This is what we expected to do, from the unstructured and irrelevant information we need to extract things which should be interpretable and make sense in business. One should clear the irrelevant part in the preprocessing phase like if you want to remove all the grammar from the text stemming and lemmatisation would help, another thing is to create a separate dictionary for the words you want to remove. Is there anything specific that you want me to explain?