Category: A1; Team name: GAAIMC; Dataset: FacebookPagePage#214
Open
ixime wants to merge 6 commits intogeometric-intelligence:mainfrom
Open
Category: A1; Team name: GAAIMC; Dataset: FacebookPagePage#214ixime wants to merge 6 commits intogeometric-intelligence:mainfrom
ixime wants to merge 6 commits intogeometric-intelligence:mainfrom
Conversation
This was referenced Nov 19, 2025
levtelyatnikov
added
the
category-a1
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment
3 participants
Add this suggestion to a batch that can be applied as a single commit.This suggestion is invalid because no changes were made to the code.Suggestions cannot be applied while the pull request is closed.Suggestions cannot be applied while viewing a subset of changes.Only one suggestion per line can be applied in a batch.Add this suggestion to a batch that can be applied as a single commit.Applying suggestions on deleted lines is not supported.You must change the existing code in this line in order to create a valid suggestion.Outdated suggestions cannot be applied.This suggestion has been applied or marked resolved.Suggestions cannot be applied from pending reviews.Suggestions cannot be applied on multi-line comments.Suggestions cannot be applied while the pull request is queued to merge.Suggestion cannot be applied right now. Please check back later.
Checklist
Description
This pull request adds the FacebookPagePage dataset published in [1] for TAG-DS Topological Deep Learning Challenge 2025: Expanding the Data Landscape.
This webgraph is a page-page graph of verified Facebook sites. Nodes represent official Facebook pages while the links are mutual likes between sites. Node features are extracted from the site descriptions that the page owners created to summarize the purpose of the site. This graph was collected through the Facebook Graph API in November 2017 and restricted to pages from 4 categories which are defined by Facebook. These categories are: politicians, governmental organizations, television shows and companies. The task related to this dataset is multi-class node classification for the 4 site categories [2]
This dataset was shared in PyG [3], but the url to download it is broken, so we downloaded it from [2]. In [4] the features were truncated to a dimensionality of 128 using SVD. We added the dimensionality reduction as a data transformation and is performed as default for this dataset, however the complete data is kept, in case of choosing another kind of data transformation.
The same data transformation is used in PR's #216, #217 and #229
References:
[1] Rozemberczki, B., Allen, C. and Sarkar, R., 2021, Multi-Scale Attributed Node Embedding, IMA Journal of Complex Networks
[2] SNAP: Network datasets: Facebook Page Page
[3] Facebook_page_page in PyG
[4] B. Rozemberczki and R. Sarkar. Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models. 2020.
Issue
Additional context