Adventures in Machine Learning

Mastering the Art of Creating and Shuffling Decks in Python

Creating and Shuffling A Deck of Cards: A Comprehensive Guide

Whether it’s for playing a game of poker, practicing magic tricks, or simply collecting them, decks of cards have become an indispensable part of our lives. A deck of cards consists of 52 unique pieces and can be used in countless ways.

However, have you ever wondered how to create a deck of cards from scratch or shuffle and cut them for a game? In this article, we’ll provide a detailed overview of how to create and shuffle a deck of cards following the commonly used methods.

Creating a Deck of Cards

Representing a Card

Before we dive into creating a deck, let’s discuss how to represent individual cards. As mentioned, a deck consists of 52 unique cards, which can be divided into four suits: Spades, Hearts, Clubs, and Diamonds.

Each suite contains 13 cards, ranging from ace to king. Therefore, we can represent a card using a tuple containing two elements: rank and suit.

Here’s a code snippet that defines a card:


Card = namedtuple(‘Card’, [‘rank’, ‘suit’])


Now, let’s move on to generating a deck of cards.

Generating a Deck of Cards

To create a deck of cards, we need to combine each rank with each suit, resulting in a total of 52 unique cards. We can achieve this by using a nested for loop:


deck = []

for suit in suits:

for rank in ranks:

deck.append(Card(rank, suit))


However, the `itertools.product()` function provides a more concise way to do this by using a Cartesian product:


deck = [Card(rank, suit) for rank, suit in itertools.product(ranks, suits)]


And that’s it! Now you have a complete deck of cards that can be used for any game or activity.

Shuffling and

Cutting the Deck

Now that we have a complete deck of cards, it’s time to shuffle and cut them for a game. Shuffling the deck changes the order of cards, making it unpredictable, while cutting the deck creates two smaller piles of cards for the dealer and the players.

Let’s dive into how to shuffle and cut a deck of cards.

Shuffling the Deck

Shuffling the deck of cards is a crucial step in any game, as it ensures that the card order is random, thereby preventing cheating and increasing fairness. We’ll discuss two common methods of shuffling: the random.shuffle() function and the Fisher-Yates shuffle.

Using the random.shuffle() function

The simplest way to shuffle a deck of cards is by using the `random.shuffle()` function, which shuffles the elements of a list in place. Here’s how we can use it to shuffle a deck of cards:


import random



Using the Fisher-Yates shuffle

The Fisher-Yates shuffle, also known as the Knuth shuffle, is a popular algorithm for shuffling a deck of cards. This shuffle method is much faster than the `random.shuffle()` function since it only performs the required number of swaps:


def fisher_yates(deck):

n = len(deck)

for i in range(n – 1, 0, -1):

j = random.randint(0, i)

deck[i], deck[j] = deck[j], deck[i]

return deck


Cutting the Deck

After shuffling, it’s time to cut the deck into two piles. Here are some ways to cut the deck:

Using the slice method

The slice method slices the deck into two subsets, starting from the specified indices:


deck1 = deck[:26] # first half

deck2 = deck[26:] # second half


Using the itertools.islice(), itertools.tee(), and itertools.chain() functions

The `itertools.islice()` function is used to slice an iterable at specific indices. The `itertools.tee()` function is used to make multiple copies of an iterator, and the `itertools.chain()` function is used to concatenate the chains of iterators.


# create iterators

pile1, pile2 = itertools.tee(deck)

# slice the iterators

pile1 = itertools.islice(pile1, 0, 26)

pile2 = itertools.islice(pile2, 26, 52)

# concatenate the piles

deck1 = list(pile1)

deck2 = list(pile2)



Creating and shuffling a deck of cards is easy once you understand the basics of Python programming. In this article, we’ve discussed how to represent a card using a tuple, generate a complete deck of cards, and shuffle and cut the deck using two different methods.

We hope that this guide has been helpful, and that you’re now ready to use your new knowledge to impress your friends and family with your shuffling skills. Happy playing!

Dealing Hands: How to Deal Cards to Players in Python

Now that we have created a deck of cards, shuffled it, and cut it, it’s time to deal hands to players. Depending on the game being played, each player usually receives a specific number of cards.

In this guide, we will explore how to deal hands to players and discuss the various factors that determine the number of cards each player receives and how to implement it in Python.

Dealing Hands

Before we discuss how to deal hands to players, let’s understand the common terminologies associated with dealing.

– num_hands: The number of players in the game.

– hand_size: The number of cards each player should have

To deal the cards, we first specify the numbers of players (num_hands) and the number of cards each player receives (hand_size). We create an empty list to represent each player’s hand and use the `zip()` function to iterate over the deck and deal cards to each player.

Here’s how we can implement it in Python:


def deal(deck, num_hands, hand_size):

# create an empty list for each player

hands = [[] for _ in range(num_hands)]

# deal cards to each player

for card in zip(*([iter(deck)] * hand_size)):

for i, hand in enumerate(hands):


return hands


In the code above, we pass in the deck of cards, num_hands, and hand_size as parameters. We create an empty list for each player using a list comprehension.

The `zip()` function is then used to iterate over `hand_size` number of cards for each player. The `zip()` function works by grouping together the first `hand_size` cards of the deck, then the next `hand_size` cards, and so on, until each player gets their complete hand.

The `for loop` then iterates over each player’s empty list and appends the corresponding card from the `zip()` function. Finally, the function returns a list containing all players’ hands.

Trying out the deal() function

Let’s take the above function for a spin by dealing a game of Texas Hold’em Poker with 6 players, where each player should receive two cards. “`python

# Create a deck of cards

deck = [Card(rank, suit) for rank, suit in itertools.product(ranks, suits)]

# Shuffle the deck

shuffle_deck = fisher_yates(deck)

# Deal the cards

num_hands = 6

hand_size = 2

hands = deal(shuffle_deck, num_hands, hand_size)

# Print the hands

for i, hand in enumerate(hands):

print(f”Player {i+1}: {hand}”)


The output will look something like this:


Player 1: [Card(rank=’9′, suit=’Clubs’), Card(rank=’10’, suit=’Spades’)]

Player 2: [Card(rank=’3′, suit=’Hearts’), Card(rank=’7′, suit=’Clubs’)]

Player 3: [Card(rank=’7′, suit=’Diamonds’), Card(rank=’5′, suit=’Diamonds’)]

Player 4: [Card(rank=’Ace’, suit=’Spades’), Card(rank=’5′, suit=’Hearts’)]

Player 5: [Card(rank=’3′, suit=’Spades’), Card(rank=’2′, suit=’Clubs’)]

Player 6: [Card(rank=’9′, suit=’Diamonds’), Card(rank=’Jack’, suit=’Clubs’)]


As you can see, each player received two cards, and the dealt cards are randomly distributed, making it unpredictable and ensuring fairness in the game.

Consumed Cards

One thing to keep in mind while dealing hands to players is to ensure that the dealt cards are removed from the deck so that they cannot be dealt again. This is known as “consuming” cards.

In the deal() function, we used a technique called slicing from an iterator. This method ensures that the deck is consumed as we deal the cards, removing the chance of duplicating a card in the game.

Here’s how we implemented this in the deal() function:


for card in zip(*([iter(deck)] * hand_size)):


The `zip()` function creates an iterator that groups the next `hand_size` cards from the shuffled deck. The `iter(deck)` function returns an iterator from which `zip()` can consume cards as needed.

By using the `*` operator, we can create a tuple of size `hand_size` containing these iterators that `zip()` then takes one value from each of them to form a tuple (card) for each round in the `for loop`.


Dealing hands to players is a crucial step in any card game, and understanding how to implement it in Python is essential for programming card games. In this guide, we’ve covered the fundamental concepts of the deal() function, including the terminologies and techniques involved in it.

We’ve also learned how to consume cards from the deck so that the dealt cards are removed and cannot be dealt again. Armed with this knowledge, you’re now ready to build your own card games and deal cards like a pro!

In this guide, we’ve explored the fundamental concepts of creating, shuffling, cutting, and dealing a deck of cards to players using Python.

We discussed how to represent individual cards using tuples and how to generate a complete deck of cards using a Cartesian product. We also learned how to shuffle the deck using the `random.shuffle()` function and the Fisher-Yates Shuffle and cut the deck using different methods.

Finally, we covered how to deal cards to players using the deal() function and emphasized the importance of consuming cards to avoid duplications. These skills are essential for programming card games, and understanding them will allow you to implement more complex card games.

With this knowledge, you can now start building your card games with confidence and deal cards to players like a pro!

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