{ "schema_version": "1.1", "source": "data/commercial-reasons.json", "purpose": "Atomic commercial reasons used for search, AI discovery, internal relevance and future evidence-led landing pages.", "publication_rule": "Candidate reasons may enrich discovery and concise product-page relevance, but must not create standalone landing pages until evidence promotes the reason.", "evidence_promotion_signals": [ "Google Search Console impressions", "Google or Bing clicks", "AI/catalogue referral evidence", "Etsy traffic or search terms", "sale or favourite activity consistent with intent", "repeated cross-product evidence" ], "products": { "etsy-4587208183": { "id": "etsy-4587208183", "name": "Fellowship of Feathers Birdwatching Sweatshirt", "reasons": { "identities": [ "birder", "birdwatcher", "bird lover", "backyard birdwatcher", "garden birdwatcher", "casual birder", "nature lover who notices birds first", "person whose attention always returns to the birds outside" ], "recipients": [ "gift for a birdwatcher", "gift for a female birder", "gift for a male birder", "gift for birdwatching wife", "gift for birdwatching husband", "gift for bird-loving mum", "gift for bird-loving dad", "gift for birding friend", "gift for retired birdwatcher", "gift for bird-club member" ], "behaviours_and_situations": [ "watches feeder activity", "notices birds from the garden", "takes binoculars on walks", "pauses to identify birds", "enjoys birding trips", "likes field-guide / natural-history imagery", "wants bird apparel that looks decorative rather than cartoonish" ], "motives": [ "hobby identity without a loud joke", "attractive bird design first, hobby signal second", "belonging / fellowship language", "wearable nature art", "subtle conversation starter", "a present that proves the giver understands the hobby" ], "visual_and_style": [ "cardinal sweatshirt", "bluebird sweatshirt", "chickadee sweatshirt", "three birds on a branch", "botanical bird illustration", "vintage bird illustration", "natural-history bird art", "ornate bird sweatshirt", "pretty bird sweatshirt", "woodland bird sweatshirt" ], "gift_and_occasion": [ "birdwatcher birthday gift", "Christmas gift for birder", "retirement gift for birdwatcher", "birding-trip gift", "bird-club gift" ], "search_phrasings": [ "birdwatching sweatshirt", "birder sweatshirt", "bird lover sweatshirt", "birdwatcher gift", "gift for birder", "pretty bird sweatshirt", "cardinal bluebird chickadee sweatshirt", "vintage bird sweatshirt", "birding crewneck", "nature lover sweatshirt" ], "cross_navigation": [ "gifts for birdwatchers", "hobby sweatshirts", "nature-inspired apparel", "illustrated hobby apparel", "club / fellowship identity apparel" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 61 }, "etsy-4585855792": { "id": "etsy-4585855792", "name": "Avian Addict Sweatshirt", "reasons": { "identities": [ "serious birder", "enthusiastic birdwatcher", "bird-list person", "bird-call identifier", "hobby obsessive", "birder who self-identifies through the activity" ], "recipients": [ "gift for serious birdwatcher", "gift for birder friend", "gift for birdwatching partner", "gift for birding mum", "gift for birding dad", "gift for bird-club member" ], "behaviours_and_situations": [ "stops mid-conversation to identify a bird call", "hears a call before seeing the bird", "spots and identifies species", "keeps a mental or written bird list", "enjoys the satisfaction of correct identification", "wears hobby jokes that insiders understand" ], "motives": [ "inside-joke recognition", "stronger identity signal than a generic bird picture", "humorous without being slapstick", "\"this is definitely me\" purchase", "gift that recognises behaviour, not merely the hobby category", "conversation starter with other birders" ], "visual_and_style": [ "cedar waxwing design", "bird identification theme", "bold birding typography", "compact hobby-identity graphic" ], "search_phrasings": [ "funny birdwatching sweatshirt", "birder inside joke sweatshirt", "bird identification sweatshirt", "birding addict sweatshirt", "cedar waxwing sweatshirt", "serious birder gift", "birdwatcher crewneck", "bird nerd sweatshirt", "gift for someone obsessed with birds", "heard spotted identified bird shirt / sweatshirt" ], "cross_navigation": [ "behavioural hobby apparel", "funny-but-wearable birding gifts", "gifts for serious birders", "birdwatching identity apparel" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 42 }, "etsy-4585158566": { "id": "etsy-4585158566", "name": "Found a Bird Kingfisher Sweatshirt", "reasons": { "identities": [ "casual birdwatcher", "cheerful birder", "kingfisher fan", "nature walker", "garden birdwatcher", "person easily delighted by spotting a bird" ], "recipients": [ "gift for birdwatcher", "kingfisher lover gift", "gift for nature-walking friend", "birding wife gift", "birding husband gift", "gift for mum who watches birds", "gift for dad who watches birds" ], "behaviours_and_situations": [ "bird sighting improves the day", "pauses on walks to look at birds", "watches from the garden", "riverbank birding", "notices movement and looks twice", "enjoys small wildlife sightings more than dramatic adventure" ], "motives": [ "optimistic hobby identity", "emotional truth / behavioural recognition", "accessible gift even for a casual birder", "bird art plus a relatable phrase", "recognisable sentiment without niche jargon" ], "visual_and_style": [ "kingfisher sweatshirt", "illustrated kingfisher apparel", "vintage bird lettering", "cheerful nature graphic", "bird spotting sweatshirt" ], "search_phrasings": [ "kingfisher sweatshirt", "birdwatching gift", "funny birdwatching sweatshirt", "found a bird day improved", "bird lover crewneck", "bird spotting sweatshirt", "gift for casual birder", "nature walk sweatshirt", "garden birdwatcher gift" ], "cross_navigation": [ "gifts for birdwatchers", "gifts for nature walkers", "optimistic hobby apparel", "bird species designs" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 42 }, "etsy-4581920393": { "id": "etsy-4581920393", "name": "Mah-Jong Social Club Sweatshirt", "reasons": { "identities": [ "mahjong player", "mahjong regular", "game-night person", "social-club player", "competitive-but-social player", "cat lover who plays mahjong" ], "recipients": [ "gift for mahjong player", "gift for mahjong friend", "gift for mahjong mum", "gift for mahjong grandma", "gift for mahjong wife", "gift for mahjong group member", "cat-lover mahjong gift" ], "behaviours_and_situations": [ "says \"one more round\" and keeps playing", "regular mahjong night", "club meetup", "tournament day", "group game night", "late-night play", "wants something fun to wear to the table" ], "motives": [ "social belonging", "club identity", "inside joke", "colourful statement design", "unusual mahjong gift", "crossover appeal: mahjong + cats", "gift that feels more specific than generic tile graphics" ], "visual_and_style": [ "mahjong cat sweatshirt", "Hong Kong night design", "red sunglasses cat", "colourful mahjong sweatshirt", "social club emblem", "playful retro nightlife feel" ], "gift_and_occasion": [ "mahjong birthday gift", "hostess / game-night gift", "club friend gift", "tournament gift", "holiday gift for mahjong player" ], "search_phrasings": [ "mahjong sweatshirt", "mahjong social club sweatshirt", "funny mahjong sweatshirt", "cat mahjong sweatshirt", "gift for mahjong player", "mahjong night sweatshirt", "mahjong club apparel", "mahjong grandma gift", "mahjong mom sweatshirt", "one more round mahjong" ], "cross_navigation": [ "mahjong gifts", "club-and-society apparel", "game-night apparel", "cat lover gifts", "hobby sweatshirts" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 53 }, "etsy-4581938116": { "id": "etsy-4581938116", "name": "Four Winds Institute Sweatshirt", "reasons": { "identities": [ "mahjong player", "strategy-game lover", "regular game-night player", "mahjong-club member", "tile-game enthusiast" ], "recipients": [ "gift for mahjong player", "gift for mahjong group member", "gift for strategy-loving mahjong player", "gift for mahjong mum", "gift for mahjong friend" ], "behaviours_and_situations": [ "regular club night", "strategic player", "enjoys traditional tile symbolism", "likes understated hobby references", "wears game identity without a joke slogan" ], "motives": [ "insider recognition", "imagined institute / membership identity", "more refined than novelty mahjong apparel", "traditional-symbol appeal", "quiet belonging", "gift for someone who prefers subtle design" ], "visual_and_style": [ "four winds mahjong sweatshirt", "wind tile design", "bamboo mahjong design", "vintage institute crest", "understated mahjong sweatshirt", "old-club aesthetic" ], "search_phrasings": [ "mahjong club sweatshirt", "four winds mahjong sweatshirt", "mahjong wind tiles sweatshirt", "vintage mahjong sweatshirt", "subtle mahjong sweatshirt", "mahjong player gift", "mahjong game night sweatshirt", "mahjong institute sweatshirt" ], "cross_navigation": [ "mahjong gifts", "understated hobby apparel", "club-and-society apparel", "game-night clothing" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 39 }, "etsy-4581339912": { "id": "etsy-4581339912", "name": "Dragon Tile Guild Sweatshirt", "reasons": { "identities": [ "mahjong player", "dragon-tile fan", "game-night regular", "mahjong-group member", "bold hobby dresser" ], "recipients": [ "gift for mahjong player", "gift for dragon-tile fan", "gift for mahjong friend", "gift for mahjong mum", "club member gift" ], "behaviours_and_situations": [ "game night", "mahjong club meetup", "tournament / social event", "likes recognisable tile iconography", "wants a 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"identities": [ "sourdough baker", "home bread baker", "experienced starter keeper", "artisan-bread enthusiast", "person proud of bread-making skill" ], "recipients": [ "gift for sourdough baker", "gift for bread baker", "gift for home baker", "gift for baker friend", "gift for sourdough mum", "gift for sourdough dad", "gift for someone who makes bread every week" ], "behaviours_and_situations": [ "feeds a starter", "folds dough", "ferments dough", "bakes loaves", "plans around proofing time", "enjoys the full bread-making ritual" ], "motives": [ "earned-title identity", "pride in craft", "recognition of real process", "heritage bakery aesthetic", "gift that acknowledges skill rather than merely \"likes bread\"", "wearable badge of competence" ], "visual_and_style": [ "artisan loaf design", "wheat graphic", "heritage bakery sweatshirt", "vintage bakery apparel", "breadsmith title design" ], "search_phrasings": [ "sourdough baker sweatshirt", "bread baker sweatshirt", "master 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Naturally Leavened Sweatshirt", "reasons": { "identities": [ "sourdough baker", "natural-leavening enthusiast", "bread baker", "starter keeper", "flour-and-fermentation obsessive" ], "recipients": [ "gift for sourdough baker", "gift for bread-making friend", "gift for home baker", "gift for starter-obsessed baker", "sourdough mum gift", "sourdough dad gift" ], "behaviours_and_situations": [ "schedule follows the starter", "checks fermentation", "keeps starter alive", "bakes naturally leavened bread", "spends weekends making dough" ], "motives": [ "bold hobby identity", "graphic typography over literal illustration", "heritage flour-sack aesthetic", "insider term \"naturally leavened\"", "gift for someone who has made sourdough part of daily life" ], "visual_and_style": [ "vintage flour sack design", "wheat graphic", "oversized typography", "heritage bakery sweatshirt", "rustic baking apparel" ], "search_phrasings": [ "sourdough sweatshirt", "dough sweatshirt", "naturally leavened 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"behavioural truth: good bread takes time", "guild / belonging identity", "quiet membership badge", "craft pride", "philosophy-of-baking gift", "wearable signal to other sourdough people" ], "visual_and_style": [ "rustic loaf design", "wheat graphic", "vintage bakery crest", "guild emblem", "old bakery sweatshirt", "understated baking identity" ], "search_phrasings": [ "slow rise guild sweatshirt", "sourdough club sweatshirt", "good bread takes time sweatshirt", "sourdough baker gift", "vintage sourdough sweatshirt", "bread baking guild", "slow food sweatshirt", "starter keeper sweatshirt" ], "cross_navigation": [ "sourdough gifts", "club-and-society apparel", "craft identity apparel", "slow-food gifts", "vintage hobby sweatshirts" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 41 }, "etsy-4583653757": { "id": "etsy-4583653757", "name": "I Knead This Sweatshirt", "reasons": { "identities": [ "sourdough baker", "home bread baker", "starter keeper", "baking-tools enthusiast", "hobby baker with a sense of humour" ], "recipients": [ "funny gift for sourdough baker", "gift for bread baker", "gift for starter keeper", "gift for baking friend", "sourdough mum gift", "sourdough dad gift" ], "behaviours_and_situations": [ "feeds starter", "keeps flour and tools on hand", "talks about dough hydration / fermentation", "builds routines around bread", "recognises baking equipment instantly" ], "motives": [ "bread pun", "visual checklist of the hobby", "playful identity without cartoon styling", "easy gift for a baker when you do not know their exact bread preference", "\"that is so you\" recognition" ], "visual_and_style": [ "vintage baking grid", "starter jar illustration", "flour and bread tools", "rustic bread graphic", "baking icon sweatshirt" ], "search_phrasings": [ "funny sourdough sweatshirt", "I knead this sweatshirt", "bread pun sweatshirt", "sourdough baker gift", "bread baker gift", "starter keeper sweatshirt", "baking 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dorian gray desk mat", "book lover desk mat", "gift for book lover", "oscar wilde desk mat", "oscar wilde gift", "the picture of dorian gray gift", "book lover gift", "literary desk pad", "bookish desk mat" ], "cross_navigation": [ "literary gifts", "gifts for book lovers", "literary desk mats", "desk mats", "desk decor gifts", "hobby and identity gifts" ] } }, "etsy-4541342948": { "id": "etsy-4541342948", "name": "Romeo & Juliet Desk Mat", "status": "candidate", "validation_state": "hypothesis_pending_evidence", "evidence_basis": "catalogue_semantics_and_editorial_hypothesis", "reason_count": 44, "reasons": { "identities": [ "reader", "book lover", "Romeo and Juliet fan", "reader with a themed desk", "person who wants artwork under the keyboard and mouse" ], "recipients": [ "gift for a book lover", "gift for a English teacher", "gift for someone setting up a reading or writing desk" ], "behaviours_and_situations": [ "reads for pleasure", "builds identity around favourite books", 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"gift_and_occasion": [ "birthday gift for a book lover", "Christmas gift for a book lover" ], "search_phrasings": [ "literary T-shirt", "heathcliff original gaslighter T-shirt", "book lover T-shirt", "gift for book lover", "brontë T-shirt", "brontë gift", "wuthering heights T-shirt", "wuthering heights gift", "book lover gift", "literature student gift", "Heathcliff t-shirt", "Wuthering Heights t-shirt", "heathcliff original gaslighter t-shirt" ], "cross_navigation": [ "literary gifts", "gifts for book lovers", "literary T-shirts", "Brontë gifts", "gothic literary gifts", "hobby and identity gifts" ] } }, "etsy-4376546880": { "id": "etsy-4376546880", "name": "Yorkshire Moors Mourning Club T-Shirt", "status": "candidate", "validation_state": "hypothesis_pending_evidence", "evidence_basis": "catalogue_semantics_and_editorial_hypothesis", "reason_count": 50, "reasons": { "identities": [ "reader", "book lover", "Wuthering Heights fan" ], "recipients": [ "gift for a book lover", "gift for a English teacher", "gift for a literature student" ], "behaviours_and_situations": [ "reads for pleasure", "builds identity around favourite books", "wears literary references to book-club gatherings", "recognises literary references other people may miss", "wears book references as everyday identity" ], "motives": [ "specific literary gift rather than generic bookish merchandise", "wear an insider reference without a loud fandom graphic", "signal a favourite book without using generic 'book lover' wording", "choose a design tied to a specific story, author or literary world", "reward people who recognise the reference without explaining it", "create the feeling of membership in an imagined literary club or institution", "combine literary identity with a gothic aesthetic" ], "visual_and_style": [ "dark academia T-shirt", "gothic T-shirt", "vintage-inspired T-shirt", "club / society emblem T-shirt", "understated insider reference T-shirt", "Brontë-inspired T-shirt", "Emily Brontë-inspired T-shirt", "Wuthering Heights-inspired T-shirt", "literary T-shirt", "Yorkshire Moors Mourning Club design" ], "gift_and_occasion": [ "birthday gift for a book lover", "Christmas gift for a book lover" ], "search_phrasings": [ "literary T-shirt", "yorkshire moors mourning club T-shirt", "book lover T-shirt", "gift for book lover", "brontë T-shirt", "brontë gift", "emily brontë T-shirt", "emily brontë gift", "wuthering heights T-shirt", "wuthering heights gift", "book lover gift", "english teacher gift", "literature student gift", "yorkshire moors mourning club t-shirt" ], "cross_navigation": [ "literary gifts", "gifts for book lovers", "literary T-shirts", "Brontë gifts", "gothic literary gifts", "hobby and identity gifts" ] } }, "etsy-4331039962": { "id": "etsy-4331039962", "name": "Feral But Literate T-Shirt", "status": "candidate", "validation_state": "hypothesis_pending_evidence", "evidence_basis": "catalogue_semantics_and_editorial_hypothesis", "reason_count": 35, "reasons": { "identities": [ "reader", "book lover", "Romantasy fan", "romantasy reader", "reader with feral-bookish humour" ], "recipients": [ "gift for a book lover" ], "behaviours_and_situations": [ "reads for pleasure", "builds identity around favourite books", "wears literary references to book-club gatherings", "recognises literary references other people may miss", "wears book references as everyday identity" ], "motives": [ "specific literary gift rather than generic bookish merchandise", "signal a favourite book without using generic 'book lover' wording", "choose a design tied to a specific story, author or literary world", "combine self-deprecating reader identity with wearable humour" ], "visual_and_style": [ "Romantasy-inspired T-shirt", "literary T-shirt", "Feral But Literate design" ], "gift_and_occasion": [ "birthday gift for a book lover", "Christmas gift for a book lover" ], "search_phrasings": [ "literary T-shirt", "feral but literate T-shirt", "book lover T-shirt", "gift for book lover", "romantasy T-shirt", "romantasy gift", "book lover gift", "feral but literate shirt", "romantasy reader shirt", "funny book lover t-shirt", "feral but literate t-shirt" ], "cross_navigation": [ "literary gifts", "gifts for book lovers", "literary T-shirts", "hobby and identity gifts" ] } }, "etsy-4369266566": { "id": "etsy-4369266566", "name": "A Reader Lives a Thousand Lives T-Shirt", "status": "candidate", "validation_state": "hypothesis_pending_evidence", "evidence_basis": "catalogue_semantics_and_editorial_hypothesis", "reason_count": 32, "reasons": { "identities": [ "reader", "book lover" ], "recipients": [ "gift for a book lover", "gift for a literature student", "gift for a librarian" ], "behaviours_and_situations": [ "reads for pleasure", "builds identity around favourite books", "wears literary references to book-club gatherings", "recognises literary references other people may miss", "wears book references as everyday identity" ], "motives": [ "specific literary gift rather than generic bookish merchandise", "signal a favourite book without using generic 'book lover' wording", "choose a design tied to a specific story, author or literary world", "express reading as a core personal identity" ], "visual_and_style": [ "literary T-shirt", "A Reader Lives a Thousand Lives design" ], "gift_and_occasion": [ "birthday gift for a book lover", "Christmas gift for a book lover" ], "search_phrasings": [ "literary T-shirt", "a reader lives a thousand lives T-shirt", "book lover T-shirt", "gift for book lover", "book lover gift", "literature student gift", "librarian gift", "reader lives a thousand lives shirt", "reader quote t-shirt", "a reader lives a thousand lives t-shirt" ], "cross_navigation": [ "literary gifts", "gifts for book lovers", "literary T-shirts", "hobby and identity gifts" ] } }, "etsy-4587703421": { "id": "etsy-4587703421", "name": "His & Hers Hiking Sweatshirts", "status": "candidate", "validation_state": "hypothesis_pending_evidence", "evidence_basis": "approved_product_intake_and_editorial_hypothesis", "reason_count": 46, "reasons": { "identities": [ "hiker", "hiking couple", "husband who hikes", "wife who hikes", "trail-loving couple", "outdoor couple" ], "recipients": [ "gift for a hiking husband", "gift for a hiking wife", "gift for a hiking couple", "gift for a trail partner", "gift for an outdoorsy couple" ], "behaviours_and_situations": [ "hikes together at weekends", "complains about the hills and keeps going", "plans walking and hiking holidays", "wears matching or coordinated clothing on trips", "chooses separate sizes and colours for each partner" ], "motives": [ "couple identity built around a shared hobby", "coordinated without requiring identical colours or sizes", "inside joke about being exhausted after hiking", "anniversary or Christmas gift based on something the couple actually does together", "matching apparel that still lets each person choose their own version" ], "visual_and_style": [ "HIS and HERS hiking sweatshirt", "coordinated hiking couple design", "I Hike Therefore I Am Exhausted design", "hiking crewneck sweatshirt", "matching-but-not-identical couple apparel" ], "gift_and_occasion": [ "birthday gift for a hiker", "Christmas gift for a hiking couple", "anniversary gift for hikers", "hiking holiday gift", "outdoor weekend gift" ], "search_phrasings": [ "his and hers hiking sweatshirts", "matching hiking sweatshirts", "hiking couple sweatshirts", "hiking husband gift", "hiking wife gift", "gift for hiking couple", "funny hiking sweatshirt", "I hike therefore I am exhausted sweatshirt", "matching couple hiking shirts", "hiking anniversary gift" ], "cross_navigation": [ "gifts for hikers", "hiking couple gifts", "matching couple apparel", "hobby sweatshirts", "outdoor relationship gifts" ] } }, "etsy-4592053330": { "id": "etsy-4592053330", "name": "Backyard Birds Sweatshirt – Northern Cardinal, Eastern Bluebird & Black-capped Chickadee", "reasons": { "identities": [ "birdwatcher", "backyard birder", "bird lover", "nature and wildlife enthusiast" ], "recipients": [ "gift for a birdwatcher", "gift for a backyard birder", "gift for a bird-loving mum", "gift for a bird-loving friend or family member" ], "behaviours_and_situations": [ "watches birds outside the window", "enjoys feeder visitors", "notices birds along the trail" ], "motives": [ "wearable bird illustration without a slogan", "a present that reflects a love of backyard birds" ], "visual_and_style": [ "Northern Cardinal illustration", "Eastern Bluebird illustration", "Black-capped Chickadee illustration", "three backyard birds on a flowering branch", "white blossoms and leafy branches" ], "gift_and_occasion": [ "birdwatcher birthday gift", "Christmas gift for a bird lover", "everyday gift for a nature enthusiast" ], "search_phrasings": [ "backyard birds sweatshirt", "Northern Cardinal Eastern Bluebird Black-capped Chickadee sweatshirt", "Gildan 18000 bird lover crewneck", "birdwatcher sweatshirt gift", "nature lover sweatshirt" ], "cross_navigation": [ "gifts for birdwatchers", "bird lover gifts", "nature-inspired apparel", "hobby sweatshirts" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 30, "evidence_source": "outputs/evidence/2026-10-09/backyard-birds-etsy-observation.json" }, "etsy-4592459557": { "id": "etsy-4592459557", "name": "Hiking Husband & Wife Sweatshirts", "reasons": { "identities": [ "hiking husband", "hiking wife", "hiking couple", "outdoorsy couple" ], "recipients": [ "gift for a hiking husband", "gift for a hiking wife", "gift for outdoor-loving newlyweds", "gift for hiking partners" ], "behaviours_and_situations": [ "explores mountain trails together", "enjoys camping weekends", "takes cabin getaways", "chooses a separate size and colour for each partner" ], "motives": [ "celebrates a shared love of the outdoors", "coordinates two hiking designs", "marks an anniversary through a shared hobby" ], "visual_and_style": [ "mountain landscape artwork", "evergreen tree illustration", "setting sun graphic", "bold Hiking Husband and Hiking Wife lettering", "forest green couple sweatshirts" ], "gift_and_occasion": [ "hiking anniversary gift", "birthday gift for a hiking partner", "Christmas gift for an outdoorsy couple", "Valentine's Day gift for hikers" ], "search_phrasings": [ "Hiking Husband sweatshirt", "Hiking Wife sweatshirt", "matching hiking couple sweatshirts", "Gildan 18000 hiking crewneck", "outdoor anniversary gift" ], "cross_navigation": [ "hobby sweatshirts", "hiking gifts", "couple gifts" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 32, "evidence_source": "outputs/evidence/2026-10-10/hiking-husband-wife-etsy-observation.json" }, "etsy-4597942006": { "id": "etsy-4597942006", "name": "Personalised Marginalia Book Club Sweatshirt", "reasons": { "identities": [ "book club member", "reading group organiser", "book lover" ], "recipients": [ "gift for a book club member", "personalised gift for a reading friend" ], "behaviours_and_situations": [ "meets a reading group to discuss books", "chooses a club name and founding year", "orders each member name, size and colour separately" ], "motives": [ "celebrates a shared literary tradition", "gives each member an individual name on a coordinated design" ], "visual_and_style": [ "vintage engraved open book", "arched A CHAPTER OF OUR OWN typography", "signature-style member name", "ivory print on Black or Dark Heather", "black print on Sand or Sport Gray" ], "gift_and_occasion": [ "book club anniversary gift", "reading group gathering", "bookish birthday gift", "Christmas gift for a book club member" ], "search_phrasings": [ "personalised book club sweatshirt", "custom book club name crewneck", "book club sweatshirt with member name", "Gildan 18000 reading group sweatshirt" ], "cross_navigation": [ "gifts for book lovers", "book club wear", "hobby sweatshirts" ] }, "status": "candidate", "validation_state": "hypothesis_pending_evidence", "reason_count": 26, "evidence_source": "outputs/evidence/2026-10-18/marginalia-etsy-observation.json" } }, "derived": false }