랭귀지/pandas
pandas 여러열적용
유키공
2024. 7. 16. 19:57
df[cols] = df[cols].astype(float).fillna(0).astype(int)
cols = ['A', 'B', 'C', 'D'] # 변환하고 싶은 열 이름들
for col in cols:
df[col] = pd.to_numeric(df[col], errors='coerce').fillna(0).astype(int)
df[cols] = df[cols].apply(pd.to_numeric, errors='coerce').fillna(0).astype(int)
예제
import pandas as pd
# 샘플 데이터프레임 생성
data = {
'A': ['1', '2', '3', '4', ''],
'B': ['5', '6', '7', '8', 'abc'],
'C': ['9', '10', '11', '12', ''],
'D': ['13', '14', '15', '16', 'def']
}
df = pd.DataFrame(data)
print(df)
A B C D
0 1 5 9 13
1 2 6 10 14
2 3 7 11 15
3 4 8 12 16
4 abc def
cols = ['A', 'B', 'C', 'D']
df[cols] = df[cols].apply(pd.to_numeric, errors='coerce').fillna(0).astype(int)
print(df)
A B C D
0 1 5 9 13
1 2 6 10 14
2 3 7 11 15
3 4 8 12 16
4 0 0 0 0