AI-DecisionTree
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Revision history for Perl extension AI::DecisionTree.
0.11 - Fri Mar 2 21:26:51 CST 2012
- Fixed typo in docs - 'leaf_color' should be 'leaf_colors'. [spotted
by Julio Fraire]
- Silence a couple of Perl::Critic warnings
- Convert to Dist::Zilla
0.09 - Sat Jul 26 23:09:44 2008
- Make a new release so that a META.yml file is generated. [Suggested
by Alexandr Ciornii]
- as_graphviz(%args) wasn't passing %args through properly to the
GraphViz->new() method. Fixed. [Ian Knopke]
- get_result() can now take a callback subroutine, rather than just a
hash reference, to check the attributes of the given instance.
This allows lazy instance checking.
0.08 Mon Jul 7 18:01:16 CDT 2003
- Added a 'leaf_color' parameter for making GraphViz objects more
colorful.
0.07 Fri Jun 6 10:37:51 CDT 2003
- Created tests for the set_results() and copy_instances() methods.
- Added documentation for as_graphviz() and increased the information
contained in the GraphViz object.
- Added the ability to limit the absolute depth of the tree when
training.
0.06 Wed Sep 18 13:59:24 EST 2002
- Fixed an XS memory leak that was afflicting all training instances.
Added tests to make sure leak stays plugged.
- Added the 'purge' and 'verbose' parameters to new().
- add_instance() now accepts a 'name' parameter.
- Users can now control whether training instances are purged after
training, using the 'purge' parameter to new() and/or the
do_purge() method.
- Added the set_results() and copy_instances() methods, which let you
re-use training instances from one tree to another.
- Added the instances() and purge() accessor methods.
0.05 Thu Sep 12 01:22:34 AEST 2002
- Fixed a concurrency problem that occurred when making more than one
decision tree. All tree data is now stored as member data, not
class data.
- DecisionTree.pm is now pure-perl again (though Instance.pm still
has an XS component).
- Fixed a one-off bug in the Instance.xs code that could create
garbage data.
- Handles "sparse" data better. Sparse data means that every
attribute doesn't have to be defined for every training/test
instance. This can now be a meaningful property - the absence of a
value is currently equivalent to a special "<undef>" value.
- Don't trigger warnings when undefined attribute values are
encountered (as happens with sparse data).
- Added documentation for the 'prune' parameter to new()
- More consistent with memory allocation in Instance.xs - uses the
perl memory macros/functions from `perldoc perlclib` instead of raw
malloc/realloc/free.
- Catches possible infinite loop situations when growing the tree
(which shouldn't usually happen, but other mistakes can cause it)
- The Instance class now has a numeric-only interface, without string
translation. String translation is done in the main DecisionTree
class. This isn't really a user-visible change.
0.04 Wed Sep 4 19:52:23 AEST 2002
- Now uses regular XS instead of Inline for the C code parts. [patch
by Matt Sergeant]
- Converted the inner loop of the best_attr() method to C code,
because it was spending a lot of time in accessor methods for the C
structures it was using. Don't worry, I'm not going C-crazy. I
won't be making many (any?) more of these kinds of changes, but
these ones were probably necessary.
- Removed a bit of debugging code that I left in for 0.03.
0.03 Mon Sep 2 11:41:18 AEST 2002
- Added a 'prune' parameter to new(), which controls whether the tree
will be pruned after training. This is usually a good idea, so the
default is to prune. Currently we prune using a simple
minimum-description-length criterion.
- Training instances are now represented using a C struct rather than
a Perl hash. This can dramatically reduce memory usage, though it
doesn't have much effect on speed. Note that Inline.pm is now
required.
- The list of instances is now deleted after training, since it's no
longer needed.
- Small speedup to the train() method, achieved by less copying of data.
- If get_result() is called in a list context, it now returns a list
containing the assigned result, a "confidence" score (tentative,
subject to change), and the tree depth of the leaf this instance
ended up at.
- Internally, each node in the tree now contains information about
how many training examples contributed to training this node, and
what the distribution of their classes was.
- Added an as_graphviz() method, which will help visualize trees.
They're not terribly pretty graphviz objects yet, but they're
visual.
0.02 Sat Aug 10, 2002 21:02 AEST
- Added support for noisy data, currently by picking the best (most
common) result when noise is encountered. See the 'noise_mode'
parameter to new().
- Added the rule_tree() method, which returns a data structure
representing the tree. [James Smith]
- Significantly sped up the train() method, especially for large data
sets.
- The get_result() method is no longer implemented recursively, which
simplifies it and speeds it up.
- Reformatted the documentation and added a TO DO section.
- Documented the nodes() method.
0.01 Sat Jun 8 12:45:03 2002
- original version; created by h2xs 1.21 with options
-XA -n AI::DecisionTree
This is the Perl distribution AI-DecisionTree.
Installing AI-DecisionTree is straightforward.
## Installation with cpanm
If you have cpanm, you only need one line:
% cpanm AI::DecisionTree
If you are installing into a system-wide directory, you may need to pass the
"-S" flag to cpanm, which uses sudo to install the module:
% cpanm -S AI::DecisionTree
## Installing with the CPAN shell
Alternatively, if your CPAN shell is set up, you should just be able to do:
% cpan AI::DecisionTree
## Manual installation
As a last resort, you can manually install it. Download the tarball, untar it,
then build it:
% perl Makefile.PL
% make && make test
Then install it:
% make install
If you are installing into a system-wide directory, you may need to run:
% sudo make install
## Documentation
AI-DecisionTree documentation is available as POD.
You can run perldoc from a shell to read the documentation:
% perldoc AI::DecisionTree
Instance/Instance.pm view on Meta::CPAN
package AI::DecisionTree::Instance;
use strict;
use vars qw($VERSION @ISA);
$VERSION = '0.11';
use DynaLoader ();
@ISA = qw(DynaLoader);
bootstrap AI::DecisionTree::Instance $VERSION;
1;
__END__
=head1 NAME
AI::DecisionTree::Instance - C-struct wrapper for training instances
=head1 SYNOPSIS
use AI::DecisionTree::Instance;
my $i = new AI::DecisionTree::Instance([3,5], 7, 'this_instance');
$i->value_int(0) == 3;
$i->value_int(1) == 5;
$i->result_int == 7;
=head1 DESCRIPTION
This class is just a simple Perl wrapper around a C struct embodying a
single training instance. Its purpose is to reduce memory usage. In
a "typical" training set with about 1000 instances, memory usage can
be reduced by about a factor of 5 (from 43.7M to 8.2M in my test
program).
A fairly tight loop is also implemented that helps speed up the
C<train()> AI::DecisionTree method by about a constant factor of 4.
Please do not consider this interface stable - I change it whenever I
have a new need in AI::DecisionTree.
=head1 AUTHOR
Ken Williams, ken@mathforum.org
=head1 SEE ALSO
AI::DecisionTree
=cut
Instance/Instance.xs view on Meta::CPAN
#ifdef __cplusplus
extern "C" {
#endif
#include "EXTERN.h"
#include "perl.h"
#include "XSUB.h"
#ifdef __cplusplus
}
#endif
typedef struct {
char *name;
int result;
int num_values;
int *values;
} Instance;
MODULE = AI::DecisionTree::Instance PACKAGE = AI::DecisionTree::Instance
PROTOTYPES: DISABLE
Instance *
new (class, values_ref, result, name)
char * class
SV * values_ref
int result
char * name
CODE:
{
int i;
Instance* instance;
AV* values = (AV*) SvRV(values_ref);
New(0, instance, 1, Instance);
instance->name = savepv(name);
instance->result = result;
instance->num_values = 1 + av_len(values);
New(0, instance->values, instance->num_values, int);
for(i=0; i<instance->num_values; i++) {
instance->values[i] = (int) SvIV( *av_fetch(values, i, 0) );
}
RETVAL = instance;
}
OUTPUT:
RETVAL
char *
name (instance)
Instance* instance
CODE:
{
RETVAL = instance->name;
}
OUTPUT:
RETVAL
void
set_result (instance, result)
Instance* instance
int result
CODE:
{
instance->result = result;
}
void
set_value (instance, attribute, value)
Instance* instance
int attribute
int value
PPCODE:
{
int *new_values;
int i;
if (attribute >= instance->num_values) {
if (!value) return; /* Nothing to do */
printf("Expanding from %d to %d places\n", instance->num_values, attribute);
Renew(instance->values, attribute, int);
if (!instance->values)
croak("Couldn't grab new memory to expand instance");
for (i=instance->num_values; i<attribute-1; i++)
instance->values[i] = 0;
instance->num_values = 1 + attribute;
}
instance->values[attribute] = value;
}
int
value_int (instance, attribute)
Instance * instance
int attribute
CODE:
{
if (attribute >= instance->num_values) {
RETVAL = 0;
}
else {
RETVAL = instance->values[attribute];
}
}
OUTPUT:
RETVAL
int
result_int (instance)
Instance * instance
CODE:
{
RETVAL = instance->result;
}
OUTPUT:
RETVAL
void
DESTROY (instance)
Instance * instance
PPCODE:
{
Safefree(instance->name);
Safefree(instance->values);
Safefree(instance);
}
int
tally (pkg, instances_r, tallies_r, totals_r, attr)
char * pkg
SV * instances_r
SV * tallies_r
SV * totals_r
int attr
CODE:
{
AV *instances = (AV*) SvRV(instances_r);
HV *tallies = (HV*) SvRV(tallies_r);
HV *totals = (HV*) SvRV(totals_r);
I32 top = av_len(instances);
int num_undef = 0;
I32 i, v;
SV **instance_r, **hash_entry, **sub_hash_entry;
Instance *instance;
for (i=0; i<=top; i++) {
instance_r = av_fetch(instances, i, 0);
instance = (Instance *) SvIV(SvRV(*instance_r));
v = attr < instance->num_values ? instance->values[attr] : 0;
/* if (!v) { num_undef++; continue; } */
/* $totals{$v}++ */
hash_entry = hv_fetch(totals, (char *)&v, sizeof(I32), 1);
if (!SvIOK(*hash_entry)) sv_setiv(*hash_entry, 0);
sv_setiv( *hash_entry, 1+SvIV(*hash_entry) );
/* $tallies{$v}{$_->result_int}++ */
hash_entry = hv_fetch(tallies, (char *)&v, sizeof(I32), 0);
if (!hash_entry) {
hash_entry = hv_store(tallies, (char *)&v, sizeof(I32), newRV_noinc((SV*) newHV()), 0);
}
sub_hash_entry = hv_fetch((HV*) SvRV(*hash_entry), (char *)&(instance->result), sizeof(int), 1);
if (!SvIOK(*sub_hash_entry)) sv_setiv(*sub_hash_entry, 0);
sv_setiv( *sub_hash_entry, 1+SvIV(*sub_hash_entry) );
}
RETVAL = num_undef;
/* Old code:
foreach (@$instances) {
my $v = $_->value_int($all_attr->{$attr});
next unless $v;
$totals{ $v }++;
$tallies{ $v }{ $_->result_int }++;
}
*/
}
OUTPUT:
RETVAL
Instance/Makefile.PL view on Meta::CPAN
use ExtUtils::MakeMaker;
my $module = 'AI::DecisionTree::Instance';
my ($name, $dir);
($name = $module) =~ s/.*::(\w+)/$1.pm/;
($dir = $module) =~ s/::/-/g;
WriteMakefile
(
'NAME' => $module,
'VERSION_FROM' => $name, # finds $VERSION
);
Instance/t/01-basic.t view on Meta::CPAN
#!/usr/bin/perl
use Test;
BEGIN { plan tests => 7 }
use AI::DecisionTree::Instance;
ok(1);
my $i = AI::DecisionTree::Instance->new([1, 2], 0, "foo");
ok $i->value_int(0), 1;
ok $i->value_int(1), 2;
ok $i->result_int, 0;
$i->set_value(0, 3);
ok $i->value_int(0), 3;
$i = new AI::DecisionTree::Instance([4], 2, "bar");
ok $i->value_int(0), 4;
ok $i->result_int, 2;
Instance/t/02-leaktest.t view on Meta::CPAN
#!/usr/bin/perl
use Test;
BEGIN { plan tests => 4 }
use AI::DecisionTree::Instance;
ok(1);
my $x = 0;
{
local *{"AI::DecisionTree::Instance::DESTROY"} = sub { $x = 1 };
{
my $i = new AI::DecisionTree::Instance([3,4], 4, "foo");
ok $x, 0;
}
ok $x, 1;
}
ok $x, 1;
Instance/typemap view on Meta::CPAN
TYPEMAP
Instance * WRAPPED_C_OBJECT
INPUT
WRAPPED_C_OBJECT
$var = (($type)SvIV(SvRV($arg)))
OUTPUT
WRAPPED_C_OBJECT
/* 'class' must be an argument to any function that returns this datatype */
sv_setref_pv($arg, class, (void*)$var);
This software is copyright (c) 2012 by Ken Williams.
This is free software; you can redistribute it and/or modify it under
the same terms as the Perl 5 programming language system itself.
Terms of the Perl programming language system itself
a) the GNU General Public License as published by the Free
Software Foundation; either version 1, or (at your option) any
later version, or
b) the "Artistic License"
--- The GNU General Public License, Version 1, February 1989 ---
This software is Copyright (c) 2012 by Ken Williams.
This is free software, licensed under:
The GNU General Public License, Version 1, February 1989
GNU GENERAL PUBLIC LICENSE
Version 1, February 1989
Copyright (C) 1989 Free Software Foundation, Inc.
51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA
Everyone is permitted to copy and distribute verbatim copies
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--- The Artistic License 1.0 ---
This software is Copyright (c) 2012 by Ken Williams.
This is free software, licensed under:
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The Artistic License
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Package. You may charge any fee you choose for support of this Package. You
may not charge a fee for this Package itself. However, you may distribute this
Package in aggregate with other (possibly commercial) programs as part of a
larger (possibly commercial) software distribution provided that you do not
advertise this Package as a product of your own.
6. The scripts and library files supplied as input to or produced as output
from the programs of this Package do not automatically fall under the copyright
of this Package, but belong to whomever generated them, and may be sold
commercially, and may be aggregated with this Package.
7. C or perl subroutines supplied by you and linked into this Package shall not
be considered part of this Package.
8. The name of the Copyright Holder may not be used to endorse or promote
products derived from this software without specific prior written permission.
9. THIS PACKAGE IS PROVIDED "AS IS" AND WITHOUT ANY EXPRESS OR IMPLIED
WARRANTIES, INCLUDING, WITHOUT LIMITATION, THE IMPLIED WARRANTIES OF
MERCHANTIBILITY AND FITNESS FOR A PARTICULAR PURPOSE.
The End
Changes
INSTALL
Instance/Instance.pm
Instance/Instance.xs
Instance/Makefile.PL
Instance/t/01-basic.t
Instance/t/02-leaktest.t
Instance/typemap
LICENSE
MANIFEST
META.yml
Makefile.PL
README
SIGNATURE
dist.ini
eg/example.pl
lib/AI/DecisionTree.pm
t/01-simple.t
t/02-noisy.t
t/author-critic.t
---
abstract: 'Automatically Learns Decision Trees'
author:
- 'Ken Williams <kwilliams@cpan.org>'
build_requires:
English: 0
Test: 0
Test::More: 0
warnings: 0
configure_requires:
ExtUtils::MakeMaker: 6.30
dynamic_config: 0
generated_by: 'Dist::Zilla version 4.300009, CPAN::Meta::Converter version 2.120351'
license: perl
meta-spec:
url: http://module-build.sourceforge.net/META-spec-v1.4.html
version: 1.4
name: AI-DecisionTree
requires:
Carp: 0
GraphViz: 0
strict: 0
vars: 0
resources:
bugtracker: http://rt.cpan.org/Public/Dist/Display.html?Name=AI-DecisionTree
repository: git://github.com/kenahoo/perl-ai-decisiontree.git
version: 0.11
Makefile.PL view on Meta::CPAN
use strict;
use warnings;
use ExtUtils::MakeMaker 6.30;
my %WriteMakefileArgs = (
"ABSTRACT" => "Automatically Learns Decision Trees",
"AUTHOR" => "Ken Williams <kwilliams\@cpan.org>",
"BUILD_REQUIRES" => {
"English" => 0,
"Test" => 0,
"Test::More" => 0,
"warnings" => 0
},
"CONFIGURE_REQUIRES" => {
"ExtUtils::MakeMaker" => "6.30"
},
"DISTNAME" => "AI-DecisionTree",
"EXE_FILES" => [],
"LICENSE" => "perl",
"NAME" => "AI::DecisionTree",
"PREREQ_PM" => {
"Carp" => 0,
"GraphViz" => 0,
"strict" => 0,
"vars" => 0
},
"VERSION" => "0.11",
"test" => {
"TESTS" => "t/*.t"
}
);
unless ( eval { ExtUtils::MakeMaker->VERSION(6.56) } ) {
my $br = delete $WriteMakefileArgs{BUILD_REQUIRES};
my $pp = $WriteMakefileArgs{PREREQ_PM};
for my $mod ( keys %$br ) {
if ( exists $pp->{$mod} ) {
$pp->{$mod} = $br->{$mod} if $br->{$mod} > $pp->{$mod};
}
else {
$pp->{$mod} = $br->{$mod};
}
}
}
delete $WriteMakefileArgs{CONFIGURE_REQUIRES}
unless eval { ExtUtils::MakeMaker->VERSION(6.52) };
WriteMakefile(%WriteMakefileArgs);
This archive contains the distribution AI-DecisionTree,
version 0.11:
Automatically Learns Decision Trees
This software is copyright (c) 2012 by Ken Williams.
This is free software; you can redistribute it and/or modify it under
the same terms as the Perl 5 programming language system itself.
This file contains message digests of all files listed in MANIFEST,
signed via the Module::Signature module, version 0.68.
To verify the content in this distribution, first make sure you have
Module::Signature installed, then type:
% cpansign -v
It will check each file's integrity, as well as the signature's
validity. If "==> Signature verified OK! <==" is not displayed,
the distribution may already have been compromised, and you should
not run its Makefile.PL or Build.PL.
-----BEGIN PGP SIGNED MESSAGE-----
Hash: SHA1
SHA1 e01a2ac643b28c7aa7d0d07a8185899a6aa32b13 Changes
SHA1 96da61eea928700509e1a616e036564035244a72 INSTALL
SHA1 7895b6323a97d46368eed8d0386db448d7e7dea0 Instance/Instance.pm
SHA1 98866c7c1b5c1bf6fd38b762ccb6bf6b053045df Instance/Instance.xs
SHA1 998f560a410f706d948b4bc373a99a00bea4f9ac Instance/Makefile.PL
SHA1 fe6397abc886b83d6f61f8efc9fd5d41a5d73ec6 Instance/t/01-basic.t
SHA1 2398adf915f9ac9383783ff279394f78138b805d Instance/t/02-leaktest.t
SHA1 57eae1c6196bbd84c32eb08e1b9db3b2d4e394b0 Instance/typemap
SHA1 b33df3650303ca968f350ac6a976f34f41762851 LICENSE
SHA1 7d2f601dbd1f9ae98ef59cacd828f7ce2675cd9c MANIFEST
SHA1 fc7255a5efe2c3b3cbc1bbb8f099e62f51cc9d5b META.yml
SHA1 f3f560a3566adacd46cab640a59fba80a910092c Makefile.PL
SHA1 812540cf2be2d26d622a363c9ea6fb76c3983995 README
SHA1 b5b9aafd9c2d8e21e669506b46a5e1f0387d0bcc dist.ini
SHA1 73ad1b764e8b3ca6cc3a204a4260e53f14cbc6a0 eg/example.pl
SHA1 d28b3d5fbbe669456f9f1c73d198d0be1dfaa872 lib/AI/DecisionTree.pm
SHA1 cc1fbcb2131905c9474ac2d38abac368dd1a5d20 t/01-simple.t
SHA1 8dd1b0848cd98888419bdbace9453dbc978275b0 t/02-noisy.t
SHA1 fa45d6e6ab1cd421349dea4ef527bfd5cdc8a09e t/author-critic.t
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=a/hQ
-----END PGP SIGNATURE-----
name = AI-DecisionTree
version = 0.11
author = Ken Williams <kwilliams@cpan.org>
license = Perl_5
copyright_holder = Ken Williams
[@Basic]
[PkgVersion]
[PodVersion]
[PruneFiles]
match = ~$
match = ^spam
match = ^AI-DecisionTree
[Signature]
[Bugtracker]
[Repository]
;[ModuleBuild]
[InstallGuide]
[Test::Perl::Critic]
;[PodCoverageTests]
[AutoPrereqs]
skip = ^AI::DecisionTree
[Git::Tag]
eg/example.pl view on Meta::CPAN
#!/usr/bin/perl
use AI::DecisionTree;
my @attributes = qw(outlook temperature humidity wind play_tennis);
my @cases = qw(
sunny hot high weak no
sunny hot high strong no
overcast hot high weak yes
rain mild high weak yes
rain cool normal weak yes
rain cool normal strong no
overcast cool normal strong yes
sunny mild high weak no
sunny cool normal weak yes
rain mild normal weak yes
sunny mild normal strong yes
overcast mild high strong yes
overcast hot normal weak yes
rain mild high strong no
);
my $outcome = pop @attributes;
my $dtree = new AI::DecisionTree;
while (@cases) {
my @values = splice @cases, 0, 1 + scalar(@attributes);
my $result = pop @values;
my %pairs;
@pairs{@attributes} = @values;
$dtree->add_instance(attributes => \%pairs,
result => $result,
);
}
$dtree->train;
my $result;
# Try one of the training examples
$result = $dtree->get_result( attributes => {
outlook => 'rain',
temperature => 'mild',
humidity => 'high',
wind => 'strong',
} );
print "Result 1: $result\n"; # no
# Try a new unseen example
$result = $dtree->get_result( attributes => {
outlook => 'sunny',
temperature => 'hot',
humidity => 'normal',
wind => 'strong',
} );
print "Result 2: $result\n"; # yes
# Show the created tree structure as rules
print map "$_\n", $dtree->rule_statements;
# Will barf on inconsistent data
my $t2 = new AI::DecisionTree;
$t2->add_instance( attributes => { foo => 'bar' },
result => 1 );
$t2->add_instance( attributes => { foo => 'bar' },
result => 0 );
eval {$t2->train};
print "$@\n";
lib/AI/DecisionTree.pm view on Meta::CPAN
use strict;
package AI::DecisionTree;
{
$AI::DecisionTree::VERSION = '0.11';
}
use AI::DecisionTree::Instance;
use Carp;
use vars qw(@ISA);
sub new {
my $package = shift;
return bless {
noise_mode => 'fatal',
prune => 1,
purge => 1,
verbose => 0,
max_depth => 0,
@_,
nodes => 0,
instances => [],
name_gen => 0,
}, $package;
}
sub nodes { $_[0]->{nodes} }
sub noise_mode { $_[0]->{noise_mode} }
sub depth { $_[0]->{depth} }
sub add_instance {
my ($self, %args) = @_;
croak "Missing 'attributes' parameter" unless $args{attributes};
croak "Missing 'result' parameter" unless defined $args{result};
$args{name} = $self->{name_gen}++ unless exists $args{name};
my @attributes;
while (my ($k, $v) = each %{$args{attributes}}) {
$attributes[ _hlookup($self->{attributes}, $k) ] = _hlookup($self->{attribute_values}{$k}, $v);
}
$_ ||= 0 foreach @attributes;
push @{$self->{instances}}, AI::DecisionTree::Instance->new(\@attributes, _hlookup($self->{results}, $args{result}), $args{name});
}
sub _hlookup {
$_[0] ||= {}; # Autovivify as a hash
my ($hash, $key) = @_;
unless (exists $hash->{$key}) {
$hash->{$key} = 1 + keys %$hash;
}
return $hash->{$key};
}
sub _create_lookup_hashes {
my $self = shift;
my $h = $self->{results};
$self->{results_reverse} = [ undef, sort {$h->{$a} <=> $h->{$b}} keys %$h ];
foreach my $attr (keys %{$self->{attribute_values}}) {
my $h = $self->{attribute_values}{$attr};
$self->{attribute_values_reverse}{$attr} = [ undef, sort {$h->{$a} <=> $h->{$b}} keys %$h ];
}
}
sub train {
my ($self, %args) = @_;
if (not @{ $self->{instances} }) {
croak "Training data has been purged, can't re-train" if $self->{tree};
croak "Must add training instances before calling train()";
}
$self->_create_lookup_hashes;
local $self->{curr_depth} = 0;
local $self->{max_depth} = $args{max_depth} if exists $args{max_depth};
$self->{depth} = 0;
$self->{tree} = $self->_expand_node( instances => $self->{instances} );
$self->{total_instances} = @{$self->{instances}};
$self->prune_tree if $self->{prune};
$self->do_purge if $self->purge;
return 1;
}
sub do_purge {
my $self = shift;
delete @{$self}{qw(instances attribute_values attribute_values_reverse results results_reverse)};
}
sub copy_instances {
my ($self, %opt) = @_;
croak "Missing 'from' parameter to copy_instances()" unless exists $opt{from};
my $other = $opt{from};
croak "'from' parameter is not a decision tree" unless UNIVERSAL::isa($other, __PACKAGE__);
foreach (qw(instances attributes attribute_values results)) {
$self->{$_} = $other->{$_};
}
$self->_create_lookup_hashes;
}
sub set_results {
my ($self, $hashref) = @_;
foreach my $instance (@{$self->{instances}}) {
my $name = $instance->name;
croak "No result given for instance '$name'" unless exists $hashref->{$name};
$instance->set_result( $self->{results}{ $hashref->{$name} } );
}
}
sub instances { $_[0]->{instances} }
sub purge {
my $self = shift;
$self->{purge} = shift if @_;
return $self->{purge};
}
# Each node contains:
# { split_on => $attr_name,
# children => { $attr_value1 => $node1,
# $attr_value2 => $node2, ... }
# }
# or
# { result => $result }
sub _expand_node {
my ($self, %args) = @_;
my $instances = $args{instances};
print STDERR '.' if $self->{verbose};
$self->{depth} = $self->{curr_depth} if $self->{curr_depth} > $self->{depth};
local $self->{curr_depth} = $self->{curr_depth} + 1;
$self->{nodes}++;
my %results;
$results{$self->_result($_)}++ foreach @$instances;
my @results = map {$_,$results{$_}} sort {$results{$b} <=> $results{$a}} keys %results;
my %node = ( distribution => \@results, instances => scalar @$instances );
foreach (keys %results) {
$self->{prior_freqs}{$_} += $results{$_};
}
if (keys(%results) == 1) {
# All these instances have the same result - make this node a leaf
$node{result} = $self->_result($instances->[0]);
return \%node;
}
# Multiple values are present - find the best predictor attribute and split on it
my $best_attr = $self->best_attr($instances);
croak "Inconsistent data, can't build tree with noise_mode='fatal'"
if $self->{noise_mode} eq 'fatal' and !defined $best_attr;
if ( !defined($best_attr)
or $self->{max_depth} && $self->{curr_depth} > $self->{max_depth} ) {
# Pick the most frequent result for this leaf
$node{result} = (sort {$results{$b} <=> $results{$a}} keys %results)[0];
return \%node;
}
$node{split_on} = $best_attr;
my %split;
foreach my $i (@$instances) {
my $v = $self->_value($i, $best_attr);
push @{$split{ defined($v) ? $v : '<undef>' }}, $i;
}
die ("Something's wrong: attribute '$best_attr' didn't split ",
scalar @$instances, " instances into multiple buckets (@{[ keys %split ]})")
unless keys %split > 1;
foreach my $value (keys %split) {
$node{children}{$value} = $self->_expand_node( instances => $split{$value} );
}
return \%node;
}
sub best_attr {
my ($self, $instances) = @_;
# 0 is a perfect score, entropy(#instances) is the worst possible score
my ($best_score, $best_attr) = (@$instances * $self->entropy( map $_->result_int, @$instances ), undef);
my $all_attr = $self->{attributes};
foreach my $attr (keys %$all_attr) {
# %tallies is correlation between each attr value and result
# %total is number of instances with each attr value
my (%totals, %tallies);
my $num_undef = AI::DecisionTree::Instance::->tally($instances, \%tallies, \%totals, $all_attr->{$attr});
next unless keys %totals; # Make sure at least one instance defines this attribute
my $score = 0;
while (my ($opt, $vals) = each %tallies) {
$score += $totals{$opt} * $self->entropy2( $vals, $totals{$opt} );
}
($best_attr, $best_score) = ($attr, $score) if $score < $best_score;
}
return $best_attr;
}
sub entropy2 {
shift;
my ($counts, $total) = @_;
# Entropy is defined with log base 2 - we just divide by log(2) at the end to adjust.
my $sum = 0;
$sum += $_ * log($_) foreach values %$counts;
return +(log($total) - $sum/$total)/log(2);
}
sub entropy {
shift;
my %count;
$count{$_}++ foreach @_;
# Entropy is defined with log base 2 - we just divide by log(2) at the end to adjust.
my $sum = 0;
$sum += $_ * log($_) foreach values %count;
return +(log(@_) - $sum/@_)/log(2);
}
sub prune_tree {
my $self = shift;
# We use a minimum-description-length approach. We calculate the
# score of each node:
# n = number of nodes below
# r = number of results (categories) in the entire tree
# i = number of instances in the entire tree
# e = number of errors below this node
# Hypothesis description length (MML):
# describe tree: number of nodes + number of edges
# describe exceptions: num_exceptions * log2(total_num_instances) * log2(total_num_results)
my $r = keys %{ $self->{results} };
my $i = $self->{tree}{instances};
my $exception_cost = log($r) * log($i) / log(2)**2;
# Pruning can turn a branch into a leaf
my $maybe_prune = sub {
my ($self, $node) = @_;
return unless $node->{children}; # Can't prune leaves
my $nodes_below = $self->nodes_below($node);
my $tree_cost = 2 * $nodes_below - 1; # $edges_below == $nodes_below - 1
my $exceptions = $self->exceptions( $node );
my $simple_rule_exceptions = $node->{instances} - $node->{distribution}[1];
my $score = -$nodes_below - ($exceptions - $simple_rule_exceptions) * $exception_cost;
#warn "Score = $score = -$nodes_below - ($exceptions - $simple_rule_exceptions) * $exception_cost\n";
if ($score < 0) {
delete @{$node}{'children', 'split_on', 'exceptions', 'nodes_below'};
$node->{result} = $node->{distribution}[0];
# XXX I'm not cleaning up 'exceptions' or 'nodes_below' keys up the tree
}
};
$self->_traverse($maybe_prune);
}
sub exceptions {
my ($self, $node) = @_;
return $node->{exceptions} if exists $node->{exeptions};
my $count = 0;
if ( exists $node->{result} ) {
$count = $node->{instances} - $node->{distribution}[1];
} else {
foreach my $child ( values %{$node->{children}} ) {
$count += $self->exceptions($child);
}
}
return $node->{exceptions} = $count;
}
sub nodes_below {
my ($self, $node) = @_;
return $node->{nodes_below} if exists $node->{nodes_below};
my $count = 0;
$self->_traverse( sub {$count++}, $node );
return $node->{nodes_below} = $count - 1;
}
# This is *not* for external use, I may change it.
sub _traverse {
my ($self, $callback, $node, $parent, $node_name) = @_;
$node ||= $self->{tree};
ref($callback) ? $callback->($self, $node, $parent, $node_name) : $self->$callback($node, $parent, $node_name);
return unless $node->{children};
foreach my $child ( keys %{$node->{children}} ) {
$self->_traverse($callback, $node->{children}{$child}, $node, $child);
}
}
sub get_result {
my ($self, %args) = @_;
croak "Missing 'attributes' or 'callback' parameter" unless $args{attributes} or $args{callback};
$self->train unless $self->{tree};
my $tree = $self->{tree};
while (1) {
if (exists $tree->{result}) {
my $r = $tree->{result};
return $r unless wantarray;
my %dist = @{$tree->{distribution}};
my $confidence = $tree->{distribution}[1] / $tree->{instances};
# my $confidence = P(H|D) = [P(D|H)P(H)]/[P(D|H)P(H)+P(D|H')P(H')]
# = [P(D|H)P(H)]/P(D);
# my $confidence =
# $confidence *= $self->{prior_freqs}{$r} / $self->{total_instances};
return ($r, $confidence, \%dist);
}
my $instance_val = (exists $args{callback} ? $args{callback}->($tree->{split_on}) :
exists $args{attributes}{$tree->{split_on}} ? $args{attributes}{$tree->{split_on}} :
'<undef>');
## no critic (ProhibitExplicitReturnUndef)
$tree = $tree->{children}{ $instance_val }
or return undef;
}
}
sub as_graphviz {
my ($self, %args) = @_;
my $colors = delete $args{leaf_colors} || {};
require GraphViz;
my $g = GraphViz->new(%args);
my $id = 1;
my $add_edge = sub {
my ($self, $node, $parent, $node_name) = @_;
# We use stringified reference names for node names, as a convenient hack.
if ($node->{split_on}) {
$g->add_node( "$node",
label => $node->{split_on},
shape => 'ellipse',
);
} else {
my $i = 0;
my $distr = join ',', grep {$i++ % 2} @{$node->{distribution}};
my %fill = (exists $colors->{$node->{result}} ?
(fillcolor => $colors->{$node->{result}},
style => 'filled') :
()
);
$g->add_node( "$node",
label => "$node->{result} ($distr)",
shape => 'box',
%fill,
);
}
$g->add_edge( "$parent" => "$node",
label => $node_name,
) if $parent;
};
$self->_traverse( $add_edge );
return $g;
}
sub rule_tree {
my $self = shift;
my ($tree) = @_ ? @_ : $self->{tree};
# build tree:
# [ question, { results => [ question, { ... } ] } ]
return $tree->{result} if exists $tree->{result};
return [
$tree->{split_on}, {
map { $_ => $self->rule_tree($tree->{children}{$_}) } keys %{$tree->{children}},
}
];
}
sub rule_statements {
my $self = shift;
my ($stmt, $tree) = @_ ? @_ : ('', $self->{tree});
return("$stmt -> '$tree->{result}'") if exists $tree->{result};
my @out;
my $prefix = $stmt ? "$stmt and" : "if";
foreach my $val (keys %{$tree->{children}}) {
push @out, $self->rule_statements("$prefix $tree->{split_on}='$val'", $tree->{children}{$val});
}
return @out;
}
### Some instance accessor stuff:
sub _result {
my ($self, $instance) = @_;
my $int = $instance->result_int;
return $self->{results_reverse}[$int];
}
sub _delete_value {
my ($self, $instance, $attr) = @_;
my $val = $self->_value($instance, $attr);
return unless defined $val;
$instance->set_value($self->{attributes}{$attr}, 0);
return $val;
}
sub _value {
my ($self, $instance, $attr) = @_;
return unless exists $self->{attributes}{$attr};
my $val_int = $instance->value_int($self->{attributes}{$attr});
return $self->{attribute_values_reverse}{$attr}[$val_int];
}
1;
__END__
=head1 NAME
AI::DecisionTree - Automatically Learns Decision Trees
=head1 VERSION
version 0.11
=head1 SYNOPSIS
use AI::DecisionTree;
my $dtree = new AI::DecisionTree;
# A set of training data for deciding whether to play tennis
$dtree->add_instance
(attributes => {outlook => 'sunny',
temperature => 'hot',
humidity => 'high'},
result => 'no');
$dtree->add_instance
(attributes => {outlook => 'overcast',
temperature => 'hot',
humidity => 'normal'},
result => 'yes');
... repeat for several more instances, then:
$dtree->train;
# Find results for unseen instances
my $result = $dtree->get_result
(attributes => {outlook => 'sunny',
temperature => 'hot',
humidity => 'normal'});
=head1 DESCRIPTION
The C<AI::DecisionTree> module automatically creates so-called
"decision trees" to explain a set of training data. A decision tree
is a kind of categorizer that use a flowchart-like process for
categorizing new instances. For instance, a learned decision tree
might look like the following, which classifies for the concept "play
tennis":
OUTLOOK
/ | \
/ | \
/ | \
sunny/ overcast \rainy
/ | \
HUMIDITY | WIND
/ \ *no* / \
/ \ / \
high/ \normal / \
/ \ strong/ \weak
*no* *yes* / \
*no* *yes*
(This example, and the inspiration for the C<AI::DecisionTree> module,
come directly from Tom Mitchell's excellent book "Machine Learning",
available from McGraw Hill.)
A decision tree like this one can be learned from training data, and
then applied to previously unseen data to obtain results that are
consistent with the training data.
The usual goal of a decision tree is to somehow encapsulate the
training data in the smallest possible tree. This is motivated by an
"Occam's Razor" philosophy, in which the simplest possible explanation
for a set of phenomena should be preferred over other explanations.
Also, small trees will make decisions faster than large trees, and
they are much easier for a human to look at and understand. One of
the biggest reasons for using a decision tree instead of many other
machine learning techniques is that a decision tree is a much more
scrutable decision maker than, say, a neural network.
The current implementation of this module uses an extremely simple
method for creating the decision tree based on the training instances.
It uses an Information Gain metric (based on expected reduction in
entropy) to select the "most informative" attribute at each node in
the tree. This is essentially the ID3 algorithm, developed by
J. R. Quinlan in 1986. The idea is that the attribute with the
highest Information Gain will (probably) be the best attribute to
split the tree on at each point if we're interested in making small
trees.
=head1 METHODS
=head2 Building and Querying the Tree
=over 4
=item new(...parameters...)
Creates a new decision tree object and returns it. Accepts the
following parameters:
=over 4
=item noise_mode
Controls the behavior of the
C<train()> method when "noisy" data is encountered. Here "noisy"
means that two or more training instances contradict each other, such
that they have identical attributes but different results.
If C<noise_mode> is set to C<fatal> (the default), the C<train()>
method will throw an exception (die). If C<noise_mode> is set to
C<pick_best>, the most frequent result at each noisy node will be
selected.
=item prune
A boolean C<prune> parameter which specifies
whether the tree should be pruned after training. This is usually a
good idea, so the default is to prune. Currently we prune using a
simple minimum-description-length criterion.
=item verbose
If set to a true value, some status information will be output while
training a decision tree. Default is false.
=item purge
If set to a true value, the C<do_purge()> method will be invoked
during C<train()>. The default is true.
=item max_depth
Controls the maximum depth of the tree that will be created during
C<train()>. The default is 0, which means that trees of unlimited
depth can be constructed.
=back
=item add_instance(attributes => \%hash, result => $string, name => $string)
Adds a training instance to the set of instances which will be used to
form the tree. An C<attributes> parameter specifies a hash of
attribute-value pairs for the instance, and a C<result> parameter
specifies the result.
An optional C<name> parameter lets you give a unique name to each
training instance. This can be used in coordination with the
C<set_results()> method below.
=item train()
Builds the decision tree from the list of training instances. If a
numeric C<max_depth> parameter is supplied, the maximum tree depth can
be controlled (see also the C<new()> method).
=item get_result(attributes => \%hash)
Returns the most likely result (from the set of all results given to
C<add_instance()>) for the set of attribute values given. An
C<attributes> parameter specifies a hash of attribute-value pairs for
the instance. If the decision tree doesn't have enough information to
find a result, it will return C<undef>.
=item do_purge()
Purges training instances and their associated information from the
DecisionTree object. This can save memory after training, and since
the training instances are implemented as C structs, this turns the
DecisionTree object into a pure-perl data structure that can be more
easily saved with C<Storable.pm>, for instance.
=item purge()
Returns true or false depending on the value of the tree's C<purge>
property. An optional boolean argument sets the property.
=item copy_instances(from =E<gt> $other_tree)
Allows two trees to share the same set of training instances. More
commonly, this lets you train one tree, then re-use its instances in
another tree (possibly changing the instance C<result> values using
C<set_results()>), which is much faster than re-populating the second
tree's instances from scratch.
=item set_results(\%results)
Given a hash that relates instance names to instance result values,
change the result values as specified.
=back
=head2 Tree Introspection
=over 4
=item instances()
Returns a reference to an array of the training instances used to
build this tree.
=item nodes()
Returns the number of nodes in the trained decision tree.
=item depth()
Returns the depth of the tree. This is the maximum number of
decisions that would need to be made to classify an unseen instance,
i.e. the length of the longest path from the tree's root to a leaf. A
tree with a single node would have a depth of zero.
=item rule_tree()
Returns a data structure representing the decision tree. For
instance, for the tree diagram above, the following data structure
is returned:
[ 'outlook', {
'rain' => [ 'wind', {
'strong' => 'no',
'weak' => 'yes',
} ],
'sunny' => [ 'humidity', {
'normal' => 'yes',
'high' => 'no',
} ],
'overcast' => 'yes',
} ]
This is slightly remniscent of how XML::Parser returns the parsed
XML tree.
Note that while the ordering in the hashes is unpredictable, the
nesting is in the order in which the criteria will be checked at
decision-making time.
=item rule_statements()
Returns a list of strings that describe the tree in rule-form. For
instance, for the tree diagram above, the following list would be
returned (though not necessarily in this order - the order is
unpredictable):
if outlook='rain' and wind='strong' -> 'no'
if outlook='rain' and wind='weak' -> 'yes'
if outlook='sunny' and humidity='normal' -> 'yes'
if outlook='sunny' and humidity='high' -> 'no'
if outlook='overcast' -> 'yes'
This can be helpful for scrutinizing the structure of a tree.
Note that while the order of the rules is unpredictable, the order of
criteria within each rule reflects the order in which the criteria
will be checked at decision-making time.
=item as_graphviz()
Returns a C<GraphViz> object representing the tree. Requires that the
GraphViz module is already installed, of course. The object returned
will allow you to create PNGs, GIFs, image maps, or whatever graphical
representation of your tree you might want.
A C<leaf_colors> argument can specify a fill color for each leaf node
in the tree. The keys of the hash should be the same as the strings
appearing as the C<result> parameters given to C<add_instance()>, and
the values should be any GraphViz-style color specification.
Any additional arguments given to C<as_graphviz()> will be passed on
to GraphViz's C<new()> method. See the L<GraphViz> docs for more
info.
=back
=head1 LIMITATIONS
A few limitations exist in the current version. All of them could be
removed in future versions - especially with your help. =)
=over 4
=item No continuous attributes
In the current implementation, only discrete-valued attributes are
supported. This means that an attribute like "temperature" can have
values like "cool", "medium", and "hot", but using actual temperatures
like 87 or 62.3 is not going to work. This is because the values
would split the data too finely - the tree-building process would
probably think that it could make all its decisions based on the exact
temperature value alone, ignoring all other attributes, because each
temperature would have only been seen once in the training data.
The usual way to deal with this problem is for the tree-building
process to figure out how to place the continuous attribute values
into a set of bins (like "cool", "medium", and "hot") and then build
the tree based on these bin values. Future versions of
C<AI::DecisionTree> may provide support for this. For now, you have
to do it yourself.
=back
=head1 TO DO
All the stuff in the LIMITATIONS section. Also, revisit the pruning
algorithm to see how it can be improved.
=head1 AUTHOR
Ken Williams, ken@mathforum.org
=head1 SEE ALSO
Mitchell, Tom (1997). Machine Learning. McGraw-Hill. pp 52-80.
Quinlan, J. R. (1986). Induction of decision trees. Machine
Learning, 1(1), pp 81-106.
L<perl>, L<GraphViz>
=cut
t/01-simple.t view on Meta::CPAN
# Before `make install' is performed this script should be runnable with
# `make test'. After `make install' it should work as `perl test.pl'
#########################
use Test;
BEGIN { plan tests => 31 };
use AI::DecisionTree;
ok(1); # If we made it this far, we're ok.
#########################
my @attributes = qw(outlook temperature humidity wind play_tennis);
my @cases = qw(
sunny hot high weak no
sunny hot high strong no
overcast hot high weak yes
rain mild high weak yes
rain cool normal weak yes
rain cool normal strong no
overcast cool normal strong yes
sunny mild high weak no
sunny cool normal weak yes
rain mild normal weak yes
sunny mild normal strong yes
overcast mild high strong yes
overcast hot normal weak yes
rain mild high strong no
);
my $outcome = pop @attributes;
my $dtree = new AI::DecisionTree(purge => 0);
while (@cases) {
my @values = splice @cases, 0, 1 + scalar(@attributes);
my $result = pop @values;
my %pairs;
@pairs{@attributes} = @values;
$dtree->add_instance(attributes => \%pairs,
result => $result,
);
}
$dtree->train;
# Make sure a training example is correctly categorized
my $result = $dtree->get_result(
attributes => {
outlook => 'rain',
temperature => 'mild',
humidity => 'high',
wind => 'strong',
}
);
ok($result, 'no');
# Try a new unseen example
$result = $dtree->get_result(
attributes => {
outlook => 'sunny',
temperature => 'hot',
humidity => 'normal',
wind => 'strong',
}
);
ok($result, 'yes');
# Make sure rule_statements() works
{
my @rules = $dtree->rule_statements;
ok @rules, 5;
ok !!grep {$_ eq "if outlook='overcast' -> 'yes'"} @rules;
}
# Make sure rule_tree() works
ok $dtree->rule_tree->[0], 'outlook';
ok $dtree->rule_tree->[1]{overcast}, 'yes';
($result, my $confidence) = $dtree->get_result(
attributes => {
outlook => 'rain',
temperature => 'mild',
humidity => 'high',
wind => 'strong',
}
);
ok $result, 'no';
ok $confidence, 1;
{
# Test attribute callbacks
my %attributes = (
outlook => 'rain',
temperature => 'mild',
humidity => 'high',
wind => 'strong',
);
my $result = $dtree->get_result( callback => sub { $attributes{$_[0]} } );
ok $result, 'no';
}
#print map "$_\n", $dtree->rule_statements;
#use YAML; print Dump $dtree;
if (eval "use GraphViz; 1") {
my $graphviz = $dtree->as_graphviz;
ok $graphviz;
if (0) {
# Only works on Mac OS X
my $file = '/tmp/tree.png';
open my($fh), "> $file" or die "$file: $!";
print $fh $graphviz->as_png;
close $fh;
system('open', $file);
}
} else {
skip("Skipping: GraphViz is not installed", 0);
}
# Make sure there are 8 nodes
ok $dtree->nodes, 8;
{
# Test max_depth
$dtree->train(max_depth => 1);
my @rules = $dtree->rule_statements;
ok @rules, 3;
ok $dtree->depth, 1;
}
{
# Should barf on inconsistent data
my $t2 = new AI::DecisionTree;
$t2->add_instance( attributes => { foo => 'bar' },
result => 1 );
$t2->add_instance( attributes => { foo => 'bar' },
result => 0 );
eval {$t2->train};
ok( "$@", '/Inconsistent data/' );
}
{
# Make sure two trees can be trained concurrently
my $t1 = new AI::DecisionTree;
my $t2 = new AI::DecisionTree;
my @train = (
[farming => 'sheep very valuable farming'],
[farming => 'farming requires many kinds animals'],
[vampire => 'vampires drink blood vampires may staked'],
[vampire => 'vampires cannot see their images mirrors'],
);
foreach my $doc (@train) {
$t1->add_instance( attributes => {map {$_,1} split ' ', $doc->[1]},
result => 0+($doc->[0] eq 'farming'));
}
foreach my $doc (@train) {
$t2->add_instance( attributes => {map {$_,1} split ' ', $doc->[1]},
result => 0+($doc->[0] eq 'vampire'));
}
$t1->train;
$t2->train;
ok(1);
my @test = (
[farming => 'I would like to begin farming sheep'],
[vampire => "I see that many vampires may have eaten my beautiful daughter's blood"],
);
foreach my $doc (@test) {
my $result = $t1->get_result( attributes => {map {$_,1} split ' ', $doc->[1]} );
ok $result, 0+($doc->[0] eq 'farming');
$result = $t2->get_result( attributes => {map {$_,1} split ' ', $doc->[1]} );
ok $result, 0+($doc->[0] eq 'vampire');
}
}
{
my $t1 = new AI::DecisionTree(purge => 0);
my $t2 = new AI::DecisionTree;
$t1->add_instance( attributes => { foo => 'bar' },
result => 1, name => 1 );
$t1->add_instance( attributes => { foo => 'baz' },
result => 0, name => 2 );
eval {$t1->train};
ok !$@;
ok $t1->instances->[0]->name, 1;
ok $t1->instances->[1]->name, 2;
ok $t1->_result($t1->instances->[0]), 1; # Not a public interface
ok $t1->_result($t1->instances->[1]), 0; # Not a public interface
$t2->copy_instances(from => $t1);
ok $t2->instances->[0]->name, 1;
ok $t2->instances->[1]->name, 2;
ok $t2->_result($t2->instances->[0]), 1; # Not a public interface
ok $t2->_result($t2->instances->[1]), 0; # Not a public interface
$t2->set_results( {1=>0, 2=>1} );
ok $t2->_result($t2->instances->[0]), 0; # Not a public interface
ok $t2->_result($t2->instances->[1]), 1; # Not a public interface
}
t/02-noisy.t view on Meta::CPAN
# Before `make install' is performed this script should be runnable with
# `make test'. After `make install' it should work as `perl test.pl'
#########################
use Test;
BEGIN { plan tests => 5 };
use AI::DecisionTree;
ok(1); # If we made it this far, we're ok.
#########################
my $dtree = AI::DecisionTree->new(noise_mode => 'pick_best');
ok $dtree;
my @names = split /, /, <DATA>;
chomp $names[-1];
# Train on first 600 instances
printf "Loading 600 training instances with %d attribute types each\n", scalar @names;
while (<DATA>) {
last unless 2..601;
chomp;
my @values = split /, /, $_;
my $result = pop @values;
my %pairs = map {$names[$_], $values[$_]} 0..$#names;
$dtree->add_instance(attributes => \%pairs,
result => $result,
);
}
print "Building decision tree\n";
$dtree->train;
ok(1);
# Test on rest of data, get at least 80%
print "Testing on remainder of data\n";
my ($good, $bad) = (0,0);
while (<DATA>) {
chomp;
my @values = split /, /, $_;
my $result = pop @values;
my %pairs = map {$names[$_], $values[$_]} 0..$#names;
my ($guess, $confidence) = $dtree->get_result(attributes => \%pairs);
$guess ||= ''; $confidence ||= '';
($guess eq $result ? $good : $bad)++;
#print "$guess : $result : $confidence\n";
}
my $accuracy = $good/($good + $bad);
ok $accuracy > .8;
print "Accuracy=$accuracy\n";
#use YAML; print Dump($dtree->rule_tree);
#print map "$_\n", $dtree->rule_statements;
if (eval "use GraphViz; 1") {
my $graphviz = $dtree->as_graphviz;
ok $graphviz;
if (0) {
# Only works on Mac OS X
my $file = '/tmp/tree2.png';
open my($fh), "> $file" or die "$file: $!";
print $fh $graphviz->as_png;
close $fh;
system('open', $file);
}
} else {
skip("Skipping: GraphViz is not installed", 0);
}
# The following data comes from the "C4.5" software package, in the
# "soybean.data" data file. It is somewhat noisy. I chose it because
# it was a pretty big data set, and because there are published
# results on it that I can compare to. Since the data seemed to be in
# order from most-information to least-information or something in the
# C4.5 distribution, I randomized the order of the instances. Note
# also that I'm treating the '?' value as a normal string value.
# It looks like the original data source is
# (a) Michalski,R.S. Learning by being told and learning from
# examples: an experimental comparison of the two methodes of knowledge
# acquisition in the context of developing an expert system for soybean
# desease diagnoiss", International Journal of Policy Analysis and
# Information Systems, 1980, 4(2), 125-161.
# The "C4.5" package is written by J.R. Quinlan and may be downloaded
# and used for free, but it is not supported and may not be
# redistributed.
__DATA__
date, plant-stand, precip, temp, hail, crop-hist, area-damaged, severity, seed-tmt, germination, plant-growth, leaves, leafspots-halo, leafspots-marg, leafspot-size, leaf-shread, leaf-malf, leaf-mild, stem, lodging, stem-cankers, canker-lesion, fruit...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absen...
july, lt-normal, norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent,...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent...
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, a...
august, normal, gt-norm, norm, yes, same-lst-yr, low-areas, severe, none, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown-w/blk-specks, nor...
june, lt-normal, norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent, abs...
october, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent,...
may, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
august, normal, gt-norm, gt-norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent,...
august, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none...
april, lt-normal, ?, lt-norm, ?, same-lst-yr, whole-field, ?, ?, ?, abnorm, abnorm, no-yellow-halos, no-w-s-marg, gt-1/8, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
september, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, bro...
september, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, ab...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
october, lt-normal, gt-norm, gt-norm, no, diff-lst-year, scattered, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/bl...
june, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ...
july, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
may, lt-normal, ?, lt-norm, ?, diff-lst-year, scattered, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
august, normal, gt-norm, norm, no, same-lst-yr, low-areas, minor, fungicide, lt-80%, norm, norm, absent, dna, dna, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, abse...
september, normal, gt-norm, norm, no, same-lst-two-yrs, upper-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, disease...
july, normal, gt-norm, norm, no, same-lst-two-yrs, low-areas, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
october, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
september, normal, lt-norm, norm, yes, same-lst-yr, scattered, pot-severe, fungicide, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent...
?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
august, lt-normal, lt-norm, lt-norm, yes, same-lst-two-yrs, upper-areas, severe, none, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm...
july, normal, norm, lt-norm, no, same-lst-sev-yrs, whole-field, minor, none, 80-89%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present,...
may, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, abs...
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, lt-80%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/b...
september, lt-normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
august, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absen...
june, lt-normal, gt-norm, norm, no, same-lst-sev-yrs, low-areas, severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, a...
july, lt-normal, norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/blk-spe...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent...
september, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, minor, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, bro...
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/blk-spec...
may, normal, gt-norm, norm, no, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, pre...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
may, lt-normal, gt-norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent,...
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, di...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
june, lt-normal, ?, lt-norm, ?, same-lst-yr, whole-field, ?, ?, ?, abnorm, abnorm, no-yellow-halos, no-w-s-marg, gt-1/8, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
june, normal, norm, norm, yes, same-lst-sev-yrs, low-areas, minor, none, 90-100%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent,...
june, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent, abse...
august, normal, gt-norm, gt-norm, no, same-lst-sev-yrs, upper-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absen...
july, lt-normal, gt-norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
june, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnor...
september, lt-normal, lt-norm, lt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, ...
october, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased...
october, normal, gt-norm, lt-norm, no, same-lst-two-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, ab...
august, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, abse...
august, normal, gt-norm, gt-norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, ...
september, normal, norm, gt-norm, no, diff-lst-year, low-areas, minor, none, 80-89%, abnorm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, prese...
august, normal, gt-norm, norm, yes, diff-lst-year, low-areas, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, b...
october, normal, lt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, ab...
august, normal, gt-norm, norm, no, diff-lst-year, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
october, lt-normal, lt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
june, normal, gt-norm, norm, no, same-lst-yr, whole-field, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present...
june, ?, ?, ?, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
june, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, low-areas, pot-severe, fungicide, 90-100%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent,...
june, lt-normal, ?, lt-norm, ?, diff-lst-year, scattered, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
september, normal, gt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent,...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
october, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseas...
october, normal, norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, d...
august, lt-normal, norm, gt-norm, yes, same-lst-yr, low-areas, minor, other, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ...
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, minor, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abs...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, a...
august, lt-normal, gt-norm, gt-norm, yes, diff-lst-year, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, abse...
july, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, scattered, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, abs...
april, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, fungicide, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, ab...
june, normal, gt-norm, norm, no, same-lst-sev-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm,...
august, lt-normal, norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
august, lt-normal, norm, lt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, 90-100%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, abse...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
october, normal, gt-norm, norm, yes, same-lst-yr, scattered, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseased...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
april, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, fungicide, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, abse...
june, lt-normal, norm, lt-norm, yes, diff-lst-year, scattered, minor, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, ab...
august, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, ...
july, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-w...
october, normal, lt-norm, gt-norm, no, diff-lst-year, upper-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, ...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
june, normal, lt-norm, gt-norm, no, same-lst-yr, upper-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, ab...
october, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
october, normal, norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
june, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
september, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dise...
june, lt-normal, gt-norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
september, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, abs...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
september, normal, norm, norm, no, diff-lst-year, low-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dna, absent, firm-and-dry, absent, none, absent, diseased, colored...
may, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, n...
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, other, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown...
august, normal, gt-norm, norm, no, same-lst-sev-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, abse...
may, lt-normal, gt-norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, normal, gt-norm, gt-norm, ?, same-lst-yr, whole-field, ?, ?, 90-100%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ?,...
september, normal, gt-norm, norm, yes, same-lst-yr, low-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, a...
october, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, other, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, bro...
august, normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, fungicide, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-spec...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent...
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
july, lt-normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent,...
june, normal, lt-norm, norm, no, diff-lst-year, whole-field, minor, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abse...
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/bl...
april, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
september, normal, gt-norm, norm, no, same-lst-yr, scattered, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, pres...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, bro...
september, normal, lt-norm, norm, no, same-lst-sev-yrs, scattered, pot-severe, none, 90-100%, abnorm, abnorm, no-yellow-halos, w-s-marg, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, abs...
july, normal, gt-norm, lt-norm, no, same-lst-two-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, lt-normal, norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, abs...
june, normal, norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, a...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm,...
august, ?, ?, ?, ?, same-lst-sev-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
august, lt-normal, norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
september, normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm,...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, a...
july, lt-normal, gt-norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, ?, ?, ?, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
july, normal, norm, norm, yes, same-lst-two-yrs, scattered, minor, none, 90-100%, abnorm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
april, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absen...
june, lt-normal, norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
october, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, abs...
october, normal, norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
june, lt-normal, gt-norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
may, lt-normal, gt-norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, br...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, di...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, abse...
july, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent,...
september, normal, norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, norm, absen...
august, normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, ab...
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
september, lt-normal, lt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, ...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, ab...
august, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
august, normal, norm, norm, no, same-lst-yr, whole-field, minor, none, 80-89%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, pres...
october, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/blk...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, ab...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, abs...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
july, normal, gt-norm, lt-norm, no, diff-lst-year, scattered, minor, none, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, norm, no, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, absent,...
may, lt-normal, norm, norm, yes, same-lst-yr, scattered, minor, fungicide, lt-80%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abs...
june, lt-normal, norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, norm, gt-norm, ?, same-lst-sev-yrs, scattered, ?, ?, lt-80%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, norm, present, present, lt-norm, present, ?, diapo...
september, lt-normal, norm, gt-norm, no, same-lst-two-yrs, upper-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm,...
april, lt-normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absen...
may, lt-normal, lt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, other, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm...
october, normal, norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown-w...
august, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abn...
august, normal, norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
october, normal, norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, ...
august, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
july, normal, gt-norm, lt-norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absen...
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
september, normal, gt-norm, norm, no, same-lst-sev-yrs, scattered, pot-severe, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, ...
may, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, n...
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent, norm...
july, lt-normal, gt-norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
august, normal, gt-norm, gt-norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, d...
october, normal, gt-norm, lt-norm, no, same-lst-two-yrs, upper-areas, minor, none, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, presen...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
september, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absen...
june, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent...
august, normal, lt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm...
september, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent...
july, normal, gt-norm, norm, yes, diff-lst-year, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ...
october, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent,...
june, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent,...
april, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, other, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
september, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, abse...
october, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w...
may, normal, norm, norm, no, same-lst-sev-yrs, low-areas, minor, fungicide, 80-89%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, pr...
june, normal, gt-norm, lt-norm, no, diff-lst-year, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, ab...
july, normal, lt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, no...
august, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brow...
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, b...
april, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, a...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, d...
august, lt-normal, norm, norm, no, same-lst-two-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, colored, n...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent...
august, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brow...
july, ?, ?, ?, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
june, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, absent, ...
july, ?, ?, ?, ?, same-lst-sev-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
september, normal, lt-norm, gt-norm, yes, diff-lst-year, upper-areas, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absen...
july, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, none, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, ...
july, lt-normal, gt-norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, gt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent,...
october, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abs...
august, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
april, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absen...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
august, lt-normal, norm, lt-norm, yes, diff-lst-year, scattered, minor, other, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
july, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, n...
august, lt-normal, norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, lt-normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, fungicide, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, no, above-soil, brown, absent, firm-and-dry, absent, none, absent, diseased,...
may, lt-normal, norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
july, normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, whole-field, minor, none, lt-80%, norm, norm, absent, dna, dna, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm, ...
july, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, other, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, absent, absent, none, absent, diseased, brown-w/b...
august, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, ...
july, lt-normal, gt-norm, norm, yes, diff-lst-year, upper-areas, pot-severe, none, lt-80%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
july, normal, lt-norm, norm, no, diff-lst-year, upper-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abse...
august, normal, lt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, ...
july, normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
september, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
june, lt-normal, norm, norm, ?, diff-lst-year, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
october, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, ...
may, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent, no...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
september, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
april, normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, brown, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, absent, prese...
june, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, scattered, pot-severe, fungicide, 90-100%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
june, lt-normal, norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
may, lt-normal, gt-norm, norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, no...
august, normal, norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent,...
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, a...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, abs...
august, normal, gt-norm, gt-norm, no, same-lst-yr, scattered, pot-severe, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, a...
august, normal, lt-norm, gt-norm, no, same-lst-yr, whole-field, pot-severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
august, normal, lt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm, ...
april, lt-normal, norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent, absen...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, severe, other, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absent, norm...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, dis...
september, lt-normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abn...
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
august, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, scattered, pot-severe, other, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, no, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, no...
june, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ...
july, lt-normal, norm, norm, ?, diff-lst-year, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
april, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, other, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
july, normal, gt-norm, norm, yes, diff-lst-year, scattered, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
august, normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absen...
august, normal, gt-norm, lt-norm, no, diff-lst-year, low-areas, severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
june, lt-normal, norm, norm, yes, same-lst-yr, scattered, minor, none, lt-80%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, nor...
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
may, normal, norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
may, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, abse...
october, ?, gt-norm, gt-norm, ?, same-lst-two-yrs, whole-field, ?, ?, ?, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ?, diaport...
september, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, di...
october, normal, gt-norm, gt-norm, yes, same-lst-yr, scattered, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
april, lt-normal, ?, lt-norm, ?, diff-lst-year, whole-field, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
july, normal, norm, norm, no, same-lst-two-yrs, whole-field, minor, none, 80-89%, abnorm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present,...
april, lt-normal, norm, norm, no, same-lst-two-yrs, low-areas, severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, abs...
july, ?, ?, ?, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
august, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, ...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent,...
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, abse...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent,...
august, normal, lt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, ...
june, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
october, normal, lt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, abs...
september, normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, whole-field, ?, ?, 90-100%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, presen...
june, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, ab...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absen...
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent...
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, other, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
may, lt-normal, norm, gt-norm, ?, diff-lst-year, scattered, ?, ?, lt-80%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, norm, present, present, lt-norm, present, ?, diaporth...
april, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, a...
august, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dise...
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/blk...
september, ?, gt-norm, gt-norm, ?, same-lst-yr, whole-field, ?, ?, ?, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ?, diaporthe-...
july, lt-normal, norm, norm, yes, diff-lst-year, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abse...
october, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, ...
june, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, nor...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent...
july, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
july, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent,...
july, normal, lt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absen...
september, normal, lt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, ...
october, normal, lt-norm, norm, no, same-lst-yr, low-areas, pot-severe, none, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, ...
august, lt-normal, norm, norm, yes, same-lst-two-yrs, whole-field, minor, none, lt-80%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
july, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, low-areas, severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent...
september, normal, lt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absen...
october, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, non...
july, lt-normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
july, normal, lt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, norm, ...
july, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, d...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, ...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
august, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
may, normal, gt-norm, lt-norm, no, diff-lst-year, scattered, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, prese...
august, lt-normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, pot-severe, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, brown-...
august, lt-normal, norm, gt-norm, yes, same-lst-yr, upper-areas, minor, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
july, lt-normal, norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, lt-normal, norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
october, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt-80%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, absent, present,...
september, normal, gt-norm, norm, yes, diff-lst-year, low-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, ...
may, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
july, normal, gt-norm, norm, no, diff-lst-year, scattered, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ab...
august, normal, norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
august, lt-normal, norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
april, lt-normal, norm, norm, no, same-lst-two-yrs, upper-areas, minor, other, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
april, lt-normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
may, lt-normal, ?, lt-norm, ?, same-lst-yr, scattered, ?, ?, ?, abnorm, abnorm, no-yellow-halos, no-w-s-marg, gt-1/8, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
july, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, gt-norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
may, lt-normal, gt-norm, norm, no, same-lst-sev-yrs, low-areas, severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, below-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, ...
july, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absen...
july, lt-normal, norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, abse...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
may, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, abse...
august, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, a...
july, normal, gt-norm, lt-norm, no, same-lst-sev-yrs, low-areas, severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, below-soil, brown, absent, firm-and-dry, present, none, absent, dna, dna, norm, absent, absent,...
may, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
september, normal, lt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, ab...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
october, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, bro...
august, normal, lt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, ...
october, lt-normal, norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
may, lt-normal, gt-norm, norm, ?, diff-lst-year, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, below-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, ...
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, di...
august, normal, norm, lt-norm, no, same-lst-sev-yrs, upper-areas, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm, abs...
may, lt-normal, ?, lt-norm, ?, same-lst-yr, whole-field, ?, ?, ?, abnorm, abnorm, no-yellow-halos, no-w-s-marg, gt-1/8, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
august, normal, norm, lt-norm, no, same-lst-two-yrs, whole-field, pot-severe, fungicide, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, ...
september, normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, whole-field, ?, ?, 90-100%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, norm, present, present, lt-norm, present,...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, non...
august, normal, lt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, abs...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, absent, n...
september, normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, whole-field, ?, ?, 90-100%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, presen...
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, ...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absent...
may, lt-normal, gt-norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
june, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, diseased, bro...
june, normal, norm, gt-norm, no, same-lst-two-yrs, low-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, presen...
july, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, abs...
october, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, diseased, brown-w/blk-...
july, ?, ?, ?, ?, same-lst-sev-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
august, normal, lt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, ...
july, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, lt-norm, gt-norm, no, diff-lst-year, upper-areas, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, nor...
september, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dk-brown-blk, present, firm-and-dry, absent, none, absent, disea...
august, normal, norm, norm, yes, same-lst-yr, scattered, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, diseased, brown...
october, normal, norm, norm, no, same-lst-two-yrs, upper-areas, minor, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent,...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
june, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, upper-areas, pot-severe, none, lt-80%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
may, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent,...
june, normal, lt-norm, gt-norm, no, same-lst-yr, whole-field, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abs...
october, lt-normal, norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm,...
may, lt-normal, gt-norm, norm, yes, diff-lst-year, low-areas, severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent, ab...
august, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, abse...
october, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/b...
may, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent, nor...
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent...
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
july, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, ...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absent,...
august, normal, lt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, norm...
july, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, pr...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
september, lt-normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
may, lt-normal, lt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, other, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
september, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absen...
august, lt-normal, gt-norm, norm, yes, diff-lst-year, whole-field, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ab...
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, ...
september, lt-normal, norm, norm, yes, same-lst-two-yrs, scattered, minor, fungicide, lt-80%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
august, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, ...
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, severe, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
june, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, abs...
june, lt-normal, gt-norm, norm, no, same-lst-yr, low-areas, severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, abs...
june, lt-normal, gt-norm, lt-norm, yes, diff-lst-year, low-areas, pot-severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, ab...
august, ?, ?, ?, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
july, lt-normal, norm, gt-norm, yes, same-lst-yr, scattered, minor, none, 90-100%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
july, lt-normal, lt-norm, lt-norm, yes, same-lst-two-yrs, scattered, severe, none, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, ab...
september, lt-normal, norm, norm, yes, same-lst-two-yrs, whole-field, severe, none, 90-100%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, norm...
june, lt-normal, norm, norm, no, same-lst-two-yrs, upper-areas, pot-severe, fungicide, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, ...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent...
october, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
september, normal, lt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, abs...
august, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ab...
july, normal, lt-norm, norm, no, same-lst-two-yrs, scattered, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abs...
september, normal, gt-norm, gt-norm, no, same-lst-yr, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnor...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, gt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
september, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absen...
august, normal, lt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, abse...
april, ?, ?, ?, ?, ?, whole-field, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
june, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
september, ?, gt-norm, gt-norm, ?, same-lst-two-yrs, whole-field, ?, ?, ?, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ?, diapo...
august, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abn...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, a...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absen...
may, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, ...
october, normal, gt-norm, norm, yes, diff-lst-year, whole-field, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
september, normal, lt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absen...
september, normal, gt-norm, norm, no, same-lst-two-yrs, upper-areas, minor, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, no, above-sec-nde, brown, absent, absent, absent, none, absent, norm, absent,...
august, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abs...
july, normal, lt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent,...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, minor, other, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, abse...
june, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, low-areas, severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent, absen...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, dise...
september, lt-normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
september, normal, lt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, ab...
september, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
october, lt-normal, norm, gt-norm, no, same-lst-yr, low-areas, minor, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ab...
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
july, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
july, lt-normal, norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, lt-norm, norm, no, same-lst-yr, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, absent, no...
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
april, normal, norm, norm, yes, diff-lst-year, scattered, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent,...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, ...
july, ?, ?, ?, ?, same-lst-two-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
june, lt-normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, severe, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown-w/blk-spec...
may, normal, lt-norm, norm, no, diff-lst-year, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
october, normal, lt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, abse...
july, lt-normal, norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, norm, lt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, ...
august, lt-normal, gt-norm, norm, yes, same-lst-yr, upper-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
october, lt-normal, gt-norm, lt-norm, yes, same-lst-yr, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, a...
september, normal, gt-norm, gt-norm, ?, same-lst-two-yrs, whole-field, ?, ?, 90-100%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, presen...
may, lt-normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
may, normal, lt-norm, gt-norm, no, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
august, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, ab...
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent, diseas...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
september, normal, gt-norm, norm, no, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, a...
june, lt-normal, gt-norm, gt-norm, no, diff-lst-year, scattered, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, brown, absent, firm-and-dry, absent, none, absent, norm, absent, norm, abse...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, non...
may, lt-normal, gt-norm, gt-norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ab...
june, lt-normal, norm, norm, no, diff-lst-year, scattered, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, scattered, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
july, ?, ?, ?, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
august, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, lt-normal, norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
october, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent...
july, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
may, lt-normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, norm, lt-norm, no, same-lst-two-yrs, upper-areas, minor, fungicide, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent,...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
september, normal, lt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, ab...
september, lt-normal, lt-norm, norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, ...
may, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
june, normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, ...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, lt-80%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown-w/...
october, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, ...
august, normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm,...
may, lt-normal, norm, norm, no, same-lst-two-yrs, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
august, normal, lt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent,...
july, normal, lt-norm, lt-norm, no, same-lst-yr, scattered, severe, none, 90-100%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, abs...
june, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
september, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, ...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, ab...
july, normal, norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, 90-100%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abse...
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ...
july, normal, gt-norm, lt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm,...
september, normal, gt-norm, norm, yes, diff-lst-year, whole-field, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
october, normal, gt-norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colore...
october, normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, whole-field, ?, ?, 80-89%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ...
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absent...
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none,...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none,...
september, lt-normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
september, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, abs...
september, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown-w/blk-sp...
september, lt-normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, absent, absent, none, absent, diseased, brown-w/b...
august, ?, ?, ?, ?, ?, whole-field, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
october, normal, gt-norm, gt-norm, ?, same-lst-two-yrs, whole-field, ?, ?, 80-89%, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ...
june, ?, ?, ?, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
september, normal, lt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm,...
june, lt-normal, gt-norm, gt-norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, lt-normal, gt-norm, norm, no, same-lst-yr, whole-field, pot-severe, fungicide, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, ...
july, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, lt-normal, norm, norm, yes, diff-lst-year, scattered, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
october, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, a...
july, lt-normal, norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, none, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, absent, absent, none, absent, norm, colored...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, lt-80%, norm, norm, absent, dna, dna, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, nor...
august, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, upper-areas, minor, other, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent,...
june, lt-normal, norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
june, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnor...
may, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
august, lt-normal, lt-norm, lt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, d...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absen...
june, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, low-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ab...
august, normal, gt-norm, lt-norm, yes, diff-lst-year, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent,...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, norm,...
july, normal, gt-norm, norm, no, same-lst-sev-yrs, whole-field, minor, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, norm, yes, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, present, norm,...
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
may, normal, gt-norm, norm, yes, diff-lst-year, scattered, minor, other, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, brown, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm, absent, prese...
june, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
august, ?, ?, ?, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
june, lt-normal, gt-norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, lt-normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, gt-1/8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, ...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
may, lt-normal, gt-norm, lt-norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 80-89%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, ...
august, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent,...
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
september, normal, lt-norm, norm, no, same-lst-sev-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
july, normal, gt-norm, norm, no, same-lst-yr, upper-areas, pot-severe, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
october, normal, norm, lt-norm, no, diff-lst-year, scattered, minor, fungicide, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm...
october, ?, gt-norm, gt-norm, ?, same-lst-yr, whole-field, ?, ?, ?, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ?, diaporthe-po...
october, normal, gt-norm, lt-norm, no, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, none, absent, diseased, colored...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, absen...
october, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
june, lt-normal, gt-norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, no...
june, lt-normal, norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm...
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, norm, absent, abnorm,...
july, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, severe, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, absent, tan, present, firm-and-dry, absent, none, absent, norm, absent, nor...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ab...
september, normal, norm, norm, yes, same-lst-yr, whole-field, pot-severe, other, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, absent, absent, none, absent, diseased, color...
october, normal, lt-norm, norm, no, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm...
september, normal, lt-norm, gt-norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, abse...
august, normal, gt-norm, norm, no, diff-lst-year, scattered, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, no, absent, tan, absent, absent, absent, none, absent, norm, absent, abnorm, absent, pres...
september, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, lt-80%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ...
august, lt-normal, norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
october, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, scattered, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, a...
april, normal, norm, norm, yes, same-lst-two-yrs, scattered, minor, other, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ab...
june, normal, norm, lt-norm, yes, diff-lst-year, scattered, minor, none, 90-100%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
july, lt-normal, lt-norm, lt-norm, yes, same-lst-sev-yrs, scattered, pot-severe, fungicide, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, abse...
september, normal, gt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, no, absent, tan, absent, absent, absent, none, absent, diseased, colored, abno...
september, ?, ?, ?, ?, ?, scattered, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
september, normal, lt-norm, gt-norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent...
july, lt-normal, gt-norm, gt-norm, no, same-lst-two-yrs, scattered, pot-severe, none, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ...
may, lt-normal, gt-norm, gt-norm, no, same-lst-sev-yrs, low-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
july, normal, gt-norm, norm, no, same-lst-yr, scattered, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, prese...
september, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, abse...
july, lt-normal, norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
july, lt-normal, norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
october, normal, norm, norm, no, diff-lst-year, scattered, minor, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, absent, pres...
august, normal, gt-norm, norm, yes, same-lst-yr, scattered, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, ...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, ...
july, lt-normal, norm, lt-norm, yes, same-lst-two-yrs, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, no-w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absen...
september, normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, abse...
april, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, low-areas, severe, none, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, brown, absent, firm-and-dry, absent, none, absent, dna, dna, norm, absent, ab...
august, ?, ?, ?, ?, same-lst-sev-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
september, lt-normal, norm, lt-norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80%, abnorm, norm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, a...
october, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, bro...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, no...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, severe, fungicide, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, abs...
july, ?, ?, ?, ?, ?, whole-field, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
august, normal, lt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, absent, dna, absent, absent, absent, brown, absent, norm, absent, norm, absent, absent, ...
october, ?, gt-norm, gt-norm, ?, same-lst-sev-yrs, whole-field, ?, ?, ?, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ?, diaport...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
august, normal, norm, norm, no, same-lst-sev-yrs, low-areas, minor, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absen...
june, lt-normal, norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, below-soil, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
june, ?, ?, ?, ?, ?, low-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
april, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent...
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absen...
june, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, ab...
june, lt-normal, gt-norm, norm, ?, same-lst-yr, low-areas, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, ?, above-soil, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm,...
july, normal, lt-norm, lt-norm, no, same-lst-sev-yrs, upper-areas, severe, none, 80-89%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absen...
october, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, abse...
september, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm...
april, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, 80-89%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, below-soil, dk-brown-blk, absent, absent, absent, none, absent, dna, dna, norm, absent...
june, lt-normal, gt-norm, gt-norm, yes, same-lst-yr, upper-areas, pot-severe, fungicide, lt-80%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, nor...
july, normal, gt-norm, norm, no, same-lst-yr, low-areas, pot-severe, none, 80-89%, norm, abnorm, yellow-halos, no-w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abnorm, present, ...
august, normal, gt-norm, gt-norm, yes, same-lst-yr, low-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
july, lt-normal, gt-norm, gt-norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
april, lt-normal, ?, lt-norm, ?, diff-lst-year, scattered, ?, ?, ?, abnorm, abnorm, absent, dna, dna, absent, present, ?, abnorm, ?, ?, ?, ?, ?, ?, ?, ?, dna, ?, ?, ?, ?, ?, ?, rotted, herbicide-injury
june, normal, gt-norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absen...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, abs...
july, normal, lt-norm, norm, no, same-lst-two-yrs, whole-field, minor, none, lt-80%, abnorm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, present, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent,...
september, lt-normal, gt-norm, gt-norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
june, normal, norm, norm, yes, diff-lst-year, scattered, minor, none, 90-100%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, nor...
august, normal, gt-norm, gt-norm, no, diff-lst-year, scattered, minor, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, lt-1/8, absent, absent, absent, norm, no, absent, tan, absent, absent, absent, none, absent, diseased, colored, abnorm, abse...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, scattered, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
july, normal, gt-norm, norm, yes, same-lst-yr, scattered, minor, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent,...
may, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, pot-severe, none, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
july, normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, none, 90-100%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/...
july, normal, norm, norm, yes, same-lst-yr, scattered, minor, none, 80-89%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm,...
may, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, abs...
october, normal, gt-norm, norm, yes, same-lst-yr, low-areas, pot-severe, fungicide, 80-89%, norm, norm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, present, absent, absent, none, absent, diseased, brown-w/blk-s...
october, normal, norm, norm, no, same-lst-two-yrs, scattered, pot-severe, fungicide, 90-100%, abnorm, norm, absent, dna, gt-1/8, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, brown, absent, norm, dna, norm, absent, absent, ...
september, normal, gt-norm, gt-norm, yes, same-lst-two-yrs, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, n...
july, normal, norm, norm, yes, same-lst-yr, upper-areas, minor, none, 90-100%, norm, abnorm, yellow-halos, w-s-marg, lt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, no...
april, normal, gt-norm, norm, yes, same-lst-sev-yrs, whole-field, pot-severe, fungicide, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-soil, dk-brown-blk, absent, firm-and-dry, absent, none, absent, norm, absent...
october, ?, gt-norm, gt-norm, ?, diff-lst-year, whole-field, ?, ?, ?, norm, norm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dna, present, absent, absent, none, absent, diseased, brown-w/blk-specks, abnorm, present, present, lt-norm, present, ?, diaporthe-...
may, lt-normal, gt-norm, norm, yes, same-lst-two-yrs, low-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abs...
august, normal, norm, gt-norm, yes, same-lst-yr, low-areas, minor, fungicide, 80-89%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, a...
april, ?, ?, ?, ?, ?, upper-areas, ?, ?, ?, ?, abnorm, absent, dna, dna, ?, present, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 2-4-d-injury
september, normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, absent, firm-and-dry, absent, none, absent, d...
july, lt-normal, gt-norm, norm, ?, same-lst-two-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, absent, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
september, normal, norm, lt-norm, no, diff-lst-year, scattered, minor, none, 80-89%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, a...
september, normal, gt-norm, norm, yes, same-lst-two-yrs, scattered, pot-severe, fungicide, 90-100%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, dna, present, firm-and-dry, absent, none, absent, norm, dna, nor...
september, lt-normal, norm, gt-norm, no, diff-lst-year, scattered, pot-severe, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, abn...
august, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, upper-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, abs...
may, normal, lt-norm, lt-norm, no, diff-lst-year, scattered, minor, none, 90-100%, norm, abnorm, absent, dna, dna, absent, absent, upper-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent, absent, norm, abs...
august, normal, gt-norm, norm, yes, same-lst-two-yrs, whole-field, minor, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, a...
june, normal, norm, norm, yes, same-lst-two-yrs, upper-areas, pot-severe, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, absent...
august, normal, gt-norm, gt-norm, yes, same-lst-yr, whole-field, pot-severe, fungicide, 90-100%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, dk-brown-blk, absent, firm-and-dry, absent, none, ab...
june, ?, ?, ?, ?, same-lst-two-yrs, upper-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, norm, ?, ?, ?, ?, ?, ?, ?, ?, few-present, ?, abnorm, absent, ?, lt-norm, ?, galls-cysts, cyst-nematode
may, lt-normal, gt-norm, norm, ?, diff-lst-year, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, absent, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
may, lt-normal, gt-norm, norm, ?, same-lst-sev-yrs, low-areas, ?, ?, ?, abnorm, abnorm, ?, ?, ?, ?, ?, ?, abnorm, ?, above-sec-nde, dk-brown-blk, ?, watery, absent, none, absent, ?, ?, ?, ?, ?, ?, ?, rotted, phytophthora-rot
august, normal, gt-norm, norm, no, same-lst-yr, scattered, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, firm-and-dry, absent, none, absent, norm, dna, norm, absent, ab...
june, lt-normal, norm, gt-norm, yes, same-lst-sev-yrs, whole-field, minor, other, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, present, absent, absent, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, absent, norm, abse...
september, normal, lt-norm, gt-norm, no, same-lst-two-yrs, upper-areas, pot-severe, none, lt-80%, abnorm, abnorm, absent, dna, dna, absent, absent, absent, abnorm, no, absent, tan, absent, absent, absent, black, present, norm, dna, norm, absent, abse...
september, lt-normal, gt-norm, lt-norm, yes, same-lst-sev-yrs, whole-field, minor, fungicide, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, lower-surf, norm, yes, absent, dna, absent, absent, absent, none, absent, norm, abs...
july, lt-normal, gt-norm, norm, yes, same-lst-sev-yrs, low-areas, pot-severe, none, lt-80%, norm, abnorm, no-yellow-halos, w-s-marg, gt-1/8, absent, absent, absent, abnorm, yes, above-sec-nde, brown, present, absent, absent, none, absent, norm, absen...
t/author-critic.t view on Meta::CPAN
#!perl
BEGIN {
unless ($ENV{AUTHOR_TESTING}) {
require Test::More;
Test::More::plan(skip_all => 'these tests are for testing by the author');
}
}
use strict;
use warnings;
use Test::More;
use English qw(-no_match_vars);
eval "use Test::Perl::Critic";
plan skip_all => 'Test::Perl::Critic required to criticise code' if $@;
Test::Perl::Critic->import( -profile => "perlcritic.rc" ) if -e "perlcritic.rc";
all_critic_ok();
view release on metacpan - search on metacpan
( run in 2.710 seconds using v1.00-cache-2.02-grep-82fe00e-cpan-72ae3ad1e6da )