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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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Toc

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

Introducing the APOC library to deal with JSON data

The JavaScript Object Notation (JSON) file format is another data format you have probably used in your data science work. It is used by NoSQL document-like databases (or an equivalent of it, such as Binary JSON (BSON) for MongoDB). It is also one of the most used formats for data serialization and hence sharing data via web interfaces (APIs).

In this section, we will learn how to import JSON data into Neo4j. This format is not supported by Cypher directly, so we will have to rely on the APOC library to load such data. First, let’s have a look at the dataset we are going to use in this section.

Browsing the dataset

The file we are going to use contains the same data we used in the previous section but in a different format. Here is an example record from the JSON file:

{'cast': [{'name': 'Billy Magnussen'},
             ...
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