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EXPERIMENT 12 - Huffman-Coding

Aim

To implement Huffman coding to compress the data using Python.

Software Required

  1. Anaconda - Python 3.7

Algorithm:

Step1:

Get the input string.

Step2:

Create the required tree nodes.

Step3:

Function to implement the huffman coding.

Step4:

Calculate frequency of occurence.

Step5:

Print the characters and its huffman code.

Program:

# Get the input String
class NodeTree(object):
    def __init__(self,left=None,right=None):
        self.left = left
        self.right = right
    def children(self):
        return (self.left,self.right)

# Create tree nodes
def huffman_code_tree(node,left=True,binString=''):
    if type(node) is str:
        return {node: binString}
    (l, r) = node.children()
    d = dict()
    d.update(huffman_code_tree(l, True, binString + '0'))
    d.update(huffman_code_tree(r, False, binString + '1'))
    return d

# Main function to implement huffman coding
freq = {}
for c in string:
    if c in freq:
        freq[c] += 1
    else:
        freq[c] = 1
freq = sorted(freq.items(),key=lambda x: x[1], reverse=True)
nodes = freq

# Calculate frequency of occurrence
while len(nodes)>1:
    (key1, c1) = nodes[-1]
    (key2, c2) = nodes[-2]
    nodes = nodes[:-2]
    node = NodeTree(key1,key2)
    nodes.append((node,c1+c2))
    nodes = sorted(nodes, key=lambda x: x[1], reverse=True)
    
# Print the characters and its huffmancode
huffmanCode = huffman_code_tree(nodes[0][0])
print(' Char | Huffman code ')
print('---------------------')
for (char, frequency) in freq:
    print(' %-4r | %12s' % (char, huffmanCode[char]))


Output:

Print the characters and its huffmancode

image

Result

Thus the huffman coding was implemented to compress the data using python programming.

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Contributors

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