The order of operations in an expression is very important to understand. With more complex expressions, operator precedence isn't always straightforward and if not used correctly leads to unexpected values. Understanding which operators and groups take the highest precedence in an expression will help tremendously.
As someone with a background in mathematics, the acronym "PEMDAS" was spoken quite often. Not as much in my higher level math studies (Differential Equations & Linear Algebra) as we were expected to have memorized or fully understood which operations would "happen first" in complex algebraic expressions. Understanding which operators take the highest precedence in an expression is extremely important regardless of the level of math.
Some basic mathematical operators are:
and specific to Python:
- Power of:
- Floor division:
Operator Precedence Table
The PEMDAS acronynm has a common mnemonic device to help remember the acronymn: Please Excuse My Dear Aunt Sally.
When two operators share an operand, the operator with the higher precedence goes first.
The order of operations can be described by the table below. Where the operator precedence goes from highest (parentheses) to lowest (addition & subtraction). If you have to compare two operators in the same group, the precedence goes from left (highest) to right (lowest). This is called left-to-right associativity. For the exponents group, the associativity is right-to-left. All precedence rules can be overridden by explicitly placing parentheses around a part of the expression.
When two operators share an operand like
2 - 5 * 3, the operator with the highest precedence will take place first. Therefore,
2 - 5 * 3 could be rewritten as
2 - (5 * 3) where the parentheses now take highest precedence and
5 * 3 occurs first leaving us with
2 - 15 = -13.
Something to keep in mind. When a division operator appears before multiplication, division goes first.
|Multiplication & Division||
|Addition & Subtraction||
Now that we have the above table to reference and Python docs, lets look at a few expressions. I will start off with a few "basic" expressions where the order of operations is straightforward, then the difficulty will increase and it will take a moment to scan the expression and make a note of which operations will occur first.
Note: An expression can be represented as
2 + 5 - 2where the operators are
-and the operands (or values) are
a = 5 + 4 - 3 + 2 + 1
print(a) # 9
Since two operators share an operand like
+ 4 - where 4 is surrounded by two operators, addition and subtraction. We can apply parentheses to the operator that takes the highest precedence (addition here) and continue evaluating the expression. Therefore,
5 + 4 - 3 can be written as
(5 + 4) - 3 which equals
9 - 3 = 6.
This can be verified by checking the table above and seeing the
+ is the leftmost operator in the Addition & Subtraction group and when comparing operators in the same group, the operator closest to the left has the higher precedence.
Now for something a bit more involved:
b = 30 / 2 * 5 + (10 + 5) - 3
print(b) # 87
- Parentheses first (10 + 5) = 15 where the expression is rewritten as
30 / 2 * 5 + 15 - 3
- Next, we can see the operand
2shares two operators, multiplication takes the highest precedence but since the division comes before the multiplication the division goes first so
30 / 2 * 5can be rewritten as
(30 / 2) * 5. Which evaluates to
15 * 5 = 75. The initial expression is now
75 + 15 - 3
- Lastly do addition and subtraction, since the operand 15 shares two operators
+ 15 -the addition goes first and can be rewritten as
(75 + 15) - 3 = 90 - 3 = 87
Ok, so the above examples used parentheses, multiplication, division, addition, and subtraction. Lets do one more example that utilizes exponents to fully understand the order of operations in more complex expressions.
c = 2 ** 4 + 11 % 5 - (20 / 2) + 13 // 2 * 3
print(c) # 25
There is alot going in the above expression. Lets break down the order of operations:
- Parentheses first:
(20 / 2) = 10where the expression is rewritten as
2 ** 4 + 11 % 5 - 10 + 13 // 2 * 3
- Exponents next: The exponents take the next highest precedence so
2 ** 4 = 16and the initial expression will be
16 + 11 % 5 - 10 + 13 // 2 * 3
- Now we look at the
2operand which shares two operators
// 2 *, the multiplication operator has higher precedence but if division occurs before multiplication the division comes first (see above). So we can rewrite
13 // 2 * 3as
(13 // 2) * 3which equals
6 * 3 = 18. Now the original expression can be written as
16 + 11 % 5 - 10 + 18.
- The operand 5 shares two operators
% 5 -and the modulo operator takes higher precedence so things can be rewritten as
(11 % 5) - 10which equals
1 - 10 = -9. Updating the original expression to be
16 - 9 + 18
- Lastly handle the addition and subtraction, the operand
9shares two operators and the subtraction appears first in the expression (even though addition takes higher precedence) so we can write
(16 - 9) + 18which equals
7 + 18 = 25
Note: Typically, in everyday programming you won't encounter such expressions but they could potentially show up from time to time.
I hope the few examples shown within this article help you to better understand the order of operations in Python. Feel free to make up your own expressions and quiz yourself to see if you calculate the expected final answer after performing the correct order of operations. The expressions can be verified by entering them into REPL, Jupyter Notebook or a text editor of your choosing.
After practicing with a few expressions, you will start to become more comfortable with complex expressions and determining the order of operations will become second-nature.