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The real-time data connectivity company.
Real-Time Graph Analytics in Power BI
3
• Introducing CData
• Introducing TigerGraph
• Why CData & TigerGraph
• Introducing Power BI
• Demo
• Q & A
Agenda
4
Based in Chapel Hill, NC, with offices in Europe,
Japan, and India, CData is the leader in real-time
data connectivity software for enterprises,
developers, and data scientists.
© 2023 CData Software Inc. — CONFIDENTIAL – DO NOT DUPLICATE OR DISTRIBUTE
CData Software
EMPLOYEES
400+
ACTIVE CUSTOMERS
10,000+
OEM PARTNERS
180+
Introducing TigerGraph
© 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM
● TigerGraph is a scalable, high-performance graph data platform
for Advanced Analytics and Machine Learning
● On the cloud or on premises
● Customers include the largest companies in financial services, healthcare, telecom, media,
utilities and innovative startups in cybersecurity, ecommerce and retail
Who is TigerGraph?
6
© 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM
Graphs make sense of the relationships in your data
7
Name Address
Alice Richmond
Bob Richmond
Name Account
ACME Business
Bob Savings
Name Directorship
Alice ACME
Carlos ACME
Richmond
Bob Alice Carlos
Savings
ACME
Business
Pre-learn the relationships into your
data so tracing between entities is
easy and quick
Have to re-learn the relationships in
your data every time you use it
Conventional databases Graph databases
© 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM |
Tables vs Graph: Connections Matter!
8
Name Latitude Longitude Line
Acton Town 51.5025 -0.278126 District, Piccadilly
Aldgate 51.51394 -0.07537 Metropolitan
Aldgate East 51.51514 -0.07178 District, Hammersmith & City
Alperton 51.54097 -0.30061 Piccadilly
Amersham 51.67435 -0.60732 Metropolitan
Angel 51.53253 -0.10579 Northern
Archway 51.56536 -0.13474 Northern
Arnos Grove 51.61625 -0.13355 Piccadilly
Arsenal 51.55847 -0.10561 Piccadilly
Baker Street 51.52265 -0.15704 Circle, Hammersmith & City, Bakerloo, Jubilee
Balham 51.44344 -0.152945 Northern
Bank 51.51340 -0.089058 Central, Waterloo & City
Barbican 51.52086 -0.097758 Circle, Hammersmith & City, Metropolitan
Barking 51.54079 0.08018 District, Hammersmith & City
Barkingside 51.58543 0.08854 Central
Barons Court 51.49028 -0.21434 Piccadilly, District
Battersea Power S 51.4795 -0.142 Northern
London Underground Stations
© 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM |
Real-World Outcomes from Graph Data Science
Healthcare:
Real-time recommendations
● Connect patients, symptoms,
treatment, drugs, providers
● Real-time care recommendations
● Improving healthcare,
lowering cost
Industrial Supply Chain:
Analytics for decisions
● Connect components, providers,
assembly, transit, costs
● Analytics: weeks→ minutes
● Reveal opportunities, optimize
tactical & strategic decisions
Financial Services:
Real-time fraud detection
● Connect parties, accounts,
transactions, known fraud
● Integrates multiple tools
● Real-time visual results for
investigators
9
Each use case saved the
customer $10s millions
© 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM |
Analytics/Insight from Graph Algorithms
10
Similarity
Find vertices with
similar surroundings
Uses
● Recommendation
● Classification
Clustering
Partition/Group
vertices based on
connections
Uses
● Target groups by
social, business,
process interactions
Centrality
Find most central or
"important" vertex
Uses
● Pick best locations
● Identify critical
entities
Shortest Path
Find the best path/tree
from A to B
Uses
● Route/coverage
optimization
● Process optimization
Classification
Tag similar vertices
with the same class
Uses
● Fraud detection
● Market
segmentation
© 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM | 11
ML
Test, Train,
Predict
Data Features Model Output
Conventional feature
engineering pipeline
Graph
feature
engineering
20%+
Uplift in
Accuracy
Structure as a graph
Graph features boost ML performance
Combine
Features
TigerGraph + CData + Power BI
Business
Analysts
Data Engineering
& Data Science
Everyday
End Users
Low-Code/No-Code
Developers
Collaboration
Data skills & tools
Advanced Intermediate Basic
Visualization
Extend with Azure ML
Integrate into reports Python Integration
R Integration Create ML models
Explore predictions
Sentiment Analysis
Key Phrase Extraction
AI Visualizations
Natural Language
Advanced Analysis & AI
Demo: Visualizing TigerGraph in Power BI
U s e C as e: A n a lyz i n g th e Sa l e s Pi p e l i n e
Q & A
19
• Get CData Connectors for free:
cdata.com/drivers/tigergraph
• Get TigerGraph Cloud for free:
tgcloud.io
• Get Power BI for free:
powerbi.microsoft.com
Next Steps

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Real-Time Graph Analytics in Power BI.pdf

  • 1. The real-time data connectivity company.
  • 3. 3 • Introducing CData • Introducing TigerGraph • Why CData & TigerGraph • Introducing Power BI • Demo • Q & A Agenda
  • 4. 4 Based in Chapel Hill, NC, with offices in Europe, Japan, and India, CData is the leader in real-time data connectivity software for enterprises, developers, and data scientists. © 2023 CData Software Inc. — CONFIDENTIAL – DO NOT DUPLICATE OR DISTRIBUTE CData Software EMPLOYEES 400+ ACTIVE CUSTOMERS 10,000+ OEM PARTNERS 180+
  • 6. © 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM ● TigerGraph is a scalable, high-performance graph data platform for Advanced Analytics and Machine Learning ● On the cloud or on premises ● Customers include the largest companies in financial services, healthcare, telecom, media, utilities and innovative startups in cybersecurity, ecommerce and retail Who is TigerGraph? 6
  • 7. © 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM Graphs make sense of the relationships in your data 7 Name Address Alice Richmond Bob Richmond Name Account ACME Business Bob Savings Name Directorship Alice ACME Carlos ACME Richmond Bob Alice Carlos Savings ACME Business Pre-learn the relationships into your data so tracing between entities is easy and quick Have to re-learn the relationships in your data every time you use it Conventional databases Graph databases
  • 8. © 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM | Tables vs Graph: Connections Matter! 8 Name Latitude Longitude Line Acton Town 51.5025 -0.278126 District, Piccadilly Aldgate 51.51394 -0.07537 Metropolitan Aldgate East 51.51514 -0.07178 District, Hammersmith & City Alperton 51.54097 -0.30061 Piccadilly Amersham 51.67435 -0.60732 Metropolitan Angel 51.53253 -0.10579 Northern Archway 51.56536 -0.13474 Northern Arnos Grove 51.61625 -0.13355 Piccadilly Arsenal 51.55847 -0.10561 Piccadilly Baker Street 51.52265 -0.15704 Circle, Hammersmith & City, Bakerloo, Jubilee Balham 51.44344 -0.152945 Northern Bank 51.51340 -0.089058 Central, Waterloo & City Barbican 51.52086 -0.097758 Circle, Hammersmith & City, Metropolitan Barking 51.54079 0.08018 District, Hammersmith & City Barkingside 51.58543 0.08854 Central Barons Court 51.49028 -0.21434 Piccadilly, District Battersea Power S 51.4795 -0.142 Northern London Underground Stations
  • 9. © 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM | Real-World Outcomes from Graph Data Science Healthcare: Real-time recommendations ● Connect patients, symptoms, treatment, drugs, providers ● Real-time care recommendations ● Improving healthcare, lowering cost Industrial Supply Chain: Analytics for decisions ● Connect components, providers, assembly, transit, costs ● Analytics: weeks→ minutes ● Reveal opportunities, optimize tactical & strategic decisions Financial Services: Real-time fraud detection ● Connect parties, accounts, transactions, known fraud ● Integrates multiple tools ● Real-time visual results for investigators 9 Each use case saved the customer $10s millions
  • 10. © 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM | Analytics/Insight from Graph Algorithms 10 Similarity Find vertices with similar surroundings Uses ● Recommendation ● Classification Clustering Partition/Group vertices based on connections Uses ● Target groups by social, business, process interactions Centrality Find most central or "important" vertex Uses ● Pick best locations ● Identify critical entities Shortest Path Find the best path/tree from A to B Uses ● Route/coverage optimization ● Process optimization Classification Tag similar vertices with the same class Uses ● Fraud detection ● Market segmentation
  • 11. © 2023. ALL RIGHTS RESERVED. | TIGERGRAPH.COM | 11 ML Test, Train, Predict Data Features Model Output Conventional feature engineering pipeline Graph feature engineering 20%+ Uplift in Accuracy Structure as a graph Graph features boost ML performance Combine Features
  • 12. TigerGraph + CData + Power BI
  • 13. Business Analysts Data Engineering & Data Science Everyday End Users Low-Code/No-Code Developers Collaboration Data skills & tools Advanced Intermediate Basic
  • 14.
  • 16. Extend with Azure ML Integrate into reports Python Integration R Integration Create ML models Explore predictions Sentiment Analysis Key Phrase Extraction AI Visualizations Natural Language Advanced Analysis & AI
  • 17. Demo: Visualizing TigerGraph in Power BI U s e C as e: A n a lyz i n g th e Sa l e s Pi p e l i n e
  • 18. Q & A
  • 19. 19 • Get CData Connectors for free: cdata.com/drivers/tigergraph • Get TigerGraph Cloud for free: tgcloud.io • Get Power BI for free: powerbi.microsoft.com Next Steps