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ValeriaTorresG/GalaxyMassGNN

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Galaxy stellar mass estimation with Graph Neural Networks (GNN)

DESI data

  1. fits.ipynb: Fits file use
  2. data.ipynb: Data exploration
  3. graph.ipynb: Graph creation
  4. graph_opt.ipynb: Graph optimization
  5. write_data.ipynb: Csv creation from graph
  6. plots.ipynb: Data plotting
  7. models.ipynb: Model exploration (Linear and Random Forest)
  8. gnn.ipynb: GNN implementation
  9. voronoi-delaunay.ipynb: Voronoi diagram and Delaunay triangulation use and exploration
  10. ./rosette_img: Rosettes graph images
  11. ./data: Nodes [id, mass, flux_g, flux_r, flux_z, flux_w1, flux_w2, z] and edges data [id,id]
  12. ./coord: Galaxy coordinates [id, RA, DEC, Z] data
  13. ./data_vd: Nodes data used in Voronoi-Delaunay [RA,DEC,Z]

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