42 Graph Articles to Read on 2022 Holidays
Tags: memgraph, database, algorithms, graphdatabase
Published: 2022-12-26 10:15:34

The holidays are upon us, and we thought that it might be useful to compile a list of graph-related articles for you. We focused on graph algorithms and graph streaming data topics that you could find interesting to read during the holidays. So, here they are:

## Graph Algorithms 🧙

* [Introduction to Node Embedding](https://memgraph.com/blog/introduction-to-node-embedding?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How Node2Vec works](https://memgraph.com/blog/how-node2vec-works?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Link prediction with Node2Vec](https://memgraph.com/blog/link-prediction-with-node2vec-in-physics-collaboration-network?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How Dynamic Node2Vec Works on Streaming Data](https://memgraph.com/blog/dynamic-node2vec-on-streaming-data?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Recommendation System Using Online Node2Vec](https://memgraph.com/blog/online-node2vec-recommendation-system?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Dynamic Pagerank on Streaming Data](https://memgraph.com/blog/dynamic-page-rank-on-streaming-data?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Dynamic PageRank and a Twitter Network](https://memgraph.com/blog/twitter-analysis-with-dynamic-pagerank?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to use streaming PageRank?](https://www.youtube.com/watch?v=9zYjDwjBlN4?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [LabelRankT – Community Detection in Dynamic Environment](https://memgraph.com/blog/labelrankt-community-detection-in-dynamic-environment?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Monitoring a Dynamic Contact Network with Online Community Detection](https://memgraph.com/blog/monitoring-dynamic-contact-network-with-online-community-detection?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Running Community Detection with Memgraph and Python NetworkX](https://memgraph.com/blog/community-detection-with-memgraph-and-python-networkx?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to Identify Essential Proteins using Betweenness Centrality](https://memgraph.com/blog/identifying-essential-proteins-betweenness-centrality?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Optimizing Telco Networks With Graph Coloring & Memgraph MAGE](https://memgraph.com/blog/optimizing-telco-networks-with-graph-coloring-and-memgraph-mage?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to Implement Custom JSON Utility Procedures With Memgraph MAGE and Python](https://memgraph.com/blog/how-to-implement-custom-json-utility-procedures-with-memgraph-mage-and-python?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [The Benefits of Graph Analytics - How Various Industries can Utilize Network Analysis](https://memgraph.com/blog/the-benefits-of-graph-analytics?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
## Streaming data ✌
* [Top 10 Streaming Analytics Tools](https://memgraph.com/blog/streaming-analytics-tools?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Apache Pulsar vs Apache Kafka - How to choose a data streaming platform](https://memgraph.com/blog/pulsar-vs-kafka?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Chasing messages and offsets in the land of librdkafka](https://memgraph.com/blog/chasing-messages-and-offsets-on-the-land-of-librdkafka?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Connect to a Pulsar Cluster and Analyze Streaming NFT Data with Memgraph](https://memgraph.com/blog/connect-to-a-pulsar-cluster-and-analyze-streaming-data-with-memgraph?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Analyzing Real-Time Movie Reviews with Redpanda and Memgraph](https://memgraph.com/blog/analyzing-redpanda-movie-stream?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Twitch Streaming Graph Analysis - Part 1/3: Data Source and Backend Implementation](https://memgraph.com/blog/twitch-streaming-graph-analysis?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Twitch Streaming Graph Analysis - Part 2/3: Frontend Implementation](https://memgraph.com/blog/twitch-streaming-graph-analysis-part-2?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Twitch Streaming Graph Analysis - Part 3/3: Streaming Data from Kafka Cluster](https://memgraph.com/blog/twitch-streaming-graph-analysis-part-3?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to build a Spotify Recommendation Engine using Kafka and Memgraph](https://memgraph.com/blog/spotify-song-recommender?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Analyzing Interactions in a Slack Communication Network](https://memgraph.com/blog/slack-influence-bot?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Visualizing and Analyzing Reddit In Real-Time with Kafka and Memgraph](https://memgraph.com/blog/reddit-network-explorer?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Reddit JSON API as a Real-time Data Source](https://memgraph.com/real-time-data-sources/reddit-json-api?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
## Other graph content 💡
* [Exploring Interpersonal Relationships in the Bible](https://memgraph.com/blog/exploring-the-hebrew-bible-person-relationships?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Influencers among computer scientists](https://memgraph.com/blog/influencers-among-computer-scientists?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Analyzing the Eurovision Song Contest with Graphs](https://memgraph.com/blog/analyzing-the-eurovision-song-contest-with-graphs?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to Build a Graph Web Application with Python, Flask, Docker & Memgraph - Part 1](https://memgraph.com/blog/graph-web-application?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to use Memgraph with Python and Jupyter Notebooks](https://memgraph.com/blog/memgraph-with-python-and-jupyter-notebooks?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to decide about food by using Memgraph temporal types analytics?](https://www.youtube.com/watch?v=i_B7cuhQn5Y?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [The Overflowing Timeout Error - A Debugging Journey in Memgraph!](https://memgraph.com/blog/overflowing-timeout?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [BitClout - Who Are Content Creators Supported By? (Visualizing HODLers?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)](https://memgraph.com/blog/bitclout-who-are-content-creators-supported-by?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Building a BitClout Social Network Visualization App With Memgraph and D3.js](https://memgraph.com/blog/visualize-the-bitclout-network-using-d3js?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Modeling, Visualizing, and Navigating a Transportation Network with Memgraph](https://memgraph.com/blog/modeling-visualizing-navigating-a-transportation-network-with-memgraph?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Understanding Community Detection Algorithms with Python NetworkX](https://memgraph.com/blog/community-detection-algorithms-with-python-networkx?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to Build a Flight Network Analysis Graph-Based ASP.NET Application with Memgraph, C#, and D3.js](https://memgraph.com/blog/how-to-build-a-flight-network-analysis-graph-asp-net-application-with-memgraph-c-sharp-and-d3-js?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to Develop a Credit Card Fraud Detection Application using Memgraph, Flask, and D3.js](https://memgraph.com/blog/how-to-develop-a-credit-card-fraud-detection-application-using-memgraph-flask-and-d3js?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [How to Write Custom Cypher Procedures with NetworkX and Memgraph](https://memgraph.com/blog/how-to-write-custom-cypher-procedures-with-networkx-and-memgraph?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)
* [Graph Database vs Relational Database](https://memgraph.com/blog/graph-database-vs-relational-database?utm_source=devto&utm_medium=referral&utm_campaign=blog_repost)


Yeah, 42 articles exactly. Maybe they will not give you *the answer to the Ultimate Question of Life, the Universe, and Everything*, but we hope that they will be an interesting read for you during these holidays :)

We would like to wish you Happy Holidays and the shortest path to success in the New Year!

Thank you for your support and collaboration over 2022. We look forward to an exciting 20232 ahead of us!

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