Python Programming (136 Blogs) Become a Certified Professional
AWS Global Infrastructure

Data Science

Topics Covered
  • Business Analytics with R (26 Blogs)
  • Data Science (20 Blogs)
  • Mastering Python (84 Blogs)
  • Decision Tree Modeling Using R (1 Blogs)

Everything You Need To Know About Hash In Python

Last updated on Jul 05,2024 75.9K Views

40 / 62 Blog from Python Fundamentals

In modern day business dynamics, there is an application for every need you can imagine. Be it for keeping track of your weekly swimming sessions or to find the best restaurants in town. Python is one language where many of these applications are built as it boasts of wide of features it has to offer. This article will unfold one such concept that is Hash In Python. 

Following pointers will be covered in this article,

So,let us get started then.

To get in-depth knowledge on Python along with its various applications, you can enroll now for live Python course training with 24/7 support and lifetime access.

Hash In Python

Python is one of the most popular high level programming languages available in the industry today. Built on the C platform, Python is an Object Oriented Programming language which is not only highly versatile but also a large number of features which enables developers to create high level applications. Python as a programming language comes with a built-in library that has hundreds of modules and functions. One among these is the hash module. In this article we will discuss more about the hash module, its features and how you can make use of the same in your day to day programming.

Before we into the details of this Hash In Python article, let us quickly understand the topic that follows,

What is Hash Method in Python?

Hash method in Python is a module that is used to return the hash value of an object. In programming, the hash method is used to return integer values that are used to compare dictionary keys using a dictionary look up feature. When used, it calls for the __hash__()  of an object which is set by default during the creation of the object by the user. 

The syntax for using the hash method is as follows. 



Parameters Of Hash Method 

The hash method as a module only takes into a single parameter.

Object: This represents the object whose hash value needs to be returned by the user, be it in the form of an integer, string or float. 

Return Value Of Hash Method

When used, the hash method returns the hash value of an object if the same is present. If in a certain situation, the object has a custom hash value, then the method truncates the hash value to the size of Py_ssize_t. 

Let us continue with this Hash In Python article and see a sample program, before that a suggestion would to ensure you have all necessary software installed,

Sample Program For Hash Method

To understand the function and uses of the hash method better, let’s take a look at a couple of examples. 

# hash for integer unchanged
print('Hash for 181 is:', hash(181))
# hash for decimal
print('Hash for 181.23 is:',hash(181.23))
# hash for string
print('Hash for Python is:', hash('Python'))


Hash for 181 is: 181

Hash for 181.23 is: 530343892119126197

Hash for Python is: 3607259692854166150

Moving on with this article, let us see the next method    

Using Hash Method For Immutable Tuple Objects

# tuple of vowels
vowels = ('a', 'e', 'i', 'o', 'u')
print('The hash is:', hash(vowels))

When run, the output for the above program will look something like this. 

The hash is: -7033539107181453990

How does hash work for custom objects?

As mentioned in an earlier paragraph, when used the hash method calls for the __hash__() of an object. This means that any object can override the custom hash value for an object. 

But in order to get the correct hash value, the method always need to return an integer and thus one needs to make use of both __eq__() as well as  __hash__() to find the same.

Refer to the table below to understand the implementation for custom hash values. 




(If mutable) Defined

Should not be defined

This requires the key hash value to be immutable. 

Defined (by default)

Defined (by default)

All objects are compared as unequal. 

Not defined

Should not be defined

If __eq__() is not defined, then hash also doesn’t need to be defined. 


Not defined

__hash__() will be set to None. 

TypeError is raised. 


Retain from Parent

__hash__ = <ParentClass>.__hash__


Doesn’t want to hash

__hash__ = None

TypeError is raised. 

Another interesting bit in this article on Hash In Python is implementing Hash Method For Custom Objects,

Hash Method For Custom Objects 

class Person:
def __init__(self, age, name):
self.age = age = name
def __eq__(self, other):
return self.age == other.age and ==
def __hash__(self):
print('The hash is:')
return hash((self.age,
person = Person(23, 'Adam')

When run, the output of the above program will look like this,

The hash is:


Note: For the above program, the __eq__() method doesn’t need to be implemented as it is created by default for all objects.

Let us see couple of sample programs now, 

Sample Program 1

# Python 3 code to demonstrate
# working of hash()
# initializing objects
int_val = 4
str_val = 'PythonIsBest'
flt_val = 24.56
# Printing the hash values.
# Notice Integer value doesn't change
# You'l have answer later in article.
print ("The integer hash value is : " + str(hash(int_val)))
print ("The string hash value is : " + str(hash(str_val)))
print ("The float hash value is : " + str(hash(flt_val)))

The output for the above program will be, 

The integer hash value is : 4                                                                                                            

The string hash value is : 2063534490514258345                                                                                           

The float hash value is : 1291272085159665688

And this brings us to the final bit this article on Hash In Python,   

Sample Program 2

# Python 3 code to demonstrate
# property of hash()
# initializing objects
# tuple are immutable
tuple_val = (1, 2, 3, 4, 5)
# list are mutable
list_val = [1, 2, 3, 4, 5]
# Printing the hash values.
# Notice exception when trying
# to convert mutable object
print ("The tuple hash value is : " + str(hash(tuple_val)))
print ("The list hash value is : " + str(hash(list_val))) 

The output for the above program will be,

Output - Hash In Python - Edureka


The hash method is one of the most useful modules in the Python library. Now that you know its function and uses, we hope that you will use it more often in your day to day coding. So this brings to the end of this article, I hope you learned something nice and new.

Got a question for us? Mention them in the comments section of  this article and we will get back to you.

Upcoming Batches For Python Programming Certification Course
Course NameDateDetails
Python Programming Certification Course

Class Starts on 27th July,2024

27th July

SAT&SUN (Weekend Batch)
View Details
Python Programming Certification Course

Class Starts on 31st August,2024

31st August

SAT&SUN (Weekend Batch)
View Details
Python Programming Certification Course

Class Starts on 28th September,2024

28th September

SAT&SUN (Weekend Batch)
View Details

Join the discussion

Browse Categories

webinar_success Thank you for registering Join Edureka Meetup community for 100+ Free Webinars each month JOIN MEETUP GROUP

Subscribe to our Newsletter, and get personalized recommendations.

image not found!
image not found!

Everything You Need To Know About Hash In Python