{"title":"Best Beach Movies","theme":"beach","url":"https://framethrower.ai/list/beach","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":37,"listedFilms":22,"frames":2462,"baselineFrames":404689},"signature":[{"element":"waves","timesMoreCommonThanBaseline":9.52,"shareOfThemeFrames":0.00397,"shareOfCatalogueFrames":0.00042,"observedInFrames":56},{"element":"ocean","timesMoreCommonThanBaseline":9.42,"shareOfThemeFrames":0.01133,"shareOfCatalogueFrames":0.0012,"observedInFrames":160},{"element":"sand","timesMoreCommonThanBaseline":6.98,"shareOfThemeFrames":0.01247,"shareOfCatalogueFrames":0.00179,"observedInFrames":176},{"element":"water","timesMoreCommonThanBaseline":2.65,"shareOfThemeFrames":0.00992,"shareOfCatalogueFrames":0.00374,"observedInFrames":140},{"element":"clouds","timesMoreCommonThanBaseline":2.18,"shareOfThemeFrames":0.00531,"shareOfCatalogueFrames":0.00244,"observedInFrames":75},{"element":"child","timesMoreCommonThanBaseline":1.54,"shareOfThemeFrames":0.00439,"shareOfCatalogueFrames":0.00285,"observedInFrames":62}],"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":0.2621,"shareOfCatalogueFrames":0.1952,"ratio":1.34},{"axis":"shot_size","value":"closeup","shareOfThemeFrames":0.164,"shareOfCatalogueFrames":0.2073,"ratio":0.79},{"axis":"camera_angle","value":"eye_level","shareOfThemeFrames":0.8451,"shareOfCatalogueFrames":0.6903,"ratio":1.22}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.408,"ratio":0.9},{"hue":"blue","share":0.188,"ratio":1.08},{"hue":"red","share":0.13,"ratio":0.86},{"hue":"cyan","share":0.105,"ratio":1.88}],"meanSaturation":0.264,"baselineSaturation":0.234,"meanLuminance":0.45,"baselineLuminance":0.434},"films":[{"rank":1,"title":"Dunkirk","year":2017,"director":"Christopher Nolan","cinematographer":"Hoyte van Hoytema","exemplarScore":1.83,"framesIndexed":51,"url":"https://framethrower.ai/film/dunkirk-2017"},{"rank":2,"title":"Jaws","year":null,"director":"Steven Spielberg","cinematographer":"Bill Butler","exemplarScore":1.812,"framesIndexed":65,"url":"https://framethrower.ai/film/jaws"},{"rank":3,"title":"The Beach","year":2000,"director":"Danny Boyle","cinematographer":"Darius Khondji","exemplarScore":1.679,"framesIndexed":63,"url":"https://framethrower.ai/film/the-beach-2000"},{"rank":4,"title":"The Piano","year":1993,"director":"Jane Campion","cinematographer":"Stuart Dryburgh","exemplarScore":1.601,"framesIndexed":64,"url":"https://framethrower.ai/film/the-piano-1993"},{"rank":5,"title":"The Fog","year":1980,"director":"John Carpenter","cinematographer":"Dean Cundey","exemplarScore":1.399,"framesIndexed":65,"url":"https://framethrower.ai/film/the-fog-1980"},{"rank":6,"title":"Carriers","year":2009,"director":"Àlex Pastor","cinematographer":"Benoît Debie","exemplarScore":1.266,"framesIndexed":64,"url":"https://framethrower.ai/film/carriers-2009"},{"rank":7,"title":"Portrait of a Lady on Fire","year":null,"director":"Céline Sciamma","cinematographer":"Claire Mathon","exemplarScore":1.18,"framesIndexed":64,"url":"https://framethrower.ai/film/portrait-of-a-lady-on-fire"},{"rank":8,"title":"Porco Rosso","year":1992,"director":"Hayao Miyazaki","cinematographer":"Atsushi Okui","exemplarScore":1.04,"framesIndexed":60,"url":"https://framethrower.ai/film/porco-rosso-1992"},{"rank":9,"title":"Swiss Army Man","year":2016,"director":"Daniel Kwan","cinematographer":"Larkin Seiple","exemplarScore":1.007,"framesIndexed":63,"url":"https://framethrower.ai/film/swiss-army-man-2016"},{"rank":10,"title":"The Orphanage","year":2007,"director":"J. A. Bayona","cinematographer":"Óscar Faura","exemplarScore":0.895,"framesIndexed":64,"url":"https://framethrower.ai/film/the-orphanage-2007"}],"outlier":{"title":"Malcolm X","year":1992,"exemplarScore":0.165,"note":"Carries the least of what the rest of the list is made of."}}