is the purpose of the max$\_$features parameter in the code snippet below?bow$\_$vec $=$ CountVectorizer$($max$\_$features $=1000)$data$\_$features$\_$BOW $=$ bow$\_$vec.fit$\_$transform$($data$[\text{'}$text$\text{'}])$Answer choicesSelect an optionIt specifies the maximum number of text documents to consider during vectorization.It sets the maximum number of features $($unique words$)$ to be considered in the Bag of Words representation.It determines the maximum number of characters allowed in each document.