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stmt |
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sub |
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package Pheno::Ranker::Graph; |
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3
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5
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5
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39
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use strict; |
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5
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11
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5
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235
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4
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5
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30
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use warnings; |
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5
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11
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5
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568
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5
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5
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33
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use autodie; |
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5
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11
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5
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69
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6
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36078
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use feature qw(say); |
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14
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5
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974
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7
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5
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40
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use JSON::XS; |
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5
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11
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5
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542
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8
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52
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use Pheno::Ranker::IO; |
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11
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5
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768
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9
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40
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use Exporter 'import'; |
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406
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10
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our @EXPORT = qw(matrix2graph cytoscape2graph); |
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5
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35
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use constant DEVEL_MODE => 0; |
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10
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5
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9257
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############################ |
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############################ |
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# SUBROUTINES FOR GRAPHS # |
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############################ |
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############################ |
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18
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19
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sub matrix2graph { |
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20
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21
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# *** IMPORTANT*** |
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22
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# Hard-coded in purpose to avoid using Graph unless necessary |
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23
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24
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1
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1
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0
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3
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my $arg = shift; |
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25
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1
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92
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my $input = $arg->{matrix}; |
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26
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1
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7
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my $output = $arg->{json}; |
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27
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1
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2
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my $verbose = $arg->{verbose}; |
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28
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1
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3
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my $graph_stats = $arg->{graph_stats}; |
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29
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30
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# Open the matrix file to read |
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31
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1
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58
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open( my $matrix_fh, '<:encoding(UTF-8)', $input ); |
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32
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33
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# Read the first line to get node IDs (headers) |
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34
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1
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2962
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my $header_line = <$matrix_fh>; |
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35
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1
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18
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chomp $header_line; |
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36
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1
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23
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my @headers = split /\t/, $header_line; |
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37
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1
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3
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shift @headers; # Remove the initial empty element from the headers list |
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38
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39
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# Initialize the nodes and edges arrays |
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40
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1
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5
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my ( @nodes, @edges ); |
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41
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1
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4
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my $threshold = 0.0; |
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42
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43
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# Initialize an index to keep track of the current row |
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44
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1
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4
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my $current_index = 0; |
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45
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46
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# Read each subsequent line |
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47
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1
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9
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while ( my $line = <$matrix_fh> ) { |
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48
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36
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164
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chomp $line; |
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49
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36
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514
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my @values = split /\t/, $line; |
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50
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36
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69
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my $node_id = shift @values; # The first column is the node ID |
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51
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52
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# Ensure each node is represented in the node array |
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53
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36
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313
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push @nodes, { data => { id => $node_id } }; |
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54
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55
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# Process each value in the row corresponding to an edge, but only in the upper triangle |
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56
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# and explicitly skipping diagonal elements |
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57
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# Undirected graph - Cytoscape.js settings: |
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58
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# "style": [ |
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59
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# { |
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60
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# "selector": "edge", |
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61
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# "style": { |
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62
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# "target-arrow-shape": "none" |
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63
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# } |
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64
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# } |
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65
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# ] |
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66
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67
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36
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106
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for ( my $i = $current_index + 1 ; $i < scalar @headers ; $i++ ) { |
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68
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630
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50
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1439
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if ( $values[$i] >= $threshold ) { |
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69
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630
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2741
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push @edges, |
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70
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{ |
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71
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data => { |
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72
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source => $node_id, |
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73
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target => $headers[$i], |
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74
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weight => $values[$i] |
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75
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} |
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76
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}; |
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77
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} |
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78
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} |
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79
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80
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# Increment the current row index |
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81
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36
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311
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$current_index++; |
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82
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} |
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83
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84
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# Close the matrix file handle |
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85
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1
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9
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close $matrix_fh; |
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86
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87
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# Assemble the complete graph structure |
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88
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1
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1234
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my %graph = ( |
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89
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elements => { |
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90
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nodes => \@nodes, |
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91
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edges => \@edges, |
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92
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} |
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93
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); |
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94
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95
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# Open a file to write JSON output |
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96
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1
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50
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7
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say "Writting <$output> file " if $verbose; |
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97
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1
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12
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write_json( { filepath => $output, data => \%graph } ); |
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98
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99
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1
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50
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24
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return defined $graph_stats ? \%graph : undef; |
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100
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} |
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101
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102
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sub cytoscape2graph { |
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103
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104
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# This is a very time consuming function, that's why we only load data in Graph |
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105
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# if the user asks for it |
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106
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1
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1
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0
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1261
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require Graph; |
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107
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108
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# Decode JSON to a Perl data structure |
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109
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1
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54836
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my $arg = shift; |
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110
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1
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5
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my $json_data = $arg->{graph}; |
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111
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1
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4
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my $output = $arg->{output}; |
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112
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1
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3
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my $metric = $arg->{metric}; |
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113
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1
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3
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my $verbose = $arg->{verbose}; |
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114
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1
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50
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5
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my $jaccard = $metric eq 'jaccard' ? 1 : 0; |
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115
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116
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1
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2
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my @nodes = @{ $json_data->{elements}{nodes} }; |
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1
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20
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117
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1
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3
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my @edges = @{ $json_data->{elements}{edges} }; |
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1
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102
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118
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119
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# Create a new Graph object |
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120
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1
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12
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my $graph = Graph->new( undirected => 1 ); |
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121
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122
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# Add nodes and edges to the graph |
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123
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1
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4212
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foreach my $node (@nodes) { |
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124
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36
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919
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$graph->add_vertex( $node->{data}{id} ); |
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125
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} |
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126
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127
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1
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46
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foreach my $edge (@edges) { |
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128
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$graph->add_weighted_edge( |
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129
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$edge->{data}{source}, |
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130
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$edge->{data}{target}, |
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131
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132
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# Convert to distances if Jaccard |
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133
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$jaccard ? 1 - $edge->{data}{weight} : $edge->{data}{weight} |
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134
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630
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50
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243312
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); |
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135
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} |
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136
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137
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# Now $graph contains the Graph object populated with the Cytoscape data |
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138
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1
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490
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graph_stats( $graph, $output, $metric, $verbose ); |
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139
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1
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51
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return 1; |
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140
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} |
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141
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142
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sub graph_stats { |
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143
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1
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1
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0
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4
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my ( $g, $output, $metric, $verbose ) = @_; |
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144
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145
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# Open the output file |
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146
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1
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50
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5
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say "Writting <$output> file " if $verbose; |
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147
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1
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8
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open( my $fh, '>:encoding(UTF-8)', $output ); |
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148
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149
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# Basic stats |
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150
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1
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366
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print $fh "Metric: ", ucfirst($metric), "\n"; |
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151
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1
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6
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print $fh "Number of vertices: ", scalar $g->vertices, "\n"; |
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152
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1
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64
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print $fh "Number of edges: ", scalar $g->edges, "\n"; |
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153
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154
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# Checking connectivity and components |
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155
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1
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1128
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print $fh "Is connected: ", $g->is_connected, "\n"; |
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156
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1
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39472
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print $fh "Connected Components: ", scalar $g->connected_components, "\n"; |
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157
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158
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# Diameter and average path length, check if the graph is connected first |
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159
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1
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50
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69
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if ( $g->is_connected ) { |
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160
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1
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50
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print $fh "Graph Diameter: ", ( join "->", $g->diameter ), "\n"; |
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161
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1
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841092
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print $fh "Average Path Length: ", |
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162
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sprintf( "%7.3f", $g->average_path_length ), "\n"; |
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163
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} |
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164
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165
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# Display degrees of all vertices |
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166
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1
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79663
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foreach my $v ( $g->vertices ) { |
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167
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36
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79553
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print $fh "Degree of vertex $v: ", $g->degree($v), "\n"; |
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168
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} |
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169
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170
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# Minimum Spanning Tree |
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171
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1
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2313
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my $mst = $g->MST_Kruskal; # Assuming Kruskal's is available and appropriate |
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172
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1
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242160
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print $fh "MST has ", scalar $mst->edges, " edges\n"; |
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173
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174
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# Calculate and write all pairs shortest paths and their lengths to the file |
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175
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1
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105
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foreach my $u ( $g->vertices ) { |
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176
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36
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215
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foreach my $v ( $g->vertices ) { |
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177
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1296
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100
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6035
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if ( $u ne $v ) { |
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178
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1260
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4308
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my @path = $g->SP_Dijkstra( $u, $v ) |
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179
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; # Get shortest path using Dijkstra's algorithm |
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180
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1260
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50
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7249854
|
if (@path) { |
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181
|
1260
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4465
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my $distance = $g->path_length( $u, $v ); # Recompute |
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182
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1260
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114960
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print $fh "Shortest path from $u to $v is ", |
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183
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|
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( join "->", @path ), " [", scalar @path, |
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184
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"] with length $distance\n"; |
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185
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} |
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186
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else { |
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187
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0
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0
|
print $fh "No path from $u to $v\n"; |
|
188
|
|
|
|
|
|
|
} |
|
189
|
|
|
|
|
|
|
} |
|
190
|
|
|
|
|
|
|
} |
|
191
|
|
|
|
|
|
|
} |
|
192
|
|
|
|
|
|
|
|
|
193
|
|
|
|
|
|
|
# Close the output file |
|
194
|
1
|
|
|
|
|
10
|
close $fh; |
|
195
|
1
|
|
|
|
|
1303
|
return 1; |
|
196
|
|
|
|
|
|
|
} |
|
197
|
|
|
|
|
|
|
|
|
198
|
|
|
|
|
|
|
1; |