Rare Book Monthly

Articles - January - 2011 Issue

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

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

  • Jeschke Jadi
    Auction 151
    Saturday, April 27, 2024
    Jeschke Jádi, Apr. 27: Lot 546. Christoph Jacob Trew. Plantae selectae, 1750-1773.
    Jeschke Jádi, Apr. 27: Lot 70. Thomas Murner. Die Narren beschwerung. 1558.
    Jeschke Jádi, Apr. 27: Lot 621. Michael Bernhard Valentini. Museum Museorum, 1714.
    Jeschke Jadi
    Auction 151
    Saturday, April 27, 2024
    Jeschke Jádi, Apr. 27: Lot 545. Sander Reichenbachia. Orchids illustrated and described, 1888-1894.
    Jeschke Jádi, Apr. 27: Lot 1018. Marinetti, Boccioni, Pratella Futurism - Comprehensive collection of 35 Futurist manifestos, some of them exceptionally rare. 1909-1933.
    Jeschke Jádi, Apr. 27: Lot 634. August Johann Rösel von Rosenhof. 3 Original Drawings, around 1740.
    Jeschke Jadi
    Auction 151
    Saturday, April 27, 2024
    Jeschke Jádi, Apr. 27: Lot 671. Jacob / Picasso. Chronique des Temps, 1956.
    Jeschke Jádi, Apr. 27: Lot 1260. Mary Webb. Sarn. 1948. Lucie Weill Art Deco Binding.
    Jeschke Jádi, Apr. 27: Lot 508. Felix Bonfils. 108 large-format photographs of Syria and Palestine.
    Jeschke Jadi
    Auction 151
    Saturday, April 27, 2024
    Jeschke Jádi, Apr. 27: Lot 967. Dante Aligheri and Salvador Dali. Divina Commedia, 1963.
    Jeschke Jádi, Apr. 27: Lot 1316. Tolouse-Lautrec. Dessinateur. Duhayon binding, 1948.
    Jeschke Jádi, Apr. 27: Lot 1303. Regards sur Paris. Braque, Picasso, Masson, 1962.
  • Fonsie Mealy’s
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    Fonsie Mealy, Apr. 24: McCarthy (Cormac). Cities of the Plain, N.Y., 1998, First Edn., signed on hf. title; together with Uncorrected Proof and Uncorrected Advance Reading Copies, both signed by the Author. €800 to €1,000.
    Fonsie Mealy, Apr. 24: Stanihurst (Richard). De Rebus in Hibernia Gestis, Libri Quattuor, sm. 4to Antwerp (Christi. Plantium) 1584. First Edn. €525 to €750.
    Fonsie Mealy, Apr. 24: Fleischer (Nat.) Jack Dempsey The Idol of Fistiana, An Intimate Narrative, N.Y., 1929, First Edn. Signed on f.e.p. by Rocky Marciano. €400 to €600.
    Fonsie Mealy’s
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    24th April 2024
    Fonsie Mealy, Apr. 24: Smith - Classical Atlas, Lond., 1820. Bound with, Smiths New General Atlas .. Principal Empires, Kingdoms, & States throughout the World, Lond. 1822. €350 to €500.
    Fonsie Mealy, Apr. 24: Rare Auction Catalogues – 1856: Bindon Blood, of Ennis, Co. Clare: Sotheby & Wilkinson. €320 to €450.
    Fonsie Mealy, Apr. 24: [Mavor (Wm.)] A General Collection of Voyages and Travels from the Discovery of America to the Commencement of the Nineteenth Century, 28 vols. (complete) Lond., 1810. €300 to €400.
    Fonsie Mealy’s
    Rare Book & Collectors Sale
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    Fonsie Mealy, Apr. 24: Mc Carthy (Cormac). Outer Dark, N.Y. (Random House)1968, Signed by Mc Carthy. €250 to €300.
    Fonsie Mealy, Apr. 24: Three signed works by Ted Huges - Wodwo, 1967; Crow from the Life and Songs of the Crow, 1970; and Tales from Ovid, 1997. €200 to €300.
    Fonsie Mealy, Apr. 24: The Garden. An Illustrated Weekly Journal of Horticulture in all its Branches, 7 vols. lg. 4to Lond. 1877-1880. With 127 colored plates. €200 to €300.
    Fonsie Mealy’s
    Rare Book & Collectors Sale
    24th April 2024
    Fonsie Mealy, Apr. 24: Procter (Richard A.) Saturn and its System: Containing Discussions of The Motion (Real and Apparent)…, Lond. 1865. First Edn. €160 to €220.
    Fonsie Mealy, Apr. 24: [Ashe] St. George, Lord Bishop of Clogher, A Sermon Preached to the Protestants of Ireland, now in London,... Oct. 23, 1712, London 1712. Second Edn. €130 to €180.
  • Potter & Potter Auctions
    How History Unfolds on Paper:
    Choice Selections from the Eric C. Caren Collection
    Part IX
    Starting 10AM CST
    April 18, 2024
    Potter & Potter, Apr. 18: [RUTH, George Herman “Babe” (1895-1948)]. Signed photograph. Circa 1930s. 191 x 248 mm. $1,500 to $2,500.
    Potter & Potter, Apr. 18: HARRISON, Benjamin. Document signed (“Benj Harrison”) as governor of Virginia, certifying the service of Daniel Cumbo, a Black Revolutionary soldier. $6,000 to $9,000.
    Potter & Potter, Apr. 18: ONE OF THE FIRST PRINTED ANNOUNCEMENTS OF THE DECLARATION OF INDEPENDENCE. $4,000 to $6,000.
    Potter & Potter Auctions
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    Starting 10AM CST
    April 18, 2024
    Potter & Potter, Apr. 18: FIRST PRINTING OF LINCOLN’S IMMORTAL GETTYSBURG ADDRESS. $4,000 to $6,000.
    Potter & Potter, Apr. 18: HIGHLY IMPORTANT MORMON ARCHIVE. ALLEY, George. Archive of 23 Autograph Letters Signed by Mormon Convert George Alley to His Brother Joseph Alley. $10,000 to $20,000.
    Potter & Potter, Apr. 18: [AVIATION]. [ARMSTRONG, Neil A.] Aviation Hall of Fame Gold Medal MS64 NGC, Awarded to Neil Armstrong in 1979. $2,000 to $3,000.
    Potter & Potter Auctions
    How History Unfolds on Paper:
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    Part IX
    Starting 10AM CST
    April 18, 2024
    Potter & Potter, Apr. 18: NEWLY DISCOVERED FIRST PRINTING OF "WITH MALICE TOWARDS NONE... " FROM THE ONLY NEWSPAPER ACTUALLY ALLOWED TO PARTICIPATE IN LINCOLN’S SECOND INAUGURAL PROCESSION. $4,000 to $8,000.
    Potter & Potter, Apr. 18: THE MOST IMPORTANT GEORGE WASHINGTON DOCUMENT IN PRIVATE HANDS; GEORGE WASHINGTON’S COMMISSION AS COMMANDER IN CHIEF, 1775, ONE OF ONLY TWO ORIGINALS. $150,000 to $250,000.
    Potter & Potter, Apr. 18: A VERY RARE ACCOUNT OF BLACKBEARD’S DEATH AND ONE OF THE MOST IMPORTANT PIRATE ITEMS EXTANT. $3,000 to $5,000.
    Potter & Potter Auctions
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    Starting 10AM CST
    April 18, 2024
    Potter & Potter, Apr. 18: EDISON, Thomas. Patent for Edison’s Improvements on the Electric-Light, No. 219,628. [Washington, D.C.: U.S. Patent Office], 16 September 1879. $2,000 to $3,000.
    Potter & Potter, Apr. 18: [VIETNAM WAR]. The original pen used by Secretary of State William P. Rogers to sign the Vietnam Peace Agreement, Paris, 27 January 1973. $10,000 to $15,000.
    Potter & Potter, Apr. 18: SONS OF LIBERTY FOUNDER COLONEL BARRÉ ANNOTATED TITLE-PAGE, “WHICH OUGHT TO ROUSE UP BRITISH ATTENTION”. $4,000 to $6,000.
  • Sotheby’s
    Modern First Editions
    Available for Immediate Purchase
    Sotheby’s, Available Now: Winston Churchill. The Second World War. Set of First-Edition Volumes. 6,000 USD
    Sotheby’s, Available Now: A.A. Milne, Ernest H. Shepard. A Collection of The Pooh Books. Set of First-Editions. 18,600 USD
    Sotheby’s, Available Now: Salvador Dalí, Lewis Carroll. Alice's Adventures in Wonderland. Finely Bound and Signed Limited Edition. 15,000 USD
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    Modern First Editions
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    Sotheby’s, Available Now: Ian Fleming. Live and Let Die. First Edition. 9,500 USD
    Sotheby’s, Available Now: J.K. Rowling. Harry Potter Series. Finely Bound First Printing Set of Complete Series. 5,650 USD
    Sotheby’s, Available Now: Ernest Hemingway. A Farewell to Arms. First Edition, First Printing. 4,200 USD
  • Leland Little, Apr. 26: First Edition of Piccolomini's De La Sfera del Mondo (The Sphere of the World), 1540.
    Leland Little, Apr. 26: First Edition of Vellutello's Commentary on Petrarch, With Map, 1525.
    Leland Little, Apr. 26: Finely Bound Definitive, Illustrated Edition of I Promessi Sposi, 1840.
    Leland Little, Apr. 26: Rare First Edition of John Milton's Latin Correspondence, 1674.
    Leland Little, Apr. 26: Giolito's Edition of Boccaccio's The Decamerone, with Bedford Binding, 1542.
    Leland Little, Apr. 26: First Edition of the First Biography of Marie of the Incarnation, with Rare Portrait, 1677.
    Leland Little, Apr. 26: First Aldine Edition of Volume One of Cicero's Orationes, 1540.
    Leland Little, Apr. 26: First Edition of Bonanni's Illustrated Costume Catalogue, with Complete Plates, 1711.
    Leland Little, Apr. 26: An Important Incunable, the First Italian Edition of Josephus's De Bello Judaico, 1480.
    Leland Little, Apr. 26: First Edition of Jacques Philippe d'Orville's Illustrated Book of the Ruins of Sicily, 1764.
    Leland Little, Apr. 26: An Incunable from 1487, The Contemplative Life, with Early Manuscript.
    Leland Little, Apr. 26: Ignatius of Loyola's Exercitia Spiritualia, 1563.

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