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Figure 1. Screenshot of Ngram Viewer chart showing the frequency in the Google Books corpus of the N-grams “geosyncline” and “plate tectonics,”
from 1900 to 2000. Y-axis is frequency of the N-gram in the corpus.

rise of plate tectonics and the fall of geo-    The decisions to change department               Haq, B.U., and Boersma, A., eds., 1998, Intro­
synclines can be examined more closely by     names, revise course descriptions, and ini-           duction to marine micropaleontology (2nd
accessing the corpus on which the search      tiate new journals described here were                edition): Amsterdam, Elsevier, 376 p.
is based. In addition to the chart (Fig. 1),  made before there was a Google Books
Ngram Viewer searches return links to the     corpus, but these decisions were undoubt-          Jurafsky, D., and Martin, J.H., 2014, Speech and
corpus on which the search is based,          edly affected by trends in metrics, like              Language Processing: An Introduction to Natural
binned by year of publication. Clicking on    student enrollment and funding priorities,            Language Processing, Computational Linguistics,
these bins opens a Google search page         which are now indirectly reflected in that            and Speech Recognition (2nd edition): New
with links to each publication included in    database.                                             York, Prentice Hall, 1024 p.
the corpus. The diligent researcher can
then sort through the titles and assess the   SUMMARY                                            Lyell, C., 1830, Principles of geology, being an
quality of the data on which the Ngram                                                              attempt to explain the former changes of the
Viewer chart is based.                          The output of Google’s “shiny new toy               Earth’s surface, by reference to causes now in
                                              for nerds” (Zhang, 2015), Ngram Viewer,               operation: London, John Murray, volume 1.
OTHER USES FOR N-GRAMS IN                     is not sufficient to support hypotheses of
THE GEOSCIENCES                               causality suggested by the correlations it         Lyell, C., 1832, Principles of geology, being an
                                              generates, but its accessibility and ease of          attempt to explain the former changes of the
  Charting word frequency trends can          use can serve an important function in                Earth’s surface, by reference to causes now in
contribute to identifying directions for      introducing scholars to the possibilities of          operation: London, John Murray, volume 2.
research or investment of resources. In       digital research (Cohen, 2010). The fre-
the U.S., a number of Departments of          quency of N-grams through time maps                Lyell, C., 1833, Principles of geology, being an
“Geology” became Departments of               where we have been, and, mindful of the               attempt to explain the former changes of the
“Geological Sciences” in the late 1970s       adage, “those who cannot remember the                 Earth’s surface, by reference to causes now in
and early 1980s (including the department     past are condemned to repeat it,” history             operation: London, John Murray, volume 3.
at Michigan State University), mirroring      ought not be ignored in identifying trends
the increase in frequency of the bigram       in support of education, policy, planning,         Michel, J.B., Shen, Y.K, Presser Aiden, A., Veres,
“geological sciences.” In 2016, MSU’s         and funding objectives of our discipline.             A., Gray, M.K., Brockman, W., The Google
department changed its name, again, to                                                              Books Team, Pickett, J.P., Hoiberg, D., Clancy,
“Earth and Environmental Sciences,”           ACKNOWLEDGMENTS                                       D., Norvig, P., Orwant, J., Pinker, S., Nowak,
reflecting the increase in frequency of the                                                         M.A., and Lieberman Aiden, E., 2011,
“Environmental Sciences” bigram, which           A.M. Velbel introduced me to Ngram Viewer          Quantitative analysis of culture using millions of
started in 1990. The N-gram frequency of      and was instrumental in the evolution of this         digitized books: Science, v. 331, p. 176–182,
other geologic disciplines also chart what    manuscript. Three reviewers contributed to a more     https://doi.org/10.1126/science.1199644.
might be interpreted as evolving priorities,  focused and improved final version.
especially in the textbook-rich academic                                                         Nunberg, G., 2009, Google’s book search: A
environment: References to “evolutionary      REFERENCES CITED                                      disaster for scholars: The Chronicle of Higher
biology” now approach those of “paleon­ ­                                                           Education, http://www.chronicle.com/article/
tology.” As frequency of the bigram “evo-     Cohen, D., 2010, Initial thoughts on the Google       Googles-Book-Search-A/48245/ (last accessed
lutionary biology” increased, through the        Books N-gram Viewer and datasets, http://www       10 May 2017).
mid-1970s, the Paleontological Society           .dancohen.org/2010/12/19/initial-thoughts-on-
debuted its new journal, Paleobiology.           the-google-books-N-gram-viewer-and-datasets/    Pechenick, E.A., Danforth, C.M., and Dodds, P.S.,
                                                 (last accessed 10 May 2017).                       2015, Characterizing the Google Books corpus:
                                                                                                    Strong limits to inferences of socio-cultural and
                                                                                                    linguistic evolution: PLoS One, v. 10, no. 10,
                                                                                                    https://doi.org/10.1371/journal.pone.0137041.

                                                                                                 Rudwick, M.J.S., 2010, Worlds before Adam: The
                                                                                                    reconstruction of geohistory in the age of reform:
                                                                                                    Chicago, University of Chicago Press, 648 p.

                                                                                                 Zhang, S., 2015, The pitfalls of using Google
                                                                                                    N-gram to study language, https://www.wired.
                                                                                                    com/2015/10/pitfalls-of-studying-language-with-
                                                                                                    google-N-gram/ (last accessed 10 May 2017).

                                                                                                 Manuscript received 11 May 2017

                                                                                                 Revised manuscript received 3 January 2018

                                                                                                 Manuscript accepted 7 February 2018

                                              www.geosociety.org/gsatoday                                                                               67
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