The earliest data visualizations were likely physical: built by arranging stones or pebbles, and later, clay tokens. According to an eminent archaeologist (Schmandt-Besserat, 1999): "Whereas words consist of immaterial sounds, the tokens were concrete, solid, tangible artifacts, which could be handled, arranged and rearranged at will. For instance, the tokens could be ordered in special columns according to types of merchandise, entries and expenditures; donors or recipients. The token system […]

Quipus were complex assemblies of knotted ropes that were used in South America as a data storage device and played an important role in the Inca administration. Only a handful of specialists could use and decipher them. Their meaning mostly remains a mystery but it seems that color, relative position of knots, knot types and rope length were used to encode categorical and quantitative variables. The oldest known Quipu is 4600 years old. In the late 16th century quipus were still being used by […]

The earliest participatory visualizations were probably voting systems. Voting in Greece was introduced in the 5th century BC. Adult male citizens were invited to express their opinion by dropping a pebble in an urn: a white pebble meant "yes" and a black pebble meant "no". Sometimes two urns were used. The left image is a detail of a Greek wine cup from the 5th century BC, and is one of the earliest known depictions of the act of voting. The middle image is a modern reconstruction from a TV […]

These physical visualizations show ocean swell patterns, and were built by native Micronesians from the Marshall Islands to facilitate canoe navigation. They were memorized before trips. The Western world remained unaware of the existence of these artifacts until 1862. The photo above is a stick chart from 1974. Straight sticks represent regular currents and waves, curved sticks represent ocean swells, and seashells represent atolls and islands. Sources: Wikipedia. Marshall Islands Stick […]

This artefact from the Marquesas Islands (French Polynesia) served as a memory aid for reciting genealogies during ceremonies. Each thread, made of woven coconut fiber, is a genealogical line and each knot is a generation. The genealogy goes back to the mythical origins of Earth, materialized by the oblong ball on top, made of wood (see left image). The date of the artefact is unknown. It was collected by Alphonse Long, French navy physician, while he was on duty in the Marquesas Islands […]

In the 19th century, the Torres Strait Islanders did not have a numeral system and used sticks to keep counts. Sticks were tied to a string, forming a bundle (called kupe) that could be rolled and unrolled when needed. Kupes were typically used by men to keep track of their accomplishments, such as turtles caught in deep water, fishes speared, or adventures with women (as the one above). These physical visualizations were used as social displays, and big kupes were greatly prized. According to […]

The physical model on the left is a bivariate histogram showing the correlation between the heights of fathers (horizontal axis) and sons ("vertical" axis). This data was famously collected by Karl Pearson and Alice Lee between 1893 and 1898. The physical visualization is thought to have been constructed around this time period or soon after, possibly under the supervision of Pearson. It is kept at the Department of Statistical Science, University College London, founded by Pearson in 1911. I […]

In 1901, biologist Charles Davenport "built" physical visualizations that show the distributions of features of objects and people. These visualizations were made out of the objects and the people themselves. The purpose was to explain the notion of statistical distribution to a lay audience. On the left image, seashells are piled up according to how many ribs they have. On the middle image, students are arranged in bins according to their height. On the right image, they are simply sorted. […]

Left image: residence of Harvard students 6 years after their graduation (1907); made with beads, pins and wires. Middle image: Sources of the 3,000 first letters of appeal sent to Mrs. E. H. Harriman (1912); eight different kinds of pins were used to represent different kinds of appeals. Right image: collection of pins and beads made for maps. Sources: Willard Cope Brinton (1914) Graphic Methods for Presenting Facts pp. 227-253. John Krygier (2010) A Discourse on Map Pins and Pinnage. New York […]

Strips of woods glued on top of each other convey the average number of passengers carried between two stops. Each strip corresponds to 4,000 passengers. Shown at the 1913 International building trade exhibition in Leipzig. Source: Willard Cope Brinton (1914) Graphic Methods for Presenting Facts pp 224-226.

In his 1914 book, Brinton discusses various techniques for building solid models of three-dimensional charts and functions for the purposes of engineering, and uses the two designs above as examples. Although these don't look like they could be solid models, the text from Brinton's book suggests they are. The first one (left) is made of plaster and shows the characteristics of a light bulb. The second (right) is made of cardboard and shows the results of tests of a fan. The two artifacts are […]

3D wire models of hand motion paths (or chronocyclegraphs) created by Frank Gilbreth, a pioneer in the study of motion in the workplace. In his 1917 book, Gilbreth explains how he created these solid models from time-lapse photographs, and how useful they are to study and teach human motion. Left image: Wire model of foreman on drill press. This shows “positioning” in the midst of “transporting.” Right image: First photograph of wire models showing one man's progress of learning paths of least […]

Women from the Yakama Native American tribe used strings of hemp as personal diaries. Each major event in their life was represented by a knot, a bead or a shell. This mnemonic device is called an Ititamat, or counting-the-days ball, or simply time ball. The first image shows an Ititamat created before 1920. On the second image, each string is a different Ititamat. The last image shows a 2003 replica. A young woman would use a time ball to record her courtship, marriage, and other experiences […]

American economist and statistician Karl G. Karsten patented a method for creating physical visualizations of temporal data by stacking two-dimensional plates, each representing a time period. Each of the plates shown above is a variable-width column chart representing the state of the stock market at the end of a particular month. Each bar is a type of stock, where the height of the bar encodes the stock price and its width encodes volumes of sales. Each month, a new layer is added. Seen from […]

The left image above shows a physical flow chart (Sankey diagram) made of 1000 sheets of paper. It was not meant to be directly read, but to be photographed (see right image). The physical apparatus, called Cosmograph, allowed people without graphic skills to easily produce nice-looking Sankey diagrams. It was copyrighted by IBM in 1933 and sold for $50. Sources: Willard Cope Brinton (1939) Graphic Presentation, p. 78. Jim Strickland (2012) Cosmograph? What's a Cosmograph?

A large 3D physical visualization made by the Detroit Edison Company showing electricity consumption for the year 1935, with a slice per day and each day split into 30 min intervals. Two other examples from different Edison electricity companies are discussed in Brinton's book. These physical visualizations seem to have been used to better anticipate power demands. Also see our entry 1951 - Electricity Generated or Demanded. Sources: Willard Cope Brinton (1939) Graphic Presentation pp 354-355. […]

A physical World map made of copper and glass showing the size of Great Britain's merchant marine and the main trade routes as 9,000 miniature ship models. Exhibited at the New York World Fair in 1939. Sources: Willard Cope Brinton (1939) Graphic Presentation, p. 207. Life Magazine (1939) New York Opens the Gates to the World of Tomorrow. Vol. 6, No. 20, May 15 1939.

Nobel prize winning crystallographer Dorothy Crowfoot Hodgkin created another physical visualization in the mid 1940's, showing part of the structure of penicillin. An original of this artifact is in the Oxford Museum of the History of Science. This technique recently inspired artist Angela Palmer for her glass portraits. Sources: Lachlan Michael and David Cranswicka (2008) Busting out of crystallography's Sisyphean prison: from pencil and paper to structure solving at the press of a button: […]

Left image: The very first physical model of a protein (myoglobin) built by crystallographer John Kendrew in 1957 using plasticine. The image is from a 1958 Nature article, for a more recent photo see here. In 1960 Kendrew completed a higher-resolution skeletal model known as the "forest of rods". The model was 2-meter wide, made of brass, and supported with 2,500 vertical rods, making it barely legible. Colored clips were attached to the rods to visualize electron density. See photos here and […]

The object on the left may be one of the first sound sculptures. It appears in a 1960 book by German acoustician and musicologist Fritz Winckel (click on the middle image to see the full page). It is a physical 3D spectrogram showing a frequency analysis of an 8-second recording of Beethoven's Eighth Symphony. The left axis is frequency, the bottom/right axis is time, and the vertical axis is the strength of a particular frequency at a particular time. The figure caption uses the term […]

This educational movie from the 1960s uses physical bars and stop motion animation to show the evolution of population in the Paris area between 1801 and 1961. It was made between 1962 and 1967 by the Institut des Sciences Humaines Appliquées (ISHA) and the Centre de Mathématique Sociale et de Statistique (CMSS), in collaboration with the Laboratoire de Cartographie directed by Jacques Bertin. You can see the physical visualization from all sides by […]

The reorderable matrix is a physical device developed in the mid 1960s by French cartographer Jacques Bertin for exploring and presenting tabular data. Bertin designed several reorderable physical matrices he called Dominos, each with a different size and visual encoding. The first three images above show a small, medium, and large version. A rod mechanism allowed unlocking either rows or columns for reordering. The dominos were part of a general method of “graphic information processing”, […]

German-American artist Hans Haacke created a participatory physical bar chart as part of a 1970 exhibition at the Museum of Modern Art (MoMA). The audience expressed his opinion on the question "Would the fact that Governor Rockefeller has not denounced President Nixon's Indochina Policy be a reason for your not voting for him in November?". The left plexiglass box collected "Yes" answers, while the right box collected "No" answers. Rockefeller was running for re-election and was a major donor […]

This physical 3D Sankey diagram shows complex energy flows and was created in the 70s by the Center for Strategic & International Studies (CSIS). Little information is available about it. It seems to be composed of five layers of transparent sheet, with four additional layers running perpendicularly. Physical size unknown. Source: Energy Education References Wiki. Energy Flow Diagrams 1949-2009.

In 1973, the French town of Mazamet had a population that closely matched the nationwide number of motor vehicule deaths across the previous year. A TV reporter decided to show all inhabitants lying on the floor to symbolize these deaths. Source: Marieaunet (2010) 1973 Mazamet ville morte.

In this 1985 video, Rick Becker from AT&T Bell Labs explains the concept of "dynamic graphics". Already in the early 70s, statisticians like John Tukey were starting to experiment with multidimensional data visualization on flat computers screens, including 3D data visualizations that could be interactively rotated to convey depth. This video shows how enthusiastic these people were to transition from the physical to the virtual. Nevertheless, it is interesting to see that Rick Becker felt […]

This installation from American artist Chris Burden shows the 625 submarines of the US fleet from the late 1890s to the late 1980s. The cardboard models have been suspended at different heights to look like a school of fish. Also see our other entries on single-datum physical visualizations. Sources: Found on Loren Madsen's lecture slides Art as Information – Information as Art. Wikipedia article on Chris Burden. Photo from Giorgia Valli, Grey Magazine.

In order to encourage bus use, in 1991 the city of Münster, Germany created a poster that compares the space taken by 72 bicycles (left), 72 cars (middle), and a bus (right). This idea is not new. For example, the city of London has made a very similar poster in 1965. Thanks to Will Stahl-Timmins for pointing this out. Sources: Benjamin Starr (2014) How Much Space Do Cars Take? Cyclists Demonstrate How Bicycles Flight Congestion Image from visualnews.com

In 1994 the American Printing House for the Blind publishes a short guidebook explaining how to convey infographics for the blind using tactile graphics (first and second images). Most of it is inspired by a 1992 book by Polly Edman. Although it's not clear when were the first tactile infographics created, (non-thematic) tactile maps already existed in the 1910s (right image). Sources: APH (American Printing House for the Blind), Inc. (1994) Tactile Graphics Starter Kit. Polly Edman (1992) […]

In 1995, Mike Bailey from the San Diego Supercomputer Center created the SDSC TeleManufacturing Facility to help scientists visualize their data in physical form. In 1997, the facility produced one of the first digitally-fabricated molecular models using laminated object manufacturing. The biochemists involved in the project got insights that they were not able to get from the on-screen 3D models, and concluded that: modern physical models are important tools that significantly extend the […]

Californian artist Loren Madsen has been making data sculptures since 1995 and still continues today. CPI / Cost of Living (left image) is the first of his series: A lamination is one year. Vertical axis is the Consumer Price Index (CPI) for food; the horizontal axis is the CPI for gasoline + electricity. The rising center line is the CPI for housing. The 'snout' is the 1960's when housing and food were cheap. The bulge above the snout is 1973---OPEC, gasoline lines, etc. Thereafter the cost of […]

Since 1996, Nothern California artist Ned Kahn creates large-scale installations that visualize wind patterns. The left image shows Wind veil (2000), a facade of a parking garage covered with 80,000 small aluminum panels that are hinged to move freely in the wind. The right video shows Wind arbor (2011), a facade of a hotel lobby in Singapore covered with a cable net structure composed of a half a million hinged elements. Sources: List of Ned Kahn's wind sculptures on his website. David Mather […]

Artist Bathsheba Grossman has been 3D printing mathematical surfaces as early as 1997. In 2002 she started to use subsurface laser engraving to produce 3D physical visualizations of data from astronomy, biology, and physics. Left image: a piece of DNA molecule. Right image: a 3D map of our nearby stars. The artist explains to us: This medium excels at imaging less structural data such as disconnected volumes, non-compact point clouds, and the convoluted strands of proteins. It works by […]

Artist Marilynn Taylor created seven three-dimensional maps (one for each day of the week) in which time is the z-axis and a copper wire shows how she moved across the city during the day. Source: Maryline Taylor (2003) Time pieces - Mapping the time and space of place (2003 version).

A real case study involving the use of a physical 3D trajectory visualization on top of a 3D terrain model to analyze the causes of a plane crash. This case study is interesting in terms of cost-benefit analysis, since these models appear to be extremely time-consuming to build. The case study includes an informal comparison with animations: "The mock jurors later related that the physical model was easier to understand and it allowed them to discuss the issues with each other more easily than […]

A 3D map of East London where elevation represents the rate of violent crimes between 2002 & 2003. Corrugated cardboard, 145h x 540w x 425d cm. Source: Abigail Reynolds. Mount Fear East London.

Since around 2004 the British group of artists Stan’s Cafe is creating data landscapes all over the world by mapping each grain of rice to a person in order to convey various statistics such as city populations or deaths in the holocaust. The size and theme of the show change depending on the location. The largest one involved 104 tons of rice. Rice is weighted manually in small quantities and manually poured over piles. This labor-intensive process is part of the show. Sources: Stan's […]

Cylinder by Andy Huntington and Drew Allan may be one of the first digitally-fabricated sound sculptures. Also see our entry 2007 - Explosion of sound sculptures. Source: http://extraversion.co.uk/2003/cylinder/

Since 2004 the Molecular Graphics Laboratory at the Scripps Research Institute has been making heavy use of 3D-printed full-color physical molecule models, some of which are articulated (left image), flexible (middle image), and even self-assembling (right image, see video). They also publish augmented reality systems that use those physical models. Also see our entry 1995 – SDSC TeleManufacturing Facility. Sources: Web Page: http://mgl.scripps.edu/projects/tangible_models Tommy Toy (2011) How […]

In 2004, the Visualization Research Lab from Brown University printed full-color 3D models of scientific visualizations. They published a poster on the topic where they discuss the technical challenges they faced. The printer used was a Zcorp Z406. Also see our entry 1995 – SDSC TeleManufacturing Facility. Source: http://vis.cs.brown.edu/areas/projects/rapid.html

Unemployment rate plotted against inflation for 8 countries over 10 years. Every layer represents a year and each country is a wire of a different color. This physical visualization was built by Tim Dwyer for his PhD dissertation. His goal was to experimentally compare a 3D and a 2D data representation, and he used a physical object to emulate a perfect 3D display. Source: Tim Dwyer (2005) Two and a Half Dimensional Visualisation of Relational Networks. PhD Dissertation.

Styrofoam balls hung from classroom ceiling representing the epicenters (location), magnitudes (diameter and color), and depths (length of the string) of a series of simulated earthquakes in a fifth grade classroom. Source: Tom Moher (2006) Embedded Phenomena: Supporting Science Learning with Classroom-sized Distributed Simulations.

Artist Nathalie Miebach created a range of beautiful woven sculptures out of weather data. Source: Nathalie Miebach. http://www.nathaliemiebach.com/weather.html (see TED Talk).

Participatory physical visualization where people pick badges from tanks to vote. A lower bar means more votes. Source: Lucy Kimbell (2006). Physical Bar Charts.

In 2007-2008, sound became an endless source of inspiration for data sculptors. Examples include (images from left to right): Binaural by Daniel Widrig & Shajay Bhooshan (2007) Sound/Chair by Plummer Fernandez (2008) Sound Memory by Marius Watz (2008) Reflection by Andreas Nicolas Fischer & Benjamin Maus (2008) I Will Never Change by Us by Benga (2012) Microsonic Landscapes by Juan Manuel de J. Escalante (2012) The Shape of the Sound of the Shape of the Sound by Stephen Barrass (2012) […]

Large-scale physical density models where plywood forms represent the populations of 12 of the world’s major urban centres. Made by a team of designers and architects led by Professor Richard Burdett. Source: Eliza Williams (2007) Global Cities at Tate Modern. Right photo by Stefan Geens.

American artist Cory Imig reconstructed the layout of the city of Savannah using LEGO bricks, and over the course of one month she added a colored brick every time she went to a particular place. Each color is a different day of the week. Source: Cory Imig (2008) Psychogeographical Mapping (see the section Documenting of her Web page for more data sculptures).

Takeshi Kakeda explains how to use LEGO bricks for bug tracking. Source: Takeshi Kakeda (2008) Tangible Bug Tracking using LEGO bricks. Agile 2008 conference.

A visualization and logging method for personal work activity. Every tower is a day of the week. A layer is one working hour, horizontally subdivided in four quarters of an hour. Different colors are different projects. The constant availability of this interface makes it easier to log personal activity data on-the-fly, before entering it in a PIM software (an automatic method involving computer vision is being considered). Source: Michael Hunger (2008) On LEGO Powered Time-Tracking. Blog post. […]

Andreas Nicolas Fischer is a Berlin-based artist. Above are four of his 3-D data sculptures: Fundament (world GDP and derivatives volume) Indizes (finance data over time) A week in the life (cellphone communications) Reflection (FFT of a music piece). Source: http://anfischer.com via infosthetics.

Joshua Callaghan has created various extruded 2-D charts. Source: http://www.joshuacallaghan.com/Graphs.htm

A 3-D graph and a time series visualization. Source: http://thesocietypages.org/graphicsociology/tag/r-justin-stewart/

Paul Bourke proposes to use sub-surface laser engraving for communicating about scientific findings at conferences. He also has seminar slides and a poster discussing the use of 3D-printed models. Source: Paul Bourke (2008) Presenting Scientific Visualisation Results as 3D Crystal Engravings.

At the 2008 science fair (fête de la science), the Aviz group had kids build physical node-link diagrams of Harry Potter's social network using magnets and rubber bands. Source: Aviz. http://www.aviz.fr/old/fetedelascience08/

Political Math (formerly called 10000Pennies on the Youtube channel) is a blogger who criticizes the US policy using stats and low-tech physical visualizations. His first 2009 video titled "Obama Budget Cuts Visualization" (left image) got 1.7 million views. Coins, but also bills, water or whisky stand for units of money or jobs. A video often ends with a dramatic action where the blogger cuts a penny in two, overturns a gallon container, spills hundreds of coins from a table, freezes water, or […]

Windcuts is a physical information visualisation retelling the Helsinki wind's travels over five days, using wind sensor measurements from Helsinki, and wood and a CNC machine to cut it from there too. [...] The line's direction shows the wind's direction, the line's width shows the wind's speed - a more intense wind makes a bigger line - and the line's height shows the wind's temperature. Source: Miska Knapek (2012) Windcuts.

Vienna artist Michael Marcovici created two physical visualizations that convey a single numerical value. The first one shows one billion dollar - the most expensive piece of art ever made, according to him (although these were actually miniature bills). The second one called Rolex Time Sand shows an entire lifetime worth of hourglass sand. For another single-datum physical visualization see our entry Ceramic Poppies to Commemorate Fallen Soldiers in WW1, and our entry on Chris Burden's […]

In Sweden, IKEA gives away baking books where ingredients are arranged into physical visualizations. The photos are by Karl Kleiner. This idea is reminiscent of Ursus Wehrli's art projects. Sources: Niels-Peter Foppen (2010) Hembakat är Bäst. Via Iohanna Nicenboim's pinterest. Images from notcot.com.

The two data sculptures above have been created by undergraduate students as part of a design class given by Andrew Vande Moere at the University of Sydney. A 2010 article he coauthored with Stephanie Patel (link below) provides many other examples of these. Andrew Vande Moere has published several articles on data sculptures since 2008. Sources: Andrew Vande Moere and Stephanie Patel (2010) The Physical Visualization of Information: Designing Data Sculptures in an Educational Context. Also see […]

Hans Rosling is famous worldwide for his fascinating speeches about population growth and income inequalities, notably his 2006 TED Talk where he debunks myths about the third world using animated charts. In 2010 he started to tell stories about data using physical visualizations. He started by stacking Ikea boxes, then switched to a variety familiar objects including pebbles, toy construction kits, fruit juice, snow balls and even toilet paper. Hans' son Ola Rosling is behind the technology […]

Physical cartographic visualizations built by geographer Wolf-Dieter Rase with a Z650 printer. Left: average prices for building lots in Germany in 2006. Middle: unemployment in Germany in 2006; The surface represent trends, the columns represent local deviations from the trends (magenta means higher, cyan means lower). Right: travel distance to airports. Source: Wolf-Dieter Rase (2012) Creating Physical 3D Maps Using Rapid Prototyping Techniques.

A neuroscientific physical visualization made by an artist and a neuroscientist. Exhibited at the at the VisWeek 2011 art show. Source: David Paulsen and Pinar Yoldas. Photo by Samuel Huron.

Ursus Wehrli, a Swiss comedian and artist, is known for his parodic art project called "Tidying up Art", where he rearranges well-known paintings in an orderly fashion (see his 2003 book and his 2006 TED Talk). In 2011, he started a project called "The Art of Clean Up" where he rearranges everyday objects and people. Also see our other entries on physical visualizations created by rearrangement. Sources: Maria Popova (2013) The Art of Cleanup: Ursus Wehrli Playfully Deconstructs and Reorders […]

Philadelphia-based multi-discipline artist Bradley Litwin built this physical chart that can be animated by turning a crank. It is the only manually-animated physical visualization we know of so far. It was commissionned by a pharmaceutical company, intended as an educational device for distributing to doctors. Bradley was kind enough to send us an image of the insides of the original prototype, "not quite as pretty as the final product", he says. His explanation: As the crank is turned, a […]

Colombian designer Jose Duarte wants to bring the DIY concept to data visualization. Using ordinary materials like balloons, tape and rubber balls, he has experimented with various visualization techniques from area charts to bubble graphs and ven diagrams in diverse scenarios as business, art, street interventions and even astronomy. To help people build physical visualizations he designed a physical toolkit he calls the Handmade visualization toolkit. Sources: Maria Popova (2011) Analog […]

Physical representations of data can target other senses than vision or touch. Stephen Barrass, one of the inventors of sonification in the late 90s and now at the University of Canberra, started to explore physical sonifications in 2011. He calls this principle Acoustic Sonification: Acoustic Sonifications are physical objects designed to make sounds that convey useful information about a dataset of some kind. Unlike other sonifications, they do not require a power supply, and the sounds are […]

Temperature measurements in Helsinki from May 2009 to May 2010. Each row is one week long. Source: Miska Knapek, see flickr photoset.

A data sculpture by Luke Jerram that depicts nine minutes of seismographic readings during the 9.0 earthquake. Source: Gizmodo. Photo by Luke Jerram.

Prism maps showing migration patterns between the Americas. Each Lego brick represents 10.000 people. Source: Samuel Granados. Lego Cartograms (via FlowingData and infosthetics).

Chilean designer Catalina Cortázar created a physical visualization showing the proportion of black, hispanic and white people searched by the New York police in 2010. Each of the three compartments stands for a race and contains an amount of powder proportional to the race's population in New York. When the object is turned upside down, the powder falls into an adjacent compartment except for coarser particles that do not make it through the holes and represent people stopped by the police. […]

During the Generator.x 3.0 workshop, interaction designer Andrej Boleslavský created a radial visualization of page visits where each day spans a specific angle of the ring, and the entire ring spans one year. Source: Andrej Boleslavský (2012) Google Eye.

American designer Matthew Epler shows how to build physical visualizations out of silicone using 3D printing and mold casting. He also shows how to use them to make political statements. Source: Matthew Epler (2012) Grand Old Party (video here).

The left image is a map that shows the differences in alcohol consumption across Finland, as well as typical local food. The right image shows the number of immigrants in Finland by nationality (rice for the Chinese, salmon for the Swedish). Many other examples of edible physical visualizations can be found on the Data Cuisine web site. Data Cuisine is a series of workshops organized by Moritz Stefaner and prozessagenten. Seven workshops took place so far, the first one was in Helsinki in 2012. […]

A modular physical visualization like this rearrangeable 3D bar chart allows people to sort, filter, compare and examine data by direct physical manipulation. Sources: Yvonne Jansen and Pierre Dragicevic (2013) An Interaction Model for Visualizations Beyond the Desktop. Also see Yvonne Jansen's PhD dissertation on Physical and Tangible Information Visualization (2014)

These physical bar charts, showing the evolution of country indicators over time, were used to conduct the first empirical study showing that physical visualizations can outperform their on-screen counterparts for data retrieval tasks. Sources: Yvonne Jansen, Pierre Dragicevic and Jean-Daniel Fekete (2013) Evaluating the Efficiency of Physical Visualizations. Also see Yvonne Jansen's PhD dissertation on Physical and Tangible Information Visualization (2014).

Left image: data sculpture by Dutch designer Matthijs Klip showing life expectancy of the Netherlands population. Each bar maps to an age; the bar's height represents life expectancy while its length represents the amount of people having that age. Right image: other designs by Matthijs Klip. Source: Matthijs Klip (2012) Physical Information Design.

A company lets you enter in cities you've been to and generates a physical mesh to order as a necklace, earrings, or cufflinks. Source: http://meshu.io/

A design exploration of LEGO-based physical visualizations for project management by educational scientist Daniel K. Schneider. Sources: Daniel K. Schneider (2012) Lego-compatible thesis project board. Edutech Wiki. Daniel K. Schneider (2015) Poster presentation from the EIAH'15 conference (the paper, the actual poster)

LEGOs help business executives log and explore data. Sources: Mark Wilson (2012) How GM Is Saving Cash Using Legos As A Data Viz Tool. The Daily Drive (2012) GM Plays with Legos (Video).

In 2013, Italian graphic designer Elena Turtas crafted four books that convey data about sustainability using pop-up and movable paper mechanisms. Source: Elena Turtas (2014) The Four Books of Visualising Sustainability.

On January 2013, Kristen Cooper Nutbrown from British Columbia had the idea to create a temperature scarf by knitting one row every day using a color that encodes the temperature of the day. At the end of the year, the scarf visualized local temperature readings for the whole year. Soon after Kristen pitched her idea, Arlene Cline, also from British Columbia, started to create a temperature afghan (a blanket of knitted or crocheted wool). Temperature scarves and afghans became quite popular in […]

Doug McCune is a programmer turned artist, and he is obsessed with maps. In 2013, he got bored with screens and started to build physical thematic maps. He specializes in turning "horrible data" such as murders and natural disasters into beautiful objects. Above on the left is an artwork titled "stalagmite crime" that shows elevation maps of crime rates in San Francisco: narcotics-related crimes (green), prostitution (blue) and vehicle theft (orange). Sources: Doug McCune (2013) Physical Maps – […]

Two Yale architects created a room-sized physical visualization of world population density folded into itself: Hsiang and Mendis then turned that spatial visualization into a physical installation at the 2011 Chengdu Biennale in China. They modeled the population distribution of the entire world in a kind of inverted map that visitors could walk into, inside a 10-by-10-by-10 foot room, with North America on the ceiling, Asia on one wall, Africa on another (see also the little boy in the above […]

Punchcard Economy is a machine-knitted tapestry inspired by a 1856 banner advertising the Eight-hour day movement. The layer of visual noise shows today's departure from the eight-hour day philosophy. Working hours were collected from 116 participants, and each hour of work outside normal working hours was encoded as a color-inverted knit. A smaller version was made for the 2014 Data as Culture exhibition. Sources: Sam Meech (2013) Punchcard Economy. Explanation of the data encoding in this […]

Designer Alex Getty logged his daily activities for 40 days and turned them into data sculptures that look like colored paper origami. Source: Alex Getty (2013) The Examined Life

Loci by Andrew Spitz lets you easily create physical 3d arc diagrams based on your past flights, and may be soon be available through an iphone app. Source: Andrew Spitz (2013) Loci - 3D Printed Sculptures of Your Flights.

An application created by SOFTlab and The Creators Project lets you turn your facebook social network into a beautiful crystal-like data sculpture. Sources: Kree8tiv via iohannan's pinterest. See the page on shapeways.

Jeff Hemsley from Syracuse University explains how to create solid models of social networks using the statistical package R and a 3D printer. 3D node-link diagrams have been explored for a while due to their potential benefits. One is that any node-link diagram can be laid out in 3D without any link crossing. Some studies have also shown that in some cases 3D node-link diagrams are easier to read than 2D ones. However, 3D visualizations are generally hard to navigate and to perceive on regular […]

Ryo Sakai and Jan Aerts from the Bioinformatics/Data Visualization Lab at KULeuven created a data-driven sculpture representing inbreeding in a particular chicken. Each loop in the sculpture represents a chromosome. On the outside is a histogram of the heterozygosity of the DNA; the inside a histogram of the homozygosity in that region. These sculptures are part of the Cosmopolitan Chicken Project, and have been presented at the Art Biennale in Venice. Source: Text and images from Jan Aerts.

Toronto-based startup DataAppeal, which develops Web apps for 3D geo-spatial data visualization, created this very pointy stalagmite-looking elevation map of GTA Transit volume in Toronto. Sources: Andy Kirk (2013) 3D Printing Capabilility via DataAppeal Maps. Candice So (2013) Data visualizations go from flat to 3D.

Student and interaction designer Charles Aweida used a foam board, a robot and lots of nails to build a physical visualization of a wind simulation. Sources: Charles Aweida (2013) An exploration in art + robotics representing wind through digital fabrication and the tangible. Via The Creator Project (2013) Data Sculpture Of The Wind Created Using A Robot And Lots Of Nails.

A mixed team of artists and scientists at Pennsylvania State University devised a method to visualize human behavior, personality and emotions as 3D probability density functions. They then produced solid models using CNC milling. Sources: Studio|Lab (2013) Behavioral Landscapes. Nilam Ram, Michael Coccia, David Conroy, Amy Lorek, Brian Orland, Aaron Pincus, Martin Sliwinski, and Denis Gerstorf (2013) Behavioral Landscapes and Change in Behavioral Landscapes: A Multiple Time-Scale Density […]

This data sculpture created by Nilam Ram from the Studio|Lab team at Penn State University shows the evolution of cortisol levels for 34 people after they experienced a stressful situation. Source: Nilam Ram (2013) Cortisol Data Sculpture.

Rohit Ashok Khot is a PhD student at the Exertion Games Lab at RMIT University in Melbourne who studies how physical visualizations of self-logged physical activity data can enhance the experience of exercising and perhaps provide an incentive for exercising more. Sources: Khot et al (2013) SweatAtoms project page Khot et al (2014) Understanding Physical Activity through 3D Printed Material Artifacts

Gilles Azzaro, a French digital artist and fab lab co-founder, created a sound sculpture of Obama's 2013 State of the Union Address where Obama mentions 3D printing as the next revolution in manufacturing. Azzaro's sculpture was exhibited in the White House in 2014 during the inauguration of the first White House Maker Faire. The sculpture is interactive: a movement sensor activates the system and a laser beam scans the 3D recording to reveal the President’s speech. See this video for an […]

PhD student Alireza Rezaeian designed a silver ring whose texture and shape is uniquely determined by the wearer's DNA profile. His article explains how data is mapped to physical form in a way that balances between legibility and aesthetics. Right image: bracelet-sized prototype. Also see our other entries on data jewellery. Source: Rezaeian, Alireza & Donovan, Jared (2014) Design of a tangible data visualization.

California-based artist Loren Madsen, a long-time data sculptor (see our 1995 entry and our interview with him), created an outdoor sculpture where steel tubes show falling crime rates across eight crime categories over 30 years. The sculpture stands in front of a police station and jail in Chicago City. Sources: ​Healther Schultz (2015) California Sculptor Completes Commissioned Piece. Image courtesy of Loren Madsen. Also see Steven Pinker's TED Talk on the topic.

During the SWAB International Contemporary Art Fair, the group of developers Domestic Data Streamers had the audience create a physical parallel coordinates visualization based on their demographic profile (social status, weight, etc.) and by answering a meaningless question on whether they choose a spoon or a fork. Source: Domestic Data Streamers (2014) Data Strings. They have a range of other interesting physical visualization projects on their Web page.

Laura Perovich explored the concept of data-driven clothes as part of her Master thesis at the MIT Media Lab. The fashion dresses above show the concentrations of 100 chemical contaminants measured in the air of a particular household (left image). Chemicals are mapped to small squares and relative concentration is mapped to square size. Squares are repeated to create lace patterns (right image shows the concentration of several factory-related pollutants). In her thesis Laura Perovich […]

Artist duo Ruth Jarman and Joe Gerhardt created this two-meter spherical wooden sculpture located in a forest in England, and representing the take up and loss of carbon dioxide from the forest trees across one year. Watching the video, I was somehow expecting this sphere to roll at some point, but it did not happen. Source: Semiconductor (2014) Cosmos.

During his residency at Autodesk, artist Scott Kildall created crystal-looking data sculptures by turning world data such as city populations into small cubes laid out on an Earth globe, then running a force-directed algorithm that conglomerates them into a monolithic structure that can be 3D-printed. The image above shows the 2500 nuclear detonations in recorded history, two of which (the black dots) are the bombs dropped at Hiroshima and Nagasaki, the only ones used as weapons. Source: Scott […]

Samuel Huron and his collaborators show how anyone can build their own visualizations by assembling physical tokens. Sources: Samuel Huron, Sheelagh Carpendale, Alice Thudt, Anthony Tang, Michael Mauerer (2014) Constructive Visualization (Web Page) Samuel Huron, Yvonne Jansen and Sheelagh Carpendale (2014) Constructing Visual Representations: Investigating the Use of Tangible Tokens (Web page)

Alice Thudt, a PhD student in Computational Media Design, crafts pieces of pottery that embody data about moments she shared with her loved ones. Left image (2015): cereal bowls showing Skype-call history between Alice and her parents. On the front bowl, each line represents a day where they skyped. On the other bowl, each dot represents 10 min of call time. She offered a bowl as a present to her parents and kept the other one as a reminder to stay in touch every time she has breakfast. Middle […]

The dataseeds are a translation of data on ‘falls on and from stairs and steps, aged 50-89’. The data drives the surface area of the wing of the dataseed, which dictates the spin and falling speed of the data-object©. Source: Nick Dulake and Ian Gwilt (2015) Dataseeds - flying data

Jller is a machine created by German artist Benjamin Maus and Czech artist Prokop Bartoníček that sorts pebbles from the German river Jller by their geologic age. To do this, Jller first analyzes an image of the stone it selects, extracting information like dominant color, color composition, lines, layers, patterns, grain, and surface texture. The machine then places the stones in alignment of age and type by sucking them into an industrial vacuum gripper and dropping them in the correct […]

The famous psychology professor Dan Gilbert made a series of TV commercials for the insurance company Prudential, together with Ray Del Savio from Droga5 and Colin McConnell from Prudential. These TV commercials make a clever use of participatory physical visualizations to demonstrate and explain human biases in financial planning. Ribbon Experiment (left image): Dan Gilbert asks bystanders to estimate how much money they will need to retire. He then gives each of them a ribbon and asks them to […]

Nathan Yau from flowingdata brewed four different types of beer based on county demographics. For example, he mapped population density to the total amount of hops, and race percentages to the type of hops used. He describes the process in detail on his web site, with R source code. The idea is reminiscent of Rohit Khot's TastyBeats shown at the CHI '14 conference, an installation that creates personalized energy drinks based on heart beat data. Also see our entry on data cuisine. Sources: […]

One week before the UK general election of 2015, the design studio Bompas & Parr and Facebook turned the Ferris wheel of London into a giant donut chart of the political parties most discussed on Facebook. Blue stands for the Conservative Party and red stands for the Labour Party. Learn more. Sources: Bompas & Parr (2015) London Eye Chart. Photo by Bompas & Parr.

This physical bar chart titled Sicherheit (Security) is part of the exhibition Geld – Jenseits von Gut und Böse (Money - Beyond Good and Evil) at the Stapferhaus in Lenzburg, Switzerland. It shows where Switzerland has its money from, where it spends it and how high Switzerland's debt is. Sources: Photo and most of the text above by Peter Gassner. Author of the piece currently unknown, as several studios have been involved in the making of the exhibition.

This necklace made by Stefanie Posavec and Miriam Quick shows one week of air quality data measured in the city of Sheffield. Each segment is a period of 6 hours, and its appearance conveys the concentration of particulate matter during that period of time. A low concentration yields a small, round, green segment. A high concentration yields a large, spiky, red segment. Also see our entry 2014 - Data Clothing: Dresses Show Air Pollution. Sources: Stefanie Posavec (2015) Air Transformed: Better […]

Participatory physical bar charts at the exit of the Antell cafeteria at the University of Helsinki. White beads represent statisfied customers, red beads are unsatisfied ones. Also see similar contraptions by Hans Haacke (1970), Lucy Kimbell (2006), and Jennifer Payne (2014). Source: Antell. Photo by Luana Micallef.

Kellyann Geurts and In Dae Hwang, Monash University, give physical shape to thoughts by turning EEG data into solid objects. During three public events at Melbourne in 2016, she placed a mobile EEG device on volunteers and asked them to think of a memory or emotion of their choice. Their EEG output was translated in real time into a 3D shape they could see on a computer screen. Participants could then press a button to pause the shape and send it to a 3D printer. They were then invited to write […]

This data sculpture depicts a map of housing prices in San Francisco. It’s a map of the city, torn at the seams. The height of each area represents the average price per square foot for recent home sales. Where neighboring areas are close in value they are connected, but if neighboring areas are too far from each other I allow them to split, tearing the city along its most severe economic divides. Also see our entry 2013 – Doug McCune’s Physical Maps. Sources: Doug McCune (2016) Sculpture of […]

Motus Forma is a data sculpture by Brian Allen and Stephanie Smith that aggregates 10 hours of people movements in the lobby space at Pier 9. The 1300+ motion paths are piled up according to time. Also see our other entries on temporal data. Sources: Autodesk (2016) Motus Forma Instructables (2016) Motus Forma Photo by Pierre Dragicevic

Giacomo Flaim, a student in Communication Design at Politecnico of Milan, made a single-datum physical visualization out of 4,234 cigarette butts to convey the average annual cigarette consumption of an Italian smoker. Labels were added to indicate the reduction in life expectancy depending on the quantity smoked, from 10 minutes for a single cigarette to more than a month for the entire year. Sources: Giacomo Flaim (2017) Are you sure you want to smoke? (behance.net). Information is Beautiful […]

This data sculpture made by three design students at the datafossil #3 workshop depicts the destruction of Australian coral reef since 1985 (in orange) together with the rise of ocean temperature (in gray). The Great Barrier Reef has been losing more and more of its area since the last 27 years. One of the biggest cause is coral bleaching due to global warming and more exactly to the rise of the temperature of ocean's water. Scientists say that the reef is going to keep deteriorate as fast […]

Infographic designers at the National Geographic crafted a 3D physical visualization out of paper and colored cardboard in order to prepare a 2D infographic. Also see our entry on IBM's cosmograph. Source: Alberto Lucas López (2017) Handmade #dataviz (tweet).

Handmade physicalizations of Canada's greenhouse gas emissions, by Mieka West and Sheelagh Carpendale. Each object represents data from a specific year (1990, 2010, and projections to 2030). Initially meant to be smog masks, the designs evolved into strange and beautiful objects evoking indigeneous artefacts such as Native American dreamcatchers, Inca quipus and Polynesian genealogical instruments, and whose visual and material complexity is reminiscent of Nathalie Miebach’s Woven Sculptures. […]

As part of a zoology class, evolutionary biologist Leo Smith created a phylogenetic tree of fishes where each leaf is an actual fish specimen. Also see our other entries on physical visualizations built by re-arranging physical items. Source: Leo Smith's tweet (29 April 2018).

[Data Beyond Vision] explores new ways of engaging with a dataset and the arguments and narratives behind it, in order to challenge the dominant paradigms of conventional screen-based data visualization. The project currently comprises: 3D printing a model of library member activity over time from the Shakespeare and Company Project juxtaposing documented activities from two sets of archival materials Folding paper forms of borrowing activity from the Shakespeare and Company Project surfacing […]

A physical violin plot created by sculptor and psychology researcher Hunter Brown. See related entries also using clay here. Source: Tweet from Julia Strand (@juliafstrand), June 12, 2019.

Tattoos that Change Color When Reacting With Glucose Levels: minimally invasive, injectable dermal biosensors were developed for measuring pH, glucose, and albumin concentrations. Sources: Biotech (2019) Twitter post. Yetisen et al (2019) Dermal Tattoo Biosensors for Colorimetric Metabolite Detection.

A visualization of my son's sleep pattern from birth to his first birthday. Crochet border surrounding a double knit body. Each row represents a single day. Each stitch represents 6 minutes of time spent awake or asleep. Also see our entry 2013 – Temperature Scarves and Afghans. Source: Seung Lee (2019) Twitter thread.

Prototype of a series of physical maps that will be exhibited across 94 cities worldwide in fall 2020. Each of the 3500 hand-written toe tags represents the recovered body of a migrant who died while crossing the US/Mexico border in the Sonoran Desert between 2000 and 2020. Coordinated by the Undocumented Migration Project (UMP). To learn more about UMP and the context of this map, listen to the Radiolab podcast series Border Trilogy. Sources: hostileterrain94.wordpress.com Left image from […]

Worry Beads, one for every year from 1945 (closest in the pic), are scaled at one cc per human life. The volume of each is set by the number of terrorist-caused deaths for that year globally. The whole thing is about 40' long, the largest bead (2014) is 19" dia. There’s other material which hopefully makes clear that the #1 American fear, terrorist attack, is ridiculous. There’s another string of beads, 50" long, which shows terrorist deaths in the US. You’re more likely to be […]

An art installation in the Cathedral of Schwäbisch Gmünd (Germany) shows COVID-19 deaths as nails hammered into wooden cubes. More nails are added as the number of deaths increase. The text down the steps says "Fürchtet euch nicht", meaning "do not be afraid". Also see our other entries on single-datum physical visualizations and on conveying deaths. Sources: Tweet from Friedrich Hart (@mxfh), Dec 9, 2020. SWR (2020) Schwäbisch Gmünd: 13.000 Nägel für Coronaopfer.