{"dimension":"strategy","key":"strat:series_heavy","format":"long","niche":"all","label":"Series-heavy (60%+ of uploads in a series)","score":{"id":3685,"score_date":"2026-09-22","dimension":"strategy","format":"long","niche":"all","key":"strat:series_heavy","label":"Series-heavy (60%+ of uploads in a 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Emma Make Spicy Tofu🥲😱 #shorts","channel_id":"UCOGqQSJXZE_2949mQq27gTA","channel_title":"Max Funzone","format":"long","thumbnail_url":"https://i.ytimg.com/vi/eIb14f1TTQs/maxresdefault.jpg","duration_s":98,"published_at":"2026-08-27T18:29:37+00:00","views":809340,"likes":null,"vph":null,"breakout_score":null,"subscriber_count":null,"snapshot_date":"2026-09-22","url":"https://www.youtube.com/watch?v=eIb14f1TTQs"},{"video_id":"EBBvm5QU4gs","title":"#nejeriantiktok🇳🇬ghanatiktok #kenyantiktok🇰🇪 #zambiantiktok🇿🇲 #tanzaniantiktok🇹🇿 #burunditiktok","channel_id":"UCEM8H_DT2_CpLURZ5rftiUA","channel_title":"Jeffrey Montgomery","format":"long","thumbnail_url":"https://i.ytimg.com/vi/EBBvm5QU4gs/maxresdefault.jpg","duration_s":88,"published_at":"2026-09-09T12:34:30+00:00","views":783039,"likes":6536,"vph":null,"breakout_score":null,"subscriber_count":null,"snapshot_date":"2026-09-22","url":"https://www.youtube.com/watch?v=EBBvm5QU4gs"},{"video_id":"OLZZA5Nqg3w","title":"😱Wait For End–Who Will Win the Most Money? 💰#shorts #viral","channel_id":"UC1OwS55uiSM65Sa-CppStYw","channel_title":"FactMotion Studio","format":"long","thumbnail_url":"https://i.ytimg.com/vi/OLZZA5Nqg3w/maxresdefault.jpg","duration_s":92,"published_at":"2026-08-12T20:00:30+00:00","views":7645384,"likes":252300,"vph":null,"breakout_score":null,"subscriber_count":null,"snapshot_date":"2026-09-22","url":"https://www.youtube.com/watch?v=OLZZA5Nqg3w"}],"channels":[{"channel_id":"UCpeSY6W2wHRQ3CNVdpNRR4w","title":"Abdu Fun","handle":"@abdu_fun","niche":"Miniature Crafts","breakout":true,"compute_date":"2026-09-08","subs_gained_30d":1129982,"views_gained_30d":null,"cadence_per_week":0.4666666666666667,"long_share":0.2727272727272727,"series_share":1.0,"tags":["strat:cadence_<1","strat:format_mix_mixed","strat:series_heavy","strat:duration_consistent","strat:single_niche"],"summary":"Abdu Fun is in a breakout period, gaining 1,129,982 subscribers in 30 days (+51.13%) despite only two uploads in that window, which suggests existing Shorts distribution is likely a major driver rather than high publishing volume. Its recent catalog is dominated by a repeatable miniature woodworking/handcraft challenge format: 8 of 11 videos are Shorts, mostly 21–25 seconds, using closely related curiosity hooks such as “Who can do it?” One 21-second woodworking Short reached 17.54M views, far exceeding the recent long-form story uploads, which received 2.0K–3.6K views in the provided sample. The clearest growth pattern is narrow-format repetition with small variations in the challenge and payoff.","url":"https://www.youtube.com/channel/UCpeSY6W2wHRQ3CNVdpNRR4w"},{"channel_id":"UCXBESuusgqWe6_a4fobRPIQ","title":"奇迹猎魔女团 ","handle":"@无敌的鲁米","niche":"Cosplay","breakout":true,"compute_date":"2026-09-18","subs_gained_30d":636999,"views_gained_30d":null,"cadence_per_week":1.1666666666666667,"long_share":0.0,"series_share":1.0,"tags":["strat:cadence_1-2","strat:format_mix_shorts_only","strat:series_heavy","strat:single_niche"],"summary":"奇迹猎魔女团 is growing through a tightly focused Shorts-only storytelling format: all five recent uploads are cosplay/K-pop videos in one niche, presented as an apparent continuing character narrative. The channel published five Shorts in eight days, with most running 42–59 seconds, creating a consistent short-form viewing expectation. Breakout performance is concentrated in narrative-stakes episodes—“鲁米倒下了！” reached 2.59M views and “佐伊被拯救” reached 1.22M—while the channel gained 636,999 subscribers in 30 days (+433.33%). This indicates a growth engine built around recognizable cosplay characters and emotionally clear conflict, rescue, friendship, and moral-suspense hooks.","url":"https://www.youtube.com/channel/UCXBESuusgqWe6_a4fobRPIQ"},{"channel_id":"UCUSSKnUGOMi612JboyyFqsg","title":"Hey Copy 01","handle":"@heycopy01-c5c","niche":"General Interest","breakout":true,"compute_date":"2026-09-08","subs_gained_30d":623012,"views_gained_30d":null,"cadence_per_week":11.433333333333334,"long_share":0.0,"series_share":0.8571428571428571,"tags":["strat:cadence_6-13","strat:format_mix_shorts_only","strat:series_heavy","strat:single_niche"],"summary":"Hey Copy 01 is a breakout, Shorts-only channel focused entirely on one lifestyle/sociology niche and one repeated product-led concept: the “VitaWear SmartBand.” It posted 49 uploads in 30 days—about 1–2 Shorts per day—with 42 classified as series members, sustaining repetition around a recognizable premise. Videos are tightly packaged at 16–22 seconds with near-identical titles; individual results range from roughly 19K to 1.17M views. This high-volume, focused series approach coincided with 623,012 subscribers gained in 30 days (+71.04%).","url":"https://www.youtube.com/channel/UCUSSKnUGOMi612JboyyFqsg"},{"channel_id":"UCViIDpYUlGBfgxk0zCGExCA","title":"Sigma boy","handle":"@sigmaboy-i3","niche":"Survival Construction","breakout":true,"compute_date":"2026-09-08","subs_gained_30d":559996,"views_gained_30d":null,"cadence_per_week":0.9333333333333333,"long_share":0.34,"series_share":1.0,"tags":["strat:cadence_<1","strat:format_mix_mixed","strat:series_heavy","strat:duration_consistent","strat:single_niche","strat:shorts_funnel"],"summary":"Sigma boy grows through a tightly focused catalog of very short Bengali comedic/mini-story videos built around familiar situations such as school, family, marriage, work, and social misunderstandings. The channel has a strong recurring-series identity: most videos use similar title construction, comedy emojis, hashtags, and a repeated descriptor while changing the specific premise. With only 4 uploads in the last 30 days but 559,996 subscribers gained (+50.45%), breakout growth appears to be coming from reach across the established catalog rather than recent upload volume alone. Videos are consistently short—roughly 39–83 seconds—and the channel uses both Shorts and short videos classified as long-form.","url":"https://www.youtube.com/channel/UCViIDpYUlGBfgxk0zCGExCA"},{"channel_id":"UCX_oCk9hs8RYCEbtC9pFygg","title":"No Pro","handle":"@noproofficial011","niche":"Animation","breakout":true,"compute_date":"2026-09-22","subs_gained_30d":369942,"views_gained_30d":null,"cadence_per_week":2.1,"long_share":0.5789473684210527,"series_share":0.6666666666666666,"tags":["strat:cadence_3-5","strat:format_mix_mixed","strat:series_heavy","strat:duration_consistent","strat:single_niche","strat:shorts_funnel"],"summary":"No Pro is growing through a tightly focused role-playing game catalog built around a repeatable micro-video format. It publishes frequently—9 uploads in 30 days—while keeping runtimes highly consistent, generally near one minute. The channel repeatedly packages videos as #sonido and uses both Shorts and regular uploads, with 4 recent uploads identified as Shorts-funnel content. This system coincided with breakout growth of 369,942 subscribers in 30 days, or 22.42% growth.","url":"https://www.youtube.com/channel/UCX_oCk9hs8RYCEbtC9pFygg"},{"channel_id":"UC1OwS55uiSM65Sa-CppStYw","title":"FactMotion Studio","handle":"@factmotionstudio","niche":"Infotainment","breakout":true,"compute_date":"2026-09-22","subs_gained_30d":308800,"views_gained_30d":null,"cadence_per_week":6.533333333333333,"long_share":0.84,"series_share":0.6428571428571429,"tags":["strat:cadence_6-13","strat:format_mix_mixed","strat:faceless","strat:series_heavy","strat:duration_consistent","strat:single_niche","strat:shorts_funnel"],"summary":"FactMotion Studio grows through a high-volume, faceless entertainment format centered on easy-to-understand mystery and prize challenges: who wins, which object contains the reward, or who finds hidden money or gold. It published 28 videos in 30 days, including 18 series-related uploads, making its content promise highly repeatable. Most uploads cluster around roughly 76–128 seconds, while a smaller group of Shorts appears to support discovery and funnel viewers into similar longer episodes. This strategy coincided with 308,800 subscribers gained in 30 days (+410.64%), although recent view results vary widely by video.","url":"https://www.youtube.com/channel/UC1OwS55uiSM65Sa-CppStYw"},{"channel_id":"UCPu18j-N0MFz0_vat2lrzYQ","title":"DuyB","handle":"@duybgaming","niche":"Gaming","breakout":true,"compute_date":"2026-09-22","subs_gained_30d":259964,"views_gained_30d":null,"cadence_per_week":4.433333333333334,"long_share":0.0,"series_share":0.7894736842105263,"tags":["strat:cadence_3-5","strat:format_mix_shorts_only","strat:faceless","strat:series_heavy","strat:single_niche"],"summary":"DuyB is breaking out through a faceless, Shorts-only Roblox system focused entirely on role-playing gameplay. The channel uploaded 19 times in 30 days—about 4–5 times weekly—and gained 259,964 subscribers (+24.07%). Its highest-performing recent cluster uses repeatable “Steal an Egg” whale/egg scenarios framed as simple questions viewers can answer instantly, such as who owns an egg or which whale is cute. Most videos are 8–23 seconds, allowing rapid consumption and frequent variation on the same recognizable premise.","url":"https://www.youtube.com/channel/UCPu18j-N0MFz0_vat2lrzYQ"},{"channel_id":"UCkdL6HbN4wDE3gva1lnharw","title":"Ragher Hub 1m","handle":"@ragherhub1m","niche":"Short-form Entertainment","breakout":true,"compute_date":"2026-09-08","subs_gained_30d":247027,"views_gained_30d":null,"cadence_per_week":6.766666666666667,"long_share":0.0,"series_share":0.9310344827586207,"tags":["strat:cadence_6-13","strat:format_mix_shorts_only","strat:series_heavy","strat:single_niche"],"summary":null,"url":"https://www.youtube.com/channel/UCkdL6HbN4wDE3gva1lnharw"},{"channel_id":"UCYZ30Mj7vaPZnr1dklc0Brw","title":"Turbo Hub ","handle":"@turbohub-d7c","niche":"Culinary Travel & Food Culture","breakout":true,"compute_date":"2026-09-08","subs_gained_30d":233899,"views_gained_30d":null,"cadence_per_week":7.466666666666667,"long_share":0.02,"series_share":1.0,"tags":["strat:cadence_6-13","strat:format_mix_mixed","strat:series_heavy","strat:single_niche","strat:shorts_funnel"],"summary":null,"url":"https://www.youtube.com/channel/UCYZ30Mj7vaPZnr1dklc0Brw"},{"channel_id":"UChwDff-VDET_fyXe84nJCOg","title":"AI MAHADEV 01","handle":"@aimahadev01-3d","niche":"Digital Storytelling","breakout":true,"compute_date":"2026-09-08","subs_gained_30d":212399,"views_gained_30d":null,"cadence_per_week":5.366666666666666,"long_share":0.7872340425531915,"series_share":0.8260869565217391,"tags":["strat:cadence_6-13","strat:format_mix_mixed","strat:series_heavy","strat:single_niche","strat:shorts_funnel"],"summary":null,"url":"https://www.youtube.com/channel/UChwDff-VDET_fyXe84nJCOg"},{"channel_id":"UCxIwKmjJrLD0xZy7swYfWfQ","title":"Randomly Days","handle":"@randomlydayss","niche":"Inspirational Content","breakout":true,"compute_date":"2026-09-22","subs_gained_30d":161999,"views_gained_30d":null,"cadence_per_week":1.1666666666666667,"long_share":0.0,"series_share":0.8,"tags":["strat:cadence_1-2","strat:format_mix_shorts_only","strat:series_heavy","strat:single_niche"],"summary":"Randomly Days is a Shorts-only entertainment channel built around one repeatable emotional premise: contrasting ordinary kindness with an exceptional person, animal, or role (“Others Kindness VS This ___”). It concentrates entirely in this niche and uses the same series wrapper across the catalog, making the promise immediately recognizable. Its breakout is driven by several outsized series hits—including “This Guy” at 103.6M views and multiple “This King” videos above 56M—while gaining 161,999 subscribers in the last 30 days from only 5 uploads.","url":"https://www.youtube.com/channel/UCxIwKmjJrLD0xZy7swYfWfQ"},{"channel_id":"UCkKbDeY0m5Vuh3yvbhur9zA","title":"Facto Rt","handle":"@factort-i5l","niche":"Animal Entertainment","breakout":true,"compute_date":"2026-09-22","subs_gained_30d":156599,"views_gained_30d":null,"cadence_per_week":7.233333333333333,"long_share":0.0,"series_share":0.967741935483871,"tags":["strat:cadence_6-13","strat:format_mix_shorts_only","strat:series_heavy","strat:single_niche"],"summary":"Facto Rt is growing through a high-volume, Shorts-only catalog centered on a consistent pet/cat-cartoon identity. It published 31 videos in 30 days—roughly one per day—and 30 uploads appear to belong to a recurring series format. The channel combines compact 28–45 second videos with curiosity-led, surprise-heavy titles, producing occasional major outliers alongside a broad base of lower-view tests. This coincided with 156,599 subscribers gained in 30 days (+352.7%), although 30-day view totals are unavailable.","url":"https://www.youtube.com/channel/UCkKbDeY0m5Vuh3yvbhur9zA"},{"channel_id":"UCC9LMLXX7sVWDeWTtKp6McA","title":"CallMeGram","handle":"@callmegram_rnk","niche":"Ranking & Commentary","breakout":true,"compute_date":"2026-09-22","subs_gained_30d":153599,"views_gained_30d":null,"cadence_per_week":4.666666666666667,"long_share":0.0,"series_share":0.7,"tags":["strat:cadence_3-5","strat:format_mix_shorts_only","strat:series_heavy","strat:single_niche"],"summary":"CallMeGram is a breakout, Shorts-only entertainment channel built around a tightly focused Michael Jackson clip-ranking franchise. It posted 20 times in 30 days—roughly 4–5 times per week—with 14 uploads in the recurring series, gaining 153,599 subscribers (+446.51%). The format stays highly consistent: 23–34 second videos packaged as “Ranking [superlative] Michael Jackson [moment/type],” with variations on funny moments, impersonators, dances, and moonwalks. 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