pandas:用字典替换不适用于句子字符串

pandas: replace with a dictionary does not work with string of sentences

我有一个数据框如下:

import pandas as pd
df = pd.DataFrame({'text':['Lary Page is visiting today',' His boss, Maria Jackson is here.']})

我已经提取了下面列表中的名称。并使用 faker 库创建等于 person_name 列表的 len 的假名,并从列表中创建字典。

from faker import Faker
fake = Faker()

person_name = ['Lary Page', 'Maria Jackson']
fake_name= [fake.name() for n in range(len(person_name))]
name_dict = dict(zip(person_name, fake_name ))

现在我想用字典替换数据框中的它们,但是 returns 一个错误。

df.text.str.replace(name_dict)

我想要的输出:(例如)

print(df)

Angela Mindeston is visiting today
His boss, Emanuel Smith is here.

Series.str.replace or Series.replace 使用 lambda 回调:

regex = '|'.join(r"\b{}\b".format(x) for x in name_dict.keys())
df['text1'] = df.text.str.replace(regex, lambda x: name_dict[x.group()], regex=True)

df['text2'] = df.text.replace(name_dict, regex=True)
print (df)
                                text                                 text1  \
0        Lary Page is visiting today            Gary Cox is visiting today   
1   His boss, Maria Jackson is here.   His boss, Mr. George Jones is here.   

                                  text2  
0            Gary Cox is visiting today  
1   His boss, Mr. George Jones is here.