class: bg1, title-slide .title[ # <br /><br />150 Years of Cinema: A Computational Analysis ] .subtitle[ ## <br /> ] .author[ ### Saurabh Khanna ] .institute[ ### University of Amsterdam ] .date[ ### 18 October 2024 ] --- class: middle <style type="text/css"> .bg1 { position: relative; z-index: 1; } .bg1::before { content: ""; background-image: url('images/diverse-crowds.png'); background-size: cover; position: absolute; top: 0px; right: 0px; bottom: 0px; left: 0px; opacity: 0.15; z-index: -1; } </style> --- class: middle # Background - Part of our [(in)visible](https://theinvisiblelab.org/) work - Invisible information: Theorize, quantify, boost - Invisible films and/or Invisibility in films --- class: inverse # Internet Movie Database (IMDb)  --- class: inverse # The Movie Database (TMDB)  --- class: inverse # Open Movie Database (OMDB)  --- class: middle # A cleaned union of the three databases <table> <thead> <tr> <th style="text-align:left;"> Title Type </th> <th style="text-align:right;"> Total </th> </tr> </thead> <tbody> <tr> <td style="text-align:left;"> movie </td> <td style="text-align:right;"> 684498 </td> </tr> <tr> <td style="text-align:left;"> short </td> <td style="text-align:right;"> 1001698 </td> </tr> <tr> <td style="text-align:left;"> tvSeries </td> <td style="text-align:right;"> 265638 </td> </tr> <tr> <td style="text-align:left;"> video </td> <td style="text-align:right;"> 293931 </td> </tr> <tr> <td style="text-align:left;"> videoGame </td> <td style="text-align:right;"> 39139 </td> </tr> </tbody> </table> Today's focus on _movie_. --- # Variables in film data ``` ## [1] "Imdb Id" "Localized Title" ## [3] "Cast" "Genres" ## [5] "Runtimes" "Countries" ## [7] "Country Codes" "Language Codes" ## [9] "Color Info" "Aspect Ratio" ## [11] "Sound Mix" "Certificates" ## [13] "Original Air Date" "Rating" ## [15] "Votes" "Cover Url" ## [17] "Plot Outline" "Languages" ## [19] "Title" "Year" ## [21] "Kind" "Original Title" ## [23] "Director" "Producer" ## [25] "Cinematographer" "Akas" ## [27] "Production Companies" "Distributors" ## [29] "Plot" "Composer" ## [31] "Editor" "Assistant Director" ## [33] "Music Department" "Miscellaneous Crew" ## [35] "Special Effects" "Other Companies" ## [37] "Writer" "Production Design" ## [39] "Camera and Electrical Department" "Set Decoration" ## [41] "Costume Designer" "Costume Department" ## [43] "Art Direction" "Art Department" ## [45] "Box Office" "Videos" ## [47] "Thanks" "Synopsis" ## [49] "Editorial Department" "Animation Department" ## [51] "Sound Crew" "Make Up" ## [53] "Production Manager" "Stunt Performer" ## [55] "Transportation Department" "Visual Effects" ## [57] "Location Management" "Casting Director" ## [59] "Casting Department" "Script Department" ## [61] "Top 250 Rank" "Special Effects Companies" ## [63] "Production Department" "Bottom 100 Rank" ## [65] "Production Status" "Production Status Updated" ## [67] "Electrical Department" "Series Years" ``` --- # Films over time <div class="datatables html-widget html-fill-item" id="htmlwidget-fa901ead80395b63811b" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-fa901ead80395b63811b">{"x":{"filter":"none","vertical":false,"data":[["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23","24","25","26","27","28","29","30","31","32","33","34","35","36","37","38","39","40","41","42","43","44","45","46","47","48","49","50","51","52","53","54","55","56","57","58","59","60","61","62","63","64","65","66","67","68","69","70","71","72","73","74","75","76","77","78","79","80","81","82","83","84","85","86","87","88","89","90","91","92","93","94","95","96","97","98","99","100","101","102","103","104","105","106","107","108","109","110","111","112","113","114","115","116","117","118","119","120","121","122","123","124","125","126","127","128","129"],[1894,1896,1897,1898,1899,1900,1901,1902,1903,1904,1905,1906,1907,1908,1909,1910,1911,1912,1913,1914,1915,1916,1917,1918,1919,1920,1921,1922,1923,1924,1925,1926,1927,1928,1929,1930,1931,1932,1933,1934,1935,1936,1937,1938,1939,1940,1941,1942,1943,1944,1945,1946,1947,1948,1949,1950,1951,1952,1953,1954,1955,1956,1957,1958,1959,1960,1961,1962,1963,1964,1965,1966,1967,1968,1969,1970,1971,1972,1973,1974,1975,1976,1977,1978,1979,1980,1981,1982,1983,1984,1985,1986,1987,1988,1989,1990,1991,1992,1993,1994,1995,1996,1997,1998,1999,2000,2001,2002,2003,2004,2005,2006,2007,2008,2009,2010,2011,2012,2013,2014,2015,2016,2017,2018,2019,2020,2021,2022,2023],[1,1,2,7,8,6,7,4,4,2,19,23,17,22,87,103,166,341,668,1146,1618,2104,2184,2242,2473,2654,2619,2196,1930,1953,2124,2100,2222,2190,2138,2045,2138,2123,2035,1949,1973,2245,2144,1991,1897,1773,1542,1463,1334,1171,1128,1314,1521,1654,1794,2009,1965,2148,2232,2297,2393,2597,2663,2615,2612,2736,2781,2731,2687,2906,3218,3218,3311,3715,3848,4122,4143,4063,3983,3814,4080,3961,3882,4037,4168,4119,4121,4126,4264,4455,4545,4492,4535,4664,4664,4945,4488,4410,4229,4202,4429,4408,4726,4876,5051,5273,5656,5882,6160,6752,7761,8315,9100,10563,12033,12873,13827,14875,15531,16703,17334,18576,19033,19220,19131,16492,18831,20473,19783]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>year<\/th>\n <th>n_films<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[1,2]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"year","targets":1},{"name":"n_films","targets":2}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- class: middle, center <img src="talk_18oct2024_files/figure-html/unnamed-chunk-9-1.png" width="504" /> --- # Films across geographies <div class="datatables html-widget html-fill-item" id="htmlwidget-b9392f651e8739c5caa0" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-b9392f651e8739c5caa0">{"x":{"filter":"none","vertical":false,"data":[["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23","24","25","26","27","28","29","30","31","32","33","34","35","36","37","38","39","40","41","42","43","44","45","46","47","48","49","50","51","52","53","54","55","56","57","58","59","60","61","62","63","64","65","66","67","68","69","70","71","72","73","74","75","76","77","78","79","80","81","82","83","84","85","86","87","88","89","90","91","92","93","94","95","96","97","98","99","100","101","102","103","104","105","106","107","108","109","110","111","112","113","114","115","116","117","118","119","120","121","122","123","124","125","126","127","128","129","130","131","132","133","134","135","136","137","138","139","140","141","142","143","144","145","146","147","148","149","150","151","152","153","154","155","156","157","158","159","160","161","162","163","164","165","166","167","168","169","170","171","172","173","174","175","176","177","178","179","180","181","182","183","184","185","186","187","188","189","190","191","192","193","194","195","196","197","198","199","200","201","202","203","204","205","206","207","208","209","210","211","212","213","214","215","216","217","218","219","220","221","222","223","224","225","226","227","228","229","230","231","232","233","234"],["United States","India","United Kingdom","Japan","France","Germany","Italy","Canada","Spain","Russia","Mexico","Philippines","China","Turkey","Hong Kong","Australia","Brazil","Argentina","South Korea","Iran","Netherlands","Belgium","Sweden","Greece","Switzerland","Czech Republic","Denmark","Austria","Nigeria","Taiwan","Poland","Portugal","Hungary","Egypt","Israel","Finland","Indonesia","South Africa","Norway","Ireland","Pakistan","Romania","Thailand","Chile","Bangladesh","Malaysia","Bulgaria","Colombia","Yugoslavia","New Zealand","Ukraine","Serbia","Sri Lanka","Croatia","Peru","Cuba","Venezuela","Albania","Singapore","Nepal","Vietnam","Dominican Republic","Iceland","Morocco","Lebanon","Slovenia","United Arab Emirates","Luxembourg","Slovakia","Estonia","Ghana","Uruguay","Cameroon","Lithuania","Uganda","Georgia","Puerto Rico","Kazakhstan","Latvia","Tunisia","Haiti","Kenya","Bosnia & Herzegovina","Ecuador","Qatar","Algeria","Cambodia","Iraq","Bolivia","Burkina Faso","Tanzania","Palestine","Armenia","Syria","Uzbekistan","Belarus","Costa Rica","Cyprus","North Macedonia","Mongolia","Azerbaijan","North Korea","Saudi Arabia","Senegal","Guatemala","Panama","Afghanistan","Myanmar","Zimbabwe","Ethiopia","Malta","Paraguay","Côte d’Ivoire","Jordan","Jamaica","Kosovo","Trinidad & Tobago","Congo - Brazzaville","Mali","Kuwait","Zambia","Serbia and Montenegro","Nicaragua","Kyrgyzstan","Sierra Leone","Congo - Kinshasa","Liechtenstein","El Salvador","Honduras","Gabon","Bahamas","Angola","Moldova","Rwanda","Montenegro","Namibia","Laos","Mozambique","Monaco","Benin","Niger","Malawi","Liberia","Gambia","Bahrain","Bhutan","Greenland","Macao SAR China","Fiji","Madagascar","Maldives","Togo","Mauritius","Tajikistan","Guinea","Sudan","Andorra","Somalia","Cape Verde","French Polynesia","Isle of Man","Papua New Guinea","Barbados","Botswana","Mauritania","Libya","San Marino","Yemen","Belize","Guadeloupe","Netherlands Antilles","Oman","Bermuda","Guinea-Bissau","Burundi","Suriname","Martinique","Guam","Faroe Islands","Réunion","Chad","Guyana","Turkmenistan","U.S. Virgin Islands","Antigua & Barbuda","Eswatini","Central African Republic","Holy See (Vatican City State)","Antarctica","Lesotho","Cayman Islands","Eritrea","French Guiana","Aruba","Marshall Islands","Western Sahara","Brunei","Equatorial Guinea","Gibraltar","Samoa","São Tomé & Príncipe","Vanuatu","New Caledonia","St. Lucia","St. Kitts & Nevis","Grenada","Micronesia","Timor-Leste","Comoros","Djibouti","Tonga","Dominica","Kiribati","Seychelles","St. Vincent & Grenadines","Zaire","American Samoa","Curaçao","Solomon Islands","Svalbard & Jan Mayen","Tuvalu","Cocos (Keeling) Islands","Cook Islands","Montserrat","Siam","Falkland Islands","Northern Mariana Islands","Palau","Turks & Caicos Islands","Anguilla","British Virgin Islands","Pitcairn Islands","South Georgia & South Sandwich Islands","St. Helena"],[223537,58590,40346,39521,35264,31049,26531,22697,16766,13363,12511,11213,10775,10161,9892,9576,9323,8394,7926,6768,6293,6105,5989,5159,5041,4969,4804,4711,4660,4592,4426,4407,4386,3720,3529,3469,3370,3150,2777,2701,2693,2258,1992,1876,1835,1818,1796,1666,1626,1563,1344,1131,1073,1031,1000,986,960,930,930,914,874,854,762,760,740,731,655,645,626,620,592,576,534,532,526,516,514,499,495,460,458,453,446,416,383,382,362,337,326,326,325,309,308,304,300,298,298,277,272,268,253,253,233,229,224,212,191,190,184,168,156,154,153,153,139,126,121,119,119,115,115,114,113,112,106,105,105,104,102,98,93,92,90,90,89,88,81,80,75,71,70,69,63,59,58,58,58,58,56,56,56,54,52,51,50,49,45,42,37,37,36,36,35,35,35,34,32,31,30,30,29,29,26,26,23,23,22,21,20,20,19,19,19,19,18,18,17,16,15,15,14,14,14,13,13,12,11,11,11,10,10,10,9,9,8,7,7,7,6,6,6,5,5,5,5,5,4,4,4,4,4,3,3,3,3,2,2,2,2,1,1,1,1,1],[29.85,7.82,5.39,5.28,4.71,4.15,3.54,3.03,2.24,1.78,1.67,1.5,1.44,1.36,1.32,1.28,1.25,1.12,1.06,0.9,0.84,0.82,0.8,0.6899999999999999,0.67,0.66,0.64,0.63,0.62,0.61,0.59,0.59,0.59,0.5,0.47,0.46,0.45,0.42,0.37,0.36,0.36,0.3,0.27,0.25,0.25,0.24,0.24,0.22,0.22,0.21,0.18,0.15,0.14,0.14,0.13,0.13,0.13,0.12,0.12,0.12,0.12,0.11,0.1,0.1,0.1,0.1,0.09,0.09,0.08,0.08,0.08,0.08,0.07000000000000001,0.07000000000000001,0.07000000000000001,0.07000000000000001,0.07000000000000001,0.07000000000000001,0.07000000000000001,0.06,0.06,0.06,0.06,0.06,0.05,0.05,0.05,0.05,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.04,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>country<\/th>\n <th>n_films<\/th>\n <th>percent<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[2,3]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"country","targets":1},{"name":"n_films","targets":2},{"name":"percent","targets":3}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- <img src="talk_18oct2024_files/figure-html/unnamed-chunk-11-1.png" width="100%" /> --- # Genres <div class="datatables html-widget html-fill-item" id="htmlwidget-f08c0ce4f891f6694b2f" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-f08c0ce4f891f6694b2f">{"x":{"filter":"none","vertical":false,"data":[["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23","24","25","26","27","28"],["Drama","Documentary","Comedy","Thriller","Action","Romance","Horror","Crime","Adventure","Mystery","Family","Fantasy","Sci-Fi","Biography","History","Music","War","Musical","Animation","Western","Sport","Adult","News","Film-Noir","Reality-TV","Talk-Show","Short","Game-Show"],[248168,132414,114623,58567,56826,55878,41889,39443,29420,21331,20635,18928,18290,18125,16751,14879,12449,11850,9774,9587,9261,9222,2239,984,601,204,41,33],[25.52,13.62,11.79,6.02,5.84,5.75,4.31,4.06,3.03,2.19,2.12,1.95,1.88,1.86,1.72,1.53,1.28,1.22,1.01,0.99,0.95,0.95,0.23,0.1,0.06,0.02,0,0]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>genres<\/th>\n <th>n_films<\/th>\n <th>percent<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[2,3]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"genres","targets":1},{"name":"n_films","targets":2},{"name":"percent","targets":3}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- # Languages <div class="datatables html-widget html-fill-item" id="htmlwidget-ef0de24c980bf7d2bad8" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-ef0de24c980bf7d2bad8">{"x":{"filter":"none","vertical":false,"data":[["1","2","3","4","5","6","7","8","9","10","11","12","13","14","15","16","17","18","19","20","21","22","23","24","25","26","27","28","29","30","31","32","33","34","35","36","37","38","39","40","41","42","43","44","45","46","47","48","49","50","51","52","53","54","55","56","57","58","59","60","61","62","63","64","65","66","67","68","69","70","71","72","73","74","75","76","77","78","79","80","81","82","83","84","85","86","87","88","89","90","91","92","93","94","95","96","97","98","99","100","101","102","103","104","105","106","107","108","109","110","111","112","113","114","115","116","117","118","119","120","121","122","123","124","125","126","127","128","129","130","131","132","133","134","135","136","137","138","139","140","141","142","143","144","145","146","147","148","149","150","151","152","153","154","155","156","157","158","159","160","161","162","163","164","165","166","167","168","169","170","171","172","173","174","175","176","177","178","179","180","181","182","183","184","185","186","187","188","189","190","191","192","193","194","195","196","197","198","199","200","201","202","203","204","205","206","207","208","209","210","211","212","213","214","215","216","217","218","219","220","221","222","223","224","225","226","227","228","229","230","231","232","233","234","235","236","237","238","239","240","241","242","243","244","245","246","247","248","249","250","251","252","253","254","255","256","257","258","259","260","261","262","263","264","265","266","267","268","269","270","271","272","273","274","275","276","277","278","279","280","281","282","283","284","285","286","287","288","289","290","291","292","293","294","295","296","297","298","299","300","301","302","303","304","305","306","307","308","309","310","311","312","313","314","315","316","317","318","319","320","321","322","323","324","325","326","327","328","329","330","331"],["English","Spanish","Japanese","French","None","German","Italian","Hindi","Russian","Mandarin","Portuguese","Filipino","Tagalog","Turkish","Arabic","Tamil","Korean","Cantonese","Telugu","Persian","Malayalam","Bangla","Greek","Dutch","Kannada","Chinese","Swedish","Polish","Czech","Hungarian","Hebrew","Danish","Indonesian","Marathi","Finnish","Punjabi","Romanian","Urdu","Norwegian","Thai","Bulgarian","Malay","Serbian","Serbo-Croatian","Catalan","Gujarati","Albanian","Ukrainian","Vietnamese","Sinhala","Odia","Swiss German","Bhojpuri","Nepali","Afrikaans","Croatian","Georgian","Latin","Slovak","Min Nan","Slovenian","Swahili","Estonian","Armenian","Icelandic","Kurdish","Lithuanian","Latvian","Assamese","Azerbaijani","Yoruba","Yiddish","Bosnian","Zulu","Haitian Creole","Khmer","Uzbek","Pashto","Mongolian","Kazakh","Basque","Galician","Macedonian","Dari","Flemish","Tibetan","Burmese","American Sign Language","Irish","Amharic","Hausa","Wolof","Rajasthani","Xhosa","Hokkien","Aboriginal","Romany","Sign Languages","Luxembourgish","Quechua","Scottish Gaelic","Visayan","Guarani","Bambara","Kyrgyz","Welsh","Neapolitan","Somali","Inuktitut","Berber languages","Lao","Lingala","Saami","Belarusian","Southern Sotho","Ibo","Akan","Maori","Sanskrit","Kinyarwanda","Konkani","Shanghainese","Sindhi","Haryanvi","Maltese","Yakut","Tulu","Brazilian Sign 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languages","Tswa","Arapaho","Baka","Bikol","Crow","Gumatj","Inupiaq","Karajá","Limbu","Macro-Jê","Nyaneka","Rhaetian","Rotuman","Ukrainian Sign Language","Yapese","Bonda","Chakma","Desiya","Fijian","Grebo","Haida","Icelandic Sign Language","Igbo","Khanty","Kwakiutl","Malecite-Passamaquoddy","Niuean","Oromo","Quenya","Rawan","Sousson","Washoe"],[259298,42940,39232,37417,37266,28537,23624,18501,14623,12842,11425,10317,10181,10118,8301,7885,7873,7056,7014,6959,6546,5744,4993,4973,4961,4610,4580,4134,3677,3607,3510,3225,3195,3183,2641,2476,2149,1995,1966,1771,1545,1453,1292,1244,1224,1170,1159,1114,1000,986,945,880,853,836,793,785,776,755,747,688,688,591,561,535,535,504,489,470,452,428,386,376,375,373,358,306,290,278,274,256,230,230,229,213,210,200,196,193,187,173,165,164,152,142,141,137,127,120,107,105,102,101,97,95,95,92,89,84,83,81,81,80,78,77,77,76,72,72,71,70,68,67,67,62,59,58,57,55,54,52,52,51,50,48,48,47,46,46,44,43,42,41,41,40,37,37,35,35,33,33,33,32,32,31,31,30,30,29,29,28,28,28,27,26,25,25,25,25,25,24,22,22,22,22,21,21,21,21,20,20,20,19,18,18,18,16,16,16,16,16,15,15,15,15,15,14,14,14,14,14,14,14,14,14,14,13,13,13,13,13,13,13,12,12,12,12,12,12,12,12,11,11,11,11,11,11,10,10,10,10,10,10,10,9,9,9,9,8,8,8,8,8,7,7,7,7,7,7,7,7,6,6,6,6,6,6,6,6,6,6,5,5,5,5,5,5,5,5,5,5,5,5,5,5,4,4,4,4,4,4,4,4,4,4,4,4,4,3,3,3,3,3,3,3,3,3,3,3,3,3,2,2,2,2,2,2,2,2,2,2,2,2,2,2,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1,1],[36.39,6.03,5.51,5.25,5.23,4,3.32,2.6,2.05,1.8,1.6,1.45,1.43,1.42,1.16,1.11,1.1,0.99,0.98,0.98,0.92,0.8100000000000001,0.7,0.7,0.7,0.65,0.64,0.58,0.52,0.51,0.49,0.45,0.45,0.45,0.37,0.35,0.3,0.28,0.28,0.25,0.22,0.2,0.18,0.17,0.17,0.16,0.16,0.16,0.14,0.14,0.13,0.12,0.12,0.12,0.11,0.11,0.11,0.11,0.1,0.1,0.1,0.08,0.08,0.08,0.08,0.07000000000000001,0.07000000000000001,0.07000000000000001,0.06,0.06,0.05,0.05,0.05,0.05,0.05,0.04,0.04,0.04,0.04,0.04,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0]],"container":"<table class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>languages<\/th>\n <th>n_films<\/th>\n <th>percent<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[2,3]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"languages","targets":1},{"name":"n_films","targets":2},{"name":"percent","targets":3}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- class: middle Indian films `\(\neq\)` Bollywood? <img src="talk_18oct2024_files/figure-html/unnamed-chunk-14-1.png" width="504" /> --- class: inverse, middle Can we assess representation of women (or of any other gender) in film? --- # Bechdel-Wallace Test Three criteria for a film to pass the Bechdel-Wallace Test: - It has to have at least two women in it, - Who talk to each other, - About something besides a man. <br/> Dataset of 9593 films labelled by humans on how many criteria satisfied. <table> <thead> <tr> <th style="text-align:right;"> bechdel_score </th> <th style="text-align:right;"> n_films </th> </tr> </thead> <tbody> <tr> <td style="text-align:right;"> 0 </td> <td style="text-align:right;"> 918 </td> </tr> <tr> <td style="text-align:right;"> 1 </td> <td style="text-align:right;"> 2149 </td> </tr> <tr> <td style="text-align:right;"> 2 </td> <td style="text-align:right;"> 1021 </td> </tr> <tr> <td style="text-align:right;"> 3 </td> <td style="text-align:right;"> 5505 </td> </tr> </tbody> </table> --- # Average Bechdel Score by Genre <div class="datatables html-widget html-fill-item" id="htmlwidget-e5e9bbbc1c8d61b82c37" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-e5e9bbbc1c8d61b82c37">{"x":{"filter":"top","vertical":false,"filterHTML":"<tr>\n <td><\/td>\n <td data-type=\"character\" style=\"vertical-align: top;\">\n <div class=\"form-group has-feedback\" style=\"margin-bottom: auto;\">\n <input type=\"search\" 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<\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[2,3]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"genres","targets":1},{"name":"bechdel_average","targets":2},{"name":"n_films","targets":3}],"order":[],"autoWidth":false,"orderClasses":false,"orderCellsTop":true,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- # Average Bechdel Score by Country <div class="datatables html-widget html-fill-item" id="htmlwidget-83c28ed6afd03bdb78e3" style="width:100%;height:auto;"></div> <script type="application/json" data-for="htmlwidget-83c28ed6afd03bdb78e3">{"x":{"filter":"top","vertical":false,"filterHTML":"<tr>\n <td><\/td>\n <td data-type=\"character\" style=\"vertical-align: top;\">\n <div class=\"form-group has-feedback\" style=\"margin-bottom: auto;\">\n <input type=\"search\" placeholder=\"All\" class=\"form-control\" style=\"width: 100%;\"/>\n <span class=\"glyphicon glyphicon-remove-circle form-control-feedback\"><\/span>\n <\/div>\n <\/td>\n <td data-type=\"number\" style=\"vertical-align: top;\">\n <div class=\"form-group has-feedback\" style=\"margin-bottom: auto;\">\n <input type=\"search\" placeholder=\"All\" class=\"form-control\" style=\"width: 100%;\"/>\n <span class=\"glyphicon glyphicon-remove-circle form-control-feedback\"><\/span>\n <\/div>\n <div style=\"display: none;position: absolute;width: 200px;opacity: 1\">\n <div data-min=\"0\" data-max=\"3\" data-scale=\"2\"><\/div>\n <span style=\"float: left;\"><\/span>\n <span style=\"float: right;\"><\/span>\n <\/div>\n <\/td>\n <td data-type=\"integer\" style=\"vertical-align: top;\">\n <div class=\"form-group has-feedback\" style=\"margin-bottom: auto;\">\n <input type=\"search\" placeholder=\"All\" class=\"form-control\" style=\"width: 100%;\"/>\n <span class=\"glyphicon glyphicon-remove-circle form-control-feedback\"><\/span>\n <\/div>\n <div style=\"display: none;position: absolute;width: 200px;opacity: 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Man","Zambia","Peru","Serbia","Greece","Colombia","Qatar","Lithuania","Malaysia","Philippines","Bosnia & Herzegovina","Jordan","Kenya","Iran","Ireland","Portugal","Egypt","Cuba","South Africa","Australia","Canada","Turkey","South Korea","Austria","Brazil","North Macedonia","Saudi Arabia","China","India","Ukraine","Netherlands","United States","United Kingdom","France","Mexico","Algeria","Germany","Japan","Sweden","Spain","Norway","Belgium","Israel","Argentina","Singapore","Luxembourg","Poland","Denmark","United Arab Emirates","Vietnam","Bahamas","Liechtenstein","Senegal","Costa Rica","Bolivia","Burkina Faso","Federal Republic of Yugoslavia","Mongolia","Paraguay","Venezuela","Cambodia","Panama","Trinidad & Tobago","Switzerland","Russia","Chile","Italy","Czechia","Finland","Iceland","Thailand","New Zealand","Uruguay","Hungary","Taiwan","Hong Kong","Croatia","Romania","North Korea","Slovenia","Czechoslovakia","Slovakia","West Germany","Bulgaria","Indonesia","East 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<th>n_films<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[2,3]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"country","targets":1},{"name":"bechdel_average","targets":2},{"name":"n_films","targets":3}],"order":[],"autoWidth":false,"orderClasses":false,"orderCellsTop":true,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- <img src="talk_18oct2024_files/figure-html/unnamed-chunk-19-1.png" width="100%" /> --- class: inverse, middle Can we create another metric for female representation? --- # Ocean's 8 | Member Name | Female | Credits Order | |-----------------------|--------|---------------| | Sandra Bullock | 1 | 1 | | Cate Blanchett | 1 | 2 | | Anne Hathaway | 1 | 3 | | Mindy Kaling | 1 | 4 | | Sarah Paulson | 1 | 5 | | Awkwafina | 1 | 6 | | Rihanna | 1 | 7 | | Helena Bonham Carter | 1 | 8 | | Richard Armitage | 0 | 9 | | James Corden | 0 | 10 | FRep Score `$$= \frac{1}{1} + \frac{1}{2} + \frac{1}{3} + \frac{1}{4} + \frac{1}{5} + \frac{1}{6} + \frac{1}{7} + \frac{1}{8} + \frac{0}{9} + \frac{0}{10} \to Recale =$$` 0.93 --- # Inception | Member Name | Female | Credits Order | |-----------------------|--------|---------------| | Leonardo DiCaprio | 0 | 1 | | Joseph Gordon-Levitt | 0 | 2 | | Ellen Page | 1 | 3 | | Tom Hardy | 0 | 4 | | Ken Watanabe | 0 | 5 | | Dileep Rao | 0 | 6 | | Cillian Murphy | 0 | 7 | | Tom Berenger | 0 | 8 | | Marion Cotillard | 1 | 9 | | Michael Caine | 0 | 10 | FRep Score `$$= \frac{0}{1} + \frac{0}{2} + \frac{1}{3} + \frac{0}{4} + \frac{0}{5} + \frac{0}{6} + \frac{0}{7} + \frac{0}{8} + \frac{1}{9} + \frac{0}{10} \to Recale =$$` 0.15 --- # Trends in this score over time <img src="talk_18oct2024_files/figure-html/unnamed-chunk-21-1.png" width="504" /> --- # Trends by genre <img src="images/genres.jpeg" width="500" style="border:0;"/> --- # Trends by country <div class="datatables html-widget html-fill-item" 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class=\"display\">\n <thead>\n <tr>\n <th> <\/th>\n <th>url<\/th>\n <th>year<\/th>\n <th>frep_score<\/th>\n <\/tr>\n <\/thead>\n<\/table>","options":{"pageLength":8,"columnDefs":[{"className":"dt-right","targets":[2,3]},{"orderable":false,"targets":0},{"name":" ","targets":0},{"name":"url","targets":1},{"name":"year","targets":2},{"name":"frep_score","targets":3}],"order":[],"autoWidth":false,"orderClasses":false,"lengthMenu":[8,10,25,50,100]}},"evals":[],"jsHooks":[]}</script> --- class: middle # Possibilties - Fairness and bias (More: [(in)visible](https://theinvisiblelab.org/)) - Predictive models + Predict IMDb ratings for invisible films + Predict Bechdel-Wallace scores + Predict uniqueness of plots + *Encoding features is a task* - Vision models: 300,000 high resolution posters - TV data - [we can brainstorm] --- class: middle # Thank you! Reach out to collaborate: [saurabh.khanna@uva.nl](mailto:saurabh.khanna@uva.nl) Please do not disseminate the data.