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Learning & Exams

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

Visual leads · 2026-10-10

Eight from today

Complete 49-card shelf
Landing-page snapshot of kirikeni.com Observed 2026-10-10 Kịrịkẹnị: an Okrika dictionary with a source trail kirikeni.com

A free, bidirectional Okrika–English dictionary built from a 1995 word book, with learning materials and speaker-reviewed contributions.

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Landing-page snapshot of helldesk.dev Observed 2026-10-10 Helldesk: IT Support for Hell helldesk.dev

An in-development 2D support sim turns real networking and hardware tickets into a journey through Hell.

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Landing-page snapshot of wouldyouhavesurvived.com Observed 2026-10-10 Would You Have Survived the Titanic? wouldyouhavesurvived.com

A free, interactive introduction to machine learning that uses Titanic passenger records to teach decision trees, then invites you to test your own hypothetical survival prediction.

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Landing-page snapshot of raycat.org Observed 2026-10-10 Raycat’s lens lesson puts a cat in the model raycat.org

An interactive camera-optics lesson pairs a 3D lens cutaway and ten manipulable figures with a narrated walkthrough.

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Landing-page snapshot of sortedclass.com Observed 2026-10-10 SortedClass puts a teacher’s toolkit in one tab sortedclass.com

A free set of classroom tools for teachers, from seating plans and group-making to a noise meter, discussion map, and writing activities.

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Landing-page snapshot of finansoon.com Observed 2026-10-10 Finansoon’s Canadian finance course finansoon.com

A free, interactive course explains how money and financial institutions work in Canada, from everyday borrowing to investment firms.

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Landing-page snapshot of hablalos.com Observed 2026-10-10 Hablalos: Spanish practice for daily life in Venezuela hablalos.com

A Chinese-language Spanish learning tool focused on everyday life in Venezuela, with searchable vocabulary, listening and recall practice, and scenario-based exercises.

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Landing-page snapshot of institutolucia.org Observed 2026-10-10 Instituto Lúcia: a community library institutolucia.org

A free, community-maintained library of lessons and indexed public-domain works, organized across subjects from languages and sciences to political theory.

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Complete daily shelf · Learning & Exams

All 49 cards from 2026-10-10

The eight visual leads appear above; the remaining 41 continue here in their published shelf order.

Landing-page snapshot of somasquad.org Soma Squad: Reading that leaves the page somasquad.org

A Kenyan reading movement for children aged 5–16 pairs stories matched to reading stage with discussion, local experts, and practical community activities.

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Landing-page snapshot of uavocab.org UA Vocab turns Ukrainian frequency into a study map uavocab.org

A free Ukrainian vocabulary reference organizes 3,000 frequent words by validated level, with stress marks, audio, definitions and study tools.

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Landing-page snapshot of clarityconlang.com Agazan, a Language for More Nuanced “Can’t” clarityconlang.com

Agazan is a constructed language with grammar lessons designed around compassion, rationality, and empowerment; short Claritish lessons teach selected words in English.

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Landing-page snapshot of hscpapers.com HSCPapers’ 7,000-paper study shelf hscpapers.com

A searchable index of NSW HSC past papers, trial papers, school assessments, and solutions.

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Landing-page snapshot of jukenjapan.com Shinro Map turns Japanese school paperwork into next steps jukenjapan.com

A multilingual school-navigation site for families from abroad, with tools for reading printouts, tracking exam deadlines, and finding answers linked to Japanese official sources.

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Landing-page snapshot of patenteinarabo.com Patente in Arabo and the 193 trap words patenteinarabo.com

A study app for Italian A- and B-category driving tests, with official true/false questions translated and explained in Egyptian Arabic.

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Landing-page snapshot of samvaadai.app SamvaadAI: Arguing with the Mahabharata samvaadai.app

An interactive Mahabharata experience where readers make choices at moral turning points and debate them with an AI guide in Krishna’s voice.

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Landing-page snapshot of zehinapp.com English, word by word, in Turkmen zehinapp.com

Zehin presents an offline-first English-learning app built around Turkmen meanings, narrated graded readers, and structured lessons.

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Landing-page snapshot of codeandbooksweb.com Code & Books: manuals for machines with no room to waste codeandbooksweb.com

A retro-programming bookshelf teaching assembly and BASIC for the Atari 2600, ZX Spectrum, Commodore 64, and Amiga.

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Landing-page snapshot of ownitmaths.com ownIT traces a maths mistake to the skill underneath ownitmaths.com

A free, no-sign-up GCSE and A-level maths diagnostic that asks follow-up questions to locate a prerequisite skill gap beneath a problem.

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Landing-page snapshot of dselevelup.com DSE Level Up’s HKDSE practice platform dselevelup.com

A free Cantonese study platform offering rewritten multiple-choice practice across 25 HKDSE subjects, with immediate marking and progress features.

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Landing-page snapshot of archietrails.com Archie Trails turns floor plans into kids’ play archietrails.com

An architect-made shop for printable children’s activities that use real buildings, floor plans, measuring, and paper models to introduce architecture.

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Landing-page snapshot of braillelab.org BrailleTech Challenge Ecuador 2027 braillelab.org

An Ecuadorian student challenge focused on designing, building, and documenting electronically controlled refreshable Braille technology.

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Landing-page snapshot of doodlehunchkids.com Doodlehunch Lets Science Comics Start With the Wrong Answer doodlehunchkids.com

Doodlehunch offers hand-drawn science comics in paperbacks for Kindergarten through Grade 5.

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Landing-page snapshot of doomscholar.com Doomscholar makes a study loop out of the scroll doomscholar.com

A collection of 451 mental models and primary sources, presented as swipeable ideas with spaced-recall reviews in its app.

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Landing-page snapshot of fluencyweave.com Fluency Weave’s slow-growing Spanish stories fluencyweave.com

Original short-story collections introduce a language a few words at a time, then build toward full immersion.

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Landing-page snapshot of getstale.tech Stale audits the shelf life of technical lessons getstale.tech

Stale presents course audits that flag outdated, insecure, or missing material in technical curricula.

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Landing-page snapshot of gokaku-neko.com A registered-seller exam bank with two ways in gokaku-neko.com

A Japanese study site lets registered-seller exam candidates practise by chapter or look up past questions by ingredient and contraindication.

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Landing-page snapshot of ivritnews4u.com IvritNews4U: Israeli news in three levels of Hebrew ivritnews4u.com

A Hebrew-learning news publication presents Israeli stories at beginner, intermediate, and advanced reading levels, with Hungarian-language learning support.

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Landing-page snapshot of theclinicalreasoning.com The Clinical Reasoning’s daily case room theclinicalreasoning.com

A clinical-training site for medical students to interview simulated patients, choose examinations, and submit a diagnosis.

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Landing-page snapshot of verbeli.com Verbeli turns everyday reading into language practice verbeli.com

A browser-extension concept that swaps some words on familiar web pages into a language you’re learning, with a demo on its homepage.

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Landing-page snapshot of whosoeverstudybible.com The Whosoever Study Bible whosoeverstudybible.com

A free KJV study Bible that connects verses to commentary, Hebrew and Greek lexicons, cross-references, and seven themes traced across the Bible.

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Landing-page snapshot of bashawerk.com بشاورك: an interactive Arabic lesson about AI agents bashawerk.com

A prototype lesson teaches what an AI agent is through guided scenes, adjustable examples, and a short comprehension check.

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Landing-page snapshot of biar.app A student-built study map for Sapienza engineering biar.app

Tommaso C.’s independent site organizes course notes, a degree timetable, study paths, and exam information for Sapienza’s Computer and Automation Engineering program.

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Landing-page snapshot of cubesketch.xyz CubeSketch: One Solid, Four Views cubesketch.xyz

A free, Portuguese-language drawing puzzle for practicing technical drawing: build an isometric solid from its top, front, and side views, or draw the views from a solid.

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Landing-page snapshot of getclasshero.com ClassHero turns a classroom seating chart into a game board getclasshero.com

A Hong Kong classroom gamification platform that gives students game-style characters, levels and rewards.

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Landing-page snapshot of getladdu.com Laddu: Telugu practice before the call to Ammamma getladdu.com

Laddu is being built as a ten-minute daily speaking buddy for children aged 5–10 who understand Telugu but answer in English.

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Landing-page snapshot of dodonenglish.com Dodon English: a voice-driven vocabulary shooter dodonenglish.com

This English vocabulary game asks players to say picture-prompted words aloud while dodging through arcade-style stages.

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Landing-page snapshot of ryzingstar.com RyzingStar: a JEE coach that checks its sums ryzingstar.com

A JEE Main study system that analyzes a student’s test record, prioritizes what to work on, and offers a coach grounded in that data.

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Landing-page snapshot of practicecst.com CST Practice: Four aptitude drills for Irish surgical training practicecst.com

A practice tool for the dice, polygon-rotation, shortest-path and 3D-balancing tests used in Irish Core Surgical Training selection.

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Landing-page snapshot of delices.maison A web-accessibility bootcamp presented as a photocopied zine delices.maison

A French-language, 12-week accessibility training program laid out as a zine, with a six-module curriculum, reader letters, and an enrollment form.

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Landing-page snapshot of gochess.app Xuanxuan — Go’s 700-year-old puzzle book, in lessons gochess.app

An interactive Go study app turns problems from the 1347 Xuanxuan Qijing into short, bite-size lessons.

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Landing-page snapshot of prepplay.space PrepPlay keeps DECA practice and judging in the right order prepplay.space

A free DECA roleplay practice tool generates competitor packets, then reveals structured judge-side feedback after you submit an answer.

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Landing-page snapshot of sovrena.info Sovrena: Market Reading Without Trading sovrena.info

Sovrena describes small in-person classes in Bologna that teach people to read market charts without opening a trading account.

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Landing-page snapshot of topikfrequency.com TOPIK II Frequency Master topikfrequency.com

A paid study pack that ranks 1,469 Korean words by their reported frequency in TOPIK II exam papers, with PDF, Excel, and Anki versions.

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Landing-page snapshot of spectrumlifeacademy.com Spectrum Life Academy’s printable life-skills kits spectrumlifeacademy.com

Printable visual kits guide parents and teachers through everyday routines with autistic children, from brushing teeth to household chores.

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Landing-page snapshot of electricalmachineslab.com Electrical Machines & Transformer Simulation Lab electricalmachineslab.com

A browser-based engineering lab for exploring equation-based models of DC, induction and synchronous motors, and transformers.

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Landing-page snapshot of sublater.com SubLater makes streaming subtitles wait sublater.com

A Chrome extension for English listening practice that delays subtitles on streaming video so viewers can listen before reading.

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Landing-page snapshot of rockednursing.com Think Like an ED Nurse rockednursing.com

An emergency-nursing education site presenting interactive clinical scenarios with branching decisions and feedback.

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Landing-page snapshot of hounsy.app Hounsy makes registry prep a daily streak hounsy.app

A prelaunch study service for radiography and radiation therapy students preparing for ARRT registry exams.

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Landing-page snapshot of hongong.today Hongong.today’s One-Problem Math Challenge hongong.today

A Korean math-learning site for students seeking support with middle-range performance, pairing independent daily problems with private counseling.

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Across the archive

Learning & Exams, accumulating

4,234 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 2026-09-20: Learning & Exams median 82.02026-09-21: 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 78.0 ○ Open 2026-09-20: 100% open across 33 published cards 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 ⊠ Login 2026-09-20: 6% login across 33 published cards 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 $ Paid 2026-09-20: 18% paid across 33 published cards 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 † Ads 2026-09-20: 0% ads across 33 published cards 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 * Pretty 2026-09-20: 91% pretty across 33 published cards 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 ● Pro 2026-09-20: 79% pro across 33 published cards 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 ◎ Niche 2026-09-20: 94% niche across 33 published cards 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 ◉ Human 2026-09-20: 15% human across 33 published cards 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 ! Risk 2026-09-20: 0% risk across 33 published cards 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 ƒ JavaScript 2026-09-20: 18% javascript across 33 published cards 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
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

1,345 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 +14 pp difference. ○ Open 77% → 91% +14 pp +14 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 30% among cards scoring 80+, a +4 pp difference. ƒ JavaScript 26% → 30% +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.