遇见数据集

Three Large Real-World Growing Networks (2B+ nodes, 4B+ edges, 30+ Years of Evolution)

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Zenodo2026-02-11 更新2026-05-26 收录
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This Zenodo deposit is part of the supplemental materials and replication package associated with the preprint, "Empirical Growing Networks vs Minimal Models: Evidence and Challenges from Software Heritage and APS Citation Datasets", available on https://arxiv.org/abs/2501.10145 and http://ssrn.com/abstract=5191689. Deposit Description This deposit contains data files related to the construction and analysis of large evolving graphs. Notes:- All `.pkl` files are serialized Python objects (Pickle format).- All graph data are represented using the Compressed Sparse Row (CSR) format.- The derived graphs (BigO and L0) correspond to different rules for inheritance between nodes after temporal partioning. The resources are organized as follows: Main Graph Files Full O/RV/RL-O/RV/RL graph exported from the raw original export (2021/03/23, SWH). - `nodes_20240310.pkl`: Nodes array in the main dataset (CSR format).- `edges_20240310.pkl`: Edges array in the main dataset (CSR format).- `nodesad_20240310.pkl`: Node timestamp attributes.- `tsoutlier_20240310.pkl`: Timestamp outlier information. Total number of nodes = 2,224,378,840Total number of edges = 3,841,679,043 Derived Graph Files O-(RV/RL)-O graphs derived from the full *O/RV/RL-O/RV/RL* graph, after applying temporal partitioning, with inheritance (`BigO` rule) or without inheritance (`L0` rule). Derived Graph using the `BigO` Rule - `nodes_o_derived_O-RVRL-O_BigO_20240429.pkl`: Nodes array for the derived graph under the BigO inheritance rule.- `edges_o_derived_O-RVRL-O_BigO_20240429.pkl`: Edges array for the derived graph under the BigO inheritance rule.- `nodesadderived_derived_O-RVRL-O_BigO_20240429.pkl`: Node timestamp attributes for the BigO-derived graph. Total number of nodes = 139,524,533Total number of edges = 156,682,302 Derived Graph using the `L0` Rule - `nodes_o_derived_O-RVRL-O_L0_20240429.pkl`: Nodes array for the derived graph under the L0 inheritance rule.- `edges_o_derived_O-RVRL-O_L0_20240429.pkl`: Edges array for the derived graph under the L0 inheritance rule. Total number of nodes = 139,524,533Total number of edges = 149,732,521 Metadata and Additional Information - `id_unreal_origins_20210321.txt`: List of indexes of approximately 8,000 origin nodes identified as unreal (relevant for both the main graph and the derived graphs; see the Replication Package for detailed information). Documentation - `README.md`: Provides general information about this deposit, including a link to the associated preprint, copyright, and credit information.

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Zenodo
创建时间:
2025-04-28
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