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package RandomJungle::TestData; |
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=head1 NAME |
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RandomJungle::TestData - Test data for the RandomJungle* modules |
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=cut |
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use strict; |
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use warnings; |
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=head1 VERSION |
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Version 0.01 |
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=cut |
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our $VERSION = 0.01; |
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our @ISA = ( "Exporter" ); |
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our @EXPORT_OK = qw( get_exp_data ); |
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# This package contains the expected values for the 'testdata_20samples_10vars' dataset |
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my %testdata; |
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sub get_exp_data |
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{ |
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return \%testdata; |
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} |
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#************************************************* |
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# XML |
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#************************************************* |
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$testdata{XML}{filename} = 'testdata_20samples_10vars.jungle.xml'; |
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@{ $testdata{XML}{tree_ids} } = ( 0 .. 9 ); |
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$testdata{XML}{options} = |
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{ |
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file => '/home/freir2/RandomJungle/testdata/testdata_20samples_10vars.raw', |
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delimiter => ' ', treetype => 1, ntree => 10, mtry => 3, depvar => 1, |
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depvarname => 'PHENOTYPE', nrow => 20, ncol => 12, varnamesrow => 0, |
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depvarcol => 0, outprefix => 'testdata_20samples_10vars', skiprow => 0, |
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skipcol => 0, missingcode => 3, impmeasure => 3, backsel => 0, nimpvar => 100, |
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downsampling => 0, verbose => 0, memMode => 2, write => 2, predict => '', |
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varproximities => 0, summary => 0, testlib => 0, plugin => '', |
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colselection => '', impute => 0, gwa => 0, impcont => 0, transpose => 0, |
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sampleproximities => 0, weightsim => 0, extractdata => 0, yaimp => 0, |
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seeed => 1, nthreads => 0, pluginpar => '', maxtreedepth => 100, |
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targetpartitionsize => 1, pedfile => 1, |
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}; |
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$testdata{XML}{treedata}{1} = |
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{ |
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varID => '((9,11,4,6,10,0,8,11,0,0,0,3,2,0,0,4,0,0,0,0,0))', |
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values => '(((1)),((1)),((1)),((0)),((0)),((1)),((0)),((0)),((1)),((2)),((1)),((0)),((1)),((1)),((2)),((0)),((1)),((2)),((2)),((2)),((1)))', |
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branches => '((1,20),(2,19),(3,18),(4,11),(5,6),(0,0),(7,10),(8,9),(0,0),(0,0),(0,0),(12,15),(13,14),(0,0),(0,0),(16,17),(0,0),(0,0),(0,0),(0,0),(0,0))', |
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nodes_at_vector_i => { |
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0 => { |
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vector_index => 0, |
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is_terminal => 0, |
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variable_index => 9, |
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next_vector_i => [ 1, 1, 20 ], |
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path => [ 0 ], |
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}, |
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1 => { |
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vector_index => 1, |
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is_terminal => 0, |
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variable_index => 11, |
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next_vector_i => [ 2, 2, 19 ], |
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index_of_parent_node => 0, |
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path => [ 0, 1 ], |
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}, |
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2 => { |
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vector_index => 2, |
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is_terminal => 0, |
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variable_index => 4, |
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next_vector_i => [ 3, 3, 18 ], |
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index_of_parent_node => 1, |
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path => [ 0, 1, 2 ], |
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}, |
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3 => { |
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vector_index => 3, |
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is_terminal => 0, |
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variable_index => 6, |
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next_vector_i => [ 4, 11, 11 ], |
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index_of_parent_node => 2, |
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path => [ 0, 1, 2, 3 ], |
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}, |
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4 => { |
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vector_index => 4, |
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is_terminal => 0, |
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variable_index => 10, |
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next_vector_i => [ 5, 6, 6 ], |
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index_of_parent_node => 3, |
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path => [ 0, 1, 2, 3, 4 ], |
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}, |
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5 => { |
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vector_index => 5, |
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is_terminal => 1, |
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terminal_value => 1, |
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index_of_parent_node => 4, |
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path => [ 0, 1, 2, 3, 4, 5 ], |
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}, |
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6 => { |
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vector_index => 6, |
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is_terminal => 0, |
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variable_index => 8, |
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next_vector_i => [ 7, 10, 10 ], |
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index_of_parent_node => 4, |
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path => [ 0, 1, 2, 3, 4, 6 ], |
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}, |
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7 => { |
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vector_index => 7, |
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is_terminal => 0, |
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variable_index => 11, |
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next_vector_i => [ 8, 9, 9 ], |
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index_of_parent_node => 6, |
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path => [ 0, 1, 2, 3, 4, 6, 7 ], |
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}, |
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8 => { |
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vector_index => 8, |
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is_terminal => 1, |
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terminal_value => 1, |
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index_of_parent_node => 7, |
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path => [ 0, 1, 2, 3, 4, 6, 7, 8 ], |
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}, |
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9 => { |
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vector_index => 9, |
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is_terminal => 1, |
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terminal_value => 2, |
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index_of_parent_node => 7, |
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path => [ 0, 1, 2, 3, 4, 6, 7, 9 ], |
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}, |
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10 => { |
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vector_index => 10, |
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is_terminal => 1, |
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terminal_value => 1, |
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index_of_parent_node => 6, |
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path => [ 0, 1, 2, 3, 4, 6, 10 ], |
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}, |
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11 => { |
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vector_index => 11, |
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is_terminal => 0, |
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variable_index => 3, |
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next_vector_i => [ 12, 15, 15 ], |
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index_of_parent_node => 3, |
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path => [ 0, 1, 2, 3, 11 ], |
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}, |
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12 => { |
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vector_index => 12, |
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is_terminal => 0, |
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variable_index => 2, |
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next_vector_i => [ 13, 13, 14 ], |
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index_of_parent_node => 11, |
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path => [ 0, 1, 2, 3, 11, 12 ], |
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}, |
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13 => { |
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vector_index => 13, |
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is_terminal => 1, |
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terminal_value => 1, |
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index_of_parent_node => 12, |
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path => [ 0, 1, 2, 3, 11, 12, 13 ], |
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}, |
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14 => { |
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vector_index => 14, |
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is_terminal => 1, |
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terminal_value => 2, |
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index_of_parent_node => 12, |
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path => [ 0, 1, 2, 3, 11, 12, 14 ], |
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}, |
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15 => { |
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vector_index => 15, |
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is_terminal => 0, |
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variable_index => 4, |
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next_vector_i => [ 16, 17, 17 ], |
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index_of_parent_node => 11, |
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path => [ 0, 1, 2, 3, 11, 15 ], |
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}, |
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16 => { |
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vector_index => 16, |
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is_terminal => 1, |
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terminal_value => 1, |
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index_of_parent_node => 15, |
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path => [ 0, 1, 2, 3, 11, 15, 16 ], |
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}, |
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17 => { |
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vector_index => 17, |
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is_terminal => 1, |
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terminal_value => 2, |
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index_of_parent_node => 15, |
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path => [ 0, 1, 2, 3, 11, 15, 17 ], |
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}, |
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18 => { |
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vector_index => 18, |
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is_terminal => 1, |
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terminal_value => 2, |
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index_of_parent_node => 2, |
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path => [ 0, 1, 2, 18 ], |
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}, |
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19 => { |
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vector_index => 19, |
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is_terminal => 1, |
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terminal_value => 2, |
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index_of_parent_node => 1, |
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path => [ 0, 1, 19 ], |
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}, |
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20 => { |
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vector_index => 20, |
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is_terminal => 1, |
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terminal_value => 1, |
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index_of_parent_node => 0, |
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path => [ 0, 20 ], |
216
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}, |
217
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}, |
218
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}; |
219
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220
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$testdata{XML}{treedata}{1}{var_indices_used_in_tree} = |
221
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do |
222
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{ |
223
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my @nonterm_noderefs = |
224
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grep { defined $_->{variable_index} } |
225
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( values %{ $testdata{XML}{treedata}{1}{nodes_at_vector_i} } ); |
226
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my @var_indices = map { $_->{variable_index} } @nonterm_noderefs; |
227
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my %uniq_var_i = map { $_ => 1 } @var_indices; |
228
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[ sort { $a <=> $b } ( keys %uniq_var_i ) ]; |
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}; |
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#************************************************* |
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# OOB |
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#************************************************* |
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$testdata{OOB}{filename} = 'testdata_20samples_10vars.oob'; |
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$testdata{OOB}{matrix} = |
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[ |
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'0 0 0 1 1 0 1 0 0 0', |
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'0 1 1 0 1 1 1 1 0 1', |
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'0 0 0 0 1 0 0 1 0 1', |
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'0 0 0 1 0 0 0 0 0 1', |
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'0 0 1 0 0 0 0 0 0 0', |
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'0 1 0 0 0 0 0 0 0 1', |
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'0 0 0 0 0 0 1 0 0 0', |
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'1 0 0 0 0 0 1 1 0 0', |
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'0 0 0 0 1 1 0 0 0 1', |
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'0 1 1 0 0 0 0 1 0 0', |
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'0 0 1 1 1 1 1 1 0 0', |
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'1 0 0 1 1 1 0 0 0 1', |
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'0 0 1 0 0 1 0 0 0 1', |
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'1 0 1 0 0 1 0 0 1 1', |
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'1 0 1 1 1 0 0 0 0 1', |
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'0 0 0 1 1 0 0 0 1 0', |
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'0 1 1 1 0 0 1 1 0 0', |
256
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'0 0 0 0 0 0 0 1 1 1', |
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'1 1 0 0 0 0 1 0 0 1', |
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'1 0 0 1 0 0 1 0 1 0', |
259
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]; |
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$testdata{OOB}{data_by_sample_index}{0} = |
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{ |
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sample_used_to_construct_trees => [ 0, 1, 2, 5, 7, 8, 9 ], |
264
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sample_not_used_to_construct_trees => [ 3, 4, 6 ], |
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state_for_tree => [ 0, 0, 0, 1, 1, 0, 1, 0, 0, 0 ], |
266
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}; |
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# removed key (not needed?): trees_with_unrecognized_OOB_state => [], |
268
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269
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$testdata{OOB}{data_by_sample_index}{19} = |
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{ |
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sample_used_to_construct_trees => [ 1, 2, 4, 5, 7, 9 ], |
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sample_not_used_to_construct_trees => [ 0, 3, 6, 8 ], |
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state_for_tree => [ 1, 0, 0, 1, 0, 0, 1, 0, 1, 0 ], |
274
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}; |
275
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# removed key (not needed?): trees_with_unrecognized_OOB_state => [], |
276
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277
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$testdata{OOB}{data_by_tree_index}{2} = |
278
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{ |
279
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oob_samples => [ qw( s2 s5 s10 s11 s13 s14 s15 s17 ) ], |
280
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in_bag_samples => [ qw( s1 s3 s4 s6 s7 s8 s9 s12 s16 s18 s19 s20 ) ], |
281
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state_for_sample_index => [ 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0, 0 ], |
282
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}; |
283
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# removed key (not needed?): trees_with_unrecognized_OOB_state => [], |
284
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285
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#************************************************* |
286
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# RAW |
287
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#************************************************* |
288
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289
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$testdata{RAW}{filename} = 'testdata_20samples_10vars.raw'; |
290
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291
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$testdata{RAW}{variable_labels} = [ 'SEX', 'PHENOTYPE', 'Var1', 'Var2', 'Var3', 'Var4', |
292
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|
'Var5', 'Var6', 'Var7', 'Var8', 'Var9', 'Var10' ]; |
293
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294
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|
$testdata{RAW}{header_labels} = [ 'FID', 'IID', 'PAT', 'MAT' ]; |
295
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296
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|
foreach my $i ( 0 .. 19 ) |
297
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|
{ |
298
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|
$testdata{RAW}{sample_labels}[$i] = 's' . ($i+1); |
299
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|
$testdata{RAW}{data_by_sample_label}{ 's' . ($i+1) }{i} = $i; |
300
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|
} |
301
|
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302
|
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|
|
$testdata{RAW}{data_by_sample_label}{s1}{phenotype} = 1; |
303
|
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|
$testdata{RAW}{data_by_sample_label}{s2}{phenotype} = 1; |
304
|
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|
|
$testdata{RAW}{data_by_sample_label}{s3}{phenotype} = 1; |
305
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|
|
$testdata{RAW}{data_by_sample_label}{s4}{phenotype} = 2; |
306
|
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s5}{phenotype} = 1; |
307
|
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s6}{phenotype} = 1; |
308
|
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s7}{phenotype} = 2; |
309
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s8}{phenotype} = 2; |
310
|
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s9}{phenotype} = 1; |
311
|
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s10}{phenotype} = 1; |
312
|
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s11}{phenotype} = 2; |
313
|
|
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|
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|
|
$testdata{RAW}{data_by_sample_label}{s12}{phenotype} = 1; |
314
|
|
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|
|
|
|
$testdata{RAW}{data_by_sample_label}{s13}{phenotype} = 1; |
315
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_label}{s14}{phenotype} = 2; |
316
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_label}{s15}{phenotype} = 2; |
317
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_label}{s16}{phenotype} = 1; |
318
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_label}{s17}{phenotype} = 2; |
319
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_label}{s18}{phenotype} = 2; |
320
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_label}{s19}{phenotype} = 1; |
321
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_label}{s20}{phenotype} = 2; |
322
|
|
|
|
|
|
|
|
323
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_index}{0} = |
324
|
|
|
|
|
|
|
{ |
325
|
|
|
|
|
|
|
label => 's1', |
326
|
|
|
|
|
|
|
phenotype => 1, |
327
|
|
|
|
|
|
|
orig_data => '1 s1 0 0 1 1 1 0 0 0 1 1 1 0 0 0', |
328
|
|
|
|
|
|
|
spliced_data => [ 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0 ], |
329
|
|
|
|
|
|
|
}; |
330
|
|
|
|
|
|
|
|
331
|
|
|
|
|
|
|
$testdata{RAW}{data_by_sample_index}{19} = |
332
|
|
|
|
|
|
|
{ |
333
|
|
|
|
|
|
|
label => 's20', |
334
|
|
|
|
|
|
|
phenotype => 2, |
335
|
|
|
|
|
|
|
orig_data => '20 s20 0 0 1 2 0 1 1 0 1 1 0 1 0', |
336
|
|
|
|
|
|
|
spliced_data => [ 1, 2, 0, 1, 1, 0, 1, 1, 0, 1, 0 ], |
337
|
|
|
|
|
|
|
}; |
338
|
|
|
|
|
|
|
|
339
|
|
|
|
|
|
|
#************************************************* |
340
|
|
|
|
|
|
|
# CLASSIFICATION |
341
|
|
|
|
|
|
|
#************************************************* |
342
|
|
|
|
|
|
|
|
343
|
|
|
|
|
|
|
# manually-determined classification data |
344
|
|
|
|
|
|
|
# $testdata{classification}{$tree_id}{$sample_label} = $vector_index_of_terminal_node |
345
|
|
|
|
|
|
|
$testdata{classification}{1} = |
346
|
|
|
|
|
|
|
{ |
347
|
|
|
|
|
|
|
s1 => 13, |
348
|
|
|
|
|
|
|
s2 => 17, |
349
|
|
|
|
|
|
|
s3 => 5, |
350
|
|
|
|
|
|
|
s4 => 19, |
351
|
|
|
|
|
|
|
s5 => 16, |
352
|
|
|
|
|
|
|
s6 => 10, |
353
|
|
|
|
|
|
|
s7 => 14, |
354
|
|
|
|
|
|
|
s8 => 9, |
355
|
|
|
|
|
|
|
s9 => 20, |
356
|
|
|
|
|
|
|
s10 => 13, |
357
|
|
|
|
|
|
|
s11 => 18, |
358
|
|
|
|
|
|
|
s12 => 10, |
359
|
|
|
|
|
|
|
s13 => 8, |
360
|
|
|
|
|
|
|
s14 => 18, |
361
|
|
|
|
|
|
|
s15 => 19, |
362
|
|
|
|
|
|
|
s16 => 5, |
363
|
|
|
|
|
|
|
s17 => 13, |
364
|
|
|
|
|
|
|
s18 => 17, |
365
|
|
|
|
|
|
|
s19 => 8, |
366
|
|
|
|
|
|
|
s20 => 19, |
367
|
|
|
|
|
|
|
}; |
368
|
|
|
|
|
|
|
|
369
|
|
|
|
|
|
|
# computationally determined classification data |
370
|
|
|
|
|
|
|
# $testdata{classification}{data_by_sample_label}{$sample_label}{by_tree}{$tree_id} = href |
371
|
|
|
|
|
|
|
|
372
|
|
|
|
|
|
|
$testdata{classification}{data_by_sample_label}{s1}{by_tree} = |
373
|
|
|
|
|
|
|
{ |
374
|
|
|
|
|
|
|
0 => { pred_pheno => 1, term_node_vi => 4 }, |
375
|
|
|
|
|
|
|
1 => { pred_pheno => 1, term_node_vi => 13 }, |
376
|
|
|
|
|
|
|
2 => { pred_pheno => 1, term_node_vi => 9 }, |
377
|
|
|
|
|
|
|
3 => { pred_pheno => 1, term_node_vi => 5 }, |
378
|
|
|
|
|
|
|
4 => { pred_pheno => 1, term_node_vi => 12 }, |
379
|
|
|
|
|
|
|
5 => { pred_pheno => 1, term_node_vi => 8 }, |
380
|
|
|
|
|
|
|
6 => { pred_pheno => 1, term_node_vi => 2 }, |
381
|
|
|
|
|
|
|
7 => { pred_pheno => 1, term_node_vi => 12 }, |
382
|
|
|
|
|
|
|
8 => { pred_pheno => 1, term_node_vi => 12 }, |
383
|
|
|
|
|
|
|
9 => { pred_pheno => 1, term_node_vi => 7 }, |
384
|
|
|
|
|
|
|
}; |
385
|
|
|
|
|
|
|
|
386
|
|
|
|
|
|
|
#************************************************* |
387
|
|
|
|
|
|
|
|
388
|
|
|
|
|
|
|
=head1 SEE ALSO |
389
|
|
|
|
|
|
|
|
390
|
|
|
|
|
|
|
RandomJungle::Jungle, RandomJungle::Tree, RandomJungle::Tree::Node, |
391
|
|
|
|
|
|
|
RandomJungle::XML, RandomJungle::OOB, RandomJungle::RAW, |
392
|
|
|
|
|
|
|
RandomJungle::DB, RandomJungle::Classification_DB |
393
|
|
|
|
|
|
|
|
394
|
|
|
|
|
|
|
=head1 AUTHOR |
395
|
|
|
|
|
|
|
|
396
|
|
|
|
|
|
|
Robert R. Freimuth |
397
|
|
|
|
|
|
|
|
398
|
|
|
|
|
|
|
=head1 COPYRIGHT |
399
|
|
|
|
|
|
|
|
400
|
|
|
|
|
|
|
Copyright (c) 2011 Mayo Foundation for Medical Education and Research. All rights reserved. |
401
|
|
|
|
|
|
|
|
402
|
|
|
|
|
|
|
This program is free software; you can redistribute it and/or modify |
403
|
|
|
|
|
|
|
it under the same terms as Perl itself. |
404
|
|
|
|
|
|
|
|
405
|
|
|
|
|
|
|
The full text of the license can be found in the |
406
|
|
|
|
|
|
|
LICENSE file included with this module. |
407
|
|
|
|
|
|
|
|
408
|
|
|
|
|
|
|
=cut |
409
|
|
|
|
|
|
|
|
410
|
|
|
|
|
|
|
1; |