SlideShare une entreprise Scribd logo
1  sur  61
Télécharger pour lire hors ligne
Visualizaci´n de Datos: Suficiencia y Excelencia
           o

              Reinaldo A Uribe Muriel

                Universidad de Los Andes


                 Febrero 16, 2010
Bosque   q
         q
         q
Bosque     q
           q
           q




               P1
  Heno



               P2
Tablas



               P3
Ladrillo
Bosque     q
           q
           q




               P1
  Heno



               P2
 Tablas



               P3
Ladrillo



               LF
Guarida
                    Soplaré
Bosque     q
           q
           q




               P1
  Heno



               P2
 Tablas



               P3
Ladrillo



               LF
Guarida
                    Soplaré   y soplaré
Bosque     q
           q
           q




               P1
  Heno



               P2
 Tablas



               P3
Ladrillo



               LF
Guarida
                    Soplaré   y soplaré   y soplaré
Bosque     q
           q
           q




               P1
  Heno



               P2
 Tablas



               P3
Ladrillo                                              X


               LF
Guarida
                    Soplaré   y soplaré   y soplaré
Rick Slusher. fastcompany.com
Randall Munroe. xkcd.com/657
Cantidad                                              Probabilidad
                               0,70




                               0,60




                               0,50




                               0,40

                    Heno
                    Madera                                                     Probabilidad
                    Ladrillo   0,30




                               0,20




                               0,10




                               0,00
                                          Éxito                      Fracaso




               Resultado
 1,2




  1




 0,8




 0,6
                                          Resultado




 0,4




 0,2




  0
           1    2                     3
El Tiempo, Enero 29 de 2011.
Ventas 2009 − Millones de pesos.

               0   50000   100000   150000   200000      250000



Crem Helado

     Mimo's

      Popsy

 La Campina

 New Brands

San Jeronimo

 Robin Hood

      Inalac

   La Palma

 Santa Clara
Compa˜´nıa   $Millones
Crem Helado      287834
       Popsy      37022
      Mimo’s      36380
 La Campi˜an      26702
 New Brands       10648
San Jer´nimo
       o            5237
 Robin Hood         4432
       Inalac       3405
    La Palma        2366
  Santa Clara       2215
Compa˜´nıa   $Millardos
Crem Helado            287
       Popsy            37
      Mimo’s            36
 La Campi˜an            27
 New Brands             11
San Jer´nimo
       o                 5
 Robin Hood              4
       Inalac            3
    La Palma             2
  Santa Clara            2
10
                                      12
                                           14
                                                                                16




             0
                 2
                     4
                         6
                             8
  CODENSA

      EPM

    CARIBE

      EPSA

      ESSA

      CHEC

    TOLIMA

    EMCALI
                                                AÑOS CON INFORMACIÓN




     HUILA

   CEDELCA

       EEP

   CEDENAR

     EDEQ

    ENERCA

     CETSA

   CARTAGO
                                                COSTO MEDIO 1998-2009 [$/kWh]




    ENELAR
                                                                                     Costo histórico planes de reducción de pérdidas




 PUTUMAYO

  GUAVIARE

B-PUTUMAYO

   EMEVASI
15
                                   ENELAR                    Caribe
                                                                             Huila
                                                                           CEDENAR



                                          EEP       CHEC
                                                    Tolima
Costo medio [$/kWh]

                      10
                                                                            EDEQ



                                                             EPM        ESSA
                                                               EMEVASI EMCALI
                                                                           Codensa
                                                                             EPSA
                                                                       Putumayo
                      5




                               ENERCA
                                                                           CEDELCA


                                      B−Putumayo

                                    CETSA                              Cartago

                               Guaviare                                     Promedio
                                                                            Promedio ponderado
                      0




                           0                    5                     10                  15

                                                Numero de Datos


                               (Anterior) Planes de Reducci´n de P´rdidas no T´cnicas
                                                           o      e           e
                                    de Energ´ El´ctrica. Resoluci´n CREG 184 de 2010.
                                            ıa e                 o
(Anterior) Censo General 2005 - Nivel Nacional
            Departamento Administrativo Nacional de Estad´
                                                         ıstica.




http://www.bite.ca/wp-content/uploads/2010/06/sad-cat.jpg
COUNTRY       SEX RATIO(MALE(S)/FEMALE)
   Colombia      at birth: 1.05 male(s)/female
                 under 15 years: 1.05 male(s)/female
                 15-64 years: 0.97 male(s)/female
                 65 years and over: 0.74 male(s)/female
                 total population: 0.98 male(s)/female

                                       CIA - The World Factbook//
www.cia.gov/library/publications/the-world-factbook/fields/2018
Revista Nota Uniandina, Noviembre 2010
Revista Contacto, Octubre 2010
Cierre de Cursos ABET, Enero 2011
ANDERSSON J. GÓMEZ MEDINA
200313593           TAREA 5 OPTIMIZACIÓN                             UNIVERSIDAD DE LOS ANDES
Considere la función:




    1. Grafique los contornos de f(x1,x2) = 0…10 para valores de ambas variables en

Código en Matlab usando la función contour de meshgrid.




La figura que se observa es:




                                                             Tarea IELE3006, Noviembre 29 2010
(x + 1)2 + (y + 1)2 = 1
Excel




      0
                1
                                        2




          0,5
                                  1,5
                                            2,5


  1
  5
  9
 13
 17
 21
 25
 29
 33
 37
 41
 45
 49
 53
 57
 61
 65
 69
 73
 77
 81
 85
 89
 93
 97
101
105
109
113
117
121
125
129
133
137
141
145
149
                                                          (x + 1)2 + (y + 1)2 = 1




153
157
161
165
169
173
177
181
185
189
193
197
201
                              x


                    y2
                         y1
Matlab




            0
                                          1
                                                                          2




                            0,5
                                                             1,5
                                                                                     2,5


        1
        5
        9
       13
       17
       21
       25
       29
       33
       37
       41
       45
       49
       53
       57
       61
       65
       69
       73
       77
       81
       85
       89
       93
       97
      101
      105
      109
      113
      117
      121
      125
      129
      133
      137
      141
      145
      149
                                                                                                    (x + 1)2 + (y + 1)2 = 1




      153
      157
      161
      165
      169
      173
      177
      181
      185
      189
      193
      197
      201
                                                        x


                                              y2
                                                   y1




  0
                                                   1
                                                                                     2




                0.2
                      0.4
                                  0.6
                                        0.8
                                                            1.2
                                                                   1.4
                                                                         1.6
                                                                               1.8




0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
2
(x + 1)2 + (y + 1)2 = 1
R


       2,5                                                                                          2

                                                                                                1.8

        2
                                                                                                1.6

                                                                                                1.4

       1,5
                                                                                                1.2
                                                                               x
                                                                               y1                   1
                                                                               y2
        1
                                                                                                0.8

                                                                                                0.6
       0,5
                                                                                                0.4

                                                                                                0.2
        0
               1
               5
               9
              13
              17
              21
              25
              29
              33
              37
              41
              45
              49
              53
              57
              61
              65
              69
              73
              77
              81
              85
              89
              93
              97
             101
             105
             109
             113
             117
             121
             125
             129
             133
             137
             141
             145
             149
             153
             157
             161
             165
             169
             173
             177
             181
             185
             189
             193
             197
             201
                                                                                                    0
                                                                                                        0      0.2         0.4   0.6   0.8   1   1.2   1.4   1.6   1.8   2
                       2.0




                                                                  qqq
                                                                      qqqqqqqqqqq
                                                                     qqqqqqqqqqqq
                                                                     qqqqqqqqqqqq
                                                                qqqqq
                                                                 qqq             qq
                                                                                  qq
                                                                                  qq
                                                               qq
                                                               qq                   qq
                                                                                    qq
                                                                                     qq
                                                             qq
                                                             qq
                                                            qq                        qq
                                                                                       qq
                                                                                       qq
                                                           qq
                                                          qq
                                                          qq                             q
                                                                                         qq
                                                        qq
                                                         q                                qq
                                                                                           q
                                                       q
                                                       qq                                   q
                                                                                            qq
                                                     qq
                                                      q                                      qq
                                                                                              q
                                                    q
                                                    qq                                         q
                                                                                               qq
                                                   q
                                                   q                                            qq
                                                  q
                                                  q                                              qq
                       1.8




                                                 q
                                                 q                                                qq
                                                q
                                                q                                                  qq
                                               q
                                               q                                                    qq
                                              q
                                              q                                                      qq
                                             q
                                             q                                                        qq
                                            q
                                            q                                                          qq
                                           q
                                           q                                                            qq
                                          q
                                          q                                                              qq
                                         q
                                         q                                                                qq
                                        q
                                        q                                                                  qq
                                       q                                                                    q
                       1.6




                                       q                                                                     q
                                      q                                                                      q
                                      q                                                                       q
                                     q                                                                        q
                                     q                                                                         q
                                    q                                                                          q
                                    q                                                                           q
                                   q                                                                            q
                  y1




                                   q                                                                             q
                                  q                                                                              q
                                  q                                                                               q
                                 q                                                                                q
                       1.4




                                 q                                                                                 q
                                q                                                                                  q
                                q                                                                                   q
                               q                                                                                    q
                               q                                                                                     q
                              q                                                                                      q
                              q                                                                                       q
                       1.2




                              q                                                                                      q

                              q                                                                                       q
                       1.0




                             q                                                                                        q



                             0.0
                              q
                                                 0.5                    1.0                   1.5                    2.0
                                                                                                                      q

                              q                                                                                      q
                                                                         x
                              q                                                                                      q
                              q                                                                                      q
Suficiencia T´cnica
            e




      Bosque     q
                 q
                 q




                     P1
        Heno



                     P2
       Tablas



                     P3
      Ladrillo                                              X


                     LF
      Guarida
                          Soplaré   y soplaré   y soplaré
Suficiencia T´cnica
            e




                                                                                       Bosque
                                                                                         qq
                                                                                          q
                                                                                          q
                                                                                          q
                                                                                          q
                                                                                         qq




                                                                                   4
                                                                                          q
                                                                                          q
                                                                                         qq
                                                                                          qq
                                                                                          qq
                                                                                          q
                                                                                          qq
                                                                                          qq
                                                                                          q
                                                                                          qq
                                                                                          qq
      Bosque     q
                 q
                 q                                                                        qq
                                                                                           q
                                                                                          qq
                                                                                           q
                                                                                          qq
                                                                                           q
                                                                                           qq
                                                                                           q
                                                                                           qq
                                                                                           q
                                                                                           q
                                                                                           qq
                                                                                            q
                                                                                           qq
                                                                                            q
                                                                                           qq
                                                                                            q
                                                                                           qq
                                                                                            q qqqqqqqqqqqqq
                                                                                           q qqqqqqqqqqqqqq
                                                                                            q qqqq1qqqqqqqqq
                                                                                        Heno P




                                                                c(3.95, 4, 4.05)
                                                                                            q qqqqqqqqqqqqqq
                                                                                            q qqqqqqqqqqqqqq
                                                                                               q q
                                                                                            q qqqqqqqqqqqqq




                                                                                   3
                                                                                                              qqq
                                                                                                            qqqq
                                                                                                             qqqq
                                                                                                             qqq
                                                                                                             qqq
                                                                                                              qq
                                                                                                            q qq
                     P1                                                                     q
                                                                                            q
                                                                                            qq             qq qq
                                                                                                            q q  q
        Heno                                                                                qq
                                                                                             q             q
                                                                                                           q     q
                                                                                                                 qq
                                                                                                                  q
                                                                                            qq
                                                                                             q
                                                                                             q             q     q
                                                                                                                 qq
                                                                                                                  q
                                                                                            qq
                                                                                            qq            q
                                                                                                          q       q
                                                                                                                  q
                                                                                                                 qq
                                                                                            qqq           q
                                                                                                          q
                                                                                                          q      qqq
                                                                                                          q      qqqqqqqq
                                                                                             qqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
                                                                                             qqqqqqqqqqqqqqqqqqqqqqqq
                                                                                                                    qqqqqqq
                                                                                                                    qqqqqq
                                                                                       Tablas P           q
                                                                                               qqqqqqqqqqqqqqqqqqqqqq
                                                                                                                  q qqqqqqq
                                                                                               qqqqqqqqqqqqqqqqqqqqqq
                                                                                               qqqqqqqqqqqqqqqqqqqqqqqqqqqq
                                                                                                qqqqqqqqqqqqqqqqqqqqqq      q




                                                                                   2
                                                                                             q
                                                                                             q     2     q
                                                                                                         q
                                                                                                         q        q        qq
                                                                                                                          qq
                                                                                                                            q
                                                                                                                          qqq
                                                                                                                           qq
                                                                                                                           qq
                                                                                                                            qq
                     P2                                                                      q
                                                                                             q           q
                                                                                                         q        q       qq
                                                                                                                          q q
                                                                                                                              q
                                                                                                                              q
                                                                                                                              q
                                                                                             q           q               q q
                                                                                                                         q q
       Tablas                                                                                 q
                                                                                              q         qq        q      q q
                                                                                                                         q qq
                                                                                                                              q
                                                                                                                              q
                                                                                                                              q
                                                                                              q
                                                                                              q
                                                                                              q         q
                                                                                                        q         q      q qq qq
                                                                                                                               q
                                                                                                                         q qqqqqqqqqq
                                                                                                                               qqqqqqqqq
                                                                                              q         q         q      q qqqqqqqqqq
                                                                                               qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
                                                                                               qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqq
                                                                                                                                qqqqqqqqq
                                                                                                                                qqqqqqqq
                                                                                       Ladrillo P       q               q qqqqqqqqqq
                                                                                               qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
                                                                                                                         q
                                                                                               qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqq
                                                                                                                                qqqqqqqq
                                                                                                                                 qqqqqqqq
                                                                                                                               qqqqqqqqq
                                                                                                qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
                                                                                                qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq
                                                                                                        q                        qqqqqqqq




                                                                                   1
                                                                                                   3 q
                                                                                                       q
                                                                                                       q
                                                                                                        q         q
                                                                                                                   q    q
                                                                                                                        q
                                                                                                                              q
                                                                                                                              q
                                                                                                                                    Xq
                                                                                                                                     q
                                                                                                                                      qq
                                                                                                                                      qq
                                                                                                                                       qq
                                                                                                                                       qq
                                                                                                                                       qq
                                                                                                                                      qq
                                                                                                       q
                                                                                                       q           q q  q
                                                                                                                        q     q      q
                                                                                                                                     q
                     P3                                                                                q
                                                                                                       q           q q  q      q
                                                                                                                               q    q
                                                                                                                                    q
      Ladrillo                                                                                        q            q q
                                                                                                                   q q         q
                                                                                                                               q q  q
                                                                                                                                    q
                                                            X                                         q
                                                                                                      q
                                                                                                      q            q q
                                                                                                                   q q
                                                                                                                   q q         q q
                                                                                                                               q q
                                                                                                qqqqq
                                                                                                qqqqq
                                                                                                qqqqq
                                                                                                     q
                                                                                                     q              qqq
                                                                                                                    qq
                                                                                                                     qq
                                                                                                                               q q
                                                                                                                                qqq
                                                                                                                                qqqq
                                                                                       Guarida LF
                                                                                                qqqqq
                                                                                                 qqqq
                                                                                                 qqqq                qq
                                                                                                                    qq
                                                                                                                     qq         qq
                                                                                                                                 qq
                                                                                                                                 qq
                                                                                                                                 qq




                                                                                   0
                                                                                                          Soplaré soplarésoplaré
                                                                                                                y      y
                     LF
      Guarida
                          Soplaré   y soplaré   y soplaré
                                                                                          0         1         2          3          4

                                                                                               c(−0.05, −0.05, −0.05)
Suficiencia T´cnica
            e

                 1500




                                   q
                 1000
    Precio ($)

                 500




                          q                 q
                 0




                        huevo    leche     pan

                                Producto
Suficiencia T´cnica
            e

                 1500




                                                              1500
                                   q                                                     q
                 1000




                                                              1000
    Precio ($)




                                                 Precio ($)
                 500




                                                              500
                          q                 q                          q        q
                 0




                        huevo    leche     pan                0      bread     egg      milk

                                Producto                                     Producto
Suficiencia T´cnica
            e




                     Cierre de Cursos ABET, Enero 2011
Suficiencia T´cnica
            e




                     Kovas Boguta. www.kovasboguta.com/
´
Elementos Eticos y Cr´
                     ıticos
Correlaci´n y causaci´n
         o           o
´
Elementos Eticos y Cr´
                     ıticos
Correlaci´n y causaci´n
         o           o




                                                                      q
                                                                     Crem
                                       100000 150000 200000 250000
    Ventas 2009 − Millones de pesos.

                                       50000




                                                                                 Mimo's
                                                                                    q
                                                                             q            La Campina
                                                                            Popsy             q

                                                                                                   San Jeronimo
                                                                                                        q             Inalac de Colombia            Helados Finos Santa Clara
                                                                                                        q
                                                                                                  New Brands S.A               q                     q              q
                                       0




                                                                                                                      Lacteos Robin Hood   Distribuidora La Palma


                                                                             5                    10                    15                          20                          25

                                                                                                       Letras en el nombre
´
Elementos Eticos y Cr´
                     ıticos
Inflaci´n per capita
      o




   ¿Cu´l es la pel´
      a           ıcula m´s exitosa de todos los tiempos?
                         a
´
Elementos Eticos y Cr´
                     ıticos
Inflaci´n per capita
      o




   ¿Cu´l es la pel´
      a           ıcula m´s exitosa de todos los tiempos?
                         a

                Title             Year   Adj. Gross     Gross    $/Ticket
                                             U$Mill    U$Mill
       Gone with the Wind        1939         1618       199         0.23
           Star Wars             1977         1427       460          223
             Avatar              2009          779       761         7.50
            Titanic              1997         1028       601         4.59

                        (Datos para Estados Unidos) boxofficemojo.com/alltime
´
Elementos Eticos y Cr´
                     ıticos
Inflaci´n per capita
      o




        William Playfair. The Commercial and Political Atlas: Representing, by means of
    stained copper-plate charts, the progress of the commerce, revenues, expenditure, and
            debts of England, during the whole of the eighteenth century. London, 1801.
´
Elementos Eticos y Cr´
                     ıticos
Propaganda!




                        www.salon.com/march97/tufte970310.html
´
Elementos Eticos y Cr´
                     ıticos
Propaganda!




              http://www.streetgangs.com/homicides/homicidechart.html
Hacia la excelencia.
Informaci´n nueva, forma antigua.
         o




                                    Jessica Hagy. thisisindexed.com
Hacia la excelencia.
Informaci´n nueva, forma antigua.
         o




          Public Domain. en.wikipedia.org/wiki/File:Mandelset_hires.png
Hacia la excelencia.
Informaci´n nueva, forma antigua.
         o




        TD Architects. td-architects.eu/oldsite/projectswalledworld.htm
Hacia la excelencia.
Informaci´n nueva, forma antigua.
         o




                                    Trololo
Hacia la excelencia.
Informaci´n nueva, forma antigua.
         o




                                    Trololo




                                       Ty Devries. somethingofthatilk.com
Hacia la excelencia.
Informaci´n nueva, forma antigua.
         o




                                                    Paul Butler - Facebook.
                    http://www.facebook.com/notes/facebook-engineering/
                                    visualizing-friendships/469716398919
Hacia la excelencia.
Informaci´n antigua, forma nueva.
         o




                The New York Times. nytimes.com/interactive/2010/09/27/
Hacia la excelencia.
Informaci´n antigua, forma nueva.
         o




                             Star Size Comparison
Hacia la excelencia.
Informaci´n antigua, forma nueva.
         o




       Herman Chernoff. ”The Use of Faces to Represent Points in K-Dimensional
         Space Graphically”. Journal of the American Statistical Association, 1973
Hacia la excelencia.
Informaci´n antigua, forma nueva.
         o




                       mozzarellapoppy.deviantart.com via flowingdata.com
Hacia la excelencia.
Informaci´n antigua, forma nueva.
         o




                            Autor desconocido. Tomadas de jazarah.net/blog/
Hacia la excelencia.
Informaci´n antigua, forma nueva.
         o




                                    David Honnorat. blog.vodkaster.com
Hacia la excelencia.
Informaci´n antigua, forma nueva.
         o
Hacia la excelencia.
Informaci´n nueva, forma nueva.
         o




                                  Notabilia
Hacia la excelencia.
Informaci´n nueva, forma nueva.
         o




                                  Eigenfactor
Hacia la excelencia.
Informaci´n nueva, forma nueva.
         o




                                  We feel fine.
Hacia la excelencia.
Informaci´n nueva, forma nueva.
         o




                                  Feltron Report
Hacia la excelencia.
Informaci´n nueva, forma nueva.
         o




                   Chad Hagen. Nonsensical Infographic No. 4. www.20x200.com
Hacia la excelencia.
Un ideal.




                       Gapminder
En conclusi´n.
           o
Un rega˜o
       n




      Charles Joseph Minard, 1869. en.wikipedia.org/wiki/File:Minard.png
Muchas gracias.
r-uribe@uniandes.edu.co




                                                      Randall Munroe. xkcd.com/657




   Galletas estad´
                 ısticas originalmente “Statistiekkoekjes”, St´phanie’s Koekjes en
                                                              e
   taartjes.
   http://koekjesentaartjes.blogspot.com/2011/01/statistiekkoekjes.html

Contenu connexe

Dernier

ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.MaryamAhmad92
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104misteraugie
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxAreebaZafar22
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docxPoojaSen20
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...Nguyen Thanh Tu Collection
 
Role Of Transgenic Animal In Target Validation-1.pptx
Role Of Transgenic Animal In Target Validation-1.pptxRole Of Transgenic Animal In Target Validation-1.pptx
Role Of Transgenic Animal In Target Validation-1.pptxNikitaBankoti2
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxVishalSingh1417
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...christianmathematics
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhikauryashika82
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.christianmathematics
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.pptRamjanShidvankar
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxDenish Jangid
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibitjbellavia9
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfAyushMahapatra5
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 

Dernier (20)

ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.ICT role in 21st century education and it's challenges.
ICT role in 21st century education and it's challenges.
 
Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104Nutritional Needs Presentation - HLTH 104
Nutritional Needs Presentation - HLTH 104
 
ICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptxICT Role in 21st Century Education & its Challenges.pptx
ICT Role in 21st Century Education & its Challenges.pptx
 
PROCESS RECORDING FORMAT.docx
PROCESS      RECORDING        FORMAT.docxPROCESS      RECORDING        FORMAT.docx
PROCESS RECORDING FORMAT.docx
 
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
TỔNG ÔN TẬP THI VÀO LỚP 10 MÔN TIẾNG ANH NĂM HỌC 2023 - 2024 CÓ ĐÁP ÁN (NGỮ Â...
 
Role Of Transgenic Animal In Target Validation-1.pptx
Role Of Transgenic Animal In Target Validation-1.pptxRole Of Transgenic Animal In Target Validation-1.pptx
Role Of Transgenic Animal In Target Validation-1.pptx
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Unit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptxUnit-V; Pricing (Pharma Marketing Management).pptx
Unit-V; Pricing (Pharma Marketing Management).pptx
 
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
Explore beautiful and ugly buildings. Mathematics helps us create beautiful d...
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in DelhiRussian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
Russian Escort Service in Delhi 11k Hotel Foreigner Russian Call Girls in Delhi
 
This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.This PowerPoint helps students to consider the concept of infinity.
This PowerPoint helps students to consider the concept of infinity.
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Application orientated numerical on hev.ppt
Application orientated numerical on hev.pptApplication orientated numerical on hev.ppt
Application orientated numerical on hev.ppt
 
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptxBasic Civil Engineering first year Notes- Chapter 4 Building.pptx
Basic Civil Engineering first year Notes- Chapter 4 Building.pptx
 
Sociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning ExhibitSociology 101 Demonstration of Learning Exhibit
Sociology 101 Demonstration of Learning Exhibit
 
Class 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdfClass 11th Physics NEET formula sheet pdf
Class 11th Physics NEET formula sheet pdf
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024Mehran University Newsletter Vol-X, Issue-I, 2024
Mehran University Newsletter Vol-X, Issue-I, 2024
 

En vedette

2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by HubspotMarius Sescu
 
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTExpeed Software
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsPixeldarts
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthThinkNow
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfmarketingartwork
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024Neil Kimberley
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)contently
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024Albert Qian
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsKurio // The Social Media Age(ncy)
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Search Engine Journal
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summarySpeakerHub
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next Tessa Mero
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentLily Ray
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best PracticesVit Horky
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project managementMindGenius
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...RachelPearson36
 

En vedette (20)

2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot2024 State of Marketing Report – by Hubspot
2024 State of Marketing Report – by Hubspot
 
Everything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPTEverything You Need To Know About ChatGPT
Everything You Need To Know About ChatGPT
 
Product Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage EngineeringsProduct Design Trends in 2024 | Teenage Engineerings
Product Design Trends in 2024 | Teenage Engineerings
 
How Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental HealthHow Race, Age and Gender Shape Attitudes Towards Mental Health
How Race, Age and Gender Shape Attitudes Towards Mental Health
 
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdfAI Trends in Creative Operations 2024 by Artwork Flow.pdf
AI Trends in Creative Operations 2024 by Artwork Flow.pdf
 
Skeleton Culture Code
Skeleton Culture CodeSkeleton Culture Code
Skeleton Culture Code
 
PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024PEPSICO Presentation to CAGNY Conference Feb 2024
PEPSICO Presentation to CAGNY Conference Feb 2024
 
Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)Content Methodology: A Best Practices Report (Webinar)
Content Methodology: A Best Practices Report (Webinar)
 
How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024How to Prepare For a Successful Job Search for 2024
How to Prepare For a Successful Job Search for 2024
 
Social Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie InsightsSocial Media Marketing Trends 2024 // The Global Indie Insights
Social Media Marketing Trends 2024 // The Global Indie Insights
 
Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024Trends In Paid Search: Navigating The Digital Landscape In 2024
Trends In Paid Search: Navigating The Digital Landscape In 2024
 
5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary5 Public speaking tips from TED - Visualized summary
5 Public speaking tips from TED - Visualized summary
 
ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd ChatGPT and the Future of Work - Clark Boyd
ChatGPT and the Future of Work - Clark Boyd
 
Getting into the tech field. what next
Getting into the tech field. what next Getting into the tech field. what next
Getting into the tech field. what next
 
Google's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search IntentGoogle's Just Not That Into You: Understanding Core Updates & Search Intent
Google's Just Not That Into You: Understanding Core Updates & Search Intent
 
How to have difficult conversations
How to have difficult conversations How to have difficult conversations
How to have difficult conversations
 
Introduction to Data Science
Introduction to Data ScienceIntroduction to Data Science
Introduction to Data Science
 
Time Management & Productivity - Best Practices
Time Management & Productivity -  Best PracticesTime Management & Productivity -  Best Practices
Time Management & Productivity - Best Practices
 
The six step guide to practical project management
The six step guide to practical project managementThe six step guide to practical project management
The six step guide to practical project management
 
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...
 

Visualización: Suficiencia y Excelencia.

  • 1. Visualizaci´n de Datos: Suficiencia y Excelencia o Reinaldo A Uribe Muriel Universidad de Los Andes Febrero 16, 2010
  • 2. Bosque q q q
  • 3. Bosque q q q P1 Heno P2 Tablas P3 Ladrillo
  • 4. Bosque q q q P1 Heno P2 Tablas P3 Ladrillo LF Guarida Soplaré
  • 5. Bosque q q q P1 Heno P2 Tablas P3 Ladrillo LF Guarida Soplaré y soplaré
  • 6. Bosque q q q P1 Heno P2 Tablas P3 Ladrillo LF Guarida Soplaré y soplaré y soplaré
  • 7. Bosque q q q P1 Heno P2 Tablas P3 Ladrillo X LF Guarida Soplaré y soplaré y soplaré
  • 10. Cantidad Probabilidad 0,70 0,60 0,50 0,40 Heno Madera Probabilidad Ladrillo 0,30 0,20 0,10 0,00 Éxito Fracaso Resultado 1,2 1 0,8 0,6 Resultado 0,4 0,2 0 1 2 3
  • 11. El Tiempo, Enero 29 de 2011.
  • 12. Ventas 2009 − Millones de pesos. 0 50000 100000 150000 200000 250000 Crem Helado Mimo's Popsy La Campina New Brands San Jeronimo Robin Hood Inalac La Palma Santa Clara
  • 13. Compa˜´nıa $Millones Crem Helado 287834 Popsy 37022 Mimo’s 36380 La Campi˜an 26702 New Brands 10648 San Jer´nimo o 5237 Robin Hood 4432 Inalac 3405 La Palma 2366 Santa Clara 2215
  • 14. Compa˜´nıa $Millardos Crem Helado 287 Popsy 37 Mimo’s 36 La Campi˜an 27 New Brands 11 San Jer´nimo o 5 Robin Hood 4 Inalac 3 La Palma 2 Santa Clara 2
  • 15. 10 12 14 16 0 2 4 6 8 CODENSA EPM CARIBE EPSA ESSA CHEC TOLIMA EMCALI AÑOS CON INFORMACIÓN HUILA CEDELCA EEP CEDENAR EDEQ ENERCA CETSA CARTAGO COSTO MEDIO 1998-2009 [$/kWh] ENELAR Costo histórico planes de reducción de pérdidas PUTUMAYO GUAVIARE B-PUTUMAYO EMEVASI
  • 16. 15 ENELAR Caribe Huila CEDENAR EEP CHEC Tolima Costo medio [$/kWh] 10 EDEQ EPM ESSA EMEVASI EMCALI Codensa EPSA Putumayo 5 ENERCA CEDELCA B−Putumayo CETSA Cartago Guaviare Promedio Promedio ponderado 0 0 5 10 15 Numero de Datos (Anterior) Planes de Reducci´n de P´rdidas no T´cnicas o e e de Energ´ El´ctrica. Resoluci´n CREG 184 de 2010. ıa e o
  • 17.
  • 18. (Anterior) Censo General 2005 - Nivel Nacional Departamento Administrativo Nacional de Estad´ ıstica. http://www.bite.ca/wp-content/uploads/2010/06/sad-cat.jpg
  • 19. COUNTRY SEX RATIO(MALE(S)/FEMALE) Colombia at birth: 1.05 male(s)/female under 15 years: 1.05 male(s)/female 15-64 years: 0.97 male(s)/female 65 years and over: 0.74 male(s)/female total population: 0.98 male(s)/female CIA - The World Factbook// www.cia.gov/library/publications/the-world-factbook/fields/2018
  • 20. Revista Nota Uniandina, Noviembre 2010
  • 22. Cierre de Cursos ABET, Enero 2011
  • 23. ANDERSSON J. GÓMEZ MEDINA 200313593 TAREA 5 OPTIMIZACIÓN UNIVERSIDAD DE LOS ANDES Considere la función: 1. Grafique los contornos de f(x1,x2) = 0…10 para valores de ambas variables en Código en Matlab usando la función contour de meshgrid. La figura que se observa es: Tarea IELE3006, Noviembre 29 2010
  • 24. (x + 1)2 + (y + 1)2 = 1
  • 25. Excel 0 1 2 0,5 1,5 2,5 1 5 9 13 17 21 25 29 33 37 41 45 49 53 57 61 65 69 73 77 81 85 89 93 97 101 105 109 113 117 121 125 129 133 137 141 145 149 (x + 1)2 + (y + 1)2 = 1 153 157 161 165 169 173 177 181 185 189 193 197 201 x y2 y1
  • 26. Matlab 0 1 2 0,5 1,5 2,5 1 5 9 13 17 21 25 29 33 37 41 45 49 53 57 61 65 69 73 77 81 85 89 93 97 101 105 109 113 117 121 125 129 133 137 141 145 149 (x + 1)2 + (y + 1)2 = 1 153 157 161 165 169 173 177 181 185 189 193 197 201 x y2 y1 0 1 2 0.2 0.4 0.6 0.8 1.2 1.4 1.6 1.8 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2
  • 27. (x + 1)2 + (y + 1)2 = 1 R 2,5 2 1.8 2 1.6 1.4 1,5 1.2 x y1 1 y2 1 0.8 0.6 0,5 0.4 0.2 0 1 5 9 13 17 21 25 29 33 37 41 45 49 53 57 61 65 69 73 77 81 85 89 93 97 101 105 109 113 117 121 125 129 133 137 141 145 149 153 157 161 165 169 173 177 181 185 189 193 197 201 0 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2 2.0 qqq qqqqqqqqqqq qqqqqqqqqqqq qqqqqqqqqqqq qqqqq qqq qq qq qq qq qq qq qq qq qq qq qq qq qq qq qq qq qq q qq qq q qq q q qq q qq qq q qq q q qq q qq q q qq q q qq 1.8 q q qq q q qq q q qq q q qq q q qq q q qq q q qq q q qq q q qq q q qq q q 1.6 q q q q q q q q q q q q q q q q y1 q q q q q q q q 1.4 q q q q q q q q q q q q q q 1.2 q q q q 1.0 q q 0.0 q 0.5 1.0 1.5 2.0 q q q x q q q q
  • 28. Suficiencia T´cnica e Bosque q q q P1 Heno P2 Tablas P3 Ladrillo X LF Guarida Soplaré y soplaré y soplaré
  • 29. Suficiencia T´cnica e Bosque qq q q q q qq 4 q q qq qq qq q qq qq q qq qq Bosque q q q qq q qq q qq q qq q qq q q qq q qq q qq q qq q qqqqqqqqqqqqq q qqqqqqqqqqqqqq q qqqq1qqqqqqqqq Heno P c(3.95, 4, 4.05) q qqqqqqqqqqqqqq q qqqqqqqqqqqqqq q q q qqqqqqqqqqqqq 3 qqq qqqq qqqq qqq qqq qq q qq P1 q q qq qq qq q q q Heno qq q q q q qq q qq q q q q qq q qq qq q q q q qq qqq q q q qqq q qqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqq qqqqqqq qqqqqq Tablas P q qqqqqqqqqqqqqqqqqqqqqq q qqqqqqq qqqqqqqqqqqqqqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqq q 2 q q 2 q q q q qq qq q qqq qq qq qq P2 q q q q q qq q q q q q q q q q q q Tablas q q qq q q q q qq q q q q q q q q q q qq qq q q qqqqqqqqqq qqqqqqqqq q q q q qqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqq qqqqqqqqq qqqqqqqq Ladrillo P q q qqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqq qqqqqqqq qqqqqqqq qqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq qqqqqqqqqqqqqqqqqqqqqqqqqqqqqqqq q qqqqqqqq 1 3 q q q q q q q q q q Xq q qq qq qq qq qq qq q q q q q q q q q P3 q q q q q q q q q Ladrillo q q q q q q q q q q X q q q q q q q q q q q q q qqqqq qqqqq qqqqq q q qqq qq qq q q qqq qqqq Guarida LF qqqqq qqqq qqqq qq qq qq qq qq qq qq 0 Soplaré soplarésoplaré y y LF Guarida Soplaré y soplaré y soplaré 0 1 2 3 4 c(−0.05, −0.05, −0.05)
  • 30. Suficiencia T´cnica e 1500 q 1000 Precio ($) 500 q q 0 huevo leche pan Producto
  • 31. Suficiencia T´cnica e 1500 1500 q q 1000 1000 Precio ($) Precio ($) 500 500 q q q q 0 huevo leche pan 0 bread egg milk Producto Producto
  • 32. Suficiencia T´cnica e Cierre de Cursos ABET, Enero 2011
  • 33. Suficiencia T´cnica e Kovas Boguta. www.kovasboguta.com/
  • 34. ´ Elementos Eticos y Cr´ ıticos Correlaci´n y causaci´n o o
  • 35. ´ Elementos Eticos y Cr´ ıticos Correlaci´n y causaci´n o o q Crem 100000 150000 200000 250000 Ventas 2009 − Millones de pesos. 50000 Mimo's q q La Campina Popsy q San Jeronimo q Inalac de Colombia Helados Finos Santa Clara q New Brands S.A q q q 0 Lacteos Robin Hood Distribuidora La Palma 5 10 15 20 25 Letras en el nombre
  • 36. ´ Elementos Eticos y Cr´ ıticos Inflaci´n per capita o ¿Cu´l es la pel´ a ıcula m´s exitosa de todos los tiempos? a
  • 37. ´ Elementos Eticos y Cr´ ıticos Inflaci´n per capita o ¿Cu´l es la pel´ a ıcula m´s exitosa de todos los tiempos? a Title Year Adj. Gross Gross $/Ticket U$Mill U$Mill Gone with the Wind 1939 1618 199 0.23 Star Wars 1977 1427 460 223 Avatar 2009 779 761 7.50 Titanic 1997 1028 601 4.59 (Datos para Estados Unidos) boxofficemojo.com/alltime
  • 38. ´ Elementos Eticos y Cr´ ıticos Inflaci´n per capita o William Playfair. The Commercial and Political Atlas: Representing, by means of stained copper-plate charts, the progress of the commerce, revenues, expenditure, and debts of England, during the whole of the eighteenth century. London, 1801.
  • 39. ´ Elementos Eticos y Cr´ ıticos Propaganda! www.salon.com/march97/tufte970310.html
  • 40. ´ Elementos Eticos y Cr´ ıticos Propaganda! http://www.streetgangs.com/homicides/homicidechart.html
  • 41. Hacia la excelencia. Informaci´n nueva, forma antigua. o Jessica Hagy. thisisindexed.com
  • 42. Hacia la excelencia. Informaci´n nueva, forma antigua. o Public Domain. en.wikipedia.org/wiki/File:Mandelset_hires.png
  • 43. Hacia la excelencia. Informaci´n nueva, forma antigua. o TD Architects. td-architects.eu/oldsite/projectswalledworld.htm
  • 44. Hacia la excelencia. Informaci´n nueva, forma antigua. o Trololo
  • 45. Hacia la excelencia. Informaci´n nueva, forma antigua. o Trololo Ty Devries. somethingofthatilk.com
  • 46. Hacia la excelencia. Informaci´n nueva, forma antigua. o Paul Butler - Facebook. http://www.facebook.com/notes/facebook-engineering/ visualizing-friendships/469716398919
  • 47. Hacia la excelencia. Informaci´n antigua, forma nueva. o The New York Times. nytimes.com/interactive/2010/09/27/
  • 48. Hacia la excelencia. Informaci´n antigua, forma nueva. o Star Size Comparison
  • 49. Hacia la excelencia. Informaci´n antigua, forma nueva. o Herman Chernoff. ”The Use of Faces to Represent Points in K-Dimensional Space Graphically”. Journal of the American Statistical Association, 1973
  • 50. Hacia la excelencia. Informaci´n antigua, forma nueva. o mozzarellapoppy.deviantart.com via flowingdata.com
  • 51. Hacia la excelencia. Informaci´n antigua, forma nueva. o Autor desconocido. Tomadas de jazarah.net/blog/
  • 52. Hacia la excelencia. Informaci´n antigua, forma nueva. o David Honnorat. blog.vodkaster.com
  • 53. Hacia la excelencia. Informaci´n antigua, forma nueva. o
  • 54. Hacia la excelencia. Informaci´n nueva, forma nueva. o Notabilia
  • 55. Hacia la excelencia. Informaci´n nueva, forma nueva. o Eigenfactor
  • 56. Hacia la excelencia. Informaci´n nueva, forma nueva. o We feel fine.
  • 57. Hacia la excelencia. Informaci´n nueva, forma nueva. o Feltron Report
  • 58. Hacia la excelencia. Informaci´n nueva, forma nueva. o Chad Hagen. Nonsensical Infographic No. 4. www.20x200.com
  • 59. Hacia la excelencia. Un ideal. Gapminder
  • 60. En conclusi´n. o Un rega˜o n Charles Joseph Minard, 1869. en.wikipedia.org/wiki/File:Minard.png
  • 61. Muchas gracias. r-uribe@uniandes.edu.co Randall Munroe. xkcd.com/657 Galletas estad´ ısticas originalmente “Statistiekkoekjes”, St´phanie’s Koekjes en e taartjes. http://koekjesentaartjes.blogspot.com/2011/01/statistiekkoekjes.html