在DataFrame Pandas中处理缩写和拼写错误的单词

import pandas as pd
from fuzzywuzzy import fuzz
from fuzzywuzzy import process

data = {'words': ['abrv', 'speling', 'acronym', 'misspelled']}
df = pd.DataFrame(data)

reference_words = ['abbreviation', 'spelling', 'acronym', 'misspelled']

def get_similarity_score(word):
    scores = process.extract(word, reference_words, scorer=fuzz.token_sort_ratio)
    return max(scores, key=lambda x: x[1])[0]

df['corrected_words'] = df['words'].apply(get_similarity_score)

print(df)