how to check missing values in dataframe code example
Example 1: count missing values by column in pandas
df.isna().sum()
Example 2: represent NaN with pandas in python
import pandas as pd
if pd.isnull(float("Nan")):
print("Null Value.")
Example 3: getting the number of missing values in pandas
cols_to_delete = df.columns[df.isnull().sum()/len(df) > .90]
df.drop(cols_to_delete, axis = 1, inplace = True)