Echtzeit-Analyse von Social Media Daten mit Jedox und GPU-beschleunigten OLAP Datenbanken

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1 Echtzeit-Analyse von Social Media Daten mit Jedox und GPU-beschleunigten OLAP Datenbanken Peter Strohm, Offenburg,

2 Jedox: In-Memory OLAP Database 2002 Gegründet in Freiburg Heute 100+ Mitarbeiter Standorte in Freiburg, Frankfurt, Düsseldorf, Paris, Boston 120+ int. Business Partner Jedox Users Version 5.1 Business Driven Intelligence Self-Service BI & Performance Management ExcelPLUS Jedox Web & Mobile GPU Accelerator

3 Jan Feb Mar Q1 Apr May Jun Q2 Jul Aug Sep Q3 Oct Nov Dec Q4 Year In-Memory OLAP-Database 1 Alle Daten im Arbeitsspeicher 2 Multi-dimensionale Datenbank-Struktur All regions Europe France Italy UK North America USA Canada Mexico Count TweetID Longitude

4 Jan Feb Mar Q1 Apr May Jun Q2 Jul Aug Sep Q3 Oct Nov Dec Q4 Year In-Memory OLAP-Database 3 Hierarchische Struktur der konsolidierten Elemente Year Q1 Q2 Q3 Q4 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov 4 Berechnung on-the-fly Dec All regions Europe France Italy UK North America USA Canada Mexico Count TweetID Longitude

5 Jan Feb Mar Q1 Apr May Jun Q2 Jul Aug Sep Q3 Oct Nov Dec Q4 Year In-Memory OLAP-Database 5 Nur Basis-Elemente speichern 6! Keine Null-Werte speichern Speicher sparen, up to date All regions Europe France Italy UK North America USA Canada Mexico Count TweetID Longitude i Multi-dimensional & In-Memory

6 Twitter: Big Data in Real-time

7 Jedox Social Analytics Workflow Public Twitter Stream streaming www Streaming via php in. Web filtering Einfügen der Tweets in ETL add update Update trending mit Web+ETL ExcelPLUS Web Mobile SA App analyzing Persistente Twitter Daten in OLAP

8 Jedox Social Analytics Showcase

9 Jedox Social Analytics Showcase

10 Jedox Social Analytics Demo

11 Social Media Analytics: HeatMap

12 Social Media Analytics: Trending 1 2 Top 100 Trending Faktor: # Alle vorherigen Tage # Aktueller Tag ~ Wörter

13 Jedox Social Analytics with GPU 1 2 System: 2 x K40 mit 2 GB GPURAM Xeon CPU mit 128 GB RAM Datensätze mit > 400 Millionen Einträgen 3 Berechnung findet auf allen Daten statt 4 Speed-up bis zu 50x (und mehr)!

14 Jedox BI Open Source 1 Open Source Download: 2 Jedox Base Version unter: 3 Social Analytics App unter: oder im Windows 8.1/Phone Store

15 Ausblick 1 2 Features: - HeatMap ausbauen - Trending-/Cooling-Faktoren - Tonalität von Tweets Input Stream: - GPU beschleunigt - Asynchron

16 VIELEN DANK

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