sewing-from-hathi


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 2021-01-26 by Eric Morgan <emorgan@nd.edu>. The carrel was created using the Distant Reader trust process, and the input was a HaithTrust metadata (TSV) file locally cached with the name metadata.tsv. Given the metadata file, associated PDF documents where saved to a a cache and a second set of documents were saved to a set of plain text files. All of the analysis -- "reading" -- has been done against the 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

The study carrel is 1,118,249 words long. Each item in the study carrel is, on average, 24,849 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 illustrate the overall size of the study carrel.

left image
histogram of sizes
left image
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 87. 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 illustrate the overall readability of the study carrel.

left image
histogram of readability
left image
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, used, may, side, stitch, made, will, edge, line, material, seam, thread, cut, cotton, make, right, fig, two, back, cloth, stitches, work, silk, needle, hem, inch, pattern, place, sewing, inches, fabric, use, garment, edges, wool, hand, lace, threads, point, making, first, piece, measure, machine, front, must, seams, together, end, figure

Using the three most frequent words, the three files containing all of those words the most are: 1) Sewing materials : textiles, laces, embroideries and findings, shopping hints, mending, household sewing, trade and sewing terms , 2) Textiles and sewing materials Textiles, laces, embroideries and findings, shopping hints, mending, household sewing, trade and sewing terms. [by] Mary Brooks Picken ... , and 3) Textiles and sewing; a supplement to Morris''s Household science and arts .

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

right side, wrong side, raw edges, raw edge, per cent, lower edge, one side, warp threads, inches wide, domestic art, straight line, united states, neck line, see figure, waist line, two inches, left hand, running stitches, one inch, place point, seam line, clothing construction, one end, seam allowance, center back, draw curve, inch wide, plain seam, shoulder seam, french seam, sewing machine, right sides, edges together, two pieces, running stitch, cold water, center front, half inches, upper edge, see fig, right hand, new york, child life, right angles, inches long, machine stitching, cotton cloth, bias strip, see page, one edge

And the three file that use all of the three most frequent phrases are: 1) Clothing construction ... , 2) From thimble to gown; a manual of sewing by Ethel Van Gilder , and 3) The New encyclopedia of modern sewing, edited by Frances Blondin .

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

left image
unigrams
left image
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 study carrel include:

stitch, thread, material, fig, edge, fabric, seam, cut, cotton, clothing, sewing, place, pattern, color, work, wool material, wool, silk, inch, garment, cotton material, waist, needle, hand, good, finish, dress, cotton fiber, weave, united states, textile fiber, textile, sleeve, skirt, sewing machine, seam edge, machine, linen, line, heavy cotton cloth, french seam, figure, exercises, domestic science, cotton warp, cotton lace, collar, cloth, chapter, year 's sewing

And now word clouds really begin to shine:

left image
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 used, and Handbook of dress and childhood : a complete home-study course c.1 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. used - Textiles and sewing; a supplement to Morris''s Household science and arts
  2. line - Clothing construction ...
  3. stitch - Progressive lessons in the art and practice of needlework for use in schools By Catherine F. Johnson

If your 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. used, edge, seam - Clothing construction ...
  2. stitch, needle, thread - Goodwin''s course in sewing; practical instruction in needlework for use in schools and at home by Emma E. Goodwin ... v.1
  3. cotton, silk, wool - Textiles and sewing; a supplement to Morris''s Household science and arts
  4. child, milk, water - Domestic science
  5. line, measure, point - Practical sewing and dressmaking, by Sara May Allington; illustrated by Elizabeth Cleves Banks.

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

left image
topic model

Noun & Verbs

Through an analysis of the 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?":

side, edge, line, material, thread, seam, stitch, cotton, cloth, stitches, needle, pattern, silk, inch, inches, work, fabric, garment, sewing, edges, threads, lace, wool, hand, point, piece, machine, end, place, seams, materials, skirt, length, figure, hem, linen, measure, time, width, water, way, waist, dress, sleeve, color, clothing, top, front, part, fig

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:

is, be, are, used, made, make, cut, have, has, making, was, see, do, turn, been, being, baste, take, use, draw, were, put, woven, done, taken, stitch, desired, place, give, called, given, finished, sew, hold, shown, cutting, ing, stitched, left, placed, using, having, fold, does, pin, turned, run, keep, worn, sewed

left image
nouns
left image
verbs

Proper Nouns

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

Fig, Mark, hem, Ill., C, A, |, Stitch, _, II, States, Ans, Plain, United, F, ing, Seam, B, D, School, Hem, •, III, J, Cotton, C., gore, New, D., Silk, FIG, England, Wool, IV, S., M., F., Bias, Sleeve, LESSON, NEEDLEWORK, India, Miss, French, France, E., Clothing, T, M, China

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, you, they, them, its, your, their, her, i, we, she, he, his, our, one, him, us, itself, themselves, my, yourself, herself, himself, me, hem, ourselves, yours, 's, myself, mine, hers, ex-, orna-, thy, pos-, oneself, be-, theirs, neces-, evi-, ’s, yº, yes-, ya, withal, wherethey, weave.—in, washstand, w-, ure

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

left image
proper nouns
left image
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 this study carrel positive or negative?"

right, other, same, many, small, first, wrong, good, plain, little, such, long, straight, wide, large, more, raw, necessary, fine, lower, possible, soft, white, new, upper, great, much, heavy, narrow, short, best, different, simple, double, left, second, flat, open, few, various, several, french, domestic, full, front, strong, light, own, back, better

not, then, out, very, up, together, as, so, in, also, back, well, more, down, too, often, usually, only, even, always, most, sometimes, off, on, about, just, now, carefully, over, much, easily, first, enough, thus, again, especially, away, never, long, however, exactly, through, close, instead, rather, closely, all, lengthwise, generally, here

left image
adjectives
left image
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.

Thank you for using the Distant Reader.