replace nan in pandas
df['DataFrame Column'] = df['DataFrame Column'].fillna(0)
replace nan in pandas
df['DataFrame Column'] = df['DataFrame Column'].fillna(0)
how to replace nan with 0 in pandas
df['product']=df['product'].fillna(0)
df['context']=df['context'].fillna(0)
df
find all nan columns pandas
nan_cols = [i for i in df.columns if df[i].isnull().any()]
print("No. of columns containing null values")
print(len(df.columns[df.isna().any()]))
print("No. of columns not containing null values")
print(len(df.columns[df.notna().all()]))
print("Total no. of columns in the dataframe")
print(len(df.columns))
how to fill nan values with mean in pandas
df.fillna(df.mean())
dataframe fill nan with mode
df['Column_Name'].fillna(df['Column_Name'].mode()[0], inplace=True)
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