Published August 12, 2025 | Version v1
Software Open

Code and data accompanying "Sociohydrodynamics: data-driven modeling of social behavior"

  • 1. ROR icon University of Chicago
  • 2. ROR icon Old Dominion University
  • 3. ROR icon Gulliver
  • 1. ROR icon University of Chicago
  • 2. ROR icon Old Dominion University
  • 3. ROR icon Gulliver

Description

Code and data accompanying "Sociohydrodynamics: data-driven modeling of social behavior".

There are two files:

  • sociohydro_code_v1.0-pnas.zip
    • Contains code used to reproduce the paper, including scripts for inference, neural networks, and numerical simulations. There are also trained NN models.
    • An up-to-date version of the code can be found on github. This code corresponds to release v1.0-pnas
  • sociohydro_data.zip
    • This contains the data used in the paper, consisting of:
      • raw and processed census data
      • results of linear regression for parameter inference
      • comparisons of errors for both neural network model and sociohydrodynamic simulations
      • sociohydrodynamic simulation results using finite volume methods over geographic areas
      • sociohydrodynamic simulation results using finite-difference methods in homogeneous domains
      • sociohydrodynamic simulation results using monte-carlo simulations of a Schelling-like agent-based model

Files

sociohydro_code_v1.0-pnas.zip

Files (7.2 GB)

Name Size Download all
md5:7b673dc2731539e3bb5f97b129f333bb
398.0 MB Preview Download
md5:2bec33df2e4c2c93499d73fc5f8c66e4
6.8 GB Preview Download

Additional details

Related works

Is supplement to
Publication: 10.1073/pnas.2508692122 (DOI)
Preprint: arXiv:2312.17627 (arXiv)

Dates

Accepted
2025-08-12