cottonMather-from-gutenberg

Introduction

This is a Distant Reader "study carrel", a set of structured data intended to help the student, researcher, or scholar use & understand a corpus.

This study carrel was created on 2021-02-22 by Eric Morgan <emorgan@nd.edu>. The carrel was created using the Distant Reader gutenberg process, and the input was the result of a query applied to a local mirror of Project Gutenberg -- "cotton mather". Then, for future reference, the results were saved to a Zip file complete with rudimentary bibliographics. The name of the file is input-file.zip. The Zip file was then unpacked and the contents saved to a cache as well as a directory of plain text files. All of the analysis -- "reading" -- has been done against these plain text files. For example, a short narrative report has been created. This Web page is a more verbose version of that report.

All study carrels are self-contained -- no Internet connection is necessary to use them. Download this carrel for offline reading. The carrel is made up of many subdirectories and data files. The manifest describes each one in greater detail.

Size

There are 333 item(s) in this carrel, and this carrel is 35,927,793 words long. Each item in your study carrel is, on average, 108,543 words long. If you dig deeper, then you might want to save yourself some time by reading a shorter item. On the other hand, if your desire is for more detail, then you might consider reading a longer item. The following charts illustrate the overall size of the carrel.

Readability

On a scale from 0 to 100, where 0 is very difficult and 100 is very easy, the documents have an average readability score of 74. Consequently, if you want to read something more simplistic, then consider a document with a higher score. If you want something more specialized, then consider something with a lower score. The following charts illustrate the overall readability of the carrel.

Word Frequencies

By merely counting & tabulating the frequency of individual words or phrases, you can begin to get an understanding of the carrel's "aboutness". Excluding "stop words", some of the more frequent words include:

one, will, man, time, may, new, great, now, made, men, first, mr, god, two, many, life, old, like, see, shall, us, day, good, little, well, much, years, must, people, also, every, house, never, yet, long, even, without, come, way, make, england, came, world, might, work, found, place, church, say, among

Using the three most frequent words, the three files containing all of those words the most are Works of John Bunyan — Complete, Project Gutenberg Complete Works of Winston Churchill, and Complete Project Gutenberg Oliver Wendell Holmes, Sr. Works.

The most frequent two-word phrases (bigrams) include:

new york, united states, new england, jesus christ, let us, one hundred, young man, years ago, many years, every one, two years, one day, great britain, old man, two hundred, years old, rhode island, three years, south carolina, five years, hundred years, next day, years later, young men, first time, lord jesus, civil war, every man, twenty years, new jersey, ten years, three hundred, one another, every day, took place, four years, new hampshire, great deal, long time, one side, per cent, well known, will make, five hundred, human nature, one thing, cotton mather, sir william, good deal, next morning

And the three file that use all of the three most frequent phrases are History of Woman Suffrage, Volume III The Pictorial Field-Book of the Revolution, Vol. 1 (of 2) or, Illustrations, by Pen And Pencil, of the History, Biography, Scenery, Relics, and Traditions of the War for Independence, and History of the United States.

While often deemed superficial or sophomoric, rudimentary frequencies and their associated "word clouds" can be quite insightful:

Keywords

Sets of keywords -- statistically significant words -- can be enumerated by comparing the relative frequency of words with the number of times the words appear in an entire corpus. Some of the most statistically significant keywords in the carrel include:

new, england, mr., john, god, man, york, boston, english, great, lord, william, time, dr., mrs., london, sir, american, states, united, massachusetts, good, st., life, old, french, day, church, king, france, america, house, general, james, indians, like, south, thomas, charles, washington, virginia, george, miss, europe, governor, illustration, henry, north, history, mary

And now word clouds really begin to shine:

Topic Modeling

Topic modeling is another popular approach to connoting the aboutness of a corpus. If the study carrel could be summed up in a single word, then that word might be man, and Salem Witchcraft and Cotton Mather: A Reply is most about that word.

If the study carrel could be summed up in three words ("topics") then those words and their significantly associated titles include:

1. new - History of the United States
2. said - International Short Stories: American
3. god - Works of John Bunyan — Complete

If the study carrel could be summed up in five topics, and each topic were each denoted with three words, then those topics and their most significantly associated files would be:

1. new, men, great - Slavery and Four Years of War, Vol. 1-2 A Political History of Slavery in the United States Together With a Narrative of the Campaigns and Battles of the Civil War In Which the Author Took Part: 1861-1865
2. said, man, like - A Castle in Spain: A Novel
3. king, time, church - Our Legal Heritage: King AEthelbert - King George III, 600 A.D. - 1776 June 2011 (Sixth) Edition
4. god, christ, shall - Works of John Bunyan — Complete
5. john, new, defn - U.S. Copyright Renewals, 1968 January - June

Moreover, the totality of the study carrel's aboutness, can be visualized with the following pie chart:

Noun & Verbs

Through an analysis of your study carrel's parts-of-speech, you are able to answer question beyonds aboutness. For example, a list of the most frequent nouns helps you answer what questions; "What is discussed in this collection?":

man, time, men, life, day, years, people, way, world, place, house, work, country, part, things, hand, woman, heart, law, death, name, power, year, women, nothing, one, days, others, children, church, mind, land, history, night, state, nature, soul, head, words, love, eyes, war, side, town, thing, case, father, water, word, body

An enumeration of the verbs helps you learn what actions take place in a text or what the things in the text do. Very frequently, the most common lemmatized verbs are "be", "have", and "do"; the more interesting verbs usually occur further down the list of frequencies:

was, is, be, had, were, have, are, been, has, said, do, made, did, see, being, come, make, came, found, say, know, called, go, take, let, give, having, went, think, am, took, given, put, find, done, taken, ''s, brought, left, seen, gave, says, became, thought, saw, read, set, known, sent, heard

Proper Nouns

An extraction of proper nouns helps you determine the names of people and places in your study carrel.

_, god, mr., new, england, john, lord, christ, thou, mrs., boston, york, states, william, america, london, king, general, united, sir, dr., ., church, english, st., indians, ©, de, franklin, house, heaven, state, jesus, james, c., massachusetts, george, charles, washington, thomas, miss, south, henry, france, virginia, congress, ii, governor, american, president

An analysis of personal pronouns enables you to answer at least two questions: 1) "What, if any, is the overall gender of my study carrel?", and 2) "To what degree are the texts in my study carrel self-centered versus inclusive?"

he, his, it, i, they, their, her, you, him, we, them, she, my, its, me, our, us, your, himself, themselves, thy, itself, thee, myself, one, herself, ourselves, yourself, ''em, mine, thyself, yours, ours, theirs, ye, hers, ''s, em, yourselves, yt, i''m, hisself, thou, oneself, on''t, ii, hez, ay, you''re, pelf

Below are words cloud of your study carrel's proper & personal pronouns.

Adjectives & Verbs

Learning about a corpus's adjectives and adverbs helps you answer how questions: "How are things described and how are things done?" An analysis of adjectives and adverbs also points to a corpus's overall sentiment. "In general, is my study carrel positive or negative?"

other, great, many, such, old, own, little, good, first, more, same, new, much, last, few, young, long, large, whole, true, public, american, several, poor, small, full, certain, best, high, general, present, human, common, free, white, second, most, next, english, religious, better, early, strong, political, least, natural, different, only, dead, able

not, so, then, now, up, more, only, as, very, out, also, most, never, even, well, here, still, down, there, n''t, too, again, ever, thus, yet, away, far, once, much, just, however, always, long, back, therefore, first, soon, off, all, often, in, on, almost, about, perhaps, rather, indeed, together, sometimes, over

Next steps

There is much more to a study carrel than the things outlined above. Use this page's menubar to navigate and explore in more detail. There you will find additional features & functions including: ngrams, parts-of-speech, grammars, named entities, topic modeling, a simple search interface, etc.

Again, study carrels are self-contained. Download this carrel for offline viewing and use.

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