count nan pandas
#Python, pandas
#Count missing values for each column of the dataframe df
df.isnull().sum()
count nan pandas
#Python, pandas
#Count missing values for each column of the dataframe df
df.isnull().sum()
count rows with nan pandas
np.count_nonzero(df.isnull().values)
np.count_nonzero(df.isnull()) # also works
check if a value is nan pandas
import numpy as np
import pandas as pd
val = np.nan
print(pd.isnull(val))
# True
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)
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