AI-DecisionTree
view release on metacpan or search on metacpan
- 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.
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
% 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:
Instance/Instance.pm view on Meta::CPAN
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
Instance/Instance.xs view on Meta::CPAN
#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:
Instance/Instance.xs view on Meta::CPAN
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;
Instance/Instance.xs view on Meta::CPAN
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);
Instance/Instance.xs view on Meta::CPAN
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/t/01-basic.t view on Meta::CPAN
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;
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--- The Artistic License 1.0 ---
This software is Copyright (c) 2012 by Ken Williams.
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---
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
eg/example.pl view on Meta::CPAN
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
}, $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} }) {
lib/AI/DecisionTree.pm view on Meta::CPAN
$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>' }}, $i;
}
lib/AI/DecisionTree.pm view on Meta::CPAN
}
return \%node;
}
sub best_attr {
my ($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} );
}
lib/AI/DecisionTree.pm view on Meta::CPAN
$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;
}
lib/AI/DecisionTree.pm view on Meta::CPAN
$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} / $self->{total_instances};
lib/AI/DecisionTree.pm view on Meta::CPAN
# We use stringified reference names for node names, as a convenient hack.
if ($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;
}
lib/AI/DecisionTree.pm view on Meta::CPAN
=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
lib/AI/DecisionTree.pm view on Meta::CPAN
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
lib/AI/DecisionTree.pm view on Meta::CPAN
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
lib/AI/DecisionTree.pm view on Meta::CPAN
=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',
lib/AI/DecisionTree.pm view on Meta::CPAN
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
t/01-simple.t view on Meta::CPAN
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;
t/01-simple.t view on Meta::CPAN
$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
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;
t/02-noisy.t view on Meta::CPAN
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...
( run in 1.282 second using v1.01-cache-2.11-cpan-49f99fa48dc )