Write the code to count the number of distinct tokens in a text

To count the number of distinct tokens in a text, you can use Python along with the nltk library for natural language processing. If you don't have nltk installed, you can install it using pip install nltk. Here's a simple example:

 

import nltk
from nltk.tokenize import word_tokenize
from nltk.probability import FreqDist

def count_distinct_tokens(text):
    # Tokenize the text
    tokens = word_tokenize(text)

    # Calculate the frequency distribution of tokens
    frequency_distribution = FreqDist(tokens)

    # Count the number of distinct tokens
    num_distinct_tokens = len(frequency_distribution)

    return num_distinct_tokens

# Example text
sample_text = "This is a sample text. It contains some sample tokens for demonstration purposes."

# Count distinct tokens
result = count_distinct_tokens(sample_text)

print(f"Number of distinct tokens: {result}")

 

In this example, the count_distinct_tokens function takes a text input, tokenizes it using word_tokenize from the nltk library, and then calculates the frequency distribution of the tokens using FreqDist. The length of the frequency distribution gives the number of distinct tokens.

 

 

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