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Text Summarization with TF-ISF

Score SentencesScore Sentences

Having established the TF-ISF scores for individual words within sentences, our next step transitions from a word-centric analysis to evaluating entire sentences.

Summarizing Sentence Significance

The essence of calculating sentence scores lies in aggregating the TF-ISF scores of all words within a sentence. This cumulative approach allows us to assess the sentence's overall informational value to the text.

For each sentence, we calculate its total TF-ISF score by summing up the TF-ISF scores of all the words it contains.

This is achieved by iterating through the list of dictionaries (tf_isf_scores), each representing a sentence's word scores, and summing these scores. The result is a list (sentence_scores) where each element corresponds to the total TF-ISF score of a sentence.

Task

Calculate the total score for each sentence using the TF-ISF scores.

Mark tasks as Completed

Everything was clear?

Section 1. Chapter 11
AVAILABLE TO ULTIMATE ONLY
course content

Course Content

Text Summarization with TF-ISF

Score SentencesScore Sentences

Having established the TF-ISF scores for individual words within sentences, our next step transitions from a word-centric analysis to evaluating entire sentences.

Summarizing Sentence Significance

The essence of calculating sentence scores lies in aggregating the TF-ISF scores of all words within a sentence. This cumulative approach allows us to assess the sentence's overall informational value to the text.

For each sentence, we calculate its total TF-ISF score by summing up the TF-ISF scores of all the words it contains.

This is achieved by iterating through the list of dictionaries (tf_isf_scores), each representing a sentence's word scores, and summing these scores. The result is a list (sentence_scores) where each element corresponds to the total TF-ISF score of a sentence.

Task

Calculate the total score for each sentence using the TF-ISF scores.

Mark tasks as Completed

Everything was clear?

Section 1. Chapter 11
AVAILABLE TO ULTIMATE ONLY
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