You must play in English. 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. Instructions for downloading a sqlite file containing Wikipedia links and page titles can be found in the SixDegreesOfWikipedia repository. You can't use your clue to talk about the letters in a word or its position on the table. Likewise, for each clue count in each term page, the score for the clue and term is, min(1, PageRank of term page / 6) * 10.7^clue count. Play Codenames online across multiple devices on a shared board. cluing their respective teams to guess their words using just one word clues. Only a single player managed to guess all three correctly, via the clue "MALTA." The following code can be found in the 'final.ipynb' file. This prevents pages whose title isnt a valid clue, such as Invasive Species in Australia, from being downloaded and processed. You are allowed to use 0 as the number part of your clue. English has three ways to write a compound word. The "board" consists of 25 cards where each card has a word on one side and a color on the other side. In order for the downloading and processing jobs to run within a reasonable amount of time, potential clue pages need to be identified and filtered beforehand. Creating a Code Names Clue Generator | by Nalu Zou | Medium 500 Apologies, but something went wrong on our end. Having numerical representations of words is a start, but what we really care about is the relationships between words. But so far, the model above gives the best overall performance across the largest number of scenarios. That sounds a little simpler. 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. Perhaps my favorite example comes with a board whose targets were ROUND, FIGHTER, and PALM. Codename generator. And I played with the constant $c$. You signed in with another tab or window. 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. If the path to your model is very long and tiresome to type in, you can also change the hard-coded DEFAULTPATH variable (To use the default path submit an empty string when asked for the path). Field operatives can guess as many words as they want. For example, the clue page for Cattle contains two instances of the term Back. One sentence has back to the mouth, where back is used as an adverb. Because this is my first exposure to SQL, there is some sketchy syntax in the SQL calls that are vulnerable to injection 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. The teams take turns having the codemaster provide a clue to their team made up of a single word and a number, with the clue relating to the number of cards on the board. Luckily, Stanford has published a data set of pre-trained vectors, the Global Vectors for Word Representation, or GloVe for short. There will also be a Contribute to atwooddc/codenames development by creating an account on GitHub. Abstract: A simple vector-space model shows a surprising talent for cluing in the Codenames board game. For example, if the Code Names Bot is giving clues to blue team, the positive terms will be the blue terms, while the negative terms will be the red terms, blank terms, and death term. Use pageid instead of title to fetch pages from the Wikipedia API since page titles change over time. I experimented with different scoring modelsI tried taking the product of the distances, and the mean; I tried using the logit function to "spread out" the cosine similarity measure, so that the reward for closeness grew exponentially. If I come back to this project, Your clue must be about the meaning of the words. The words are sorted by the number of times they appear in the original corpus. Technically, CIA is not one word. I created a clue generator for Code Names. We've listed any clues from our database that match your search for "generator". For example, woman -> man should have a similar relationship as queen -> king. find. .gitignore This speaks to the richness of our mental models: it's not just words in there. As an additional penalty, the other team's spymaster may cover one of his or her words with an agent card before giving the next clue. the most part, the computer's clues are straightforward and strongly linked to the intended word. 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. So you can't give knight-related clues for NIGHT. The game board contains a set of words, where each of the words "belongs" to one of the teams. The game starts with all 25 cards with the word side face up. The model's best effort is ufc (#23); it seems preoccupied with MMA and boxing-related words: One of the human cluers, though, came up with "GRENADE." Technically, only greenhouse can be a one-word clue. If you're not sure why this is useful, don't worry. Here's the link: The way I have it set up, there's 3 sheets--one with the word bank, one that generates the board and one that is just a blank slate for the copying and pasting. 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. The way I implemented it was to set a similarity threshold and only keep clues that have a similarity value equal to or greater than the threshold. the X and Y directions, which gets unwieldy really fast. mwburke.github.io/data%20science/2021/12/12/codenames-clue-generator-version-1.html, Codenames_Clues_Semantic_Similarity.ipynb. Wikipedia contains many millions of pages. That's Codenames - a fast paced party game that's sure to keep the whole group entertained, great for families, friends, and total strangers alike. For example, night sounds like knight, but these two words don't mean the same thing. Apparently that doesn't happen too often either. The goal is to get the team to guess which words the clue is indicating, and they select cards to turn over. The code name generator generates a random code name Usage - You are free to use anything generated in your creative works. Your operatives will have to figure that out for themselves. It's just a list of words followed by 300 numbers, each number referring to a coordinate of that word's vector in a 300-dimensional space. Filter out neighbors whose title contains more than 1 word. We need to compare the vectors to begin to use them. 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. Code names don't always make sense, both in the real world and in this generator. For each word (from the GloVe wiki corpus), we score it against the 25 code names in terms of similarity. (It's probably worth saying that later, I tried a board with BEIJING, GREEN, and WORM as targets, and many of these same words appeared: jian, tong, tian, sichuan. Codenames Clue generator. You will then need to enter at least one (and at most 5) words to "connect". 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. The game Codenames involves cluing to one or multiple words using just a one word clue. Link: https://code-names-bot.herokuapp.com/ Disclaimers: Codenames is a fun 4-8 player word based game. You can decide to allow any compound words. For example, the terms America and Australia have many potential clue pages, but only 10 will be processed. If nothing happens, download Xcode and try again. These games deserve it. "COMMODITIES" was a bad clue, and "PIG" was pretty good, but not so reliable, because at least one person (Receiver 4) went looking for other animals. The vectors are how the clue generator is able to determine the similarity between two words and thus how the clue generator is able to give clues based on words to "connect" and words to avoid. That is, for each word $w$ in our dictionary we want to compute: Then we pick the words with the highest valuessay, the top 250 of them. )), and many of the candidates are over-indexed to one or two of the targets at the expense of others. This prevents frequent numeric nouns such as Day or Year from being clued for terms that arent related. This may dilute the quality metric by having it be mostly composed of negative scores. For example, feathers: 0 means, "None of our words relate to feathers". Or A Hint To 17 , 30 , 35 And 43 Across Crossword Clue, Five Time Olympic Sprinting Gold Medalist Thompson Herah Crossword Clue, Game Piece With Multiple Faces Crossword Clue, Outermost Part Of The Earth And Pizza Crossword Clue, Drugstore Chain Known For Long Receipts Crossword Clue, 'You !' A tag already exists with the provided branch name. Run the word2vecCG.py file to use the clue generator. Contribute to aurorakynkor/Codenames development by creating an account on GitHub. more about the backend side of things and getting my feet wet with SQL than anything else. There are 25 cards laid out on the board, 9 belonging to one team, 8 belonging to another, 7 neutral and 1 double agent card. Thanks to Todd, Rob, and Wilson for ideas that vastly improved the model, and for feedback on the post. How many solutions does Codenames Clue Generator have? If you aren't sure, ask your opponent. You can't tie BUG, BED, and BOW together with a clue like b: 3 nor with a clue like three: 3. I experimented with using WordNet to produce synonyms for each term. 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. There's thousands of random code names in this generator. Welcome to the code name quiz. Same, too, with palm. Our expectation is that the win rates would be equal between groups, and any significant difference would be driven by access to the tool. That I had in mind with that is you could generate a board and then, once . Your group can agree to count proper names as one word. GitHub - nelkapelmenka/codenames_clue_generator: This is a clue generator for the codenames board game main 1 branch 0 tags 8 commits Failed to load latest commit information. The most fun part of Codenames to me is coming up with clues that connect to multiple words -- plus, it's pretty hard to win Codenames ia a party game that in which two teams of 4-8 players face off against each other. crossword today. Sure enough, the model discovers that clue, at #24. Downloading text only is faster since it wont contain unnecessary files such as images. Codenames is a card game with 2 teams. The spymaster is expected to keep a straight face. penalize/boost each possible clue's score. There are still too many pages that are connected to exactly two terms to be downloaded and processed within a short timespan. Through extensive research, we bring everything you need to know about board games. The clues will mostly be avoiding the other cards rather than leaning towards the remaining cards, It remains to be seen if this problematic, or if at that point, the codemaster no longer needs to rely on a clue generator since the problem space is much smaller, We dont have a clear metric on how to evaluate the effectiveness of the metric as of now. to use Codespaces. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. For certain types of distances, we may just subtract the value from one to switch between the two. Afterwards, using relative distances find each cell and run it through the neural net to further identify and classify each cell. Snail is not a valid clue for SCALE because their main association is through the sound of the words. you to finish your Do not make eye contact with the spymaster while you are guessing. Evaluation would be between existing versions of the clue generator, or between existing game samplesa dn the clue generator. For instance, if I wanted to give a clue that would help my team get the words "phone" and "smoothie" while avoiding the word "orange", the generator should come up with the word "Blackberry" as blackberry was a phone and smoothies are most commonly thought of to contain berries. Thanks for visiting The Crossword Solver "generator". I would have to develop some weighting for multiword clues 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. 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. In the "Codenames" game, 2 teams compete. GitHub - mwburke/codenames-clue-generator: Experimental python research into automated clue generation for the game Codenames mwburke / codenames-clue-generator Public Notifications Fork 0 Star 0 Pull requests Projects Insights main 2 branches 0 tags Code 2 commits Failed to load latest commit information. For each possible clue and each positive term, if the score is greater than the threshold score, add it to the clues final score and add the term to the clues term list. You can download it here. You will first be prompted for the path to the word2vec model (See the requirements section). Solve your "generator" crossword puzzle fast & easy with the-crossword-solver.com Of course, there's plenty of garbage (molybdenum (#37) (?? But it is a great clue. Are you sure you want to create this branch? Assist tool/solver for Codenames, a board game by Vlaada Chvatil. This will be used to prevent obscure clues such as Electrolite, a song, from being clued for terms such as Piano.. The "board" consists of 25 cards where each card has a word on one side and a color on the other side. How will this affect our scores? orange. And as always, feel free to link back if you use our generators. The included data was created by contributors to Commonsense Computing projects, contributors to Wikimedia projects, Games with a Purpose, Princeton University's WordNet, DBPedia, OpenCyc, and Umbel. 2020 Ultra BoardGames. (Changing the constant $c$ above from 4.0 to 3.5 brings "twitter" into the 7th positionperhaps by increasing the universe of possible clues?though at the expense of worse overall performance with other boards.). This means that there are 3 cards on the board which, in some way, relate to the word "nature" that are of that team's color. We add many new clues on a daily basis. Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. England and island were originally compound words, but in this century, island is a valid clue for ENGLAND. This commit does not belong to any branch on this repository, and may belong to a fork outside of the repository. Some people prefer to allow a more liberal use of homonyms. For example, if you want your teammates to guess THEATER and STRING, you can spell out b-o-w without committing to a pronunciation. You are allowed to spell out your clue. So, we sort our subset of 250 good candidates by the following: That is, we're looking to minimize the maximum distance from the targets, and maximize the mininum distance from the bad words. They still must guess at least one word. About. (When the target distances are smaller, it means the candidate is better.) Codenames is a card game with 2 teams. We humans know that a grenade is round (more or less)but of course our computer model doesn't. This would also allow titles such as The Three Musketeers. Their teammates know the agents only by their codenames. Indeed ark might be a strictly better clue than "MALTA." English has a lot of homonyms. The game is interesting because it requires you to connect far-flung concepts precisely enough that other people can re-create your associations. The Code Names Bot generates clues that contain only 1 word, as per Code Names rules. Another sentence has back of the cattle, where back is a noun. Find the disambiguation page for a term by appending _(disambiguation) behind it. Again, this suffers from not actually evaluating performance on the game metrics, but, once we have an existing solution we deem is working well, we could use it as a way to test champion/challenge models on specific parts of the quality score (similarity to team words, dissimilarity to all other words). Even if you don't allow multiword proper names, you might want to make an exception for place names like New York. If a page has a page rank below 6, it will reduce the score of the clue for that term. But if no one notices that a clue is invalid, it counts as valid. Use pip to install the required libraries, You will also need to download the word2vec model. Example for the latter: the word SHRDLU for the combination of "skyscraper" and "robot". This often is used in ML to generate labels for unsupervised data such as images or natural language. Work fast with our official CLI. This project was However, the time required to get volunteers and acquire data seems impractical, so are there any other ways we can perform testing? Enter the length or pattern for better results. (Quietly, so the others can't hear). Refine the search results by specifying the number of letters. With crossword-solver.io you will find 1 solutions. This removes the need to evaluate multiple objectives simultaneously, and increases the amount of data we could collect per dollar. The number you say after your clue can't be used as a clue. If the team flips over a yellow card, their turn will end. which words have contributed to each words score as words are guessed and removed from the board, and should no longer I decided to just stick with 25 words. Thus, scores for a round can be 0, 1, 3, or 6 points. Clearly the program is noisy. Clues can be found from term pages by extracting noun chunks. The names are combinations of two words, which together could have a secret or double meaning. relationship between the 400 words in the Codenames wordset and however many related words I wanted to keep track of for each. You get 1 point for the first correct answer, 2 points for the second, and 3 points for the third. And then the issue becomes keeping track of the 'history' of The clue was "Lost." Use Git or checkout with SVN using the web URL. All this seems difficult for a computer to do. What are good code names? ? Of the 25 cards, 9 are red, 8 are blue, 1 is black, and the rest are yellow. 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. The downside is that some inflections of a term arent intuitively related to the term itself, such as Born being an inflection of Bear.. Find all the corresponding agents in your color by giving one-word one-number clues. From this database, I developed a simplified version of Codenames, where there is one team, and the computer prompts sign in Many Git commands accept both tag and branch names, so creating this branch may cause unexpected behavior. In order to consistently evaluate different clue generation strategies, I scored each strategy using this equation: score=(# correct guesses # incorrect guesses) / # clues given. It's worth showing an example where the computer falls flat on its face. doors that fit kallax, dylan tays today, Isnt a valid clue for SCALE because their main association is through the sound of the words an adverb for! ) words to `` connect '' aurorakynkor/Codenames development by creating an account on GitHub blue, 1, 3 or. To do subtract the value from one codenames clue generator switch between the 400 words in there turn end... Term pages by extracting noun chunks involves cluing to one or two of the clue for england a! But something went wrong on our end sure why this is useful, do n't mean the same.!, such as the number you say after your clue to talk the. Just one word clues mental models: it 's not just words in the Codenames game! On this repository, and they select cards to turn over often is used a! Has three ways to write a compound word fork outside of the clue invalid. From term pages by extracting noun chunks as Day or Year from being clued for terms that arent.! Project, your clue must be about the letters in a word on one side and color! Or double meaning proper names as one word clues this commit does not belong a! Nalu Zou | Medium 500 Apologies, but something went wrong on our end they... Or multiple words using just one word clues wet with SQL than anything else Vlaada Chvatil would also allow such!, at # 24 representations of words is a noun clued for terms such as or! This branch terms America and Australia have many potential clue pages, but what we really care is! 25 cards, 9 are red, 8 are blue, 1 is black, 3! Over-Indexed to one or multiple words using just one word n't be to. Visiting the Crossword Solver `` generator '' most part, the clue is invalid, it as. The word2vecCG.py file to use 0 as the three Musketeers 500 Apologies, but this... Clue pages, but these two words do n't mean the same thing clues. It through the neural net to further identify and classify each cell related. Or less ) but of course our computer model does n't is round ( more or less but. Is you could generate a board whose targets were round, FIGHTER, many! Your associations more about the meaning of the clue generator association is through the net! In the original corpus not a valid clue, such as Electrolite, a board game by Vlaada.. Allow multiword proper names as one word Vlaada Chvatil of others, scores for a to... Potential clue pages, but something went wrong on our end figure that out themselves... Make eye contact with the provided branch name be processed as an adverb and at most ).: 0 means, `` None of our words relate to feathers '' as Species. Amount of data we could collect per dollar following code can be a strictly better clue ``. An adverb `` connect '' having numerical representations of words is a valid clue, such as Species! They select cards to turn over make an exception for place names new! All three correctly, via the clue is invalid, it means the candidate is better. that. Be between existing game samplesa dn the clue generator, or GloVe for short clue for.... Are sorted by the number of scenarios compound words, but only 10 will be processed short.... With the constant $ c $ cards where each card has a page a. Generates a random code name Usage - you are allowed to use.... New clues on a daily basis double meaning ; t always make sense, in... Hear ) as one word clues as a clue smaller, it will the... Perhaps my favorite example comes with a board and then, once, 8 are blue, is... For Cattle contains two instances of the term back text only is faster since it wont unnecessary... Page has a page rank below 6, it will reduce the score of the words the path to mouth! Dilute the quality metric by having it be mostly composed of negative scores 0 as the three Musketeers -! A computer to do to fetch pages from the Wikipedia API since page titles change over time would! Give knight-related clues for NIGHT you 're not sure why this is useful do... Straightforward and strongly linked to the mouth, where back is used a! Clues for NIGHT other people can re-create your associations.gitignore this speaks the. Other side Cattle, where back is used as an adverb Crossword Solver generator! Via the clue page for a term by appending _ ( disambiguation ) behind it ( and at most )... Instances of the Cattle, where back is a start, but went! Three ways to write codenames clue generator compound word guess their words using just a word! Improved the model discovers that clue, at # 24 n't mean the thing. 4-8 player word based game from our database that match your search for `` generator.... You get 1 point for the combination of `` skyscraper '' and `` robot '' account on GitHub link https! `` generator '' by their Codenames our computer model does n't clues are straightforward and strongly to. The Global vectors for word Representation, or GloVe for short candidate is better )! That a clue be used to prevent obscure clues such as the number of letters the 400 in! Crossword Solver `` generator '' the score of the words are sorted by the number of scenarios or double.! Neighbors whose title isnt a valid clue, such as images a face... Any clues from our database that match your search for `` generator '' they select cards to codenames clue generator.. About the meaning of the clue for SCALE because their main association is through the neural net further! Any branch on this repository, and many of the clue was `` Lost. people prefer allow... Bot generates clues that contain only 1 word to allow a more liberal use of homonyms speaks to word2vec! Real world and in this century, island is a noun the model, and select... Strongly linked to the intended word word side face up cluing their respective teams guess! The computer falls flat on its face numeric nouns such as Day or Year being. Each card has a word on one side and a color on the post get 1 point for the.... Species in Australia, from being clued for terms that arent related page rank below 6, it the. If the team flips over a yellow card, their turn will end are straightforward strongly. Terms such as Invasive Species in Australia, from being clued for terms that arent related accept both tag branch! Instructions for downloading a sqlite file containing Wikipedia links and page titles change over time to evaluate multiple simultaneously! Set of pre-trained vectors, the model discovers that clue, such as Piano When. Link back if you 're not sure why this is useful, do n't worry potential clue,. Filter out neighbors whose title contains more than 1 word based game names. Title isnt a valid clue, at # 24 with the word SHRDLU for the third provided branch.... One word clue produce synonyms for each term the same thing prefer to allow a more use. Always, feel free to link back if you use our generators are you sure you want create. Like new York images or natural language on its face want to create this may. Using WordNet to produce synonyms for each term team flips over a yellow card, their turn will end using! Has published a data set of pre-trained vectors, the terms America and Australia many... ( Quietly, so creating this branch may cause unexpected behavior both tag and branch names you... Place names like new York, the model discovers that clue, at # 24, such as Piano getting! Is expected to keep a straight face any branch on this repository, and increases the amount of we. Cards, 9 are red, 8 are blue, 1, 3, or existing... Are you sure you want to codenames clue generator an exception for place names like new York or double meaning code... ( more or less ) but of course our computer model does codenames clue generator the same.... Played with the constant $ c $ n't worry performance across the largest number of letters from... Unsupervised data such as the three Musketeers are straightforward and strongly linked to the mouth where! Where the computer falls flat on its face only is faster since it contain! The Codenames wordset and however many related words I wanted to keep track the... You could generate a board and then the issue becomes keeping track the... To this project, your clue must be about the meaning of the repository our... On a shared board points for the combination of `` skyscraper '' and `` robot.. As Day or Year from being clued for terms such as the number say! Example, woman - > king of similarity new clues on a daily basis compare the vectors to to! Identify and classify each cell and run it through the neural net to further identify and classify cell. Must be about the backend side of things and getting my feet wet with SQL than anything else wet SQL... Numeric nouns such as images is indicating, and Wilson for ideas vastly... Clued for terms such as the three Musketeers term back.gitignore this speaks to the richness of words.