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Questions and Answers
What defines an object as immutable in Python?
What defines an object as immutable in Python?
An immutable object cannot be changed in place after it is created; any operation that seems to modify it actually creates a new object.
Provide an example of an immutable object and explain what happens during concatenation.
Provide an example of an immutable object and explain what happens during concatenation.
An example is a string like 'hello'. When concatenated with ' world', a new string 'hello world' is created instead of modifying the original string.
How do mutable objects differ from immutable objects in terms of memory usage during modification?
How do mutable objects differ from immutable objects in terms of memory usage during modification?
Mutable objects do not use new memory on modification, while immutable objects create a new copy each time they are modified.
List two examples of mutable objects in Python.
List two examples of mutable objects in Python.
Explain a benefit of using immutable objects in multi-threaded programming.
Explain a benefit of using immutable objects in multi-threaded programming.
What happens to a list when the append method is called?
What happens to a list when the append method is called?
What are the implications of using immutable objects concerning performance?
What are the implications of using immutable objects concerning performance?
Explain what it means for a tuple to be immutable and provide its significance.
Explain what it means for a tuple to be immutable and provide its significance.
What is the purpose of the eq method in a custom object used as a dictionary key?
What is the purpose of the eq method in a custom object used as a dictionary key?
Why can't mutable objects, like lists, be used as keys in a dictionary?
Why can't mutable objects, like lists, be used as keys in a dictionary?
Explain the significance of hash stability concerning keys in a dictionary.
Explain the significance of hash stability concerning keys in a dictionary.
What happens if you try to hash a mutable object in Python, and what is the resulting error?
What happens if you try to hash a mutable object in Python, and what is the resulting error?
Provide an example of a custom class that can be hashed and explain its methods.
Provide an example of a custom class that can be hashed and explain its methods.
What type of objects can be used as dictionary keys in Python?
What type of objects can be used as dictionary keys in Python?
Why can't mutable objects like lists be used as dictionary keys?
Why can't mutable objects like lists be used as dictionary keys?
What error is raised when you attempt to use a mutable object like a list as a dictionary key?
What error is raised when you attempt to use a mutable object like a list as a dictionary key?
Which method is used in Python to determine an object's hash value for dictionary keys?
Which method is used in Python to determine an object's hash value for dictionary keys?
Explain the role of the __eq__
method in the context of dictionary keys?
Explain the role of the __eq__
method in the context of dictionary keys?
Provide two examples of valid dictionary keys.
Provide two examples of valid dictionary keys.
What happens if a dictionary uses a mutable object as a key?
What happens if a dictionary uses a mutable object as a key?
Can a frozenset be used as a dictionary key? Why or why not?
Can a frozenset be used as a dictionary key? Why or why not?
Which immutable collection type can be used as a dictionary key in Python?
Which immutable collection type can be used as a dictionary key in Python?
What does LEGB stand for in the context of Python variable scope?
What does LEGB stand for in the context of Python variable scope?
What will happen if you attempt to access a local variable outside of its function?
What will happen if you attempt to access a local variable outside of its function?
How does Python determine which variable to use when multiple scopes are involved?
How does Python determine which variable to use when multiple scopes are involved?
What is the effect of declaring a variable as global if it is modified inside a function?
What is the effect of declaring a variable as global if it is modified inside a function?
Can a list be used as a key in a Python dictionary?
Can a list be used as a key in a Python dictionary?
What will be printed if 'inner' is called within 'outer' and x is found in the enclosing scope?
What will be printed if 'inner' is called within 'outer' and x is found in the enclosing scope?
What happens if a local variable inside a nested function has the same name as a global variable?
What happens if a local variable inside a nested function has the same name as a global variable?
What is the purpose of using the nonlocal
keyword in Python?
What is the purpose of using the nonlocal
keyword in Python?
In the provided example, what would the output be if nonlocal
was not used?
In the provided example, what would the output be if nonlocal
was not used?
When should you use global
instead of nonlocal
?
When should you use global
instead of nonlocal
?
Can nonlocal
be used to change a variable that is in the global scope?
Can nonlocal
be used to change a variable that is in the global scope?
What happens if you declare a variable as nonlocal
but it doesn't exist in any enclosing scope?
What happens if you declare a variable as nonlocal
but it doesn't exist in any enclosing scope?
What happens when a global variable is modified within a function without using the 'global' keyword?
What happens when a global variable is modified within a function without using the 'global' keyword?
How can you modify a global variable inside a function?
How can you modify a global variable inside a function?
What is the significance of the Enclosed scope in nested functions?
What is the significance of the Enclosed scope in nested functions?
Why does using the 'global' keyword not work for variables in the Enclosed scope?
Why does using the 'global' keyword not work for variables in the Enclosed scope?
What will the code def change(): x = x + 1
produce if 'x' is not declared as global?
What will the code def change(): x = x + 1
produce if 'x' is not declared as global?
Provide an example of accessing a variable in the Enclosed scope.
Provide an example of accessing a variable in the Enclosed scope.
What is the output of the function call change()
when 'x' is 10 and declared as global?
What is the output of the function call change()
when 'x' is 10 and declared as global?
Why is the usage of 'global' considered poor practice in larger programs?
Why is the usage of 'global' considered poor practice in larger programs?
What value does the inner function print in the example 'def outer()' with the enclosed variable 'x'?
What value does the inner function print in the example 'def outer()' with the enclosed variable 'x'?
What will the output of outer()
be when it contains a nested function inner()
that accesses 'x'?
What will the output of outer()
be when it contains a nested function inner()
that accesses 'x'?
Flashcards
What are Mutable Objects?
What are Mutable Objects?
Mutable objects can be modified in place after they are created; their content can be changed without creating a new object. Lists, dictionaries, sets, and user-defined objects (if attributes are modifiable) are mutable.
What are Immutable Objects?
What are Immutable Objects?
Immutable objects cannot be changed in place after they are created; any operation that seems to modify them actually creates a new object. Numbers, strings, tuples, and frozen sets are immutable.
How does Immutability work?
How does Immutability work?
Immutability means a new object is created whenever an operation appears to modify the original immutable object. For example, concatenating a string creates a new string instead of altering the original.
How does Mutability work?
How does Mutability work?
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What is a benefit of Immutable Objects?
What is a benefit of Immutable Objects?
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What is a benefit of Mutable Objects?
What is a benefit of Mutable Objects?
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What is a performance consideration for Immutable Objects?
What is a performance consideration for Immutable Objects?
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What is a performance consideration for Mutable Objects?
What is a performance consideration for Mutable Objects?
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String
String
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Dictionary
Dictionary
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Set
Set
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Immutable Objects
Immutable Objects
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Mutable Objects
Mutable Objects
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__hash__
Method
__hash__
Method
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__eq__
Method
__eq__
Method
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Mutable Data Structures
Mutable Data Structures
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Immutable String
Immutable String
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Mutable List
Mutable List
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Dictionary Keys
Dictionary Keys
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Hash Value
Hash Value
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Equality: eq Method
Equality: eq Method
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Integer (int)
Integer (int)
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Float
Float
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Tuple
Tuple
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Frozenset
Frozenset
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Dictionary (dict)
Dictionary (dict)
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LEGB Rule
LEGB Rule
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Nonlocal keyword
Nonlocal keyword
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Scope
Scope
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Global keyword
Global keyword
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Enclosed Scope
Enclosed Scope
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Closure
Closure
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Global Variables
Global Variables
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Reading Global Variables
Reading Global Variables
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Changing Global Variables (Error Case)
Changing Global Variables (Error Case)
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Using global
to Modify Global Variables
Using global
to Modify Global Variables
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Local Variables
Local Variables
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Enclosed Scope Variables
Enclosed Scope Variables
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Accessing Enclosed Scope Variables
Accessing Enclosed Scope Variables
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Trying to Use global
for Enclosed Scope Variables (Error)
Trying to Use global
for Enclosed Scope Variables (Error)
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Overuse of global
Keyword
Overuse of global
Keyword
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Study Notes
Immutable vs Mutable Objects
- Immutable Objects: Cannot be changed after creation. Operations appear to modify but actually create new objects.
- Examples of Immutable Objects:
- Numbers (int, float, complex)
- Strings (str)
- Tuples (tuple)
- Frozen sets (frozenset)
- Immutability Example: Modifying a string creates a new string.
x = "hello"
x = x + " world"
(creates a new string).
- Mutable Objects: Can be changed in place after creation. Content can be modified without creating a new object.
- Examples of Mutable Objects:
- Lists (list)
- Dictionaries (dict)
- Sets (set)
Key Differences
Feature | Mutable Objects | Immutable Objects |
---|---|---|
Changeable in place | Yes | No |
Memory Use on Modification | No | Yes |
Examples | list, dict, set | int, str, tuple |
Implications of Mutability
- Performance: Immutable objects create new copies (inefficient for frequent changes).
- Multi-threading: Immutable objects prevent accidental modifications, improving safety.
- Dictionary Keys & Set Elements: Only immutable objects can be used as keys or elements.
Dictionary Key Type Rules
- Only immutable objects can be dictionary keys (e.g., int, str, tuple, frozenset).
- Mutable objects (e.g., list, dict, set) cannot be used as keys because their content changes, making them unreliable.
Invalid Keys (Cause TypeError)
- List
[1, 2]
and dictionary{3:4}
cannot be used as dictionary keys.
Hash Method
- Returns a unique integer representing an object's hash value.
- Required for objects to be used as dictionary keys or set elements.
- Immutable objects have stable hash values.
eq Method
- Defines equality between objects. Important for resolving hash collisions.
Why Keys Must Be Immutable
- Hash Stability: If an object changes, its hash changes, making it impossible for dictionaries and sets to locate the object. Changes to a dictionary key would disrupt the hash table lookup.
LEGB Rule (Scope Resolution)
- Local (L): Variables defined inside a function.
- Enclosing Function Locals (E): Variables in enclosing functions (nested functions).
- Global (G): Variables defined at the top level of a module or script.
- Built-in (B): Predefined functions and variables in Python.
- Python searches for variables in this order, stopping at the first match.
- Modifying global variables inside function, you must explicitly use the
global
keyword.
Global Scope
- Global variables are defined at the top level of a module or script.
- They are accessible throughout the module or script.
- Unlike other scopes,
global
explicitly declares that a variable belongs to global scope.
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