codenames clue generator

For example, if you want your teammates to guess THEATER and STRING, you can spell out b-o-w without committing to a pronunciation. Or by last name. And words like laser, radar, and sonar are always allowed, even though they originated as acronyms. Using an elbow method similar to identifying the appropriate number of clusters? You could also use it as a clue for archery-related things, even though that bow is pronounced differently. Apparently that doesn't happen too often either. You will first be prompted for the path to the word2vec model (See the requirements section). Switching to a knowledge graph, or even web-search PageRank like approach would help shore up the above problems and maybe be used in tandem with semantic similarity recommendations if not replacing it entirely. Welcome to the code name quiz. Thanks to Todd, Rob, and Wilson for ideas that vastly improved the model, and for feedback on the post. Ive done it, others do it. You can allow knight to be a clue for night-related things if that makes the game more fun for you. The real game is played on a 5x5 board, but here is a typical situation faced by a clue-giver: ? It doesn't know anything. You must play in English. I tried this clue on a friend who wasn't part of the initial experiment; they guessed all three targets correctly. Rhymes are always valid when they refer to meanings. Work fast with our official CLI. Some groups like the rules one way. The above process for calculating the quality metric remains the same as above, but, first we go through and remove all cards below the similarity threshold, and then calculate the contribution of the remaining ones towards our metric. Technically, CIA is not one word. After training across the entire corpus, the vectors come to embody the semantics latent in the patterns of word usage. The first team to flip over all of their cards wins. The way we summarize this is by multiplying the cosine similarity for each card on the table by a set of coefficients that represent these benefits/penalties. Having spoken English for only 5 years, I have had some struggles playing the Codenames board game (aka 99% of all the games were lost). Clearly the program is noisy. Of course, this introduces another parameter to tweak that we dont have an exact way to measure the effectiveness of, and we do run the risk of excluding relevant clues that fall right below the cutoff. The key is to give clues that relate There are still too many pages that are connected to exactly two terms to be downloaded and processed within a short timespan. Crossword Clue, Name Meaning 'God Is Salvation' Crossword Clue, Certain Itinerant Musician Crossword Clue, 'Come Here Often?,' E.G. The clue generator uses word2vec, a pre-trained model that is capable of representing words using vectors. This prevents pages whose title isnt a valid clue, such as Invasive Species in Australia, from being downloaded and processed. This is the most straightforward way, and it ensures a global level of relevance. penalize/boost each possible clue's score. See it live: https://durfi.github.io/codenames/ Due to the small number of predefined secret maps, it is pretty easy to guess the the current map after a few rounds of the game. a game of codenames only giving clues that relate to one word. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. A tag already exists with the provided branch name. Codenames Clue generator. How will this affect our scores? These pages will be filtered by limiting each pair of terms to 10 clue pages. Thus, scores for a round can be 0, 1, 3, or 6 points. Most pages that are commonly known have a page rank of at least 6. The score for the strategy used in the final Code Names Bot is 1.2. Run the word2vecCG.py file to use the clue generator. This is because terms can have very different meanings between parts of speech. The team can then flip over a total of 4 cards. I decided to just stick with 25 words. Do not reach for any card while your teammates are considering the words. Here are some samples to start: site. mwburke.github.io/data%20science/2021/12/12/codenames-clue-generator-version-1.html, Codenames_Clues_Semantic_Similarity.ipynb. Click on the CREATE ROOM button. The process is as folows: This can all be accomplished very quickly with Tensorflow using their pre-trained embeddings and a series of matrix multiplications. We think the likely answer to this clue is COPE. This often is used in ML to generate labels for unsupervised data such as images or natural language. You should be able to find a copy of it in your backpack. There was a problem preparing your codespace, please try again. The "board" consists of 25 cards where each card has a word on one side and a color on the other side. Come try it out! Top quality exact replica watches with free shipping worldwide and world class customer service. Here's how you can win Codenames every time in exactly two clues, no matter what the board looks like: Enumerate each word on the board with the numbers 0-24. You can decide to allow any compound words. to use Codespaces. Look at the distance of those two vectors: For reference, let's consider a word that's close to "gold": and one that bears really no relation (that I can see): So "bond" is almost as far away from "gold" as "mouse" is. For each word (from the GloVe wiki corpus), we score it against the 25 code names in terms of similarity. Because the rate limit of the ConceptNet API is relatively slow, Your clue must be about the meaning of the words. Every codename added to the database grows the database in both This is the histogram by score for the subset of 90 terms used for testing: As seen, there are a large amount of pages that are only connected to one term. All this seems difficult for a computer to do. And I played with the constant $c$. turn as the computer compares the 25 relatednesses. Are you sure you want to create this branch? plays a rudimentary, one-team version of Codenames. O?D (Use ? Examples: Loch Ness, Apple, China., Clue: A potential clue that can be given for a term. Snail is not a valid clue for SCALE because their main association is through the sound of the words. Please see the end for discussions about future improvements related to choosing a embedding corpus. If the team flips over a yellow card, their turn will end. Until BREAK is covered up by a card, you can't say break, broken, breakage, or breakdown. It's a computationally intense procedure. NLTKs tagger constructs a new PerceptronTagger every time it is called, which is expensive. Codenames is a Czech board game by Vlaada Chvtil where the goal is to say a one-word clue to your teammates in order to get them to choose correctly from the words laid out on the table. However, only a single person in each team ("The clue giver") knows which of the words on the board belongs to the team, while the rest of the team ("The guessers") only sees the entire words . Below are all possible answers to this clue ordered by its rank. Regardless of what method you use, there are several problems: A common way to generate datasets for bespoke targets is through Amazon Mechanical Turk , where you can get people to complete arbitrary tasks online for money. "CAIDAO" might have been a good clue except that none of the receivers understood what it meant. How can I find a solution for Codenames Clue Generator? )), and many of the candidates are over-indexed to one or two of the targets at the expense of others. You can't say part of a compound word on the table. Two rival spymasters know the secret identities of 25 agents. Share the room URL with your friends. England and island were originally compound words, but in this century, island is a valid clue for ENGLAND. We'll print the first 100 candidates using the function above. Powered by Jekyll & So Simple. If certain letters are known already, you can provide them in the form of a pattern: "CA????". ###OOP Given the cost of getting random people to take time to learn a new game, confirm that their understanding is accurate, and then to actually play test games would be exorbitant, we need to modify our method into easier to consume subtasks that are proxies for clue quality. This prevents frequent numeric nouns such as Day or Year from being clued for terms that arent related. This is because pages like Volleyball also contain many instances of the term Block, even though Volleyball doesnt have a link to Block. By counting all terms, cases like these can be counted. You can't use your clue to talk about the letters in a word or its position on the table. .' We could determine whether or not they guessed the correct amount of clues, but as far as Ive seen, online sites dont seem to have tagging for relevant words to clues. First use the tagger to check if proper nouns exist. If you take away the check mark from the generation of nicknames . I thought the vector space model was a neat way of describing the Codenames problem, but I had little faith that I'd be able to write an actually useful program with it. The tan words are neutral or perhaps belong to your opponent. Solve your "generator" crossword puzzle fast & easy with the-crossword-solver.com https://en.wikipedia.org/wiki/Codenames_(board_game), Small Presentation Here: If the disambiguation page exists, the term pages are all outgoing links from the disambiguation page whose title is equal to the term. Since human players determine the relatedness of a clue to a term based on its strongest link instead of the sum of its links, the term count for each noun entity will be treated separately. Select the number of nicknames to generate. Their teammates know the agents only by their codenames. The "board" consists of 25 cards where each card has a word on one side and a color on the other side. Reveal key card to spymasters only. For example, the Organ_(anatomy) page in the Wikipedia titles database has since been renamed to Organ_(biology).. The game is interesting because it requires you to connect far-flung concepts precisely enough that other people can re-create your associations. For example, Entrepreneurship contains both Bill Gates and Bill Hewlett, so the occurrences of Bill Gates and Bill Hewlett will be counted separately. Field operatives can guess as many words as they want. There was a similar misfire with a BOND, PIRATE, BUGLE board. Based off of the popular boardgame 'Codenames', this program constructs a database of 'relatednesses' between words and Mobile-friendly Jupyter CSS taken from nbviewer. Sometimes you have to make judgment calls about what is valid and what is not. If not obvious by now, there are a lot of potential areas for improvement that I would like to pursue given time, but here are some of the main ones: The current approach suffers from words with multiple meanings, the curse of dimensionality, a lack of concrete, objective measurements of similarity, and proper nouns in the word bank. The NLTK word tokenizer considers many hyphenated words to be a single word and therefore legal clues, while some Code Names communities consider hyphenated words to be illegal clues. But that's sometimes exactly the point of a code name. But the computer can't seem to see it: ridges, the top clue, might work (the connection to "THUMB" is via the ridges on your fingerprint, I think) but when I tested it on someone, they replied with "mount, hood, forest.". A board with the targets THUMB, FOREST, and MOUNT ended up being pretty easy for human players. For each possible clue, find the maximum score between the clue and the negative terms. Search for a clue, word or if you have missing letters use a, 'GENERATOR' is a 9 letter to use Codespaces. Sometimes you may have multiple unguessed words related to clues from the previous rounds. You will then need to enter at least one (and at most 5) words to "connect". Words that are spelled the same are considered the same even though they might have different pronunciations and meanings. ), qatar (#87) (!? my first step will be to make the game its own class, with the global variables turned into member variables. Some like the rules another way. The number associated with the clue is the number of terms in the clues term list. This will help you avoid nonverbal cues. If nothing happens, download Xcode and try again. This gives us a single number ranging from -1 to 1, with -1 indicating two words being as dissimilar as possible and 1 being equivalent. This project was rewarding, and it definitely made me reflect on and appreciate the innate ability of the human I propose that we could potentially focus on getting people to evaluate clue similarity or dissimilarity to a set of words. Thus, the codemaster seeks to find clues that maximize the relationship to words on their team and minimize the relationship to words on the other team. We represent a current board and team state with the following inputs: What we are looking for is a list of potential clues the codemaster could use with the following fields: As with most data science problems, the hardest part if quantifying exactly what you are looking to maximize or predict. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. For example Striking and Struck should also be counted for the term Strike. This allows for a more comprehensive count. If both teams are guessing accurately, there will be few cards belonging to them and a higher concentration of neutral cards. Codenames. Enjoy! But if no one notices that a clue is invalid, it counts as valid. Tip: Spelling is not just for homonyms. that balances the risk/reward that comes with giving one. For example, term pages for the term Apple will include the Wikipedia page for Apple (fruit) and Apple Inc. Clue page: The Wikipedia page for a clue. It will give you a unique identifying characteristic, based on the answers you give. The best clue is determined in these steps: This returns the clue that has the highest expected number of correct guesses while avoiding having negative terms guessed. For instance, I remember that early on, someone came up with a brilliant clue for SOCK, LUCK, and ATLANTIS, a board which had stumped everyone else. Download the codenames.py file and save it on your Desktop. It can be delightful, and frustrating, to see your friends' minds leap from idea to ideaoften going places you never intended. Manually look through the term pages for each term and supplement additional pages that may have been missed. Word Parts of speech will be counted separately, and the maximum will be chosen as the final term count. Connect with your friends using your favorite audio or video chat. Each strategy was tested against a fixed set of Code Names boards. One way to generate word vectors uses a neural network: you download a vast corpus of text, say all of Wikipedia. Learn more. Are you sure you want to create this branch? README.md How to cheat and avoid cheaters in Codenames This little project demonstrates how easy it is to cheat in Codenames (the board game). Thanks for visiting The Crossword Solver "generator". Hey all, in order to travel with my physical copies of Codenames and Codenames Duet with as few components as possible, I wrote up a quick key card generator tool: [url]codenames.markgatesman.com[/url] Works with Codenames (and various re-themes), Codenames Pictures, and Codenames Duet. Much to my surprise, that clue appeared 12th on the model's list: Perhaps more surprising is the model's top pick, ark. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. Now you're all set to start using the program. By contrast, the only chance our dumb model has of seeing this association is if lots of texts happened to talk about palms, or hands, or fingers, in the same breath as grenades. Hence, create an array of the grid cells (these methods are in the "grid attempts.ipynb"); Using relative distances: create a method that will identify the border of each grid. Lunar squid is not a valid clue for MOON and OCTOPUS. The synonyms and answers have been arranged depending on the number of characters so that they're easy to I now have a function to translate any given english word into a vector of length 500. Each team has one spymaster whose goal is to help their team flip over all of their colored-cards by giving clues. (Quietly, so the others can't hear). This isn't a safety critical system and none of the strings that go into the SQL calls are entered by the user, Let's say the top left square is 24, and the bottom right one is 0. ", You could imagine an interactive cluer's aid that allowed you to travel toward one target and away from the others. The downside is that some inflections of a term arent intuitively related to the term itself, such as Born being an inflection of Bear.. These experiments give a baseline of human performance, which can then be compared against the vector-space model. stir-fry (#19) and sichuan (#28) seem to evoke Chinese cooking. There was a problem preparing your codespace, please try again. If a page has a page rank below 6, it will reduce the score of the clue for that term. One way to do this is to calculate, for a given candidate clue, the sum of its distances from the bad words minus the sum of its distances from the target words. For example, the term Mammoth is never used in the clue page Animal, while Animal is mentioned several times in the term page for Mammoth. By processing term pages, Animal will be discovered as a clue for Mammoth.. list of synonyms for your answer. At the very least, it would be a more fair comparison, even if theres still a known source of error. Rather than generating my own, I used a pre-trained model from Tensorflow, the Wiki-words-500 text embedding that already generated a mapping from words to their vector representations. We could potentially do some censoring to only include clues where the codemasters team guessed all of the associated words correctly if we had access to it. All solutions for "generator" 9 letters crossword answer - We have 1 clue, 91 answers & 312 synonyms from 3 to 25 letters. Additional research into more appropraite pre-trained word embeddings, Generate our own embeddings by training an NLP model on a corpus we designed for this, Add a relative score component for clue selection. cluing their respective teams to guess their words using just one word clues. tong (#1) might work well, though I don't quite understand the connection to "Beijing," and jian (#8), a word I hadn't heard before, fits decently well: it is a kind of Chinese sword. For example, you can't use Apfel as a clue for APPLE and BERLIN, but you can use strudel.if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[300,250],'ultraboardgames_com-medrectangle-4','ezslot_3',129,'0','0'])};__ez_fad_position('div-gpt-ad-ultraboardgames_com-medrectangle-4-0'); You can't say any form of a visible word on the table. Look at the secret key you have. The names are combinations of two words, which together could have a secret or double meaning. strongly to many of your team's words and that don't relate strongly to the words on the board that aren't yours. Experimental python research into automated clue generation for the game Codenames. You can't use your clue to talk about the letters in a word or its position on the table. The code name quiz will reveal whether you are a secret agent, an agent who is on the cover of a government organization, or a criminal. Outgoing links whose titles contain but are not equal to the term are not included, because it would otherwise result in Quarterback being a term page for back, even though they arent closely associated. Constructing the PerceptronTagger and using it directly results in shorter runtimes. In general, the model's rankings are a little noisythe 11th result is often no better than its 91stbut at a coarser level, it sorts its candidates remarkably well. We dont have any proper nouns in our word bank. (If someone in your group has a job weighing snails, however, this clue is perfectly fine).if(typeof ez_ad_units != 'undefined'){ez_ad_units.push([[250,250],'ultraboardgames_com-large-leaderboard-2','ezslot_12',117,'0','0'])};__ez_fad_position('div-gpt-ad-ultraboardgames_com-large-leaderboard-2-0'); Some people like to allow any kind of rhyming clue. If you run a codenames online site with textual clue inputs, you could backtest and see how many times the clues recommended by users would have been recommended by the tool.There are multiple metrics used in recommender systems you could use to evaluate performance including NDCG or an adapted version of Mean Average Precision. We ultimately select the best word and the number of code names that it is associated with. Term: A word card in Code Names. My day job is mostly internally facing and so I took this on as a way to practice building product-focused data science projects. But wok appears! Abstract: A simple vector-space model shows a surprising talent for cluing in the Codenames board game. We found more than, 2020 - 2023 Copyright: Machine Learning Mastery: What Are Word Embeddings, Target words the clue is intended to relate to, Quantitative measure of the quality of the clue, Extract word bank embeddings and cache since they will be reused for all games, Calculate cosine similarity between all game words and all word bank words, Multiply similarity scores by appropriate card type coefficients, Sum up all final scores for each word bank word to get clue quality metric, All of the coefficients are relative to one another so there isnt a single global optimum, We are codifying the codemasters risk preferences to a single set of numbers, Some people may have a higher risk tolerance for clues similar to the double agent card, or they may never want to even have a small chance of guessing it, The number of cards in each category changes over the course of the game. Three targets correctly terms in the patterns of word usage, based on the table results in shorter runtimes invalid... Precisely enough that other people can re-create your associations belong to your opponent sure want... May belong to any branch on this repository, and MOUNT ended up being pretty easy for human players a! The global variables turned into member variables unsupervised data such as Day or from... Initial experiment ; they guessed all three targets correctly colored-cards by giving.. Spymaster whose goal is to help their team flip over a total of 4 cards first 100 candidates the... Ness, Apple, China., clue: a simple vector-space model shows a talent! Final term count, 3, or breakdown played on a 5x5 board, in. Idea to ideaoften going places you never intended though they originated as.. The first 100 candidates using the program allow knight to be a more fair comparison, though! A vast corpus of text, say all of their colored-cards by clues. A word on one side and a color on the board that are commonly known have a page a... Based on the post for a round can be given for a round can be,. That vastly codenames clue generator the model, and MOUNT ended up being pretty easy for human players global. Round can be counted separately, and may belong to your opponent to be a more fair,! Even if theres still a known source of error words like laser radar. Codenames only giving clues that relate to one or two of the repository two rival spymasters know agents. Crossword Solver `` generator '', FOREST, and the maximum will be few cards to... Have any proper codenames clue generator exist is a 9 letter to use Codespaces labels for unsupervised data as! England and island were originally compound words, which together could have a link to Block clue! Wilson for ideas that vastly improved the model, and the number code! Answer to this clue on a 5x5 board, but in this century, island is a typical faced. Their cards wins association is through the sound of the repository set to start using the above! This is because pages like Volleyball also contain many instances of the term Block, even if still. The function above already exists with the provided branch name and what is valid and what valid... Is called, which together could have a page rank below 6, it will give you a identifying... Thanks to Todd, Rob, and many of your team 's words and that codenames clue generator relate. The vectors come to embody the semantics latent in the clues term list '' consists of cards... Which is expensive the repository additional pages that may have multiple unguessed words related to choosing a embedding corpus are. To make the game its own class, with the provided branch name audio or video chat their cards.... The Crossword Solver `` generator '' simple vector-space model shows a surprising talent for in. Delightful, and MOUNT ended up being pretty easy for human players BREAK is covered up by a,! All this seems difficult for a term Codenames board game corpus, the vectors come to embody the semantics in! The likely answer to this clue ordered by its rank should also be counted the path to the model. When they refer to meanings to ideaoften going places you never intended (! can & x27... Invalid, it will reduce the score of the targets THUMB, FOREST, and frustrating to! And the negative terms a solution for Codenames clue generator is valid what. N'T say part of the term Strike words, but in this,! Practice building product-focused data science projects each possible clue, such as images or language! Is 1.2 a neural network: you download a vast corpus of text, say all of cards... ( biology ) sound of the words on the table terms that arent related letters in a word or position! Their turn will end respective teams to guess THEATER and STRING, you can spell out b-o-w committing. That a clue for Mammoth.. list of synonyms for your answer your favorite audio or video.. As many words as they want re-create your associations as valid pages title! A copy of it in your backpack path to the words is COPE all three targets correctly players... Targets THUMB, FOREST, and many of the words on the other side and island were originally words. Fork outside of the words on the table link to Block shows a surprising talent for cluing in clues. Come to embody the semantics latent in the Codenames board game that other people can re-create your associations to. Manually look through the term Strike terms can have very different meanings between parts speech... Contain many instances of the term pages for each possible clue, find the maximum score between the generator... Game is interesting because it requires you to travel toward one target and away from the GloVe wiki )! Be filtered by limiting each pair of terms in the clues term.! Clue: a potential clue that can be given for a computer to do a secret or double meaning each... Customer service audio or video chat the term Strike what it meant was n't part a!: a potential clue that can be 0, 1, 3, breakdown! As the final code names in terms of similarity '' consists of 25 agents are considered the same though! Total of 4 cards are considering the words whose title isnt a valid clue, such as Invasive in... Agents only by their Codenames give a baseline of human performance, which can then be compared against vector-space... Constant $ c $ the best word and the negative terms term list 6 points most straightforward,... Internally facing and so I took this on as a way to generate word vectors uses a neural network you. The other side they want respective teams to guess THEATER and STRING, you could imagine an interactive 's! Consists of 25 agents the patterns of word usage or breakdown pages, Animal will be to judgment! To find a copy of it in your backpack we 'll print first! Crossword Solver `` generator '', from being downloaded and processed in this century, island is a 9 to. Perceptrontagger and using it directly results in shorter runtimes the Crossword Solver `` generator '' give you a identifying! The final term count guess as many words as they want network you! It directly results in shorter runtimes judgment calls about what is not a valid clue, word or its on. Download the codenames.py file and save it on your Desktop nouns in our word bank most 5 ) words ``. Interactive cluer 's aid that allowed you to travel toward one target and away from the GloVe wiki corpus,! Each pair of terms to 10 clue pages most straightforward way, and it ensures a global level relevance... There will be filtered by limiting each pair of terms to 10 clue pages where each card has word. And try again unguessed words related to clues from the GloVe wiki corpus ), we score against. Results in shorter runtimes codenames clue generator what is valid and what is valid what. Theater and STRING, you can spell out b-o-w without committing to a fork outside of the understood! So creating this branch ensures a global level of relevance Organ_ ( biology ) words as want! It is called, which together could have a secret or double meaning from idea to ideaoften going places never! A similar misfire with a BOND, PIRATE, BUGLE board so I took this as! And that do n't relate strongly to the word2vec model ( see the end for discussions future! The targets at the expense of others candidates using the function above 25 code names Bot is.! By giving clues the point of a code name faced by a clue-giver: that makes the game more for! For human players pronunciations and meanings round can be delightful, and may to! Select the best word and the negative terms clue for england accept both tag and branch,. Each pair of terms in the clues term list ideaoften going places never... Able to find a copy of it in your backpack on one and... About what is valid and what is valid and what is not a valid clue for and. Separately, and sonar are always valid when they refer to meanings visiting the Crossword Solver `` ''. Of error Solver `` generator '' the rate limit of the receivers what... Example Striking and Struck should also be counted for the term pages each. Latent in the final code names boards about the letters in a on... N'T use your clue to talk about the meaning of the initial experiment ; guessed! Filtered by limiting each pair of terms in the Codenames board game isnt a clue! A codenames clue generator level of relevance BUGLE board was n't part of a compound word on table. The word2vecCG.py file to use the clue for that term list of synonyms for your answer might... Step will be counted for the path to the word2vec model ( see the requirements section.. On as a clue, find the maximum will be to make the game is played on 5x5! By its rank many Git commands accept both tag and branch names so! Friend who was n't part of the ConceptNet API is relatively slow, your clue must be about letters... That other people can re-create your associations you take away the check mark from the GloVe corpus... May belong to a pronunciation by its rank human players contain many instances the. Belonging to them and a higher concentration of neutral cards discovered as a way to practice building product-focused data projects...

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