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."

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

  • Gros & DelettrezLivres & Manuscrits ArméniensJeudi 12 juin 2025Paris, Francis Gros & DelettrezLivres & Manuscrits ArméniensJeudi 12 juin 2025Paris, Francis
    Gros & Delettrez
    Livres & Manuscrits Arméniens
    Jeudi 12 juin 2025
    Paris, Francis
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    Livres & Manuscrits Arméniens
    Jeudi 12 juin 2025
    Paris, Francis
    Gros & Delettrez, June 12: BIBLE, Venise 1733, reliure arménienne
    Gros & Delettrez, June 12: CHARAKNOTS, manuscrit XVIIe-XVIIIe siècle
    Gros & Delettrez, June 12: CHARAKNOTS, manuscrit daté 1606, reliure arménienne
    Gros & Delettrez, June 12: CHARAKNOTS, manuscrit début XVIIIe siècle, reliure arménienne
    Gros & Delettrez, June 12: CHARAKNOTS, Amsterdam 1664
    Gros & Delettrez, June 12: CHARAKNOTS, Amsterdam 1702, reliure arménienne
    Gros & Delettrez, June 12: DICTIONNAIRE arménien, manuscrit XVIIe-XVIIIe siècle.
    Gros & Delettrez, June 12: EVANGILE, manuscrit 1735-1737, reliure arménienne
    Gros & Delettrez, June 12: LIVRE DE PRIERES, Grégoire de Narek, manuscrit
    Gros & Delettrez, June 12: GEOGRAPHIE, Ghoukas INDJIDJIAN, Venise 1802-1806
    Gros & Delettrez, June 12: MANUSCRIT THEOLOGIQUE, XVIe-XVIIe siècle
    Gros & Delettrez, June 12: MASHTOTS, manuscrit XVIIIe-XIXe siècle, reliure arménienne
    Gros & Delettrez, June 12: LETTRE ENCYCLIQUE, manuscrit XIXe siècle
    Gros & Delettrez, June 12: NOUVEAU TESTAMENT, Amsterdam 1668, reliure arménienne
  • Rose City Book & Paper FairJune 14-15, 20251000 NE Multnomah, PortlandROSECITYBOOKFAIR.COM Rose City Book & Paper FairJune 14-15, 20251000 NE Multnomah, PortlandROSECITYBOOKFAIR.COM
    Rose City Book & Paper Fair
    June 14-15, 2025
    1000 NE Multnomah, Portland
    ROSECITYBOOKFAIR.COM
    Rose City Book & Paper Fair
    June 14-15, 2025
    1000 NE Multnomah, Portland
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  • Swann, June 12: Lot 3:Thomas McKenney and James Hall, History of the Indian Tribes of North America, 1848-1854. Estimate $3,000 to $4,000. Swann, June 12: Lot 3:Thomas McKenney and James Hall, History of the Indian Tribes of North America, 1848-1854. Estimate $3,000 to $4,000.
    Swann, June 12: Lot 3:
    Thomas McKenney and James Hall, History of the Indian Tribes of North America, 1848-1854. Estimate $3,000 to $4,000.
    Swann, June 12: Lot 3:
    Thomas McKenney and James Hall, History of the Indian Tribes of North America, 1848-1854. Estimate $3,000 to $4,000.
    Swann, June 12: Lot 8:
    Invoice to the Town of Boston for advertising pre-revolutionary content in the Boston Post Boy, manuscript document, Boston, July 1768. Estimate $5,000 to $7,500.
    Swann, June 12: Lot 13:
    Clairac and Nicola, L'Ingenieur de Campagne; or, Field
    Swann, June 12: Lot 81:
    Journals of Major Robert Rogers . . . of the Several Excursions he Made . . . upon the Continent of North America, London, 1765. Estimate $4,000 to $6,000.
    Swann, June 12: Lot 99:
    Photograph albums and papers from the family of W.G. Fargo, photo albums containing 442 photographs, 1865-88. Estimate $3,000 to $4,000.
    Swann, June 12: Lot 112:
    Isaac Leeser, Discourses on the Jewish Religion, 10 volumes, Philadelphia: Sherman & Co., 1866-1868. Estimate $6,000 to $9,000.
    Swann, June 12: Lot 176:
    Frederick Douglass, Narrative of the Life of Frederick Douglass, an American Slave, Boston, 1845. Estimate $4,000 to $6,000.
    Swann, June 12: Lot 190:
    Thomas Hariot, Admiranda narratio fida tamen, de commodis et incolarum ritibus Virginiae, 1590. Estimate $25,000 to $35,000.
    Swann, June 12: Lot 200:
    Correspondence of a regimental cavalry commander in Wyoming and Utah, July 1865 to February 1866. Estimate $4,000 to $6,000.
    Swann, June 12: Lot 226:
    Maturino Gilberti, Vocabulario en lengua de Mechuacan / Aqui comienca el vocabulario en la lengua Castellana y Mechuacana, 1559. Estimate $8,000 to $12,000.
  • Sotheby'sBibliothèque Jacques Dauchez - Autour de Dubuffet
5-19 June
Sotheby'sBibliothèque Jacques Dauchez - Autour de Dubuffet
5-19 June
    Sotheby's
    Bibliothèque Jacques Dauchez - Autour de Dubuffet
    5-19 June
    Sotheby's
    Bibliothèque Jacques Dauchez - Autour de Dubuffet
    5-19 June
    Sotheby’s, June 5-19: Bissière, Roger. Cantique à notre frère soleil de saint François. 1954. 1,000 - 1,500 EUR
    Sotheby’s, June 5-19: Céline, Louis-Ferdinand. La vie & l’œuvre de Philippe Ignace Semmelweis. 1924. Rare édition originale, avec envoi. Joint : La Quinine en thérapeutique, 1925. 4,000 - 6,000 EUR
    Sotheby’s, June 5-19: Céline, Louis-Ferdinand. Mort à crédit. 1936. Édition originale. Bel exemplaire sur Hollande. 2,500 - 3,500 EUR
    Sotheby's
    Bibliothèque Jacques Dauchez - Autour de Dubuffet
    5-19 June
    Sotheby’s, June 5-19: Chillida, Eduardo ─ Emil Cioran. Face aux instants. 1985. Un des 100 exemplaires sur Arches. Eau-forte signée. 600 - 800 EUR
    Sotheby’s, June 5-19: Dubuffet, Jean. Ler dla canpane. L’Art Brut, 1948. Édition originale. 3,000 - 5,000 EUR
    Sotheby’s, June 5-19: Dubuffet, Jean. L'Herne Jean Dubuffet. 1973. Un des 100 exemplaires du tirage de luxe avec une sérigraphie originale en couleurs. 1,000 - 1,500 EUR

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