1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
|
#!/usr/bin/env perl
use 5.010;
use Data::Dumper;
use Getopt::Long;
use Pod::Usage;
use Time::Local;
use warnings;
use strict;
my @symbols_search;
my @symbols_exclude;
my @symbols_bidirectional;
my $reject_score = 15.0;
my $junk_score = 6.0;
my $diff_alpha = 0.1;
my $correlations = 0;
my $log_file = "";
my $search_pattern = "";
my $startTime="";
my $endTime;
my $num_logs;
my $exclude_logs = 0;
my $man = 0;
my $json = 0;
my $help = 0;
# Associate file extensions with decompressors
my %decompressor = (
'bz2' => 'bzip2 -cd',
'gz' => 'gzip -cd',
'xz' => 'xz -cd',
'zst' => 'zstd -cd',
);
GetOptions(
"reject-score|r=f" => \$reject_score,
"junk-score|j=f" => \$junk_score,
"symbol|s=s@" => \@symbols_search,
"symbol-bidir|S=s@" => \@symbols_bidirectional,
"exclude|X=s@" => \@symbols_exclude,
"log|l=s" => \$log_file,
"alpha-score|alpha|a=f" => \$diff_alpha,
"correlations|c" => \$correlations,
"search-pattern=s" => \$search_pattern,
"start=s" => \$startTime,
"end=s" => \$endTime,
"num-logs|n=i" => \$num_logs,
"exclude-logs|x=i" => \$exclude_logs,
"json|j" => \$json,
"help|?" => \$help,
"man" => \$man
) or pod2usage(2);
pod2usage(1) if $help;
pod2usage(-exitval => 0, -verbose => 2) if $man;
# Global vars
my $total = 0;
my $total_spam = 0;
my $total_junk = 0;
my $junk_symbols = 0;
my $spam_symbols = 0;
my $ham_symbols = 0;
my $ham_spam_change = 0;
my $ham_junk_change = 0;
my %sym_res;
my $rspamd_log;
my $enabled = 0;
my $log_file_num = 1;
my $spinner_update_time = 0;
my %action;
my %timeStamp;
my %scanTime = (
max => 0,
total => 0,
);
my %bidir_match;
foreach ( $startTime, $endTime ) { $_ = &normalized_time($_) }
# Convert bidirectional symbols
foreach my $s (@symbols_bidirectional) {
$bidir_match{$s} = {
spam => "${s}_SPAM",
ham => "${s}_HAM",
};
push @symbols_search, $s unless grep /^$s$/, @symbols_search;
}
@symbols_search = '.*'
unless @symbols_search;
if ($log_file eq '-' || $log_file eq '') {
$rspamd_log = \*STDIN;
&ProcessLog();
}
elsif ( -d "$log_file" ) {
my $log_dir = "$log_file";
my @logs = &GetLogfilesList($log_dir);
# Process logs
foreach (@logs) {
my $ext = (/[^.]+\.?([^.]*?)$/)[0];
my $dc = $decompressor{$ext} || 'cat';
open( $rspamd_log, "-|", "$dc $log_dir/$_" )
or die "cannot execute $dc $log_dir/$_ : $!";
printf "\033[J Parsing log files: [%d/%d] %s\033[G", $log_file_num++, scalar @logs, $_;
$spinner_update_time = 0; # Force spinner update
&spinner;
&ProcessLog;
close($rspamd_log)
or warn "cannot close $dc $log_dir/$_: $!";
}
}
else {
open($rspamd_log, '<', $log_file) or die "cannot open $log_file";
&ProcessLog();
}
my $total_ham = $total - ($total_spam + $total_junk);
if ($json) {
print "{";
&Summary();
print '"symbols":{';
&SymbolsStat();
print "}}\n";
}
else {
&SymbolsStat();
&Summary();
}
exit;
sub SymbolsStat() {
if ($total > 0) {
my $has_comma = 0;
while (my ($s, $r) = each(%sym_res)) {
if ($r->{hits} > 0) {
my $th = $r->{hits};
my $sh = $r->{spam_hits};
my $jh = $r->{junk_hits};
my $hh = $r->{hits} - $sh - $jh;
my $htp = $hh * 100.0 / $total_ham if $total_ham != 0;
my $stp = $sh * 100.0 / $total_spam if $total_spam != 0;
my $jtp = $jh * 100.0 / $total_junk if $total_junk != 0;
if ($json) {
if ($has_comma) {
print ",";
}
else {
$has_comma = 1;
}
print "\"$s\":{";
JsonObjectElt("avg_weight", $r->{'weight'},"%.4f");
print ",";
JsonObjectElt("hits", $th, "%d");
print ",";
JsonObjectElt("hits_percentage", $th/$total, "%.4f");
print ",";
JsonObjectElt("spam_hits", $sh, "%d");
print ",";
JsonObjectElt("spam_to_total", $sh/$th, "%.4f");
print ",";
JsonObjectElt("spam_percentage", $stp/100.0 || 0, "%.4f");
print ",";
JsonObjectElt("ham_hits", $hh, "%d");
print ",";
JsonObjectElt("ham_to_total", $hh/$th, "%.4f");
print ",";
JsonObjectElt("ham_percentage", $htp/100.0 || 0, "%.4f");
print ",";
JsonObjectElt("junk_hits", $jh, "%d");
print ",";
JsonObjectElt("junk_to_total", $jh/$th, "%.4f");
print ",";
JsonObjectElt("junk_percentage", $jtp/100.0 || 0, "%.4f");
}
else {
printf "%s avg. weight %.3f, hits %d(%.3f%%):
Ham %7.3f%%, %6d/%-6d (%7.3f%%)
Spam %7.3f%%, %6d/%-6d (%7.3f%%)
Junk %7.3f%%, %6d/%-6d (%7.3f%%)
",
$s, $r->{weight} / $r->{hits}, $th, ($th / $total * 100),
($hh / $th * 100), $hh, $total_ham, ($htp or 0),
($sh / $th * 100), $sh, $total_spam, ($stp or 0),
($jh / $th * 100), $jh, $total_junk, ($jtp or 0);
}
my $schp = $r->{spam_change} / $total_spam * 100.0 if $total_spam;
my $jchp = $r->{junk_change} / $total_junk * 100.0 if $total_junk;
if ($r->{weight} != 0) {
if (!$json) {
if ($r->{weight} > 0) {
printf "
Spam changes (ham/junk -> spam): %6d/%-6d (%7.3f%%)
Spam changes / total spam hits: %6d/%-6d (%7.3f%%)
Junk changes (ham -> junk): %6d/%-6d (%7.3f%%)
Junk changes / total junk hits: %6d/%-6d (%7.3f%%)
",
$r->{spam_change}, $th, ($r->{spam_change} / $th * 100),
$r->{spam_change}, $total_spam, ($schp or 0),
$r->{junk_change}, $th, ($r->{junk_change} / $th * 100),
$r->{junk_change}, $total_junk, ($jchp or 0);
}
else {
printf "
Spam changes (spam -> junk/ham): %6d/%-6d (%7.3f%%)
Spam changes / total spam hits : %6d/%-6d (%7.3f%%)
Junk changes (junk -> ham) : %6d/%-6d (%7.3f%%)
Junk changes / total junk hits : %6d/%-6d (%7.3f%%)
",
$r->{spam_change}, $th, ($r->{spam_change} / $th * 100),
$r->{spam_change}, $total_spam, ($schp or 0),
$r->{junk_change}, $th, ($r->{junk_change} / $th * 100),
$r->{junk_change}, $total_junk, ($jchp or 0);
}
}
else {
print ",";
JsonObjectElt("spam_change", $r->{spam_change}, "%.4f");
print ",";
JsonObjectElt("junk_change", $r->{junk_change}, "%.4f");
}
}
if ($correlations) {
if (!$json) {
print "Correlations report:\n";
while (my ($cs, $hits) = each %{$r->{corr}}) {
my $corr_prob = $hits / $total;
my $sym_prob = $r->{hits} / $total;
printf "Probability of %s when %s fires: %.3f\n", $s, $cs,
($corr_prob / $sym_prob);
}
}
else {
print ",";
print "\"correllations\":{";
my $has_comma = 0;
while (my ($cs, $hits) = each %{$r->{corr}}) {
if ($has_comma) {
print ",";
}
else {
$has_comma = 1;
}
my $corr_prob = $hits / $total;
my $sym_prob = $r->{hits} / $total;
JsonObjectElt($cs, ($corr_prob / $sym_prob) ,"%.4f");
}
print "}";
}
}
print "}" if $json;
}
else {
print "Symbol $s has not been met\n" if !$json;
}
print '-' x 80 . "\n" if !$json;
}
}
}
sub Summary() {
if (!$json) {
print "
=== Summary ", '=' x 68, "
Messages scanned: $total";
printf " [ %s / %s ]
", $timeStamp{'start'}, $timeStamp{'end'}
if defined $timeStamp{'start'};
say '';
printf "%11s: %6.2f%%, %d\n", $_, 100 * $action{$_} / $total, $action{$_}
for sort keys %action;
say '';
printf "scan time min/avg/max = %.2f/%.2f/%.2f s
", $scanTime{'min'} / 1000,
($total) ? $scanTime{'total'} / $total / 1000 : undef,
$scanTime{'max'} / 1000
if exists $scanTime{'min'};
say '=' x 80;
}
else {
JsonObjectElt("total", $total, "%d");
print ",";
if (defined $timeStamp{'start'}) {
JsonObjectElt("start", $timeStamp{'start'});
print ",";
}
if (defined $timeStamp{'end'}) {
JsonObjectElt("end", $timeStamp{'end'});
print ",";
}
print "\"actions\":{";
my $has_comma = 0;
foreach my $a (sort keys %action) {
if ($has_comma) {
print ",";
}
else {
$has_comma = 1;
}
JsonObjectElt($a, $action{$a}, "%d");
}
print "},";
}
}
sub ProcessLog {
my ( $ts_format, @line ) = &log_time_format($rspamd_log);
my $is_syslog = defined $ts_format && $ts_format eq 'syslog';
while() {
last if eof $rspamd_log;
$_ = (@line) ? shift @line : <$rspamd_log>;
if (!$enabled && ($search_pattern eq "" || /$search_pattern/)) {
$enabled = 1;
}
next if !$enabled;
if (/^.*rspamd_task_write_log.*$/) {
&spinner;
my $ts =
($is_syslog)
? syslog2iso( join ' ', ( split /\s+/ )[ 0 .. 2 ] )
: join ' ', ( split /\s+/ )[ 0 .. 1 ];
next if ( $ts lt $startTime );
next if ( defined $endTime && $ts gt $endTime );
if ($_ !~ /\(([^()]+)\): \[(NaN|-?\d+(?:\.\d+)?)\/(-?\d+(?:\.\d+)?)\]\s+\[([^\]]+)\].+? time: (\d+\.\d+)ms real/) {
#print "BAD: $_\n";
next;
}
my @symbols = split /(?:\{[^}]*\})?(?:$|,)/, $4;
my $scan_time = $5;
my $act = $1;
my $score = $2 * 1.0;
my $skip = 0;
foreach my $ex (@symbols_exclude) {
my @found = grep {/^$ex/} @symbols;
if (scalar(@found) > 0) {
$skip = 1;
last;
}
}
next if ( $skip != 0 );
$timeStamp{'end'} = $ts;
$timeStamp{'start'} //= $timeStamp{'end'};
$scanTime{'min'} = $scan_time
if ( !exists $scanTime{'min'} || $scanTime{'min'} > $scan_time );
$scanTime{'max'} = $scan_time
if ( $scanTime{'max'} < $scan_time );
$scanTime{'total'} += $scan_time;
$action{$act}++;
$total ++;
if ($score >= $reject_score) {
$total_spam ++;
}
elsif ($score >= $junk_score) {
$total_junk ++;
}
my @sym_names;
foreach my $s (@symbols_search) {
my @selected = grep /$s/, @symbols;
if (scalar(@selected) > 0) {
foreach my $sym (@selected) {
$sym =~ /^([^\(]+)(\(([^\)]+)\))?/;
my $sym_name = $1;
my $sym_score = 0;
my $orig_name = $sym_name;
if ($2) {
$sym_score = $3 * 1.0;
if (abs($sym_score) < $diff_alpha) {
next;
}
my $bm = $bidir_match{$sym_name};
if ($bm) {
if ($sym_score >= 0) {
$sym_name = $bm->{'spam'};
}
else {
$sym_name = $bm->{'ham'};
}
}
}
next if $orig_name !~ /^$s/;
push @sym_names, $sym_name;
if (!$sym_res{$sym_name}) {
$sym_res{$sym_name} = {
hits => 0,
spam_hits => 0,
junk_hits => 0,
spam_change => 0,
junk_change => 0,
weight => 0,
corr => {},
};
}
my $r = $sym_res{$sym_name};
$r->{hits} ++;
$r->{weight} += $sym_score;
my $is_spam = 0;
my $is_junk = 0;
if ($score >= $reject_score) {
$is_spam = 1;
$r->{spam_hits} ++;
}
elsif ($score >= $junk_score) {
$is_junk = 1;
$r->{junk_hits} ++;
}
if ($sym_score != 0) {
my $score_without = $score - $sym_score;
if ($sym_score > 0) {
if ($is_spam && $score_without < $reject_score) {
$r->{spam_change} ++;
}
if ($is_junk && $score_without < $junk_score) {
$r->{junk_change} ++;
}
}
else {
if (!$is_spam && $score_without >= $reject_score) {
$r->{spam_change} ++;
}
if (!$is_junk && $score_without >= $junk_score) {
$r->{junk_change} ++;
}
}
}
} # End foreach symbols selected
}
}
if ($correlations) {
foreach my $sym (@sym_names) {
my $r = $sym_res{$sym};
foreach my $corr_sym (@sym_names) {
if ($corr_sym ne $sym) {
if ($r->{'corr'}->{$corr_sym}) {
$r->{'corr'}->{$corr_sym} ++;
}
else {
$r->{'corr'}->{$corr_sym} = 1;
}
}
}
} # End of correlations check
}
}
}
}
sub JsonObjectElt() {
my ($k, $v) = @_;
my $f = defined $_[2] ? $_[2] : '%s';
if ($f eq "%s") {
$f = "\"%s\"";
}
printf "\"%s\":$f", $k, $v;
}
sub GetLogfilesList {
my ($dir) = @_;
opendir( DIR, $dir ) or die $!;
my $pattern = join( '|', keys %decompressor );
my $re = qr/\.[0-9]+(?:\.(?:$pattern))?/;
# Add unnumbered logs first
my @logs =
grep { -f "$dir/$_" && !/$re/ } readdir(DIR);
# Add numbered logs
rewinddir(DIR);
push( @logs,
( sort numeric ( grep { -f "$dir/$_" && /$re/ } readdir(DIR) ) ) );
closedir(DIR);
# Select required logs and revers their order
@logs =
reverse
splice( @logs, $exclude_logs, $num_logs ||= @logs - $exclude_logs );
# Loop through array printing out filenames
if (!$json) {
print "\nLog files to process:\n";
foreach my $file (@logs) {
print " $file\n";
}
print "\n";
}
return @logs;
}
sub log_time_format {
my $fh = shift;
my ( $format, $line );
while (<$fh>) {
$line = $_;
# 2017-08-08 00:00:01 #66984(
# 2017-08-08 00:00:01.001 #66984(
if (/^\d{4}-\d\d-\d\d \d\d:\d\d:\d\d(\.\d{3})? #\d+\(/) {
$format = 'rspamd';
last;
}
# Aug 8 00:02:50 #66986(
elsif (/^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d #\d+\(/) {
$format = 'syslog';
last;
}
# Aug 8 00:02:50 hostname rspamd[66986]
elsif (/^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d \S+ rspamd\[\d+\]/) {
$format = 'syslog';
last;
}
# Skip newsyslog messages
# Aug 8 00:00:00 hostname newsyslog[63284]: logfile turned over
elsif ( /^\w{3} (?:\s?\d|\d\d) \d\d:\d\d:\d\d\ \S+ newsyslog\[\d+\]: logfile turned over$/ ) {
next;
}
else {
print "Unknown log format\n";
exit 1;
}
}
return ( $format, $line );
}
sub normalized_time {
return undef
if !defined( $_ = shift );
/^\d\d(?::\d\d){0,2}$/
? sprintf '%04d-%02d-%02d %s', 1900 + (localtime)[5], 1 + (localtime)[4],
(localtime)[3], $_
: $_;
}
sub numeric {
$a =~ /\.(\d+)\./;
my $a_num = $1;
$b =~ /\.(\d+)\./;
my $b_num = $1;
$a_num <=> $b_num;
}
sub spinner {
my @spinner = qw{/ - \ |};
return
if ( ( time - $spinner_update_time ) < 1 );
printf "%s\033[1D", $spinner[ time % @spinner ];
$spinner_update_time = time;
}
# Convert syslog timestamp to "ISO 8601 like" format
# using current year as syslog does not record the year (nor the timezone)
# or the last year if the guessed time is in the future.
sub syslog2iso {
my %month_map;
@month_map{qw(Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec)} = 0 .. 11;
my ( $month, @t ) =
$_[0] =~ m/^(\w{3}) \s\s? (\d\d?) \s (\d\d):(\d\d):(\d\d)/x;
my $epoch =
timelocal( ( reverse @t ), $month_map{$month}, 1900 + (localtime)[5] );
sprintf '%04d-%02d-%02d %02d:%02d:%02d',
1900 + (localtime)[5] - ( $epoch > time ),
$month_map{$month} + 1, @t;
}
__END__
=head1 NAME
rspamd_stats - analyze Rspamd rules by parsing log files
=head1 SYNOPSIS
rspamd_stats [options] [--symbol=SYM1 [--symbol=SYM2...]] [--log file]
Options:
--log=file log file or directory to read (stdin by default)
--reject-score=score set reject threshold (15 by default)
--junk-score=score set junk score (6.0 by default)
--symbol=sym check specified symbol (perl regexps, '.*' by default)
--alpha-score=score set ignore score for symbols (0.1 by default)
--correlations enable correlations report
--search-pattern do not process input unless the desired pattern is found
--start starting time (oldest) for log parsing
--end ending time (newest) for log parsing
--num-logs=integer number of recent logfiles to analyze (all files in the directory by default)
--exclude-logs=integer number of latest logs to exclude (0 by default)
--json print json output instead of human readable
--help brief help message
--man full documentation
=head1 OPTIONS
=over 8
=item B<--log>
Specifies log file or directory to read data from.
If a directory is specified B<rspamd_stats> analyses files in the directory
including known compressed file types. Number of log files can be limited using
B<--num-logs> and B<--exclude-logs> options. This assumes that files in the log
directory have B<newsyslog(8)>- or B<logrotate(8)>-like name format with numeric
indexes. Files without indexes (generally it is merely one file) are considered
the most recent and files with lower indexes are considered newer.
=item B<--reject-score>
Specifies the reject (spam) threshold.
=item B<--junk-score>
Specifies the junk (add header or rewrite subject) threshold.
=item B<--alpha-score>
Specifies the minimum score for a symbol to be considered by this script.
=item B<--symbol>
Add symbol or pattern (pcre format) to analyze.
=item B<--num-logs>
If set, limits number of analyzed logfiles in the directory to the specified value.
=item B<--exclude-logs>
Number of latest logs to exclude (0 by default).
=item B<--correlations>
Additionally print correlation rate for each symbol displayed. This routine calculates merely paired correlations between symbols.
=item B<--search-pattern>
Do not process input unless finding the specified regular expression. Useful to skip logs to a certain position.
=item B<--exclude>
Exclude log lines if certain symbols are fired (e.g. GTUBE). You may specify this option multiple time to skip multiple symbols.
=item B<--start>
Select log entries after this time. Format: C<YYYY-MM-DD HH:MM:SS> (can be
truncated to any desired accuracy). If used with B<--end> select entries between
B<--start> and B<--end>. The omitted date defaults to the current date if you
supply the time.
=item B<--end>
Select log entries before this time. Format: C<YYYY-MM-DD HH:MM:SS> (can be
truncated to any desired accuracy). If used with B<--start> select entries between
B<--start> and B<--end>. The omitted date defaults to the current date if you
supply the time.
=item B<--help>
Print a brief help message and exits.
=item B<--man>
Prints the manual page and exits.
=back
=head1 DESCRIPTION
B<rspamd_stats> will read the given log file (or standard input) and provide statistics for the specified symbols:
Symbol: BAYES_SPAM (weight 3.763) (381985 hits, 26.827%)
Ham hits: 184557 (48.315%), total ham: 1095487 (ham with BAYES_SPAM: 16.847%)
Spam hits: 15134 (3.962%), total spam: 16688 (spam with BAYES_SPAM: 90.688%)
Junk hits: 182294 (47.723%), total junk: 311699 (junk with BAYES_SPAM: 58.484%)
Spam changes (ham/junk -> spam): 7026 (1.839%), total percentage (changes / spam hits): 42.102%
Junk changes (ham -> junk): 95192 (24.920%), total percentage (changes / junk hits): 30.540%
Where there are the following attributes:
=over 4
=item *
B<Weight>: average score for a symbols
=item *
B<Total hits>: total number of hits and percentage of symbol hits divided by total number of messages
=item *
B<HAM hits>: provides the following information about B<HAM> messages with the specified symbol (from left to right):
=over 4
=item 1.
B<total symbol hits>: number of messages that has this symbol and are B<HAM>
=item 2.
B<ham percentage>: number of symbol hits divided by overall B<HAM> messages count
=item 3.
B<total ham hits>: overall number of B<HAM> messages
=item 4.
B<ham with symbol percentage>: percentage of number of hits with specified symbol in B<HAM> messages divided by total number of B<HAM> messages.
=back
=item *
B<SPAM hits>: provides the following information about B<SPAM> messages - same as previous but for B<SPAM> class.
=item *
B<Junk hits>: provides the following information about B<Junk> messages - same as previous but for B<JUNK> class.
=item *
B<Spam changes>: displays data about how much messages switched their class because of the specific symbol weight.
=item *
B<Junk changes>: displays data about how much messages switched their class because of the specific symbol weight.
=back
=cut
|