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>Bonhams, Mar. 6:</b> Helvelius. Two Autograph Letters Signed to Francis Aston, Royal Society Secretary, noting his feud with Robert Hooke, 5 pp total, 1685. $70,000 to $100,000.
    <b>Bonhams, Mar. 6:</b> Newton, Isaac. Autograph manuscript on God, 4 pp, c.1710, "In the beginning was the Word...."?$100,000 to $150,000.
    <b>Bonhams, Mar. 6:</b> Beethoven's Ninth Symphony. First edition, first issue. Untrimmed copy in contemporary boards. $30,000 to $50,000.
    <b>Bonhams, Mar. 6:</b> Lincoln, Abraham. Signed photograph, beardless portrait with Civil War provenance. $80,000 to $120,000.
    <b>Bonhams, Mar. 6:</b> IMPEACHMENT. Original engrossed copy of the first Andrew Johnson impeachment resolution vote. $120,000 to $180,000.
    <b>Bonhams, Mar. 6:</b> Mucha, Alphonse. 11 original pencil drawings for?<i>Andelicek z Baroku,</i> "Litte Baroque Angel," Prague, 1929. $10,000 to $15,000.
    <b>Bonhams, Mar. 6:</b> Einstein, Albert. Annotated Galley Proofs for <i>The Meaning of Relativity.</i> 1921. $25,000 to $35,000.
    <b>Bonhams, Mar. 6:</b> Silverstein, Shel. Original maquette for <i>The Giving Tree,</i> 34 original drawings. $10,000 to $15,000.
    <b>Bonhams, Mar. 6:</b> Roth, Philip. Typed Manuscript with substantial autograph corrections for an unpublished sequel to <i>The Breast.</i> $10,000 to $15,000.
    <b>Bonhams, Mar. 6:</b> Taupin, Bernie. Autograph Manuscript, the original draft of lyrics for Elton John's "Candle in the Wind," 2 pp, 1973. $100,000 to $150,000.
    <b>Bonhams, Mar. 6:</b> HARVEY, WILLIAM. <i>De Motu Cordis et Sanguinis in Animalibus Anatomica Exercitatio.</i> Padua: 1643. $12,000 to $18,000.
    <b>Bonhams, Mar. 6:</b> CESALPINO, ANDREA. <i>Peripateticarum Quaestionum Libri Quinque.</i> Venice: 1571. $30,000 to $40,000.
  • <b>ALDE, Feb. 26:</b> Leon TOLSTOÏ. <i>Anna Karenina.</i> Moscou, 1878. First and full edition of the Russian novel, in the author’s language.<br>Est. 3 000 / 4 000 €
    <b>ALDE, Feb. 26:</b> Mark TWAIN. <i>Adventures of Huckleberry Finn (Tom Sawyer's comrade).</i> New York, 1885. First American edition.<br>Est. 5 000 / 6 000 €
    <b>ALDE, Feb. 26:</b> Walt WHITMAN. <i>Leaves of Grass.</i> Brooklyn, New York, 1856. Second edition gathering 32 poems. Est. 3 000 / 4 000 €
    <b>ALDE, Feb. 26:</b> Karen BLIXEN. <i>Out of Africa.</i> Londres, 1937. First edition in the UK, before Danish translation and American release.<br>Est. 1 500 / 2 000 €
    <b>ALDE, Feb. 26:</b> Ernest HEMINGWAY. <i>A Farewell to Arms.</i> New York, 1929. First edition with $2.50 on the dust and A on the copyright page.<br>Est. 2 000 / 3 000 €
    <b>ALDE, Feb. 26:</b> James JOYCE. <i>Ulysses.</i> Paris, Shakespeare and Company, 1922. First edition published by Sylvia Beach. Est. 3 000 / 4 000 €
    <b>ALDE, Feb. 26:</b> James JOYCE. <i>Dubliners.</i> Londres, 1914. First edition. Nice copy in publisher’s cardboard. Est. 2 000 / 3 000 €
    <b>ALDE, Feb. 26:</b> Franz KAFKA. 8 novels in German first edition, published in München, Leipzig and Berlin 1916-1931. Est. from 300 / 400 to 2 000 / 3 000 €
    <b>ALDE, Feb. 26:</b> David Herbert LAWRENCE. <i>Lady Chatterley's Lover.</i> Florence, 1928. Privately printed first edition. Est. 4 000 / 5 000 €
    John STEINBECK. <i>The Grapes of Wrath.</i> New York, 1939. First edition. Nice copy with $2.75 on the cover. Est. 1 000 / 1 200 €
  • <center><b>Cowan’s Auctions<br>The Road West: The Steve Turner Collection of African Americana<br>February 20, 2020</b>
    <br>Cowan’s, Feb. 20:</b> Harriet Tubman Cabinet Card by H.S. Squyer, Auburn, NY, 1892. $10,000 to $15,000
    <br>Cowan’s, Feb. 20:</b> Scarce <i>Events of the Tulsa Disaster,</i> First Edition, 1922. $4,000 to $6,000
    <br>Cowan’s, Feb. 20:</b> Unpublished CDV of Frederick Douglass by Benjamin F. Smith, 1864. $3,000 to $5,000
    <center><b>Cowan’s Auctions<br>The Road West: The Steve Turner Collection of African Americana<br>February 20, 2020</b>
    <br>Cowan’s, Feb. 20:</b> California Imprint of <i>President Lincoln's Emancipation Proclamation</i> Broadside, 1864. $10,000 to $15,000
    <br>Cowan’s, Feb. 20:</b> John C.H. Grabill Cabinet Card of Buffalo Soldier Wearing Buffalo Coat, ca 1886. $8,000 to $10,000
    <br>Cowan’s, Feb. 20:</b> Rare <i>What Mrs. Fisher Knows About Old Southern Cooking,</i> 2nd Cookbook Published by African American. $6,000 to $8,000
    <center><b>Cowan’s Auctions<br>The Road West: The Steve Turner Collection of African Americana<br>February 20, 2020</b>
    <br>Cowan’s, Feb. 20:</b> Frederick Douglass Walking Stick, 1888. $3,000 to $5,000
    <br>Cowan’s, Feb. 20:</b> Only Known Slave Narrative Published Independently in California, <i>Life and Adventures of James Williams.</i> $2,000 to $4,000
    <br>Cowan’s, Feb. 20:</b> Rare First Edition of History of Black Literature, Abbé Grégoire <i>De La Littérature des Nègres</i>. $2,500 to $3,000
    <center><b>Cowan’s Auctions<br>The Road West: The Steve Turner Collection of African Americana<br>February 20, 2020</b>
    <br>Cowan’s, Feb. 20:</b> African American Soldier and Medal of Honor Winner Christian A. Fleetwood CDV, PLUS. $8,000 to $10,000
    <br>Cowan’s, Feb. 20:</b> Jack Johnson vs. Jim Jeffries Pennant, 1910 Reno, Nevada. $2,000 to $4,000
    <br>Cowan’s, Feb. 20:</b> Joe Gans Photograph at 1906 Goldfield, Nevada Fight by Percy Dana. $600 to $800
  • <b>Swann Auction Galleries Feb 20:</b> Jane Austen, <i>Sense and Sensibility: A Novel, By a Lady,</i> 3 volumes, London, 1811. $30,000 to $40,000.
    <b>Swann Auction Galleries Feb 20:</b> Virginia Woolf, <i>Kew Gardens,</i> limited edition, signed by Woolf & Bell, London, 1927. $5,000 to $7,500.
    <b>Swann Auction Galleries Feb 20:</b> <i>[Arabian Nights],</i> Calcutta II version, 4 volumes, Calcutta & London, 1839-1842. $12,000 to $18,000.
    <b>Swann Auction Galleries Feb 20:</b> Princess Diana, 6 ALS to <i>Harper’s Bazaar</i> editor, anticipating Christie’s sale of her dresses for charity, 1995-97. $6,000 to $9,000.
    <b>Swann Auction Galleries Feb 20:</b> Jane Austen, <i>Emma,</i> first edition, London, 1816. $15,000 to $20,000.
    <b>Swann Auction Galleries Feb 20:</b> Hirohito & Nagako, Emperor & Empress of Japan, 2 photographs signed, showing Nagako in kimono & obi bearing the imperial seal. $6,000 to $9,000.
    <b>Swann Auction Galleries Feb 20:</b> Princess Diana, 6 autograph letters signed to <i>Harper’s Bazaar</i> editor Elizabeth Tilberis, anticipating Christie’s announcement of a sale of her dresses for charity, 1995-97. $6,000 to $9,000.
    <b>Swann Auction Galleries Feb 20:</b> Sarojini Naidu, complete galley proof of <i>The Broken Wing</i> signed with several holograph pages & an autograph letter signed to writer Edmund Gosse, 1916. $6,000 to $9,000.
    <b>Swann Auction Galleries Feb 20:</b> Fernando Pessoa, <i>Mensagem,</i> first edition, presentation copy, signed & inscribed, Lisbon, 1934. $5,000 to $7,500.
    <b>Swann Auction Galleries Feb 20:</b> Graham Greene, <i>The Basement Room,</i> first edition, Greene’s personal copy, signed with annotations throughout, London, 1935. $4,000 to $6,000.
    <b>Swann Auction Galleries Feb 20:</b> Abraham Lincoln, partly-printed document signed, call for troops issued during America’s first national draft just days before the NYC draft riots, 1863. $15,000 to $25,000.
    <b>Swann Auction Galleries Feb 20:</b><br><i>Les Chansons de Bilitis</i> by Pierre Louÿs, illustrated by George Barbier & F.L. Schmied, Paris, 1922. $8,000 to $12,000.

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