问从单词列表中提取更多相似单词

EN

所以我有一个描述特定群体的单词列表。例如，有一组是基于宠物的。

示例宠物组的单词如下所示：

[pets, pet, kitten, cat, cats, kitten, puppies, puppy, dog, dogs, dog walking, begging, catnip, lol, catshit, thug life, poop, lead, leads, bones, garden, mouse, bird, hamster, hamsters, rabbits, rabbit, german shepherd, moggie, mongrel, tomcat, lolcatz, bitch, icanhazcheeseburger, bichon frise, toy dog, poodle, terrier, russell, collie, lab, labrador, persian, siamese, rescue, Celia Hammond, RSPCA, battersea dogs home, rescue home, battersea cats home, animal rescue, vets, vet, supervet, Steve Irwin, pugs, collar, worming, fleas, ginger, maine coon, smelly cat, cat people, dog person, Calvin and Hobbes, Calvin & Hobbes, cat litter, catflap, cat flap, scratching post, chew toy, squeaky toy, pets at home, cruft's, crufts, corgi, best in show, animals, Manchester dogs' home, manchester dogs home, cocker spaniel, labradoodle, spaniel, sheepdog, Himalayan, chinchilla, tabby, bobcat, ragdoll, short hair, long hair, tabby cat, calico, tabbies, looking for a good home, neutring, missing, spayed, neutered, declawing, deworming, declawed, pet insurance, pet plan, guinea pig, guinea pigs, ferret, hedgehogs, minipigs, mastiff, leonburger, great dane, four-legged friend, walkies, goldfish, terrapin, whiskas, mr dog, sheba, iams]

现在，我计划使用NLTK来丰富这个列表。

因此，首先我可以获得每个单词的同义词集。如果我们以cats为例，我们得到：

Synset('cat.n.01')
Synset('guy.n.01')
Synset('cat.n.03')
Synset('kat.n.01')
Synset('cat-o'-nine-tails.n.01')
Synset('caterpillar.n.02')
Synset('big_cat.n.01')
Synset('computerized_tomography.n.01')
Synset('cat.v.01')
Synset('vomit.v.01')

为此，我们使用nltk's wordnet，from nltk.corpus import wordnet as wn。

然后，我们可以获得每个同义词集的引理。通过简单地添加这些引理，我反过来增加了相当多的噪音，无论如何，我也添加了一些有趣的单词。

但我想要看的是降噪，并感谢任何建议或替代方法以上。

其中一个想法是，我正在尝试查看单词“cat”是否出现在同义词集名称或定义中，以包括或排除这些词条。