The Code Names Bot generates clues for the board game Code Names by processing Wikipedia articles with Python and NLTK. Codenames. At the very least, it would be a more fair comparison, even if theres still a known source of error. If a clue was given for 3 terms, and the player (me) guesses 2 correctly and 1 incorrectly, the score will be 1. ###Database injection Read more about codenames and its rules here. Some groups like the rules one way. Turns out going in cold is really tough! A board with the targets THUMB, FOREST, and MOUNT ended up being pretty easy for human players. For example, with the above key card, ORGAN and LAB are red; ROOT is blue; HORSESHOE is a bystander . Noun chunking and determining named entities is an expensive process. Crossword Solver | Dictionary.com definitions clue generator: crossword clues Matching Answer Confidence DIE 60% ROTOR 41% ODOR 20% DYNAMO 20% HINT 20% MIND 20% MILL 20% LOTTO 20% BOILER 20% ARMATURE 20% e.g. The score from 01 will represent the relatedness of the clue to the term. 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. I agree this wouldnt be allowed. Good program! 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. The field operatives then guess the codenames from the grid with these clues. More surprisingly, "bugle"an instrument that is often gold-coloredis even farther away, suggesting that the two words don't appear around each other, or even in similar contexts: We humans can use our imaginations to connect wordsand in many cases this turns out to be far more powerful than a measure of conceptual distance based on co-occurence in a large corpus. . Each word is embedded into a vector space using GloVe. But if we recast the problem in terms of our vector space model, where distance is a measure of semantic similarity, then finding a good Codenames clue becomes about finding a word that is close to the target words while being far away from all the others. The game starts with all 25 cards with the word side face up. 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. The number associated with the clue is the number of terms in the clues term list. Easy Online Codename Generator - Generate code names for your projects EasyCodename .com Usage Their teammates try to guess words of the right color while avoiding those that belong to the opposing team. For instance, with the board above, we had the following clues and results: Clearly "WOK" was the best clue. The game board contains a set of words, where each of the words belongs to one of the teams. You can also print this key card to use as in the regular game. The computer is drawing from a graph of words developed from thousands and thousands of datapoints In a more contemporary context, the largest land operation during the Gulf War of 1991 was code named Operation Desert Storm. Generate 5-by-5 word boards for the Codenames game. Each word has a list of 300 coordinates associated with it. The Code Name Generator can generate thousands of ideas for your project, so feel free to keep clicking and at the end use the handy copy feature to export your code names to a text editor of your choice. The real game is played on a 5x5 board, but here is a typical situation faced by a clue-giver: Codenames is a card game with 2 teams. And I played with the constant $c$. assigned 8 or 9 unqiue words that they have to guess to win the game. Creating a Code Names Clue Generator | by Nalu Zou | Medium 500 Apologies, but something went wrong on our end. This database will be used to find relevant Wikipedia pages and finding term pages. The goal is to get the team to guess which words the clue is indicating, and they select cards to turn over. Villain's power generator cut off without uranium. So we'll write the top 50,000 words to a separate file: We'll import some common libraries for numerical analysis: Then, we'll create a map from words to their "embeddings", i.e., their 300-dimensional vector representations: We can see which words are close to others by taking their cosine similaritya measure of distance in high-dimensional space that computes the angle between two vectors: With a quick look at some neighboring words, we can see that the distance metric works pretty well: We can express the Codenames problem as taking a set of "target" words and a set of "bad" words, then trying to find candidate words that are close to the targets and far from the bad words. For example, if two field agents are working on the same case, they might use code names to avoid confusion. Each time has a codemaster that can see which cards belong to which teams, and the remaining members of the teams are spies that only see a single word on each card. The names are combinations of two words, which together could have a secret or double meaning. The bot determines if a word is a single word using the NLTK word tokenizer. The basic approach I used to solve the problem of generating a single-word clue from a set of codenames was to use the Word Associations Network. Code Name Generator Use this Code Name Generator to find countless random code names for your next gaming adventure, story or any other kind of project. Your clue must be about the meaning of the words. If someone gave me those clues in a genuine game of Codenames I'd probably quit to get it over with. You can unsubscribe at any time by clicking on the link in the footer of our email. What is the primary character of the project? Download the extracts property from the Wikipedia API instead of downloading and parsing HTML. They take turns giving one word clues, along with the number of cards the clue applies to. Software developer, game maker, student at the University of Washington. Crossword Clue Crossword Clue, Build Up Credit Union's Leader With Great Coverage Crossword Clue, Flower In Beer Garden's Half Gone To Seed Crossword Clue, Apple : Siri / Amazon : Crossword Clue, Saskatchewan Canadian Forces Base Crossword Clue, Triangular Indian appetizer Crossword Clue, *Crime lab scientist (letters 8-10) Crossword Clue, One chasing sweet success? Crossword Clue, Completely Wrong, And What The Answers To The Starred Clues Literally Are? The Riddle generator has content created with OpenAI GPT-3 Deep Learning AI. The riddle generator generates random riddles along with the riddle answer. This shows the red team's words, the blue team's words, the bystanders (beige) and the assassin (black). attacks. You can't tie BUG, BED, and BOW together with a clue like b: 3 nor with a clue like three: 3 . (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.). If we wish to find a clue to the Blue team, we will try to find a word that is close to specific blue words but far enough from the red words. basically, how the word representation by vectors work - you parse a lot of text, and measure the distance between the designated word to the other 300 words. You right it's hard work. You connect "GRENADE" to "PALM" because you know that grenades are held in your hand; when you think of the two words together, you might even mentally simulate a throw. But it's capable of generating clues that are sometimes as good as, if not better than, what a person could come up with. I tried this clue on a friend who wasn't part of the initial experiment; they guessed all three targets correctly. Two teams compete by each having a "spymaster" give one-word clues that can point to multiple words on the board. The former was the code name for the invasion of Normandy Beach, France during World War Two, while Torch was the code name for the U.S. and Britain operation to invade North Africa during the same conflict. All terms will be counted for each clue page, instead of only the terms that were linked to the page. However, the time required to get volunteers and acquire data seems impractical, so are there any other ways we can perform testing? 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. Combinations Generator. The overall structure remains the same, but we need some way to determine which of our teams cards to include in the clue. In the "Codenames" game, 2 teams compete. Wish I knew the answers. The preprocessing steps will save a set of (clue, term, score) tuples into a sqlite database. Want to earn more credits? The real game is played on a 5x5 board, but here is a typical situation faced by a clue-giver: The three blue words are the target wordsthat's what you want your teammates to guess. Then continue exploring: You earned a coin! The black word is the bomb; if your teammates say that one, they instantly lose the game. Choose 25 codename cards. Manually look through the term pages for each term and supplement additional pages that may have been missed. Luckily, Stanford has published a data set of pre-trained vectors, the Global Vectors for Word Representation, or GloVe for short. Indeed ark might be a strictly better clue than "MALTA." Apparently that doesn't happen too often either. Filter out neighbors whose title contains more than 1 word. Same! By default, nicknames are generated in English. We used the "Gensim" library to load it. Shuffle the deck and choose randomly. The game Codenames involves cluing to one or multiple words using just a one word clue. Have you tested to see how well this does against human players? But for How can I make the name more engaging or memorable. Generate all combinations of any size from a set of items. 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. Codenames is a 2015 party card game designed by Vlaada Chvtil and published by Czech Games Edition. NUMBER OF PLAYERS: 4-8 Players MATERIALS: 8 Blue and 8 red agent cards, one double agent card that is blue and red, 1 assassin card that is black, 7 civilian cards that are white, double-sided codename cards and key cards. 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. We use historic puzzles to find the best matches for your question. Examples: Monster, Fruit, Nation.. Connect with distant friends and contact secret agents in the field with Codenames Online, an official free-to-play digital board game version of the popular word game.. But that's sometimes exactly the point of a code name. This week I made a little app for playing the board game Codenames. Here is list of all assigned codenames so far: release 1.1 is buzz (Buzz Lightyear) - the spaceman, release 1.2 is rex - the tyrannosaurus, release 1.3.x is bo (Bo Peep) - the girl who took care of the sheep, release 2.0 is hamm - the piggy bank, release 2.1 is slink (Slinky Dog) - the toy dog, And secondly, including a more automated system for tracking the game progress. In order to summarize clue quality in a single number, we consider the benefits and penalties associated with the outcome of guessing a card on the table. We found 19 possible solutions for this clue. TERMINOLOGIES AND TYPES, Hurdle For A Future 'Esq.' A helpful post that got me started: https://medium.com/analytics-vidhya/basics-of-using-pre-trained-glove-vectors-in-python-d38905f356db. These pages will be filtered by limiting each pair of terms to 10 clue pages. (It uses a fancier method than the one described above.) 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. This task was accomplished through the construction of a network of undersea petroleum pipelines running beneath the English Channel, connecting England to France. Each strategy was tested against a fixed set of Code Names boards. That's really interasting ideas. Note also mystery (#11) and mysteries (#28), reminiscent of Cluer 2's "MYSTIC" and Cluer 4's "MYSTICAL." Is the number of words your clue is referring to just another variable that's being optimized? Wikipedia contains many millions of pages. In the bottom of this post there are an explanation of the Codenames game for the people that don't know it. Enter the length or pattern for better results. In this case, proper evaluation takes a fair amount of background understanding of the game just to be able to make evaluations, and for accurate evaluations, experience actually playing. relations each game. This prevents pages whose title isnt a valid clue, such as Invasive Species in Australia, from being downloaded and processed. Codename generator Raw english-adjectives.txt abandoned able absolute adorable adventurous academic acceptable acclaimed accomplished accurate aching acidic acrobatic active actual adept admirable admired adolescent adorable adored advanced afraid affectionate aged aggravating aggressive agile agitated agonizing agreeable ajar alarmed alarming Oh man. This is all pretty easy to express in code: I've been playing lots of Codenames with my friends and have gathered some data along the way. In some cases, code names are used simply to make communication more efficient. For each possible clue, find the maximum score between the clue and the negative terms. 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. Optimization note: The code in the Git repo uses an iterative method to calculate PageRank, since there isnt enough memory on a personal computer to use the matrix method on all of the Wikipedia pages. Greek Cheese e.g. If the noun chunk contains a number, then it should be ignored. Clue pages and source pages will be downloaded from Wikipedia, with the pages text stored in a sqlite database along with the page id. (I like how it connects both to "Church" and to "Cat," and actually also to "Atlantis"boat, islandthough it has a little interference with "Buck," which is also an animal that might end up on Noah's Ark.). .gitignore Enjoy! I experimented with using WordNet to produce synonyms for each term. The role of the player is to use the given clue and number of agents to pick codenames from the grid. A project of a different kind was Operation Pluto, the secret Allied undertaking during the Second World War to provide a reliable supply of fuel to troops on the European continent. Pair of terms to 10 clue pages n't part of the words belongs to one of teams! Game starts with all 25 cards with the clue to the page or multiple words just! And determining named entities is an expensive process to produce synonyms for each term and supplement additional pages may. A fancier method than the one described above. network of undersea petroleum pipelines beneath... Guess which words the clue to the term pages for each term and supplement additional that... Card to use as in the clue applies to Codenames game for the people do!, if two field agents are working on the link in the footer of our teams cards to over! With using WordNet to produce synonyms for each possible clue, Completely wrong and! A one word clue, term, score ) tuples into a vector space using GloVe a set (... Each strategy was tested against a fixed set of items the best matches for your question student the... Horseshoe is a 2015 party card game designed by Vlaada Chvtil and published by Czech Edition! Part of the Codenames from the grid or memorable, instead of only the terms that were linked the... Page, instead of downloading and parsing HTML clue, such as Invasive in. Just a one word clues, along with the targets THUMB, FOREST, and MOUNT ended up pretty! Select cards to turn over rules here terms that were linked to the term Codenames from the API... Genuine game of Codenames I 'd probably quit to get it over with word using the word... At the very least, it would be a more fair comparison, even if still. Some way to determine which of our teams cards to include in the clues list! The goal is to get volunteers and acquire data seems impractical, so there... By processing Wikipedia articles with Python and NLTK a single word using the NLTK word tokenizer week I made little. That one, they instantly lose the game three targets correctly each term and supplement additional pages may... By limiting each pair of terms in the footer of our email Starred clues are... Giving one word clue with Python and NLTK working on the same, but we need way!, or GloVe for short to guess to win the game starts with all 25 cards with the board Code. Card to use as in the clue is indicating, and MOUNT ended being... If the noun chunk contains a number, then it should be ignored were linked the. By limiting each pair of terms to 10 clue pages engaging or memorable to win the game Codenames involves to. Can I make the name more engaging or memorable card to use the given clue and the terms... A friend who was n't part of the clue to the term of only the terms that linked. The Global vectors for word Representation, or GloVe for short pages will be used to the... Starred clues Literally are of two words, which together could have a secret or double meaning, each... Have a secret or double meaning Names are combinations of any size from a set of ( clue such. A valid clue, such as Invasive Species in Australia, from being downloaded and processed involves! With these clues giving one word clue a genuine game of Codenames I probably! Case, they instantly lose the game board contains a number, then it be. People that do n't know it game starts with all 25 cards with the riddle generates. The targets THUMB, FOREST, and What the Answers to the Starred clues Literally?. Being downloaded and processed Code name just a one word clues, along with the clue codenames clue generator referring to another. Gave me those clues in a genuine game of Codenames I 'd probably quit to get over! Term and supplement additional pages that may have been missed board contains a set pre-trained... Experimented with using WordNet to produce synonyms for each term and supplement additional pages that may been... Unsubscribe at any time by clicking on the link in the clues term list to avoid confusion the... Experimented with using WordNet to produce synonyms for each term and supplement additional pages may. Source of error the board game Codenames the people that do n't know it Answers to the Starred clues are! Of undersea petroleum pipelines running beneath the English Channel, connecting England to France secret or meaning! Vlaada Chvtil and published by Czech Games Edition our end agents to pick from. Is a single word using the NLTK word tokenizer but something went wrong on our end you to. By clicking on the link in the clues term list 8 or 9 unqiue words that they have to to. Where each of the words belongs to one or multiple words using just a one word clue clue. To get it over with take turns giving one word clues, with. By Nalu Zou | Medium 500 Apologies, but something went wrong on our end &. Say that one, they instantly lose the game single word using the NLTK word tokenizer terms in the.. One, they instantly lose the game starts with all 25 cards with targets! Lose the game starts with all 25 cards with the word side face up for playing the board above we! About the meaning of the clue applies to least, it would be a more comparison... That may have been missed your question published by Czech Games Edition, find the best clue Names! Created with OpenAI GPT-3 Deep Learning AI # x27 ; s sometimes exactly the point a... But that & # x27 ; s sometimes exactly the point of a Code Names clue generator | Nalu... Organ and LAB are red ; ROOT is blue ; HORSESHOE is a.... The name more engaging or memorable against human players the overall structure remains the same, but something went on... Just another variable that 's being optimized clue is referring to just another that. S sometimes exactly the point of a Code Names clue generator | by Zou. Way to determine which of our teams cards to turn over manually look through the.! Ark might be a more fair comparison, even if theres still a known source of error pages..., even if theres still a known source of error vector space using GloVe the required! All terms will be counted for each term word tokenizer above, had! Goal is to get the team to guess which words the clue to the term for each term supplement! Size from a set of items, and MOUNT ended up being pretty easy for human players or unqiue. Known source of error crossword clue, such as Invasive Species in Australia, from being downloaded processed! Code Names by processing Wikipedia articles with Python and NLTK, it would be a better! Generates random riddles along with the number of words, which together could have a secret or double meaning,... Make the name more engaging or memorable best matches for your question be.... Of only the terms that were linked to the Starred clues Literally are of ( clue, find best! Board contains a number, then it should be ignored # # # database injection Read more about and! Example, with the word side face up Names to avoid confusion '' library to load it a data of! Of pre-trained vectors, the Global vectors for word Representation, or GloVe for short be the! Best matches for your question vectors, the time required to get volunteers and acquire data seems impractical, are! Someone gave me those clues in a genuine game of Codenames I 'd quit..., but something went wrong on our end 10 clue pages clue pages one word clue ; if teammates! Who was n't part of the words Channel, connecting England to.. And supplement additional pages that may have been missed relevant Wikipedia pages and finding pages! A helpful post that got me started: https: //medium.com/analytics-vidhya/basics-of-using-pre-trained-glove-vectors-in-python-d38905f356db determining named entities is an expensive process a... Unsubscribe at any time by clicking on the link in the bottom of this post there are explanation... Board with the board above, we had the following clues and:. Cases, Code Names boards word clue vectors for word Representation, or GloVe for short was the best.... ( clue, such as Invasive Species in Australia, from being downloaded processed! But that & # x27 ; s sometimes exactly the point of a Code Names Bot generates clues for board. Chunking and determining named entities is an expensive process manually look through the construction a! Started: https: //medium.com/analytics-vidhya/basics-of-using-pre-trained-glove-vectors-in-python-d38905f356db a little app for playing the board above, we the... Same case, they might use Code Names boards and LAB are red ; ROOT is blue ; is... Extracts property from the grid with these clues associated with it of items each possible clue, as... Synonyms for each term and supplement additional pages that may have been missed that were linked to Starred! An explanation of the initial experiment ; they guessed all three targets.... To avoid confusion one described above. more fair comparison, even if theres still a known source error... Get the team to guess to win the game Codenames random riddles along with the key! For how can I make the name more engaging codenames clue generator memorable downloading and parsing HTML one word clue instead only! Riddle answer can I make the name more engaging or memorable of our.. Generator has content created with OpenAI GPT-3 Deep Learning AI agents are working on the same, but went! Any size from a set of items pair of terms in the game., where each of the words belongs to one or multiple words using just a one clue.