Is you or is you ain’t my Baby: is and is not in?python
Lawrence Gray, Ph.D.
Author | Director of Engineering | Machine Learning | Innovation
For beginner Pythonistas! ?? starting out in Python can feel a bit like navigating through a maze. Topics like object identity can be particularly challenging. Let’s demystify this concept, buckle up!
Object Identity in?Python
In Python, whether it’s a humble integer or a sprawling dictionary, it’s all an object. These objects have three core attributes that define them: identity, type, and value.
Identity: Think of this as an object’s unique license plate. Typically, this is the memory address where Python keeps track of the object. You can fetch an object’s identity using the native id() function.
Type: This attribute describes what kind of data the object holds?—?whether it’s an integer (`int`), a string (`str`), or some other type like a list (`list`). Once an object is created, its type is set in stone.
Value: This is the object’s content. If the object is mutable, like a list or dictionary, this content can change. But for immutable types, like numbers and strings, the value stays the same throughout the object’s life.
is vs == A Crucial Distinction
New Python learners often trip up here. It’s vital to understand what sets is and == apart.
is - This operator checks for identity, asking whether two references point to the exact same memory location. ‘is not’ is the opposite and checks if they are not in same memory location.
== This operator checks for equality, comparing the values within the objects to see if they are the same.
The Hotel Analogy
Imagine a hotel where each room represents a space in memory. The guests are objects, and their suitcases are filled with values. When you ask is, you’re asking, “Are these two guests roommates?” When you inquire with ==, you’re asking if they have packed the same items in their suitcases.
Example Time:
a = [1,2,3]
b = a
c = [1,2,3]
print(a is b) #True, a and b are roommates in the same memory space
print(a == c) #True, a and c have the same contents but are not the same object
print(a is c) #False, a and c occupy different rooms in the memory hotel
Summary and Key Takeaways
And that’s a wrap! I hope this guide brings you clarity on the subject of object identity. ??
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Great work, Lawrence Gray, Ph.D. !