问题
I want to sort by name length. There doesn't appear to be a key
parameter for sort_values
so I'm not sure how to accomplish this. Here is a test df:
import pandas as pd
df = pd.DataFrame({'name': ['Steve', 'Al', 'Markus', 'Greg'], 'score': [2, 4, 2, 3]})
回答1:
You can use reindex of index
of Series
created by len with sort_values:
print (df.name.str.len())
0 5
1 2
2 6
3 4
Name: name, dtype: int64
print (df.name.str.len().sort_values())
1 2
3 4
0 5
2 6
Name: name, dtype: int64
s = df.name.str.len().sort_values().index
print (s)
Int64Index([1, 3, 0, 2], dtype='int64')
print (df.reindex(s))
name score
1 Al 4
3 Greg 3
0 Steve 2
2 Markus 2
df1 = df.reindex(s)
df1 = df1.reset_index(drop=True)
print (df1)
name score
0 Al 4
1 Greg 3
2 Steve 2
3 Markus 2
回答2:
I found this solution more intuitive, specially if you want to do something depending on the column length later on.
df['length'] = df['name'].str.len()
df.sort_values('length', ascending=False, inplace=True)
Now your dataframe will have a column with the length of name column as value in it and the whole dataframe will be sorted in descending order.
来源:https://stackoverflow.com/questions/42516616/sort-dataframe-by-string-length