Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Data, Design, Meaning

0d877f80c535471ede57c7a4c0f487de?s=47 Idan Gazit
March 11, 2012

Data, Design, Meaning

Slides from my talk at Pycon 2012. Video online at http://lanyrd.com/spbzf

0d877f80c535471ede57c7a4c0f487de?s=128

Idan Gazit

March 11, 2012
Tweet

Transcript

  1. DATA DESIGN MEANING

  2. djangoproject.com skillsapp.com (tweet @skillsapp for invite)

  3. — VISUALIZATION SRSLY, GUISE

  4. DATA ? PROFIT MEANING!

  5. acquire parse filter mine represent refine interact

  6. acquire parse filter mine represent refine interact ENGINEERING DESIGN

  7. DATA ? PROFIT MEANING!

  8. VISUALIZATIONS CHARTS

  9. None
  10. None
  11. http://bit.ly/vYZgQb

  12. 2 1 He H 4 5 6 7 8 9

    10 3 Be B C N O F Ne Li 12 13 14 15 16 17 18 11 Mg Al Si P S Cl Ar Na 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 19 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr K 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 37 Ag Sr Y Zr Nb Mo Tc Ru Rh Pd Cd In Sn Sb Te I Xe Rb 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 55 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn Cs 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 87 Sg Rg Uuq Uup Ra Rf Db Bh Hs Mt Ds Cn Uut Uuh Uus Uuo Fr 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Dy La Ce Pr Nd Pm Sm Eu Gd Tb Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr Group Period Lanthanides Actinides 1 2 3 4 5 6 7 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
  13. 2 1 He H 4 5 6 7 8 9

    10 3 Be B C N O F Ne Li 12 13 14 15 16 17 18 11 Mg Al Si P S Cl Ar Na 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 19 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr K 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 37 Ag Sr Y Zr Nb Mo Tc Ru Rh Pd Cd In Sn Sb Te I Xe Rb 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 55 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn Cs 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 87 Sg Rg Uuq Uup Ra Rf Db Bh Hs Mt Ds Cn Uut Uuh Uus Uuo Fr 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Dy La Ce Pr Nd Pm Sm Eu Gd Tb Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr Group Period Lanthanides Actinides 1 2 3 4 5 6 7 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
  14. 2 1 He H 4 5 6 7 8 9

    10 3 Be B C N O F Ne Li 12 13 14 15 16 17 18 11 Mg Al Si P S Cl Ar Na 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 19 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr K 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 37 Ag Sr Y Zr Nb Mo Tc Ru Rh Pd Cd In Sn Sb Te I Xe Rb 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 55 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn Cs 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 87 Sg Rg Uuq Uup Ra Rf Db Bh Hs Mt Ds Cn Uut Uuh Uus Uuo Fr 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Dy La Ce Pr Nd Pm Sm Eu Gd Tb Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr Group Period Lanthanides Actinides 1 2 3 4 5 6 7 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
  15. 2 1 He H 4 5 6 7 8 9

    10 3 Be B C N O F Ne Li 12 13 14 15 16 17 18 11 Mg Al Si P S Cl Ar Na 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 19 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr K 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 37 Ag Sr Y Zr Nb Mo Tc Ru Rh Pd Cd In Sn Sb Te I Xe Rb 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 55 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn Cs 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 87 Sg Rg Uuq Uup Ra Rf Db Bh Hs Mt Ds Cn Uut Uuh Uus Uuo Fr 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Dy La Ce Pr Nd Pm Sm Eu Gd Tb Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr Group Period Lanthanides Actinides 1 2 3 4 5 6 7 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
  16. 2 1 He H 4 5 6 7 8 9

    10 3 Be B C N O F Ne Li 12 13 14 15 16 17 18 11 Mg Al Si P S Cl Ar Na 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 19 Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr K 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 37 Ag Sr Y Zr Nb Mo Tc Ru Rh Pd Cd In Sn Sb Te I Xe Rb 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 55 Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn Cs 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 87 Sg Rg Uuq Uup Ra Rf Db Bh Hs Mt Ds Cn Uut Uuh Uus Uuo Fr 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Dy La Ce Pr Nd Pm Sm Eu Gd Tb Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr Group Period Lanthanides Actinides 1 2 3 4 5 6 7 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
  17. http://nyti.ms/z7n5Xg

  18. I N C E P T I O N

  19. acquire parse filter mine represent refine interact ENGINEERING DESIGN

  20. DO NO HARM first,

  21. OMIT NEEDLESS DATA

  22. OMIT NEEDLESS the

  23. DATA INK to ratio

  24. from “Designing with Data” by Brian Suda http://www.designingwithdata.com/

  25. from “Designing with Data” by Brian Suda http://www.designingwithdata.com/

  26. from “Designing with Data” by Brian Suda http://www.designingwithdata.com/

  27. from “Designing with Data” by Brian Suda http://www.designingwithdata.com/

  28. from “Designing with Data” by Brian Suda http://www.designingwithdata.com/

  29. None
  30. CHARTJUNK

  31. LIES, LIES, STATISTICS damn and

  32. 2007 2008 2009 2010 2011

  33. 20% 20% 20% 20% 20% 2007 2008 2009 2010 2011

  34. DO NO HARM first,

  35. VISION f*cking how does it work?

  36. GESTALT PRINCIPLES of PERCEPTION (just google it later)

  37. RELATIONSHIPS PROXIMITY SIMILARITY ENCLOSURE CLOSURE CONTINUITY CONNECTION

  38. PROXIMITY SIMILARITY ENCLOSURE CONNECTION CONTINUITY CLOSURE

  39. ANGLES

  40. ANGLES

  41. SHAPES

  42. None
  43. COLOR

  44. None
  45. None
  46. None
  47. HUE VALUE

  48. M S L BLUE GREEN RED http://en.wikipedia.org/wiki/Opponent_process

  49. http://en.wikipedia.org/wiki/Opponent_process vs vs

  50. http://en.wikipedia.org/wiki/Opponent_process vs vs DEUTERANOPIA “RED-GREEN COLORBLINDNESS” 1 IN 10 MALES

  51. http://en.wikipedia.org/wiki/Opponent_process vs vs

  52. http://en.wikipedia.org/wiki/Opponent_process vs vs vs ACTUALLY,

  53. http://en.wikipedia.org/wiki/Lab_color_space vs vs vs CIE LAB COLORSPACE L a b

  54. http://en.wikipedia.org/wiki/HSL_color_space HSL HSV

  55. HSV V HSL L CIELAB L* Images courtesy Wikipedia &

    Luc Viatour / www.Lucnix.be
  56. COLOR SCIENCE TL;DR GETS REAL DEEP, REAL FAST

  57. BREWER PALETTES http://colorbrewer2.org/

  58. None
  59. HIERARCHY establish a visual

  60. DE/ EMPHASIS

  61. 123 widgets sold 123 widgets sold normal emphasized de-emphasized normal

  62. ONCE ONCE A DAY? or

  63. 8/10

  64. NUMERALS

  65. Early 2096 was… Early was… old-style lining

  66. LINING FIGURES PROTIP JUST USE THEM

  67. None
  68. 1,002,982 8,239,871 9,242,853 proportional tabular TOTAL TOTAL

  69. IN TER ACT IVE

  70. MUCH MORE you can show data

  71. TOO MUCH you can show data

  72. NARRATIVE

  73. READER AUTHOR driven

  74. NARRATIVE VISUALIZATION http://vis.stanford.edu/files/2010-Narrative-InfoVis.pdf TELLING STORIES WITH DATA

  75. “THE MARTINI GLASS” figure 1

  76. “THE MARTINI GLASS” figure 1 START GUIDED NARRATIVE EXPLORE

  77. “THE MARTINI GLASS” figure 1 WOW GUIDED NARRATIVE LEDE ADD

    DETAIL “THE TWIST”
  78. “THE INTERACTIVE SLIDESHOW” figure 2 ABC 123 *@! http://vis.stanford.edu/files/2010-Narrative-InfoVis.pdf

  79. “THE DRILL-DOWN” figure 3

  80. AUDIENCE

  81. I N C E P T I O N

  82. I DA N C E P T I O N

    F R O M T H E P R O D U C E R S O F P Y C O N
  83. O HAI IM EDWARD TUFTE

  84. ThN y! @idangazit & htp://gazit.me don’t be shy, come say

    hi!