pandas select rows by multiple conditions

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showing results for - "pandas select rows by multiple conditions"
Luc
18 May 2017
1# when you wrap conditions in parantheses, you give order
2# you do those in brackets first before 'and'
3# AND
4movies[(movies.duration >= 200) & (movies.genre == 'Drama')]
5
Talon
23 Jun 2018
1df.loc[(df['Salary_in_1000']>=100) & (df['Age']< 60) & (df['FT_Team'].str.startswith('S')),['Name','FT_Team']]
2
Francesco
27 Jul 2020
1df.query('Salary_in_1000 >= 100 & Age < 60 & FT_Team.str.startswith("S").values')
2
Miguel Ángel
07 Sep 2020
1>>> df["A"][(df["B"] > 50) & (df["C"] == 900)]
22    5
33    8
4Name: A, dtype: int64
5    
6>>> df.loc[(df["B"] > 50) & (df["C"] == 900), "A"]
72    5
83    8
9Name: A, dtype: int64
10>>> df.loc[(df["B"] > 50) & (df["C"] == 900), "A"].values
11array([5, 8], dtype=int64)
12>>> df.loc[(df["B"] > 50) & (df["C"] == 900), "A"] *= 1000
13>>> df
14      A   B    C
150     9  40  300
161     9  70  700
172  5000  70  900
183  8000  80  900
194     7  50  900
20
Lautaro
25 Jan 2018
1# Create variable with TRUE if nationality is USA
2american = df['nationality'] == "USA"
3
4# Create variable with TRUE if age is greater than 50
5elderly = df['age'] > 50
6
7# Select all cases where nationality is USA and age is greater than 50
8df[american & elderly]
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