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© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Analyzing organization e-mails in Near Real Time using
Hadoop Ecosystem tools
Big Data Spain 2015
Miguel Romero, Hadoop Architect (@donkelito)
Alberto de Santos, Data Scientist (@adesantossierra)
Analytics and Data Management, Enterprise Services
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Un trabajador feliz se
ausenta un 28,4% menos
Un trabajador feliz es un
22% más productivo que
uno infeliz
$100,0
00
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Hacerm
e su
amigo
¿Redes
sociales
?
¡Correo
de
empresa!
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
To/FromTo/From
AsuntoAsunto
ContenidoContenido
AdjuntosAdjuntos
¿Qué datos tengo?
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿Qué grupos he encontrado?
Entender quiénes
envían/reciben más emails
Usuarios más influyentes
Detectar grupos de redes y
entender sus
características
Analizar comunidades:
cómo se forman, cómo se
agregan integrantes
Detectar evangelizadores
Detectar expertos
Mezcla de comunidades
Hombres bisagra
Agregación multiescala
Normalized Cuts
Max-flow min-cut algorithm
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿De qué hablan en esas comunidades?
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿De qué hablan en esas comunidades?
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
¿De qué hablan en esas comunidades?
To/FromTo/From
AsuntoAsunto
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Online vs offline methods
Detección de
grupos
¿de qué se habla
en cada grupo?
Perfiles más
influyentes
Modelos
clasificación
Detección de
anomalías
Evolución de
conversaciones
Evolución de las
comunidades
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
© Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
Muchas gracias
Big Data Spain 2015
Miguel Romero (@donkelito)
Alberto de Santos (@adesantossierra)
Analytics and Data Management, Enterprise Services

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Analyzing organization e-mails in near real time using hadoop ecosystem tools by Miguel Romero & Alberto de Santos at Big Data Spain 2015

  • 1.
  • 2. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. Analyzing organization e-mails in Near Real Time using Hadoop Ecosystem tools Big Data Spain 2015 Miguel Romero, Hadoop Architect (@donkelito) Alberto de Santos, Data Scientist (@adesantossierra) Analytics and Data Management, Enterprise Services
  • 3. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
  • 4. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. Un trabajador feliz se ausenta un 28,4% menos Un trabajador feliz es un 22% más productivo que uno infeliz $100,0 00
  • 5. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
  • 6. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. Hacerm e su amigo ¿Redes sociales ? ¡Correo de empresa!
  • 7. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. To/FromTo/From AsuntoAsunto ContenidoContenido AdjuntosAdjuntos ¿Qué datos tengo?
  • 8. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. ¿Qué grupos he encontrado? Entender quiénes envían/reciben más emails Usuarios más influyentes Detectar grupos de redes y entender sus características Analizar comunidades: cómo se forman, cómo se agregan integrantes Detectar evangelizadores Detectar expertos Mezcla de comunidades Hombres bisagra Agregación multiescala Normalized Cuts Max-flow min-cut algorithm To/FromTo/From AsuntoAsunto
  • 9. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. ¿De qué hablan en esas comunidades? To/FromTo/From AsuntoAsunto
  • 10. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. ¿De qué hablan en esas comunidades? To/FromTo/From AsuntoAsunto
  • 11. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. ¿De qué hablan en esas comunidades? To/FromTo/From AsuntoAsunto
  • 12. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. Online vs offline methods Detección de grupos ¿de qué se habla en cada grupo? Perfiles más influyentes Modelos clasificación Detección de anomalías Evolución de conversaciones Evolución de las comunidades
  • 13. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice.
  • 14. © Copyright 2014 Hewlett-Packard Development Company, L.P. The information contained herein is subject to change without notice. Muchas gracias Big Data Spain 2015 Miguel Romero (@donkelito) Alberto de Santos (@adesantossierra) Analytics and Data Management, Enterprise Services