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Graph Data Science with Neo4j

You're reading from   Graph Data Science with Neo4j Learn how to use Neo4j 5 with Graph Data Science library 2.0 and its Python driver for your project

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Product type Paperback
Published in Jan 2023
Publisher Packt
ISBN-13 9781804612743
Length 288 pages
Edition 1st Edition
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Author (1):
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Estelle Scifo Estelle Scifo
Author Profile Icon Estelle Scifo
Estelle Scifo
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Table of Contents (16) Chapters Close

Preface 1. Part 1 – Creating Graph Data in Neo4j
2. Chapter 1: Introducing and Installing Neo4j FREE CHAPTER 3. Chapter 2: Importing Data into Neo4j to Build a Knowledge Graph 4. Part 2 – Exploring and Characterizing Graph Data with Neo4j
5. Chapter 3: Characterizing a Graph Dataset 6. Chapter 4: Using Graph Algorithms to Characterize a Graph Dataset 7. Chapter 5: Visualizing Graph Data 8. Part 3 – Making Predictions on a Graph
9. Chapter 6: Building a Machine Learning Model with Graph Features 10. Chapter 7: Automatically Extracting Features with Graph Embeddings for Machine Learning 11. Chapter 8: Building a GDS Pipeline for Node Classification Model Training 12. Chapter 9: Predicting Future Edges 13. Chapter 10: Writing Your Custom Graph Algorithms with the Pregel API in Java 14. Index 15. Other Books You May Enjoy

Visualizing Graph Data

Graphs are special objects. Unlike images, there is no simple way to visualize them. The preceding chapters have demonstrated how we can extract information from a graph dataset: node importance using centrality metrics (for example, degree) or node clusters with community detection algorithms (for example, the Louvain algorithm). We have also already used some tools to visualize the content of our graph: neodash to draw charts from data stored in Neo4j, and Neo4j Browser, which is able to draw a graph with nodes and relationships in a dynamic way. Neo4j Browser is very convenient to see the result of a Cypher query, but it is not intended for data analysis visualization. Typically, it does not let us configure node color based on a node property.

In this chapter, we will focus on graph data visualization. We will first learn why it is challenging and what the graph visualization techniques are. We will first create static but customizable images of a graph...

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