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sum_file.perl
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# *-*-perl-*-*
eval 'exec perl -Ssw $0 "$@"'
if 0;
#!/usr/local/bin/perl -sw
#
# sum_file.perl: script to sum the first column of numbers in a file
# The numbers are optionally treated as fractions.
#
# TODO:
# - Document all the features better.
# - Add direct support for t-test (i.e., implemented via Perl).
# - Fix problem w/ carriage returns
# - Fix problem w/ running stats over first column w/o have to use -f=1.
# - add better support for doing statistical analyses of differences
# % sum_file.perl -diff mendenhall_table12.2.data | sum_file.perl -f1=3 -stats -
# - verify that the number of columns is the same for each row
# - add tests to ensure working as expected for given datafiles
# - add mode and percentiles to -stats option output
# - ** Add mode to -stdev option.
#
# EXAMPLEs:
# $ sum_file.perl -f=2 /home/graphling/DATA/BNC/test-bnc-common-wordform.freq
# 88770678.000
#
# NOTE: The handling of missing values is probably unintuitive: if a dash
# is used then corresponding entries in other columns will be ignored (unless
# the column with the dash is not being anlayzed); but if the entry is empty
# then the corresponding entries in the other columns are still considered
# (blanks should only occur at the end).
#
#-------------------------------------------------------------------------------
# via https://www.calculatorsoup.com/calculators/statistics/percentile-calculator.php
#
# How to Calculate Percentile
# Arrange n number of data points in ascending order: x1, x2, x3, ... xn
# Calculate the rank r for the percentile p you want to find: r = (p/100) * (n - 1) + 1
# If r is an integer then the data value at location r, xr, is the percentile p: p = xr
# If r is not an integer, p is interpolated using ri, the integer part of r, and rf, the fractional part of r:
# p = xri + rf * (xri+1 - xri)
#
#-------------------------------------------------------------------------------
#
# TODO:
# - Support R in addition to xlispstat.
# - Add other summary statistics for use with -stdev (i.e., perl-based).
#
# Load in the common module, making sure the script dir is in the Perl lib path
BEGIN {
my $dir = `dirname $0`; chomp $dir; unshift(@INC, $dir);
require 'common.perl';
use vars qw/$TMP/;
require 'extra.perl';
use vars qw/$verbose &set_init_var_export/;
require POSIX;
}
use strict;
use vars qw/$fract $diff $labels $headings $f $f1 $f2 $col $col1 $col2 $fix
$ttest $paired_ttest $paired $anova $mann_whitney $each $interactive $stats
$stdev $keep_nonnumeric $skip_nonnumeric $cumulative $average $context $flag_index_change $show_sum $dollars $commas $delim/;
use vars qw/$strip $args $append $occurrence $extended/;
# Check options for statistical tests
&init_var(*args, &FALSE); # get data from arguments (i.,e., command line)
if ($args) {
&set_init_var_export(&TRUE);
}
&init_var(*ttest, &FALSE); # perform standard t-test analysis
&init_var(*paired, &FALSE); # alias for -paired_ttest
&init_var(*paired_ttest, $paired); # perform paired t-test analys
&init_var(*anova, &FALSE); # perform ANOVA analysis of the data
&init_var(*mann_whitney, &FALSE); # perform mann-whitney test for independence
my($any_stat_test) = ($ttest || $paired_ttest || $anova || $mann_whitney);
# Check basic command-line options
## &init_var(*f, &FALSE);
## $do_fract = ($f == &TRUE);
&init_var(*fract, &FALSE); # check for fractions in numbers
&init_var(*diff, &FALSE); # produce a difference column
&init_var(*labels, &FALSE); # labels occur in column 1
&init_var(*headings, &FALSE); # first line provides column headings
&init_var(*occurrence, &FALSE); # second number gives occurence count
my($needs_two_numbers) = ($any_stat_test || $occurrence);
my($f1_default) = -1;
&init_var(*f, $f1_default); # alias for -f1
&init_var(*f1, $f); # 0-based field position for first column
my($f2_default) = ($needs_two_numbers ? ($f1 + 1) : -1);
&init_var(*f2, $f2_default); # 0-based field position for second column
&init_var(*col, # alias for -col1
($f1 > $f1_default) ? ($f1 + 1) : (1 + $labels));
&init_var(*col1, $col); # main column of data
&init_var(*col2, # other column of data
($f2 > $f2_default) ? ($f2 + 1) : (2 + $labels));
$f1 = ($col1 - 1) if ($f1 == $f1_default);
$f2 = ($col2 - 1) if ($f2 == $f2_default);
&init_var(*fix, &FALSE); # fix-up column spacing (eg, tabify)
&assert($f1 > -1);
&assert($col1 == ($f1 + 1));
&assert(($col2 == ($f2 + 1)) || ($col2 == -1));
&assert($col1 > 0);
&assert(($col2 > 0) || ($col2 == -1));
&debug_print(&TL_DETAILED, "f1=$f1 f2=$f2 col1=$col1 col2=$col2\n");
# Check other options
#
# &init_var(*each, $any_stat_test);
&init_var(*each, &FALSE); # get data from each column
&init_var(*interactive, # run xlispstat interactively
($each && (! $any_stat_test)));
&init_var(*stats, # show summary statistics
($each || $interactive || $any_stat_test));
#
&init_var(*stdev, &FALSE); # show stdev for the data
&init_var(*show_sum, ! $stdev); # show sum at end
#
&init_var(*keep_nonnumeric, &FALSE);
&init_var(*skip_nonnumeric, ! $keep_nonnumeric);
&init_var(*cumulative, &FALSE); # show cumulative sum
#
&init_var(*average, &FALSE); # show running average
&init_var(*context, &FALSE); # show original data as contextual comment in cumulative listing
&init_var(*flag_index_change, &FALSE); # flag when index column changes (e.g., for indentifying boundaries for cumulative sums)
if ($flag_index_change) {
&assert($col2 > 0);
}
&init_var(*strip, &FALSE); # strip comma's and dollar signs
&init_var(*dollars, $strip); # the data contain dollar signs (to be ignored)
&init_var(*commas, $strip); # the data contain commas (to be ignored)
&init_var(*delim, "\t"); # column separator
&init_var(*append, &FALSE); # append the difference, etc.
&init_var(*extended, &FALSE); # include extended statistic (median, mode, percentile)
my($sum) = 0;
my($last_index) = "";
my($sum2) = 0;
my($diff_sum) = 0;
my(@data) = ();
my($total_num) = 0;
if ( !defined($ARGV[0])) {
my($options) = "[-stats] [-col=N] [-fix] [-paired_ttest] [-anova] [-stdev] [-cumulative] [-average] [-delim=S] [-verbose] [-append]";
if ($verbose) {
$options .= " [-fract] [-labels] [-headings] [-ttest] [-mann_whitney] [-flag_index_change]] [-context] [-dollars] [-commas] [-extended]";
}
my($example) = "Examples:\n\nls -s | $script_name -fix -stdev -\n\n";
$example .= "sum_file.perl -headings -anova -col1=3 -col2=4 archive/resnik_typicality.data\n\n";
if ($verbose) {
## OLD: $example .= "sum_file.perl -ttest -labels -headings -f=5 -f2=6 eval_naive_bayes_4jul.report\n\n";
$example .= "sum_file.perl -mann_whitney -fix=0 -col1=2 -col2=4 archive/resnik_brown_object.data\n\n";
$example .= "sum_file.perl -diff -append -col1=1 -col2=2 archive/mendenhall_ex13.1.data\n\n";
}
my($note) = "Notes:\n- Use -'s for cases with no corresponding data.\n";
$note .= "- Use empty cells in case one column has more data than another.\n";
$note .= "- The -f values are 0-based, whereas the -col values are 1-based.\n";
$note .= "- Use -fix if data not strictly tab-delimited (i.e., just whitespace delimited).\n";
$note .= "- Use -verbose for more help or to show extracted data.\n";
if ($verbose) {
$note .= "- Use -diff to show difference of column 2 versus column 1.\n";
$note .= "- Use -append to append the difference, etc. to line\n";
$note .= "- Use -labels if there are row labels (case specific) and -headings for column labels (field specific).\n";
$note .= "- Use -index to treate -col2 as index (e.g., for tracking cumulative average differences).\n";
$note .= " This assumes the data is sorted by the index column.\n";
$note .= "- Use -dollars and -commas to ignore \$ and , respectively in the data.\n";
$note .= "- Use -extended for additional statistics (e.g., median, mode and percentile).\n";
}
print STDERR "\nUsage: $script_name [options] [- | file ...]\n\n$options\n\n$example\n$note\n";
&exit();
}
my(@column_data); # entire data from input (for stat tests)
my(@headings);
# Print header for optional cumulative section
if ($cumulative) {
print "Cumulative:\n";
my($optional_header) = "";
if ($average) {
$optional_header .= "\tAVG";
}
if ($context) {
$optional_header .= "\t# Input data";
}
print "Num\tSum${optional_header}\n";
}
# If -args specified, reformat via stdin
if ($args) {
&debug_print(&TL_DETAILED, "Re-invoking with stdin; ARGV=(@ARGV)\n");
my($data) = "@ARGV";
&debug_print(&TL_VERY_DETAILED, "data: $data\n");
$data =~ s/ +/\n/g;
&debug_print(&TL_VERY_DETAILED, "data: $data\n");
printf "%s\n", &run_command_over("$0 -args=0 -fix - <", $data);
&exit();
}
# Process each line of the input stream
# Look for a number (or optionally a fraction)
#
my($count) = 0;
while (<>) {
chomp; s/\r//; # remove terminating CR or LF
my($line) = $_;
&dump_line;
my($num1, $num2) = ("", "");
# Skip comments (either semicolons or pound signs)
next if (/^\s*[\#\;]/);
# Fix up the data into columns
# NOTE: multiple tabs are treated as one so - needed if no data
if ($fix && / /) {
&assert($delim eq "\t");
s/^\s+//;
s/\s+/\t/g;
}
if ($dollars) {
s/\$//g;
}
if ($commas) {
s/,//g;
}
# Use the first line as the headings if given
if ($headings && ($#headings < 0)) {
@headings = split(/$delim/, $_);
next;
}
# Select the specified column
my(@columns) = split(/\t/, $_);
# HACK: make sure tables or spaces, etc. don't end up in column data
# TODO: try to simply split process
for (my $i = 0; $i <= $#columns; $i++) {
$columns[$i] = "" if (! defined($columns[$i]));
$columns[$i] =~ s/^\s+$//;
}
&trace_array(\@columns, &TL_VERY_DETAILED, "columns");
if ($f1 >= 0) {
$num1 = defined($columns[$f1]) ? $columns[$f1] : "";
&debug_print(5, "column $col1 = '$num1'; ");
}
if (($f2 > -1) && ($f2 != $f1)) {
$num2 = defined($columns[$f2]) ? $columns[$f2] : "";
&debug_print(5, "column $col2 = '$num2'; ");
}
&debug_print(5, "\n");
# TODO: get following qoute removal to work
## if ($num1 =~ /\"(\d+)\"/) {
## $num1 = $1;
## }
## if ($num2 =~ /\"(\d+)\"/) {
## $num2 = $1;
## }
# HACK: just strip double quotes from number (TODO, strip single quote)
$num1 =~ s/\"//g;
$num2 =~ s/\"//g;
if (($num1 eq "-") || ($num2 eq "-")) {
&debug_print(4, "warning: ignoring entry at line $. due to -'s: $_\n");
next;
}
&debug_print(&TL_VERBOSE, "num1=$num1 num2=$num2\n");
if ($skip_nonnumeric && (! &is_numeric($num1))) {
&debug_print(&TL_DETAILED, "skipping non-numeric '$num1' at line $.\n");
next;
}
# Collect the data from each column
if ($each || $stats) {
my ($i);
my ($start) = $labels ? 1 : 0;
my ($num_columns_collected) = 0;
for ($i = $start; $i <= $#columns; $i++) {
my($datum) = (&is_numeric($columns[$i]) || ($columns[$i] eq ""))
? "$columns[$i] " : "\"$columns[$i]\" ";
$column_data[$i] .= $datum;
$num_columns_collected++;
}
&assert(! ($any_stat_test && ($num_columns_collected < 2)));
}
# Extract the first number
# TODO: cut down on redundant code
my($num) = $num1;
if (! $fract) {
if (&is_numeric($num)) {
## OLD:
## $count++;
## $sum += $num1;
## &debug_out(6, "num=$num1; sum=%s\n", &round($sum));
## push(@data, $num);
# Regular count (no occurrence field)
if (! $occurrence) {
$count++;
$sum += $num1;
&debug_out(6, "num=$num1; sum=%s\n", &round($sum));
push(@data, $num);
}
# Factor in occurrence count
else {
$count += $num2;
$sum += ($num1 * $num2);
&debug_out(6, "num=$num1; count=$num2 sum=%s\n", &round($sum));
## TODO: push(@data, [$num1] x $num2;
for (my $i = 0; $i < $num2; $i++) {
push(@data, $num1);
}
}
}
else {
&debug_out(5, "Warning skipping non-numeric $num\n");
}
}
else {
# HACK: get remainder from columns past first 1
&debug_out(6, "\$_ = %s\n", $_);
$num = "";
my($rem) = "";
if ($f1 >= 0) {
$num = $columns[$f1];
$num = "" if (!defined($num));
$rem = ($f1 >= $#columns) ? "" :
join(' ', $columns[($f1 + 1) .. $#columns]);
}
elsif (/^ *-?[0-9]+(\.[0-9]+)?/) {
$
$rem = $'; # ' (emacs color-coding hack)
}
&debug_out(6, "num=$num; rem=$rem; sum=%s\n", &round($sum));
if (&is_numeric($num)) {
$count++;
$sum += $num;
debug_out(7, "sum=%s\n", &round($sum));
push(@data, $num);
if ($rem =~ /[0-9]+(\.[0-9]+)?/) {
$num2 = $&;
$sum2 += $num2;
my($result) = ($num2 eq 0) ? "err" : $num/$num2;
## print "$num/$num2 = $result\n";
# TODO: support -context
printf("%g/%g = %s\n", $num, $num2, &round($result));
}
else {
print STDERR "Error: problem extracting fraction\n";
}
}
else {
&debug_out(5, "Warning skipping non-numeric $num\n");
}
}
# Show current sum if cumulative desired
if ($cumulative) {
# TODO: replace total_num with count
$total_num = $count;
&debug_out(5, "num=%f n=%d avg=%f\n", $num, $total_num, (1.0 * $num / $total_num));
my($average_info) = ($average ? ("\t" . &round(1.0 * $sum / $total_num)) : "");
my($comment) = ($context ? "\t# $line" : "");
if ($flag_index_change) {
&assert($col2 != 0);
if ($num2 ne $last_index) {
$comment .= "\t *** index change ***";
}
$last_index = $num2;
}
printf "%s\t%s%s%s\n", &round($num), &round($sum), $average_info, $comment;
}
# If a difference is being produced, extract second num and compute diff
if ($diff) {
# Derive the difference
&assert($col1 <= (scalar @columns));
&assert($col2 <= (scalar @columns));
$num2 = $columns[$col2 - 1];
$num2 = "" if (!defined($num2));
my($label) = ($labels ? $columns[0] : "");
my($difference) = "";
if ($num2 =~ /^[0-9.-]/) {
$diff_sum += ($num2 - $num1);
$difference = &round($num2 - $num1);
}
# Format the remaining data at a string (for final column)
my $rest = "";
for (my $c = 0; $c < (scalar @columns); $c++) {
if (($c != $col1 - 1) && ($c != $col2 - 1)) {
$rest .= "\t" if ($rest ne "");
$rest .= $columns[$c];
}
}
# Show the two values, their difference, and the remaining data
if ($append) {
printf "%s\t%s\n", $line, $difference;
}
else {
printf "%s\t%s\t%s\t%s\t%s\n", $label, $num1, $num2, $difference, $rest;
}
}
}
# Add separator after optional cumulative section
if ($cumulative) {
print "\n";
print "Total\n";
}
# Print the summation total
#
&debug_print(&TL_DETAILED, "num=$count sum=$sum\n");
if ($stats == &FALSE) {
if ($show_sum) {
print &round($diff ? $diff_sum : "$sum");
if ($fract) {
my($result) = ($sum2 eq 0) ? "err" : $sum/$sum2;
## print "/$sum2 = $result\n";
printf "/%g = %s\n", $sum2, &round($result);
}
print "\n";
}
# Show count, mean, standard deviation, min and max
# Note; -stdev is perl-based on -stats xlipstat
if ($stdev) {
if ((scalar @data) == 0) {
&warning("No data found for -stdev: use -fix?\n");
print "num = 0\n";
}
else {
debug_print(&TL_VERBOSE, "data: @data\n");
if ($verbose) {
print("data: @data\n");
}
printf "num = %d; mean = %s; stdev = %s; min = %s; max = %s; sum = %s\n", (scalar @data), &round(&mean(@data)), &round(&stdev(@data)), &round(&min_item(@data)), &round(&max_item(@data)), &round($sum);
if ($extended) {
# Sort data
my(@sorted_data) = sort { $a <=> $b } @data;
&debug_print(5, "sorted_data: (@sorted_data)\n");
my($num_values) = (scalar @data);
my($median);
# Get median
my($middle_pos) = POSIX::floor($num_values / 2);
&debug_print(4, "num_values=$num_values middle_pos=$middle_pos\n");
if ($num_values % 2) {
&debug_print(4, "Using unique middle\n");
$median = $sorted_data[$middle_pos];
}
else {
&debug_out(4, "Averaging values: %s %s\n",
$sorted_data[$middle_pos - 1], $sorted_data[$middle_pos]);
$median = ($sorted_data[$middle_pos] + $sorted_data[$middle_pos - 1]) / 2;
}
# Get mode (n.b., uses smaller value to break ties as w/ scipy.stats.mode)/
## OLD: my($mode) = &run_command("echo @data | count_it.perl '\\S+' | head -1 | cut -f1");
my(%counts);
foreach my $num (@sorted_data) {
&incr_entry(\%counts, $num);
}
my($mode, $alt_mode, @rest) = &sorted_hash_keys_reverse_numeric(\%counts);
# TODO2: generalize tie breaker to more than two modes
if (defined($alt_mode) && ($counts{$mode} == $counts{$alt_mode}) && ($alt_mode < $mode)) {
$mode = $alt_mode;
}
# Get 95th and 99th percentile
## OLD: my($perc95_pos) = POSIX::floor(0.95 * $num_values);
## BAD: my($perc95_pos) = &round(0.95 * $num_values, 0);
## OLD: my($perc95_pos) = POSIX::ceil(0.95 * ($num_values - 1));
## OLD: my($perc95) = $sorted_data[$perc95_pos];
# See https://www.calculatorsoup.com/calculators/statistics/percentile-calculator.php
my($perc95_pos) = (0.95 * ($num_values - 1) + 1);
my($perc95);
if ($perc95_pos == int($perc95_pos)) {
$perc95 = &round($sorted_data[$perc95_pos - 1]);
}
else {
my($diff) = ($sorted_data[$perc95_pos] - $sorted_data[$perc95_pos - 1]);
my($fract) = ($perc95_pos - int($perc95_pos));
$perc95 = &round($sorted_data[$perc95_pos - 1] + ($fract * $diff));
}
#
## OLD: my($perc99_pos) = POSIX::floor(0.99 * $num_values);
## BAD: my($perc99_pos) = &round(0.99 * $num_values, 0);
## OLD: my($perc99_pos) = POSIX::ceil(0.99 * ($num_values - 1));
## OLD: my($perc99) = $sorted_data[$perc99_pos];
my($perc99_pos) = (0.99 * ($num_values - 1) + 1);
my($perc99);
if ($perc99_pos == int($perc99_pos)) {
$perc99 = &round($sorted_data[$perc99_pos - 1]);
}
else {
my($diff) = ($sorted_data[$perc99_pos] - $sorted_data[$perc99_pos - 1]);
my($fract) = ($perc99_pos - int($perc99_pos));
$perc99 = &round($sorted_data[$perc99_pos - 1] + ($fract * $diff));
}
&debug_print(4, "perc95_pos=$perc95_pos perc99_pos=$perc99_pos\n");
# Output results
print "median = $median; mode = $mode; 95th-% = $perc95; 99th-% = $perc99\n";
}
}
}
}
# Invoke xlispstat to display statistics about the data
#
if ($stats) {
&show_statistics();
}
# Ye olde ende
&exit();
#------------------------------------------------------------------------------
# show_statistics(): Invoke xlispstat to display various summary statistics,
# optionally with invocation of anova, t-test, etc. statistical analysis.
# TODO:
# - Include prompt with command graphics commands (e.g., plot-data, plot-lines, histogram).
# - Check for empty data list (as with -stdev case above).
#
sub show_statistics {
&debug_print(&TL_VERBOSE, "show_statistics(@_)\n");
my($temp_file) = "$TMP/temp_calc_stats_$$.lisp";
my($lisp_code);
my($extra) = "";
my($init) = (&DEBUG_LEVEL < 4) ? "" : "(dribble \"temp_calc_stats_$$.log\")\n";
my($omit_summary) = (($each || $any_stat_test) && (! $verbose));
my($summary) = "";
if (! $omit_summary) {
my($brief_option) = ($verbose ? "nil" : "t");
$summary .= "(def data \'($column_data[$f1]))\n";
$summary .= "(calc-summary-statistics data $brief_option)\n";
if ($f2 != -2) {
$summary .= "(def other-data \'($column_data[$f2]))\n";
$summary .= "(calc-summary-statistics other-data) $brief_option)\n";
}
}
my($exit) = $interactive ? "" : "(exit)";
# Define the data for each of the columns
&trace_array(\@column_data, &TL_VERBOSE, "column_data");
&assert($col1 <= (scalar @column_data));
&assert($col2 <= (scalar @column_data));
my($data_list) = "";
if ($each || $any_stat_test) {
my ($start) = $labels ? 1 : 0;
$data_list = "(list";
for (my $i = $start; $i <= $#column_data; $i++) {
my($c) = ($i + 1);
$extra .= "(def col$c (list $column_data[$i]))\n\n";
$data_list .= " col$c";
}
$data_list .= ")";
}
if ($ttest) {
$extra .= sprintf "(do-t-test col%d col%d)\n\n",
$col1, $col2;
}
if ($paired_ttest) {
$extra .= sprintf "(do-paired-t-test col%d col%d)\n\n",
$col1, $col2;
}
if ($anova && $each) {
$extra .= sprintf "(do-anova2 $data_list)\n\n";
}
elsif ($anova) {
$extra .= sprintf "(do-anova col%d col%d)\n\n",
$col1, $col2;
}
if ($mann_whitney) {
$extra .= sprintf "(do-mann-whitney-test col%d col%d)\n\n",
$col1, $col2;
}
if ($anova) {
## OLD
## # By default, use version of anova from XLispStat extension.
## # See Contributions/anova2.lsp in XLispStat directory.
## $ENV{"USE_XLISP_EXTS"} = 1 unless (defined($ENV{"USE_XLISP_EXTS"}));
$ENV{"USE_XLISP_EXTS"} = 0 unless (defined($ENV{"USE_XLISP_EXTS"}));
}
# Output the lisp code for calculating the statistics
&reference_var($script_dir);
$lisp_code = $init . "(load \"${script_dir}/misc_xlispstat.lisp\")\n"
. $summary . $extra . $exit;
&write_file($temp_file, $lisp_code);
&debug_out(&TL_DETAILED, "Loading xlispstat code: {\n%s}\n", &indent($lisp_code));
# Invoke xlispstat
# NOTE: In interactive mode the file is not redirected from stdin
my($in_redir) = $interactive ? "" : "<";
my($out_redir) = $interactive ? "" : "2>&1";
my($batch) = $interactive ? "" : "-b";
my($non_x) = $interactive ? "" : "--non-X";
my($verbose_option) = "";
if ($verbose || (&DEBUG_LEVEL >= 4)) {
$verbose_option = "-v";
$ENV{"XLISP_DEBUG"} = "1";
}
if ($interactive) {
&cmd("xlispstat.bash $verbose_option $batch $non_x $in_redir $temp_file");
}
else {
my($result) = &run_command("xlispstat.bash $verbose_option $batch $non_x $in_redir $temp_file $out_redir", &TL_VERBOSE);
$result =~ s/[^\000]+Copyright.*\n//; # drop xlisp banner
$result =~ s/.*xlisp_linux: can\'t connect to X server\s*\n//;
$result =~ s/\n>.*\n?/\n/g; # drop command traces
$result =~ s/\n>.*\n?/\n/g; # drop command traces (redux)
$result =~ s/\n\#<.*\n//g; # drop object dumps
$result =~ s/; loading .*\n//g; # drop lisp module load traces
$result =~ s/\n((T)|(NIL))\n/\n/g; # drop misc lisp results
$result =~ s/\n\s*\n\s*\n/\n\n/g; # collapse multiple blank lines
if ($anova && ($ENV{"USE_XLISP_EXTS"} == 0)) {
# Add some headers to the output (not applicable to anova extension in anova2.lsp).
$result =~ s/Group 0/Group Coefficient (std-error)\nGroup 0/;
$result =~ s/Group Mean Square/ Mean Square (df)\nGroup Mean Square/;
}
printf "%s\n", $result;
}
# Cleanup things
if (&DEBUG_LEVEL < 5) {
unlink $temp_file;
unlink "temp_calc_stats_$$.log"
}
return;
}