Real-Time Graph Analytics in Power BI.pdf
- 1. The real-time data connectivity company.
- 2. Real-Time Graph Analytics in Power BI
- 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
- 15. Visualization
- 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