[HN Gopher] Every possible Wordle solution visualized
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       Every possible Wordle solution visualized
        
       Author : jonbaer
       Score  : 277 points
       Date   : 2023-03-22 03:03 UTC (19 hours ago)
        
 (HTM) web link (www.perthirtysix.com)
 (TXT) w3m dump (www.perthirtysix.com)
        
       | [deleted]
        
       | blowski wrote:
       | Tangent to the Wordle tool posted. Is PerThirtySix a reference to
       | FiveThirtyEight? The latter must be one of the most well-known
       | brands in the sports analytics space. Or is 36 an important
       | number in sports?
        
         | EA wrote:
         | Yes. NBA games are 48 minutes in regulation. No one plays the
         | full 48 minutes, but a lot of players (starters mainly) do play
         | 36 minutes. So, 36 minutes has become a common time period of
         | production time used for analytics in the NBA.
        
           | blowski wrote:
           | Ah I see, like on this page - https://www.basketball-
           | reference.com/leagues/NBA_2021_per_mi.... Thanks!
        
       | clircle wrote:
       | I think this visualization would be a lot more informative if it
       | was ... just a list of all the five letter words. lol.
       | 
       | I swear, data scientists just visualize things because they can,
       | and don't think about what information they want people to take
       | away.
        
         | bnralt wrote:
         | Do you play Wordle? I actually thought this was interesting,
         | since it's something I've often wondered while playing it. "The
         | first letter is U and the fourth is E, how big the set of
         | possible answers is now?"
        
         | shriracha wrote:
         | Maker of the visualization here! Curious how you would use a
         | plaintext list of 2309 words to get at some of the questions I
         | mentioned on the tool, like "how many words use Y as the only
         | vowel?".
        
       | [deleted]
        
       | tremarley wrote:
       | Will this be open sourced? I'd love to see a version with more
       | than 5 letters & a word list injection
        
         | ghaff wrote:
         | There are a ton of variants out there including more letters
         | and more words and I'm sure there's Javascript you can download
         | whether or not you still can from the Times.
         | 
         | I have to say I played around with a number of these at one
         | point but I really ended up coming back to just playing Wordle
         | once a day. The multi-word ones in particular really force a
         | different playing style.
        
       | madcaptenor wrote:
       | This is a nice visualization.
       | 
       | A feature request: I'd like to be able to enter more than one
       | "yellow" letter in a given position.
        
       | mk_stjames wrote:
       | The word list being checked against isn't quite the same as
       | whatever Wordle is using for possible guesses (this is mentioned
       | on the page); for example, "DUCKY" is a valid Wordle guess, but
       | shown as invalid when entered into this tool.
       | 
       | The original Wordle word list was contained in plaintext in the
       | game's javascript (which is what is used for this map), however I
       | believe the current version used on NYT is using a different
       | list. I don't know that the current set of guessable
       | possibilities / the list of words possible to be chosen is known.
       | I think some people have mentioned the list may have been
       | expanded.
        
         | hn_throwaway_99 wrote:
         | The important point is that there are 2 lists:
         | 
         | 1. Words that can be entered as valid _guesses_
         | 
         | 2. Words that are ever used as _solutions_ in Wordle
         | 
         | I think this is a great design choice (and IIRC was part of the
         | original game). That is, Wordle doesn't want to use really
         | obscure or uncommon slang words as the solution, as that would
         | make the game less enjoyable (I wouldn't like it so much if the
         | solution was a word I'd never heard of). But, when I get stuck
         | and can't think of a word that will fit as my next guess,
         | sometimes I just go into "mash keyboard mode" so hopefully I'll
         | find something that will fit and get more information about the
         | solution. More often than not something fits, and I'm usually
         | surprised my guess is an actual word.
         | 
         | So, to your point, DUCKY is a valid guess but will never be an
         | actual solution in Wordle.
        
           | BurningFrog wrote:
           | This is why "which of the possible words is most common?" is
           | an important question when solving.
        
           | CamperBob2 wrote:
           | I'm still sore over HUNKY.
        
             | ghaff wrote:
             | Slangy words seem to be one area where Wordle can be all
             | over the map where something may be a valid solution or it
             | may not even be a valid guess.
        
           | ghaff wrote:
           | There are actually 3 lists if you count the Wordlebot 2.0 [1]
           | list:
           | 
           | 1. The words that are solutions in the current game
           | 
           | 2. An approximately 2x size list that is the space Wordlebot
           | uses to "play" in. Supposedly it's still common words though
           | some seem pretty weird to even a native English speaker (and
           | some British slang leaks through as well). For example, titer
           | was one of Wordlebot's recommended guesses today which I
           | correctly sort of assumed had something to do with titration
           | but would probably never have guessed it.
           | 
           | 3. A larger pool of words that Wordle will let you enter as
           | guesses
           | 
           | [1] https://www.nytimes.com/2022/08/17/upshot/wordle-
           | wordlebot-n...
        
           | sokoloff wrote:
           | I think the design choice is key to the game, but for a
           | different explanation. "Be liberal in what you accept" ->
           | don't reject a valid but obscure word as a guess, because
           | people who know it's a word will be rightly annoyed that the
           | game is kneecapping their play.
        
             | cheesegradient wrote:
             | Squaredle [1] accepts many obscure words as bonus words
             | that don't count toward the canonical maximum word score
             | but do serve as a tiebreaker for the leaderboard.
             | 
             | [1] https://squaredle.app/
        
             | HPsquared wrote:
             | NYT's Spelling Bee game is an example of the opposite case.
             | It's a little bit like Wordle (you're given a set of
             | letters and need to make words), but it doesn't accept
             | obscure words. So I'm constantly coming up with words that
             | fit the letters nicely and get rejected. It drains away a
             | lot of the enjoyment.
        
               | xhkkffbf wrote:
               | I think the NYT's argument is that allowing obscure words
               | drains excitement from those who don't know the word.
               | They can't get a perfect score. So they have a choice of
               | annoying you or annoying them and they chose to play to a
               | broad base.
        
           | mortenjorck wrote:
           | While I had kind of intuited this (I've developed my strategy
           | over time to always favor the more common word when choosing
           | among multiple possibilities), I didn't realize some of the
           | places where Wordle cuts its solution set. Specifically, I
           | somehow never noticed that solutions are never s-suffixed
           | plural, but you can clearly see it in the visualization if
           | you try entering a word with four letters.
        
             | carlmr wrote:
             | >I somehow never noticed that solutions are never
             | s-suffixed plural
             | 
             | This is something I noticed that improved my wordle scores
             | a lot.
        
               | noduerme wrote:
               | First I'd heard of it. Although looking back, I've tested
               | lots of plurals and can't recall one ever being right.
               | Sort of degrades the game to have an unwritten rule like
               | that.
        
             | tragomaskhalos wrote:
             | This is an important feature in fact, as otherwise the
             | space of possible solutions grows to include nearly all
             | 4-letter nouns (and verbs) +'s', and this is too large. I
             | believe that regular pasts in -ed are also excluded for the
             | same reason.
             | 
             | The iPhone app on the other hand includes -s plurals in its
             | solution set, which makes for a markedly inferior game (it
             | also has an error in its use of the yellow indication,
             | which also impacts negatively)
        
               | thaumasiotes wrote:
               | > otherwise the space of possible solutions grows to
               | include nearly all 4-letter nouns (and verbs) +'s', and
               | this is too large. I believe that regular pasts in -ed
               | are also excluded for the same reason.
               | 
               | Regular pasts in -ed would pretty much restrict you to
               | four-letter verbs that are spelled with a silent E (
               | _kite ~ kited_ ); that will be a much smaller class of
               | words than the ones that get excluded by the "s"
               | suffixes.
               | 
               | There is a weird tangential observation we can make here,
               | which is that the plural suffix _-s_ , the verbal suffix
               | _-s_ , and the verbal suffix _-t_ all behave exactly the
               | same way - they are ordinarily zero syllables matching
               | the voicing of the consonant that precedes them, but when
               | that preceding consonant is similar to the consonant of
               | the suffix, they grow an epenthetic vowel (becoming one
               | syllable instead of zero) and become voiced - but the
               | _-s_ suffixes are only spelled with their epenthetic
               | vowel when it exists (compare _mats_ versus _masses_ ),
               | while the _-t_ suffix is spelled with its vowel whether
               | the vowel exists or not (compare _mopped_ versus _modded_
               | ).
        
               | ghaff wrote:
               | Wordle seems to favor base words generally but it doesn't
               | seem to be as rigid about it as with plurals ending in an
               | "s" (which I don't think I've ever seen one of).
               | 
               | ADDED: Looking at the visualization tool there are a few
               | past tenses. A couple of them seem to be of the form like
               | PLIED where singular is actually 3-letter word ending in
               | Y.
        
         | q845712 wrote:
         | I clicked on the 'z's and noticed the same for "WHIZZ"
         | 
         | I guess the article does say: > Note that these words only
         | represent the list Wordle uses for possible solutions; there
         | are many more guessable 5-letter words.
        
         | fsckboy wrote:
         | what you say is somewhat correct, but this site says that these
         | are the valid answers, not including the valid guesses, so
         | DUCKY wouldn't be expected here.
         | 
         | personally, I'd prefer a tool that included all balid guesses
         | and wouldn't lead me so precisely to answers. there's small c
         | cheating and big C Cheating :)
         | 
         | the tweaks introduced by the Times, etc., yes.
        
           | TylerE wrote:
           | Wordle has been trivially cheatable from day one using any of
           | the gazillion scrabble solvers out there. Treat unknown
           | positions as wildcards.
        
             | samtho wrote:
             | At the risk of sounding like your fourth grade teacher,
             | you're only cheating yourself.
             | 
             | I would argue that using a dictionary is a tactic and one
             | to better help you better play the game by introducing you
             | to the idea of a decision tree. You can ask Wordlebot how
             | you did and see how it approaches the problem with all the
             | knowledge short of knowing the actual word.
        
               | adrianmonk wrote:
               | It depends on whether you play for the love of puzzles or
               | the love of words.
               | 
               | If the appeal is puzzle solving, then you may want to use
               | a dictionary as part of exploring a puzzle solving
               | technique.
               | 
               | If the appeal is words, then you may enjoy plumbing the
               | depths of what words you know, why you know them, and how
               | they are put together.
        
               | TylerE wrote:
               | Obviously. I'm not saying I do itZ I was just confused
               | why GP thought being able to cheat at wordle is somehow
               | new.
        
               | fsckboy wrote:
               | i wasn't thinking it was new, so wasn't trying to say
               | that, i was talking about what constitutes cheating by
               | degrees.
        
               | ghaff wrote:
               | I did use Word Hippo as a bit of a crutch sometimes when
               | I was starting out and got stuck but haven't looked at it
               | in many months.
        
       | charles_f wrote:
       | Since we're talking about wordle dictionary there, I find it
       | relevant to plug this in - the best words to solve wordle
       | https://www.fev.al/posts/wordle/
        
         | sarthak927 wrote:
         | This is super interesting. I worked on something similar, but
         | got different two words begin with and was able to secure
         | approximate 95% accuracy when I simulated for all. You can
         | check it out here & let me know what you think.
         | 
         | https://github.com/sarthakagrawal927/PlayWordle/
        
       | RexM wrote:
       | I really like this visualization of the possible words with the
       | known information.
       | 
       | It's possible to have two yellow letters in the same position,
       | but it doesn't look like it's possible to represent that with
       | this.
        
         | jameshart wrote:
         | Also no way to inform it that you have seen a yellow+green for
         | a repeated letter.
        
       | keyle wrote:
       | I still play Wordle daily with my folks. Gets the juices flowing
       | and gets daily conversations started.
       | 
       | Anyway, HORSE was used like 3 days apart. I was shocked, and
       | annoyed.
       | 
       | See, if I were to write Wordle, which arguably I did too (see
       | http://curdle.me) but I digress, I'd make an array of all words,
       | randomize it, store that, match one per day and call it done.
       | Years worth of fun.
       | 
       | But that doesn't appear to be what NYT is doing, they pick a
       | random word every day? Which means that my evil plan of starting
       | every single day with the same word might never get a N1 or I
       | might get it more than once in a year!
        
         | brokensegue wrote:
         | You are mistaken
         | https://wordfinder.yourdictionary.com/wordle/answers/
         | 
         | Wordle answers are now hand picked each day by an editor.
        
           | BurningFrog wrote:
           | My impression of that announcement was that the editor
           | sometimes handpicks a word, but it's still mostly random.
        
           | keyle wrote:
           | You are correct, I think what has happened is I confused
           | WORSE and HORSE and must have used HORSE when it was
           | incorrect but remembered it as the solution. Thanks for the
           | correction!
        
       | graderjs wrote:
       | I love how E is common in every position except the first.
       | 
       | I discovered something interesting with ChatGPT. It finds the
       | following really hard:
       | 
       |  _Can you make me 5 words, where each word has the letter E, as
       | follows:_
       | 
       |  _E---- -E--- --E-- ---E- ----E_
       | 
       | ChatGPT3.5:
       | 
       | Eager
       | 
       | Exile
       | 
       | Cheese
       | 
       | Temple
       | 
       | Embrace
       | 
       | I tried it with ChatGPT4 too, but got similar fail results, but
       | history is currently down and I hit my "25 messages in 3 hours"
       | cap.
        
         | yreg wrote:
         | GPT 4:                   Elope         Defer         Mover
         | Aisle         Plume
         | 
         | If you think about it, it's pretty cool that we are at the
         | stage where GPT _not_ being able to satisfy such request
         | correctly is  'interesting'.
        
         | jstx1 wrote:
         | ChatGPT is surprisingly bad at Wordle - ask for 5 letter words
         | with some constraints and it regularly returns 6+ letter words.
        
         | nashashmi wrote:
         | Too much logic required here. Change to "...guess five letter
         | word Where e is the first letter. Do it again where e is the
         | second letter." And so on.
        
       | ar9av wrote:
       | Very nice. I think the NYT has been tweaking the word list a bit.
       | I know they've removed a few words, but don't know if they've
       | added any. I don't know how much the list has drifted over time.
        
       | jerome-jh wrote:
       | At least "xenon" is missing.
        
       | lifefeed wrote:
       | Does Wordle not allow plurals or past tense? DARES and CARES
       | aren't in this visualization, neither are DARED or CARED.
       | 
       | I know those simple words don't come up often, but I don't know
       | if they're actually not allowed.
        
         | jtokoph wrote:
         | I believe they are not possible
        
       | [deleted]
        
       | prof-dr-ir wrote:
       | It looks beautiful, but am I the only one who is irked by the
       | fact that the lines cannot be joined at will?
       | 
       | For example, if I type PO_N_ there are two allowed words (POINT
       | and POUND) but this particular visualization does not distinguish
       | them from POIND and POUNT.
        
         | xkgt wrote:
         | actually if you hover over 3rd character, the visualization
         | prunes the irrelevant path.
        
           | macintux wrote:
           | One downside to using my iPad for most of my daily content
           | consumption is the number of features I'll never discover on
           | interesting sites like this.
        
       | oliwary wrote:
       | Cool! I love this kind of intuitive exploratory visualizations.
       | 
       | I wonder how it could be done for my 5x5 letter wordle variant
       | https://squareword.org. Technically you would need 25 small
       | alphabets, one for each letter. But that seems tricky to fit on a
       | screen in such a visually pleasing way. Will have to look into if
       | there would be a better way :)
        
         | TuringTest wrote:
         | Some advice: you may want to improve the instructions of the
         | game. There's no clear indication of what to do when the first
         | 5-letter word has been typed - it merely bumps the word if you
         | type more letters, or shows a cryptic message "Type your guess
         | on the keyboard to begin!" if the square is clicked.
         | 
         | As for visualizations, you may want to take a look at
         | mathematical relations [1]. Each cell is a variable with the
         | alphabet as its domain (which is pruned as you guess correct
         | values), and the words are 5-arity relations between rows and
         | columns. You may represent the local relations surrounding the
         | cell pointed by the mouse.
         | 
         | [1]
         | https://en.wikipedia.org/wiki/Relation_(mathematics)#Represe...
        
       | dragontamer wrote:
       | I know everyone has their "Starting Word" by this point, but this
       | graphic seems very good at discovering good starting words.
       | 
       | "SLATE" seems to have a huge number of solutions on each letter:
       | 300+ words available on S----, 400+ words available on ----E. The
       | smallest is -L----, which has 200 words, still a good size all
       | else considered.
       | 
       | I'm not too sure on how to evaluate the "best starting word", but
       | maybe I'll try "SLATE" next time I play Wordle.
       | 
       | EDIT: Some people are interested in "two starting words". Seems
       | like "ROBIN" hits a lot of words that SLATE misses. -O--- in the
       | 2nd letter was the most common letter+position after the letters
       | S L A T and E were banned. "CHILD" also seems like another good
       | followup word after SLATE.
        
         | crazydoggers wrote:
         | Some MIT researchers actually had found that SALET performed 1%
         | better as a starting word. [1] However NYT recently updated the
         | permissible word list, and TARSE is currently the statistically
         | best starting word.
         | 
         | 1. https://mitsloan.mit.edu/ideas-made-to-matter/how-
         | algorithm-...
        
         | Hnrobert42 wrote:
         | From this I concluded the best starting word is FEAST. Each
         | column has a high likelihood of being correct. And damn if I
         | didn't get today's Wordle on the second guess with this
         | strategy. Anecdotal data FTW!
        
           | ghaff wrote:
           | Wordlebot likes SLATE and LEAST a bit better.
           | 
           | But, yeah, mix of common consonants and vowels.
           | 
           | I also think I've found that mixing things up because your
           | usual word did really well the day before doesn't really seem
           | to be a good strategy because if the solution is a lot
           | different, just eliminating some of the most common letters
           | is still pretty effective.
        
             | madcaptenor wrote:
             | Is there some tendency for a starting word that does well
             | one day to do poorly the next day? I know Original Wordle
             | was randomized so there wouldn't be, but now that there's
             | editing there might be.
        
               | ghaff wrote:
               | I don't know. I'll sometimes mix things up a bit if, say,
               | I get 4 letters out of SLATE on a day. (I sometimes will
               | use CRANE which is still very high on the starting words
               | list.) At the same time though, even if SLATE were to
               | come up empty the next day, that's a lot of negative
               | information.
        
         | layer8 wrote:
         | If you want to cover the ten most frequent solution letters
         | with the first two words, here is some inspiration:
         | https://new.wordsmith.org/anagram/anagram.cgi?anagram=eraotl...
        
         | macintux wrote:
         | I've been picking different starting words each day, and
         | Wordlebot is very polite when it tells me I'm being an idiot.
         | 
         | "THROW is a decent opening word, and a distinctive one!"
        
         | ggop wrote:
         | https://www.nytimes.com/interactive/2022/upshot/wordle-bot.h...
         | suggests SLATE as well. This is a bot that analyses your game
         | and suggests possible answers at each step.
        
       | wodenokoto wrote:
       | If the author is reading: zero probability and near zero have
       | indistinguishable colors.
       | 
       | That should be considered an error. Any letter that isn't
       | impossible should be clearly labelled as possible. Right now you
       | get lines pointing to semingly black letters, which looks like a
       | mistake in the visualization.
        
         | shriracha wrote:
         | Author here! This is great feedback that I just implemented.
         | Thanks.
        
       | [deleted]
        
       | shriracha wrote:
       | Maker of the visualization here! Super cool to see all of the
       | great feedback here. Thanks for checking it out.
        
         | mym1990 wrote:
         | Is the site inspired by FiveThirtyEight or Nate Silver in
         | general? Very nifty, highly performant, and takes me back to
         | when FiveThirtyEight was just a small stats blog.
        
           | shriracha wrote:
           | Thank you! My friend and I started this project pretty early
           | on during COVID. FiveThirtyEight was definitely a design
           | influence, along with pudding.cool, some NYT pieces, and
           | others. There are some things on the data side that
           | FiveThirtyEight does sports which I'm not a fan of, like
           | their emphasis on "all in one" metrics to measure
           | performance, but overall they definitely do a great job with
           | their presentation.
        
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       (page generated 2023-03-22 23:02 UTC)