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DATA
     DESIGN
MEANING
proje ct.com
dj ango




      skills app.com               )
                   pp for invite
   (tweet @skillsa
♥ VISUALIZATION
    SRSLY, GUISE
DATA

   ?

 PROFIT
MEANING!
acquire
  parse
   filter
   mine
represent
  refine
 interact
acquire
  parse
   filter
   mine     ENGINEERING


represent        DESIGN



  refine
 interact
DATA

   ?

 PROFIT
MEANING!
VISUALIZATIONS



        CHARTS
http://bit.ly/vYZgQb
Group      1        2         3    4     5     6     7     8     9    10    11    12    13    14    15    16    17    18
  Period
           1                                                                                                           2
     1
           H                                                                                                          He
           3        4                                                                   5      6     7     8     9    10
     2
           Li      Be                                                                   B      C     N     O     F    Ne

           11      12                                                                   13    14    15    16    17    18
     3
           Na      Mg                                                                   Al    Si     P     S    Cl    Ar
           19      20     21      22    23    24    25    26    27    28    29    30    31    32    33    34    35    36
     4
            K      Ca     Sc      Ti     V    Cr    Mn    Fe    Co    Ni    Cu    Zn    Ga    Ge    As    Se    Br    Kr
           37      38      39     40    41    42    43    44    45    46    47    48    49    50    51    52    53    54
     5
           Rb      Sr       Y     Zr    Nb    Mo    Tc    Ru    Rh    Pd    Ag    Cd    In    Sn    Sb    Te     I    Xe

           55      56             72    73    74    75    76    77    78    79    80    81    82    83    84    85    86
     6
           Cs      Ba             Hf    Ta    W     Re    Os     Ir   Pt    Au    Hg    Tl    Pb    Bi    Po    At    Rn

           87      88             104   105   106   107   108   109   110   111   112   113   114   115   116   117   118
     7
           Fr      Ra              Rf    Db    Sg    Bh    Hs    Mt    Ds   Rg    Cn    Uut   Uuq   Uup   Uuh   Uus   Uuo


                                  57    58    59    60    61    62    63    64    65    66    67    68    69    70    71
                Lanthanides
                                  La    Ce    Pr    Nd    Pm    Sm    Eu    Gd    Tb    Dy    Ho    Er    Tm    Yb    Lu

                                  89    90    91    92    93    94    95    96    97    98    99    100   101   102   103
                   Actinides
                                  Ac    Th    Pa    U     Np    Pu    Am    Cm    Bk    Cf    Es    Fm    Md     No    Lr
Group      1        2         3    4     5     6     7     8     9    10    11    12    13    14    15    16    17    18
  Period
           1                                                                                                           2
     1
           H                                                                                                          He
           3        4                                                                   5      6     7     8     9    10
     2
           Li      Be                                                                   B      C     N     O     F    Ne

           11      12                                                                   13    14    15    16    17    18
     3
           Na      Mg                                                                   Al    Si     P     S    Cl    Ar
           19      20     21      22    23    24    25    26    27    28    29    30    31    32    33    34    35    36
     4
            K      Ca     Sc      Ti     V    Cr    Mn    Fe    Co    Ni    Cu    Zn    Ga    Ge    As    Se    Br    Kr
           37      38      39     40    41    42    43    44    45    46    47    48    49    50    51    52    53    54
     5
           Rb      Sr       Y     Zr    Nb    Mo    Tc    Ru    Rh    Pd    Ag    Cd    In    Sn    Sb    Te     I    Xe

           55      56             72    73    74    75    76    77    78    79    80    81    82    83    84    85    86
     6
           Cs      Ba             Hf    Ta    W     Re    Os     Ir   Pt    Au    Hg    Tl    Pb    Bi    Po    At    Rn

           87      88             104   105   106   107   108   109   110   111   112   113   114   115   116   117   118
     7
           Fr      Ra              Rf    Db    Sg    Bh    Hs    Mt    Ds   Rg    Cn    Uut   Uuq   Uup   Uuh   Uus   Uuo


                                  57    58    59    60    61    62    63    64    65    66    67    68    69    70    71
                Lanthanides
                                  La    Ce    Pr    Nd    Pm    Sm    Eu    Gd    Tb    Dy    Ho    Er    Tm    Yb    Lu

                                  89    90    91    92    93    94    95    96    97    98    99    100   101   102   103
                   Actinides
                                  Ac    Th    Pa    U     Np    Pu    Am    Cm    Bk    Cf    Es    Fm    Md     No    Lr
Group      1        2         3    4     5     6     7     8     9    10    11    12    13    14    15    16    17    18
  Period
           1                                                                                                           2
     1
           H                                                                                                          He
           3        4                                                                   5      6     7     8     9    10
     2
           Li      Be                                                                   B      C     N     O     F    Ne

           11      12                                                                   13    14    15    16    17    18
     3
           Na      Mg                                                                   Al    Si     P     S    Cl    Ar
           19      20     21      22    23    24    25    26    27    28    29    30    31    32    33    34    35    36
     4
            K      Ca     Sc      Ti     V    Cr    Mn    Fe    Co    Ni    Cu    Zn    Ga    Ge    As    Se    Br    Kr
           37      38      39     40    41    42    43    44    45    46    47    48    49    50    51    52    53    54
     5
           Rb      Sr       Y     Zr    Nb    Mo    Tc    Ru    Rh    Pd    Ag    Cd    In    Sn    Sb    Te     I    Xe

           55      56             72    73    74    75    76    77    78    79    80    81    82    83    84    85    86
     6
           Cs      Ba             Hf    Ta    W     Re    Os     Ir   Pt    Au    Hg    Tl    Pb    Bi    Po    At    Rn

           87      88             104   105   106   107   108   109   110   111   112   113   114   115   116   117   118
     7
           Fr      Ra              Rf    Db    Sg    Bh    Hs    Mt    Ds   Rg    Cn    Uut   Uuq   Uup   Uuh   Uus   Uuo


                                  57    58    59    60    61    62    63    64    65    66    67    68    69    70    71
                Lanthanides
                                  La    Ce    Pr    Nd    Pm    Sm    Eu    Gd    Tb    Dy    Ho    Er    Tm    Yb    Lu

                                  89    90    91    92    93    94    95    96    97    98    99    100   101   102   103
                   Actinides
                                  Ac    Th    Pa    U     Np    Pu    Am    Cm    Bk    Cf    Es    Fm    Md     No    Lr
Group      1        2         3    4     5     6     7     8     9    10    11    12    13    14    15    16    17    18
  Period
           1                                                                                                           2
     1
           H                                                                                                          He
           3        4                                                                   5      6     7     8     9    10
     2
           Li      Be                                                                   B      C     N     O     F    Ne

           11      12                                                                   13    14    15    16    17    18
     3
           Na      Mg                                                                   Al    Si     P     S    Cl    Ar
           19      20     21      22    23    24    25    26    27    28    29    30    31    32    33    34    35    36
     4
            K      Ca     Sc      Ti     V    Cr    Mn    Fe    Co    Ni    Cu    Zn    Ga    Ge    As    Se    Br    Kr
           37      38      39     40    41    42    43    44    45    46    47    48    49    50    51    52    53    54
     5
           Rb      Sr       Y     Zr    Nb    Mo    Tc    Ru    Rh    Pd    Ag    Cd    In    Sn    Sb    Te     I    Xe

           55      56             72    73    74    75    76    77    78    79    80    81    82    83    84    85    86
     6
           Cs      Ba             Hf    Ta    W     Re    Os     Ir   Pt    Au    Hg    Tl    Pb    Bi    Po    At    Rn

           87      88             104   105   106   107   108   109   110   111   112   113   114   115   116   117   118
     7
           Fr      Ra              Rf    Db    Sg    Bh    Hs    Mt    Ds   Rg    Cn    Uut   Uuq   Uup   Uuh   Uus   Uuo


                                  57    58    59    60    61    62    63    64    65    66    67    68    69    70    71
                Lanthanides
                                  La    Ce    Pr    Nd    Pm    Sm    Eu    Gd    Tb    Dy    Ho    Er    Tm    Yb    Lu

                                  89    90    91    92    93    94    95    96    97    98    99    100   101   102   103
                   Actinides
                                  Ac    Th    Pa    U     Np    Pu    Am    Cm    Bk    Cf    Es    Fm    Md     No    Lr
Group      1        2         3    4     5     6     7     8     9    10    11    12    13    14    15    16    17    18
  Period
           1                                                                                                           2
     1
           H                                                                                                          He
           3        4                                                                   5      6     7     8     9    10
     2
           Li      Be                                                                   B      C     N     O     F    Ne

           11      12                                                                   13    14    15    16    17    18
     3
           Na      Mg                                                                   Al    Si     P     S    Cl    Ar
           19      20     21      22    23    24    25    26    27    28    29    30    31    32    33    34    35    36
     4
            K      Ca     Sc      Ti     V    Cr    Mn    Fe    Co    Ni    Cu    Zn    Ga    Ge    As    Se    Br    Kr
           37      38      39     40    41    42    43    44    45    46    47    48    49    50    51    52    53    54
     5
           Rb      Sr       Y     Zr    Nb    Mo    Tc    Ru    Rh    Pd    Ag    Cd    In    Sn    Sb    Te     I    Xe

           55      56             72    73    74    75    76    77    78    79    80    81    82    83    84    85    86
     6
           Cs      Ba             Hf    Ta    W     Re    Os     Ir   Pt    Au    Hg    Tl    Pb    Bi    Po    At    Rn

           87      88             104   105   106   107   108   109   110   111   112   113   114   115   116   117   118
     7
           Fr      Ra              Rf    Db    Sg    Bh    Hs    Mt    Ds   Rg    Cn    Uut   Uuq   Uup   Uuh   Uus   Uuo


                                  57    58    59    60    61    62    63    64    65    66    67    68    69    70    71
                Lanthanides
                                  La    Ce    Pr    Nd    Pm    Sm    Eu    Gd    Tb    Dy    Ho    Er    Tm    Yb    Lu

                                  89    90    91    92    93    94    95    96    97    98    99    100   101   102   103
                   Actinides
                                  Ac    Th    Pa    U     Np    Pu    Am    Cm    Bk    Cf    Es    Fm    Md     No    Lr
http://nyti.ms/z7n5Xg
I NCEPTION
acquire
  parse
   filter
   mine     ENGINEERING


represent        DESIGN



  refine
 interact
first,
DO NO
HARM
OMIT
NEEDLESS
  DATA
OMIT
   the

NEEDLESS
DATA INK
    to     ratio
from “Designing with Data” by Brian Suda
   http://www.designingwithdata.com/
from “Designing with Data” by Brian Suda
   http://www.designingwithdata.com/
from “Designing with Data” by Brian Suda
   http://www.designingwithdata.com/
from “Designing with Data” by Brian Suda
   http://www.designingwithdata.com/
from “Designing with Data” by Brian Suda
   http://www.designingwithdata.com/
CHARTJUNK
LIES,
    damn

  LIES,
    and

STATISTICS
2007   2008   2009   2010   2011
2007     2008        2009          2010   2011




                            20%
             20%



                                  20%
       20%


                   20%
first,
DO NO
HARM
f*cking


VISION
 how does it work?
GESTALT PRINCIPLES
              of
   PERCEPTION
      (just google it later)
RELATIONSHIPS
   PROXIMITY
   SIMILARITY
  ENCLOSURE
    CLOSURE
  CONTINUITY
  CONNECTION
PROXIMITY    SIMILARITY   ENCLOSURE




CONNECTION   CONTINUITY    CLOSURE
ANGLES
ANGLES
SHAPES
COLOR
HUE




VALUE
SML
BLUE                   GREEN                           RED




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




http://en.wikipedia.org/wiki/Opponent_process
DEUTERANOPIA
“RED-GREEN COLORBLINDNESS”



                vs               vs




           1 IN 10 MALES
    http://en.wikipedia.org/wiki/Opponent_process
vs               vs




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


    vs              vs               vs




http://en.wikipedia.org/wiki/Opponent_process
CIE LAB COLORSPACE


      vs               vs               vs




     L                 a                b
   http://en.wikipedia.org/wiki/Lab_color_space
HSL                                              HSV




      http://en.wikipedia.org/wiki/HSL_color_space
CIELAB L*




HSL L                                     HSV V
        Images courtesy Wikipedia & Luc Viatour / www.Lucnix.be
TL;DR

COLOR SCIENCE
GETS REAL DEEP, REAL FAST
BREWER PALETTES
   http://colorbrewer2.org/
establish a visual
HIERARCHY
DE/
EMPHASIS
emphasized
   normal
                123
                widgets sold


    normal         123
de-emphasized      widgets sold
ONCE
     or

ONCE A DAY?
8   / 10
NUMERALS
old-style


Early 2096 was…

      lining

Early 2096 was…
PROTIP

LINING FIGURES
   JUST USE THEM
proportional
        1,002,982
        8,239,871
        9,242,853
TOTAL




        tabular
        1,002,982
        8,239,871
        9,242,853
TOTAL
IN
TER
ACT
IVE
you can show
MUCH MORE
     data
you can show
TOO MUCH
     data
NARRATIVE
READER
  driven

AUTHOR
NARRATIVE
 VISUALIZATION
TELLING STORIES WITH DATA

    http://vis.stanford.edu/files/2010-Narrative-InfoVis.pdf
figure 1
“THE MARTINI GLASS”
figure 1
“THE MARTINI GLASS”

         GUIDED
START                   EXPLORE
        NARRATIVE
figure 1
“THE MARTINI GLASS”
 “THE TWIST”

                GUIDED
WOW                             ADD     LEDE
                               DETAIL
               NARRATIVE
figure 2

“THE INTERACTIVE
  SLIDESHOW”

ABC                    123                                    *@!

   http://vis.stanford.edu/files/2010-Narrative-InfoVis.pdf
figure 3

“THE DRILL-DOWN”
AUDIENCE
I NCEPTION
F R O M   T H E   P R O D U C E R S   O F   P Y C O N


I DA N C E P T I O N
O HAI IM
ED WARD
 T UFTE
ThN y!
@idangazit & htp://gazit.me
 don’t be shy, come say hi!

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Pycon data design

  • 1. DATA DESIGN MEANING
  • 2. proje ct.com dj ango skills app.com ) pp for invite (tweet @skillsa
  • 3. ♥ VISUALIZATION SRSLY, GUISE
  • 4. DATA ? PROFIT MEANING!
  • 5. acquire parse filter mine represent refine interact
  • 6. acquire parse filter mine ENGINEERING represent DESIGN refine interact
  • 7. DATA ? PROFIT MEANING!
  • 8. VISUALIZATIONS CHARTS
  • 9.
  • 10.
  • 12. Group 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 Period 1 2 1 H He 3 4 5 6 7 8 9 10 2 Li Be B C N O F Ne 11 12 13 14 15 16 17 18 3 Na Mg Al Si P S Cl Ar 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 4 K Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 5 Rb Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 55 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 6 Cs Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 87 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 7 Fr Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Lanthanides La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Actinides Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr
  • 13. Group 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 Period 1 2 1 H He 3 4 5 6 7 8 9 10 2 Li Be B C N O F Ne 11 12 13 14 15 16 17 18 3 Na Mg Al Si P S Cl Ar 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 4 K Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 5 Rb Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 55 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 6 Cs Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 87 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 7 Fr Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Lanthanides La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Actinides Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr
  • 14. Group 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 Period 1 2 1 H He 3 4 5 6 7 8 9 10 2 Li Be B C N O F Ne 11 12 13 14 15 16 17 18 3 Na Mg Al Si P S Cl Ar 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 4 K Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 5 Rb Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 55 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 6 Cs Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 87 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 7 Fr Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Lanthanides La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Actinides Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr
  • 15. Group 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 Period 1 2 1 H He 3 4 5 6 7 8 9 10 2 Li Be B C N O F Ne 11 12 13 14 15 16 17 18 3 Na Mg Al Si P S Cl Ar 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 4 K Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 5 Rb Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 55 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 6 Cs Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 87 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 7 Fr Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Lanthanides La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Actinides Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr
  • 16. Group 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 Period 1 2 1 H He 3 4 5 6 7 8 9 10 2 Li Be B C N O F Ne 11 12 13 14 15 16 17 18 3 Na Mg Al Si P S Cl Ar 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 4 K Ca Sc Ti V Cr Mn Fe Co Ni Cu Zn Ga Ge As Se Br Kr 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 5 Rb Sr Y Zr Nb Mo Tc Ru Rh Pd Ag Cd In Sn Sb Te I Xe 55 56 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 6 Cs Ba Hf Ta W Re Os Ir Pt Au Hg Tl Pb Bi Po At Rn 87 88 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 7 Fr Ra Rf Db Sg Bh Hs Mt Ds Rg Cn Uut Uuq Uup Uuh Uus Uuo 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 Lanthanides La Ce Pr Nd Pm Sm Eu Gd Tb Dy Ho Er Tm Yb Lu 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 Actinides Ac Th Pa U Np Pu Am Cm Bk Cf Es Fm Md No Lr
  • 19. acquire parse filter mine ENGINEERING represent DESIGN refine interact
  • 22. OMIT the NEEDLESS
  • 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.
  • 31. LIES, damn LIES, and STATISTICS
  • 32. 2007 2008 2009 2010 2011
  • 33. 2007 2008 2009 2010 2011 20% 20% 20% 20% 20%
  • 36. GESTALT PRINCIPLES of PERCEPTION (just google it later)
  • 37. RELATIONSHIPS PROXIMITY SIMILARITY ENCLOSURE CLOSURE CONTINUITY CONNECTION
  • 38. PROXIMITY SIMILARITY ENCLOSURE CONNECTION CONTINUITY CLOSURE
  • 42.
  • 43. COLOR
  • 44.
  • 45.
  • 46.
  • 48. SML BLUE GREEN RED http://en.wikipedia.org/wiki/Opponent_process
  • 49. vs vs http://en.wikipedia.org/wiki/Opponent_process
  • 50. DEUTERANOPIA “RED-GREEN COLORBLINDNESS” vs vs 1 IN 10 MALES http://en.wikipedia.org/wiki/Opponent_process
  • 51. vs vs http://en.wikipedia.org/wiki/Opponent_process
  • 52. ACTUALLY, vs vs vs http://en.wikipedia.org/wiki/Opponent_process
  • 53. CIE LAB COLORSPACE vs vs vs L a b http://en.wikipedia.org/wiki/Lab_color_space
  • 54. HSL HSV http://en.wikipedia.org/wiki/HSL_color_space
  • 55. CIELAB L* HSL L HSV V Images courtesy Wikipedia & Luc Viatour / www.Lucnix.be
  • 56. TL;DR COLOR SCIENCE GETS REAL DEEP, REAL FAST
  • 57. BREWER PALETTES http://colorbrewer2.org/
  • 58.
  • 61. emphasized normal 123 widgets sold normal 123 de-emphasized widgets sold
  • 62. ONCE or ONCE A DAY?
  • 63. 8 / 10
  • 65. old-style Early 2096 was… lining Early 2096 was…
  • 66. PROTIP LINING FIGURES JUST USE THEM
  • 67.
  • 68. proportional 1,002,982 8,239,871 9,242,853 TOTAL tabular 1,002,982 8,239,871 9,242,853 TOTAL
  • 70. you can show MUCH MORE data
  • 71. you can show TOO MUCH data
  • 74. NARRATIVE VISUALIZATION TELLING STORIES WITH DATA http://vis.stanford.edu/files/2010-Narrative-InfoVis.pdf
  • 76. figure 1 “THE MARTINI GLASS” GUIDED START EXPLORE NARRATIVE
  • 77. figure 1 “THE MARTINI GLASS” “THE TWIST” GUIDED WOW ADD LEDE DETAIL NARRATIVE
  • 78. figure 2 “THE INTERACTIVE SLIDESHOW” ABC 123 *@! http://vis.stanford.edu/files/2010-Narrative-InfoVis.pdf
  • 82. F R O M T H E P R O D U C E R S O F P Y C O N I DA N C E P T I O N
  • 83. O HAI IM ED WARD T UFTE
  • 84. ThN y! @idangazit & htp://gazit.me don’t be shy, come say hi!