• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia

Trendingnow

1

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year

2

Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic

3

Ikea’s billionaire founder was so frugal that he bought clothes from flea markets and took free salt and pepper from restaurants

1

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year

2

Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic

3

Ikea’s billionaire founder was so frugal that he bought clothes from flea markets and took free salt and pepper from restaurants

Google Ngram tool is a boon for academics

By
Seth Weintraub
Seth Weintraub
Down Arrow Button Icon
By
Seth Weintraub
Seth Weintraub
Down Arrow Button Icon
December 17, 2010, 1:49 PM ET
Add Fortune on Google for similar content.

Google is putting all of those scanned books to good use.

Google (GOOG) has a deep history in academics, with its founders coming from Stanford’s Computer Science PhD program and untold numbers of PhDs amongst Google’s ranks.  So it isn’t a surprise to see some of Google’s products having secondary uses as academic tools.

Google is scanning and searching the world’s books and cataloguing those texts into massive searchable databases to both advertise against and also distribute as part of its Google Bookstore and Google Books projects.  But some researchers found a way to gain some more knowledge of trends in the books Google has catalogued.

Since 2004, Google has digitized more than 15 million books worldwide. The datasets we’re making available today to further humanities research are based on a subset of that corpus, weighing in at 500 billion words from 5.2 million books in Chinese, English, French, German, Russian, and Spanish. The datasets contain phrases of up to five words with counts of how often they occurred in each year.

These datasets were the basis of a research project led by Harvard University’s Jean-Baptiste Michel and Erez Lieberman Aiden published today in Science and coauthored by several Googlers. Their work provides several examples of how quantitative methods can provide insights into topics as diverse as the spread of innovations, the effects of youth and profession on fame, and trends in censorship.

Enter GoogleLabs Ngram Viewer, which allows you to type in word strings and track those terms’ popularity over time in a variety of languages.

For instance, take a look at when and how “feminism” entered into the French vernacular at the turn of the last century:



Oh, and this is Google, so there is an easter egg.  Ngram “Never gonna give you up.”

About the Author
By Seth Weintraub
See full bioRight Arrow Button Icon
Add Fortune on Google for similar content.

Latest in

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in

Meet Micron, the under-the-radar chipmaker that just reported a 346% sales surge and helped stop a global AI selloff
AITech
Meet Micron, the under-the-radar chipmaker that just reported a 346% sales surge and helped stop a global AI selloff
By Marco Quiroz-GutierrezJune 26, 2026
26 minutes ago
Current refi mortgage rates report for June 26, 2026
Personal FinanceReal Estate
Current refi mortgage rates report for June 26, 2026
By Glen Luke FlanaganJune 26, 2026
27 minutes ago
Current ARM mortgage rates report for June 26, 2026
Personal FinanceReal Estate
Current ARM mortgage rates report for June 26, 2026
By Glen Luke FlanaganJune 26, 2026
27 minutes ago
Mortgage rates today, June 26, 2026
Personal Financemortgages
Mortgage rates today, June 26, 2026
By Glen Luke FlanaganJune 26, 2026
27 minutes ago
Trump sits and shows a signed bill
PoliticsEducation
Washington gutted the office that manages your student loans. Next week, it has to reinvent them
By Jacqueline MunisJune 26, 2026
28 minutes ago
p
Personal Financephilanthropy
American giving hit $617 billion in 2025 — and the Paul Allen effect exposes who’s really driving it
By The ConversationJune 26, 2026
58 minutes ago

Most Popular

MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year
Success
MacKenzie Scott alone accounted for one-third of America's $19.2 billion in megagifts last year
By Sydney LakeJune 25, 2026
1 day ago
Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic
Success
Now worth $200 million, Sarah Jessica Parker credits being ‘one of eight kids that struggled financially’ for her hunger, ambition, and work ethic
By Orianna Rosa RoyleJune 24, 2026
2 days ago
Ikea’s billionaire founder was so frugal that he bought clothes from flea markets and took free salt and pepper from restaurants
Success
Ikea’s billionaire founder was so frugal that he bought clothes from flea markets and took free salt and pepper from restaurants
By Orianna Rosa RoyleJune 25, 2026
1 day ago
Current price of silver as of Thursday, June 25, 2026
Personal Finance
Current price of silver as of Thursday, June 25, 2026
By Joseph HostetlerJune 25, 2026
19 hours ago
Current price of oil as of June 25, 2026
Personal Finance
Current price of oil as of June 25, 2026
By Joseph HostetlerJune 25, 2026
19 hours ago
Trump turns on Big Oil donors who spent nearly $100 million to get him elected—now he wants the DOJ to investigate them for price gouging
Economy
Trump turns on Big Oil donors who spent nearly $100 million to get him elected—now he wants the DOJ to investigate them for price gouging
By Tristan BoveJune 25, 2026
11 hours ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.