How to evaluate mathematical expressions in Python
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A mathematical expression is a statement with at least two different numbers (known or unknown) and at least one operation.
What a statement lacks may be the most crucial component in defining it. The equals symbol does not appear in mathematical expressions (or a less than, greater than, or similar relation).
Understanding these components is essential to learning how to create a mathematical expression. A mathematical expression typically consists of two parts: terms (Constant terms, Variables, Coefficients) and operations (addition, subtraction, multiplication, division, exponents, roots).
For this answer, we will use the Python eval() function to evaluate mathematical expressions in Python.
Python eval()function
The eval() function runs a Python expression (code) within the program after parsing the expression supplied.
Syntax
The syntax of eval() is:
eval(expression, globals=None, locals=None)
Parameters
The eval() function requires these three inputs:
Expression: the string that has been processed and evaluated as a Python expression.Locals: an object of mapping; it is optional.Globals: it is a dictionary, but it is also optional.
Example
#We will declare a variable numnum = 5# Let's use the eval function to perform multiplicationx = 2num_mul = eval("x * 2")num_sq = eval('num * num')num_add = eval("sum([3, 2, 5])")num_addition = eval("50 + 20")#printng the resultsprint(num_mul)print(num_sq)print(num_add)print(num_addition)
Line 2: Define the variable
numwith value 5.Line 5: Define the variable
xwith value 2.Line 6: We use the
eval()function to perform the multiplication of variablexand 2.Line 7: Using the
eval(), we multiplied the variablenumwith itself.Line 8: We added three variables together using the
sum()function inside theeval()function.Line 9: Addition of two numbers with the
eval()function.
Global variables
All names in our current global scope or namespace are referred to as global names. They are accessible from any location in our code.
At the moment of execution, eval() will have access to all the names supplied to globals in the dictionary. Consider the following example.
x = 10 # A global variabley = 20 # A global variableprint(eval("x + y"))
Line 1: Global variable
xis declared.Line 2: Global variable
yis declared.Line 3: We printed the addition of the two globals using
eval().
Local variables
Additionally, Python's eval() accepts locals as the third input. This additional optional parameter holds a dictionary. Local names are any names (variables, functions, etc.) defined within a specific function. Local names are only accessible within the enclosing function.
#define a local variable in the eval() functionprint(eval("x + 2", {"x": 2}))
Line 1: We created a local variable inside the
eval()function and added it to 2. Then inside the same function, we assigned value 2 to a variable.
Using eval() with strings
With the aid of the eval() function, we can perform the mathematical operation from a string-based input.
# initiale stringtext = "4 * 6 - 3"#lets print the original stringprint("Original string is : " + text)# Expression evaluation in String using eval()result = eval(text)print(result)
Line 2: A string variable that contains a mathematical expression.
Line 5: We print out the original text, which gives us a string character result.
Line 8: We use the eval function on the variable text, and we get a result showing the arithmetic result of its values.
Math expressions
We have already performed some math expressions such as addition, subtraction, and multiplication above.
Now let's try exponents and roots.
#we must import the math moduleimport mathprint(eval("math.pi * 2"))# Area of a circlearea = eval("math.pi * pow(10, 2)")print(area)#mixing the math expressionsprint(eval("math.sqrt(math.pow(10,2))"))
Line 2: To use the math module we have to import it.
Line 4: We printed an operation on the mathematical
pi(3.142) multiplied by 2.Line 7: We calculated the area of a circle, using
piand exponent (pow).Line 10: A mathematical expression showing the square root, and the exponent of a number in the
eval()function.
Boolean
After evaluating a boolean expression (True or False), the Python interpreter returns a truth value. They are often used in if statements to assess if a condition is True or False.
a = 2 #define a global variableb = 3 #define a global variable#lets perform some operationsprint(eval("a != b"))print(eval("a > 1 and b > 2"))print(eval("a is b"))
Line 1: Define a global variable
a.Line 2: Define a global variable
b.Line 5: Check to see if
ais not equal tob.Line 6: Check to see if
ais greater than 1 and ifbis greater than 2.Line 7: Check to see if
ais the same asb.
Conclusion
We can use Python's eval() function to evaluate Python expressions from a string- or code-based input. This built-in method might be helpful when attempting to evaluate Python expressions on the fly and trying to avoid the effort of constructing our own expressions evaluator from the start. Python's eval() presents security vulnerabilities since it is often manipulated. Restricting the use of the global and local dictionary can help to lower these hazards.
