CCS 2016 Tutorial Program Anomaly Detection Methodology and Practices
#############################
Video Source: www.youtube.com/watch?v=qB9VEQ0pisY
Tutorial Lecturers: Xiaokui Shu, IBM T. J. Watson Research Center, US Danfeng Yao, Department of Computer Science Virginia Tech, US • presented at CCS 2016 - the 23rd ACM Conference on Computer and Communications Security (Hofburg Palace Vienna, Austria / October 24-28, 2016) - organized by SBA Research","styleRuns":[{"startIndex":0,"length":305,"styleRunExtensions":{"styleRunColorMapExtension":{"colorMap":[{"key":"USER_INTERFACE_THEME_DARK","value":4294967295},{"key":"USER_INTERFACE_THEME_LIGHT","value":4279440147}]}},"fontFamilyName":"Roboto"}]},"headerRuns":[{"startIndex":0,"length":305,"headerMapping":"ATTRIBUTED_STRING_HEADER_MAPPING_UNSPECIFIED"}]}},{"itemSectionRenderer":{"contents":[{"continuationItemRenderer":{"trigger":"CONTINUATION_TRIGGER_ON_ITEM_SHOWN","continuationEndpoint":{"clickTrackingParams":"CJ4CELsvGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/next"}},"continuationCommand":{"token":"Eg0SC3FCOVZFUTBwaXNZGAYyJSIRIgtxQjlWRVEwcGlzWTAAeAJCEGNvbW1lbnRzLXNlY3Rpb24%3D","request":"CONTINUATION_REQUEST_TYPE_WATCH_NEXT"}}}}],"trackingParams":"CJ4CELsvGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","sectionIdentifier":"comment-item-section","targetId":"comments-section"}}],"trackingParams":"CJ0CELovIhMImPbem93NiQMV7nF6BR2ePgFN"}},"secondaryResults":{"secondaryResults":{"results":[{"compactVideoRenderer":{"videoId":"MFbrGvWj8V0","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/MFbrGvWj8V0/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLBmAKZIcqwZHAfvnN2Ao6UQh1CPJw","width":168,"height":94},{"url":"https://i.ytimg.com/vi/MFbrGvWj8V0/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLDaC-usJIAHVT56FYJKkfgSHAhomQ","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"CCS 2016 Tutorial - Introduction to Credit Networks by CCS 2016 379 views 8 years ago 1 hour, 17 minutes"}},"simpleText":"CCS 2016 Tutorial - Introduction to Credit Networks"},"longBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"publishedTimeText":{"simpleText":"8 years ago"},"viewCountText":{"simpleText":"379 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"1 hour, 17 minutes, 41 seconds"}},"simpleText":"1:17:41"},"navigationEndpoint":{"clickTrackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWRIxpWm6ZCi1Y-oAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=MFbrGvWj8V0","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"MFbrGvWj8V0","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-5hnekn76.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 id=3056eb1af5a3f15d ip=185.14.28.206 mt=1731101629 oweuc= pxtags=Cg4KAnR4Egg1MTMzNzcwMg rxtags=Cg4KAnR4Egg1MTMzNzcwMQ%2CCg4KAnR4Egg1MTMzNzcwMg%2CCg4KAnR4Egg1MTMzNzcwMw%2CCg4KAnR4Egg1MTMzNzcwNA"}}}}},"shortBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_nFIGVnHAuBTfxlYNCAVh4ZeUEeii2V07xbezS7YvkOkg=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU1A3eKPra_juqsw","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"379 views"}},"simpleText":"379 views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CJsCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJsCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"MFbrGvWj8V0","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJsCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["MFbrGvWj8V0"],"params":"CAQ%3D"}},"videoIds":["MFbrGvWj8V0"]}},{"clickTrackingParams":"CJsCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CJwCELlqIhMImPbem93NiQMV7nF6BR2ePgFN"}},"popupType":"TOAST"}}]}},"trackingParams":"CJsCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CJoCENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","offlineVideoEndpoint":{"videoId":"MFbrGvWj8V0","onAddCommand":{"clickTrackingParams":"CJoCENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","getDownloadActionCommand":{"videoId":"MFbrGvWj8V0","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CJoCENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtNRmJyR3ZXajhWMA%3D%3D","commands":[{"clickTrackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CJkCEI5iIhMImPbem93NiQMV7nF6BR2ePgFN","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","hasSeparator":true}}],"trackingParams":"CJYCEKQwGAAiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","accessibility":{"accessibilityData":{"label":"Action menu"}},"targetId":"watch-related-menu-button"}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"1 hour, 17 minutes, 41 seconds"}},"simpleText":"1:17:41"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJgCEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"MFbrGvWj8V0","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJgCEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"MFbrGvWj8V0"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJgCEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJcCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJcCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"MFbrGvWj8V0","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJcCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["MFbrGvWj8V0"],"params":"CAQ%3D"}},"videoIds":["MFbrGvWj8V0"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJcCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"CCS 2016 Tutorial - Introduction to Credit Networks - 1 hour, 17 minutes - Go to channel - CCS 2016 - 379 views - 8 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"Gg0gH3-Q4Wk","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/Gg0gH3-Q4Wk/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLBlVOz4z7KB3-hbM-rijRiDQK63vg","width":168,"height":94},{"url":"https://i.ytimg.com/vi/Gg0gH3-Q4Wk/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLAI5JzAmhXxmjTBhV0azeMcU1HV8A","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Unit8 Talks #7 - Fraud detection - A guide to building a financial transaction anomaly detector by Unit8 9,424 views 3 years ago 57 minutes"}},"simpleText":"Unit8 Talks #7 - Fraud detection - A guide to building a financial transaction anomaly detector"},"longBylineText":{"runs":[{"text":"Unit8","navigationEndpoint":{"clickTrackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Unit8co","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCbQ_DE-7relKT8gkKTbV5Uw","canonicalBaseUrl":"/@Unit8co"}}}]},"publishedTimeText":{"simpleText":"3 years ago"},"viewCountText":{"simpleText":"9,424 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"57 minutes, 23 seconds"}},"simpleText":"57:23"},"navigationEndpoint":{"clickTrackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWRIxpWm6ZCi1Y-oAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=Gg0gH3-Q4Wk","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"Gg0gH3-Q4Wk","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr2---sn-5hne6nsr.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 id=1a0d201f7f90e169 ip=185.14.28.206 mt=1731101629 oweuc= pxtags=Cg4KAnR4Egg1MTMzNzcwMg rxtags=Cg4KAnR4Egg1MTMzNzcwMQ%2CCg4KAnR4Egg1MTMzNzcwMg%2CCg4KAnR4Egg1MTMzNzcwMw%2CCg4KAnR4Egg1MTMzNzcwNA"}}}}},"shortBylineText":{"runs":[{"text":"Unit8","navigationEndpoint":{"clickTrackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@Unit8co","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCbQ_DE-7relKT8gkKTbV5Uw","canonicalBaseUrl":"/@Unit8co"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/McEjBbyW48hW3HlTI0cYnZOk7jM4w_kf77fFMcVbOi1_PSIAKLAGLJFdvtyDYmK8kJZjUEzm=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU1A6cLD_PeDyIYa","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"9.4K views"}},"simpleText":"9.4K views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CJQCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJQCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"Gg0gH3-Q4Wk","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJQCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["Gg0gH3-Q4Wk"],"params":"CAQ%3D"}},"videoIds":["Gg0gH3-Q4Wk"]}},{"clickTrackingParams":"CJQCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CJUCELlqIhMImPbem93NiQMV7nF6BR2ePgFN"}},"popupType":"TOAST"}}]}},"trackingParams":"CJQCEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CJMCENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","offlineVideoEndpoint":{"videoId":"Gg0gH3-Q4Wk","onAddCommand":{"clickTrackingParams":"CJMCENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","getDownloadActionCommand":{"videoId":"Gg0gH3-Q4Wk","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CJMCENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtHZzBnSDMtUTRXaw%3D%3D","commands":[{"clickTrackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CJICEI5iIhMImPbem93NiQMV7nF6BR2ePgFN","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","hasSeparator":true}}],"trackingParams":"CI8CEKQwGAEiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"57 minutes, 23 seconds"}},"simpleText":"57:23"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJECEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"Gg0gH3-Q4Wk","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CJECEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"Gg0gH3-Q4Wk"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJECEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CJACEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CJACEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"Gg0gH3-Q4Wk","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CJACEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["Gg0gH3-Q4Wk"],"params":"CAQ%3D"}},"videoIds":["Gg0gH3-Q4Wk"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CJACEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"Unit8 Talks #7 - Fraud detection - A guide to building a financial transaction anomaly detector - 57 minutes - Go to channel - Unit8 - 9.4K views - 3 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"ms5wIfxMJRA","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/ms5wIfxMJRA/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLCYSC3koydRmPgnXHeAF2hC6HFeOA","width":168,"height":94},{"url":"https://i.ytimg.com/vi/ms5wIfxMJRA/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBpIWpsYysiJ5f6dlt_x5ynep1xvA","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"CCS 2016 - Safely Measuring Tor by CCS 2016 482 views 7 years ago 32 minutes"}},"simpleText":"CCS 2016 - Safely Measuring Tor"},"longBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"publishedTimeText":{"simpleText":"7 years ago"},"viewCountText":{"simpleText":"482 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"32 minutes, 32 seconds"}},"simpleText":"32:32"},"navigationEndpoint":{"clickTrackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWRIxpWm6ZCi1Y-oAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=ms5wIfxMJRA","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"ms5wIfxMJRA","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr4---sn-5hne6n6l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 id=9ace7021fc4c2510 ip=185.14.28.206 mt=1731101629 oweuc= pxtags=Cg4KAnR4Egg1MTMzNzcwMg rxtags=Cg4KAnR4Egg1MTMzNzcwMQ%2CCg4KAnR4Egg1MTMzNzcwMg%2CCg4KAnR4Egg1MTMzNzcwMw%2CCg4KAnR4Egg1MTMzNzcwNA"}}}}},"shortBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_nFIGVnHAuBTfxlYNCAVh4ZeUEeii2V07xbezS7YvkOkg=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU1AkMqw4p-EnOeaAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"482 views"}},"simpleText":"482 views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CI0CEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CI0CEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"ms5wIfxMJRA","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CI0CEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["ms5wIfxMJRA"],"params":"CAQ%3D"}},"videoIds":["ms5wIfxMJRA"]}},{"clickTrackingParams":"CI0CEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CI4CELlqIhMImPbem93NiQMV7nF6BR2ePgFN"}},"popupType":"TOAST"}}]}},"trackingParams":"CI0CEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CIwCENGqBRgHIhMImPbem93NiQMV7nF6BR2ePgFN","offlineVideoEndpoint":{"videoId":"ms5wIfxMJRA","onAddCommand":{"clickTrackingParams":"CIwCENGqBRgHIhMImPbem93NiQMV7nF6BR2ePgFN","getDownloadActionCommand":{"videoId":"ms5wIfxMJRA","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CIwCENGqBRgHIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgttczV3SWZ4TUpSQQ%3D%3D","commands":[{"clickTrackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CIsCEI5iIhMImPbem93NiQMV7nF6BR2ePgFN","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","hasSeparator":true}}],"trackingParams":"CIgCEKQwGAIiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"32 minutes, 32 seconds"}},"simpleText":"32:32"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIoCEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"ms5wIfxMJRA","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CIoCEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"ms5wIfxMJRA"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIoCEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIkCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CIkCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"ms5wIfxMJRA","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CIkCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["ms5wIfxMJRA"],"params":"CAQ%3D"}},"videoIds":["ms5wIfxMJRA"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIkCEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"CCS 2016 - Safely Measuring Tor - 32 minutes - Go to channel - CCS 2016 - 482 views - 7 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"movingThumbnailDetails":{"thumbnails":[{"url":"https://i.ytimg.com/an_webp/ms5wIfxMJRA/mqdefault_6s.webp?du=3000 sqp=CODwubkG rs=AOn4CLAm51gDWIZhbNQ1KycuN8SRPXiqzw","width":320,"height":180}],"logAsMovingThumbnail":true},"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"OS9xRGKfx4E","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/OS9xRGKfx4E/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLC6IYlBY3Mp3xsEyuZBsVoZFY51Gg","width":168,"height":94},{"url":"https://i.ytimg.com/vi/OS9xRGKfx4E/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBd1czQtesrbi041mQY5P13hfXi9w","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"Complete Anomaly Detection Tutorials Machine Learning And Its Types With Implementation | Krish Naik by Krish Naik 73,297 views 1 year ago 36 minutes"}},"simpleText":"Complete Anomaly Detection Tutorials Machine Learning And Its Types With Implementation | Krish Naik"},"longBylineText":{"runs":[{"text":"Krish Naik","navigationEndpoint":{"clickTrackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@krishnaik06","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCNU_lfiiWBdtULKOw6X0Dig","canonicalBaseUrl":"/@krishnaik06"}}}]},"publishedTimeText":{"simpleText":"1 year ago"},"viewCountText":{"simpleText":"73,297 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"36 minutes, 59 seconds"}},"simpleText":"36:59"},"navigationEndpoint":{"clickTrackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWRIxpWm6ZCi1Y-oAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=OS9xRGKfx4E","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"OS9xRGKfx4E","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr1---sn-5hne6nzd.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 id=392f7144629fc781 ip=185.14.28.206 mt=1731101629 oweuc= pxtags=Cg4KAnR4Egg1MTMzNzcwMg rxtags=Cg4KAnR4Egg1MTMzNzcwMQ%2CCg4KAnR4Egg1MTMzNzcwMg%2CCg4KAnR4Egg1MTMzNzcwMw%2CCg4KAnR4Egg1MTMzNzcwNA"}}}}},"shortBylineText":{"runs":[{"text":"Krish Naik","navigationEndpoint":{"clickTrackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@krishnaik06","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCNU_lfiiWBdtULKOw6X0Dig","canonicalBaseUrl":"/@krishnaik06"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/QNtBLeISPlGM3_fRns1wnC0VvdVfSlRa8UA8G6AJNTRLTdGoODL7z32fP3hRpoGscfhM9FrGdA=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"ownerBadges":[{"metadataBadgeRenderer":{"icon":{"iconType":"CHECK_CIRCLE_THICK"},"style":"BADGE_STYLE_TYPE_VERIFIED","tooltip":"Verified","trackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","accessibilityData":{"label":"Verified"}}}],"trackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU1AgY__lMao3Jc5","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"73K views"}},"simpleText":"73K views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CIYCEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CIYCEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"OS9xRGKfx4E","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CIYCEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["OS9xRGKfx4E"],"params":"CAQ%3D"}},"videoIds":["OS9xRGKfx4E"]}},{"clickTrackingParams":"CIYCEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CIcCELlqIhMImPbem93NiQMV7nF6BR2ePgFN"}},"popupType":"TOAST"}}]}},"trackingParams":"CIYCEP6YBBgGIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CIUCENGqBRgHIhMImPbem93NiQMV7nF6BR2ePgFN","offlineVideoEndpoint":{"videoId":"OS9xRGKfx4E","onAddCommand":{"clickTrackingParams":"CIUCENGqBRgHIhMImPbem93NiQMV7nF6BR2ePgFN","getDownloadActionCommand":{"videoId":"OS9xRGKfx4E","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CIUCENGqBRgHIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgtPUzl4UkdLZng0RQ%3D%3D","commands":[{"clickTrackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CIQCEI5iIhMImPbem93NiQMV7nF6BR2ePgFN","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","hasSeparator":true}}],"trackingParams":"CIECEKQwGAMiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"36 minutes, 59 seconds"}},"simpleText":"36:59"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIMCEPnnAxgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"OS9xRGKfx4E","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CIMCEPnnAxgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"OS9xRGKfx4E"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIMCEPnnAxgCIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CIICEMfsBBgDIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CIICEMfsBBgDIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"OS9xRGKfx4E","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CIICEMfsBBgDIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["OS9xRGKfx4E"],"params":"CAQ%3D"}},"videoIds":["OS9xRGKfx4E"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CIICEMfsBBgDIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"Complete Anomaly Detection Tutorials Machine Learning And Its Types With Implementation | Krish Naik - 36 minutes - Go to channel - Krish Naik - 73K views - 1 year ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"2OQ5yysJPlI","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/2OQ5yysJPlI/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLCG-JJ4HVIzxZBls7qi6tqGLAHrTw","width":168,"height":94},{"url":"https://i.ytimg.com/vi/2OQ5yysJPlI/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLBc0dEvRLFG40kl5UCWqD4ZLGcG6Q","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"CCS 2016 - All Your DNS Records Point to Us by CCS 2016 990 views 7 years ago 34 minutes"}},"simpleText":"CCS 2016 - All Your DNS Records Point to Us"},"longBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"publishedTimeText":{"simpleText":"7 years ago"},"viewCountText":{"simpleText":"990 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"34 minutes, 42 seconds"}},"simpleText":"34:42"},"navigationEndpoint":{"clickTrackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWRIxpWm6ZCi1Y-oAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=2OQ5yysJPlI","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"2OQ5yysJPlI","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr3---sn-5hnekn7s.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 id=d8e439cb2b093e52 ip=185.14.28.206 mt=1731101629 oweuc= pxtags=Cg4KAnR4Egg1MTMzNzcwMg rxtags=Cg4KAnR4Egg1MTMzNzcwMQ%2CCg4KAnR4Egg1MTMzNzcwMg%2CCg4KAnR4Egg1MTMzNzcwMw%2CCg4KAnR4Egg1MTMzNzcwNA"}}}}},"shortBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_nFIGVnHAuBTfxlYNCAVh4ZeUEeii2V07xbezS7YvkOkg=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU1A0vyk2LK5jvLYAQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"990 views"}},"simpleText":"990 views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CP8BEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CP8BEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"2OQ5yysJPlI","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CP8BEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["2OQ5yysJPlI"],"params":"CAQ%3D"}},"videoIds":["2OQ5yysJPlI"]}},{"clickTrackingParams":"CP8BEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CIACELlqIhMImPbem93NiQMV7nF6BR2ePgFN"}},"popupType":"TOAST"}}]}},"trackingParams":"CP8BEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CP4BENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","offlineVideoEndpoint":{"videoId":"2OQ5yysJPlI","onAddCommand":{"clickTrackingParams":"CP4BENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","getDownloadActionCommand":{"videoId":"2OQ5yysJPlI","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CP4BENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgsyT1E1eXlzSlBsSQ%3D%3D","commands":[{"clickTrackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CP0BEI5iIhMImPbem93NiQMV7nF6BR2ePgFN","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","hasSeparator":true}}],"trackingParams":"CPoBEKQwGAQiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"34 minutes, 42 seconds"}},"simpleText":"34:42"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CPwBEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"2OQ5yysJPlI","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CPwBEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"2OQ5yysJPlI"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CPwBEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CPsBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CPsBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"2OQ5yysJPlI","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CPsBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["2OQ5yysJPlI"],"params":"CAQ%3D"}},"videoIds":["2OQ5yysJPlI"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CPsBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"CCS 2016 - All Your DNS Records Point to Us - 34 minutes - Go to channel - CCS 2016 - 990 views - 7 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"compactVideoRenderer":{"videoId":"-P-U-10gETs","thumbnail":{"thumbnails":[{"url":"https://i.ytimg.com/vi/-P-U-10gETs/hqdefault.jpg?sqp=-oaymwEbCKgBEF5IVfKriqkDDggBFQAAiEIYAXABwAEG rs=AOn4CLDX6wjLXr9qzQh70bw0LIsdZUs6tg","width":168,"height":94},{"url":"https://i.ytimg.com/vi/-P-U-10gETs/hqdefault.jpg?sqp=-oaymwEcCNACELwBSFXyq4qpAw4IARUAAIhCGAFwAcABBg== rs=AOn4CLDKvLuhSiHoTi37HgtAgqNEUqjb5A","width":336,"height":188}]},"title":{"accessibility":{"accessibilityData":{"label":"CCS 2016 Tutorial - Adversarial Data Mining: Big Data Meets Cyber Security by CCS 2016 2,156 views 7 years ago 2 hours, 40 minutes"}},"simpleText":"CCS 2016 Tutorial - Adversarial Data Mining: Big Data Meets Cyber Security"},"longBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"publishedTimeText":{"simpleText":"7 years ago"},"viewCountText":{"simpleText":"2,156 views"},"lengthText":{"accessibility":{"accessibilityData":{"label":"2 hours, 40 minutes, 54 seconds"}},"simpleText":"2:40:54"},"navigationEndpoint":{"clickTrackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWRIxpWm6ZCi1Y-oAZoBBQgBEPgd","commandMetadata":{"webCommandMetadata":{"url":"/watch?v=-P-U-10gETs","webPageType":"WEB_PAGE_TYPE_WATCH","rootVe":3832}},"watchEndpoint":{"videoId":"-P-U-10gETs","nofollow":true,"watchEndpointSupportedOnesieConfig":{"html5PlaybackOnesieConfig":{"commonConfig":{"url":"https://rr4---sn-5hne6n6l.googlevideo.com/initplayback?source=youtube oeis=1 c=WEB oad=3200 ovd=3200 oaad=11000 oavd=11000 ocs=700 oewis=1 oputc=1 ofpcc=1 msp=1 odepv=1 id=f8ff94fb5d20113b ip=185.14.28.206 mt=1731101629 oweuc= pxtags=Cg4KAnR4Egg1MTMzNzcwMg rxtags=Cg4KAnR4Egg1MTMzNzcwMQ%2CCg4KAnR4Egg1MTMzNzcwMg%2CCg4KAnR4Egg1MTMzNzcwMw%2CCg4KAnR4Egg1MTMzNzcwNA"}}}}},"shortBylineText":{"runs":[{"text":"CCS 2016","navigationEndpoint":{"clickTrackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU0yB3JlbGF0ZWQ=","commandMetadata":{"webCommandMetadata":{"url":"/@CCS-il3lq","webPageType":"WEB_PAGE_TYPE_CHANNEL","rootVe":3611,"apiUrl":"/youtubei/v1/browse"}},"browseEndpoint":{"browseId":"UCUuxpXcE3S0Uu14JIEGn5vA","canonicalBaseUrl":"/@CCS-il3lq"}}}]},"channelThumbnail":{"thumbnails":[{"url":"https://yt3.ggpht.com/ytc/AIdro_nFIGVnHAuBTfxlYNCAVh4ZeUEeii2V07xbezS7YvkOkg=s68-c-k-c0x00ffffff-no-rj","width":68,"height":68}]},"trackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU1Au6KA6bWf5f_4AQ==","shortViewCountText":{"accessibility":{"accessibilityData":{"label":"2.1K views"}},"simpleText":"2.1K views"},"menu":{"menuRenderer":{"items":[{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Add to queue"}]},"icon":{"iconType":"ADD_TO_QUEUE_TAIL"},"serviceEndpoint":{"clickTrackingParams":"CPgBEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CPgBEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"-P-U-10gETs","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CPgBEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["-P-U-10gETs"],"params":"CAQ%3D"}},"videoIds":["-P-U-10gETs"]}},{"clickTrackingParams":"CPgBEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN","openPopupAction":{"popup":{"notificationActionRenderer":{"responseText":{"simpleText":"Added to queue"},"trackingParams":"CPkBELlqIhMImPbem93NiQMV7nF6BR2ePgFN"}},"popupType":"TOAST"}}]}},"trackingParams":"CPgBEP6YBBgFIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemDownloadRenderer":{"serviceEndpoint":{"clickTrackingParams":"CPcBENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","offlineVideoEndpoint":{"videoId":"-P-U-10gETs","onAddCommand":{"clickTrackingParams":"CPcBENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN","getDownloadActionCommand":{"videoId":"-P-U-10gETs","params":"CAIQAA%3D%3D"}}}},"trackingParams":"CPcBENGqBRgGIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"menuServiceItemRenderer":{"text":{"runs":[{"text":"Share"}]},"icon":{"iconType":"SHARE"},"serviceEndpoint":{"clickTrackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/share/get_share_panel"}},"shareEntityServiceEndpoint":{"serializedShareEntity":"CgstUC1VLTEwZ0VUcw%3D%3D","commands":[{"clickTrackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","openPopupAction":{"popup":{"unifiedSharePanelRenderer":{"trackingParams":"CPYBEI5iIhMImPbem93NiQMV7nF6BR2ePgFN","showLoadingSpinner":true}},"popupType":"DIALOG","beReused":true}}]}},"trackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","hasSeparator":true}}],"trackingParams":"CPMBEKQwGAUiEwiY9t6b3c2JAxXucXoFHZ4-AU0=","accessibility":{"accessibilityData":{"label":"Action menu"}}}},"thumbnailOverlays":[{"thumbnailOverlayTimeStatusRenderer":{"text":{"accessibility":{"accessibilityData":{"label":"2 hours, 40 minutes, 54 seconds"}},"simpleText":"2:40:54"},"style":"DEFAULT"}},{"thumbnailOverlayToggleButtonRenderer":{"isToggled":false,"untoggledIcon":{"iconType":"WATCH_LATER"},"toggledIcon":{"iconType":"CHECK"},"untoggledTooltip":"Watch later","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CPUBEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"addedVideoId":"-P-U-10gETs","action":"ACTION_ADD_VIDEO"}]}},"toggledServiceEndpoint":{"clickTrackingParams":"CPUBEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/browse/edit_playlist"}},"playlistEditEndpoint":{"playlistId":"WL","actions":[{"action":"ACTION_REMOVE_VIDEO_BY_VIDEO_ID","removedVideoId":"-P-U-10gETs"}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Watch later"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CPUBEPnnAxgBIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayToggleButtonRenderer":{"untoggledIcon":{"iconType":"ADD_TO_QUEUE_TAIL"},"toggledIcon":{"iconType":"PLAYLIST_ADD_CHECK"},"untoggledTooltip":"Add to queue","toggledTooltip":"Added","untoggledServiceEndpoint":{"clickTrackingParams":"CPQBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true}},"signalServiceEndpoint":{"signal":"CLIENT_SIGNAL","actions":[{"clickTrackingParams":"CPQBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","addToPlaylistCommand":{"openMiniplayer":false,"openListPanel":true,"videoId":"-P-U-10gETs","listType":"PLAYLIST_EDIT_LIST_TYPE_QUEUE","onCreateListCommand":{"clickTrackingParams":"CPQBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN","commandMetadata":{"webCommandMetadata":{"sendPost":true,"apiUrl":"/youtubei/v1/playlist/create"}},"createPlaylistServiceEndpoint":{"videoIds":["-P-U-10gETs"],"params":"CAQ%3D"}},"videoIds":["-P-U-10gETs"]}}]}},"untoggledAccessibility":{"accessibilityData":{"label":"Add to queue"}},"toggledAccessibility":{"accessibilityData":{"label":"Added"}},"trackingParams":"CPQBEMfsBBgCIhMImPbem93NiQMV7nF6BR2ePgFN"}},{"thumbnailOverlayNowPlayingRenderer":{"text":{"runs":[{"text":"Now playing"}]}}}],"accessibility":{"accessibilityData":{"label":"CCS 2016 Tutorial - Adversarial Data Mining: Big Data Meets Cyber Security - 2 hours, 40 minutes - Go to channel - CCS 2016 - 2.1K views - 7 years ago - play video"}},"richThumbnail":{"movingThumbnailRenderer":{"enableHoveredLogging":true,"enableOverlay":true}}}},{"lockupViewModel":{"contentImage":{"collectionThumbnailViewModel":{"primaryThumbnail":{"thumbnailViewModel":{"image":{"sources":[{"url":"https://i.ytimg.com/vi/EP5cs7urLYI/hqdefault.jpg?sqp=-oaymwEWCKgBEF5IWvKriqkDCQgBFQAAiEIYAQ== rs=AOn4CLAv9WCMQHVHY4WoCzxcJJzP5rcc-g","width":168,"height":94},{"url":"https://i.ytimg.com/vi/EP5cs7urLYI/hqdefault.jpg?sqp=-oaymwEXCNACELwBSFryq4qpAwkIARUAAIhCGAE= rs=AOn4CLBkJvu6JVi7ghT1OIKLAy9ntrNDNQ","width":336,"height":188}]},"overlays":[{"thumbnailOverlayBadgeViewModel":{"thumbnailBadges":[{"thumbnailBadgeViewModel":{"icon":{"sources":[{"clientResource":{"imageName":"PLAYLISTS"}}]},"text":"26 videos","badgeStyle":"THUMBNAIL_OVERLAY_BADGE_STYLE_DEFAULT","backgroundColor":{"lightTheme":2630686,"darkTheme":2630686}}}],"position":"THUMBNAIL_OVERLAY_BADGE_POSITION_BOTTOM_END"}},{"thumbnailHoverOverlayViewModel":{"icon":{"sources":[{"clientResource":{"imageName":"PLAY_ALL"}}]},"text":{"content":"Play all","styleRuns":[{"startIndex":0,"length":8}]},"style":"THUMBNAIL_HOVER_OVERLAY_STYLE_COVER"}}],"backgroundColor":{"lightTheme":4143407,"darkTheme":4143407}}},"stackColor":{"lightTheme":12561294,"darkTheme":9668470}}},"metadata":{"lockupMetadataViewModel":{"title":{"content":"Data Science Projects"},"metadata":{"contentMetadataViewModel":{"metadataRows":[{"metadataParts":[{"text":{"content":"Krish Naik
#############################