In this article, we are going to calculate the sum of squares in python. We are going to learn different ways to calculate the sum of squares in python. Using for loop, while loop, and using functions to calculate the sum of squares. At the end of the article, we will get a clear idea about this topic. Let us move on to the topic.
The addition of all the squared numbers is known as the sum of squares. For example, if we need the sum of squares of the first 10 natural numbers. First, we have to calculate the sum of the first 10 natural numbers. Now we have to square the result. This process is known as the sum of squares in python. Squared terms may contain any of the following terms: natural numbers, consecutive numbers, first n numbers, first n even numbers, first n odd numbers. The formula for calculating square numbers is:
(N*(N +1)*(2*N+1))/6
For example, N=5, the sum of the square is:
(5*(5 +1)*(2*5+1))/6
(5*6*11)/6
330/6
The sum of squares is: 55
First, we will calculate the sum of squares of n natural numbers
Method 1: Using functions to find the sum of squares in python
By using functions, there are two methods available to find the sum of squares in python. One using a loop, another one without using the loop.
Code 1
def square(num) :
sum = 0
for i in range(1, num+1) :
sum= sum + (i * i)
return sum
num = 6
print("Sum of square is:",square(num))
Explanation
Create a function named square. Initialize sum is zero. Create a for loop to iterate till the end of the loop. We are giving the num value as 6. So it will iterate till it reaches 6. Once it reached 6. It will come out of the loop and execute the result.
Output
Sum of square is: 91
Code 2
def square(num) :
return (num * (num + 1) * (2 * num + 1)) // 6
num = 5
print("Sum of square is:",square(num))
Explanation
Create a function named square. Using the formula to calculate the square of the numbers. Printing the result.
Output
Sum of square is: 55
Method 2: Using for loop to find the sum of squares in python
Now we will discuss how to calculate the sum of squares using for loop. By using for loop, we can find the sum of squares in two different methods.
Code 1
num= int(input("Enter value of num: "))
sum = 0
for i in range(1, num+1):
sum = sum+(i*i)
print("Sum of squares = ", sum)
Explanation
Getting the num value from the user. Initialize sum is equal to zero. Creating for loop to calculate the result. Inside for loop, we have declared sum=sum+(i*i). That is calculating the square of i and adding it to the sum. Finally, printing the sum of squares.
Output
Enter value of num: 3 Sum of squares = 14
Code 2
num=int(input("Enter value of num: "))
sum=int((num * (num+1) * ((2*num) + 1))/6)
print("Sum of squares =",sum)
Explanation
Getting the num value from the user. Using the formula to calculate the square of the numbers. Printing the result.
Output
Enter value of num: 7 Sum of squares = 140
Method 3: Using while loop to find the sum of squares in python
num = int(input("Enter num value : "))
sum = 0
while num>0:
sum = sum + (num*num)
num = num-1
print("Sum of square =",sum)
Explanation
Getting the value of the num from the user. Initializing the sum is equal to zero, inside a loop, calculating a square of num and add it to sum.
Output
Enter num value : 4 Sum of square = 30
Method 4: Using a list to find sum of squares in python
lst=[1,2,3,4,5,6]
sum=0
for i in lst:
sum=sum+(i*i)
print("Sum of squares =",sum)
Explanation
Create a list with some elements. Initialize a sum as 0. Creating a for loop to iterate till the end of the list. Inside for loop, we have declared sum=sum+(i*i). That is calculating the square of i and adding it to the sum. Finally, printing the sum of squares.
Output
Sum of squares = 91
Sum of squares of n even natural numbers
The formula for the sum of squares in python of n even natural number is:
2 * n(n+1)(2n+1)/3
For example, if we take n=4
2 * 4(4+1)(2(4)+1)/3
(2*4*5*9)/3
360/3
The Sum of n even natural number is 120
Code
def square(num):
sum = 0
for i in range (0, num + 1):
sum=sum+(2 * i)*(2 * i)
return sum
result = square(4)
print (result)
Explanation
Create a function named square. Initialize sum is equal to zero. Creating a for loop to iterate. Inside the loop giving sum=sum+(2 * i)*(2 * i). That is known as multiplying (2*i) twice and adding it to the sum. Finally, returning a result.
Output
120
Sum of squares of n odd numbers
Suppose the num value is 5. It will sum the five squares of odd numbers. Here it calculates 12+32+52+ 72+ 92
It becomes 1+9+25+49+81
The sum of all the squares is 165.
Code
def square(num):
sum = 0
for i in range(1, num + 1):
sum = sum+(2 * i - 1) * (2 * i - 1)
return sum
num=5
print(square(num))
Explanation
Create a function named square. Initialize sum is equal to zero. Create a for loop to iterate till the end of the loop. Declaring num is equal to 5. Printing the square of odd numbers.
Output
165
Sum of squares using recursion
def sum(n):
if n==1:
return 1
return n**2+sum(n-1)
print(sum(5))
Explanation
Create a function named sum if the n value is equal to 1. It will return 1 because 1X1 is 1. If it is greater than 1, it will calculate n**2+sum(n-1). Now we will calculate the sum of squares of 5.
Output
55
Residual sum of squares
Another name for the residual sum of squares is a sum of square residuals. This is a statistical technique. The technique is useful to measure the amount of variance in data. The difference between the observed and predicted value is known as the residual sum of squares. The formula for the residual sum of squares is:
Σ(ei)2
Steps to be followed
- First to enter the data using pandas
- After that fix the regression model
- Finally calculate the residual sum of squares
Code
import pandas as pd
data_frame = pd.DataFrame({'no.of.hours': [1,2,3,4],
'match': [3,5,2,1],
'score': [76, 78, 85, 88]})
import statsmodels.api
b = data_frame['score']
a = data_frame[['no.of.hours', 'match']]
a = statsmodels.api.add_constant(a)
result = statsmodels.api.OLS(b, a).fit()
print("Residual sum of square is:",result.ssr)
Output
Residual sum of square is: 1.0638297872340425
FAQs Related to the Sum of Squares in Python
(N*(N +1)*(2*N+1))/6 is the formula to calculate the sum of squares of n natural numbers.
2 * n(n+1)(2n+1)/3 is the formula to calculate the sum of squares of first n even natural numbers.
Conclusion
Here we have learned how to calculate the sum of squares of n natural numbers. We have also learned how to calculate the sum of squares of n, even natural numbers. And also the sum of squares of n odd numbers.
We hope this is easy to understand. Try to solve the programs on your own. Learn with us 🙂