup","shareOfThemeFrames":0.1606,"shareOfCatalogueFrames":0.2073,"ratio":0.77},{"axis":"v4_lighting_key","value":"low_key","shareOfThemeFrames":0.3079,"shareOfCatalogueFrames":0.3929,"ratio":0.78}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.506,"ratio":1.11},{"hue":"blue","share":0.156,"ratio":0.9},{"hue":"yellow","share":0.147,"ratio":1.92},{"hue":"red","share":0.084,"ratio":0.55}],"meanSaturation":0.17,"baselineSaturation":0.234,"meanLuminance":0.424,"baselineLuminance":0.434},"films":[{"rank":1,"title":"1917","year":null,"director":"Sam Mendes","cinematographer":"Roger Deakins","exemplarScore":1.347,"framesIndexed":44,"url":"https://framethrower.ai/film/1917"},{"rank":2,"title":"Paths of Glory","year":1957,"director":"Stanley Kubrick","cinematographer":"Georg Krause","exemplarScore":1.366,"framesIndexed":65,"url":"https://framethrower.ai/film/paths-of-glory-1957"},{"rank":3,"title":"All Quiet on the Western Front","year":1930,"director":"Lewis Milestone","cinematographer":"Arthur Edeson","exemplarScore":1.383,"framesIndexed":65,"url":"https://framethrower.ai/film/all-quiet-on-the-western-front-1930"},{"rank":4,"title":"War Horse","year":2011,"director":"Steven Spielberg","cinematographer":"Janusz Kamiński","exemplarScore":1.233,"framesIndexed":51,"url":"https://framethrower.ai/film/war-horse-2011"},{"rank":5,"title":"Lawrence Of Arabia","year":null,"director":"David Lean","cinematographer":"Freddie Young","exemplarScore":0.679,"framesIndexed":64,"url":"https://framethrower.ai/film/lawrence-of-arabia"},{"rank":6,"title":"The Great Dictator","year":1940,"director":"Charlie Chaplin","cinematographer":"Karl Struss","exemplarScore":0.55,"framesIndexed":65,"url":"https://framethrower.ai/film/the-great-dictator-1940"},{"rank":7,"title":"The Lost City of Z","year":2016,"director":"James Gray","cinematographer":"Darius Khondji","exemplarScore":0.38,"framesIndexed":63,"url":"https://framethrower.ai/film/the-lost-city-of-z-2016"},{"rank":8,"title":"Legends of the Fall","year":1994,"director":"Edward Zwick","cinematographer":"John Toll","exemplarScore":0.378,"framesIndexed":66,"url":"https://framethrower.ai/film/legends-of-the-fall-1994"},{"rank":9,"title":"A Very Long Engagement","year":2004,"director":"Jean-Pierre Jeunet","cinematographer":"Bruno Delbonnel","exemplarScore":0.309,"framesIndexed":68,"url":"https://framethrower.ai/film/a-very-long-engagement-2004"},{"rank":10,"title":"Doctor Zhivago","year":1965,"director":"David Lean","cinematographer":"Freddie Young","exemplarScore":0.223,"framesIndexed":65,"url":"https://framethrower.ai/film/doctor-zhivago-1965"}],"outlier":{"title":"Twelve Monkeys","year":1995,"exemplarScore":0.008,"note":"Carries the least of what the rest of the list is made of."}}