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#========================================================================== |
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# Copyright (c) 1999 Nigel Wright |
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#-------------------------------------------------------------------------- |
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# |
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# Name: |
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# GIFgraph::boxplot.pm |
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# |
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# Description: |
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# Module that extends GIFgraph capabilities to create |
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# box-and-whisker graphs. |
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# |
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#========================================================================== |
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package GIFgraph::boxplot; |
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1
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2511
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use strict qw(vars refs subs); |
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34
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1
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981
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use Statistics::Descriptive; |
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17917
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1
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33
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1
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1554
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use GIFgraph::axestype; |
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0
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use GIFgraph::utils qw(:all); |
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die "\nERROR: GIFgraph must be version 1.10 or greater.\n" |
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unless ($GIFgraph::VERSION ge '1.10'); |
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@GIFgraph::boxplot::ISA = qw( GIFgraph::axestype ); |
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$GIFgraph::boxplot::VERSION = '1.00'; |
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27
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my %Defaults = ( |
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box_spacing => 10, |
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x_label_position => 1/2, |
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r_margin => 25, |
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31
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32
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# do_stats default value is 1, meaning raw data is used for each box. |
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# the user can set it to 0, in which case they must put all data for each |
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# box in the following form: |
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# [mean, minimum, lower-pctile, median, upper-pctile, maximum] |
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do_stats => 1, |
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38
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# multiplied by the box height to determine the length of the whiskers |
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39
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step_const => 1.5, |
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40
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41
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# the percentage used to determing the box top and bottom |
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42
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upper_percent => 75, |
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43
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lower_percent => 25, |
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44
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45
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# number of steps between the edge of the box and the point |
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46
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# defining outliers vs far-out-values |
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fov_const => 1, |
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48
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49
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# produces a warning in case their are not enough pixels to properly |
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50
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# draw each box |
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51
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# set to 1 to turn the possibilty for warning on, 0 to turn it off |
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spacing_warning => 1, |
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53
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54
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# used for setting proper x,y position of symbol characters |
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55
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symbol_font => undef, |
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56
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font_offset => undef, |
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57
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58
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# allows the user to turn off all warnings in case they do not want to |
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59
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# receive print statements when using the program. default value is 1. |
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60
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# 0 disables all warnings/suggestions |
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warnings => 1, |
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62
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63
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# set to 0 to draw only the box outlines and symbols |
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64
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box_fill => 1, |
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65
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66
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# sets the symbol color to be used |
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67
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# dblue is used as default to match the rest of GIFgraph defaults |
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68
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symbolc => 'dblue', |
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69
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); |
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70
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71
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{ |
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72
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sub initialise() |
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73
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{ |
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74
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my $self = shift; |
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75
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76
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$self->SUPER::initialise(); |
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77
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78
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my $key; |
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79
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foreach $key (keys %Defaults) |
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{ |
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81
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$self->set( $key => $Defaults{$key} ); |
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} |
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83
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} |
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85
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# PRIVATE |
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sub draw_data{ |
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87
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88
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my $s = shift; |
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89
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my $g = shift; |
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90
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my $d = shift; |
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91
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92
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# draw the 'zero' axis |
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93
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$g->line( |
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94
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$s->{left}, $s->{zeropoint}, |
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95
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$s->{right}, $s->{zeropoint}, |
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96
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$s->{fgci} ); |
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97
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98
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# add in the boxplots |
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99
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$s->SUPER::draw_data($g, $d); |
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100
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} |
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101
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102
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# draws the boxplots |
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103
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sub draw_data_set($$$) |
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104
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{ |
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105
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my $s = shift; |
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106
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my $g = shift; |
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107
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my $d = shift; |
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108
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my $ds = shift; |
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109
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my $box_s = _round($s->{box_spacing}/2); |
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110
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111
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# Pick a fill colour for current data set |
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112
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my $dsci = $s->set_clr( $g, $s->pick_data_clr($ds) ); |
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113
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114
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# symbol colour is set to the default value |
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115
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my $medci = $s->set_clr( $g, GIFgraph::_rgb($s->{symbolc}) ); |
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116
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117
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for my $i (0 .. $s->{numpoints}) |
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118
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{ |
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119
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if ( $s->{do_stats} ) |
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120
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{ |
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121
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next unless (defined $d->[$i][0]); |
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122
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} |
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123
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else |
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124
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{ |
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125
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for my $j (0..5) |
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126
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{ next unless (defined $d->[$i][$j]); } |
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127
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} |
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128
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129
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# variable declaration |
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130
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my ($stat, $upper, $medianv, $lower, $meanv, |
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131
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$step, $minim, $maxim, $highest, $lowest); |
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132
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133
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if ( $s->{do_stats} ) |
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134
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{ |
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135
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# used for simple statistical calculations |
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136
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$stat = Statistics::Descriptive::Full->new(); |
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137
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138
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# add all the data for each box |
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139
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my $j; # declaration required for comparison below |
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140
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for($j=0; defined $d->[$i][$j]; $j++) |
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141
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{ |
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142
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$stat->add_data($d->[$i][$j]); |
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143
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} |
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144
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145
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# check for minimum number of data points within the |
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146
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# current data set. 4 points are required for stats. |
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147
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if ($j < 4) |
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148
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{ |
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149
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if ( $s->{warnings} ) |
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150
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{ |
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151
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print "\nData set ", $i+1, |
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152
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" does not contain the ", |
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153
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"minimum of 4 data points.\n", |
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154
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"It has been left blank.\n"; |
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155
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} |
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156
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next; |
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157
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} |
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158
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159
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# get all the values needed for making the boxplot |
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160
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$upper = $stat->percentile( $s->{upper_percent} ); |
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161
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$lower = $stat->percentile( $s->{lower_percent} ); |
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162
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$meanv = $stat->mean(); |
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163
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$medianv = $stat->median(); |
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164
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$step = $s->{step_const}*($upper-$lower); |
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165
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166
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#find max and min data points that are within one step |
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167
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if ($stat->max() < $upper+$step) |
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168
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{ $maxim = $stat->max(); } |
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169
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else { $maxim = $upper+$step; } |
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170
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171
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if ($stat->min() > $lower-$step) |
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172
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{ $minim = $stat->min(); } |
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173
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else { $minim = $lower-$step; } |
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174
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} |
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175
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else #( !$s->{do_stats} ) |
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176
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{ |
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177
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# collect all the stats needed for making the boxplot |
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$highest = $d->[$i][5]; |
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179
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$upper = $d->[$i][4]; |
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180
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$medianv = $d->[$i][3]; |
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181
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$lower = $d->[$i][2]; |
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182
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$lowest = $d->[$i][1]; |
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183
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$meanv = $d->[$i][0]; |
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184
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$step = $s->{step_const}*($upper-$lower); |
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185
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186
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if ($highest < $upper+$step) |
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187
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{ $maxim = $highest; } |
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188
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else { $maxim = $upper+$step; } |
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189
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190
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if ($lowest > $lower-$step) |
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191
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{ $minim = $lowest; } |
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192
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else { $minim = $lower-$step; } |
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193
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} # end of else |
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194
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195
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my ($xp, $t, $max, $min, $mean, $median, $b); |
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196
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197
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# get coordinates of top of box |
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198
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($xp, $t) = $s->val_to_pixel($i+1, $upper, $ds); |
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199
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200
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# max |
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201
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($xp, $max) = $s->val_to_pixel($i+1, $maxim, $ds); |
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202
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203
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# min |
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204
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($xp, $min) = $s->val_to_pixel($i+1, $minim, $ds); |
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205
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206
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# mean |
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207
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($xp, $mean) = $s->val_to_pixel($i+1, $meanv, $ds); |
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208
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209
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# median |
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210
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($xp, $median) = $s->val_to_pixel($i+1, $medianv, $ds); |
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211
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212
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# calculate left and right of box |
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213
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my $l = $xp |
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214
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- _round($s->{x_step}/2) |
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215
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+ _round(($ds - 1) * $s->{x_step}/$s->{numsets}) |
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216
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+ $box_s; |
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217
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my $r = $xp |
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218
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- _round($s->{x_step}/2) |
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219
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+ _round($ds * $s->{x_step}/$s->{numsets}) |
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220
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- $box_s; |
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221
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222
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# bottom |
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223
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($xp, $b) = $s->val_to_pixel($i+1, $lower, $ds); |
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224
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225
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# set the center x location |
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226
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my $c = $l - _round( ($l-$r)/2 ); |
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227
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228
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# check to make sure the boxplots have enough pixels |
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229
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# to be properly displayed (else issue a warning) |
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230
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# only do so once for the entire program, |
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231
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# and only if the user has not turned off the warning |
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232
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if ( $r-$l < 2 && $s->{spacing_warning} == 1 && $s->{warnings} ) |
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233
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{ |
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234
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print "\nWarning: the image size may be too ", |
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235
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"small to display the boxplots.", |
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236
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"\nSuggested Action: increase 'gifx' ", |
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237
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"or decrease 'box_spacing'."; |
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238
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$s->{spacing_warning} = 0; |
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239
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} |
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240
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241
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# begin all the drawing |
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242
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243
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# the box filling |
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244
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$g->filledRectangle( $l, $t, $r, $b, $dsci) if ($s->{box_fill}); |
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245
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246
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# box outline |
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247
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$g->rectangle( $l, $t, $r, $b, $medci ); |
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248
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249
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# upper line and whisker |
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250
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$g->line($c, $t, $c, $max, $medci); |
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251
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$g->line($l, $max, $r, $max, $medci); |
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252
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253
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# lower line and whisker |
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254
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$g->line($c, $b, $c, $min, $medci); |
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255
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$g->line($l, $min, $r, $min, $medci); |
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256
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257
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# draw the median horizontal line |
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258
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$g->line($l, $median, $r, $median, $medci ); |
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259
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260
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# set the font to use for the '+', 'o', and '*' chars |
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261
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262
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# check and only set the font the first time through |
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263
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# this avoids the case where the box size is on the |
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264
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# boarder between two different fonts, resulting in |
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265
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# different data sets being given different fonts |
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266
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# because of slight differences in pixel rounding. |
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267
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# also set all of the x and y off-set for each char |
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268
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# so their best center is at the correct (x,y) location |
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269
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270
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unless ( $s->{symbol_font} ) |
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271
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{ |
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272
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if ($r-$l <= 20) |
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273
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{ |
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274
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$s->{symbol_font} = GD::gdTinyFont; |
|
275
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$s->{font_offset} = [2,3,1,4,1,3]; |
|
276
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} |
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277
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elsif ($r-$l <= 35) |
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278
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{ |
|
279
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$s->{symbol_font} = GD::gdSmallFont; |
|
280
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$s->{font_offset} = [2,6,2,7,2,6]; |
|
281
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} |
|
282
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else |
|
283
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{ |
|
284
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$s->{symbol_font} = GD::gdLargeFont; |
|
285
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$s->{font_offset} = [3,8,3,9,3,8]; |
|
286
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} |
|
287
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} |
|
288
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|
289
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# set the font |
|
290
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|
my $font = $s->{symbol_font}; |
|
291
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|
292
|
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|
# set the offsets |
|
293
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|
my ($plusx, $plusy, $ox, $oy, $asterx, $astery) = |
|
294
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|
|
@{ $s->{font_offset} }; |
|
295
|
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|
296
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|
|
# draw the mean using a character '+' |
|
297
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|
|
$g->string($font, $c-$plusx, $mean-$plusy, "+", $medci); |
|
298
|
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|
299
|
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|
|
# draw any outliers as an 'o' character (defined as points |
|
300
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|
|
# between 1 and fov_const steps from the nearest box boundary). |
|
301
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|
|
# also draw far out points as "*" character (points more than |
|
302
|
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|
|
# fov_const steps from the nearest box boundary) |
|
303
|
|
|
|
|
|
|
if ( $s->{do_stats} ) |
|
304
|
|
|
|
|
|
|
{ |
|
305
|
|
|
|
|
|
|
# first check all the values above the box |
|
306
|
|
|
|
|
|
|
if ($stat->max() > $maxim) |
|
307
|
|
|
|
|
|
|
{ |
|
308
|
|
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|
|
|
for(my $j; defined $d->[$i][$j]; $j++) |
|
309
|
|
|
|
|
|
|
{ |
|
310
|
|
|
|
|
|
|
if ($d->[$i][$j] > $maxim) |
|
311
|
|
|
|
|
|
|
{ |
|
312
|
|
|
|
|
|
|
if( $d->[$i][$j] <= |
|
313
|
|
|
|
|
|
|
$maxim + |
|
314
|
|
|
|
|
|
|
$s->{fov_const}*$step ) |
|
315
|
|
|
|
|
|
|
# it is an outlier, so draw an 'o' |
|
316
|
|
|
|
|
|
|
{ |
|
317
|
|
|
|
|
|
|
my($x, $y) = |
|
318
|
|
|
|
|
|
|
$s->val_to_pixel( |
|
319
|
|
|
|
|
|
|
$i+1, |
|
320
|
|
|
|
|
|
|
$d->[$i][$j], |
|
321
|
|
|
|
|
|
|
$ds |
|
322
|
|
|
|
|
|
|
); |
|
323
|
|
|
|
|
|
|
|
|
324
|
|
|
|
|
|
|
$g->string($font, |
|
325
|
|
|
|
|
|
|
$c-$ox, $y-$oy, |
|
326
|
|
|
|
|
|
|
"o", $medci |
|
327
|
|
|
|
|
|
|
); |
|
328
|
|
|
|
|
|
|
} |
|
329
|
|
|
|
|
|
|
else # it is a far-out value '*' |
|
330
|
|
|
|
|
|
|
{ |
|
331
|
|
|
|
|
|
|
my($x, $y) = |
|
332
|
|
|
|
|
|
|
$s->val_to_pixel( |
|
333
|
|
|
|
|
|
|
$i+1, |
|
334
|
|
|
|
|
|
|
$d->[$i][$j], |
|
335
|
|
|
|
|
|
|
$ds |
|
336
|
|
|
|
|
|
|
); |
|
337
|
|
|
|
|
|
|
|
|
338
|
|
|
|
|
|
|
$g->string( $font, |
|
339
|
|
|
|
|
|
|
$c-$asterx, $y-$astery, |
|
340
|
|
|
|
|
|
|
"*", $medci |
|
341
|
|
|
|
|
|
|
); |
|
342
|
|
|
|
|
|
|
} |
|
343
|
|
|
|
|
|
|
} |
|
344
|
|
|
|
|
|
|
} |
|
345
|
|
|
|
|
|
|
} |
|
346
|
|
|
|
|
|
|
|
|
347
|
|
|
|
|
|
|
# now repeat the same procedure for values below the box |
|
348
|
|
|
|
|
|
|
if ($stat->min() < $minim) |
|
349
|
|
|
|
|
|
|
{ |
|
350
|
|
|
|
|
|
|
for (my $j; defined $d->[$i][$j]; $j++) |
|
351
|
|
|
|
|
|
|
{ |
|
352
|
|
|
|
|
|
|
if ($d->[$i][$j] < $minim) |
|
353
|
|
|
|
|
|
|
{ |
|
354
|
|
|
|
|
|
|
if( $d->[$i][$j] >= |
|
355
|
|
|
|
|
|
|
$minim - |
|
356
|
|
|
|
|
|
|
$s->{fov_const}*$step ) |
|
357
|
|
|
|
|
|
|
# it is an outlier, so draw an 'o' |
|
358
|
|
|
|
|
|
|
{ |
|
359
|
|
|
|
|
|
|
my($x, $y) = $s->val_to_pixel( |
|
360
|
|
|
|
|
|
|
$i+1, |
|
361
|
|
|
|
|
|
|
$d->[$i][$j], |
|
362
|
|
|
|
|
|
|
$ds |
|
363
|
|
|
|
|
|
|
); |
|
364
|
|
|
|
|
|
|
|
|
365
|
|
|
|
|
|
|
$g->string( $font, |
|
366
|
|
|
|
|
|
|
$c-$ox, $y-$oy, |
|
367
|
|
|
|
|
|
|
"o", $medci |
|
368
|
|
|
|
|
|
|
); |
|
369
|
|
|
|
|
|
|
} |
|
370
|
|
|
|
|
|
|
else # it is a far-out value, draw '*' |
|
371
|
|
|
|
|
|
|
{ |
|
372
|
|
|
|
|
|
|
my($x, $y) = $s->val_to_pixel( |
|
373
|
|
|
|
|
|
|
$i+1, |
|
374
|
|
|
|
|
|
|
$d->[$i][$j], |
|
375
|
|
|
|
|
|
|
$ds |
|
376
|
|
|
|
|
|
|
); |
|
377
|
|
|
|
|
|
|
|
|
378
|
|
|
|
|
|
|
$g->string($font, |
|
379
|
|
|
|
|
|
|
$c-$asterx, $y-$astery, |
|
380
|
|
|
|
|
|
|
"*", $medci |
|
381
|
|
|
|
|
|
|
); |
|
382
|
|
|
|
|
|
|
} |
|
383
|
|
|
|
|
|
|
} |
|
384
|
|
|
|
|
|
|
} |
|
385
|
|
|
|
|
|
|
} |
|
386
|
|
|
|
|
|
|
} |
|
387
|
|
|
|
|
|
|
else # !$s->{do_stats} |
|
388
|
|
|
|
|
|
|
{ |
|
389
|
|
|
|
|
|
|
# first check if the highest value is above the upper whisker |
|
390
|
|
|
|
|
|
|
if ($highest > $maxim) |
|
391
|
|
|
|
|
|
|
{ |
|
392
|
|
|
|
|
|
|
if ( $highest <= $maxim + $s->{fov_const}*$step ) |
|
393
|
|
|
|
|
|
|
# outlier, so draw an 'o' |
|
394
|
|
|
|
|
|
|
{ |
|
395
|
|
|
|
|
|
|
my($x, $y) = |
|
396
|
|
|
|
|
|
|
$s->val_to_pixel($i+1, $highest, $ds); |
|
397
|
|
|
|
|
|
|
|
|
398
|
|
|
|
|
|
|
$g->string($font, $c-$ox, $y-$oy, "o", $medci); |
|
399
|
|
|
|
|
|
|
} |
|
400
|
|
|
|
|
|
|
else |
|
401
|
|
|
|
|
|
|
# far out value, so draw an '*' |
|
402
|
|
|
|
|
|
|
{ |
|
403
|
|
|
|
|
|
|
my($x, $y) = |
|
404
|
|
|
|
|
|
|
$s->val_to_pixel($i+1, $highest, $ds); |
|
405
|
|
|
|
|
|
|
|
|
406
|
|
|
|
|
|
|
$g->string( $font, $c-$asterx, |
|
407
|
|
|
|
|
|
|
$y-$astery, "*", $medci); |
|
408
|
|
|
|
|
|
|
} |
|
409
|
|
|
|
|
|
|
} |
|
410
|
|
|
|
|
|
|
# now check if the lowest value is below the lower whisker |
|
411
|
|
|
|
|
|
|
if ($lowest < $minim) |
|
412
|
|
|
|
|
|
|
{ |
|
413
|
|
|
|
|
|
|
if ( $lowest >= $minim - $s->{fov_const}*$step ) |
|
414
|
|
|
|
|
|
|
# outlier, so draw an 'o' |
|
415
|
|
|
|
|
|
|
{ |
|
416
|
|
|
|
|
|
|
my($x, $y) = |
|
417
|
|
|
|
|
|
|
$s->val_to_pixel($i+1, $lowest, $ds); |
|
418
|
|
|
|
|
|
|
|
|
419
|
|
|
|
|
|
|
$g->string($font, $c-$ox, $y-$oy, "o", $medci); |
|
420
|
|
|
|
|
|
|
} |
|
421
|
|
|
|
|
|
|
else |
|
422
|
|
|
|
|
|
|
# far out value, so draw an '*' |
|
423
|
|
|
|
|
|
|
{ |
|
424
|
|
|
|
|
|
|
my($x, $y) = |
|
425
|
|
|
|
|
|
|
$s->val_to_pixel($i+1, $lowest, $ds); |
|
426
|
|
|
|
|
|
|
|
|
427
|
|
|
|
|
|
|
$g->string( $font, $c-$asterx, |
|
428
|
|
|
|
|
|
|
$y-$astery, "*", $medci); |
|
429
|
|
|
|
|
|
|
} |
|
430
|
|
|
|
|
|
|
} |
|
431
|
|
|
|
|
|
|
} #end of else |
|
432
|
|
|
|
|
|
|
} # end of for |
|
433
|
|
|
|
|
|
|
} |
|
434
|
|
|
|
|
|
|
|
|
435
|
|
|
|
|
|
|
# rewrite 'get_max_min_y_all' because, unlike the other graph types, |
|
436
|
|
|
|
|
|
|
# boxplot takes arrays as data, rather than scalars. |
|
437
|
|
|
|
|
|
|
# the min and max y are set just as in the other graph types, |
|
438
|
|
|
|
|
|
|
# this just looks within each array, so as to compare all the scalars |
|
439
|
|
|
|
|
|
|
|
|
440
|
|
|
|
|
|
|
sub get_max_min_y_all($) # \@data |
|
441
|
|
|
|
|
|
|
{ |
|
442
|
|
|
|
|
|
|
my $s = shift; |
|
443
|
|
|
|
|
|
|
my $d = shift; |
|
444
|
|
|
|
|
|
|
|
|
445
|
|
|
|
|
|
|
my $max = undef; |
|
446
|
|
|
|
|
|
|
my $min = undef; |
|
447
|
|
|
|
|
|
|
|
|
448
|
|
|
|
|
|
|
if( $s->{do_stats} ) |
|
449
|
|
|
|
|
|
|
{ |
|
450
|
|
|
|
|
|
|
for my $i ( 1 .. $s->{numsets} ) # 1 because x-labels are [0] |
|
451
|
|
|
|
|
|
|
{ |
|
452
|
|
|
|
|
|
|
for my $j ( 0 .. $s->{numpoints} ) |
|
453
|
|
|
|
|
|
|
{ |
|
454
|
|
|
|
|
|
|
for (my $k; defined $d->[$i][$j][$k]; $k++ ) |
|
455
|
|
|
|
|
|
|
{ |
|
456
|
|
|
|
|
|
|
$max = $d->[$i][$j][$k] |
|
457
|
|
|
|
|
|
|
if ($d->[$i][$j][$k] > $max); |
|
458
|
|
|
|
|
|
|
$min = $d->[$i][$j][$k] |
|
459
|
|
|
|
|
|
|
if ($d->[$i][$j][$k] < $min); |
|
460
|
|
|
|
|
|
|
} |
|
461
|
|
|
|
|
|
|
} |
|
462
|
|
|
|
|
|
|
} |
|
463
|
|
|
|
|
|
|
} |
|
464
|
|
|
|
|
|
|
else # !$s->{do_stats} |
|
465
|
|
|
|
|
|
|
{ |
|
466
|
|
|
|
|
|
|
for my $i ( 1 .. $s->{numsets} ) |
|
467
|
|
|
|
|
|
|
{ |
|
468
|
|
|
|
|
|
|
for my $j ( 0 .. $s->{numpoints} ) |
|
469
|
|
|
|
|
|
|
{ |
|
470
|
|
|
|
|
|
|
$max = $d->[$i][$j][5] |
|
471
|
|
|
|
|
|
|
if (!defined $max || $d->[$i][$j][5] > $max); |
|
472
|
|
|
|
|
|
|
$min = $d->[$i][$j][1] |
|
473
|
|
|
|
|
|
|
if (!defined $min || $d->[$i][$j][1] < $min); |
|
474
|
|
|
|
|
|
|
} |
|
475
|
|
|
|
|
|
|
} |
|
476
|
|
|
|
|
|
|
} |
|
477
|
|
|
|
|
|
|
|
|
478
|
|
|
|
|
|
|
# the +3 and -3 are to make sure their is room enough to draw the |
|
479
|
|
|
|
|
|
|
# entirety of the symbols on the graph, as they otherwise |
|
480
|
|
|
|
|
|
|
# may overlap the graph boarder |
|
481
|
|
|
|
|
|
|
return ($max+3, $min-3); |
|
482
|
|
|
|
|
|
|
} |
|
483
|
|
|
|
|
|
|
|
|
484
|
|
|
|
|
|
|
} # End of package GIFgraph::boxplot |
|
485
|
|
|
|
|
|
|
1; |
|
486
|
|
|
|
|
|
|
|
|
487
|
|
|
|
|
|
|
__END__ |