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Haciendo ciencia en
abierto
@jotegui
Máster en Biodiversidad, Paisajes y Gestión Sostenible - UNAV
Pamplona, 9 de Enero de 2014
Data
Science

Biogeografía

Informática de
Biodiversidad
90%
de la información global
creada en los últimos

2 años
Data Science

Fuente: Wikipedia
Comunicación
Análisis
Hipótesis
Detección de pautas
Visualización
Gestión de la información
Minería de datos
32.662, -1.336
42.24, -3.223
31.421, -4.23
32.662, -1.336
42.624, -3.23
-31.21, 4.23
32.662, -1.336
42.624, -3.223
31.41, -4.2
32.662, -1.336
42.624, 3.223
31.421, -4.23
32.662, -1.336
42.624, -3.23
31.41, -4.223
32.662, -1.336
42.624, -3.23
31.42, -4.223
32.662, -1.336
42.624, -3.223
31.421, -4.23
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.36
42.624, -3.223
31.421, -4.223
32.662, -1.36
42.624, -3.223
31.21, -4.223
32.662, -1.336
-42.624, 3.223
31.21, -4.223
32.662, -1.336
42.24, -3.223
31.421, -4.223
32.662, 1.336
42.4, -3.223
31.421, -4.223
32.62, -1.336

32.662, -1.336
42.624, -3.223
31.421, -4.223
32.662, -1.33
42.624, -3.223
31.41, -4.223
32.662, -1.36
42.624, -3.223
31.41, -4.223
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.662, -1.36
42.624, -3.223
31.21, -4.223
32.662, -1.336
42.624, -3.223
31.41, -4.223
32.662, -1.36
42.624, -3.223
31.421, -4.223
32.662, 1.336
42.624, -3.22
31.41, -4.223
32.662, -1.336
42.624, -3.22
31.21, -4.223
32.662, -1.336
42.624, -3.23
31.421, -4.2
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.36
42.624, -3.223
31.421, -4.223
32.62, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.336

12.369,
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33.120,
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33.120,
71.543,
12.369,
33.120,
71.543,
12.369,
33.120,
71.543,
71.543,

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-6.113
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-3.221
-6.113
-6.332
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-6.113
-6.332
-3.221
-3.221

32.662, -1.336
42.624, -3.223
31.421, -4.223
32.662, -1.33
42.624, -3.223
31.41, -4.223
32.662, -1.36
42.624, -3.223
31.41, -4.223
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.662, -1.36
42.624, -3.223
31.21, -4.223
32.662, -1.336
42.624, -3.223
31.41, -4.223
32.662, -1.36
42.624, -3.223
31.421, -4.223
32.662, 1.336
42.624, -3.22
31.41, -4.223
32.662, -1.336
42.624, -3.22
31.21, -4.223
32.662, -1.336
42.624, -3.23
31.421, -4.2
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.36
42.624, -3.223
31.421, -4.223
32.62, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.336

12.369,
33.120,
71.543,
12.369,
33.120,
71.543,
12.369,
33.120,
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12.369,
33.120,
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12.369,
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33.120,
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33.120,
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33.120,
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33.120,
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71.543,

-6.113
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-3.221

32.662, -1.336
42.624, -3.223
31.421, -4.223
32.662, -1.33
42.624, -3.223
31.41, -4.223
32.662, -1.36
42.624, -3.223
31.41, -4.223
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.662, -1.36
42.624, -3.223
31.21, -4.223
32.662, -1.336
42.624, -3.223
31.41, -4.223
32.662, -1.36
42.624, -3.223
31.421, -4.223
32.662, 1.336
42.624, -3.22
31.41, -4.223
32.662, -1.336
42.624, -3.22
31.21, -4.223
32.662, -1.336
42.624, -3.23
31.421, -4.2
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.36
42.624, -3.223
31.421, -4.223
32.62, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.336

32.662, -1.336
42.24, -3.223
31.421, -4.23
32.662, -1.336
42.624, -3.23
-31.21, 4.23
32.662, -1.336
42.624, -3.223
31.41, -4.2
32.662, -1.336
42.624, 3.223
31.421, -4.23
32.662, -1.336
42.624, -3.23
31.41, -4.223
32.662, -1.336
42.624, -3.23
31.42, -4.223
32.662, -1.336
42.624, -3.223
31.421, -4.23
32.662, -1.336
42.624, -3.223
31.421, -4.223
32.62, -1.36
42.624, -3.223
31.421, -4.223
32.662, -1.36
42.624, -3.223
31.21, -4.223
32.662, -1.336
-42.624, 3.223
31.21, -4.223
32.662, -1.336
42.24, -3.223
31.421, -4.223
32.662, 1.336
42.4, -3.223
31.421, -4.223
32.62, -1.336
Latitud

Longitud
Informática de Biodiversidad
¿Qué? ¿Dónde? ¿Cuándo?
Taxonomía, Espacio, Tiempo
Global Biodiversity
Information Facility
Free and open access to
biodiversity data
http://www.gbif.org
420x106
registros

Fuente: GBIF newsletter
Fuente: GBIF newsletter
Biogeografía
http://www.mappinglife.org
http://www.mappinglife.org
http://www.mappinglife.org
Sinonimia

Nombres vernáculos

Pautas temporales

Calidad de datos

Aplicación móvil
Fuente: Mayor et al., 2013
Sistema
operativo
(Linux)

Navegador
(Firefox)

Ofimática
(LibreOffice)

Comunicaciones
(Pidgin)

Estadística
(R)

SIG
(Quantum GIS)

Edición de
imagen
(GIMP)

Edición de audio
(Audacity)
http://www.gbif.org
http://www.datadryad.org
“[Luxury journals] know scarcity stokes demand, so they
artificially restrict the number of papers they accept.”
“A paper can become highly cited because it is good science – or
because it is eye-catching, provocative, or wrong.”
“[Luxury journals] accept papers that will make waves because
they explore sexy subjects or make challenging claims. This
influences the science that scientists do.”
“The lure of the luxury journal can encourage the cutting of
corners, and contribute to the escalating number of papers that
are retracted as flawed or fraudulent.”
“Just as Wall Street needs to break the hold of bonus culture, so
science must break the tyranny of the luxury journals.”
http://www.huffingtonpost.com/a-townsend-peterson/

Science is a communal, cooperative enterprise in which
information, knowledge, data, and ideas are shared openly and
broadly
¡Gracias!
@jotegui
Máster en Biodiversidad, Paisajes y Gestión Sostenible - UNAV
Pamplona, 9 de Enero de 2014

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Haciendo Ciencia en Abierto / Making Open Science

  • 1. Haciendo ciencia en abierto @jotegui Máster en Biodiversidad, Paisajes y Gestión Sostenible - UNAV Pamplona, 9 de Enero de 2014
  • 3.
  • 4. 90% de la información global creada en los últimos 2 años
  • 6.
  • 8.
  • 9. 32.662, -1.336 42.24, -3.223 31.421, -4.23 32.662, -1.336 42.624, -3.23 -31.21, 4.23 32.662, -1.336 42.624, -3.223 31.41, -4.2 32.662, -1.336 42.624, 3.223 31.421, -4.23 32.662, -1.336 42.624, -3.23 31.41, -4.223 32.662, -1.336 42.624, -3.23 31.42, -4.223 32.662, -1.336 42.624, -3.223 31.421, -4.23 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.36 42.624, -3.223 31.421, -4.223 32.662, -1.36 42.624, -3.223 31.21, -4.223 32.662, -1.336 -42.624, 3.223 31.21, -4.223 32.662, -1.336 42.24, -3.223 31.421, -4.223 32.662, 1.336 42.4, -3.223 31.421, -4.223 32.62, -1.336 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.662, -1.33 42.624, -3.223 31.41, -4.223 32.662, -1.36 42.624, -3.223 31.41, -4.223 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.662, -1.36 42.624, -3.223 31.21, -4.223 32.662, -1.336 42.624, -3.223 31.41, -4.223 32.662, -1.36 42.624, -3.223 31.421, -4.223 32.662, 1.336 42.624, -3.22 31.41, -4.223 32.662, -1.336 42.624, -3.22 31.21, -4.223 32.662, -1.336 42.624, -3.23 31.421, -4.2 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.36 42.624, -3.223 31.421, -4.223 32.62, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.336 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 71.543, -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -3.221 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.662, -1.33 42.624, -3.223 31.41, -4.223 32.662, -1.36 42.624, -3.223 31.41, -4.223 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.662, -1.36 42.624, -3.223 31.21, -4.223 32.662, -1.336 42.624, -3.223 31.41, -4.223 32.662, -1.36 42.624, -3.223 31.421, -4.223 32.662, 1.336 42.624, -3.22 31.41, -4.223 32.662, -1.336 42.624, -3.22 31.21, -4.223 32.662, -1.336 42.624, -3.23 31.421, -4.2 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.36 42.624, -3.223 31.421, -4.223 32.62, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.336 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 12.369, 33.120, 71.543, 71.543, -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -6.113 -6.332 -3.221 -3.221 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.662, -1.33 42.624, -3.223 31.41, -4.223 32.662, -1.36 42.624, -3.223 31.41, -4.223 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.662, -1.36 42.624, -3.223 31.21, -4.223 32.662, -1.336 42.624, -3.223 31.41, -4.223 32.662, -1.36 42.624, -3.223 31.421, -4.223 32.662, 1.336 42.624, -3.22 31.41, -4.223 32.662, -1.336 42.624, -3.22 31.21, -4.223 32.662, -1.336 42.624, -3.23 31.421, -4.2 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.36 42.624, -3.223 31.421, -4.223 32.62, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.336 32.662, -1.336 42.24, -3.223 31.421, -4.23 32.662, -1.336 42.624, -3.23 -31.21, 4.23 32.662, -1.336 42.624, -3.223 31.41, -4.2 32.662, -1.336 42.624, 3.223 31.421, -4.23 32.662, -1.336 42.624, -3.23 31.41, -4.223 32.662, -1.336 42.624, -3.23 31.42, -4.223 32.662, -1.336 42.624, -3.223 31.421, -4.23 32.662, -1.336 42.624, -3.223 31.421, -4.223 32.62, -1.36 42.624, -3.223 31.421, -4.223 32.662, -1.36 42.624, -3.223 31.21, -4.223 32.662, -1.336 -42.624, 3.223 31.21, -4.223 32.662, -1.336 42.24, -3.223 31.421, -4.223 32.662, 1.336 42.4, -3.223 31.421, -4.223 32.62, -1.336
  • 13. Global Biodiversity Information Facility Free and open access to biodiversity data http://www.gbif.org
  • 21.
  • 22. Fuente: Mayor et al., 2013
  • 23.
  • 24.
  • 26.
  • 27.
  • 30.
  • 31.
  • 32. “[Luxury journals] know scarcity stokes demand, so they artificially restrict the number of papers they accept.” “A paper can become highly cited because it is good science – or because it is eye-catching, provocative, or wrong.” “[Luxury journals] accept papers that will make waves because they explore sexy subjects or make challenging claims. This influences the science that scientists do.” “The lure of the luxury journal can encourage the cutting of corners, and contribute to the escalating number of papers that are retracted as flawed or fraudulent.” “Just as Wall Street needs to break the hold of bonus culture, so science must break the tyranny of the luxury journals.”
  • 33. http://www.huffingtonpost.com/a-townsend-peterson/ Science is a communal, cooperative enterprise in which information, knowledge, data, and ideas are shared openly and broadly
  • 34.
  • 35.
  • 36.
  • 37. ¡Gracias! @jotegui Máster en Biodiversidad, Paisajes y Gestión Sostenible - UNAV Pamplona, 9 de Enero de 2014