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Graph Data Modeling in Python

You're reading from   Graph Data Modeling in Python A practical guide to curating, analyzing, and modeling data with graphs

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Product type Paperback
Published in Jun 2023
Publisher Packt
ISBN-13 9781804618035
Length 236 pages
Edition 1st Edition
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Authors (2):
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Gary Hutson Gary Hutson
Author Profile Icon Gary Hutson
Gary Hutson
Matt Jackson Matt Jackson
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Matt Jackson
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Toc

Table of Contents (16) Chapters Close

Preface 1. Part 1: Getting Started with Graph Data Modeling
2. Chapter 1: Introducing Graphs in the Real World FREE CHAPTER 3. Chapter 2: Working with Graph Data Models 4. Part 2: Making the Graph Transition
5. Chapter 3: Data Model Transformation – Relational to Graph Databases 6. Chapter 4: Building a Knowledge Graph 7. Part 3: Storing and Productionizing Graphs
8. Chapter 5: Working with Graph Databases 9. Chapter 6: Pipeline Development 10. Chapter 7: Refactoring and Evolving Schemas 11. Part 4: Graphing Like a Pro
12. Chapter 8: Perfect Projections 13. Chapter 9: Common Errors and Debugging 14. Index 15. Other Books You May Enjoy

Implementing the model in Python

In the following step, we will load in the data that we are going to be working with.

To begin creating this graph in Python, we can import the nodes from musae_facebook_target.csv, using the standard Python csv library:

import csv
with open('./data/facebook_large/musae_facebook_target.csv', 'r', encoding='utf-8') as csv_file:
reader = csv.reader(csv_file)
data = [line for line in reader]
print(data[:10])
print(len(data))

Here, we open the CSV file with utf-8 encoding, as some node name strings contain non-standard characters. We use csv.reader to read the file, and convert this into a list of lists with a list comprehension (a special construct to encapsulate a loop inside a list to return a new list based on the loop logic, in essence to create a list from another list). Finally, we confirm that the CSV file is loaded correctly by examining the first few lines and checking the length of the imported list, which...

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