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FEMINIST DATA VISUALIZATION 
Umeå University 
HUMlab 
2 October 2014 
Lauren F. Klein 
Georgia Institute of Technology 
lauren.klein@lmc.gatech.edu
“The Image of Absence: Archival Silence, 
Data Visualization, and James Hemings,” in 
American Literature 85.4 (December 2013)
Above: An 
interactive visual 
interface for 
exploring topic 
models. 
Right: A diagram of 
the network of 
relations of Thomas
Emma Hart Willard 
(1787-1870) 
Almira Hart Lincoln Phelps 
(1793-1884) 
Elizabeth Palmer Peabody 
(1804-1894)
Ptolemy’s world map, as reconstructed from the Geographica (ca. 150 AD) in the 1400s.
Map of planetary cycles, ca. 900 AD
Nicholas Oresme’s proto-bar charts 
(ca. 1350).
William Playfair 
(1759-1823)
William Playfair, from The Commercial and Political Atlas (1786)
Peter Guillet, The Timber Merchant’s Guide (1823) 
Peter Guillet, The Timber Merchant’s Guide (1823)
“On inspecting any one of these Charts attentively, a sufficiently distinct impression will be made, to 
remain unimpaired for a considerable time, and the idea which does remain will be simple and 
complete.”
William Playfair, from An Inquiry into the Permanent Cause of the Decline and Fall of 
Wealthy and Powerful Nations (1805)
William Playfair, “CHART, Shewing at One View The Price of The Quarter of Wheat, & Wages of 
Labour by the Week, from The Year 1565 to 1821” (1822)
“The minds of men, the boundaries of nations, their laws and relations 
with each other, are all in a state of change, and commerce must feel the 
consequences of those events of which it has been a principal cause. 
“Should those revolutions and partitions already effected, or about to be 
attempted, produce, as usual, political fermentation in proportion to their 
importance, Europe may probably be convulsed with war for fifty years to 
come. The last century has been the century of arts and commerce, this newly 
commenced may then be that of war and contention. If it turns out so, a 
picture of the past will be a valuable thing, if, on the contrary, commerce 
should continue its progress, this will make the first part of a great whole, 
which, when completed on some future day, will be a most valuable work.” 
“It is not only of importance that this species of information should be handed 
down, but also that it should go down in such a form and manner as that 
any person might even, though a native of another country, understand 
the nature of the business delineated.” 
-- William Playfair, “Preface to the Third Edition,” The Commercial and 
Political Atlas (1801).
William Playfair, “CHART, Shewing at One View The Price of The Quarter of Wheat, & Wages of 
Labour by the Week, from The Year 1565 to 1821” (1822) 
Michael Friendly, “from “A Brief History of Data Visualization” (2006)
Johan Heinrich Lambert, 
Farbenpyramide (1772)
“A humanistic approach [to visualization] 
means that the premises are rooted in the 
recognition of the interpretative nature of 
knowledge, that the display itself is 
conceived to embody qualitative 
expressions, and that the information is 
understood as graphically constituted” 
(129). 
Johanna Drucker, Graphesis: Visual 
Forms of Knowledge Production 
(Harvard, 2014)
Emma Willard, Temple of Time (1846)
Emma Willard, “Introductory” map of American history (1828)
Emma Willard, “Picture of Nations” (1835)
Joseph Priestley, A New Chart of History (1769)
Emma Willard, Temple of Time (1846)
Emma Willard, Temple of Time (1846) 
http://blogs.princeton.edu/rarebooks/2008/12/standing_within_the_temple_of.html
Almira Hart Lincoln Phelps and Thirza Lee, from Familiar Lectures on Botany (1828)
Alexander von Humboldt, “Géographie des plantes équinoxiales” (1807)
Almira Hart Lincoln Phelps and Thirza Lee, from Familiar Lectures on Botany (1828)
“The study of Botany seems peculiarly adapted to Females; the objects of its 
investigation are beautiful and delicate; its pursuits, leading to exercise in the 
open air, are conducive to health and cheerfulness. It is not a sedentary study 
which can be acquired in the library; but the objects of the science are 
scattered over the surface of the earth, along the banks of the winding 
brooks, on the borders of precipices, the sides of mountains, and the 
depths of the forest… 
“The deity has not only placed before us an almost infinite variety of objects; but 
he has given to our minds the power of reducing them into classes, so as to 
form beautiful and regular systems, by which we can comprehend, under 
a few terms, this vast number of individual things, which, without system, 
would present to our bewildered minds a confused and indiscriminate mass. 
This power of the mind, so important in classification, is that of discovering 
resemblances.” 
-- Almira Hart Lincoln Phelps, Familiar Lectures on Botany (1828)
Elizabeth Peabody, 
from A Chronological 
History of the United 
States (1856)
Elizabeth Peabody, 
from A Chronological 
History of the United 
States (1856)
Above: Jacques Bertin, 
Sémiologie graphique (1967) 
Right: Leland Wilkinson, 
The Grammar of Graphics (2000)
Left: Edward Tufte, The Visual Display of Quantitative Information (1986) 
Right: Stuart Card, Jock Mackinlay, Ben Schneiderman, Readings in Information 
Visualization: Using Vision to Think (1999)
Rebecca Solnit, from Infinite City: A San Francisco Atlas (2010)
Questions? Comments? 
lauren.klein@lmc.gatech.edu

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Feminist Data Visualization

  • 1. FEMINIST DATA VISUALIZATION Umeå University HUMlab 2 October 2014 Lauren F. Klein Georgia Institute of Technology lauren.klein@lmc.gatech.edu
  • 2.
  • 3. “The Image of Absence: Archival Silence, Data Visualization, and James Hemings,” in American Literature 85.4 (December 2013)
  • 4. Above: An interactive visual interface for exploring topic models. Right: A diagram of the network of relations of Thomas
  • 5. Emma Hart Willard (1787-1870) Almira Hart Lincoln Phelps (1793-1884) Elizabeth Palmer Peabody (1804-1894)
  • 6. Ptolemy’s world map, as reconstructed from the Geographica (ca. 150 AD) in the 1400s.
  • 7. Map of planetary cycles, ca. 900 AD
  • 8. Nicholas Oresme’s proto-bar charts (ca. 1350).
  • 10. William Playfair, from The Commercial and Political Atlas (1786)
  • 11. Peter Guillet, The Timber Merchant’s Guide (1823) Peter Guillet, The Timber Merchant’s Guide (1823)
  • 12. “On inspecting any one of these Charts attentively, a sufficiently distinct impression will be made, to remain unimpaired for a considerable time, and the idea which does remain will be simple and complete.”
  • 13. William Playfair, from An Inquiry into the Permanent Cause of the Decline and Fall of Wealthy and Powerful Nations (1805)
  • 14. William Playfair, “CHART, Shewing at One View The Price of The Quarter of Wheat, & Wages of Labour by the Week, from The Year 1565 to 1821” (1822)
  • 15. “The minds of men, the boundaries of nations, their laws and relations with each other, are all in a state of change, and commerce must feel the consequences of those events of which it has been a principal cause. “Should those revolutions and partitions already effected, or about to be attempted, produce, as usual, political fermentation in proportion to their importance, Europe may probably be convulsed with war for fifty years to come. The last century has been the century of arts and commerce, this newly commenced may then be that of war and contention. If it turns out so, a picture of the past will be a valuable thing, if, on the contrary, commerce should continue its progress, this will make the first part of a great whole, which, when completed on some future day, will be a most valuable work.” “It is not only of importance that this species of information should be handed down, but also that it should go down in such a form and manner as that any person might even, though a native of another country, understand the nature of the business delineated.” -- William Playfair, “Preface to the Third Edition,” The Commercial and Political Atlas (1801).
  • 16. William Playfair, “CHART, Shewing at One View The Price of The Quarter of Wheat, & Wages of Labour by the Week, from The Year 1565 to 1821” (1822) Michael Friendly, “from “A Brief History of Data Visualization” (2006)
  • 17.
  • 18.
  • 19. Johan Heinrich Lambert, Farbenpyramide (1772)
  • 20. “A humanistic approach [to visualization] means that the premises are rooted in the recognition of the interpretative nature of knowledge, that the display itself is conceived to embody qualitative expressions, and that the information is understood as graphically constituted” (129). Johanna Drucker, Graphesis: Visual Forms of Knowledge Production (Harvard, 2014)
  • 21. Emma Willard, Temple of Time (1846)
  • 22. Emma Willard, “Introductory” map of American history (1828)
  • 23. Emma Willard, “Picture of Nations” (1835)
  • 24. Joseph Priestley, A New Chart of History (1769)
  • 25. Emma Willard, Temple of Time (1846)
  • 26. Emma Willard, Temple of Time (1846) http://blogs.princeton.edu/rarebooks/2008/12/standing_within_the_temple_of.html
  • 27. Almira Hart Lincoln Phelps and Thirza Lee, from Familiar Lectures on Botany (1828)
  • 28. Alexander von Humboldt, “Géographie des plantes équinoxiales” (1807)
  • 29. Almira Hart Lincoln Phelps and Thirza Lee, from Familiar Lectures on Botany (1828)
  • 30. “The study of Botany seems peculiarly adapted to Females; the objects of its investigation are beautiful and delicate; its pursuits, leading to exercise in the open air, are conducive to health and cheerfulness. It is not a sedentary study which can be acquired in the library; but the objects of the science are scattered over the surface of the earth, along the banks of the winding brooks, on the borders of precipices, the sides of mountains, and the depths of the forest… “The deity has not only placed before us an almost infinite variety of objects; but he has given to our minds the power of reducing them into classes, so as to form beautiful and regular systems, by which we can comprehend, under a few terms, this vast number of individual things, which, without system, would present to our bewildered minds a confused and indiscriminate mass. This power of the mind, so important in classification, is that of discovering resemblances.” -- Almira Hart Lincoln Phelps, Familiar Lectures on Botany (1828)
  • 31. Elizabeth Peabody, from A Chronological History of the United States (1856)
  • 32.
  • 33. Elizabeth Peabody, from A Chronological History of the United States (1856)
  • 34.
  • 35.
  • 36.
  • 37.
  • 38. Above: Jacques Bertin, Sémiologie graphique (1967) Right: Leland Wilkinson, The Grammar of Graphics (2000)
  • 39. Left: Edward Tufte, The Visual Display of Quantitative Information (1986) Right: Stuart Card, Jock Mackinlay, Ben Schneiderman, Readings in Information Visualization: Using Vision to Think (1999)
  • 40. Rebecca Solnit, from Infinite City: A San Francisco Atlas (2010)