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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

Enriching our graph with Wikidata information

In this section, we are going to use the preceding SPARQL query and the Wikidata query API to retrieve information about each person in our Neo4j graph and add their country of citizenship.

Loading data into Neo4j for one person

Using the previous query, we are going to query the Wikidata API SPARQL endpoint using APOC, and save the result into Neo4j:

  1. Save the query as a parameter in Neo4j Browser:
    :param query=>apoc.text.urlencode("SELECT ?personLabel ?countryLabel WHERE {?person rdfs:label 'George Clooney'@en ; wdt:P27 ?country . SERVICE wikibase:label {bd:serviceParam wikibase:language 'en' .}}")
  2. Make sure you encode the query since it’s going to be used in the query string to perform an HTTP GET query. You can see what the encoded query looks like by just using RETURN $query, which prints the following:
    "SELECT+%3FpersonLabel+%3FcountryLabel+WHERE+%7B%3Fperson +rdfs%3Alabel...
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