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Bo BorlandVP, Field Technical Sales
Blending disparate data into a single MongoDB view for analytics
Pentaho Analytics for
MongoDB
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© 2013, Pentaho. All Rights Reserved. pentaho.com. Worldwide +1 (866) 660-75553
Tesla Motors Inc
$34/per share
$229/per share
January 2013 thru June 20, 2014
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Tesla Motors IncCurrent month stock performance
Tesla announces it will share all patents in spirt of open source movementSource: http://www.teslamotors.com/blog/all-our-patent-are-belong-you
June 12th -Open Source
Announcement
1. Attract and motivate the world’s most talented engineers
2. Collaborate with auto-makers on a common, rapidly evolving technology platform (the charging station network)
3. Accelerate the creation and advancement of electronic vehicles (sustainable transport) to address carbon crises
10% increase
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Tesla Motors IncMixed reaction to open source news
June 12th -Open Source
Announcement
June 12, 2014 - Tesla Motors Inc. to Give Away Patents -- Good or Bad for Investors?
June 15, 2014 - Electric car groups eye collaboration over charging technology
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Supercharger Charging StationsOpen Now & By 2015
June 16, 2014 - Tesla Motors, Inc. Stock Jumps on News of Possible Charging Collaboration
“Tesla stock is up about 3% this morning (at the time of this writing) after Financial Times author Henry Foy reported that Tesla, Nissan, and BMW, the world's three largest manufacturers of electric vehicles, are in "keen talks" regarding a new level of collaboration on charging networks, according to sources at all three companies.”
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Market-Moving InsightsBlending sources that can influence stocks and financial markets
Twitter Sentiment issued by corporations, executives, government officials, economist, commentators,
media outlets.
High-quality news from various news organizations and industry bloggers
Intra-day buy/sell stock quote data
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• Web service api call for live intraday equity quote data• Level 1, tick-by-tick quote data for given stock and date range• Enrich the data and load to MongoDB• Relevant fields:
• Date• Time• Bid Price• Offer Price• Bid Qty• Offer Qty
Intraday Equity Quotes
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• Live Twitter API search query for Telsa Motor stock• Unstructured search result is parsed• Enriched with Pentaho predictive analytics model to derive
sentiment score• Enriched dataset loaded to MongoDB• Relevant fields:
• User• Tweet text• Retweet count• Followers• Search term• Sentiment index
Twitter Sentiment Data
+1 (Positive)
0 (Neutral)
-1 (Negative)
Advanced Analytics
Data Science Pack: Pentaho 5.1 capability with a text classification predictive model to score each tweet and load the tweets and scores into MongoDB.
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Market-Moving Insights
• Intra-day buy/sell stock quote data provided by a web service
• Real time Twitter data provided by Twitter API
• Pentaho Data Integration to blend disparate data sources
• Pentaho Predictive Analytics to enrich data with twitter sentiment score
Single MongoDB view with Pentaho Analysis to make
stock investment decisions
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Analyzer for MongoDB
Released Today as part of Pentaho 5.1 Release
Analyze and visualize MongoDB data thru a drag-n-drop interface.
• Native OLAP analysis on real-time data in MongoDB
• Easy to use, award-winning OLAP interface for building visualizations that can be added to dashboards
• Native integration with MongoDB leveraging the power of the MongoDB query language and aggregation framework.
Analyze blended June data to make an investment decision on Tesla Motors?
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Analyzer Demonstration
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Market-Moving InsightsBlending sources that can influence stocks and financial markets
Twitter Sentiment issued by corporations, executives, government officials, economist, commentators,
media outlets.
High-quality news from various news organizations and industry bloggers
Intra-day buy/sell stock quote data
BlendEnrichPredictLoad
QueryAggregate
NotifyInform
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mongoDBclusterPDI ETL
Analytics
Broad ConnectivityBroad connectivity combined with powerful data integration
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Concept – Data Transformations
INPUT(S) – PROCESS(ES) – OUTPUT(S)
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Data Integration Demonstration
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Pentaho Visual DevelopmentEliminates the Need for Complex Coding
Would you rather do this?
Scheduling
Modeling
Ingestion / Manipulation / Integration
… or this?
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Equity Data Ingestion
INPUT(S) – PROCESS(ES) – OUTPUT(S)
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Twitter API Data Ingestion
INPUT(S) – PROCESS(ES) – OUTPUT(S)
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Pentaho Job Automates Data Load Sequence
START – CHECK – WATCH – EXECUTE – NOTIFY - FINISH
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Equity Quotes SchemaEliminates the need for table joins
RDBMS Star Schema
(6-9 tables)
Mongo Hierarchy Schema
(1 collection)
quotes
tweets
company dimension
date dimension
time dimension
tweet dimension
record type
dmension
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Entity 360 – NoSQL ArchitectureA Blended View to Drive Revenue Growth and Service Improvements
MongoDB
CRM System
Claims
Admin. Info
PDI
Online Transactions
Documents & Images
PDI
Advanced Analytics
Business Analysis
Analyzer for MongoDB
Data Science
Pack
Aggregation
Framework
Data Science
Pack
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OPERATIONAL DATA BIG DATA DATA STREAMPUBLIC/PRIVATE CLOUDS
DBA/ETL/BI DEVELOPER BUSINESS USER BUSINESS/DATA ANALYST
Data Integration +
Analytics + Predictive
Extensive community of
developers
Pluggable, extensible, java
architecture
Single, Open Platform for Analytics
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Pentaho Analytics for MongoDB
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Learn more: http://www.pentaho.com/analytics-for-mongodb
Watch demo:
http://www.pentaho.com/resource/analyzer-on-mongodb-video
Download: http://www.pentaho.com/testdrive
Resources & Links of Interest
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Bo BorlandVP, Field Technical [email protected]
Thank You