Python Return Multiple Values: Methods and Best Practices

Jonathan Kao

Python Code

In Python, functions are a fundamental feature that allows coders to package logic that can be reused across programs. While many programming languages strictly limit functions to return a single value, Python offers the flexibility to return multiple values from a single function call. This capability simplifies the sharing of related pieces of data without needing to call a function multiple times, leading to more efficient and readable code.

Understanding how to elegantly return multiple values from functions can enhance a developer’s toolbox and make their code more Pythonic. The language provides a variety of methods to achieve this, from returning tuples, lists, and dictionaries to using more sophisticated features like named tuples or data classes. Each method comes with its own use cases and advantages, allowing developers to choose the most suitable one based on their specific needs. Employing these techniques can greatly improve the structure and clarity of the code, making it more maintainable in the long run.

Key Takeaways

  • Python functions can return more than one value, adding flexibility to the code.
  • Several methods exist to handle multiple returns, including tuples, lists, and dictionaries.
  • Choosing the right method for returning values depends on the context of the program.

Understanding Python Functions and Returns

In Python, functions are the building blocks that let you perform tasks and return results. Here’s a look at how functions work and how they handle returning values.

The Function in Python

A function in Python is a reusable piece of code designed to perform a specific task. To define a function, you use the def keyword, followed by the function name and parentheses. For example, def my_function(): starts a new function called my_function. Functions may take arguments, which are the variables passed between parentheses, and they can perform operations using these arguments.

Return Statement Mechanics

The return statement is used to exit a function and go back to the place where it was called. It can also send back a return value. This value could be a number, a string, text, a list, and more. You can think of the return value as the function’s response to your call.

Single Variable vs Multiple Variables

Functions can return a single variable or multiple variables. When you want to get several values back, Python functions can return them as a tuple, even without parentheses. For example, return 1, 2 sends back a tuple containing 1 and 2. When dealing with immutable objects like strings or tuples, the values returned are constant and cannot be changed. However, with mutable objects like lists, the returned items can be modified. It’s also important to understand that the scope of variables in a function is limited to that function, keeping them separate from those in other parts of your program. When you make a function call, you’re asking the function to execute and assign its return values to variables in your current scope.

Methods for Returning Multiple Values

When functions in Python return more than one value, they aren’t just sending back a bunch of data in a jumble. Each method is neat, maintaining an order that can be easily understood and used.

Using Tuples and Unpacking

Tuples are like simple storage containers. You can put your multiple values in a tuple and send them back with just one return statement. Then, when you receive a tuple, you can unpack it using a technique that assigns each value to a different variable. This is similar to dealing out cards to players at a table—everyone gets their own. The process usually looks like this:

def get_coordinates():
    x = 10
    y = 20
    return (x, y)

latitude, longitude = get_coordinates()

Working with Lists and Dictionaries

A list can hold a collection of items, and you can send it back as one return value. Think of it as a string of pearls, where each pearl is a piece of data you want to hand off. For more complex information, you can use a dictionary. This is like a locker system where each piece of data has its own key. It helps to keep things organized and accessible by name. For example:

def build_profile():
    details = ['Alex', 25]  # This is a python list
    return details

name, age = build_profile()

Or with a dictionary:

def get_scores():
    scores = {'math': 90, 'science': 88}
    return scores

student_scores = get_scores()

Leveraging Data Classes and Named Tuples

For more structure, Python offers data classes and namedtuples from the collections module. Data classes give you a template that can hold your values, and you can then create an instance filled with actual data. Imagine it as filling out a form with different sections. Named tuples work like regular tuples, but each value has a name—sort of like tagging each item in a box. This makes your code easier to read and maintain.

from dataclasses import dataclass

class Point:
    x: int
    y: int

p = Point(10, 20)

Or with a namedtuple:

from collections import namedtuple

Score = namedtuple('Score', ['math', 'science'])
student_score = Score(math=90, science=88)

Whether you’re bundling simple values or creating labeled items, these tools help keep your code clean and your return values orderly.

Frequently Asked Questions

When working with Python functions, you might need to get more than one result back. Let’s look at common questions about handling this scenario effectively.

How can I retrieve multiple values from a Python function?

You can return multiple values from a Python function by separating each value with a comma in the return statement. This will create a tuple containing all the values, which can then be accessed individually. Learn more at

What are the best practices for returning multiple values in Python?

Best practices include using tuples for a small, fixed number of items and dictionary or classes for more complex data. Also, make sure your code is self-explanatory by using clear variable names, which helps others understand your code easily.

How can I use type hinting when returning multiple values from a function in Python?

Type hinting for multiple returns involves specifying the types inside a tuple. For example, def get_data() -> Tuple[int, str]: means the function returns a tuple with an integer and a string.

What techniques are available to return multiple values from within a for loop in Python?

Within a loop, you can append results to a list, add key-value pairs to a dictionary, or yield individual tuples using a generator. This way, you collect or generate multiple results over iterations.

In which ways can tuples be used to return multiple values from a Python function?

Tuples are the most straightforward way to return several values without the overhead of other types. By default, values separated by commas in the return statement are packed into a tuple. Check out GeeksforGeeks for specifics.

How do you unpack multiple values returned by a Python function?

When a function returns a tuple, you can unpack the values by assigning them to multiple variables. For example, a, b = return_multiple() where return_multiple() is a function returning two values.