1DBD::SQLite::Cookbook(3U)ser Contributed Perl DocumentatiDoBnD::SQLite::Cookbook(3)
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6 DBD::SQLite::Cookbook - The DBD::SQLite Cookbook
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9 This is the DBD::SQLite cookbook.
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11 It is intended to provide a place to keep a variety of functions and
12 formals for use in callback APIs in DBD::SQLite.
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15 Variance
16 This is a simple aggregate function which returns a variance. It is
17 adapted from an example implementation in pysqlite.
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19 package variance;
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21 sub new { bless [], shift; }
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23 sub step {
24 my ( $self, $value ) = @_;
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26 push @$self, $value;
27 }
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29 sub finalize {
30 my $self = $_[0];
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32 my $n = @$self;
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34 # Variance is NULL unless there is more than one row
35 return undef unless $n || $n == 1;
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37 my $mu = 0;
38 foreach my $v ( @$self ) {
39 $mu += $v;
40 }
41 $mu /= $n;
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43 my $sigma = 0;
44 foreach my $v ( @$self ) {
45 $sigma += ($v - $mu)**2;
46 }
47 $sigma = $sigma / ($n - 1);
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49 return $sigma;
50 }
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52 # NOTE: If you use an older DBI (< 1.608),
53 # use $dbh->func(..., "create_aggregate") instead.
54 $dbh->sqlite_create_aggregate( "variance", 1, 'variance' );
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56 The function can then be used as:
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58 SELECT group_name, variance(score)
59 FROM results
60 GROUP BY group_name;
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62 Variance (Memory Efficient)
63 A more efficient variance function, optimized for memory usage at the
64 expense of precision:
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66 package variance2;
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68 sub new { bless {sum => 0, count=>0, hash=> {} }, shift; }
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70 sub step {
71 my ( $self, $value ) = @_;
72 my $hash = $self->{hash};
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74 # by truncating and hashing, we can comsume many more data points
75 $value = int($value); # change depending on need for precision
76 # use sprintf for arbitrary fp precision
77 if (exists $hash->{$value}) {
78 $hash->{$value}++;
79 } else {
80 $hash->{$value} = 1;
81 }
82 $self->{sum} += $value;
83 $self->{count}++;
84 }
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86 sub finalize {
87 my $self = $_[0];
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89 # Variance is NULL unless there is more than one row
90 return undef unless $self->{count} > 1;
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92 # calculate avg
93 my $mu = $self->{sum} / $self->{count};
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95 my $sigma = 0;
96 while (my ($h, $v) = each %{$self->{hash}}) {
97 $sigma += (($h - $mu)**2) * $v;
98 }
99 $sigma = $sigma / ($self->{count} - 1);
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101 return $sigma;
102 }
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104 The function can then be used as:
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106 SELECT group_name, variance2(score)
107 FROM results
108 GROUP BY group_name;
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110 Variance (Highly Scalable)
111 A third variable implementation, designed for arbitrarily large data
112 sets:
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114 package variance3;
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116 sub new { bless {mu=>0, count=>0, S=>0}, shift; }
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118 sub step {
119 my ( $self, $value ) = @_;
120 $self->{count}++;
121 my $delta = $value - $self->{mu};
122 $self->{mu} += $delta/$self->{count};
123 $self->{S} += $delta*($value - $self->{mu});
124 }
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126 sub finalize {
127 my $self = $_[0];
128 return $self->{S} / ($self->{count} - 1);
129 }
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131 The function can then be used as:
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133 SELECT group_name, variance3(score)
134 FROM results
135 GROUP BY group_name;
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138 Bugs should be reported via the CPAN bug tracker at
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140 <http://rt.cpan.org/NoAuth/ReportBug.html?Queue=DBD-SQLite>
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143 · Add more and varied cookbook recipes, until we have enough to turn
144 them into a separate CPAN distribution.
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146 · Create a series of tests scripts that validate the cookbook
147 recipes.
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150 Adam Kennedy <adamk@cpan.org>
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153 Copyright 2009 - 2012 Adam Kennedy.
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155 This program is free software; you can redistribute it and/or modify it
156 under the same terms as Perl itself.
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158 The full text of the license can be found in the LICENSE file included
159 with this module.
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163perl v5.26.3 2016-04-21 DBD::SQLite::Cookbook(3)