{"title":"Best Female Villain Movies","theme":"female villain","url":"https://framethrower.ai/list/female-villain","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":11,"listedFilms":11,"frames":952,"baselineFrames":404689},"signature":[{"element":"fur","timesMoreCommonThanBaseline":13.69,"shareOfThemeFrames":0.00768,"shareOfCatalogueFrames":0.00056,"observedInFrames":42},{"element":"armor","timesMoreCommonThanBaseline":9.45,"shareOfThemeFrames":0.00567,"shareOfCatalogueFrames":0.0006,"observedInFrames":31},{"element":"helmet","timesMoreCommonThanBaseline":4.67,"shareOfThemeFrames":0.00494,"shareOfCatalogueFrames":0.00106,"observedInFrames":27},{"element":"wooden chair","timesMoreCommonThanBaseline":3.72,"shareOfThemeFrames":0.0064,"shareOfCatalogueFrames":0.00172,"observedInFrames":35},{"element":"clouds","timesMoreCommonThanBaseline":2.17,"shareOfThemeFrames":0.0053,"shareOfCatalogueFrames":0.00244,"observedInFrames":29},{"element":"stone wall","timesMoreCommonThanBaseline":1.65,"shareOfThemeFrames":0.00567,"shareOfCatalogueFrames":0.00344,"observedInFrames":31}],"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":0.245,"shareOfCatalogueFrames":0.1224,"ratio":2},{"axis":"time_of_day","value":"interior_indeterminate","shareOfThemeFrames":0.1071,"shareOfCatalogueFrames":0.0706,"ratio":1.52},{"axis":"shot_size","value":"closeup","shareOfThemeFrames":0.164,"shareOfCatalogueFrames":0.2073,"ratio":0.79},{"axis":"time_of_day","value":"night","shareOfThemeFrames":0.3372,"shareOfCatalogueFrames":0.4219,"ratio":0.8},{"axis":"shot_size","value":"wide","shareOfThemeFrames":0.2429,"shareOfCatalogueFrames":0.1952,"ratio":1.24}]},"palette":{"note":"Hue shares are dominated by skin tones across all genres; treat as descriptive, not distinguishing.","dominantHues":[{"hue":"orange","share":0.412,"ratio":0.91},{"hue":"blue","share":0.157,"ratio":0.9},{"hue":"red","share":0.139,"ratio":0.92},{"hue":"green","share":0.099,"ratio":1.64}],"meanSaturation":0.299,"baselineSaturation":0.234,"meanLuminance":0.459,"baselineLuminance":0.434},"films":[{"rank":1,"title":"Dungeons & Dragons: Honor Among Thieves","year":2023,"director":"John Francis Daley","cinematographer":"Barry Peterson","exemplarScore":1.375,"framesIndexed":65,"url":"https://framethrower.ai/film/dungeons-dragons-honor-among-thieves-2023"},{"rank":2,"title":"The Wild Robot","year":2024,"director":"Chris Sanders","cinematographer":null,"exemplarScore":1.204,"framesIndexed":34,"url":"https://framethrower.ai/film/the-wild-robot-2024"},{"rank":3,"title":"Thor: Ragnarok","year":2017,"director":"Taika Waititi","cinematographer":"Javier Aguirresarobe","exemplarScore":0.758,"framesIndexed":68,"url":"https://framethrower.ai/film/thor-ragnarok-2017"},{"rank":4,"title":"Kung Fu Panda 4","year":2024,"director":"Mike Mitchell","cinematographer":null,"exemplarScore":0.747,"framesIndexed":51,"url":"https://framethrower.ai/film/kung-fu-panda-4-2024"},{"rank":5,"title":"Dredd","year":2012,"director":"Pete Travis","cinematographer":"Anthony Dod Mantle","exemplarScore":0.737,"framesIndexed":65,"url":"https://framethrower.ai/film/dredd-2012"},{"rank":6,"title":"The Garfield Movie","year":2024,"director":"Mark Dindal","cinematographer":null,"exemplarScore":0.677,"framesIndexed":149,"url":"https://framethrower.ai/film/the-garfield-movie-2024"},{"rank":7,"title":"Ant-Man and the Wasp","year":2018,"director":"Peyton Reed","cinematographer":"Dante Spinotti","exemplarScore":0.512,"framesIndexed":60,"url":"https://framethrower.ai/film/ant-man-and-the-wasp-2018"},{"rank":8,"title":"Coraline","year":2009,"director":"Henry Selick","cinematographer":"Pete Kozachik","exemplarScore":0.386,"framesIndexed":73,"url":"https://framethrower.ai/film/coraline-2009"}],"outlier":{"title":"The Wizard Of Oz","year":1939,"exemplarScore":0.221,"note":"Carries the least of what the rest of the list is made of."}}