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Diffstat (limited to 'src/cython/example/rips_complex_diagram_persistence_from_correlation_matrix_file_example.py')
-rwxr-xr-x | src/cython/example/rips_complex_diagram_persistence_from_correlation_matrix_file_example.py | 87 |
1 files changed, 0 insertions, 87 deletions
diff --git a/src/cython/example/rips_complex_diagram_persistence_from_correlation_matrix_file_example.py b/src/cython/example/rips_complex_diagram_persistence_from_correlation_matrix_file_example.py deleted file mode 100755 index 3571580b..00000000 --- a/src/cython/example/rips_complex_diagram_persistence_from_correlation_matrix_file_example.py +++ /dev/null @@ -1,87 +0,0 @@ -#!/usr/bin/env python - -import gudhi -import sys -import argparse - -""" This file is part of the Gudhi Library - https://gudhi.inria.fr/ - which is released under MIT. - See file LICENSE or go to https://gudhi.inria.fr/licensing/ for full license details. - Author(s): Vincent Rouvreau - - Copyright (C) 2017 Inria - - Modification(s): - - YYYY/MM Author: Description of the modification -""" - -__author__ = "Vincent Rouvreau" -__copyright__ = "Copyright (C) 2017 Inria" -__license__ = "MIT" - -parser = argparse.ArgumentParser( - description="RipsComplex creation from " "a correlation matrix read in a csv file.", - epilog="Example: " - "example/rips_complex_diagram_persistence_from_correlation_matrix_file_example.py " - "-f ../data/correlation_matrix/lower_triangular_correlation_matrix.csv -e 12.0 -d 3" - "- Constructs a Rips complex with the " - "correlation matrix from the given csv file.", -) -parser.add_argument("-f", "--file", type=str, required=True) -parser.add_argument("-c", "--min_edge_correlation", type=float, default=0.5) -parser.add_argument("-d", "--max_dimension", type=int, default=1) -parser.add_argument("-b", "--band", type=float, default=0.0) -parser.add_argument( - "--no-diagram", - default=False, - action="store_true", - help="Flag for not to display the diagrams", -) - -args = parser.parse_args() - -if not (-1.0 < args.min_edge_correlation < 1.0): - print("Wrong value of the treshold corelation (should be between -1 and 1).") - sys.exit(1) - -print("#####################################################################") -print("Caution: as persistence diagrams points will be under the diagonal,") -print("bottleneck distance and persistence graphical tool will not work") -print("properly, this is a known issue.") - -print("#####################################################################") -print("RipsComplex creation from correlation matrix read in a csv file") - -message = "RipsComplex with min_edge_correlation=" + repr(args.min_edge_correlation) -print(message) - -correlation_matrix = gudhi.read_lower_triangular_matrix_from_csv_file( - csv_file=args.file -) -# Given a correlation matrix M, we compute component-wise M'[i,j] = 1-M[i,j] to get a distance matrix: -distance_matrix = [ - [1.0 - correlation_matrix[i][j] for j in range(len(correlation_matrix[i]))] - for i in range(len(correlation_matrix)) -] - -rips_complex = gudhi.RipsComplex( - distance_matrix=distance_matrix, max_edge_length=1.0 - args.min_edge_correlation -) -simplex_tree = rips_complex.create_simplex_tree(max_dimension=args.max_dimension) - -message = "Number of simplices=" + repr(simplex_tree.num_simplices()) -print(message) - -diag = simplex_tree.persistence() - -print("betti_numbers()=") -print(simplex_tree.betti_numbers()) - -# invert the persistence diagram -invert_diag = [ - (diag[pers][0], (1.0 - diag[pers][1][0], 1.0 - diag[pers][1][1])) - for pers in range(len(diag)) -] - -if args.no_diagram == False: - pplot = gudhi.plot_persistence_diagram(invert_diag, band=args.band) - pplot.show() |