Visualize Your Big Data
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Transcript of Visualize Your Big Data
Visualize your Big Data THT10350
Premjith Balakrishnan Sib De Business Analytics Product Group September 30, 2014
Copyright © 2014, Oracle and/or its affiliates. All rights reserved. |
Copyright © 2014, Oracle and/or its affiliates. All rights reserved. |
• Visualizes data in a circular layout
• Ideal for exploring relationships between objects or positions
• Aesthetically appealing
• Very high data-ink ratio
• Ideal for visualizing genomics data
Visualizations - Circos
CIRCOS
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Visualizations – Many more
Genome Browser Volcano Plot Kaplan Meier Survival Curve
RDF graph Alignment Visualization many more …
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• Isn’t BI visualization? Is it sufficient?
• Isn’t ‘discovery’ visualization? When is it applicable?
• What is “advanced” visualization?
• How to leverage complex visualizations on *all* my data?
• What about the data volume and performance characteristics?
• Deployment options? Enterprise scale? Ease of use? Tool availability?
• Security? Provisioning users to data?
Visualization in the context of Big Data Analytics Many aspects to consider
Answer: IT DEPENDS!
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What tools you pack depends on what job needs to be done
Different jobs need different tools
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Different jobs, different needs
A workshop needs a toolbox and not just a ‘tool’
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Next Generation Genome Sequencing
• Cost of genome sequencing is rapidly decreasing; throughput is increasing
• Each run generates huge volumes of data
• Computationally intensive processing
• Specialized skills needed to analyze the data
• Strong open source community, fostering rapid innovation
Big Data Analytics Solution Perspective
$1 Billion $1000
1.5 TB per run
10 years Days
Millions of reads
824 packages
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Data reservoir with a flexible data model
Expanding variety and depth of data sets
Prescription Data
FAERS, MAUDE
Argus
Siebel
Electronic Medical Records
Insurance Claims Data
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Discover and predict, fast
Many different users with varying analytic needs
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Clin
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Discovery / BI insight
Predictive analytics / statistics insight
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Wide variety of insight needs
Expanding universe of users
Flexible Data Model
Clinician
Drug Discovery
Clinical Trials
• Personalized medicine • Drug effectiveness on
specific patient
• Recruiting new patients for study
• Cohort analysis
• Pathways analysis • Effectiveness study
Characteristics of visualization needs
• Patient centric view • Need a scalable BI environment • Hide data access complexity from end user
• Computationally intensive queries • Expose deeper access to data • Ad hoc visualizations, based on investigation needs • Need to blend in latest from open source community • RDF graph storage for knowledge base
• Blend in predictive analytics to help with patient selection
• Scalable BI environment for larger base of users • Statistical insight as well as BI to drive decisions
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Different demands on visualization and data access
Diversity in audience
Flexible Data Model
Clinician
Drug Discovery
Clinical Trials
• Personalized medicine • Drug effectiveness on
specific patient
• Recruiting new patients for study
• Cohort analysis
• Pathways analysis • Effectiveness study
What type of analytics / data access needs exist
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Demo – Patient cohort recruitment for trials
1 2
3 4
1. Review a cohort of patients by their demographics and other attributes
2. A way of identifying specific set of patients of interest for a trial. Most likely done with an automated script
3. Review the survival curves for the profile and analyze how it varies with age
4. A genome browser view to review huge datasets but identify specific areas of interest
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Many facets of Big Data Analytics
Discover and predict, fast
Simplify access to all data
Secure and govern all data
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Industrial-Strength R Across All Data
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One Fast, Secure Query Across All Data
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NoSQL
BIG DATA SQL
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Oracle Big Data Management System
SOU
RC
ES
DATA RESERVOIR DATA WAREHOUSE
Oracle Database
Oracle Industry Models
Oracle Advanced
Analytics
Oracle Spatial & Graph
Big Data Appliance
Apache Flume
Oracle GoldenGate
Oracle Event Processing
Cloudera Hadoop
Oracle Big Data SQL
Oracle NoSQL
Oracle R Advanced Analytics for Hadoop
Oracle R Distribution
Oracle Database
In-Memory, Multi-tenant
Oracle Industry Models
Oracle Advanced Analytics
Oracle Spatial & Graph
Exadata
Oracle GoldenGate
Oracle Event Processing
Oracle Data Integrator
Oracle Big Data Connectors
Oracle Data Integrator
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Oracle Big Data Platform Big Data Management System
z BY INDUSTRY & LINE OF BUSINESS
BIG
DA
TA
AP
PLI
CA
TIO
NS
DISCOVERY
BU
SIN
ESS
AN
ALY
TIC
S
BUSINESS ANALYTICS
DATA RESERVOIR
BIG
DA
TA
MA
NA
GEM
ENT
DATA WAREHOUSE
SOU
RC
ES
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Enterprise Big Data Architecture
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BIG DATA MANAGEMENT
BIG DATA ANALYTICS
BIG DATA APPLICATIONS
BIG DATA INTEGRATION
CREATE VALUE FROM DATA
Streaming + Batch
Data Reservoir + Data Warehouse
Discovery + Business Analytics
Mobile + Web + On-device
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Anything That Speaks SQL Now Talks To Big Data