python - Pandas :TypeError:无法散列的类型: 'list'

Question

我有以下 df:

df = pd.DataFrame(
    [
        [["John Muller"], "person", [8866155845]],
        [["Innovation Division"], "company", np.nan],
        [["Carol Sway"], "person", [8866155845]],
    ],
    columns=["name", "kind", "phone"],
)

# Out:
#                     name     kind         phone
# 0          [John Muller]   person  [8866155845]
# 1  [Innovation Division]  company           NaN
# 2           [Carol Sway]   person  [8866155845]

我想查找电话号码的重复项。但是 df 中的对象是列表，所以使用:

df.duplicated('phone') 

将产生错误:

TypeError: unhashable type: 'list'

Answer 1

您还可以使用 applymap解决这个问题非常方便的函数:

# get duplicated row
df2 = df[df.applymap(lambda x: x[0] if isinstance(x, list) else x).duplicated('phone')]

print(df2)

           name    kind         phone
2  [Carol Sway]  person  [8866155845]