Network of The Witcher | Relationship Extraction & Network Analysis with Spacy & NetworkX
🌟 Master Python and Build Awesome AI Projects 👉 https://python-course-earlybird.framer.website/?&utm_source=witchnet 🔥 Receive top data science/ AI insights in your inbox 👉 https://thu-vu.ck.page/49c5ee08f6 ----------------- 🔑 GitHub repo for this project: https://github.com/thu-vu92/the_witcher_network 📹 First episode of this series: https://youtu.be/RuNolAh_4bU 🙇♀️ Graph Analytics for Big Data(Coursera): https://imp.i384100.net/oeWP1O ----------------- Hey data nerds 👋, in this video we made an attempt to extract relationships between The Witcher's characters from the books. We also did some graph analyses (centrality measures and community detection) and visualization using NetworkX and Pyvis. The analyses are still quite preliminary and I might have glossed over some details, but hopefully, this is a bit interesting and you learned something from it 🤓. This is the second project in the Witcher project series where we will analyze the relationships between characters. The next episode of this series will be all about network graph visualization 😁. I hope you enjoyed this video and any questions and thoughts are welcome! Thank you for watching 🙌🏽 👩🏻💻 COURSES & RESOURCES ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ 📖 Google Advanced Data Analytics Certificate 👉 https://imp.i384100.net/anK9zZ 📖 Google Data Analytics Certificate 👉 https://imp.i384100.net/15v9y6 📖 Learn SQL Basics for Data Science Specialization 👉 https://imp.i384100.net/AovPnJ 📖 Excel Skills for Business 👉 https://coursera.pxf.io/doPaoy 📖 Machine Learning Specialization 👉 https://imp.i384100.net/RyjykN 📖 Data Visualization with Tableau Specialization 👉https://imp.i384100.net/n15XWR 📖 Deep Learning Specialization 👉 https://imp.i384100.net/zavBA0 📖 Mathematics for Machine Learning and Data Science Specialization 👉 https://imp.i384100.net/LXK0gj 📖 Applied Data Science with Python 👉 https://imp.i384100.net/gbxOqv 🙋🏻♀️ LET'S CONNECT! ▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀▀ 🤓 Join my Discord server: https://discord.gg/SK7ZC5XhcS 📩 Newsletter: https://thu-vu.ck.page/profile ✍ Medium: https://medium.com/@vuthihienthu.ueb 🔗 All links: https://linktr.ee/thuvuanalytics 🔑 TIMESTAMPS ================================ 0:00 - Intro & objectives 0:47 - Installing packages & project setup 2:07 - Plan for the project 🧭 3:34 - Get data & process data 5:13 - Read in character names 7:06 - Get character list per sentence 9:47 - Create relationship df 14:22 - Network graph visualization & analysis 18:40 - Centrality measures 20:26 - Community detection 21:54 - Characters' importance over time 25:25 - Where to learn graph analytics 26:18 - Some announcement 😉 ================================ As a member of the Amazon and Coursera Affiliate Programs, I earn a commission from qualifying purchases on some of the links above. It costs you nothing but helps me with content creation. #networkanalysis #Datanerd #DataAnalysis #datascience #ThuVu #dataanalytics
