{"title":"Best Man vs Machine Movies","theme":"man vs machine","url":"https://framethrower.ai/list/man-vs-machine","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":14,"listedFilms":13,"frames":962,"baselineFrames":404689},"signature":[{"element":"robot","timesMoreCommonThanBaseline":18.31,"shareOfThemeFrames":0.00512,"shareOfCatalogueFrames":0.00028,"observedInFrames":28},{"element":"cables","timesMoreCommonThanBaseline":14.31,"shareOfThemeFrames":0.00585,"shareOfCatalogueFrames":0.00041,"observedInFrames":32},{"element":"skyscraper","timesMoreCommonThanBaseline":8.76,"shareOfThemeFrames":0.00567,"shareOfCatalogueFrames":0.00065,"observedInFrames":31},{"element":"sunglasses","timesMoreCommonThanBaseline":8.01,"shareOfThemeFrames":0.01317,"shareOfCatalogueFrames":0.00164,"observedInFrames":72},{"element":"concrete wall","timesMoreCommonThanBaseline":3.89,"shareOfThemeFrames":0.0064,"shareOfCatalogueFrames":0.00165,"observedInFrames":35},{"element":"leather jacket","timesMoreCommonThanBaseline":2.93,"shareOfThemeFrames":0.00768,"shareOfCatalogueFrames":0.00262,"observedInFrames":42},{"element":"chair","timesMoreCommonThanBaseline":2.26,"shareOfThemeFrames":0.0053,"shareOfCatalogueFrames":0.00235,"observedInFrames":29},{"element":"shadow","timesMoreCommonThanBaseline":1.71,"shareOfThemeFrames":0.00713,"shareOfCatalogueFrames":0.00417,"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":"low_angle","shareOfThemeFrames":0.1136,"shareOfCatalogueFrames":0.0528,"ratio":2.15},{"axis":"v4_lighting_key","value":"natural","shareOfThemeFrames":0.2362,"shareOfCatalogueFrames":0.436,"ratio":0.54},{"axis":"time_of_day","value":"interior_indeterminate","shareOfThemeFrames":0.1227,"shareOfCatalogueFrames":0.0706,"ratio":1.74},{"axis":"time_of_day","value":"day","shareOfThemeFrames":0.2453,"shareOfCatalogueFrames":0.4253,"ratio":0.58},{"axis":"v4_lighting_key","value":"low_key","shareOfThemeFrames":0.5245,"shareOfCatalogueFrames":0.3929,"ratio":1.33}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.292,"ratio":0.64},{"hue":"blue","share":0.239,"ratio":1.38},{"hue":"red","share":0.153,"ratio":1.01},{"hue":"green","share":0.143,"ratio":2.37}],"meanSaturation":0.265,"baselineSaturation":0.234,"meanLuminance":0.406,"baselineLuminance":0.434},"films":[{"rank":1,"title":"I, Robot","year":2004,"director":"Alex Proyas","cinematographer":"Simon Duggan","exemplarScore":1.408,"framesIndexed":66,"url":"https://framethrower.ai/film/i-robot-2004"},{"rank":2,"title":"The Matrix Revolutions","year":2003,"director":"Lilly Wachowski","cinematographer":"Bill Pope","exemplarScore":1.116,"framesIndexed":64,"url":"https://framethrower.ai/film/the-matrix-revolutions-2003"},{"rank":3,"title":"Metropolis","year":1927,"director":"Fritz Lang","cinematographer":"Günther Rittau","exemplarScore":1.024,"framesIndexed":65,"url":"https://framethrower.ai/film/metropolis-1927"},{"rank":4,"title":"Ghost in the Shell","year":1995,"director":"Mamoru Oshii","cinematographer":"Hisao Shirai","exemplarScore":0.965,"framesIndexed":51,"url":"https://framethrower.ai/film/ghost-in-the-shell-1995-2"},{"rank":5,"title":"Terminator 2: Judgement Day","year":1991,"director":"James Cameron","cinematographer":"Adam Greenberg","exemplarScore":0.573,"framesIndexed":73,"url":"https://framethrower.ai/film/terminator-2-judgement-day-1991"},{"rank":6,"title":"Ex Machina","year":2015,"director":"Alex Garland","cinematographer":"Rob Hardy","exemplarScore":0.557,"framesIndexed":65,"url":"https://framethrower.ai/film/ex-machina-2015"},{"rank":7,"title":"The Terminator","year":1984,"director":"James Cameron","cinematographer":"Adam Greenberg","exemplarScore":0.503,"framesIndexed":65,"url":"https://framethrower.ai/film/the-terminator-1984"},{"rank":8,"title":"2001: A Space Odyssey","year":1968,"director":"Stanley Kubrick","cinematographer":"Geoffrey Unsworth","exemplarScore":0.148,"framesIndexed":69,"url":"https://framethrower.ai/film/2001-a-space-odyssey-1968"},{"rank":9,"title":"Westworld","year":1973,"director":"Michael Crichton","cinematographer":"Gene Polito","exemplarScore":0.132,"framesIndexed":65,"url":"https://framethrower.ai/film/westworld-1973"}],"outlier":null}