Rare Book Monthly

Articles - January - 2011 Issue

Google Ngrams:  What Words are Most Often Found in Books?

Ngram

Ngrams graph popularity of terms "flapper" and "hippie."

Leave it to the folks at Google to come up with another amazing new tool for us to use. I'm not yet sure of the practical uses for it, but it is something that will fascinate lovers of books and history for hours. It's called "Ngrams," and its existence relies upon the massive book-scanning project on which Google embarked in 2004.

 

At this point, Google Books' database contains scanned copies of some 15 million books. From this, Google has selected 5.2 million books, containing 500 billion words, for its Ngram word search. However, Ngrams does not simply match words. What it does is to determine how many books employ those words. They do not just provide a total, but place the matches on a chronological map. That way you can see how frequently a word has been used at various times. You can track the development, or antiquating of words or phrases by seeing how frequently they appear in books.

 

You can plot these graphs for single words or up to five words in combination. You can plot just one word or phrase, or several of them on the same graph to show a comparison. For example, the graph on this page is a comparison of the popularity of the words "flapper" and "hippie." "Flapper" reaches its peak in popularity in the 1920s, then tumbles, along with everything else, in the years of the Great Depression. Its use is then fairly constant over the past 70 years.

 

"Hippie," on the other hand, is a nonexistent word until the early 1960s. By the middle of that decade, it becomes more common in books than "flapper," a position it never relinquishes. It peaks in use around 1970, before settling down to regular, but less frequent usage.

 

Then there are the name changes. Compare "Hawaii" with the "Sandwich Islands." In the early days, the British gave the island chain the name "Sandwich Islands" in honor of the Earl of Peanut Butter and Jelly. That name starts showing up in the late 18th century, but "Hawaii" does not appear in the graph until the 1820s. It then slowly closes the gap, finally surpassing "Sandwich Islands" around 1890. Since then, the Sandwiches have slowly disappeared, while "Hawaii" became overwhelmingly more common.

 

This only applies to books in English, perhaps unsurprising because others may not have recognized the claims of the Earl's homeland. Books in French and German (you can sort these and several other languages separately) never showed much popularity for the "Sandwich" name, Hawaii becoming more common as early as the 1820s.

 

Another such example can be seen in the Turkish capital. For centuries it was known as "Constantinople." In 1930, the Turks changed its name to "Istanbul." There is no "Istanbul" in the books prior to this date, but within a couple of years, it quickly surpasses centuries-old "Constantinople."

 

Some times names get reused. "Engelbert Humperdinck" first appears near the turn of the 20th century as the music of the German composer gained popularity. His name peaked in the 1920s and then began to decline. However, in the 1960s, the name starts bouncing back up after the English crooner adopted the old composer's funny-sounding name as his own.

 

A similar pattern can be found for "Benjamin Harrison." Harrison was the name of a signer of the Declaration of Independence, while his grandson of the same name became President in 1884. Harrison has two peaks on the graph, a century apart.

Rare Book Monthly

  • <b>Swann Auction Galleries Oct 24:</b> Sir Isaac Newton, <i>Opticks,</i> first edition, first issue, London, 1704. $15,000 to $25,000.
    <b>Swann Auction Galleries Oct 24:</b> Johannes Jacobus Canis, <i>De modo studendi in utroque iure,</i> first edition, Padua, 1476. $6,000 to $9,000.
    <b>Swann Auction Galleries Oct 24:</b> Pope Clemens V, <i>Constitutiones,</i> Nuremberg, 1482. $2,500 to $3,500.
    <b>Swann Auction Galleries Oct 24:</b> Nicolaus Panormitanus de Tudeschis, <i>Lectura super V libris Decretalium,</i> Basel, 1480-81. $5,000 to $7,000.
    <b>Swann Auction Galleries Oct 24:</b> Michael Faraday, <i>Experimental Researches in Electricity,</i> complete set, first editions, London, 1832-56. $3,000 to $4,000.
    <b>Swann Auction Galleries Oct 24:</b> William Gilbert, <i>Tractatus sive physiologia nova de magnete,</i> Sedini, 1628. $3,000 to $5,000.
    <b>Swann Auction Galleries Oct 24:</b> John Bulwer, <i>Philocophus,</i> first edition of the first book in English on the deaf, London, 1648. $1,000 to $2,000.
    <b>Swann Auction Galleries Oct 24:</b> James Cook, complete set, 9 volumes, London, 1773-84. $10,000 to $15,000.
    <b>Swann Auction Galleries Oct 24:</b> Nicolaus Bertrand, <i>Opus de Tholosano[rum] Gestis ab Urbe Condita,</i> with the earliest known view of the city of Toulouse, 1515. $2,000 to $3,000.
  • <center> <b>Leslie Hindman Auctioneers<br>Fine Books and Manuscripts Including Americana<br>November 6, 2019</b>
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> RATZER, Bernard. <i>Plan of the City of New York in North America, surveyed in the years 1766 & 1767.</i> London: Jefferys and Faden, “Jan.y” 12, 1776. $80,000 to $120,000
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> [KELMSCOTT PRESS]. COCKERELL, Sydney C. <i>Some German Woodcuts of the Fifteenth Century.</i> Hammersmith: The Kelmscott Press, 1897 [issued 1898]. $20,000 to $30,000
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> [GOLDEN COCKEREL PRESS]. KEATS, John. <i>Lamia, Isabella, the Eve of Saint Agnes and Other Poems.</i> Waltham Saint Lawrence, Berkshire: The Golden Cockerel Press, 1928. $6,000 to $8,000
    <center> <b>Leslie Hindman Auctioneers<br>Fine Books and Manuscripts Including Americana<br>November 6, 2019</b>
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> [GRANT, Ulysses S.— GRANT, Julia, First Lady]. Carved Applewood and 18-karat Gold Jewelry Suite, Browne & Spaulding, Jewelers, New York City, 1865. $20,000 to $30,000
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> [LINCOLN ASSASSINATION]. GARDNER, Alexander. <i>Incidents of the War |Sic Semper Sicariis</i> [caption title]. Washington, D. C.: Philip & Solomons, 1865. $5,000 to $7,000
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> A COMPLETE COLLECTION of 115 titles published in R. R. Donnelley's Lakeside Classics series. Chicago, 1903-2017. COMPLETE RUN OF THE LONGEST-RUNNING CONTINUOUS SERIES OF BOOKS IN THE WORLD. $5,000 to $7,000
    <center> <b>Leslie Hindman Auctioneers<br>Fine Books and Manuscripts Including Americana<br>November 6, 2019</b>
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> GLEIZES, Albert. METZINGER, Jean. <i>Du Cubisme.</i> Paris, 1947. LIMITED EDITION, number 19 of 20 copies on papier d'Auvergne. $3,000 to $4,000
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> [THE LITTLE REVIEW]. ANDERSON, Margaret, ed. POUND, Ezra, ed. HEAP, Jane, ed. <i>The Little Review.</i> Vol. I, No. 1 through Vol. XII, No. 2. 1914-1929. $3,000 to $4,000
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> [MOUNTENEY, Leonard, binder]. LOUŸS, Pierre. <i>Songs of Bilitis.</i> Chicago: Argus Books, 1931. $2,000 to $3,000
    <b>Leslie Hindman Auctioneers, Nov. 6:</b> [HANCOCK, John]. Partly-printed U.S. Loan-Office Transfer Certificate issued on behalf of Hancock. Sgn’d on recto by William Imlay, as Commissioner of Loans of Connecticut. 28 February 1793. $2,000 to $3,000
  • <b>Bonhams, Oct. 23:</b> SMITH, CHRISTOPHER WEBB. 1793-1871. <i>Indian Ornithology.</i> [Patna, India]: 1828. $50,000 to $80,000.
    <b>Bonhams, Oct. 23:</b> DUPRÉ, LOUIS. 1789-1837. <i>Voyage à Athènes et à Constantinople, ou Collection de portraits, vues et costumes grecs et ottomans.</i> Paris: Dondey-Dupré, 1825. $60,000 to $90,000.
    <b>Bonhams, Oct. 23:</b> ADAMS, JOHN. Autograph Letter Signed ("J Adams"), [to Dr. Perkins?] while recovering from his small pox inoculation, [late-April, 1764]. $30,000 to $50,000.
    <b>Bonhams, Oct. 23:</b> AUSTEN, JANE. Autograph Letter Signed ("J. Austen"), to her sister Cassandra, 4 pp, "Thursday – after dinner," [September 16, 1813,] Henrietta St. $80,000 to $120,000.
    <b>Bonhams, Oct. 23:</b> AUDUBON, JOHN JAMES. 1785-1851. <i>The Birds of America, from Drawings Made in the United States and Their Territories.</i> New York & Philadelphia: J.J. Audubon & J.B. Chevalier, 1840-1844. $20,000 to $30,000.
    <b>Bonhams, Oct. 23:</b> DODWELL, EDWARD. 1767-1832. <i>Views in Greece.</i> London: Rodwell and Martin, 1821. $20,000 to $30,000.
    <b>Bonhams, Oct. 23:</b> JAMES, JESSE. Autograph Letter Signed ("Jesse W. James"), to Mr. Flood demanding Flood retract spurious accusations, 3 pp, June 5, 1875. $200,000 to $300,000.
    <b>Bonhams, Oct. 23:</b> DE CORDOBA, JACOB. <i>Map of the State of Texas.</i> New York, 1866. $15,000 to $20,000
    <b>Bonhams, Oct. 23:</b> ARNOLD, BENEDICT. Autograph bookseller's receipt for Dr. John Dickinson, Signed ("B. Arnold"), February 1767. $3,000 to $5,000.
    <b>Bonhams, Oct. 23:</b> EINSTEIN, ALBERT. 4 Typed Letters Signed ("A Einstein") to Cleveland E. Dodge offering early reports on the meetings of the Emergency Committee of Atomic Scientists. $10,000 to $15,000.
    <b>Bonhams, Oct. 23:</b> EISENHOWER, DWIGHT D. Typed Letter Signed ("Dwight D. Eisenhower") to General Henri Giraud written from a secret bunker in Gibraltar on the eve of Operation Torch, November 4 [but 6], 1942. $10,000 to $15,000.
    <b>Bonhams, Oct. 23:</b> Early Broadside Printing of the GADSDEN PURCHASE, Puebla, August 16, 1854. $2,000 to $3,000.
    <b>Bonhams, Oct. 23:</b> ALLEN, ETHAN. Autograph Letter Signed to Crevecouer during the Constitutional Debates in Congress, 2 pp, August 29, 1787. $30,000 to $50,000.
  • <center><b>Leslie Hindman Auctioneers<br>Library of a Midwestern Collector<br>November 5, 2019</b>
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> DARWIN, Charles. <i>On the Origin of Species.</i> London John Murray, 1859. FIRST EDITION. THE VERY FINE MELLON-GARDEN COPY. $120,000 to $180,000
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> ECKERT, J. P, H. H. GOLDSTINE, and J. G. BRAINERD. <i>Description of the ENIAC and comments on electronic digital computing machines.</i> N.p., 1945. FIRST EDITION, INSCRIBED BY GOLDSTINE. $5,000 to $7,000
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> EUCLID. <i>Elementa geometriae.</i> Translated from the Arabic by Adelard of Bath. Venice: Erhard Ratdolt, 25 May 1482. FIRST EDITION. $60,000 to $80,000
    <center><b>Leslie Hindman Auctioneers<br>Library of a Midwestern Collector<br>November 5, 2019</b>
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> [HAMILTON, Alexander, James MADISON and John JAY]. <i>The Federalist: A Collection of Essays…</i> New York: John and Andrew M'Lean, 1788. FIRST EDITION. $60,000 to $80,000
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> GALILEI, Galileo. <i>Dialogo...Dove ne i congressi di quattro giornate si discorre sopra i due massimi sistemi del mondo Tolemaico, e Copernicano.</i> Florence, 1632. FIRST EDITION. $30,000 to $40,000
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> JOYCE, James. <i>Ulysses.</i> Paris: Shakespeare and Company, 1922. FIRST EDITION, ONE OF 100 COPIES SIGNED BY JOYCE. $120,000 to $180,000
    <center><b>Leslie Hindman Auctioneers<br>Library of a Midwestern Collector<br>November 5, 2019</b>
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> KEYNES, John Maynard. <i>The General Theory of Employment Interest and Money.</i> London: Macmillan, 1936. FIRST EDITION. $5,000 to $7,000
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> NEWTON, Isaac, Sir. <i>Philosophiae naturalis principia mathematica.</i> London: Joseph Streater for the Royal Society, 1687. FIRST EDITION. $150,000 to $250,000
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> ROWLING, J. K. <i>Harry Potter and the Philosopher's Stone.</i> London: Bloomsbury, 1997. FIRST EDITION, SIGNED BY ROWLING. $80,000 to $120,000
    <b>Leslie Hindman Auctioneers, Nov. 5:</b> SMITH, Adam. <i>An Inquiry into the Nature and Causes of the Wealth of Nations.</i> London: for W. Strahan and T. Cadell, 1776. FIRST EDITION. $70,000 to $90,000

Article Search

Archived Articles

Ask Questions