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Traag, V. A., Waltman, L., & van Eck, N. J. (2019). From Louvain to Leiden: guaranteeing well connected communities. Scientific Reports , 9, 5233. https://arxiv.org/abs/1810.08473 U.S. Census Bureau. (n.d.). Total population. Decennial Census, DEC 118th Congressional District Summary File, Table P1 . Retrieved November 17, 2025, from https://data.census.gov/table/DECENNIALCD1182020.P1?q=us+population+by+state. Uddin, M. A., Talukder, Md. A., Ahmed, Md. R., Khraisat, A., Alazab, A., Islam, Md. M., Aryal, S., & Jibon, F. A. (2024). Data-driven strategies for digital native market segmentation using clustering. I nternational Journal of Cognitive Computing in Engineering , 5, 178–191. https://doi.org/10.1016/j.ijcce.2024.04.002 Virinchi, S., Saladi, A., & Mondal, A. (2022). Recommending related products using graph neural networks in directed graphs . arXiv. https://arxiv.org/abs/2211.11583 Yan, Y., & Xie, H. (2025). From clicks to context: A heterogeneous graph framework for diagnosing consumer shopping goals and personalizing retail strategy. Electronic Commerce Research and Applications , 74, 101557. https://doi.org/10.1016/j.elerap.2025.101557

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