scotlandTravel-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 2021-01-15 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 -- subject:"Scotland -- Description and travel". 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 11 item(s) in this carrel, and this carrel is 791,824 words long. Each item in your study carrel is, on average, 79,182 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.

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histogram of sizes
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box plot of sizes

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 80. 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.

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histogram of readability
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box plot of readability

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, old, said, great, us, man, now, time, sir, little, day, dr, may, much, castle, many, like, two, will, good, johnson, well, place, made, long, scott, house, way, scotland, never, came, must, still, see, men, life, mr, first, found, every, years, though, might, even, country, people, far, yet, night, told

Using the three most frequent words, the three files containing all of those words the most are Highways and Byways in the Border Illustrated, The Journal of a Tour to the Hebrides with Samuel Johnson, LL.D., and The Country of Sir Walter Scott.

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

dr johnson, sir walter, walter scott, years ago, johnson said, old man, told us, hundred years, sir william, one day, next day, many years, let us, rob roy, one hundred, two miles, crown vo, sir john, great deal, sir allan, one side, young man, every one, sir james, new york, good deal, one may, feet high, queen mary, prince charles, king james, long ago, old castle, well known, either side, high street, old days, hurricane bob, lang syne, fine old, every man, three hundred, last night, next morning, years later, sir alexander, old town, took place, john knox, sir thomas

And the three file that use all of the three most frequent phrases are The Journal of a Tour to the Hebrides with Samuel Johnson, LL.D. Highways and Byways in the Border Illustrated, and The Country of Sir Walter Scott.

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

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unigrams
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bigrams

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:

scotland, sir, england, scott, mr., man, walter, st., lord, john, james, illustration, edinburgh, castle, william, tweed, scottish, mary, english, queen, mull, melrose, macleod, london, loch, like, king, highland, great, good, glasgow, charles, burns, border, abbey, yarrow, tower, street, stewart, sky, scotch, prince, old, macdonald, look, little, laird, lady, johnson, hill

And now word clouds really begin to shine:

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keywords

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 old, and Our Journey to the Hebrides 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. johnson - The Journal of a Tour to the Hebrides with Samuel Johnson, LL.D.
  2. old - Highways and Byways in the Border Illustrated
  3. fondling - Rollo in Scotland

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. johnson, said, dr - The Journal of a Tour to the Hebrides with Samuel Johnson, LL.D.
  2. old, day, like - Highways and Byways in the Border Illustrated
  3. cloth, 8vo, people - Our Journey to the Hebrides
  4. laundry, stomachs, fondling - Rollo in Scotland
  5. laundry, stomachs, fondling - Rollo in Scotland

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

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topic model

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, day, place, way, men, years, life, house, people, country, night, castle, side, part, days, miles, town, land, water, road, nothing, name, hills, river, one, morning, sea, world, feet, trees, stone, family, illustration, year, mind, room, hill, friend, death, heart, work, century, story, church, head, end, father, village, home

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, have, were, are, been, has, said, did, made, do, came, see, found, being, told, make, come, called, know, go, think, seen, having, went, saw, took, say, take, left, find, got, get, am, let, thought, says, heard, give, gave, used, known, done, does, read, ''s, built, seemed

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nouns
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verbs

Proper Nouns

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

_, scott, johnson, sir, dr, scotland, castle, james, lord, edinburgh, john, mr, st., walter, mary, king, england, mr., tweed, loch, william, english, border, queen, god, earl, lady, dr., highland, billy, ye, london, abbotsford, yarrow, glasgow, abbey, col, duke, robert, charles, highlands, wi, hill, boswell, wanderer, melrose, bruce, george, footnote, prince

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?"

it, he, i, his, we, they, their, him, my, you, them, her, its, me, our, us, she, himself, your, one, themselves, itself, myself, thy, ourselves, thee, herself, yourself, mine, ours, yours, ye, ''s, ''em, theirs, oneself, hers, on''t, em, pu''d, na, yourse''f, yer, wigwam, whose, were--, water--, us,--john, thyself, thus:--

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

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proper nouns
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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?"

old, great, little, many, other, good, more, much, own, such, long, few, first, same, last, young, high, beautiful, scottish, small, wild, large, ancient, fine, green, full, new, present, english, best, whole, better, fair, poor, true, several, deep, dark, black, least, strong, certain, sweet, next, early, pleasant, different, most, very, happy

not, so, very, now, here, then, up, only, more, out, never, well, still, as, down, even, there, most, too, far, n''t, ever, once, away, again, much, however, perhaps, always, just, long, off, yet, almost, back, about, on, in, soon, all, often, no, also, enough, probably, indeed, thus, first, therefore, rather

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adjectives
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adverbs

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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