how to filter rows in pandas code example
Example 1: pandas filter dataframe
In [96]: df
Out[96]:
A B C D
a 1 4 9 1
b 4 5 0 2
c 5 5 1 0
d 1 3 9 6
In [99]: df[(df.A == 1) & (df.D == 6)]
Out[99]:
A B C D
d 1 3 9 6
Example 2: filter rows pandas
newdf = df[(df.origin == "JFK") & (df.carrier == "B6")]
Example 3: pandas filter rows by value
>is_2002 = gapminder['year']==2002
>print(is_2002.head())
0 False
1 False
2 False
3 False
4 False
>gapminder_2002 = gapminder[is_2002]
>print(gapminder_2002.shape)
(142, 6)
Example 4: pandas filter
>continents = ['Asia','Africa', 'Americas', 'Europe']
>gapminder_Ocean = gapminder[~gapminder.continent.isin(continents)]
>gapminder_Ocean.shape
(24,6)