G. Aisch, Why we used jittery gauges in our live election forecast. Online. https://vis4.net/blog, 2016.

B. Alper, N. H. Riche, F. Chevalier, J. Boy, and M. Sezgin, Visualization Literacy at Elementary School, Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems , CHI '17, pp.5485-5497, 2017.
DOI : 10.1177/014662168000400305
URL : https://hal.archives-ouvertes.fr/hal-01558717

D. Ariely and S. Jones, The (honest) truth about dishonesty: How we lie to everyone?especially ourselves, 2012.

A. Studios, Kinetic sculpture ? the shapes of things to come. Online. https://artcom.de/en/project/kinetic-sculpture, 2008.

D. Baur, B. Lee, and S. Carpendale, TouchWave, Proceedings of the 2012 ACM international conference on Interactive tabletops and surfaces, ITS '12, pp.255-264, 2012.
DOI : 10.1145/2396636.2396675

M. Beaudouin-lafon, Instrumental interaction, Proceedings of the SIGCHI conference on Human factors in computing systems , CHI '00, pp.446-453, 2000.
DOI : 10.1145/332040.332473
URL : https://hal.archives-ouvertes.fr/hal-01242669

M. Behrisch, B. Bach, N. Henry-riche, T. Schreck, and J. Fekete, Matrix Reordering Methods for Table and Network Visualization, Computer Graphics Forum, vol.33, issue.4, p.24, 2016.
DOI : 10.1007/978-3-540-33037-0_26
URL : https://hal.archives-ouvertes.fr/hal-01326759

J. Bertin, Graphics and graphic information processing, 1981.
DOI : 10.1515/9783110854688

J. Bertin, Semiology of Graphics, 1983.

J. Boy, A. V. Pandey, J. Emerson, M. Satterthwaite, O. Nov et al., Showing People Behind Data, Proceedings of the 2017 CHI Conference on Human Factors in Computing Systems , CHI '17, pp.5462-5474, 2017.
DOI : 10.1016/j.jbusres.2010.12.024

J. Boy, R. A. Rensink, E. Bertini, and J. D. Fekete, A Principled Way of Assessing Visualization Literacy, IEEE Transactions on Visualization and Computer Graphics, vol.20, issue.12, pp.1963-1972, 2014.
DOI : 10.1109/TVCG.2014.2346984
URL : https://hal.archives-ouvertes.fr/hal-01027582

S. Brave, H. Ishii, and A. Dahley, Tangible interfaces for remote collaboration and communication [13] S. Cafe. Of all people in all the world. Online. https, Proc. CSCW '98, pp.169-178, 1998.

F. Chevalier, P. Dragicevic, and S. Franconeri, The Not-so-Staggering Effect of Staggered Animated Transitions on Visual Tracking, IEEE Transactions on Visualization and Computer Graphics, vol.20, issue.12, pp.2241-2250, 2014.
DOI : 10.1109/TVCG.2014.2346424

W. S. Cleveland and R. Mcgill, Graphical Perception: Theory, Experimentation, and Application to the Development of Graphical Methods, Journal of the American Statistical Association, vol.22, issue.387, pp.79531-554, 1984.
DOI : 10.2307/2277346

D. Coyle, J. Moore, P. O. Kristensson, P. Fletcher, and A. Blackwell, I did that! measuring users' experience of agency in their own actions, Proc. CHI '12, pp.2025-2034, 2012.

G. and C. Smith, The hand that rocks the cradle. ID magazine, pp.60-65, 1995.

J. P. Dale, J. Goggin, J. Leyda, A. P. Mcintyre, and D. Negra, The aesthetics and affects of cuteness, 2016.

P. Dragicevic, A. Bezerianos, W. Javed, N. Elmqvist, and J. Fekete, Temporal distortion for animated transitions, Proceedings of the 2011 annual conference on Human factors in computing systems, CHI '11, pp.2009-2018, 2011.
DOI : 10.1145/1978942.1979233
URL : https://hal.archives-ouvertes.fr/inria-00556177

P. Dragicevic and Y. Jansen, 2010 ? Hans Rosling adopts physical visualizations . Online. http://dataphys.org/list/hans-rosling-adopts-physicalvisualizations, 2013.

J. Ducasse, M. J. Macé, M. Serrano, and C. Jouffrais, Tangible Reels, Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, CHI '16, pp.2186-2197, 2016.
DOI : 10.1145/1639642.1639652

N. Elmqvist, P. Dragicevic, and J. Fekete, Rolling the Dice: Multidimensional Visual Exploration using Scatterplot Matrix Navigation, IEEE Transactions on Visualization and Computer Graphics, vol.14, issue.6, pp.1539-1148, 2008.
DOI : 10.1109/TVCG.2008.153
URL : https://hal.archives-ouvertes.fr/hal-00699065

S. Follmer, D. Leithinger, A. Olwal, A. Hogge, and H. Ishii, inFORM, Proceedings of the 26th annual ACM symposium on User interface software and technology, UIST '13, pp.417-426, 2008.
DOI : 10.1145/2501988.2502032

S. Haroz, R. Kosara, and S. L. Franconeri, ISOTYPE Visualization, Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, CHI '15, pp.1191-1200, 2015.
DOI : 10.1080/14640747308400340

R. L. Harris, J. Heer, and G. Robertson, Information Graphics: A Comprehensive Illustrated Reference Animated transitions in statistical data graphics, IEEE transactions on visualization and computer graphics, vol.13, issue.6, pp.1240-1247, 1999.

M. S. Horn, E. T. Solovey, R. J. Crouser, and R. J. Jacob, Comparing the use of tangible and graphical programming languages for informal science education, Proceedings of the 27th international conference on Human factors in computing systems, CHI 09, pp.975-984, 2009.
DOI : 10.1145/1518701.1518851

Y. Hu, E. R. Gansner, and S. Kobourov, Visualizing graphs and clusters as maps, IEEE Computer Graphics and Applications, vol.30, issue.6, pp.54-66, 2010.

D. Huang, M. Tory, B. A. Aseniero, L. Bartram, S. Bateman et al., Personal Visualization and Personal Visual Analytics, IEEE Transactions on Visualization and Computer Graphics, vol.21, issue.3, pp.420-433, 2015.
DOI : 10.1109/TVCG.2014.2359887

. Online, on-lego-powered-time-tracking-my- daily-column, 2008.

S. Huron, Constructive Visualization. Theses, 2015.
URL : https://hal.archives-ouvertes.fr/hal-00978437

S. Huron, Y. Jansen, and S. Carpendale, Constructing Visual Representations: Investigating the Use of Tangible Tokens, IEEE Transactions on Visualization and Computer Graphics, vol.20, issue.12, pp.2102-2111, 2014.
DOI : 10.1109/TVCG.2014.2346292
URL : https://hal.archives-ouvertes.fr/hal-01024053

S. Huron, R. Vuillemot, and J. D. Fekete, Visual Sedimentation, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.12, pp.2446-2455, 2013.
DOI : 10.1109/TVCG.2013.227
URL : https://hal.archives-ouvertes.fr/hal-00846260

Y. Jansen, Physical and tangible information visualization, 2014.
URL : https://hal.archives-ouvertes.fr/tel-00981521

Y. Jansen and P. Dragicevic, An Interaction Model for Visualizations Beyond The Desktop, IEEE Transactions on Visualization and Computer Graphics, vol.19, issue.12, pp.2396-2405, 2013.
DOI : 10.1109/TVCG.2013.134
URL : https://hal.archives-ouvertes.fr/hal-00847218

Y. Jansen, P. Dragicevic, and J. Fekete, Tangible remote controllers for wall-size displays, Proceedings of the 2012 ACM annual conference on Human Factors in Computing Systems, CHI '12, pp.2865-2874, 2012.
DOI : 10.1145/2207676.2208691
URL : https://hal.archives-ouvertes.fr/hal-00694305

Y. Jansen, P. Dragicevic, and J. Fekete, Evaluating the efficiency of physical visualizations, Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI '13, pp.2593-2602, 2013.
DOI : 10.1145/2470654.2481359
URL : https://hal.archives-ouvertes.fr/hal-00781831

Y. Jansen, P. Dragicevic, P. Isenberg, J. Alexander, A. Karnik et al., Opportunities and Challenges for Data Physicalization, Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, CHI '15, pp.3227-3236, 2015.
DOI : 10.1145/1413634.1413696
URL : https://hal.archives-ouvertes.fr/hal-01120152

E. Kandogan, Visualizing multi-dimensional clusters, trends, and outliers using star coordinates, Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining , KDD '01, pp.107-116, 2001.
DOI : 10.1145/502512.502530

L. Kim and S. Follmer, UbiSwarm, Proc. IMWUT' 17, p.66, 2017.
DOI : 10.1109/SMC.2016.7844604

D. Kirsh, The intelligent use of space, Artificial Intelligence, vol.73, issue.1-2, pp.31-68, 1995.
DOI : 10.1016/0004-3702(94)00017-U
URL : https://doi.org/10.1016/0004-3702(94)00017-u

S. R. Klemmer, B. Hartmann, and L. Takayama, How bodies matter, Proceedings of the 6th ACM conference on Designing Interactive systems , DIS '06, pp.140-149, 2006.
DOI : 10.1145/1142405.1142429

B. Kondo and C. Collins, DimpVis: Exploring Time-varying Information Visualizations by Direct Manipulation, Proc. of the IEEE Conf. on Information Visualization), pp.2003-2012, 2014.
DOI : 10.1109/TVCG.2014.2346250

P. Koytek, C. Perin, J. Vermeulen, E. André, and S. Carpendale, MyBrush: Brushing and Linking with Personal Agency, Proc. Infovis '17), 2018.
DOI : 10.1109/TVCG.2017.2743859
URL : https://hal.archives-ouvertes.fr/hal-01617001

, J. B. Kruskal and M. Wish. Multidimensional scaling Sage, vol.11, 1978.

S. S. Kwak, Y. Kim, E. Kim, C. Shin, and K. Cho, What makes people empathize with an emotional robot?: The impact of agency and physical embodiment on human empathy for a robot, 2013 IEEE RO-MAN, pp.180-185, 2013.
DOI : 10.1109/ROMAN.2013.6628441

B. C. Kwon, W. Javed, N. Elmqvist, and J. S. Yi, Direct manipulation through surrogate objects, Proceedings of the 2011 annual conference on Human factors in computing systems, CHI '11, pp.627-636, 2011.
DOI : 10.1145/1978942.1979033
URL : https://engineering.purdue.edu/~elm/projects/surrogate/surrogate.pdf

A. Lanteri, C. Chelini, and S. Rizzello, An Experimental Investigation of Emotions and Reasoning in the Trolley Problem, Journal of Business Ethics, vol.59, issue.3, pp.789-804, 2008.
DOI : 10.7208/chicago/9780226901374.001.0001

S. Lavin, Mapping continuous geographical distributions using dot-density shading. The American Cartographer, pp.140-150, 1986.
DOI : 10.1559/152304086783900068

M. L. Goc, P. Dragicevic, S. Huron, J. Boy, and J. Fekete, Smarttokens: Embedding motion and grip sensing in small tangible objects, Proc
URL : https://hal.archives-ouvertes.fr/hal-01211270

, UIST '15, pp.357-362, 2015.

M. L. Goc, P. Dragicevic, S. Huron, J. Boy, and J. Fekete, A better grasp on pictures under glass: Comparing touch and tangible object manipulation using physical proxies, Proc. AVI '16, pp.76-83, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01323474

M. L. Goc, L. H. Kim, A. Parsaei, J. Fekete, P. Dragicevic et al., Zooids: Building Blocks for Swarm User Interfaces, Proc. UIST '16, pp.97-109, 2016.
URL : https://hal.archives-ouvertes.fr/hal-01391281

S. J. Lederman and J. I. Campbell, Tangible Graphs for the Blind, Human Factors: The Journal of the Human Factors and Ergonomics Society, vol.16, issue.1, pp.85-100, 1982.
DOI : 10.1177/002246697701100309

S. Lee, S. H. Kim, and B. C. Kwon, <italic>VLAT</italic>: Development of a Visualization Literacy Assessment Test, IEEE Transactions on Visualization and Computer Graphics, vol.23, issue.1, pp.551-560, 2017.
DOI : 10.1109/TVCG.2016.2598920

D. Leithinger, S. Follmer, A. Olwal, and H. Ishii, Physical telepresence, Proceedings of the 27th annual ACM symposium on User interface software and technology, UIST '14, pp.461-470, 2014.
DOI : 10.1145/2642918.2647377
URL : http://dspace.mit.edu/bitstream/1721.1/109197/1/Ishii_Physical%20telepresence.pdf

M. Marshall, T. Carter, J. Alexander, and S. Subramanian, Ultra-tangibles, Proceedings of the 2012 ACM annual conference on Human Factors in Computing Systems, CHI '12, pp.2185-2188, 2012.
DOI : 10.1145/2207676.2208370
URL : https://research-information.bristol.ac.uk/files/8526845/Ultra_Tangibles_PublicCopy.pdf

D. Merrill, J. Kalanithi, and P. Maes, Siftables, Proceedings of the 1st international conference on Tangible and embedded interaction , TEI '07, pp.75-78, 2007.
DOI : 10.1145/1226969.1226984

H. Mi and M. Sugimoto, HATs, Proceedings of the ACM International Conference on Interactive Tabletops and Surfaces, ITS '11, pp.71-74, 2011.
DOI : 10.1145/2076354.2076368

L. Micallef, P. Dragicevic, and J. Fekete, Assessing the Effect of Visualizations on Bayesian Reasoning through Crowdsourcing, IEEE Transactions on Visualization and Computer Graphics, vol.18, issue.12, pp.2536-2545, 0199.
DOI : 10.1109/TVCG.2012.199
URL : https://hal.archives-ouvertes.fr/hal-00717503

. Microsoft, Sanddance: Visually explore, understand, and present data. Online, 2016.

R. Morales-gonzález, C. Appert, G. Bailly, and E. Pietriga, TouchTokens, Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, CHI '16, pp.4189-4202, 2016.
DOI : 10.1561/1100000012

G. Pangaro, D. Maynes-aminzade, and H. Ishii, The actuated workbench, Proceedings of the 15th annual ACM symposium on User interface software and technology , UIST '02, pp.181-190, 2002.
DOI : 10.1145/571985.572011

D. Park, S. M. Drucker, R. Fernandez, and N. Elmqvist, ATOM: A Grammar for Unit Visualizations, IEEE Transactions on Visualization and Computer Graphics, 2017.
DOI : 10.1109/TVCG.2017.2785807

F. V. Paulovich, M. C. Oliveira, and R. Minghim, The Projection Explorer: A Flexible Tool for Projection-based Multidimensional Visualization, XX Brazilian Symposium on Computer Graphics and Image Processing (SIBGRAPI 2007), pp.27-36, 2007.
DOI : 10.1109/SIBGRAPI.2007.21

C. Perin, P. Dragicevic, and J. Fekete, Revisiting Bertin Matrices: New Interactions for Crafting Tabular Visualizations, IEEE Transactions on Visualization and Computer Graphics, vol.20, issue.12, 2014.
DOI : 10.1109/TVCG.2014.2346279
URL : https://hal.archives-ouvertes.fr/hal-01023890

C. Perin, M. L. Goc, R. D. Vozzo, J. Fekete, and P. Dragicevic, Diy bertin matrix, Proc. of the CHI Workshop on Exploring the Challenges of Making Data Physical, 2015.
URL : https://hal.archives-ouvertes.fr/hal-01138897

C. Perin, A. Thudt, W. Willett, M. Tory, and S. Carpendale, Workshop on Personal Visualization: Exploring Data in Everyday Life, IEEE VIS 2015 Electronic Conference Proceedings, 2015.

C. Perin, R. Vuillemot, and J. Fekete, A table!, Proceedings of the 32nd annual ACM conference on Human factors in computing systems, CHI '14, pp.887-896, 2014.
DOI : 10.1145/2556288.2557379
URL : https://hal.archives-ouvertes.fr/hal-00929844

D. Petrelli and S. Whittaker, Family memories in the home: contrasting physical and digital mementos. Personal and Ubiquitous Computing, pp.153-169, 2010.

Z. Pousman, J. Stasko, and M. Mateas, Casual Information Visualization: Depictions of Data in Everyday Life, IEEE Transactions on Visualization and Computer Graphics, vol.13, issue.6, 2007.
DOI : 10.1109/TVCG.2007.70541

G. G. Robertson, S. K. Card, and J. D. Mackinlay, Information visualization using 3D interactive animation, Communications of the ACM, vol.36, issue.4, pp.57-71, 1993.
DOI : 10.1145/255950.153577

H. Rosling, R. A. Rosling, and O. Rosling, New software brings statistics beyond the eye. Statistics, Knowledge and Policy: Key Indicators to Inform Decision Making, pp.522-530, 2005.

J. M. Rzeszotarski and A. Kittur, Kinetica, Proceedings of the 32nd annual ACM conference on Human factors in computing systems, CHI '14, pp.897-906, 2014.
DOI : 10.1145/2556288.2557231

D. Schmandt-besserat, Tokens: the cognitive significance, Documenta Praehistorica, vol.26, 1999.
DOI : 10.1515/9783111353180.485

B. Schneider, K. Sharma, S. Cuendet, G. Zufferey, P. Dillenbourg et al., 3d tangibles facilitate joint visual attention in dyads. International Society of the Learning Sciences, Inc.[ISLS], 2015.

H. Schneider, K. Schauer, C. Stachl, and A. Butz, Your Data, Your Vis: Personalizing Personal Data Visualizations, Proc. INTERACT '17 LNCS-10515, pp.374-392, 2017.
DOI : 10.1111/j.1467-8659.2009.01442.x
URL : https://hal.archives-ouvertes.fr/hal-01717216

B. Shneiderman, The future of interactive systems and the emergence of direct manipulation???, Behaviour & Information Technology, vol.7, issue.3, pp.237-256, 1982.
DOI : 10.1007/BF00977789

B. Shneiderman, Direct Manipulation: A Step Beyond Programming Languages, Computer, vol.16, issue.8, pp.57-69
DOI : 10.1109/MC.1983.1654471
URL : http://www.cs.umd.edu/~ben/papers/Shneiderman1983Direct.pdf

H. Siirtola and K. Räihä, Interacting with parallel coordinates, Interacting with Computers, vol.9, issue.6, pp.1278-1309, 2006.
DOI : 10.1162/105474600300040439

F. Taher, J. Hardy, A. Karnik, C. Weichel, Y. Jansen et al., Exploring Interactions with Physically Dynamic Bar Charts, Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, CHI '15, pp.3237-3246, 2015.
DOI : 10.1145/1413634.1413696
URL : https://hal.archives-ouvertes.fr/hal-01219056

F. Taher, Y. Jansen, J. Woodruff, J. Hardy, K. Hornbaek et al., Investigating the Use of a Dynamic Physical Bar Chart for Data Exploration and Presentation, IEEE Transactions on Visualization and Computer Graphics, vol.23, issue.1, pp.451-460, 2017.
DOI : 10.1109/TVCG.2016.2598498
URL : https://hal.archives-ouvertes.fr/hal-01399108

A. Thudt, U. Hinrichs, and S. Carpendale, Self-Reflection and Personal Physicalization Construction, Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems , CHI '18, pp.10-1145, 2018.
DOI : 10.1111/cgf.12887
URL : https://research-repository.st-andrews.ac.uk/bitstream/10023/13267/1/CPV_CameraReady.pdf

L. Tweedie, Characterizing interactive externalizations, Proceedings of the SIGCHI conference on Human factors in computing systems , CHI '97, pp.375-382, 1997.
DOI : 10.1145/258549.258803

B. Ullmer, H. Ishii, and R. J. Jacob, Token+constraint systems for tangible interaction with digital information, ACM Transactions on Computer-Human Interaction, vol.12, issue.1, pp.81-118, 2005.
DOI : 10.1145/1057237.1057242

R. Vuillemot and C. Perin, Investigating the Direct Manipulation of Ranking Tables for Time Navigation, Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, CHI '15, pp.2703-2706, 2015.
DOI : 10.1109/MC.1983.1654471
URL : https://hal.archives-ouvertes.fr/hal-01138447

H. Wainer, A Test of Graphicacy in Children, Applied Psychological Measurement, vol.140, issue.3, pp.331-340, 1980.
DOI : 10.1177/001316446902900102

M. Weiss, F. Schwarz, S. Jakubowski, and J. Borchers, Madgets, Proceedings of the 23nd annual ACM symposium on User interface software and technology, UIST '10, pp.293-302, 2010.
DOI : 10.1145/1866029.1866075

J. S. Yi, R. Melton, J. Stasko, and J. A. Jacko, Dust & magnet: Multivariate information visualization using a magnet metaphor, Information Visualization, vol.4, issue.4, pp.239-256, 2005.

J. Zhao and A. V. Moere, Embodiment in data sculpture, Proceedings of the 3rd international conference on Digital Interactive Media in Entertainment and Arts, DIMEA '08, pp.343-350
DOI : 10.1145/1413634.1413696

Y. Zhao, Pivot viewer based visualization of information analysis, 2012 Computing, Communications and Applications Conference, pp.356-359, 2012.
DOI : 10.1109/ComComAp.2012.6154871