An analysis of BoardGameGeek through the design and publishing features of individual game items.
Available Files:
Deconstructing Game Design: Communities, Prediction, and Generation for Board Gaming PDF
Data Code File - Originally created by N. Canu for The Impact of Crowdfunding on Board Games and licensed w/data.
Milestone_2 Workbook - IPYNB covering data cleaning, text processing, decomposition, topic modeling, document similarity, and stage 2 regression models.
Supervised_notebook - IPYNB covering stage 1 regression models, classification models, and tuning + feature analysis for both.
Supervised_section_mile2 Workbook - IPYNB covering stage 1 regression models, classification models, and some work on text generation.
Milestone_2_title_generator_FINAL Workbook - IPYNB covering full NLP text generator for making game titles from text descriptions.
Generator_Assets - All files + models used in the text generator workbook
Published October 23rd, 2022 by N. Canu, K. Chen, and R. Shetty
Data sourced from scraper by @mshepherd at GitLab with cleaning imported from The Impact of Crowdfunding on Board Games by N. Canu, A. Oldenkamp, and J. Ellis
Both sources licensed under CC BY-NC-SA 2.0. This project may also be remixed freely under the terms of the same license.