当特定单词是列中列表中的值时如何将其添加到新列

Question

假设我的数据集

name what
A    apple[red]
B    cucumber[green]
C    dog
C    orange
D    banana
D    monkey
E    cat
F    carrot
.
.

我想创建并指定一个列表，如果该列包含该列表中包含的值，我想将指定值设为新列。

列表值

fruit = ['apple', 'banana', 'orange']
animal = ['dog', 'monkey', 'cat']
vegetable = ['cucumber', 'carrot']

结果如我所愿

name what     class
A    apple    fruit
B    cucumber vegetable
C    dog      animal
C    orange   fruit
D    banana   fruit
D    monkey   animal
E    cat      animal
F    carrot   vegetable

列表值和列值不 'match' 并且必须包含。

感谢您的阅读。

Answer 1

将 Series.map 与从列表创建的字典一起使用，并使用扁平化的值交换键：

fruit = ['apple', 'banana', 'orange']
animal = ['dog', 'monkey', 'cat']
vegetable = ['cucumber', 'carrot']

d = {'fruit':fruit, 'animal':animal,'vegetable':vegetable}
#
d1 = {k: oldk for oldk, oldv in d.items() for k in oldv}

字典理解的循环选择：

d1 = {}
for oldk, oldv in d.items():
    for k in oldv:
        d1[k] = oldk

然后：

df['class'] = df['what'].map(d1)
#if need values before first [
#df['class'] = df['what'].str.split('[').str[0].map(d1)
print (df)
  name      what      class
0    A     apple      fruit
1    B  cucumber  vegetable
2    C       dog     animal
3    C    orange      fruit
4    D    banana      fruit
5    D    monkey     animal
6    E       cat     animal
7    F    carrot  vegetable

编辑：对于子字符串匹配，您可以按字典 d 循环，检查掩码 Series.str.contains 的匹配并设置新值：

d = {'fruit':fruit, 'animal':animal,'vegetable':vegetable}

for k, v in d.items():
    mask = df['what'].str.contains('|'.join(v))
    df.loc[mask, 'class'] = k
print (df)
  name             what      class
0    A       apple[red]      fruit
1    B  cucumber[green]  vegetable
2    C              dog     animal
3    C           orange      fruit
4    D           banana      fruit
5    D           monkey     animal
6    E              cat     animal
7    F           carrot  vegetable

如果可能多个词是可能的使用词边界：

for k, v in d.items():
    pat = '|'.join(r"\b{}\b".format(x) for x in v)
    df.loc[ df['what'].str.contains(pat), 'class'] = k
print (df)
  name             what      class
0    A       apple[red]      fruit
1    B  cucumber[green]  vegetable
2    C              dog     animal
3    C           orange      fruit
4    D           banana      fruit
5    D           monkey     animal
6    E              cat     animal
7    F           carrot  vegetable

当特定单词是列中列表中的值时如何将其添加到新列

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