1. What is the output of the following code?

x = [1, 2, 3]
y = x
y[0] = 4
print(x)

2. Which of the following is NOT a valid way to create a dictionary in Python?
A) dict(a=1, b=2)
B) {a: 1, b: 2}
C) dict([('a', 1), ('b', 2)])
D) {1: 'a', 2: 'b'}

3. Write a function that takes a list of integers and returns a new list containing only even numbers.

4. What will be printed by this code?

def func(a, b=[]):
    b.append(a)
    return b
print(func(1))
print(func(2))

5. What is the purpose of the __slots__ attribute in a Python class?

6. Which built-in function can be used to remove duplicates from a list while preserving order?

7. Explain the difference between map(), filter(), and reduce() with examples.

8. What does the @staticmethod decorator do in Python?

9. Write a generator function that yields Fibonacci numbers up to a given limit.

10. What is the output of this code?

import copy
a = [1, 2, [3, 4]]
b = copy.deepcopy(a)
b[2][0] = 5
print(a[2][0])

11. Which of the following is true about Python’s GIL (Global Interpreter Lock)?
A) It allows multiple threads to execute Python bytecode simultaneously.
B) It prevents race conditions in multithreaded programs.
C) It limits CPU-bound multi-threaded performance.
D) It is disabled in PyPy.

12. How would you implement a context manager using a class?

13. What is the result of bool([]) and why?

14. Write a recursive function to calculate the factorial of a number.

15. What is the difference between is and == in Python?

16. Explain how Python handles memory management for objects.

17. What is the output of this code?

class A:
    def __init__(self):
        self.x = 1

class B(A):
    def __init__(self):
        super().__init__()
        self.y = 2

obj = B()
print(hasattr(obj, 'x') and hasattr(obj, 'y'))

18. Describe the use of *args and **kwargs in function definitions.

19. Write a program that reads a text file and counts the frequency of each word.

20. What is monkey patching in Python and when might it be useful?

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By: @DataScienceQ 🚀

Advanced Python Interview Preparation Test (20 Questions)

1. Which of the following is NOT a valid way to create a dictionary in Python?
A) {}
B) dict()
C) {} = dict
D) dict(a=1, b=2)

2. What will be the output of the following code?

   def func(x, y=[]):
       y.append(x)
       return y
   print(func(1))
   print(func(2))
   

3. Write a Python function that takes a list of integers and returns a new list containing only the even numbers using a list comprehension.

4. Explain the difference between __str__ and __repr__ methods in Python classes.

5. Which decorator is used to define a class method in Python?
A) @staticmethod
B) @classmethod
C) @property
D) @abstractmethod

6. What does the *args parameter do in a function definition?
A) Accepts keyword arguments
B) Accepts any number of positional arguments
C) Accepts a single argument
D) Accepts only integer values

7. What will be the output of the following code?

   import copy
   a = [1, 2, [3, 4]]
   b = copy.deepcopy(a)
   b[2][0] = 'x'
   print(a)
   

8. Write a generator function that yields the Fibonacci sequence up to a given number n.

9. Describe how the GIL (Global Interpreter Lock) affects multithreading in Python.

10. What is the purpose of the with statement in Python? Provide an example.

11. Which of the following statements about Python's garbage collector is true?
A) It uses reference counting exclusively
B) It uses both reference counting and a cyclic garbage collector
C) It only runs when memory is low
D) It is disabled by default

12. What will be the output of the following code?

   x = [1, 2, 3]
   y = x
   y[0] = 4
   print(x)
   

13. Implement a context manager using the contextlib module that prints "Entering" when entered and "Exiting" when exited.

14. Explain what a metaclass is in Python and give an example of its use.

15. Which of the following is true about Python’s asyncio library?
A) It allows for true parallel execution
B) It enables cooperative multitasking
C) It requires threading for I/O operations
D) It cannot handle CPU-bound tasks

16. What will be the output of this code?

   def outer():
       x = 10
       def inner():
           nonlocal x
           x += 5
           return x
       return inner()
   print(outer())
   

17. Write a Python program that reads a file line by line and counts the number of lines starting with a specific prefix (e.g., "ERROR").

18. What is the significance of the __slots__ attribute in a Python class?

19. How does Python handle exceptions in generators?

20. Given a list of dictionaries, write a one-liner using sorted() and lambda to sort the list by the value of the key 'age' in descending order.

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By: @DataScienceQ 🚀