# Lets play with order based on Max/Min value my $change = $data->{Max}{AVG_Percentage_Used} / $data->{Min}{AVG_Percentage_Used}; print "Change is $change\n"; my $order = 1; $order = 2 if $change > 1.05; $order = 3 if $change > 1.15; $order = 4 if $change > 1.30; my @Thetas = 'Const'; # Set Thetas for zero order push @Thetas, 'Theta'.$_ for 1 .. $order; my $reg = Statistics::Regression->new( $data->{Name}, \@Thetas ); # Add data points for ( @{$data->{values}} ) { my $epoch = mktime($s, $m, $h, $D, $M-1, $Y); my $x = $_->[2]; my @Data = 1; push @Data, $x**$_ for 1..$order; print "\$reg->include ( $epoch, [".(join ", ", @Data)." ] )\n"; $reg->include ( $epoch, \@Data ); } print "Results are ...\n"; $reg->print(); #### Change is 1.3 $reg->include ( 1491859118, [1, 3.25, 10.5625 ] ) $reg->include ( 1491902520, [1, 3.25, 10.5625 ] ) $reg->include ( 1492032609, [1, 2.5, 6.25 ] ) $reg->include ( 1492117432, [1, 2.5, 6.25 ] ) $reg->include ( 1492204208, [1, 2.5, 6.25 ] ) $reg->include ( 1492291088, [1, 2.5, 6.25 ] ) $reg->include ( 1492377875, [1, 2.5, 6.25 ] ) $reg->include ( 1492464416, [1, 2.5, 6.25 ] ) $reg->include ( 1492551241, [1, 2.5, 6.25 ] ) $reg->include ( 1492623578, [1, 2.5, 6.25 ] ) Results are ... **************************************************************** Regression 'gotsvl2143.dpcmsr1t.TOOLS' **************************************************************** Report.pl::Statistics::Regression:standarderrors: I cannot compute the theta-covariance matrix for variable 3 0