The *corpora* in this presentation consist of one or more 0.1% random samples of size n= 2,000, 150 and 5,000 lines extracted from blogs, news and twitter text files archived in the Helsinki Corpora English language database. [link](www.corpora.heliohost.org)

An n-gram is a sequence of n words, *e.g.*, "new york" is a sequence of two words or bigram (n=2). An n-gram model is a probabilistic language model for predicting the next item in such a sequence. For example, "new york city" is a trigram (n=3) with the third word "city" predicted from a probabilistic language model.

An n-gram is a sequence of n words, *e.g.*, "new york" is a sequence of two words or bigram (n=2). An n-gram model is a probabilistic language model for predicting the next item in such a sequence. For example, "new york city" is a trigram (n=3) with the third word "city" predicted from a probabilistic language model.

An n-gram model is a probabilistic language model for predicting the next item in such a sequence, e,g., "new york city churches" is a quadrigram (n=4) with the fourth word "churches" predicted from a probabilistic language model.

An n-gram model is a probabilistic language model for predicting the next item in such a sequence. For example, "new york city" is a trigram (n=3) with the third word "city" predicted from a probabilistic language model.

This n-gram prediction model uses bootstrap re-sampling, *i.e.*, successive *corpora* or 0.1% random samples to predict the fourth word in a quadrigram (n=4) from the first three words, *e.g.*, "churches" is the fourth word in the quadrigram "new york city churches"

This n-gram prediction model uses re-sampling, i.e., successive corpora or 0.1% random samples to predict the fourth word in a quadrigram (n=4) from the first three words, e.g., “fire” is the fourth word in the quadrigram “new york city churches.”

This Milestone Report outlines exploratory analysis and a hierarchical clustering model of several hundred online reviews of award-winning wines aggregated by Wilson Daniels from _The Wine Spectator, The Wine Enthusiast _ and other ezines.

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