Question: This is a NLP related question using probability and Frequency and also using Unigram and Bi - Gram tables. Please provide solution with explanations and

This is a NLP related question using probability and Frequency and also using Unigram and Bi-Gram tables. Please provide solution with explanations and provide the best way to solve the problem.
 This is a NLP related question using probability and Frequency and

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