{"id":10785,"date":"2025-02-08T01:28:42","date_gmt":"2025-02-08T06:28:42","guid":{"rendered":"https:\/\/melindaozel.com\/?page_id=10785"},"modified":"2026-10-19T15:04:32","modified_gmt":"2026-10-19T19:04:32","slug":"home","status":"publish","type":"page","link":"https:\/\/melindaozel.com\/cs\/","title":{"rendered":"Chov\u00e1n\u00ed obli\u010deje u skute\u010dn\u00fdch a digit\u00e1ln\u00edch lid\u00ed | FACS, animace, AI"},"content":{"rendered":"\n<div class=\"wp-block-group ftf\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<section class=\"wp-block-group ftf-hero\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-wrap ftf-hero__grid\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-hero__copy\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h1 id=\"h-decode-the-anatomy-of-facial-expression\" class=\"wp-block-heading\">Decode the anatomy of facial expression.<\/h1>\n\n\n\n<p class=\"ftf-hero__lede wp-block-paragraph\">An educational platform and consulting service exploring all things faces: from anatomy and motion to expression mechanics and the Facial Action Coding System (FACS). Made for animators, modelers, riggers, and researchers across disciplines.<\/p>\n\n\n\n<div class=\"wp-block-group ftf-doors\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-door\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 id=\"h-for-individuals\" class=\"wp-block-heading\">For individuals<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Free breakdowns, live cohorts, courses and membership.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button ftf-button-light\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/melindaozel.com\/learning-hub\/\">Start learning<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-door ftf-door--lime\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 id=\"h-for-teams\" class=\"wp-block-heading\">For teams<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Training and consulting for teams in film, games, AI and robotics.<\/p>\n\n\n\n<p class=\"ftf-eyebrow wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button ftf-button-dark\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/melindaozel.com\/services\/\">Training &amp; consulting<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"ftf-photos\">\n<figure class=\"ftf-win ftf-photo--a\">\n<figcaption class=\"ftf-win__bar\"><span class=\"ftf-win__dots\" aria-hidden=\"true\"><span><\/span><span><\/span><\/span><span class=\"ftf-win__title\">lipCornerPuller_R.png<\/span><\/figcaption>\n<img data-recalc-dims=\"1\" fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/lip-corner-puller-right-600.webp?resize=600%2C512&#038;ssl=1\" srcset=\"https:\/\/melindaozel.com\/wp-content\/uploads\/2026\/10\/lip-corner-puller-right-360.webp 360w, https:\/\/melindaozel.com\/wp-content\/uploads\/2026\/10\/lip-corner-puller-right-600.webp 600w\" sizes=\"(min-width: 1100px) 334px, 45vw\" width=\"600\" height=\"512\" alt=\"Mouth with an expression on one side, with landmark dots drawn on the skin\" fetchpriority=\"high\">\n<\/figure>\n<figure class=\"ftf-win ftf-photo--b\">\n<figcaption class=\"ftf-win__bar\"><span class=\"ftf-win__dots\" aria-hidden=\"true\"><span><\/span><span><\/span><\/span><span class=\"ftf-win__title\">dimpler_L_R.png<\/span><\/figcaption>\n<img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/dimpler-600.webp?resize=600%2C512&#038;ssl=1\" srcset=\"https:\/\/melindaozel.com\/wp-content\/uploads\/2026\/10\/dimpler-360.webp 360w, https:\/\/melindaozel.com\/wp-content\/uploads\/2026\/10\/dimpler-600.webp 600w\" sizes=\"(min-width: 1100px) 334px, 45vw\" width=\"600\" height=\"512\" alt=\"Mouth with the same expression on both sides, with landmark dots drawn on the skin\">\n<\/figure>\n<\/div>\n<\/div><\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-group ftf-clients\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-wrap\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-clients__label wp-block-paragraph\"><\/p>\n\n\n\n<picture><style>\n  .ftf-logo-pic img { display:block; width:100%; height:auto; max-width:560px; margin:24px auto 0; }\n  @media (min-width: 700px) { .ftf-logo-pic img { max-width:1000px; } }\n<\/style>\n<picture class=\"ftf-logo-pic\">\n  <source media=\"(min-width: 700px)\" srcset=\"https:\/\/melindaozel.com\/wp-content\/uploads\/2026\/10\/client-logos-1-row.webp\" width=\"1992\" height=\"128\">\n  <img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/client-logos-2-rows.webp?resize=992%2C308&#038;ssl=1\" width=\"992\" height=\"308\" loading=\"lazy\"\n       alt=\"Clients: Epic Games, Industrial Light &#038; Magic, Netflix, Meta, Larian Studios, Blizzard, EA, Metaphysic\">\n<\/picture>\n\n\n\n<ul class=\"wp-block-list ftf-clients__list\"><\/ul>\n\n\n\n<div class=\"wp-block-buttons ftf-clients__chips is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button ftf-chip-link\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.imdb.com\/name\/nm15482966\/\" target=\"_blank\" rel=\"noreferrer noopener\">Film credits: Here, Jane<\/a><\/div>\n\n\n\n<div class=\"wp-block-button ftf-chip-link\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/patents.justia.com\/inventor\/melinda-ozel\" target=\"_blank\" rel=\"noreferrer noopener\">3 expression-tracking patents<\/a><\/div>\n\n\n\n<div class=\"wp-block-button ftf-chip-link\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/www.nytimes.com\/2023\/04\/13\/arts\/television\/jane-goodall-apple-tv-series.html\" target=\"_blank\" rel=\"noreferrer noopener\">Cited in the New York Times<\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/section>\n\n\n\n<section id=\"learn\" class=\"wp-block-group ftf-section ftf-bg-white\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-wrap ftf-learn__grid\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-stack ftf-learn__intro\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 id=\"h-free-breakdowns\" class=\"wp-block-heading ftf-h2 has-x-large-font-size\">Free breakdowns<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Facial pose reference libraries, cheat sheets, guides, articles, and more.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button ftf-button-dark\"><a class=\"wp-block-button__link wp-element-button\" href=\"https:\/\/melindaozel.com\/learning-hub\/\">Browse the Learning Hub<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"ftf-win\">\n<div class=\"ftf-win__bar\"><span class=\"ftf-win__dots\" aria-hidden=\"true\"><span><\/span><span><\/span><\/span><span class=\"ftf-win__title\">learning_hub<\/span><\/div>\n<div class=\"ftf-files__head\"><span><\/span><span>Name<\/span><span class=\"ftf-files__topic\">Topic<\/span><span style=\"text-align:right\">Open<\/span><\/div>\n<a class=\"ftf-files__row\" href=\"https:\/\/melindaozel.com\/facs-cheat-sheet\/\"><svg width=\"30\" height=\"24\" viewBox=\"0 0 15 12\" aria-hidden=\"true\"><path d=\"M1 2.5a1 1 0 0 1 1-1h3.6l1.4 1.5H13a1 1 0 0 1 1 1V10a1 1 0 0 1-1 1H2a1 1 0 0 1-1-1z\" fill=\"#D9D0F8\" stroke=\"#1B1B9A\" stroke-width=\"1.4\" stroke-linejoin=\"round\"><\/path><\/svg><span class=\"ftf-files__name\">FACS Cheat Sheet <\/span><span class=\"ftf-files__topic\">[FACS]<\/span><span class=\"ftf-files__open\">Read<\/span><\/a>\n<a class=\"ftf-files__row\" href=\"https:\/\/melindaozel.com\/arkit-to-facs-cheat-sheet\/\"><svg width=\"30\" height=\"24\" viewBox=\"0 0 15 12\" aria-hidden=\"true\"><path d=\"M1 2.5a1 1 0 0 1 1-1h3.6l1.4 1.5H13a1 1 0 0 1 1 1V10a1 1 0 0 1-1 1H2a1 1 0 0 1-1-1z\" fill=\"#D9D0F8\" stroke=\"#1B1B9A\" stroke-width=\"1.4\" stroke-linejoin=\"round\"><\/path><\/svg><span class=\"ftf-files__name\">ARKit Blendshapes<\/span><span class=\"ftf-files__topic\">[Blendshapes]<\/span><span class=\"ftf-files__open\">Read<\/span><\/a>\n<a class=\"ftf-files__row\" href=\"https:\/\/melindaozel.com\/viseme-cheat-sheet\/\"><svg width=\"30\" height=\"24\" viewBox=\"0 0 15 12\" aria-hidden=\"true\"><path d=\"M1 2.5a1 1 0 0 1 1-1h3.6l1.4 1.5H13a1 1 0 0 1 1 1V10a1 1 0 0 1-1 1H2a1 1 0 0 1-1-1z\" fill=\"#D9D0F8\" stroke=\"#1B1B9A\" stroke-width=\"1.4\" stroke-linejoin=\"round\"><\/path><\/svg><span class=\"ftf-files__name\">Phoneme\/Viseme Cheat Sheet<\/span><span class=\"ftf-files__topic\">[Lipsync]<\/span><span class=\"ftf-files__open\">Read<\/span><\/a>\n<a class=\"ftf-files__row\" href=\"https:\/\/melindaozel.com\/facial-expressions-facial-data-capture\/\"><svg width=\"30\" height=\"24\" viewBox=\"0 0 15 12\" aria-hidden=\"true\"><path d=\"M1 2.5a1 1 0 0 1 1-1h3.6l1.4 1.5H13a1 1 0 0 1 1 1V10a1 1 0 0 1-1 1H2a1 1 0 0 1-1-1z\" fill=\"#D9D0F8\" stroke=\"#1B1B9A\" stroke-width=\"1.4\" stroke-linejoin=\"round\"><\/path><\/svg><span class=\"ftf-files__name\">Face Tracking Tips <\/span><span class=\"ftf-files__topic\">[Expression Data]<\/span><span class=\"ftf-files__open\">Read<\/span><\/a>\n<\/div>\n<\/div><\/div>\n<\/div><\/section>\n\n\n\n<section id=\"about\" class=\"wp-block-group ftf-section ftf-bg-pale\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-wrap ftf-about\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-about__text\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 id=\"h-about\" class=\"wp-block-heading ftf-h2 has-x-large-font-size\">About<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">I&#8217;m a facial systems expert working across animation, AI and robotics. I was a founding member of the Meta Quest Pro face-tracking team and am a co-inventor on three patents in avatar animation. My film work includes AI de-aging on <em>Here<\/em>, AI lipsync on <em>Watch the Skies<\/em> and chimpanzee expressions for <em>Jane<\/em>.<\/p>\n\n\n\n<p class=\"ftf-textlink wp-block-paragraph\"><a href=\"https:\/\/melindaozel.com\/who-is-melinda-ozel\/\" target=\"_blank\" rel=\"noreferrer noopener\">Read my background<\/a><\/p>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-image size-full ftf-headshot\"><img data-recalc-dims=\"1\" decoding=\"async\" width=\"544\" height=\"544\" src=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/Melinda-Ozel-headshot.webp?resize=544%2C544&#038;ssl=1\" alt=\"\" class=\"wp-image-16132\" srcset=\"https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/Melinda-Ozel-headshot.webp?w=544&amp;ssl=1 544w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/Melinda-Ozel-headshot.webp?resize=300%2C300&amp;ssl=1 300w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/Melinda-Ozel-headshot.webp?resize=150%2C150&amp;ssl=1 150w, https:\/\/i0.wp.com\/melindaozel.com\/wp-content\/uploads\/2026\/10\/Melinda-Ozel-headshot.webp?resize=12%2C12&amp;ssl=1 12w\" sizes=\"(max-width: 544px) 100vw, 544px\" \/><\/figure>\n<\/div><\/div>\n<\/div><\/section>\n\n\n\n<section id=\"courses\" class=\"wp-block-group ftf-section ftf-bg-white\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-wrap\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-courses__head\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<h2 id=\"h-courses\" class=\"wp-block-heading ftf-h2 has-x-large-font-size\">Courses<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Buying seats for a team? <a href=\"https:\/\/melindaozel.com\/services\/\">See team training<\/a><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-card ftf-card--raised ftf-featured has-contrast-2-background-color has-background\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-stack\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-chip ftf-chip--lime wp-block-paragraph\">Next live course: Winter 2027<\/p>\n\n\n\n<h3 id=\"h-expression-mechanics-foundations\" class=\"wp-block-heading has-base-2-color has-text-color has-link-color wp-elements-1\">Expression Mechanics: Foundations<\/h3>\n\n\n\n<p class=\"has-base-2-color has-text-color has-link-color wp-elements-2 wp-block-paragraph\">The mechanics of facial expression. Read compression, tension, and displacement. Learn how muscles, fat, wrinkles, and tissue depth shape the poses we see. Live: 2.5 hours of lecture plus 30 minutes of Q&amp;A.<\/p>\n\n\n\n<p class=\"ftf-featured__price wp-block-paragraph\">Get updates on early bird prices, course drops, and more.<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-form has-base-2-background-color has-background\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-form__label wp-block-paragraph\">Get first dibs on seats<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Newsletter subscribers hear about new cohorts first.<\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button ftf-button-dark\"><a class=\"wp-block-button__link wp-element-button\" href=\"#newsletter\">Get the scoop<\/a><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-course-grid\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-course has-background\" style=\"background-color:#cfe1ff\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-chip has-base-2-background-color has-background wp-block-paragraph\">Instant-access<\/p>\n\n\n\n<h3 id=\"h-all-about-lipsync\" class=\"wp-block-heading\">All About Lipsync<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">How mouth anatomy and timing come together, for animation and AI-driven lipsync.<\/p>\n\n\n\n<p class=\"ftf-course__more wp-block-paragraph\"><a href=\"https:\/\/melindaozel.com\/all-about-lipsync-course\/\" data-type=\"page\" data-id=\"12876\">See the course<\/a><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-course has-background\" style=\"background-color:#cfe1ff\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-chip has-base-2-background-color has-background wp-block-paragraph\">Instant-access<\/p>\n\n\n\n<h3 id=\"h-facs-cram-session-v2\" class=\"wp-block-heading\">FACS Cram Session, V2<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A 2-hour intensive on the mechanics behind  base Facial Action Coding System action units.<\/p>\n\n\n\n<p class=\"ftf-course__more wp-block-paragraph\"><a href=\"https:\/\/melindaozel.com\/services\/lectures-training\/facs-cram-session\/\" data-type=\"page\" data-id=\"7036\">See the course<\/a><\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-course has-background\" style=\"background-color:#cfe1ff\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-chip has-base-2-background-color has-background wp-block-paragraph\">Live: Dates TBD<\/p>\n\n\n\n<h3 id=\"h-expression-mechanics-combinations\" class=\"wp-block-heading\">Expression Mechanics: Combinations<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">What happens when facial muscles fire together and how to disentangle their effects.<\/p>\n\n\n\n<p class=\"ftf-course__more wp-block-paragraph\">More details coming soon.<\/p>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/section>\n\n\n\n<section class=\"wp-block-group ftf-section ftf-bg-pale\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-wrap ftf-quotes\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-card ftf-card--raised ftf-quote-main\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-quote__text has-medium-font-size wp-block-paragraph\">\u201cMelinda Ozel\u2019s knowledge of FACS is exceptional, and her classes are the best I\u2019ve ever seen on this subject. Where she truly excels is the level at which she understands facial anatomy and expressions, how and why each shape fires, combines or breaks, but also what tone or emotion they are to convey.<\/p>\n\n\n\n<p class=\"ftf-quote__text has-medium-font-size wp-block-paragraph\">Of all the the classes I\u2019ve seen on this subject none have ever married the technical aspects with this level of artistic execution, nor explained it so clearly, enthusiastically and thoroughly as Melinda has. From the beginner level all the way to the most senior artists, I\u2019ve witnessed everyone learn and improve from her detailed instruction. If you are seeking to learn or level up your team, I cannot recommend her enough.&#8221;<\/p>\n\n\n\n<p class=\"ftf-quote__text wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"ftf-quote__by wp-block-paragraph\">Shannon Thomas, Artist Supervisor @ Workshops with Blizzard<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-quote-side\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-group ftf-card ftf-card--soft ftf-quote\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-quote__text wp-block-paragraph\">&#8220;I&#8217;ve been working as a Facial Blendshape Artist across film and gaming and have watched the quality of my work improve exponentially since I&#8217;ve had access to this wealth of knowledge that Melinda has so thoughtfully put together. Her documentation is clear, appealing, and comprehensive. If Paul Ekman is the father of FACS, Melinda has become the cool aunt.&#8221;<\/p>\n\n\n\n<p class=\"ftf-quote__by wp-block-paragraph\">Ioana Alexandra Pirvu, Lead Blendshape Artist @ Rockstar Games<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group ftf-card ftf-card--soft ftf-quote\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<p class=\"ftf-quote__text wp-block-paragraph\">&#8220;Melinda Ozel&#8217;s resources on face anatomy, motion, and FACS are industry standard. During my time working on The Last of Us Part II (and other unannounced Playstation titles) I referred to it almost exclusively on a regular basis. 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