Sample Data

Real data, real formats. Download and evaluate.

Browse actual Linguabase output below—the same formats we deliver. The puzzle data was generated by our pipeline; the vocabulary slice is from our word ranking. Download the files and evaluate. If the data works for your game, email us.


Puzzle Data

25 complete puzzles, each with 10 categories and 10 words per category. Every word carries a difficulty score (1–9). The TSV format is what we ship—compact enough for app bundles, readable enough to debug by eye.

linguabase-sample · 25 puzzles · 250 categories · 2,500 words
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Each category is a concept (BIOPICS, IMPASSES, BATEAUX) with words ordered by difficulty. Easy words come first (difficulty 1–3), hard words last (7–9). Your game decides how many to use and where to set the threshold.


Clues

Short clues for word puzzles—1 to 5 words, multiple angles per term, plus giveaway hints. These are separate from the longer, sentence-style definitions (see below)—clues are terse hints for gameplay, not explanations.

clues · sample of 150 clues
WordClue 1Clue 2Clue 3More Obvious

Vocabulary

A slice of the word ranking layer: words starting with E, ranked by familiarity. The full dataset covers 400K words from common (rank under 10K) through educated (10K–100K) to technical (100K+). Multi-word expressions like “early bird” and “electric eel” are included.

vocabulary — words starting with E · 1,297 of ~13K E-words · 400K total vocabulary
WordRankFamiliarity

Associations

Every word connects to roughly 100 others, weighted by strength. Positions 1–15 are the strongest—the ones a player would see first. The full graph extends to ~42 terms per word, covering every major sense.

coreGraphs · 12 of 400K headwords · showing top 15 of ~42
HeadwordTop 15 Associations
boltnut, screw, rush, cloth, dash, flee, make a bolt for, latch, lightning, bolt of lightning, sprint, roll, lock, fastener, bolt-action
bridgecrossing, truss, span, bridge the gap, arch, bidding, suspension, suspension cables, viaduct, implant, duplicate, contract, trump, abutment, causeway
cranewhooping, heron, sandhill, hoist, derrick, tower crane, stork, egret, gantry, jib, demoiselle, wading, boom, crowned, pulley
crownscepter, throne, sovereign, regalia, diadem, empress, coronation, crown prince, royalty, apex, jeweled, zenith, top of the head, divine right, thorns
diamondsapphire, graphite, carbon, emerald, Hope Diamond, blood diamond, luster, ruby, hardness, diamond cut, baseball, baseball diamond, kimberlite, gemstone, carat
elephanttusk, pachyderm, trunk, elephant in the room, hippopotamus, mammoth, African elephant, Asian elephant, ivory, savanna, giraffe, Ganesh, lion, proboscidean, poaching
frostrime, icy, bitter, frozen, freezing, frostbite, snow, crystalline, hoarfrost, crisp, chill, hoar, frost pattern, ground frost, Jack Frost
honeyapiary, hive, honey bee, busy bee, thick, nectar, golden, comb, manuka, syrup, sweet, propolis, sugar, royal jelly, honey pot
jazzsaxophone, scat, groove, syncopation, solo, New Orleans, speakeasy, jazz club, call and response, Louis Armstrong, improvisation, big band, riff, jazz standard, polyrhythm
keyunlock, lock and key, cipher, keystone, key player, padlock, encryption, door, keycard, key card access, cryptography, access, fob, signature, transpose
mercuryquicksilver, Freddie Mercury, liquid metal, amalgam, dental amalgam, thermometer, rising temperatures, cinnabar, mercurial, Mercury retrograde, Roman god, planet Mercury, thimerosal, mad hatter, hatter
toastcheers, raise a glass, toaster, butter, jam, clink, speech, toast of the town, champagne, breakfast, bread, warm bread, sliced bread, crispy, burnt

Crane covers the bird, the machine, and the gesture. Mercury spans the element, the planet, the god, and Freddie Mercury. Every sense surfaces in the association list.


Definitions

400K readable definitions covering all major senses of each word—written at 45–65 words, usage examples in italics. Built for game clues, not dictionary lookup.

definitions · 12 of 400K · 7-tier priority system
bolt
A bolt may be a threaded fastener (nuts and bolts), an arrow (shoot a bolt), a flash of lightning, or a sliding mechanism: Pull on the bolt to unlock the door. To bolt is to move or depart rapidly: He bolted from the scene of the crime. If a plant bolts, it produces seed earlier than is desired. A different verb bolt is used only of flour; if you bolt flour, you sift it through a cloth or sieve.
bridge
A bridge is a structure that carries a road or path over water or some other obstacle or depression. This connecting feature gives rise to many other meanings that share an element of joining or spanning: The halfway house serves a bridge between addiction and the return to society. Bridge can also denote an anatomical feature, a dental appliance, or a passage in music. As a verb, bridge means to connect: a grant that will bridge the gap in funding. The card game bridge is separately derived.
crane
A crane is a large, long-legged wading bird known for its graceful neck and elaborate mating dances. The bird’s shape inspired the name for lifting machines—tall structures with long arms used to hoist and move heavy loads: Construction cranes dominated the skyline. To crane is to stretch one’s neck for a better view: She craned her neck to see over the crowd. A crane shot in film moves the camera on such a device.
crown
A crown is the top of something. Fancy headwear for royalty is typically a crown, but you may be awarded a crown for a victory in a competition: The spelling champ was accorded the division crown. A decayed tooth may need to be topped with a crown. When you crown someone, you may literally place a crown on their head, symbolically elevate them to a new rank, or just award them a prize. Something at the top also crowns: Ancient ruins crown the hilltop.
diamond
Diamond is a form of pure carbon and the hardest known mineral. A diamond is a piece of this, especially one cut to a symmetrical shape for jewelry or some technical function. A much less rare and valuable diamond is the four-sided shape of a slightly squashed square or rectangle; this symbol is also one of the suits in playing cards. Baseball is played on a field with roughly this shape that is called a diamond.
elephant
An elephant is a massive land mammal with thick gray skin, a long trunk, and large ears, native to Africa and Asia. Elephants are the largest living land animals. The phrase elephant in the room describes an obvious problem everyone ignores. A white elephant is a burdensome possession or an expensive gift of little use. To have a memory like an elephant is to remember everything.
frost
Frost is the thin layer of ice crystals that forms on cold surfaces when water vapor freezes: frost on the windshield, frost on the grass. Frost also refers to freezing temperatures: an early frost killed the tomatoes. To frost is to cover with frosting (icing on a cake) or to make glass opaque. Figuratively, frosty behavior is cold and unfriendly.
honey
Honey is a sweet, viscous substance made by bees from flower nectar. It serves as a natural sweetener: Do you want honey in your tea? The color and flavor vary by the flowers bees visit. As a term of endearment, honey addresses loved ones affectionately: Honey, I’m home. Something described as a honey is exceptionally good: That car is a honey.
jazz
Jazz is a genre of American music originating in the early twentieth century, characterized by improvisation, syncopated rhythms, and complex harmonies. It emerged from Black communities in New Orleans, blending African musical traditions with blues and ragtime. Beyond music, jazz can mean liveliness or excitement, and all that jazz dismisses accompanying details as unimportant. To jazz something up is to make it more interesting or lively.
key
The commonest and oldest use of key is for an object that opens a lock: car key, card key. The implicit idea of a thing essential for the use of something else has imbued key with an important adjectival role: the candidates avoided many of the key issues. If one thing is keyed to another, one either depends on, or provides, a reference to the other: she keyed her sermon to the congregation’s need for comfort. The small island called a key is separately derived.
mercury
Mercury is a silver-white metallic element that remains liquid at room temperature, also called quicksilver. It flows and beads distinctively, historically used in thermometers, barometers, and dental fillings before its toxicity was fully understood. The adjective mercurial, meaning volatile or unpredictable, derives from the planet rather than the element directly. The mercury rose to 98 degrees.
toast
Toast is bread browned by heat, typically in a toaster or under a broiler: buttered toast, toast and jam. To toast is to brown food this way, or to warm oneself: toasting by the fire. A toast is also a ritual of raising glasses to honor someone or something: a toast to the bride and groom. To be toast is slang for being doomed or finished: If the boss finds out, you’re toast.

Word Families

Morphological groupings connect each word to its inflections, derivations, and etymological relatives. In games, these prevent trivial moves—a player who reaches frost can’t hop to frosty or frozen.

sameRoot · 12 of 396K families
HeadwordFamily Members
boltbolts, bolted, bolting, thunderbolt, deadbolt, unbolt, unbolted, unbolting, bolt-hole, bolt-action, eye bolt
bridgecrossing, bridges, bridging, viaduct, bridged, drawbridge, footbridge, bridgeless, bridgehead, bridgeable, bridge the gap, bridgeheads, bridgework, bridge loan
cranecranes, craned, craning, tower crane, crane fly, crane operator, crane operators
crowncoronation, crowned, crowning, crowns, corona, corollary, coronet, coroner, crown jewels, uncrowned, coronal, coronary, crown of thorns, crown molding, crown prince
diamonddiamonds, adamant, diamondback, diamond dust, diamond ring, diamond rings, diamond jubilee, diamond saw, diamond in the rough
elephantelephants, elephant shrew, elephantiasis, elephant ear, elephant seal, elephant in the room, elephant ears, elephant seals, elephant garlic
frostfrozen, frosty, frosting, frosted, defrost, frostbite, frosts, frostiness, defrosting, defrosted, defrosts, frostily, permafrost, frostings, defroster, frosted glass
honeyhoneyed, honeymoon, honeycomb, honeys, honeydew, honeybee, honeybun, honeymoons, honeysuckle, honeybees, honeypot, honeycombed, honeybunch, honey badger, honey bee, honey mustard
jazzjazzy, jazzed, jazzes, jazzing, jazzier, jazzman, jazziest, jazzmen
keykeys, keyboard, keyhole, keynote, keystone, keying, keyed, keyboards, keypad, keyword, keychain, keywords, keycard, keystones, keystroke, keyless, keyring
mercurymercurial, mercuric chloride
toasttoasted, toaster, toasty, toasting, toasts, toasters, French toast, toastmaster, untoasted, toastiest, toastie, toaster oven

Usage Examples

1.5M literary quotations across 224K words, filtered by GPT-4.1 for appropriateness, memorability, and whether the word is central to the sentence’s meaning. Up to 10 per word, drawn from novels, essays, speeches, and journalism.

rateQuotes · 12 of 224K headwords · 1 of up to 10 quotes each
bolt
“Lock up your libraries if you like; but there is no gate, no lock, no bolt that you can set upon the freedom of my mind.”
Virginia Woolf, A Room of One’s Own, 1929
bridge
“Crossing a bridge, you were mirrored in the water below—same height, same size feet, same courage.”
Lisa See, Snow Flower and the Secret Fan, 2005
crane
“But the paneled room folded itself through a dozen impossible angles, tumbling away into cyberspace like an origami crane.”
William Gibson, Neuromancer, 1984
crown
“I never wanted the crown, it kept me from being my true self, but I was not permitted to refuse.”
Bernard Malamud, The Fixer, 1966
diamond
“The panorama was dazzling in the morning light, like the inside of a diamond; unbroken fields of snow stretched in all directions.”
Nick Paumgarten, The New Yorker, 2005
elephant
“I didn’t know it was an elephant; I thought it was part of the furniture.”
Stephen King, The Dark Tower, 2004
frost
“And leap by leap, like some pale frost wraith, the snowshoe rabbit flashed on ahead.”
Jack London, The Call of the Wild, 1903
honey
“We looked all around us through the honey’s gold light.”
Elizabeth Alexander, The New Yorker, 2015
jazz
“In all jazz, and especially in the blues, there is something tart and ironic, authoritative and double-edged.”
James Baldwin, The New Yorker, 1962
key
“Here was the key, but it unlocked nothing.”
Yosef Hayim Yerushalmi, The New Yorker, 2011
mercury
“Attempting to describe Boltanski’s devil is like trying to pick up mercury with a pair of pliers.”
Richard Flanagan, The New Yorker, 2013
toast
“Those are the days when we all drank one toast only: ‘No more wars.’”
J. Robert Oppenheimer, 1964

Seven Data Layers

All seven layers are sampled above. The full product:

Vocabulary 400K words with difficulty rankings.
Puzzle Data Category puzzles generated from the graph.
1.5M Clues Short hints per word for gameplay.
~40M Associations ~100 related words per entry, weighted by strength.
400K Definitions Readable paragraphs covering all meanings.
Word Families Morphological groupings for dedup and game logic.
1.5M Usage Examples Literary quotations filtered for quality.

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