pandas dataframe where condition code example

Example 1: make a condition statement on column pandas

df['color'] = ['red' if x == 'Z' else 'green' for x in df['Set']]

Example 2: or condition in pandas

df1 = df[(df.a != -1) & (df.b != -1)]

Example 3: or condition in pandas

df2 = df[(df.a != -1) | (df.b != -1)]

Example 4: if condition dataframe python

df.loc[df['age1'] - df['age2'] > 0, 'diff'] = df['age1'] - df['age2']