Related Words
Here are some words that are associated with italian city-states. You can get the definitions of these italian city-states related words by clicking on them. Also check out describing words for italian city-states and find more words related to italian city-states using ReverseDictionary.org
Words Related to italian city-states
Below is a list of words related to italian city-states. You can click words for definitions. Sorry if there's a few unusual suggestions! The algorithm isn't perfect, but it does a pretty good job for common-ish words. Here's the list of words that are related to italian city-states:
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Words Related to italian city-states
As you've probably noticed, words related to "italian city-states" are listed above. According to the algorithm that drives this word similarity engine, the top 5 related words for "italian city-states" are: milan, florence, lucca, republic of venice, and europe. There are 94 other words that are related to or similar to italian city-states listed above. Hopefully the generated list of italian city-states related words above suit your needs.
P.S. There are some problems that I'm aware of, but can't currently fix (because they are out of the scope of this project). The main one is that individual words can have many different senses (meanings), so when you search for a word like mean, the engine doesn't know which definition you're referring to ("bullies are mean" vs. "what do you mean?", etc.), so consider that your search query for words like italian city-states may be a bit ambiguous to the engine in that sense, and the related terms that are returned may reflect this. You might also be wondering: What type of word is italian city-states?
Also check out italian city-states words on relatedwords.io for another source of associations.
Related Words
Related Words runs on several different algorithms which compete to get their results higher in the list. One such algorithm uses word embedding to convert words into many dimensional vectors which represent their meanings. The vectors of the words in your query are compared to a huge database of of pre-computed vectors to find similar words. Another algorithm crawls through Concept Net to find words which have some meaningful relationship with your query. These algorithms, and several more, are what allows Related Words to give you... related words - rather than just direct synonyms.
As well as finding words related to other words, you can enter phrases and it should give you related words and phrases, so long as the phrase/sentence you entered isn't too long. You will probably get some weird results every now and then - that's just the nature of the engine in its current state.
Special thanks to the contributors of the open-source code that was used to bring you this list of italian city-states themed words: @Planeshifter, @HubSpot, Concept Net, WordNet, and @mongodb.
There is still lots of work to be done to get this to give consistently good results, but I think it's at the stage where it could be useful to people, which is why I released it.
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