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AI-DecisionTree

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61  - 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.

Changes view on Meta::CPAN

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155    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

INSTALL view on Meta::CPAN

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35     % 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

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36  
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

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46 #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

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75 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

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125         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

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184       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

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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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59 software and to any other program whose authors commit to using it.
You can use it for your programs, too.
 
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  To protect your rights, we need to make restrictions that forbid
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277 The hypothetical commands `show w' and `show c' should show the
appropriate parts of the General Public License.  Of course, the
commands you use may be called something other than `show w' and `show
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You should also get your employer (if you work as a programmer) or your
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  <signature of Ty Coon>, 1 April 1989
  Ty Coon, President of Vice
 
That's all there is to it!
 
 
--- The Artistic License 1.0 ---
 
This software is Copyright (c) 2012 by Ken Williams.
 
This is free software, licensed under:

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321   - "Reasonable copying fee" is whatever you can justify on the basis of media
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358 4. You may distribute the programs of this Package in object code or executable
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META.yml view on Meta::CPAN

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27 ---
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

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71                     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";

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}
 
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} }) {

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171   $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;
  }

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  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} );
    }

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286   $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;
}

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  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};

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426     # 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;
}

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480 =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

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558     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

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635 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

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=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',

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732   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

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110                     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;

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210   $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
}

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60 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;

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778     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...

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