Mercurial > repos > xuebing > sharplabtool
diff tools/stats/correlation.pl @ 0:9071e359b9a3
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author | xuebing |
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date | Fri, 09 Mar 2012 19:37:19 -0500 |
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--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/tools/stats/correlation.pl Fri Mar 09 19:37:19 2012 -0500 @@ -0,0 +1,84 @@ +#!/usr/bin/perl + +########################################################################### +# Purpose: To calculate the correlation of two sets of scores in one file. +# Usage: correlation.pl infile.bed output.txt column1 column2 +# (column start from 1) +# Written by: Yi Zhang (June, 2005) +########################################################################### +if (!$ARGV[0] || !$ARGV[1] || !defined($ARGV[2]) || !defined($ARGV[3]) ) { + print STDERR "Usage: correlation.pl infile.bed output.txt column1 column2\n"; + print STDERR " (column start from 1)\n"; + exit; +} +my $file = $ARGV[0]; +my $out = $ARGV[1]; + +die "<font color=\"yellow\">The input columns contain numerical values: $ARGV[2], $ARGV[3]</font>.\n" if ($ARGV[2] =~ /[a-zA-Z]+/ || $ARGV[3] =~ /[a-zA-Z]+/); + +my $col1 = $ARGV[2] - 1; +my $col2 = $ARGV[3] - 1; + +my ($f, $o); +my (@a, @b); + +my $n_t = 0; +open($f, $file) or die "Could't open $file, $!\n"; +while(<$f>) { + chomp; + my @t = split(/\t/); + if ($n_t == 0) { + $n_t = scalar(@t) - 1; + die "<font color=\"yellow\">The input column number exceeds the size of the file: $col1, $col2, $n_t</font>\n" if ( $col1 > $n_t || $col2 > $n_t ); + } + die "<font color=\"yellow\">The columns you have selected contain non numeric characters:$t[$col1] and $t[$col2] \n</font>" if ($t[$col1] =~ /[a-zA-Z]+/ || $t[$col2] =~ /[a-zA-Z]+/); + push(@a, $t[$col1]); + push(@b, $t[$col2]); +} +close($f); + +my $result = correlation(\@a, \@b); + +open($o, ">$out") or die "Couldn't open $out, $!\n"; +$col1 = $col1 + 1; +$col2 = $col2 + 1; +print $o "The correlation of column $col1 and $col2 is $result\n"; +close($o); +print "The correlation of column $col1 and $col2 is $result\n"; + +sub correlation { + my ($array1ref, $array2ref) = @_; + my ($sum1, $sum2); + my ($sum1_squared, $sum2_squared); + foreach (@$array1ref) { $sum1 += $_; $sum1_squared += $_**2; } + foreach (@$array2ref) { $sum2 += $_; $sum2_squared += $_**2; } + my $numerator = (@$array1ref**2) * covariance($array1ref, $array2ref); + my $denominator = sqrt(((@$array1ref * $sum1_squared) - ($sum1**2)) * + ((@$array1ref * $sum2_squared) - ($sum2**2))); + my $r; + if ($denominator == 0) { + print STDERR "The denominator is 0.\n"; + exit 0; + } else { + $r = $numerator / $denominator; + } + return $r; +} + +sub covariance { + my ($array1ref, $array2ref) = @_; + my ($i, $result); + for ($i = 0; $i < @$array1ref; $i++) { + $result += $array1ref->[$i] * $array2ref->[$i]; + } + $result /= @$array1ref; + $result -= mean($array1ref) * mean($array2ref); +} + +sub mean { + my ($arrayref) = @_; + my $result; + foreach (@$arrayref) { $result += $_; } + return $result/@$arrayref; +} +