SlideShare une entreprise Scribd logo
1  sur  21
POLE Investigations using Neo4j
and Graph Algorithms
Joe Depeau
Sr. Presales Consultant, UK
20th March, 2018
@joedepeau
http://linkedin.com/in/joedepeau
• What is the POLE Data Model?
• Why Neo4j?
• Neo4j POLE Demo
• Sample POLE Data Visualisations
• Extending the Demo for Real-world Use
• Q & A
2
Agenda
What is the POLE Data
Model?
3
4
The POLE Data Model Vehicles
Evidence
Weapons
Documents
Emails
Phones
Victims
Suspects
Witnesses
Investigators
Employers
Family Members
Crimes
Arrests
Meetings
Data Transmissions
Phone Calls
Interventions
Crime Scenes
Home Addresses
Places of Employment
Public Buildings
Landmarks
Travel Destinations
Objects
Persons
Events
Locations
• Policing
• Counter Terrorism
• Border Control / Immigration
• Child Protection / Social
Services
• Missing Persons
• Prisoner Rehabilitation
5
POLE Use Cases
Real Time
Proactive
Reactive
Insights
6
But … what about Big Brother?!
Why Neo4j?
7
8
Blank Slide
9
Blank SlideUsing Other NoSQL to Join Data
Using Neo4j
Slow queries due to
index lookups &
network hops
Lightning-fast queries
due to replicated in-
memory architecture and
index-free adjacency
Relationship Queries on non-native Graph Architectures
MACHINE 1 MACHINE 2 MACHINE 3
UNIFIED, IN MEMORY MAP
10
Neo4j POLE Demo
11
• UK street-level crime data is freely available from data.police.uk
• We will be looking at street-level crime data from the Greater Manchester Police
for the month of August 2017
• The crime data provides unique crime IDs, longitude and latitude (at street or
‘block’ level), month, crime type, and last outcome
• The crime data does not include personal identifiers (not even anonymised
tokens)
• Longitude/latitude values were translated to UK postcodes using public APIs
• Random data was generated for people, officers, phone calls, crime date, etc.
• The crime and random data where combined and curated to create the demo
12
About the Demo Dataset
○ Locations: 14,904 ○ Crimes: 28,762 Relationships: 105,853
○ Officers: 1,000 ○ Persons: 368
13
Let’s have a
look!
Sample Data
Visualisations
14
• We’ll view a few example visualisations created using Tableau
Public:
• A geographic representation of crimes in the database
• A chart of crimes by type and date
• A geographic representation of the centrality algorithm results
• Connectivity between Neo4j and Tableau Public is managed by the
Neo4j Tableau Web Data Connector v2.0
• Demonstrates the types of Geospatial and BI visualisations that can
be designed on top of a POLE graph
15
Sample visualisations using Tableau
• We’ll also view an example front-end using Neo4viz, an internally
developed tool for creating visualisations.
• Demonstrates how an end-user POLE application interface might
look.
• Neo4viz was developed using:
• SpringBoot
• ZK Server
• Font Awesome & Ionicons
• vis.js
16
Sample visualisations using Neo4viz
Neo4j
POLE
data SpringBoot
Web App
Browser App
Extending the Demo for
Real-world Use
17
• Using ‘Personas’ instead of ‘Person’, to account for things like aliases.
• A richer set of relationships between Persons and Crimes (i.e. Witness_To, Victim_Of,
Suspected_Of, Convicted_Of), Locations (i.e. Works_At, Visited, etc.), and Objects (i.e.
Owner_Of, Driver_Of).
• Supporting traceability and auditing of data. In real life it’s very important to understand
the lineage of the data (who entered the information and when, who updated it, has it been
verified, etc.) and how we could demonstrate we have the right to hold that information (i.e.
was it discovered as part of an investigation, is it publicly available, etc.).
• A robust security configuration, to restrict data access to those who have the right
authorisation.
• Adding weighting to our searches and algorithms - for example some crimes might be
considered more dangerous than others (i.e. Violence and Sexual Offences are more
serious than Shoplifting), or some relationships might be considered closer (i.e. ‘Family’ or
‘Lives With’ may be weighted more than ‘Social Network’).18
Ways the demo could be extended
Q & A
19
Thanks for your time!
(the end)
20
• Open data about crime and policing in England, Wales, and Northern
Ireland: http://data.police.uk
• Neo4j Tableau Web Connector: https://github.com/neo4j-
contrib/neo4j-tableau
• Neo4j Graph Algorithms: https://neo4j.com/developer/graph-
algorithms/
21
Links

Contenu connexe

Tendances

Introduction to Neo4j for the Emirates & Bahrain
Introduction to Neo4j for the Emirates & BahrainIntroduction to Neo4j for the Emirates & Bahrain
Introduction to Neo4j for the Emirates & BahrainNeo4j
 
Introduction to Graph Databases.pdf
Introduction to Graph Databases.pdfIntroduction to Graph Databases.pdf
Introduction to Graph Databases.pdfNeo4j
 
Neo4J : Introduction to Graph Database
Neo4J : Introduction to Graph DatabaseNeo4J : Introduction to Graph Database
Neo4J : Introduction to Graph DatabaseMindfire Solutions
 
Intelligence led policing- pole sandbox (webinar 21012019)
Intelligence led policing- pole sandbox (webinar 21012019) Intelligence led policing- pole sandbox (webinar 21012019)
Intelligence led policing- pole sandbox (webinar 21012019) Neo4j
 
The Customer Journey Is a Graph
The Customer Journey Is a GraphThe Customer Journey Is a Graph
The Customer Journey Is a GraphNeo4j
 
Graph Database 101- What, Why and How?.pdf
Graph Database 101- What, Why and How?.pdfGraph Database 101- What, Why and How?.pdf
Graph Database 101- What, Why and How?.pdfNeo4j
 
Intro to Graphs and Neo4j
Intro to Graphs and Neo4jIntro to Graphs and Neo4j
Intro to Graphs and Neo4jNeo4j
 
Training Week: Introduction to Neo4j Bloom 2022
Training Week: Introduction to Neo4j Bloom 2022Training Week: Introduction to Neo4j Bloom 2022
Training Week: Introduction to Neo4j Bloom 2022Neo4j
 
How Expedia’s Entity Graph Powers Global Travel
How Expedia’s Entity Graph Powers Global TravelHow Expedia’s Entity Graph Powers Global Travel
How Expedia’s Entity Graph Powers Global TravelNeo4j
 
Neo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4jNeo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4jNeo4j
 
The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...
The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...
The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...Neo4j
 
Pole Investigations
Pole InvestigationsPole Investigations
Pole InvestigationsNeo4j
 
Improving Machine Learning using Graph Algorithms
Improving Machine Learning using Graph AlgorithmsImproving Machine Learning using Graph Algorithms
Improving Machine Learning using Graph AlgorithmsNeo4j
 
Amsterdam - The Neo4j Graph Data Platform Today & Tomorrow
Amsterdam - The Neo4j Graph Data Platform Today & TomorrowAmsterdam - The Neo4j Graph Data Platform Today & Tomorrow
Amsterdam - The Neo4j Graph Data Platform Today & TomorrowNeo4j
 
How Graph Data Science can turbocharge your Knowledge Graph
How Graph Data Science can turbocharge your Knowledge GraphHow Graph Data Science can turbocharge your Knowledge Graph
How Graph Data Science can turbocharge your Knowledge GraphNeo4j
 
Graph-Based Customer Journey Analytics with Neo4j
Graph-Based Customer Journey Analytics with Neo4jGraph-Based Customer Journey Analytics with Neo4j
Graph-Based Customer Journey Analytics with Neo4jNeo4j
 
Data Visualization & Data Storytelling
Data Visualization & Data StorytellingData Visualization & Data Storytelling
Data Visualization & Data Storytelling彭其捷 Jack
 
How Graph Algorithms Answer your Business Questions in Banking and Beyond
How Graph Algorithms Answer your Business Questions in Banking and BeyondHow Graph Algorithms Answer your Business Questions in Banking and Beyond
How Graph Algorithms Answer your Business Questions in Banking and BeyondNeo4j
 
Introduction to Graph Databases
Introduction to Graph DatabasesIntroduction to Graph Databases
Introduction to Graph DatabasesMax De Marzi
 

Tendances (20)

Introduction to Neo4j for the Emirates & Bahrain
Introduction to Neo4j for the Emirates & BahrainIntroduction to Neo4j for the Emirates & Bahrain
Introduction to Neo4j for the Emirates & Bahrain
 
Introduction to Graph Databases.pdf
Introduction to Graph Databases.pdfIntroduction to Graph Databases.pdf
Introduction to Graph Databases.pdf
 
Neo4J : Introduction to Graph Database
Neo4J : Introduction to Graph DatabaseNeo4J : Introduction to Graph Database
Neo4J : Introduction to Graph Database
 
Intelligence led policing- pole sandbox (webinar 21012019)
Intelligence led policing- pole sandbox (webinar 21012019) Intelligence led policing- pole sandbox (webinar 21012019)
Intelligence led policing- pole sandbox (webinar 21012019)
 
The Customer Journey Is a Graph
The Customer Journey Is a GraphThe Customer Journey Is a Graph
The Customer Journey Is a Graph
 
Graph Database 101- What, Why and How?.pdf
Graph Database 101- What, Why and How?.pdfGraph Database 101- What, Why and How?.pdf
Graph Database 101- What, Why and How?.pdf
 
Intro to Graphs and Neo4j
Intro to Graphs and Neo4jIntro to Graphs and Neo4j
Intro to Graphs and Neo4j
 
Training Week: Introduction to Neo4j Bloom 2022
Training Week: Introduction to Neo4j Bloom 2022Training Week: Introduction to Neo4j Bloom 2022
Training Week: Introduction to Neo4j Bloom 2022
 
How Expedia’s Entity Graph Powers Global Travel
How Expedia’s Entity Graph Powers Global TravelHow Expedia’s Entity Graph Powers Global Travel
How Expedia’s Entity Graph Powers Global Travel
 
Neo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4jNeo4j Graph Use Cases, Bruno Ungermann, Neo4j
Neo4j Graph Use Cases, Bruno Ungermann, Neo4j
 
The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...
The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...
The Art of the Possible with Graph - Sudhir Hasbe - GraphSummit London 14 Nov...
 
Pole Investigations
Pole InvestigationsPole Investigations
Pole Investigations
 
Improving Machine Learning using Graph Algorithms
Improving Machine Learning using Graph AlgorithmsImproving Machine Learning using Graph Algorithms
Improving Machine Learning using Graph Algorithms
 
Amsterdam - The Neo4j Graph Data Platform Today & Tomorrow
Amsterdam - The Neo4j Graph Data Platform Today & TomorrowAmsterdam - The Neo4j Graph Data Platform Today & Tomorrow
Amsterdam - The Neo4j Graph Data Platform Today & Tomorrow
 
How Graph Data Science can turbocharge your Knowledge Graph
How Graph Data Science can turbocharge your Knowledge GraphHow Graph Data Science can turbocharge your Knowledge Graph
How Graph Data Science can turbocharge your Knowledge Graph
 
Graph-Based Customer Journey Analytics with Neo4j
Graph-Based Customer Journey Analytics with Neo4jGraph-Based Customer Journey Analytics with Neo4j
Graph-Based Customer Journey Analytics with Neo4j
 
Data Visualization & Data Storytelling
Data Visualization & Data StorytellingData Visualization & Data Storytelling
Data Visualization & Data Storytelling
 
How Graph Algorithms Answer your Business Questions in Banking and Beyond
How Graph Algorithms Answer your Business Questions in Banking and BeyondHow Graph Algorithms Answer your Business Questions in Banking and Beyond
How Graph Algorithms Answer your Business Questions in Banking and Beyond
 
Graph databases
Graph databasesGraph databases
Graph databases
 
Introduction to Graph Databases
Introduction to Graph DatabasesIntroduction to Graph Databases
Introduction to Graph Databases
 

Similaire à POLE Investigations with Neo4j

Social Issues in Computing : Forensics
Social Issues in Computing : ForensicsSocial Issues in Computing : Forensics
Social Issues in Computing : ForensicsKaruna Kak
 
Graphs in Government
Graphs in GovernmentGraphs in Government
Graphs in GovernmentNeo4j
 
Advanced Research Investigations for SIU Investigators
Advanced Research Investigations for SIU InvestigatorsAdvanced Research Investigations for SIU Investigators
Advanced Research Investigations for SIU InvestigatorsSloan Carne
 
Advancing the Police Data Initiative
Advancing the Police Data InitiativeAdvancing the Police Data Initiative
Advancing the Police Data InitiativeSafe Software
 
Graphs in Government, Jim Webber
Graphs in Government, Jim WebberGraphs in Government, Jim Webber
Graphs in Government, Jim WebberNeo4j
 
Thwart Fraud Using Graph-Enhanced Machine Learning and AI
Thwart Fraud Using Graph-Enhanced Machine Learning and AIThwart Fraud Using Graph-Enhanced Machine Learning and AI
Thwart Fraud Using Graph-Enhanced Machine Learning and AINeo4j
 
Introduction to Neo4j
Introduction to Neo4jIntroduction to Neo4j
Introduction to Neo4jNeo4j
 
Eating the elephant
Eating the elephantEating the elephant
Eating the elephantRamece Cave
 
Online text data for machine learning, data science, and research - Who can p...
Online text data for machine learning, data science, and research - Who can p...Online text data for machine learning, data science, and research - Who can p...
Online text data for machine learning, data science, and research - Who can p...Fredrik Olsson
 
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4jAI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4jIvan Zoratti
 
Spark Social Media
Spark Social Media Spark Social Media
Spark Social Media suresh sood
 
Getting Started in Data Science
Getting Started in Data ScienceGetting Started in Data Science
Getting Started in Data ScienceThinkful
 
Practical Guide to Publishing Open Data
Practical Guide to Publishing Open DataPractical Guide to Publishing Open Data
Practical Guide to Publishing Open DataDerilinx
 
Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...Kelly Finnerty
 
Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...Kelly Finnerty
 
Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...
Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...
Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...emermell
 
SemTech West 2011 - Digital Provenance
SemTech West 2011 - Digital ProvenanceSemTech West 2011 - Digital Provenance
SemTech West 2011 - Digital Provenancegvj4v
 
Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...
Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...
Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...Michael Torres
 

Similaire à POLE Investigations with Neo4j (20)

Social Issues in Computing : Forensics
Social Issues in Computing : ForensicsSocial Issues in Computing : Forensics
Social Issues in Computing : Forensics
 
Graphs in Government
Graphs in GovernmentGraphs in Government
Graphs in Government
 
Advanced Research Investigations for SIU Investigators
Advanced Research Investigations for SIU InvestigatorsAdvanced Research Investigations for SIU Investigators
Advanced Research Investigations for SIU Investigators
 
Advancing the Police Data Initiative
Advancing the Police Data InitiativeAdvancing the Police Data Initiative
Advancing the Police Data Initiative
 
Graphs in Government, Jim Webber
Graphs in Government, Jim WebberGraphs in Government, Jim Webber
Graphs in Government, Jim Webber
 
Digital investigations
Digital investigationsDigital investigations
Digital investigations
 
Thwart Fraud Using Graph-Enhanced Machine Learning and AI
Thwart Fraud Using Graph-Enhanced Machine Learning and AIThwart Fraud Using Graph-Enhanced Machine Learning and AI
Thwart Fraud Using Graph-Enhanced Machine Learning and AI
 
Introduction to Neo4j
Introduction to Neo4jIntroduction to Neo4j
Introduction to Neo4j
 
Eating the elephant
Eating the elephantEating the elephant
Eating the elephant
 
Online text data for machine learning, data science, and research - Who can p...
Online text data for machine learning, data science, and research - Who can p...Online text data for machine learning, data science, and research - Who can p...
Online text data for machine learning, data science, and research - Who can p...
 
Gangcoptechspeak
GangcoptechspeakGangcoptechspeak
Gangcoptechspeak
 
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4jAI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
AI, ML and Graph Algorithms: Real Life Use Cases with Neo4j
 
Spark Social Media
Spark Social Media Spark Social Media
Spark Social Media
 
Getting Started in Data Science
Getting Started in Data ScienceGetting Started in Data Science
Getting Started in Data Science
 
Practical Guide to Publishing Open Data
Practical Guide to Publishing Open DataPractical Guide to Publishing Open Data
Practical Guide to Publishing Open Data
 
Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...
 
Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...Why private search is important for everone and how you can protect your pers...
Why private search is important for everone and how you can protect your pers...
 
Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...
Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...
Making ‘Big Data’ Your Ally – Using data analytics to improve compliance, due...
 
SemTech West 2011 - Digital Provenance
SemTech West 2011 - Digital ProvenanceSemTech West 2011 - Digital Provenance
SemTech West 2011 - Digital Provenance
 
Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...
Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...
Securing Your Digital Footprint: Idiographic Digital Profiling and the Losing...
 

Plus de Neo4j

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...Neo4j
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j
 
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansQIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansNeo4j
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityNeo4j
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphNeo4j
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Neo4j
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfNeo4j
 
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...Neo4j
 
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosBBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosNeo4j
 
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Neo4j
 
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jGraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jNeo4j
 
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j
 
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfRabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j
 
Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Neo4j
 
IA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeIA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeNeo4j
 
Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsNeo4j
 
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j
 
Neo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j
 

Plus de Neo4j (20)

Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...Workshop - Best of Both Worlds_ Combine  KG and Vector search for  enhanced R...
Workshop - Best of Both Worlds_ Combine KG and Vector search for enhanced R...
 
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
Neo4j - How KGs are shaping the future of Generative AI at AWS Summit London ...
 
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and BioinformaticiansQIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
QIAGEN: Biomedical Knowledge Graphs for Data Scientists and Bioinformaticians
 
EY_Graph Database Powered Sustainability
EY_Graph Database Powered SustainabilityEY_Graph Database Powered Sustainability
EY_Graph Database Powered Sustainability
 
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge GraphSIEMENS: RAPUNZEL – A Tale About Knowledge Graph
SIEMENS: RAPUNZEL – A Tale About Knowledge Graph
 
Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024Build your next Gen AI Breakthrough - April 2024
Build your next Gen AI Breakthrough - April 2024
 
Connecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdfConnecting the Dots for Information Discovery.pdf
Connecting the Dots for Information Discovery.pdf
 
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
ISDEFE - GraphSummit Madrid - ARETA: Aviation Real-Time Emissions Token Accre...
 
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafosBBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
BBVA - GraphSummit Madrid - Caso de éxito en BBVA: Optimizando con grafos
 
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
Graph Everywhere - Josep Taruella - Por qué Graph Data Science en tus modelos...
 
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4jGraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
GraphSummit Madrid - Product Vision and Roadmap - Luis Salvador Neo4j
 
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdfNeo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
Neo4j_Exploring the Impact of Graph Technology on Financial Services.pdf
 
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdfRabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
Rabobank_Exploring the Impact of Graph Technology on Financial Services.pdf
 
Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!Webinar - IA generativa e grafi Neo4j: RAG time!
Webinar - IA generativa e grafi Neo4j: RAG time!
 
IA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG timeIA Generativa y Grafos de Neo4j: RAG time
IA Generativa y Grafos de Neo4j: RAG time
 
Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)Neo4j: Data Engineering for RAG (retrieval augmented generation)
Neo4j: Data Engineering for RAG (retrieval augmented generation)
 
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdfNeo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
Neo4j Graph Summit 2024 Workshop - EMEA - Breda_and_Munchen.pdf
 
Enabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge GraphsEnabling GenAI Breakthroughs with Knowledge Graphs
Enabling GenAI Breakthroughs with Knowledge Graphs
 
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdfNeo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
Neo4j_Anurag Tandon_Product Vision and Roadmap.Benelux.pptx.pdf
 
Neo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with GraphNeo4j Jesus Barrasa The Art of the Possible with Graph
Neo4j Jesus Barrasa The Art of the Possible with Graph
 

Dernier

A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)Gabriella Davis
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024Rafal Los
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Igalia
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processorsdebabhi2
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerThousandEyes
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Paola De la Torre
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure servicePooja Nehwal
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024Results
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonAnna Loughnan Colquhoun
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonetsnaman860154
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreternaman860154
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...Martijn de Jong
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesSinan KOZAK
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsMaria Levchenko
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilV3cube
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slidespraypatel2
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationRadu Cotescu
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking MenDelhi Call girls
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptxHampshireHUG
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking MenDelhi Call girls
 

Dernier (20)

A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)A Domino Admins Adventures (Engage 2024)
A Domino Admins Adventures (Engage 2024)
 
The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024The 7 Things I Know About Cyber Security After 25 Years | April 2024
The 7 Things I Know About Cyber Security After 25 Years | April 2024
 
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
Raspberry Pi 5: Challenges and Solutions in Bringing up an OpenGL/Vulkan Driv...
 
Exploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone ProcessorsExploring the Future Potential of AI-Enabled Smartphone Processors
Exploring the Future Potential of AI-Enabled Smartphone Processors
 
How to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected WorkerHow to Troubleshoot Apps for the Modern Connected Worker
How to Troubleshoot Apps for the Modern Connected Worker
 
Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101Salesforce Community Group Quito, Salesforce 101
Salesforce Community Group Quito, Salesforce 101
 
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure serviceWhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
WhatsApp 9892124323 ✓Call Girls In Kalyan ( Mumbai ) secure service
 
A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024A Call to Action for Generative AI in 2024
A Call to Action for Generative AI in 2024
 
Data Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt RobisonData Cloud, More than a CDP by Matt Robison
Data Cloud, More than a CDP by Matt Robison
 
How to convert PDF to text with Nanonets
How to convert PDF to text with NanonetsHow to convert PDF to text with Nanonets
How to convert PDF to text with Nanonets
 
Presentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreterPresentation on how to chat with PDF using ChatGPT code interpreter
Presentation on how to chat with PDF using ChatGPT code interpreter
 
2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...2024: Domino Containers - The Next Step. News from the Domino Container commu...
2024: Domino Containers - The Next Step. News from the Domino Container commu...
 
Unblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen FramesUnblocking The Main Thread Solving ANRs and Frozen Frames
Unblocking The Main Thread Solving ANRs and Frozen Frames
 
Handwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed textsHandwritten Text Recognition for manuscripts and early printed texts
Handwritten Text Recognition for manuscripts and early printed texts
 
Developing An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of BrazilDeveloping An App To Navigate The Roads of Brazil
Developing An App To Navigate The Roads of Brazil
 
Slack Application Development 101 Slides
Slack Application Development 101 SlidesSlack Application Development 101 Slides
Slack Application Development 101 Slides
 
Scaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organizationScaling API-first – The story of a global engineering organization
Scaling API-first – The story of a global engineering organization
 
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
08448380779 Call Girls In Diplomatic Enclave Women Seeking Men
 
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
04-2024-HHUG-Sales-and-Marketing-Alignment.pptx
 
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men08448380779 Call Girls In Greater Kailash - I Women Seeking Men
08448380779 Call Girls In Greater Kailash - I Women Seeking Men
 

POLE Investigations with Neo4j

  • 1. POLE Investigations using Neo4j and Graph Algorithms Joe Depeau Sr. Presales Consultant, UK 20th March, 2018 @joedepeau http://linkedin.com/in/joedepeau
  • 2. • What is the POLE Data Model? • Why Neo4j? • Neo4j POLE Demo • Sample POLE Data Visualisations • Extending the Demo for Real-world Use • Q & A 2 Agenda
  • 3. What is the POLE Data Model? 3
  • 4. 4 The POLE Data Model Vehicles Evidence Weapons Documents Emails Phones Victims Suspects Witnesses Investigators Employers Family Members Crimes Arrests Meetings Data Transmissions Phone Calls Interventions Crime Scenes Home Addresses Places of Employment Public Buildings Landmarks Travel Destinations Objects Persons Events Locations
  • 5. • Policing • Counter Terrorism • Border Control / Immigration • Child Protection / Social Services • Missing Persons • Prisoner Rehabilitation 5 POLE Use Cases Real Time Proactive Reactive Insights
  • 6. 6 But … what about Big Brother?!
  • 8. 8
  • 10. Blank SlideUsing Other NoSQL to Join Data Using Neo4j Slow queries due to index lookups & network hops Lightning-fast queries due to replicated in- memory architecture and index-free adjacency Relationship Queries on non-native Graph Architectures MACHINE 1 MACHINE 2 MACHINE 3 UNIFIED, IN MEMORY MAP 10
  • 12. • UK street-level crime data is freely available from data.police.uk • We will be looking at street-level crime data from the Greater Manchester Police for the month of August 2017 • The crime data provides unique crime IDs, longitude and latitude (at street or ‘block’ level), month, crime type, and last outcome • The crime data does not include personal identifiers (not even anonymised tokens) • Longitude/latitude values were translated to UK postcodes using public APIs • Random data was generated for people, officers, phone calls, crime date, etc. • The crime and random data where combined and curated to create the demo 12 About the Demo Dataset ○ Locations: 14,904 ○ Crimes: 28,762 Relationships: 105,853 ○ Officers: 1,000 ○ Persons: 368
  • 15. • We’ll view a few example visualisations created using Tableau Public: • A geographic representation of crimes in the database • A chart of crimes by type and date • A geographic representation of the centrality algorithm results • Connectivity between Neo4j and Tableau Public is managed by the Neo4j Tableau Web Data Connector v2.0 • Demonstrates the types of Geospatial and BI visualisations that can be designed on top of a POLE graph 15 Sample visualisations using Tableau
  • 16. • We’ll also view an example front-end using Neo4viz, an internally developed tool for creating visualisations. • Demonstrates how an end-user POLE application interface might look. • Neo4viz was developed using: • SpringBoot • ZK Server • Font Awesome & Ionicons • vis.js 16 Sample visualisations using Neo4viz Neo4j POLE data SpringBoot Web App Browser App
  • 17. Extending the Demo for Real-world Use 17
  • 18. • Using ‘Personas’ instead of ‘Person’, to account for things like aliases. • A richer set of relationships between Persons and Crimes (i.e. Witness_To, Victim_Of, Suspected_Of, Convicted_Of), Locations (i.e. Works_At, Visited, etc.), and Objects (i.e. Owner_Of, Driver_Of). • Supporting traceability and auditing of data. In real life it’s very important to understand the lineage of the data (who entered the information and when, who updated it, has it been verified, etc.) and how we could demonstrate we have the right to hold that information (i.e. was it discovered as part of an investigation, is it publicly available, etc.). • A robust security configuration, to restrict data access to those who have the right authorisation. • Adding weighting to our searches and algorithms - for example some crimes might be considered more dangerous than others (i.e. Violence and Sexual Offences are more serious than Shoplifting), or some relationships might be considered closer (i.e. ‘Family’ or ‘Lives With’ may be weighted more than ‘Social Network’).18 Ways the demo could be extended
  • 20. Thanks for your time! (the end) 20
  • 21. • Open data about crime and policing in England, Wales, and Northern Ireland: http://data.police.uk • Neo4j Tableau Web Connector: https://github.com/neo4j- contrib/neo4j-tableau • Neo4j Graph Algorithms: https://neo4j.com/developer/graph- algorithms/ 21 Links

Notes de l'éditeur

  1. _