python dataframe數值替換

需求：將csv檔案中的值為-8888的因子值替換為當日全市場因子的中值

原始資料：

解析：實現：

import pandas as pd

def filter2median(invalid_number):
with open(r'c:\users\administrator\documents\wechat files\xzr8510776\filestorage\file\2019-04\test.csv',
encoding="utf-8") as f:
df = pd.read_csv(f)
feature_list = df.columns.tolist()[2:]
median = df.groupby(df['date']).median()
# for index in df.index:
# date = df.loc[index, 'date']
# for feature in feature_list:
# if df.loc[index, feature] == invalid_number:
# df.loc[index, feature] = media.loc[date][feature]
for feature in feature_list:
df.loc[df[feature] == invalid_number, feature] = median.loc[
df.loc[df[feature] == invalid_number, 'date'], feature].tolist()
print(df)
# df.to_csv("r.csv")
if __name__ == '__main__':
filter2median(-8888)

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