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>Leslie Hindman Auctioneers: The Adventure & Exploration Library of Steve Fossett. October 31, 2018</b>
    <b>Leslie Hindman, Oct 31:</b> SHACKLETON, Ernest Henry, Sir. <i>Aurora Australis. Printed at the Winter Quarters of the British Antarctic Expedition, 1907, During the Winter Months of April, May, June, July, 1908.</i> $60,000 to $80,000
    <b>Leslie Hindman, Oct 31:</b> HUMBOLDT, Alexander von, and Aime J. A. BONPLAND. <i>Vues des Cordillères, et monumens des peuples indigènes de l'Amérique.</i> Paris, 1810. $30,000 to $40,000
    <b>Leslie Hindman, Oct 31:</b> COOK, James, Captain. [Collected Voyages]. London: Strahan and Cadell, 1773, 1777, 1784. First editions of the second and third voyages. $20,000 to $30,000
    <b>Leslie Hindman Auctioneers: The Adventure & Exploration Library of Steve Fossett. October 31, 2018</b>
    <b>Leslie Hindman, Oct 31:</b> DARWIN, Charles. <i>A Narrative of the Surveying Voyages of His Majesty's Ships Adventure and Beagle, between the years 1826 and 1836.</i> $20,000 to $30,000
    <b>Leslie Hindman, Oct 31:</b> SPILBERGEN, Joris van (1568-1620). <i>Speculum orientalis occidentalisque Indiae navigationum.</i> Leiden: Nicolaus van Geelkercken, 1619. $20,000 to $30,000
    <b>Leslie Hindman, Oct 31:</b> DRAKE, Francis, Sir. <i>Sir Francis Drake Revived. Who is or may be a Pattern to stirre up all Heroicke and active Spirits of these Times…</i> London, 1653 [i.e. 1652]. $10,000 to $15,000
    <b>Leslie Hindman Auctioneers: The Adventure & Exploration Library of Steve Fossett. October 31, 2018</b>
    <b>Leslie Hindman, Oct 31:</b> SHACKLETON, Ernest Henry, Sir, Louis C. BERNACCHI, and Apsley George Benet CHERRY-GARRARD, editors. The South Polar Times. London, 1907-1914. $10,000 to $15,000
    <b>Leslie Hindman, Oct 31:</b> ANSON, George. <i>A Voyage round the World, In the Years 1740...</i> 1744. London: John and Paul Knapton for the author, 1748. $8,000 to $12,000
    <b>Leslie Hindman, Oct 31:</b> HERRERA Y TORDESILLAS, Antonio de. <i>Description des Indes Occidentales, Qu'on appelle aujourdhuy Le Nouveau Monde...</i> Amsterdam: Michel Colin, 1622. $8,000 to $12,000
    <b>Leslie Hindman Auctioneers: The Adventure & Exploration Library of Steve Fossett. October 31, 2018</b>
    <b>Leslie Hindman, Oct 31:</b> NOORT, Olivier van. <i>Description du Penible Voyage fait entour de l'univers ou globe terrestre...</i> Amsterdam: Cornille Nicolas, 1610. $5,000 to $7,000
    <b>Leslie Hindman, Oct 31:</b> LEO AFRICANUS, Johannes. <i>A Geographical Historie of Africa, Written in Arabicke and Italian.</i> London: George Bishop, 1600. $4,000 to $6,000
    <b>Leslie Hindman, Oct 31:</b> SCHOUTEN, Willem Corneliszoon. <i>Journal ou Description du Merveilleux Voyage de Guillaume Schouten, Hollandois natif de Hoorn, fait es années 1615, 1616, & 1617.</i> 1619. $4,000 to $6,000
  • <b>Bonhams: Sale Results from <i>Exploration and Travel, Featuring Americana, Part I.</i> September 25, 2018</b>
    <b>Bonhams, Sep. 25 results:</b> Shackleton, Ernest. <i>Aurora Australis.</i> Printed at the sign of 'The Penguins'; East Antarctica, 1908. Sold for $97,500
    <b>Bonhams, Sep. 25 results:</b> Shackleton, Ernest. <i>South Polar Times.</i> 1st edition, limited issue. from the library of Michael Barne. Sold for $25,000
    <b>Bonhams, Sep. 25 results:</b> General Washington's <i>Proceedings of a General Court Martial... of Major General Lee.</i> Philiadelphia, 1778. 100 copies printed for Congress. BOUND WITH: ...Court Martial... of St Clair and ...Schuyler. Sold for $87,50
    <b>Bonhams: Sale Results from <i>Exploration and Travel, Featuring Americana, Part I.</i> September 25, 2018</b>
    <b>Bonhams, Sep. 25 results:</b> <i>The Voice of the People.</i> Boston, 1754. Rare pamphlet on the Excise Tax. Nathaniel Sparhawk's copy. Sold for $8,750
    <b>Bonhams, Sep. 25 results:</b> Autograph Letter Signed ("S.L. Clemens"), offering extensive hard-earned advice on writing, 5 pp, 1881. Sold for $37,500
    <b>Bonhams, Sep. 25 results:</b> Lewis, Meriwether. Contemporary manuscript true copy of his final power of attorney, 1809. Sold for $7,500
    <b>Bonhams, Sep. 25 results:</b> <i>A New Method of Macarony Making, as Practiced at Boston in North America.</i> Mezzotint. London, 1774. Sold for $6,875
    <b>Bonhams, Sep. 25 results:</b> <i>Scientific Base Ball Pitching: A Treatise on the Pitcher, Pitching, Origin and Philosophy of the Curve.</i> Chicago, 1897. Sold for $3,750
  • <center><b>William Bunch Auctions<br>October Fine Art and Prints<br>October 29, 2018</b>
    <b>William Bunch Auctions, Oct. 29:</b> Aegidius Sadeler (Flemish, 1570-1629), engraving on laid paper "Madonna and Child in a Landscape", after a drawing by Albrecht Durer. $800 to $1,200
    <b>William Bunch Auctions, Oct. 29:</b> Anders Zorn (Swedish, 1860-1920), drypoint etching on paper "On Hemso Island", 1917, pencil signed. $400 to $600
    <b>William Bunch Auctions, Oct. 29:</b> Joseph Pennell (American, 1860-1926), etching on paper "Setting Up Columns", pencil signed. $200 to $300
    <center><b>William Bunch Auctions<br>October Fine Art and Prints<br>October 29, 2018</b>
    <b>William Bunch Auctions, Oct. 29:</b> William Lee Hankey (British, 1869-1952), drypoint etching on paper "Affection", pencil signed. $200 to $300
    <b>William Bunch Auctions, Oct. 29:</b> William Walcot (English, 1874-1943), drypoint etching on paper "Lower Broadway, New York", 1924, pencil signed. $200 to $300
    <b>William Bunch Auctions, Oct. 29:</b> Auguste Brouet (French, 1872-1941), color etching "La Pirouette", pencil signed, ed 111/250. $400 to $600
    <center><b>William Bunch Auctions<br>October Fine Art and Prints<br>October 29, 2018</b>
    <b>William Bunch Auctions, Oct. 29:</b> Thomas Hart Benton (American, 1889-1975), lithograph on paper "The Boy", pencil signed. $2,000 to $3,000
    <b>William Bunch Auctions, Oct. 29:</b> John Stockton de Martelly (American, 1903-1979), lithograph on paper "Looking at the Sunshine", pencil signed, original AAA certificate. $400 to $600
    <b>William Bunch Auctions, Oct. 29:</b> Jacques Hnizdovsky (Ukrainian-American, 1915-1985), woodcut on paper "Moppet", pencil signed and dated 1965, ed 118/250. $400 to $600
  • <b>Swann Auction Galleries Nov 8:</b> Kurt Vonnegut, archive of 12 letters, signed to his family, 6 illustrated, 1930s-40s. $4,000 to $6,000.
    <b>Swann Auction Galleries Nov 8:</b> Allen Ginsberg, 11 autograph manuscripts, including 10 drafts of poems & a page of notes, circa 1948. $4,000 to $6,000.
    <b>Swann Auction Galleries Nov 8:</b> Joan Miró, illustrated autograph note signed to MoMA Director of Exhibitions & Publications, 1959. $6,000 to $9,000.
    <b>Swann Auction Galleries Nov 8:</b> Carl Gustav Jung, typed letter signed to a colleague, 1948. $3,000 to $4,000.
    <b>Swann Auction Galleries Nov 8:</b> Gustav Mahler, ALS, arranging a meeting during his historic visit to New York, circa 1908. $4,000 to $6,000.
    <b>Swann Auction Galleries Nov 8:</b> Mark Twain, ALS, explaining the target of his new book, 1902. $3,000 to $4,000.
    <b>Swann Auction Galleries Nov 8:</b> Charles Dickens, ALS, accepting an invitation in the voice of a <i>Martin Chuzzlewit</i> character, 1843. $4,000 to $6,000.
    <b>Swann Auction Galleries Nov 8:</b> Jacob Lawrence, illustrated greeting card signed, 1960. $2,000 to $3,000.
    <b>Swann Auction Galleries Nov 8:</b> Robert E. Lee, ALS, to the colonel of the Kanawha Valley volunteers, boosting morale, 1861. $15,000 to $25,000
  • <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>

Article Search

Archived Articles

Ask Questions