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>Chiswick Auctions: Summer Books. August 22, 2018</b>
    <b>Chiswick Auctions, Aug. 22:</b> Adams (Richard). <i>Watership Down,</i> FIRST EDITION, author inscription on front free end paper, folded map tipped in, original boards, dust-jacket. £800 to £1,200
    <b>Chiswick Auctions, Aug. 22:</b> Bowles (John). <i>Several Prospects of the Most…la Ville de Londres, avec des Remarques Historiques fort Succinctes, qui les Regardant,</i> 20 double page engraved plates only, of 23, 1724. £200 to £300
    <b>Chiswick Auctions, Aug. 22:</b> Auden (W.H.). <i>Our Hunting Fathers,</i> FIRST SEPARATE EDITION, 1 of 22 copies, COPY B OF 5 PRINTED ON NORMANDIE, original patterned wrappers, Cambridge, for Frederic Prokosch, 1935. £800 to £1200
    <b>Chiswick Auctions: Summer Books. August 22, 2018</b>
    <b>Chiswick Auctions, Aug. 22:</b> Barrie (J. M.) & Attwell (Mabel Lucie, illustrator). <i>Peter Pan & Wendy,</i> FIRST EDITION, 12 chromolithograph plates, publisher's blue cloth, original printed dust jacket, [c.1920]; and 3 others (4). £200 to £300
    <b>Chiswick Auctions, Aug. 22:</b> Bartolozzi (Francesco). Genius Calling Forth the Fine Arts to Adorn Manufactures and Commerce; Agriculture (Husbandry Aided by Arts and Commerce), glazed and framed. £200 to £300
    <b>Chiswick Auctions, Aug. 22:</b> A collection of engraved caricatures, including Gillray ([James]) Tales of Wonder!, 1802; Rowlandson (Thomas) Sports, Smock Racing, 1811;Irish Jaunting Carr, 1814. £400 to £600
    <b>Chiswick Auctions: Summer Books. August 22, 2018</b>
    <b>Chiswick Auctions, Aug. 22:</b> Bennett (Charles H, illustrator). <i>Æsop’s Fables,</i> 1875; Buchanan (Robert). <i>Ballad Stories of the Affections,</i> [1866]; Douce (Francis), The Dance of Death, 1833. £200 to £300
    <b>Chiswick Auctions, Aug. 22:</b> Chinese Illustrations. A group of 6 Cantonese rice paper illustrations, depicting scenes of torture with different instruments, gouache, c.340 x 220mm, original wrapper boards preserved, [c. 1800]. £200 to £300
    <b>Chiswick Auctions, Aug. 22:</b> Dulac (Edmund). <i>The Queen of Romania, The Dreamer of Dreams,</i> 5 coloured plates, [1915]; and others illustrated by Edmund Dulac. £300 to £400
    <b>Chiswick Auctions: Summer Books. August 22, 2018</b>
    <b>Chiswick Auctions, Aug. 22:</b> Fronth (Per). Xingu Chronicles, the portfolio, comprising 30 plates, photogravues in colours, each signed, dated and titled in pencil, each numbered 10/35, on wove paper, 790 x 600 x 60mm, 1997. £300 to £400
    <b>Chiswick Auctions, Aug. 22:</b> Pasternak (Boris). <i>Doctor Zhivago,</i> FIRST ENGLISH EDITION, original red publisher’s cloth, pictorial dust jacket, 4to, Collins & Harvill Press, 1958. £200 to £300
    <b>Chiswick Auctions, Aug. 22:</b> 13 sepia photographs of visitors to the Thermes Nationaux d’Aix-les-Bains, c. 150 x 105mm, c.1890 (12). £300 to £400
  • <b>Bonhams: September 25, New York</b>
    <b>Bonhams, June 12 results:</b> SHAKESPEARE, WILLIAM. <i>The Tragedie of Julius Caesar.</i> London, 1623. 1st appearance in print, Complete from the First Folio. Sold for $175,000
    <b>Bonhams, June 12 results:</b> Ernst, Max. <i>Mr. Knife and Miss Fork</i>. Paris, 1932. DELUXE EDITION. Sold for $15,625
    <b>Bonhams, June 12 results:</b> Cage, John. Autograph musical leaf from his Concert for Piano and Orchestra, NY, 1958. Sold for $18,750
    <b>Bonhams: September 25, New York</b>
    <b>Bonhams, June 12 results:</b> Einstein, Albert. Signed Passport Photo for his US citizenship application. Bermuda, 1935. Sold for $17,500
    <b>Bonhams, June 12 results:</b> Verard, Antoine. Illuminated printed Book of Hours. Paris, 1507. Sold for $7,500
    <b>Bonhams, June 12 results:</b> Wetterkurzschlussel. German Weather Report Codebook - for Enigma use. Berlin, 1942. Sold for $225,000
    <b>Bonhams: September 25, New York</b>
    <b>Bonhams, June 12 results:</b> Morelos y Pavon, Jose Maria. Autograph letter signed to El Virrey Venegas, February 5, 1812. Sold for $6,250
    <b>Bonhams, June 12 results:</b> Milne, A.A. Complete set of <i>Winnie-the-Pooh</i> books. 4 volumes. All first issue points. London, 1924-1928. Sold for $5,250
    <b>Bonhams, June 12 results:</b> A 48-star American Flag, battle worn flown at Guadalcanal and Peleliu, 1942-1944. Sold for $35,000
    <b>Bonhams, June 12 results:</b> Locke, John. Autograph Letter Signed mourning the death of his friend, William Molyneaux, 2 pp, October 27, 1698. Sold for $20,000
  • <b>19th Century Shop:</b> Charles Darwin on sexuality and the transmission of hereditary characteristics: Autograph Letter Signed to Lawson Tait. Down, 17 January [1877].
    <b>19th Century Shop:</b> MILTON, JOHN. <i>Paradise Lost. A Poem written in ten books.</i> London: 1667. A very rare example with the contemporary binding untouched and with a 1667 title page.
    <b>19th Century Shop:</b> Hamilton secures the ratification of the Constitution: <i>The Debates and Proceedings of the Convention of the State of New-York, assembled at Poughkeespsie, on the 17th June, 1788.</i>
    <b>19th Century Shop:</b> The social contract “Man is born free, and everywhere he is in chains”: ROUSSEAU, JEAN-JACQUES. <i>Principes du Droit Politique [Du Contract Social]</i>. Amsterdam: Michel Rey, 1762
    <b>19th Century Shop:</b> “The first English textbook on geometrical land-measurement and surveying”: BENESE, RICHARD. <i>This Boke Sheweth the Maner of Measurynge All Maner of Lande…</i>
  • <b>Swann Auction Galleries:</b> Luis de Lucena, <i>Arte de Ajedres,</i> first edition of the earliest extant manual on modern chess, Salamanca, circa 1496-97. Sold for $68,750.
    <b>Swann Auction Galleries:</b> Carte-de-visite album with 83 images of prominent African Americans & abolitionists, circa 1860s. Sold for $47,500.
    <b>Swann Auction Galleries:</b> Gustav Klimt, <i>Das Werk,</i> Vienna & Leipzig, 1918. Sold for $106,250.
    <b>Swann Auction Galleries:</b> Man Ray, <i>[London Transport] – Keeps London Going,</i> 1938. Sold for $149,000.
    <b>Swann Auction Galleries:</b> Thomas Jefferson, Letter Signed, to Major-General Nathanael Greene, promising reinforcements against Cornwallis, 1781. Sold for $35,000.
    <b>Swann Auction Galleries:</b> Nicolas de Fer, <i>L’Amerique Divisee Selon Letendue de ses Principales Parties,</i> Paris, 1713. Sold for $30,000.
    <b>Swann Auction Galleries:</b> Russell H. Tandy, <i>The Secret in the Old Attic,</i> watercolor, pencil & ink, 1944. Sold for $35,000.
    <b>Swann Auction Galleries:</b> Ernest Hemingway, <i>Three Stories & Ten Poems,</i> first edition of the author's first book, Paris, 1923. Sold for $23,750.
    <b>Swann Auction Galleries:</b> Walker Evans, <i>River Rouge Plant,</i> silver print, 1947. Sold for $57,500.

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