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Learning & Exams

Courses, study systems, explainers, educational resources, and preparation for difficult tests.

Visual leads · 2026-10-11

Eight from today

Complete 50-card shelf
Landing-page snapshot of speakga.com Observed 2026-10-11 SpeakGa: a Ga-language companion speakga.com

A browser-based Ga learning app that pairs practice activities and a bilingual Bible library with answers drawn from a community-checked archive.

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Landing-page snapshot of taicalendar.top Observed 2026-10-11 Sun, Moon, and the Tai Calendar taicalendar.top

Bilingual English and Shan lessons use astronomy, interactive models, and calendar rules to explain Chinese and Tai timekeeping.

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Landing-page snapshot of calmmatch.com Observed 2026-10-11 Calm Match makes the rules visible calmmatch.com

A free set of predictable learning games and visual supports for neurodivergent children, available in English and Irish.

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Landing-page snapshot of playfeiyi.com Observed 2026-10-11 A World of Intangible Heritage, Built to Be Touched playfeiyi.com

A Chinese-language collection of 32 interactive activities exploring traditional crafts, customs, music, and other forms of intangible cultural heritage.

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Landing-page snapshot of openmechanism.com Observed 2026-10-11 OpenMechanism draws how medicines work openmechanism.com

A teaching resource with step-by-step, source-linked drawings of medicines acting in the body.

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Landing-page snapshot of xiaonanisawesome.xyz Observed 2026-10-11 MRI, made visible xiaonanisawesome.xyz

An interactive learning lab uses visual models to explain MRI relaxation, scan timing, BOLD fMRI, and spatial encoding.

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Landing-page snapshot of phasorium.com Observed 2026-10-11 Phasorium: Signal processing, made visual phasorium.com

A free library of visual signal-processing lessons, arranged from basic signals through applications such as radar.

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Landing-page snapshot of quantumcraft.fun Observed 2026-10-11 Quantum Craft puts Bell pairs in a block world quantumcraft.fun

An interactive, Minecraft-like world for exploring two-qubit circuits, entanglement, and measurement.

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Complete daily shelf · Learning & Exams

All 50 cards from 2026-10-11

The eight visual leads appear above; the remaining 42 continue here in their published shelf order.

Landing-page snapshot of mukti71.fyi 71: The Liberation, a Bangladesh history stealth game mukti71.fyi

A free browser game set during the 1971 Bangladesh Liberation War, pairing tactical stealth missions with a historical Codex.

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Landing-page snapshot of hvactechsimulator.com HVAC Tech Simulator makes the service call the lesson hvactechsimulator.com

A free residential HVAC troubleshooting simulator lets players test equipment, read instruments, choose repairs, and verify the result.

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Landing-page snapshot of pushpullwriting.org Push/Pull’s Spring 2027 Writing Residency pushpullwriting.org

A free, Chinese-language online writing residency for queer writers with past or present lived experience as women.

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Landing-page snapshot of thrusterz.com Thrusterz: an orbital mechanics flight school thrusterz.com

A browser-based rocket game that presents orbital mechanics as a set of playable launches, maneuvers, and levels.

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Landing-page snapshot of yesyoucancna.com Yes You Can CNA: a North Carolina study desk yesyoucancna.com

A free study resource for North Carolina Nurse Aide I candidates, with original practice questions, public study guides, and skills rehearsal.

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Landing-page snapshot of hencemaths.com Hence: IB maths practice checked like a proof hencemaths.com

A practising IB maths teacher’s exam-style practice for the four Mathematics AA and AI courses, with worked examples, mark-by-mark checking, and calculator training.

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Landing-page snapshot of anatom3d.com Anatom 3D: a free atlas of the human body anatom3d.com

A downloadable desktop anatomy atlas that lets users explore 2,885 body structures and 617 conditions in 3D, offline and without an account.

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Landing-page snapshot of logicmoves.org Algorithm Dance Club puts algorithms on the floor logicmoves.org

An interactive 3D dance floor animates 20 sorting, searching, and graph algorithms with explanations as they run.

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Landing-page snapshot of ccr.training CCR Incident Simulator ccr.training

A French-language, access-request simulator for practicing decisions during closed-circuit rebreather incidents.

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Landing-page snapshot of f1apexlab.com APEX LAB takes a Formula 1 car apart f1apexlab.com

An interactive Formula 1 guide explains a car in nine parts, alongside 2026 team and driver profiles and circuit notes.

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Landing-page snapshot of gohausa.com GoHausa: Hausa in ten-minute lessons gohausa.com

A Hausa-learning course built around short lessons, everyday scenarios, listening practice, and explanations of how the language works.

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Landing-page snapshot of greydivide.com Grey Divide’s 54-Episode Privacy Course greydivide.com

A step-by-step privacy course pairs a phone, laptop, and travel-router kit with a browser-based hardware simulator.

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Landing-page snapshot of havenptco.xyz Haven — Hong Kong’s teen game jam havenptco.xyz

A free, in-person game jam in Hong Kong for teenagers ages 13–18, scheduled for November 14–15, 2026.

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Landing-page snapshot of isocentra.com IsocentraMR: MRI physics in the image isocentra.com

Isocentra presents an educational MRI simulator and study program for medical imaging technologists, built around image acquisition parameters and interactive lessons.

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Landing-page snapshot of learnparking.academy ParkLab turns parking practice into a 3D simulator learnparking.academy

A browser-based driving practice tool offers demonstrations and hands-on exercises for 29 parking and maneuver scenarios.

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Landing-page snapshot of learnweddingflorals.com Learn Wedding Florals, by the Calendar learnweddingflorals.com

A free, self-paced course for people making flowers for their own wedding or event, covering techniques, ordering, and production timing.

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Landing-page snapshot of n1ghtmare.org N1GHTMARE: Japanese practice in a browser RPG n1ghtmare.org

A free browser RPG for English-speaking Japanese learners, with original practice questions in kanji, vocabulary, grammar, and reading.

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Landing-page snapshot of notepico.space NotePico: Vocabulary Cards Made from Your Photos notepico.space

A language-learning web app that turns personal photos into vocabulary cards for review.

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Landing-page snapshot of patakapouako.com Te Pātaka Pouako’s bilingual classroom generators patakapouako.com

A teacher-built collection of printable learning-resource generators for Te Reo Māori and bilingual educators in Aotearoa.

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Landing-page snapshot of planoaviation.com Nothing on a Plane Is an Accident planoaviation.com

A proposed ebook uses 30 aircraft-design mysteries and 10 rules to teach readers how to reason about the shapes of planes, with a 3D viewer as an extra.

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Landing-page snapshot of pteexamprep.com PTE Exam Prep’s timed practice and score tools pteexamprep.com

A free PTE Academic study site with timed practice across test tasks, score-conversion tools, and exam guides.

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Landing-page snapshot of thecollegealmanac.com The College Almanac: College Research Without Rankings thecollegealmanac.com

A searchable U.S. college directory with program and location browsing, side-by-side comparisons, and family planning tools.

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Landing-page snapshot of unscriptedclassroom.com UnscriptED turns lessons into classroom role-play unscriptedclassroom.com

A free teacher-facing catalog of turn-based classroom simulations and social-media character packs across subjects including history, science, math, and ELA.

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Landing-page snapshot of ancientresonance.click Ancient Resonance: A Museum You Can Hear ancientresonance.click

An iPhone and iPad app presents ancient music through playable instruments, linked exhibits, and a historical timeline.

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Landing-page snapshot of bmetforlife.com HTMUnplugged: Five Chairs, One Problem bmetforlife.com

A free virtual leadership cohort for healthcare technology management professionals, built around workplace scenarios and small peer groups.

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Landing-page snapshot of clinical-conversations.com Clinical Conversations: Family Meeting Practice clinical-conversations.com

A simulator for surgical residents to rehearse difficult family meetings in fictional intensive-care scenarios.

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Landing-page snapshot of fakkiha.com Fakkiha | Engineering and Science fakkiha.com

An Arabic-language engineering and science study hub with explanations, browser-based calculators, university resources, and shared study rooms.

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Landing-page snapshot of hoshidojo.com Hoshi Dojo: Go lessons, bots, and post-game review hoshidojo.com

An interactive Go learning and play site that pairs short beginner lessons with ranked bots, online matches, and game explanations.

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Landing-page snapshot of koreadrivetest.com Korea Drive Test’s Korean license-prep desk koreadrivetest.com

Free English practice for the Korean driver’s written test, with mock tests, road signs, and guidance for foreigners navigating the licensing process.

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Landing-page snapshot of learnwithlead.org Learn with L.E.A.D.’s free Black studies curriculum learnwithlead.org

Learn with L.E.A.D. presents free, self-paced courses in Africana Studies, Black Studies, and the Black Radical Tradition, alongside resources for educators.

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Landing-page snapshot of secondsignal-game.com Second Signal, a phone-repair game secondsignal-game.com

A repair-learning game for iPhone and iPad built around observing symptoms, connecting clues, repairing, and retesting.

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Landing-page snapshot of bimahready.com Bimah Ready turns Torah trope practice into short drills bimahready.com

A beta learning tool where tutors share recordings and students practice reading, identifying, and chanting Torah trope phrase by phrase.

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Landing-page snapshot of daeipsem.com Daeipsem’s 2028 admissions calculator desk daeipsem.com

A Korean admissions guide for parents and students, pairing university-by-university change lists with exam, application, and tuition calculators.

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Landing-page snapshot of tadreebcamp.com Tadreeb: “Work Before You Work” tadreebcamp.com

An Arabic-language program offering 16 weeks of online, team-based software work, with senior engineers reviewing trainees’ tasks.

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Landing-page snapshot of circuitinmotion.com Circuit in Motion’s interactive engineering labs circuitinmotion.com

A Turkish-language collection of 46 interactive engineering labs covering circuits, motors, PCBs, electromagnetism, and EMI.

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Landing-page snapshot of node-protocol.systems NODE: PROTOCOL makes terminal work the hacking game node-protocol.systems

A Steam hacking simulation built around Linux commands, Nmap scans, Metasploit workflows, and cybersecurity learning.

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Landing-page snapshot of propheticlegacy.com A reading atlas for Islamic prophet narratives propheticlegacy.com

A structured learning site organizes Islamic prophet narratives into collections and chapters, alongside a Seerah and an atlas.

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Landing-page snapshot of sajuobu.com Saju Study: show the reasoning sajuobu.com

A Korean saju learning tool that presents how a birth chart is interpreted, step by step.

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Landing-page snapshot of technionshelf.com Shelf: a semester’s study materials in one place technionshelf.com

A student study dashboard that brings course materials, focus timers, timed mock exams, and sharing tools into a single semester view.

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Landing-page snapshot of hanoikorean.com HanoiKorean makes Korean vocabulary a Hanoi-set quest hanoikorean.com

A Vietnamese-language learning site presents three Korean words a day through short, location-themed quests.

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Landing-page snapshot of pipstemgames.com Pip: Engineering for Kids pipstemgames.com

A collection of engineering games for ages 7–12, paired with an offline activity book and app versions.

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Landing-page snapshot of saju.academy 사주공부: Learn the reading, not just the verdict saju.academy

An interactive Korean saju study site that unfolds how a birth chart is interpreted, step by step.

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Across the archive

Learning & Exams, accumulating

4,284 cards provide an early longitudinal view—not a measure of the whole web.

Category pulse

score + signals · rolling 21 days
Learning & Exams score and signal pulse Daily median editorial-interest threads for every category, the category average, and the daily prevalence of ten overlapping signals for Learning & Exams over the latest 21 issues. Weird Finds daily median score Oddly Specific daily median score Useful Tools daily median score Developer Corner daily median score AI Table daily median score Civic & Public Life daily median score Human Services daily median score Global Trade Desk daily median score Food, Events & Hospitality daily median score Commerce Shelf daily median score Content & Blogs daily median score Personal Pages daily median score Local Businesses daily median score Suspicious Gentlemen daily median score Daily average of category median scores Learning & Exams daily median score 2026-09-21: Learning & Exams median 82.02026-09-22: Learning & Exams median 84.02026-09-23: Learning & Exams median 78.02026-09-24: Learning & Exams median 78.02026-09-25: Learning & Exams median 78.02026-09-26: Learning & Exams median 78.02026-09-27: Learning & Exams median 78.02026-09-28: Learning & Exams median 78.02026-09-29: Learning & Exams median 78.02026-09-30: Learning & Exams median 78.02026-10-01: Learning & Exams median 78.02026-10-03: Learning & Exams median 78.02026-10-05: Learning & Exams median 78.02026-10-06: Learning & Exams median 78.02026-10-07: Learning & Exams median 78.02026-10-08: Learning & Exams median 78.02026-10-09: Learning & Exams median 78.02026-10-10: Learning & Exams median 78.02026-10-11: Learning & Exams median 78.0 ○ Open 2026-09-21: 100% open across 54 published cards 2026-09-22: 100% open across 27 published cards 2026-09-23: 100% open across 45 published cards 2026-09-24: 100% open across 35 published cards 2026-09-25: 100% open across 41 published cards 2026-09-26: 98% open across 50 published cards 2026-09-27: 100% open across 52 published cards 2026-09-28: 100% open across 46 published cards 2026-09-29: 100% open across 35 published cards 2026-09-30: 100% open across 51 published cards 2026-10-01: 100% open across 44 published cards 2026-10-02: 0% open across 0 published cards 2026-10-03: 100% open across 41 published cards 2026-10-04: 0% open across 0 published cards 2026-10-05: 100% open across 40 published cards 2026-10-06: 100% open across 47 published cards 2026-10-07: 98% open across 45 published cards 2026-10-08: 100% open across 44 published cards 2026-10-09: 100% open across 40 published cards 2026-10-10: 100% open across 49 published cards 2026-10-11: 100% open across 50 published cards ⊠ Login 2026-09-21: 6% login across 54 published cards 2026-09-22: 0% login across 27 published cards 2026-09-23: 18% login across 45 published cards 2026-09-24: 17% login across 35 published cards 2026-09-25: 20% login across 41 published cards 2026-09-26: 18% login across 50 published cards 2026-09-27: 17% login across 52 published cards 2026-09-28: 11% login across 46 published cards 2026-09-29: 26% login across 35 published cards 2026-09-30: 22% login across 51 published cards 2026-10-01: 25% login across 44 published cards 2026-10-02: 0% login across 0 published cards 2026-10-03: 12% login across 41 published cards 2026-10-04: 0% login across 0 published cards 2026-10-05: 15% login across 40 published cards 2026-10-06: 15% login across 47 published cards 2026-10-07: 36% login across 45 published cards 2026-10-08: 11% login across 44 published cards 2026-10-09: 8% login across 40 published cards 2026-10-10: 16% login across 49 published cards 2026-10-11: 28% login across 50 published cards $ Paid 2026-09-21: 39% paid across 54 published cards 2026-09-22: 19% paid across 27 published cards 2026-09-23: 24% paid across 45 published cards 2026-09-24: 34% paid across 35 published cards 2026-09-25: 41% paid across 41 published cards 2026-09-26: 20% paid across 50 published cards 2026-09-27: 21% paid across 52 published cards 2026-09-28: 37% paid across 46 published cards 2026-09-29: 31% paid across 35 published cards 2026-09-30: 22% paid across 51 published cards 2026-10-01: 27% paid across 44 published cards 2026-10-02: 0% paid across 0 published cards 2026-10-03: 32% paid across 41 published cards 2026-10-04: 0% paid across 0 published cards 2026-10-05: 15% paid across 40 published cards 2026-10-06: 19% paid across 47 published cards 2026-10-07: 36% paid across 45 published cards 2026-10-08: 25% paid across 44 published cards 2026-10-09: 15% paid across 40 published cards 2026-10-10: 29% paid across 49 published cards 2026-10-11: 20% paid across 50 published cards † Ads 2026-09-21: 0% ads across 54 published cards 2026-09-22: 4% ads across 27 published cards 2026-09-23: 0% ads across 45 published cards 2026-09-24: 0% ads across 35 published cards 2026-09-25: 2% ads across 41 published cards 2026-09-26: 0% ads across 50 published cards 2026-09-27: 0% ads across 52 published cards 2026-09-28: 2% ads across 46 published cards 2026-09-29: 0% ads across 35 published cards 2026-09-30: 0% ads across 51 published cards 2026-10-01: 0% ads across 44 published cards 2026-10-02: 0% ads across 0 published cards 2026-10-03: 5% ads across 41 published cards 2026-10-04: 0% ads across 0 published cards 2026-10-05: 2% ads across 40 published cards 2026-10-06: 0% ads across 47 published cards 2026-10-07: 4% ads across 45 published cards 2026-10-08: 2% ads across 44 published cards 2026-10-09: 2% ads across 40 published cards 2026-10-10: 2% ads across 49 published cards 2026-10-11: 0% ads across 50 published cards * Pretty 2026-09-21: 93% pretty across 54 published cards 2026-09-22: 100% pretty across 27 published cards 2026-09-23: 84% pretty across 45 published cards 2026-09-24: 86% pretty across 35 published cards 2026-09-25: 93% pretty across 41 published cards 2026-09-26: 80% pretty across 50 published cards 2026-09-27: 81% pretty across 52 published cards 2026-09-28: 72% pretty across 46 published cards 2026-09-29: 89% pretty across 35 published cards 2026-09-30: 82% pretty across 51 published cards 2026-10-01: 91% pretty across 44 published cards 2026-10-02: 0% pretty across 0 published cards 2026-10-03: 88% pretty across 41 published cards 2026-10-04: 0% pretty across 0 published cards 2026-10-05: 95% pretty across 40 published cards 2026-10-06: 89% pretty across 47 published cards 2026-10-07: 78% pretty across 45 published cards 2026-10-08: 84% pretty across 44 published cards 2026-10-09: 92% pretty across 40 published cards 2026-10-10: 84% pretty across 49 published cards 2026-10-11: 82% pretty across 50 published cards ● Pro 2026-09-21: 91% pro across 54 published cards 2026-09-22: 96% pro across 27 published cards 2026-09-23: 56% pro across 45 published cards 2026-09-24: 60% pro across 35 published cards 2026-09-25: 66% pro across 41 published cards 2026-09-26: 70% pro across 50 published cards 2026-09-27: 69% pro across 52 published cards 2026-09-28: 63% pro across 46 published cards 2026-09-29: 71% pro across 35 published cards 2026-09-30: 59% pro across 51 published cards 2026-10-01: 77% pro across 44 published cards 2026-10-02: 0% pro across 0 published cards 2026-10-03: 54% pro across 41 published cards 2026-10-04: 0% pro across 0 published cards 2026-10-05: 65% pro across 40 published cards 2026-10-06: 79% pro across 47 published cards 2026-10-07: 60% pro across 45 published cards 2026-10-08: 66% pro across 44 published cards 2026-10-09: 60% pro across 40 published cards 2026-10-10: 61% pro across 49 published cards 2026-10-11: 62% pro across 50 published cards ◎ Niche 2026-09-21: 98% niche across 54 published cards 2026-09-22: 100% niche across 27 published cards 2026-09-23: 87% niche across 45 published cards 2026-09-24: 97% niche across 35 published cards 2026-09-25: 98% niche across 41 published cards 2026-09-26: 96% niche across 50 published cards 2026-09-27: 94% niche across 52 published cards 2026-09-28: 98% niche across 46 published cards 2026-09-29: 100% niche across 35 published cards 2026-09-30: 98% niche across 51 published cards 2026-10-01: 95% niche across 44 published cards 2026-10-02: 0% niche across 0 published cards 2026-10-03: 98% niche across 41 published cards 2026-10-04: 0% niche across 0 published cards 2026-10-05: 95% niche across 40 published cards 2026-10-06: 98% niche across 47 published cards 2026-10-07: 100% niche across 45 published cards 2026-10-08: 100% niche across 44 published cards 2026-10-09: 98% niche across 40 published cards 2026-10-10: 98% niche across 49 published cards 2026-10-11: 96% niche across 50 published cards ◉ Human 2026-09-21: 13% human across 54 published cards 2026-09-22: 7% human across 27 published cards 2026-09-23: 13% human across 45 published cards 2026-09-24: 6% human across 35 published cards 2026-09-25: 7% human across 41 published cards 2026-09-26: 12% human across 50 published cards 2026-09-27: 17% human across 52 published cards 2026-09-28: 11% human across 46 published cards 2026-09-29: 6% human across 35 published cards 2026-09-30: 16% human across 51 published cards 2026-10-01: 11% human across 44 published cards 2026-10-02: 0% human across 0 published cards 2026-10-03: 5% human across 41 published cards 2026-10-04: 0% human across 0 published cards 2026-10-05: 18% human across 40 published cards 2026-10-06: 9% human across 47 published cards 2026-10-07: 4% human across 45 published cards 2026-10-08: 9% human across 44 published cards 2026-10-09: 8% human across 40 published cards 2026-10-10: 16% human across 49 published cards 2026-10-11: 16% human across 50 published cards ! Risk 2026-09-21: 0% risk across 54 published cards 2026-09-22: 0% risk across 27 published cards 2026-09-23: 0% risk across 45 published cards 2026-09-24: 0% risk across 35 published cards 2026-09-25: 0% risk across 41 published cards 2026-09-26: 0% risk across 50 published cards 2026-09-27: 0% risk across 52 published cards 2026-09-28: 0% risk across 46 published cards 2026-09-29: 0% risk across 35 published cards 2026-09-30: 2% risk across 51 published cards 2026-10-01: 0% risk across 44 published cards 2026-10-02: 0% risk across 0 published cards 2026-10-03: 0% risk across 41 published cards 2026-10-04: 0% risk across 0 published cards 2026-10-05: 0% risk across 40 published cards 2026-10-06: 0% risk across 47 published cards 2026-10-07: 0% risk across 45 published cards 2026-10-08: 0% risk across 44 published cards 2026-10-09: 0% risk across 40 published cards 2026-10-10: 2% risk across 49 published cards 2026-10-11: 0% risk across 50 published cards ƒ JavaScript 2026-09-21: 28% javascript across 54 published cards 2026-09-22: 26% javascript across 27 published cards 2026-09-23: 29% javascript across 45 published cards 2026-09-24: 26% javascript across 35 published cards 2026-09-25: 29% javascript across 41 published cards 2026-09-26: 20% javascript across 50 published cards 2026-09-27: 33% javascript across 52 published cards 2026-09-28: 15% javascript across 46 published cards 2026-09-29: 43% javascript across 35 published cards 2026-09-30: 37% javascript across 51 published cards 2026-10-01: 39% javascript across 44 published cards 2026-10-02: 0% javascript across 0 published cards 2026-10-03: 22% javascript across 41 published cards 2026-10-04: 0% javascript across 0 published cards 2026-10-05: 15% javascript across 40 published cards 2026-10-06: 26% javascript across 47 published cards 2026-10-07: 42% javascript across 45 published cards 2026-10-08: 16% javascript across 44 published cards 2026-10-09: 28% javascript across 40 published cards 2026-10-10: 41% javascript across 49 published cards 2026-10-11: 26% javascript across 50 published cards
Learning & Exams14 other categoriesDaily category averageScore axis 65–85Signal share0–100%

The rolling 21-day upper threads compare daily category medians; the bold thread is Learning & Exams. Below, signal colour shows the share of that day’s published Learning & Exams cards carrying each mark.

What moves with an 80+ score

1,359 high-interest cards
Signal prevalence among Learning & Exams cards scoring 80 or higher Percentage-point difference between each signal’s prevalence across this category and among the category’s cards with an editorial-interest score of 80 or higher. Open: 77% across all Learning & Exams cards and 91% among cards scoring 80+, a +13 pp difference. ○ Open 77% → 91% +13 pp +13 pp Login: 25% across all Learning & Exams cards and 16% among cards scoring 80+, a -9 pp difference. ⊠ Login 25% → 16% -9 pp -9 pp Paid: 25% across all Learning & Exams cards and 28% among cards scoring 80+, a +3 pp difference. $ Paid 25% → 28% +3 pp +3 pp Ads: 1% across all Learning & Exams cards and 1% among cards scoring 80+, a 0 pp difference. † Ads 1% → 1% 0 pp 0 pp Pretty: 90% across all Learning & Exams cards and 98% among cards scoring 80+, a +8 pp difference. * Pretty 90% → 98% +8 pp +8 pp Pro: 54% across all Learning & Exams cards and 100% among cards scoring 80+, a +46 pp difference. ● Pro 54% → 100% +46 pp +46 pp Niche: 94% across all Learning & Exams cards and 98% among cards scoring 80+, a +4 pp difference. ◎ Niche 94% → 98% +4 pp +4 pp Human: 12% across all Learning & Exams cards and 18% among cards scoring 80+, a +5 pp difference. ◉ Human 12% → 18% +5 pp +5 pp Risk: 0% across all Learning & Exams cards and 0% among cards scoring 80+, a 0 pp difference. ! Risk 0% → 0% 0 pp 0 pp JavaScript: 26% across all Learning & Exams cards and 29% among cards scoring 80+, a +4 pp difference. ƒ JavaScript 26% → 29% +4 pp +4 pp

This exposes association inside the published catalogue, not causation or site quality. The 80+ threshold is the pipeline’s editorial-interest score.