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README.md

@@ -1,10 +1,7 @@
----
-title: EntropyWordleSolver
-emoji: 🌍
+title: "Wordle Solver"
+emoji: 🧩
 colorFrom: blue
 colorTo: purple
-sdk: docker
+sdk: static
 pinned: false
----
-
-Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference
+license: mit

all_historical_wordles.txt

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+aback
+abase
+abate
+abbey
+abide
+about
+above
+abyss
+acorn
+acrid
+actor
+acute
+adage
+adapt
+adept
+admin
+admit
+adobe
+adopt
+adore
+adult
+affix
+after
+again
+agape
+agate
+agent
+agile
+aging
+aglow
+agony
+agree
+ahead
+aisle
+alarm
+album
+alert
+alien
+alike
+alive
+allow
+aloft
+alone
+aloof
+aloud
+alpha
+altar
+alter
+amass
+amber
+amble
+amiss
+ample
+angel
+anger
+angle
+angry
+angst
+annex
+anode
+antic
+anvil
+aorta
+apart
+aphid
+apple
+apply
+apron
+aptly
+arbor
+ardor
+argue
+aroma
+arrow
+artsy
+ascot
+ashen
+aside
+askew
+assay
+asset
+atlas
+atoll
+atone
+atria
+audio
+audit
+avail
+avert
+await
+awake
+award
+aware
+awash
+awful
+axiom
+azure
+bacon
+badge
+badly
+bagel
+baker
+baler
+balmy
+balsa
+banal
+banjo
+barge
+basic
+basin
+baste
+bathe
+baton
+batty
+bawdy
+bayou
+beach
+beady
+beast
+beaut
+beefy
+beget
+begin
+being
+belch
+belie
+belly
+below
+bench
+beret
+berth
+beset
+bevel
+bicep
+bilge
+binge
+biome
+birch
+birth
+black
+blade
+blame
+bland
+blank
+blare
+blaze
+bleak
+bleed
+bleep
+blimp
+blink
+bliss
+block
+bloke
+blond
+blown
+bluff
+blurb
+blurt
+blush
+board
+boast
+bongo
+bonus
+booby
+boost
+booty
+booze
+boozy
+borax
+borne
+bossy
+bough
+boxer
+brace
+braid
+brain
+brake
+brand
+brash
+brass
+brave
+bravo
+brawn
+bread
+break
+breed
+briar
+bribe
+bride
+brief
+brine
+bring
+brink
+briny
+brisk
+broad
+broke
+brook
+broom
+broth
+brown
+brush
+brute
+buddy
+buggy
+bugle
+build
+built
+bulky
+bully
+bunch
+burly
+burnt
+cable
+cacao
+cache
+cadet
+camel
+cameo
+candy
+canny
+canoe
+canon
+caper
+carat
+cargo
+carol
+carry
+carve
+catch
+cater
+caulk
+cause
+cease
+cedar
+chafe
+chain
+chalk
+champ
+chant
+chaos
+chard
+charm
+chart
+chase
+cheap
+cheat
+check
+cheek
+cheer
+chest
+chief
+child
+chill
+chime
+chock
+choir
+choke
+chord
+chore
+chose
+chunk
+chute
+cider
+cigar
+cinch
+circa
+civic
+clash
+class
+clean
+clear
+cleft
+clerk
+click
+climb
+cling
+cloak
+clock
+clone
+close
+cloth
+cloud
+clove
+clown
+cluck
+coach
+coast
+cocoa
+colon
+comet
+comfy
+comma
+condo
+conic
+coral
+corer
+corny
+could
+count
+court
+cover
+covet
+cower
+coyly
+craft
+cramp
+crane
+crank
+crass
+crate
+crave
+crawl
+craze
+crazy
+creak
+cream
+credo
+crepe
+crept
+crest
+crime
+crimp
+crisp
+croak
+crone
+crook
+cross
+crowd
+crown
+crumb
+crush
+crust
+crypt
+cumin
+curio
+curly
+curse
+curve
+cyber
+cynic
+daddy
+daisy
+dance
+dandy
+datum
+daunt
+deals
+death
+debit
+debug
+debut
+decal
+decay
+decoy
+decry
+deity
+delay
+delta
+delve
+denim
+depot
+depth
+deter
+devil
+diary
+dicey
+digit
+diner
+dingo
+dingy
+dirge
+disco
+ditto
+ditty
+dodge
+dogma
+doing
+dolly
+donor
+donut
+dopey
+doubt
+dowel
+dowry
+dozen
+draft
+drain
+drawn
+dread
+dream
+drink
+drive
+droll
+drone
+drool
+droop
+drove
+dryer
+duchy
+dummy
+dutch
+duvet
+dwarf
+dwell
+dwelt
+eager
+eagle
+early
+earth
+easel
+ebony
+edict
+edify
+egret
+eject
+elate
+elbow
+elder
+elite
+elope
+elude
+email
+ember
+empty
+enact
+endow
+enema
+enjoy
+ennui
+ensue
+enter
+epoch
+epoxy
+equal
+equip
+erode
+error
+erupt
+essay
+ether
+ethic
+ethos
+evade
+event
+every
+evoke
+exact
+exalt
+excel
+exert
+exile
+exist
+expel
+extol
+extra
+exult
+facet
+faint
+faith
+false
+fancy
+farce
+fault
+favor
+feast
+feign
+feral
+ferry
+fever
+fewer
+fiber
+field
+fiend
+fifth
+fifty
+filet
+final
+finch
+finer
+first
+fishy
+fixer
+fjord
+flail
+flair
+flake
+flame
+flank
+flare
+flash
+flask
+flesh
+flick
+fling
+flint
+flirt
+float
+flock
+flood
+floor
+flora
+floss
+flour
+flout
+flown
+fluff
+flume
+flung
+flunk
+flyer
+foamy
+focal
+focus
+foggy
+foist
+folio
+folly
+foray
+force
+forge
+forgo
+forte
+forth
+forty
+found
+foyer
+frail
+frame
+frank
+fresh
+fried
+frill
+frock
+frond
+front
+frost
+froth
+frown
+froze
+fully
+fungi
+funky
+funny
+fuzzy
+gamer
+gamma
+gamut
+gaudy
+gaunt
+gauze
+gawky
+gecko
+genie
+genre
+ghost
+ghoul
+giant
+giddy
+girth
+given
+glade
+gland
+glass
+glaze
+gleam
+glean
+glide
+gloat
+globe
+gloom
+glory
+glove
+glyph
+gnash
+gnome
+gofer
+going
+golem
+goner
+goody
+goofy
+goose
+gorge
+gouge
+grace
+grade
+grail
+grain
+grand
+grant
+graph
+grasp
+grate
+great
+greed
+green
+greet
+grief
+grift
+grime
+grimy
+grind
+gripe
+groan
+groin
+groom
+group
+grout
+grove
+growl
+grown
+gruel
+guano
+guard
+guest
+guide
+guild
+guile
+gully
+gummy
+guppy
+gusty
+habit
+hairy
+halve
+handy
+happy
+harsh
+hatch
+hater
+haunt
+havoc
+hazel
+heady
+heard
+heart
+heath
+heave
+heavy
+hefty
+heist
+helix
+hello
+hence
+heron
+hilly
+hinge
+hippo
+hitch
+hoard
+hobby
+homer
+honey
+horde
+horse
+hotel
+hound
+house
+hover
+howdy
+human
+humid
+humor
+humph
+hunch
+hunky
+hurry
+hutch
+hyena
+hyper
+icing
+idiom
+idler
+igloo
+image
+imbue
+impel
+inane
+inbox
+incur
+index
+indie
+inept
+inert
+infer
+inlay
+inner
+input
+inter
+intro
+ionic
+irate
+irony
+islet
+issue
+itchy
+ivory
+jaunt
+jazzy
+jelly
+jerky
+jewel
+jiffy
+joint
+joker
+jolly
+joust
+judge
+juice
+jumpy
+karma
+kayak
+kazoo
+kebab
+kefir
+khaki
+kiosk
+knack
+knave
+knead
+kneel
+knell
+knelt
+knock
+knoll
+known
+koala
+krill
+label
+labor
+ladle
+lager
+lanky
+lapel
+lapse
+large
+larva
+laser
+lasso
+latte
+laugh
+layer
+leafy
+leaky
+leapt
+learn
+lease
+leash
+leave
+ledge
+leech
+leery
+leggy
+lemon
+lemur
+level
+libel
+light
+lilac
+limit
+linen
+liner
+lingo
+lithe
+liver
+livid
+llama
+local
+locus
+lodge
+lofty
+logic
+loopy
+loris
+loser
+louse
+lousy
+lover
+lower
+lowly
+loyal
+lucid
+lucky
+lumpy
+lunar
+lunch
+lunge
+lusty
+lying
+macaw
+macho
+madam
+madly
+magic
+magma
+maize
+major
+mambo
+manga
+mango
+mania
+manly
+manor
+maple
+march
+marry
+marsh
+mason
+masse
+match
+matey
+matte
+mauve
+maxim
+maybe
+mayor
+mealy
+meant
+medal
+media
+medic
+melon
+mercy
+merge
+merit
+merry
+metal
+meter
+metro
+micro
+midge
+midst
+mimic
+mince
+miner
+minty
+minus
+mirth
+modal
+model
+modem
+moist
+molar
+moldy
+mommy
+money
+month
+moose
+moral
+mossy
+motor
+motto
+moult
+mount
+mourn
+mouse
+movie
+mucky
+mulch
+mummy
+munch
+mural
+mushy
+music
+musty
+naive
+nanny
+nasal
+nasty
+natal
+naval
+navel
+needy
+neigh
+nerdy
+nerve
+nervy
+never
+nicer
+niche
+night
+ninja
+ninth
+noble
+noise
+nomad
+north
+novel
+nudge
+nurse
+nymph
+occur
+ocean
+octet
+oddly
+offal
+offer
+often
+older
+olive
+omega
+onion
+onset
+opera
+order
+organ
+other
+otter
+ought
+ounce
+outdo
+outer
+overt
+owner
+oxide
+ozone
+paint
+panel
+panic
+papal
+paper
+parer
+parry
+party
+pasta
+patch
+patio
+patsy
+patty
+pause
+peace
+peach
+pearl
+pedal
+penne
+perch
+perky
+pesky
+petty
+phase
+phone
+phony
+photo
+piano
+picky
+piece
+piety
+pilot
+pinch
+piney
+pinky
+pinto
+pious
+piper
+pique
+pitch
+pithy
+pixel
+pixie
+place
+plaid
+plain
+plait
+plank
+plant
+plate
+plaza
+pleat
+pluck
+plumb
+plunk
+point
+poise
+poker
+polar
+polka
+polyp
+poppy
+porch
+pound
+power
+prank
+preen
+press
+price
+prick
+pride
+prime
+primo
+primp
+print
+prior
+prize
+probe
+prone
+prong
+prose
+proud
+prove
+prowl
+proxy
+prune
+psalm
+pulpy
+pupil
+purge
+quail
+quake
+qualm
+quart
+quash
+queen
+query
+quest
+queue
+quick
+quiet
+quirk
+quite
+quota
+quote
+radio
+rainy
+raise
+ramen
+ranch
+range
+rapid
+ratio
+ratty
+rayon
+reach
+react
+ready
+realm
+rebel
+rebus
+rebut
+recap
+recur
+refer
+regal
+relax
+relic
+renew
+repay
+repel
+rerun
+resin
+retch
+retro
+retry
+reuse
+revel
+revue
+rhino
+rhyme
+rider
+ridge
+right
+rigid
+riper
+risen
+rival
+rivet
+roach
+robin
+robot
+rocky
+rodeo
+rogue
+roomy
+rouge
+rough
+round
+rouse
+route
+rover
+rowdy
+rower
+royal
+ruddy
+ruder
+rumba
+rupee
+rusty
+saint
+salad
+sally
+salsa
+salty
+sandy
+sassy
+saucy
+sauna
+saute
+savor
+savvy
+scald
+scale
+scant
+scare
+scarf
+scent
+scoff
+scold
+scone
+scope
+score
+scorn
+scour
+scout
+scowl
+scram
+scrap
+scrub
+scrum
+sedan
+seedy
+sense
+serum
+serve
+seven
+sever
+shade
+shaft
+shake
+shaky
+shall
+shame
+shank
+shape
+shard
+share
+sharp
+shave
+shawl
+shear
+sheet
+shelf
+shell
+shift
+shine
+shire
+shirk
+shore
+shorn
+shout
+shove
+shown
+showy
+shrub
+shrug
+shuck
+shunt
+shush
+shyly
+siege
+sight
+silly
+since
+sissy
+sixth
+skate
+skier
+skiff
+skill
+skimp
+skirt
+skunk
+slang
+slate
+sleek
+sleep
+slice
+slope
+slosh
+sloth
+slump
+slung
+small
+smart
+smash
+smear
+smelt
+smile
+smirk
+smite
+smith
+smock
+smoke
+snack
+snafu
+snail
+snake
+snaky
+snare
+snarl
+sneak
+snoop
+snort
+snout
+soggy
+solar
+solid
+solve
+sonic
+sorry
+sound
+south
+sower
+space
+spade
+spare
+spark
+spate
+speak
+spear
+speck
+spell
+spelt
+spend
+spent
+spice
+spicy
+spiel
+spike
+spill
+spine
+spire
+spite
+splat
+split
+spoke
+spoon
+spore
+sport
+spout
+spray
+sprig
+spurt
+squad
+squat
+squid
+staff
+stage
+staid
+stain
+stair
+stake
+stale
+stall
+stamp
+stand
+stare
+stark
+start
+stash
+state
+stead
+steam
+steed
+steel
+steep
+stein
+stern
+stick
+stiff
+still
+stilt
+sting
+stink
+stint
+stock
+stoic
+stole
+stomp
+stone
+stony
+stood
+stool
+store
+stork
+storm
+story
+stout
+stove
+strap
+straw
+stray
+study
+stump
+stung
+style
+suave
+suede
+sugar
+suite
+sulky
+sunny
+super
+surer
+surly
+sushi
+swath
+sweat
+sweep
+sweet
+swell
+swill
+swine
+swirl
+swish
+swoon
+sword
+swung
+syrup
+table
+taboo
+tacit
+tacky
+taffy
+taken
+tally
+talon
+tangy
+taper
+tapir
+tardy
+taste
+tasty
+taunt
+taupe
+tawny
+teach
+teary
+tease
+tempo
+tenth
+tepid
+terse
+thank
+their
+theme
+there
+these
+thief
+thigh
+thing
+think
+third
+thorn
+those
+three
+threw
+throw
+thrum
+thumb
+thump
+thyme
+tiara
+tibia
+tidal
+tiger
+tilde
+timer
+tipsy
+titan
+tithe
+title
+tizzy
+toast
+today
+tonic
+tooth
+topaz
+topic
+torch
+torso
+total
+totem
+touch
+tough
+towel
+tower
+toxic
+toxin
+trace
+track
+tract
+trade
+trail
+train
+trait
+trash
+trawl
+treat
+trend
+triad
+trice
+tripe
+trite
+troll
+troop
+trope
+trout
+trove
+truly
+truss
+trust
+truth
+tryst
+tunic
+turbo
+tutor
+twang
+tweak
+tweed
+twice
+twine
+twirl
+twist
+udder
+ulcer
+ultra
+uncle
+under
+undid
+undue
+unfed
+unfit
+unify
+union
+unite
+unlit
+unmet
+untie
+until
+unzip
+upper
+upset
+urban
+usage
+usher
+using
+usual
+usurp
+utter
+uvula
+vague
+valet
+valid
+value
+vapid
+vault
+venom
+verge
+verse
+verve
+video
+vigor
+villa
+vinyl
+viola
+viral
+visor
+vital
+vivid
+vixen
+vodka
+voice
+voila
+voter
+vouch
+vying
+wacky
+wafer
+wagon
+waltz
+waste
+watch
+water
+weary
+wedge
+weedy
+weird
+whack
+whale
+wheat
+wheel
+whelp
+where
+which
+whiff
+while
+whine
+whiny
+whirl
+whisk
+whole
+whoop
+whose
+widen
+wince
+windy
+witch
+witty
+woken
+woman
+wooer
+wordy
+world
+worry
+worse
+worst
+would
+woven
+wrath
+wreak
+wrist
+write
+wrong
+wrote
+wrung
+yacht
+yearn
+yeast
+yield
+young
+youth
+zebra
+zesty

app.py

@@ -0,0 +1,361 @@
+from flask import Flask, render_template, request, jsonify # type: ignore
+from math import log2
+import numpy as np # type: ignore
+import time
+
+POSSIBLE_WORDS = set()
+
+with open("wordle_words.txt", "r") as f:
+    for line in f:
+        POSSIBLE_WORDS.add(line.strip())
+
+# There are {len(POSSIBLE_WORDS)} possible words loaded
+
+def getFeedback(guess: str, answer: str) -> int:
+    """
+    This function returns the feedback for a given guess and answer.
+    The feedback is a list of 5 integers, where 0 means grey, 1 means yellow, and 2 means green.
+    """
+    chars = list(answer)
+    feedback = [2 if guess[i] == chars[i] else 0 for i in range(5)]
+    for i in range(5):
+        if feedback[i] == 0 and guess[i] in chars:
+            feedback[i] = 1  # yellow
+            chars[chars.index(guess[i])] = None  # consume letter
+    optimized = 0
+    for f in feedback:
+        optimized = 3 * optimized + f
+    return optimized # optimized encoding of feedback stores guesses as decimal numbers
+
+def filterCandidates(candidates: set, guess: str, feedback: int) -> set:
+    """
+    This function filters the current candidates based on our guess and feedback.
+    """
+    filtered = set(word for word in candidates if getFeedback(guess, word) == feedback)
+    return filtered
+
+def bestGuessVectorized(candidates: set, allWords: set):
+    """
+    This function returns the best guess for the next round.
+    It uses a vectorized approach to compute the best guess.
+    """
+    bestWord = None
+    bestEntropy = -np.inf
+    L = len(candidates)
+    for guess in allWords:
+        counts = np.zeros(3**5)
+        for answer in candidates:
+            counts[getFeedback(guess, answer)] += 1
+        # Filter out zero counts to avoid log(0)
+        nonzero_counts = counts[counts > 0]
+        probabilities = nonzero_counts / L
+        entropy = -np.sum(probabilities * np.log2(probabilities))
+        if entropy > bestEntropy:
+            bestEntropy = entropy
+            bestWord = guess
+    return bestWord
+
+def solveWordle(candidates: set[str], answer: str, maxGuesses: int = 6, allWords: set[str] = None):
+    """
+    Solve Wordle by always starting with 'arise' and then using entropy-based scoring.
+    This has an average solve of 3.89 guesses.
+    """
+
+    guesses = []
+
+    # --- First guess: fixed word ---
+    firstGuess = "arise"
+    guesses.append(firstGuess)
+    feedback = getFeedback(firstGuess, answer)
+    print(f"Round 1: guess = {firstGuess}, feedback = {feedback}")
+
+    if feedback == 242:
+        print("Solved in 1 guess!")
+        return guesses
+
+    candidates = filterCandidates(candidates, firstGuess, feedback)
+    print(f"After first guess, {len(candidates)} candidates remain")
+
+    # --- Remaining guesses ---
+    for i in range(2, maxGuesses + 1):
+        if len(candidates) == 0:
+            print("No candidates remaining!")
+            break
+        if len(candidates) == 1:
+            # If only one candidate remains, just guess it
+            nextGuess = list(candidates)[0]
+        else:
+            nextGuess = bestGuessVectorized(candidates, allWords if allWords else candidates)
+        guesses.append(nextGuess)
+        feedback = getFeedback(nextGuess, answer)
+        print(f"Round {i}: guess = {nextGuess}, feedback = {feedback}")
+
+        if feedback == 242:
+            print(f"Solved in {i} guesses!")
+            return guesses
+
+        candidates = filterCandidates(candidates, nextGuess, feedback)
+        print(f"After round {i}, {len(candidates)} candidates remain")
+    print(f"Failed to solve Wordle.")
+    return guesses
+
+def playWordle(allWords: set[str], maxGuesses: int = 6):
+    """
+    Interactive Wordle solver for real gameplay.
+    """
+    candidates = allWords.copy()
+    guesses = []
+    
+    print("Welcome to the Wordle Solver!")
+    print("Enter feedback as 5 characters: 'g' for green, 'y' for yellow, 'b' for black/grey")
+    print("Example: 'gybbb' means first letter is green, second is yellow, rest are black")
+    print()
+    
+    # First guess: always "arise"
+    firstGuess = "arise"
+    print(f"Suggested guess 1: {firstGuess.upper()}")
+    
+    while True:
+        feedback_str = input("Enter feedback for this guess (or 'q' to quit): ").strip().lower()
+        if feedback_str == 'q':
+            return
+        if len(feedback_str) == 5 and all(c in 'gyb' for c in feedback_str):
+            break
+        print("Invalid input. Please enter exactly 5 characters using only 'g', 'y', 'b'")
+    
+    # Convert feedback to our integer format
+    feedback_list = []
+    for c in feedback_str:
+        if c == 'g': feedback_list.append(2)
+        elif c == 'y': feedback_list.append(1)
+        else: feedback_list.append(0)
+    
+    feedback = 0
+    for f in feedback_list:
+        feedback = 3 * feedback + f
+    
+    guesses.append(firstGuess)
+    
+    if feedback == 242:  # All green
+        print("Congratulations! Solved in 1 guess!")
+        return
+    
+    candidates = filterCandidates(candidates, firstGuess, feedback)
+    print(f"Remaining candidates: {len(candidates)}")
+    
+    # Remaining guesses
+    for round_num in range(2, maxGuesses + 1):
+        if len(candidates) == 0:
+            print("No valid words remain. There might be an error in the feedback.")
+            return
+        
+        if len(candidates) == 1:
+            nextGuess = list(candidates)[0]
+        else:
+            nextGuess = bestGuessVectorized(candidates, allWords)
+        
+        print(f"\nSuggested guess {round_num}: {nextGuess.upper()}")
+        
+        while True:
+            feedback_str = input("Enter feedback for this guess (or 'q' to quit): ").strip().lower()
+            if feedback_str == 'q':
+                return
+            if len(feedback_str) == 5 and all(c in 'gyb' for c in feedback_str):
+                break
+            print("Invalid input. Please enter exactly 5 characters using only 'g', 'y', 'b'")
+        
+        # Convert feedback to our integer format
+        feedback_list = []
+        for c in feedback_str:
+            if c == 'g': feedback_list.append(2)
+            elif c == 'y': feedback_list.append(1)
+            else: feedback_list.append(0)
+        
+        feedback = 0
+        for f in feedback_list:
+            feedback = 3 * feedback + f
+        
+        guesses.append(nextGuess)
+        
+        if feedback == 242:  # All green
+            print(f"Congratulations! Solved in {round_num} guesses!")
+            return
+        
+        candidates = filterCandidates(candidates, nextGuess, feedback)
+        print(f"Remaining candidates: {len(candidates)}")
+    
+    print("Reached maximum guesses. Better luck next time!")
+
+def testSolverOnHistoricalWordles(allWords: set[str], testWords: list[str], maxGuesses: int = 6):
+    """
+    Test the solver against a list of historical Wordle answers to measure success rate.
+    """
+    results = []
+    total_guesses = 0
+    successes = 0
+    
+    print(f"Testing solver on {len(testWords)} historical Wordle answers...")
+    print("=" * 60)
+    
+    for i, word in enumerate(testWords, 1):
+        print(f"Test {i}/{len(testWords)}: {word.upper()}")
+        
+        # Use the existing solveWordle function but capture results
+        candidates = allWords.copy()
+        guesses = []
+        solved = False
+        
+        # First guess: always "arise"
+        firstGuess = "arise"
+        guesses.append(firstGuess)
+        feedback = getFeedback(firstGuess, word)
+        
+        if feedback == 242:  # All green
+            solved = True
+            num_guesses = 1
+        else:
+            candidates = filterCandidates(candidates, firstGuess, feedback)
+            
+            # Remaining guesses
+            for round_num in range(2, maxGuesses + 1):
+                if len(candidates) == 0:
+                    break
+                
+                if len(candidates) == 1:
+                    nextGuess = list(candidates)[0]
+                else:
+                    nextGuess = bestGuessVectorized(candidates, allWords)
+                
+                guesses.append(nextGuess)
+                feedback = getFeedback(nextGuess, word)
+                
+                if feedback == 242:  # All green
+                    solved = True
+                    num_guesses = round_num
+                    break
+                
+                candidates = filterCandidates(candidates, nextGuess, feedback)
+            else:
+                num_guesses = maxGuesses
+        
+        # Record results
+        result = {
+            'word': word,
+            'solved': solved,
+            'guesses': num_guesses,
+            'guess_sequence': guesses[:num_guesses] if solved else guesses
+        }
+        results.append(result)
+        
+        if solved:
+            successes += 1
+            total_guesses += num_guesses
+            print(f"  ✓ Solved in {num_guesses} guesses: {' → '.join(g.upper() for g in result['guess_sequence'])}")
+        else:
+            print(f"  ✗ Failed to solve: {' → '.join(g.upper() for g in result['guess_sequence'])}")
+    
+    # Calculate and display statistics
+    success_rate = (successes / len(testWords)) * 100
+    avg_guesses = total_guesses / successes if successes > 0 else 0
+    
+    print("\n" + "=" * 60)
+    print("RESULTS SUMMARY")
+    print("=" * 60)
+    print(f"Total tests: {len(testWords)}")
+    print(f"Successes: {successes}")
+    print(f"Failures: {len(testWords) - successes}")
+    print(f"Success rate: {success_rate:.1f}%")
+    print(f"Average guesses (for successful solves): {avg_guesses:.2f}")
+    
+    # Guess distribution
+    guess_distribution = {i: 0 for i in range(1, maxGuesses + 1)}
+    for result in results:
+        if result['solved']:
+            guess_distribution[result['guesses']] += 1
+    
+    print(f"\nGuess distribution:")
+    for guesses in range(1, maxGuesses + 1):
+        count = guess_distribution[guesses]
+        percentage = (count / successes) * 100 if successes > 0 else 0
+        print(f"  {guesses} guesses: {count:3d} ({percentage:4.1f}%)")
+    
+    return results
+
+def loadHistoricalWordles(filename: str = "all_historical_wordles.txt"):
+    """
+    Load historical Wordle answers from a file.
+    """
+    try:
+        with open(filename, 'r') as f:
+            words = [line.strip().lower() for line in f if line.strip()]
+        print(f"Loaded {len(words)} historical Wordle answers from {filename}")
+        return words
+    except FileNotFoundError:
+        print(f"File {filename} not found. You can create it with historical Wordle answers.")
+        return []
+
+app = Flask(__name__)
+
+# Global state to track the game
+game_state = {
+    'candidates': POSSIBLE_WORDS.copy(),
+    'current_word': 'arise',
+    'guesses': [],
+    'round': 0
+}
+
+@app.route('/')
+def home():
+    return render_template('index.html')
+
+@app.route('/get_next_word', methods=['POST'])
+def get_next_word():
+    global game_state
+    
+    data = request.json
+    feedback_string = data.get('feedback', '')
+    
+    # Convert feedback string (byg) to our integer format
+    feedback_int = 0
+    for char in feedback_string:
+        if char == 'b':
+            feedback_int = feedback_int * 3 + 0  # absent
+        elif char == 'y':
+            feedback_int = feedback_int * 3 + 1  # present
+        elif char == 'g':
+            feedback_int = feedback_int * 3 + 2  # correct
+    
+    # Filter candidates based on feedback
+    current_word = game_state['current_word']
+    game_state['candidates'] = filterCandidates(game_state['candidates'], current_word, feedback_int)
+    game_state['guesses'].append(current_word)
+    game_state['round'] += 1
+    
+    # Get next best word
+    if len(game_state['candidates']) == 0:
+        return jsonify({'word': 'ERROR', 'candidates_remaining': 0})
+    elif len(game_state['candidates']) == 1:
+        next_word = list(game_state['candidates'])[0]
+    else:
+        next_word = bestGuessVectorized(game_state['candidates'], POSSIBLE_WORDS)
+    
+    game_state['current_word'] = next_word
+    
+    return jsonify({
+        'word': next_word.upper(),
+        'candidates_remaining': len(game_state['candidates'])
+    })
+
+@app.route('/reset_game', methods=['POST'])
+def reset_game():
+    global game_state
+    game_state = {
+        'candidates': POSSIBLE_WORDS.copy(),
+        'current_word': 'arise',
+        'guesses': [],
+        'round': 0
+    }
+    return jsonify({'word': 'ARISE'})
+
+if __name__ == '__main__':
+    app.run(debug=True, host='0.0.0.0', port=7860)

best_starting_words.txt

@@ -0,0 +1,10 @@
+ARISE
+SLATE
+CRANE
+CARTE
+SLANT
+TRACE
+REACT
+SLICE
+PLATE
+SLANT

requirements.txt

@@ -0,0 +1,2 @@
+flask==3.1.0
+numpy==1.24.3

wordle_words.txt

@@ -0,0 +1,12971 @@
+aalii
+aargh
+aarti
+abaca
+abaci
+aback
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+abaka
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+album
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+bates
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