Rule: within the same entity (l1), remove a gap when it repeats an attribute (l2) pairing or overlaps ≥0.6 on content tokens with another gap title. Both topic names are listed — the removed title also appears as an alternate option on its surviving row in the master map — so you can pick the semantically best title (none of these pages exist yet).
| # | Removed title (option B) | Entity (l1) | Attribute (l2) | Kept title (option A) | Reason |
|---|---|---|---|---|---|
| 1 | Best Wine Schools in Bangkok: WSA vs Le Cordon Bleu vs WSET (2026 Guide) | Wine Courses | — | Le Cordon Bleu vs. WSA: Choosing the Best Wine Course for Your Career | token overlap ≥0.6 |
| 2 | Top Certified Wine & Sake Courses in Bangkok 2026: WSA Schedule and Availability | Wine Courses | — | WSA Bangkok Reviews: Student Feedback & Top Wine Courses | token overlap ≥0.6 |
| 3 | Best Wine Courses in Bangkok: Certified Training & Label Reading Guide | Wine Courses | — | Best Wine Courses in Bangkok: WSET Levels, Certification, and Costs (2026) | same title prefix |
| 4 | WSET Level 2 Course Formats: In-Person, Online, or Hybrid – Which is Right for You? | Wine Courses | Level 2: Intermediate Wine Course | WSET Level 2 vs Level 3: Which Wine Course is Right for You? | token overlap ≥0.6 |
| 5 | WSET vs Court of Master Sommeliers: Which Wine Certification Is Right for You? | Wine Courses | Level 2: Intermediate Wine Course | WSET Level 2 vs Level 3: Which Wine Course is Right for You? | token overlap ≥0.6 |
| 6 | Sake Week Thailand 2025: OKOSHI x AN COM Special Sake Pairing Dinner | Sake Education | Sake Tasting | Sake Week Thailand 2025: Chef Shun's Michelin-Starred Sake Pairing Dinner at WSA Bangkok | same title prefix |
| 7 | Essential Guide to Champagne House Tours: UNESCO Chalk Caves & Tastings | Wine Tours | Champagne Wine Tour | Essential Guide to Champagne House Tours: What to Expect & Tasting Tips | same title prefix |
| 8 | How to Book Champagne House Tours: Your Essential Guide to Tastings & Cellar Visits | Wine Tours | Champagne Wine Tour | Essential Guide to Champagne House Tours: What to Expect & Tasting Tips | token overlap ≥0.6 |
| 9 | Luxury Champagne Tours & Tasting Experiences: A Guide to the Best Champagne Trips | Wine Tours | Champagne Wine Tour | Best Champagne Tours & Luxury Hotels in Reims & Épernay: A Curated Travel Guide | token overlap ≥0.6 |
| 10 | Urakasumi Sake Brewery: Miyagi's Balanced Brew and Its Global Appeal | Sake Education | Sake Regions | Urakasumi Sake Brewery: Miyagi's Finest Sake and Where to Buy in Thailand | same title prefix |
| 11 | Sake Grades Explained: Honjozo vs Junmai – A Complete Comparison Guide | Sake Education | Sake Types | Sake Grades Explained: Junmai, Honjozo, Ginjo & Daiginjo – A Beginner's Guide | same title prefix |
| 12 | SSA Thailand Certification: Top Sake Courses & Education in Bangkok | Sake Courses | — | Sake Education in Bangkok: Top Courses, Certification, and Career Paths | token overlap ≥0.6 |
| 13 | Sake and Thai BBQ Pairing: The Ultimate Guide to Moo Ping and Gai Yang | Sake Education | Sake Selection | The Ultimate Guide to Pairing Sake with Thai Isaan Salads: Som Tam & Larb Moo | token overlap ≥0.6 |
| 14 | Sake & Spicy Food Pairing: The Ultimate Guide to Chili Heat Matches | Sake Education | Sake Selection | Sake: Definition, Varieties, and Food Pairing Guide | token overlap ≥0.6 |
| 15 | How to Choose Bordeaux Wine: The Complete Guide to Wine Packages | Wine Tours | Bordeaux Wine Tour | Complete Guide to Top Bordeaux Wine Appellations: Médoc, Saint-Émilion, Sauternes & Cognac | token overlap ≥0.6 |
| 16 | Wine Scholar Certification: Curriculum, Levels, and Career Paths | Wine Courses | WSA Certified Courses | WSET Wine Certification Guide: Levels, Syllabus, and Career Paths | token overlap ≥0.6 |
| 17 | Wine Certifications Guide: From Beginner to Sommelier (2026) | Wine Courses | WSA Certified Courses | Wine Certifications in Thailand: WSET, WSA, and ISG Compared (2026 Guide) | token overlap ≥0.6 |
| 18 | Wine & Spirit Academy Bangkok: Your Guide to the WSET Level 1 Systematic Approach to Tasting Spirits (SAT) | Wine Courses | WSA Certified Courses | Wine & Spirit Academy Bangkok: Your Path from WSET Level 1 to Expert Sommelier | same title prefix |
| 19 | Sake Certification Guide: Comparing Sake Ninja, Sake Star, and Top Sake Courses for Your Career | Sake Courses | Level 2: Advanced Sake Course | Sake Education in Bangkok: Top Courses, Certification, and Career Paths | token overlap ≥0.6 |
| 20 | How to Store Sake Professionally: Temperature, Light, and Humidity Best Practices | Sake Courses | Level 2: Advanced Sake Course | How to Store & Serve Sake Properly: Temperature, Glassware & Best Practices | token overlap ≥0.6 |
| 21 | Sake Terroir Explained: How Water, Rice, and Climate Shape Regional Flavors | Sake Education | Sake Brewing | Sake Terroir: How Regional Flavors Shape Japanese Sake & Food Pairings | token overlap ≥0.6 |
| 22 | Sake Terroir Explained: How Regional Flavors and Brewing Traditions Shape Japan's Iconic Drink | Sake Education | Sake Brewing | Sake Terroir: How Regional Flavors Shape Japanese Sake & Food Pairings | token overlap ≥0.6 |
| 23 | The Essential Guide to Rinsing and Soaking Rice for Sake Brewing | Sake Education | Sake Brewing | Sake Brewing 101: The Essential Guide to Rice Milling, Washing, and Steaming | token overlap ≥0.6 |
| 24 | Kimoto vs Yamahai vs Sokujo: Sake Fermentation Starters Explained | Sake Education | Sake Brewing | Kimoto vs. Yamahai: Traditional Sake Fermentation Methods Explained | token overlap ≥0.6 |
| 25 | Sake Sommelier Certification in Thailand: Levels, Costs & Career Paths | Sake Courses | Level 3: Sake Sommelier Certification | Sake Sommelier vs. Sake Educator: Key Differences and Career Paths to Certification | token overlap ≥0.6 |
Each mapped topic checked against the 119-URL English sitemap. This page keeps the full resolution detail (how each live URL was matched). The master map itself only shows the two URLs that matter: Live URL and Proposed URL. 3 rows have no live URL at all (content doesn't exist yet despite "existing" status — treat as priority builds).
Two topics appear twice inside the 233-map under different clusters. Not deleted (would break row-number cross-references) — flagged for consolidation decision. Both also marked ⚠ in the master map's Alternates column:
| Rows | Topic | Clusters | Note |
|---|---|---|---|
| #79 / #182 | Wine by the Glass Program | wine / horeca | Same asset serving two intents; keep one canonical URL, cross-link the other. |
| #96 / #227 | WSET vs CMS vs FSS | wine / comparison | Row 96 resolves to the live article; #227's target slug is redundant — redirect to #96's URL. |