AI-DecisionTree-0.11000755000765000765 011724310020 13014 5ustar00kenken000000000000README100644000765000765 45711724310020 13743 0ustar00kenken000000000000AI-DecisionTree-0.11 This archive contains the distribution AI-DecisionTree, version 0.11: Automatically Learns Decision Trees This software is copyright (c) 2012 by Ken Williams. This is free software; you can redistribute it and/or modify it under the same terms as the Perl 5 programming language system itself. Changes100644000765000765 1243311724310020 14413 0ustar00kenken000000000000AI-DecisionTree-0.11Revision history for Perl extension AI::DecisionTree. 0.11 - Fri Mar 2 21:26:51 CST 2012 - Fixed typo in docs - 'leaf_color' should be 'leaf_colors'. [spotted by Julio Fraire] - Silence a couple of Perl::Critic warnings - Convert to Dist::Zilla 0.09 - Sat Jul 26 23:09:44 2008 - Make a new release so that a META.yml file is generated. [Suggested by Alexandr Ciornii] - as_graphviz(%args) wasn't passing %args through properly to the GraphViz->new() method. Fixed. [Ian Knopke] - get_result() can now take a callback subroutine, rather than just a hash reference, to check the attributes of the given instance. This allows lazy instance checking. 0.08 Mon Jul 7 18:01:16 CDT 2003 - Added a 'leaf_color' parameter for making GraphViz objects more colorful. 0.07 Fri Jun 6 10:37:51 CDT 2003 - Created tests for the set_results() and copy_instances() methods. - Added documentation for as_graphviz() and increased the information contained in the GraphViz object. - Added the ability to limit the absolute depth of the tree when training. 0.06 Wed Sep 18 13:59:24 EST 2002 - Fixed an XS memory leak that was afflicting all training instances. Added tests to make sure leak stays plugged. - Added the 'purge' and 'verbose' parameters to new(). - add_instance() now accepts a 'name' parameter. - Users can now control whether training instances are purged after training, using the 'purge' parameter to new() and/or the do_purge() method. - Added the set_results() and copy_instances() methods, which let you re-use training instances from one tree to another. - Added the instances() and purge() accessor methods. 0.05 Thu Sep 12 01:22:34 AEST 2002 - Fixed a concurrency problem that occurred when making more than one decision tree. All tree data is now stored as member data, not class data. - DecisionTree.pm is now pure-perl again (though Instance.pm still has an XS component). - Fixed a one-off bug in the Instance.xs code that could create garbage data. - Handles "sparse" data better. Sparse data means that every attribute doesn't have to be defined for every training/test instance. This can now be a meaningful property - the absence of a value is currently equivalent to a special "" value. - Don't trigger warnings when undefined attribute values are encountered (as happens with sparse data). - Added documentation for the 'prune' parameter to new() - More consistent with memory allocation in Instance.xs - uses the perl memory macros/functions from `perldoc perlclib` instead of raw malloc/realloc/free. - Catches possible infinite loop situations when growing the tree (which shouldn't usually happen, but other mistakes can cause it) - The Instance class now has a numeric-only interface, without string translation. String translation is done in the main DecisionTree class. This isn't really a user-visible change. 0.04 Wed Sep 4 19:52:23 AEST 2002 - Now uses regular XS instead of Inline for the C code parts. [patch by Matt Sergeant] - Converted the inner loop of the best_attr() method to C code, because it was spending a lot of time in accessor methods for the C structures it was using. Don't worry, I'm not going C-crazy. I won't be making many (any?) more of these kinds of changes, but these ones were probably necessary. - Removed a bit of debugging code that I left in for 0.03. 0.03 Mon Sep 2 11:41:18 AEST 2002 - Added a 'prune' parameter to new(), which controls whether the tree will be pruned after training. This is usually a good idea, so the default is to prune. Currently we prune using a simple minimum-description-length criterion. - Training instances are now represented using a C struct rather than a Perl hash. This can dramatically reduce memory usage, though it doesn't have much effect on speed. Note that Inline.pm is now required. - The list of instances is now deleted after training, since it's no longer needed. - Small speedup to the train() method, achieved by less copying of data. - If get_result() is called in a list context, it now returns a list containing the assigned result, a "confidence" score (tentative, subject to change), and the tree depth of the leaf this instance ended up at. - Internally, each node in the tree now contains information about how many training examples contributed to training this node, and what the distribution of their classes was. - Added an as_graphviz() method, which will help visualize trees. They're not terribly pretty graphviz objects yet, but they're visual. 0.02 Sat Aug 10, 2002 21:02 AEST - Added support for noisy data, currently by picking the best (most common) result when noise is encountered. See the 'noise_mode' parameter to new(). - Added the rule_tree() method, which returns a data structure representing the tree. [James Smith] - Significantly sped up the train() method, especially for large data sets. - The get_result() method is no longer implemented recursively, which simplifies it and speeds it up. - Reformatted the documentation and added a TO DO section. - Documented the nodes() method. 0.01 Sat Jun 8 12:45:03 2002 - original version; created by h2xs 1.21 with options -XA -n AI::DecisionTree LICENSE100644000765000765 4370011724310020 14126 0ustar00kenken000000000000AI-DecisionTree-0.11This software is copyright (c) 2012 by Ken Williams. This is free software; you can redistribute it and/or modify it under the same terms as the Perl 5 programming language system itself. Terms of the Perl programming language system itself a) the GNU General Public License as published by the Free Software Foundation; either version 1, or (at your option) any later version, or b) the "Artistic License" --- The GNU General Public License, Version 1, February 1989 --- This software is Copyright (c) 2012 by Ken Williams. This is free software, licensed under: The GNU General Public License, Version 1, February 1989 GNU GENERAL PUBLIC LICENSE Version 1, February 1989 Copyright (C) 1989 Free Software Foundation, Inc. 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA Everyone is permitted to copy and distribute verbatim copies of this license document, but changing it is not allowed. Preamble The license agreements of most software companies try to keep users at the mercy of those companies. By contrast, our General Public License is intended to guarantee your freedom to share and change free software--to make sure the software is free for all its users. The General Public License applies to the Free Software Foundation's software and to any other program whose authors commit to using it. You can use it for your programs, too. When we speak of free software, we are referring to freedom, not price. Specifically, the General Public License is designed to make sure that you have the freedom to give away or sell copies of free software, that you receive source code or can get it if you want it, that you can change the software or use pieces of it in new free programs; and that you know you can do these things. To protect your rights, we need to make restrictions that forbid anyone to deny you these rights or to ask you to surrender the rights. These restrictions translate to certain responsibilities for you if you distribute copies of the software, or if you modify it. For example, if you distribute copies of a such a program, whether gratis or for a fee, you must give the recipients all the rights that you have. You must make sure that they, too, receive or can get the source code. And you must tell them their rights. We protect your rights with two steps: (1) copyright the software, and (2) offer you this license which gives you legal permission to copy, distribute and/or modify the software. Also, for each author's protection and ours, we want to make certain that everyone understands that there is no warranty for this free software. If the software is modified by someone else and passed on, we want its recipients to know that what they have is not the original, so that any problems introduced by others will not reflect on the original authors' reputations. The precise terms and conditions for copying, distribution and modification follow. GNU GENERAL PUBLIC LICENSE TERMS AND CONDITIONS FOR COPYING, DISTRIBUTION AND MODIFICATION 0. This License Agreement applies to any program or other work which contains a notice placed by the copyright holder saying it may be distributed under the terms of this General Public License. The "Program", below, refers to any such program or work, and a "work based on the Program" means either the Program or any work containing the Program or a portion of it, either verbatim or with modifications. Each licensee is addressed as "you". 1. You may copy and distribute verbatim copies of the Program's source code as you receive it, in any medium, provided that you conspicuously and appropriately publish on each copy an appropriate copyright notice and disclaimer of warranty; keep intact all the notices that refer to this General Public License and to the absence of any warranty; and give any other recipients of the Program a copy of this General Public License along with the Program. You may charge a fee for the physical act of transferring a copy. 2. You may modify your copy or copies of the Program or any portion of it, and copy and distribute such modifications under the terms of Paragraph 1 above, provided that you also do the following: a) cause the modified files to carry prominent notices stating that you changed the files and the date of any change; and b) cause the whole of any work that you distribute or publish, that in whole or in part contains the Program or any part thereof, either with or without modifications, to be licensed at no charge to all third parties under the terms of this General Public License (except that you may choose to grant warranty protection to some or all third parties, at your option). c) If the modified program normally reads commands interactively when run, you must cause it, when started running for such interactive use in the simplest and most usual way, to print or display an announcement including an appropriate copyright notice and a notice that there is no warranty (or else, saying that you provide a warranty) and that users may redistribute the program under these conditions, and telling the user how to view a copy of this General Public License. d) You may charge a fee for the physical act of transferring a copy, and you may at your option offer warranty protection in exchange for a fee. Mere aggregation of another independent work with the Program (or its derivative) on a volume of a storage or distribution medium does not bring the other work under the scope of these terms. 3. You may copy and distribute the Program (or a portion or derivative of it, under Paragraph 2) in object code or executable form under the terms of Paragraphs 1 and 2 above provided that you also do one of the following: a) accompany it with the complete corresponding machine-readable source code, which must be distributed under the terms of Paragraphs 1 and 2 above; or, b) accompany it with a written offer, valid for at least three years, to give any third party free (except for a nominal charge for the cost of distribution) a complete machine-readable copy of the corresponding source code, to be distributed under the terms of Paragraphs 1 and 2 above; or, c) accompany it with the information you received as to where the corresponding source code may be obtained. (This alternative is allowed only for noncommercial distribution and only if you received the program in object code or executable form alone.) Source code for a work means the preferred form of the work for making modifications to it. For an executable file, complete source code means all the source code for all modules it contains; but, as a special exception, it need not include source code for modules which are standard libraries that accompany the operating system on which the executable file runs, or for standard header files or definitions files that accompany that operating system. 4. You may not copy, modify, sublicense, distribute or transfer the Program except as expressly provided under this General Public License. Any attempt otherwise to copy, modify, sublicense, distribute or transfer the Program is void, and will automatically terminate your rights to use the Program under this License. However, parties who have received copies, or rights to use copies, from you under this General Public License will not have their licenses terminated so long as such parties remain in full compliance. 5. By copying, distributing or modifying the Program (or any work based on the Program) you indicate your acceptance of this license to do so, and all its terms and conditions. 6. Each time you redistribute the Program (or any work based on the Program), the recipient automatically receives a license from the original licensor to copy, distribute or modify the Program subject to these terms and conditions. You may not impose any further restrictions on the recipients' exercise of the rights granted herein. 7. The Free Software Foundation may publish revised and/or new versions of the General Public License from time to time. Such new versions will be similar in spirit to the present version, but may differ in detail to address new problems or concerns. Each version is given a distinguishing version number. If the Program specifies a version number of the license which applies to it and "any later version", you have the option of following the terms and conditions either of that version or of any later version published by the Free Software Foundation. If the Program does not specify a version number of the license, you may choose any version ever published by the Free Software Foundation. 8. If you wish to incorporate parts of the Program into other free programs whose distribution conditions are different, write to the author to ask for permission. For software which is copyrighted by the Free Software Foundation, write to the Free Software Foundation; we sometimes make exceptions for this. Our decision will be guided by the two goals of preserving the free status of all derivatives of our free software and of promoting the sharing and reuse of software generally. NO WARRANTY 9. BECAUSE THE PROGRAM IS LICENSED FREE OF CHARGE, THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF ALL NECESSARY SERVICING, REPAIR OR CORRECTION. 10. IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MAY MODIFY AND/OR REDISTRIBUTE THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF SUCH DAMAGES. END OF TERMS AND CONDITIONS Appendix: How to Apply These Terms to Your New Programs If you develop a new program, and you want it to be of the greatest possible use to humanity, the best way to achieve this is to make it free software which everyone can redistribute and change under these terms. To do so, attach the following notices to the program. It is safest to attach them to the start of each source file to most effectively convey the exclusion of warranty; and each file should have at least the "copyright" line and a pointer to where the full notice is found. Copyright (C) 19yy This program is free software; you can redistribute it and/or modify it under the terms of the GNU General Public License as published by the Free Software Foundation; either version 1, or (at your option) any later version. This program is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License for more details. You should have received a copy of the GNU General Public License along with this program; if not, write to the Free Software Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston MA 02110-1301 USA Also add information on how to contact you by electronic and paper mail. If the program is interactive, make it output a short notice like this when it starts in an interactive mode: Gnomovision version 69, Copyright (C) 19xx name of author Gnomovision comes with ABSOLUTELY NO WARRANTY; for details type `show w'. This is free software, and you are welcome to redistribute it under certain conditions; type `show c' for details. 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 c'; they could even be mouse-clicks or menu items--whatever suits your program. You should also get your employer (if you work as a programmer) or your school, if any, to sign a "copyright disclaimer" for the program, if necessary. Here a sample; alter the names: Yoyodyne, Inc., hereby disclaims all copyright interest in the program `Gnomovision' (a program to direct compilers to make passes at assemblers) written by James Hacker. , 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: The Artistic License 1.0 The Artistic License Preamble The intent of this document is to state the conditions under which a Package may be copied, such that the Copyright Holder maintains some semblance of artistic control over the development of the package, while giving the users of the package the right to use and distribute the Package in a more-or-less customary fashion, plus the right to make reasonable modifications. Definitions: - "Package" refers to the collection of files distributed by the Copyright Holder, and derivatives of that collection of files created through textual modification. - "Standard Version" refers to such a Package if it has not been modified, or has been modified in accordance with the wishes of the Copyright Holder. - "Copyright Holder" is whoever is named in the copyright or copyrights for the package. - "You" is you, if you're thinking about copying or distributing this Package. - "Reasonable copying fee" is whatever you can justify on the basis of media cost, duplication charges, time of people involved, and so on. (You will not be required to justify it to the Copyright Holder, but only to the computing community at large as a market that must bear the fee.) - "Freely Available" means that no fee is charged for the item itself, though there may be fees involved in handling the item. It also means that recipients of the item may redistribute it under the same conditions they received it. 1. You may make and give away verbatim copies of the source form of the Standard Version of this Package without restriction, provided that you duplicate all of the original copyright notices and associated disclaimers. 2. You may apply bug fixes, portability fixes and other modifications derived from the Public Domain or from the Copyright Holder. A Package modified in such a way shall still be considered the Standard Version. 3. You may otherwise modify your copy of this Package in any way, provided that you insert a prominent notice in each changed file stating how and when you changed that file, and provided that you do at least ONE of the following: a) place your modifications in the Public Domain or otherwise make them Freely Available, such as by posting said modifications to Usenet or an equivalent medium, or placing the modifications on a major archive site such as ftp.uu.net, or by allowing the Copyright Holder to include your modifications in the Standard Version of the Package. b) use the modified Package only within your corporation or organization. c) rename any non-standard executables so the names do not conflict with standard executables, which must also be provided, and provide a separate manual page for each non-standard executable that clearly documents how it differs from the Standard Version. d) make other distribution arrangements with the Copyright Holder. 4. You may distribute the programs of this Package in object code or executable form, provided that you do at least ONE of the following: a) distribute a Standard Version of the executables and library files, together with instructions (in the manual page or equivalent) on where to get the Standard Version. b) accompany the distribution with the machine-readable source of the Package with your modifications. c) accompany any non-standard executables with their corresponding Standard Version executables, giving the non-standard executables non-standard names, and clearly documenting the differences in manual pages (or equivalent), together with instructions on where to get the Standard Version. d) make other distribution arrangements with the Copyright Holder. 5. You may charge a reasonable copying fee for any distribution of this Package. You may charge any fee you choose for support of this Package. You may not charge a fee for this Package itself. However, you may distribute this Package in aggregate with other (possibly commercial) programs as part of a larger (possibly commercial) software distribution provided that you do not advertise this Package as a product of your own. 6. The scripts and library files supplied as input to or produced as output from the programs of this Package do not automatically fall under the copyright of this Package, but belong to whomever generated them, and may be sold commercially, and may be aggregated with this Package. 7. C or perl subroutines supplied by you and linked into this Package shall not be considered part of this Package. 8. The name of the Copyright Holder may not be used to endorse or promote products derived from this software without specific prior written permission. 9. THIS PACKAGE IS PROVIDED "AS IS" AND WITHOUT ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, WITHOUT LIMITATION, THE IMPLIED WARRANTIES OF MERCHANTIBILITY AND FITNESS FOR A PARTICULAR PURPOSE. The End INSTALL100644000765000765 171711724310020 14134 0ustar00kenken000000000000AI-DecisionTree-0.11 This is the Perl distribution AI-DecisionTree. Installing AI-DecisionTree is straightforward. ## Installation with cpanm If you have cpanm, you only need one line: % cpanm AI::DecisionTree If you are installing into a system-wide directory, you may need to pass the "-S" flag to cpanm, which uses sudo to install the module: % cpanm -S AI::DecisionTree ## Installing with the CPAN shell Alternatively, if your CPAN shell is set up, you should just be able to do: % cpan AI::DecisionTree ## Manual installation As a last resort, you can manually install it. Download the tarball, untar it, then build it: % perl Makefile.PL % make && make test Then install it: % make install If you are installing into a system-wide directory, you may need to run: % sudo make install ## Documentation AI-DecisionTree documentation is available as POD. You can run perldoc from a shell to read the documentation: % perldoc AI::DecisionTree dist.ini100644000765000765 61711724310020 14525 0ustar00kenken000000000000AI-DecisionTree-0.11name = AI-DecisionTree version = 0.11 author = Ken Williams license = Perl_5 copyright_holder = Ken Williams [@Basic] [PkgVersion] [PodVersion] [PruneFiles] match = ~$ match = ^spam match = ^AI-DecisionTree [Signature] [Bugtracker] [Repository] ;[ModuleBuild] [InstallGuide] [Test::Perl::Critic] ;[PodCoverageTests] [AutoPrereqs] skip = ^AI::DecisionTree [Git::Tag] META.yml100644000765000765 123511724310020 14347 0ustar00kenken000000000000AI-DecisionTree-0.11--- abstract: 'Automatically Learns Decision Trees' author: - 'Ken Williams ' 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 MANIFEST100644000765000765 44111724310020 14205 0ustar00kenken000000000000AI-DecisionTree-0.11Changes INSTALL Instance/Instance.pm Instance/Instance.xs Instance/Makefile.PL Instance/t/01-basic.t Instance/t/02-leaktest.t Instance/typemap LICENSE MANIFEST META.yml Makefile.PL README SIGNATURE dist.ini eg/example.pl lib/AI/DecisionTree.pm t/01-simple.t t/02-noisy.t t/author-critic.t SIGNATURE100644000765000765 361211724310020 14363 0ustar00kenken000000000000AI-DecisionTree-0.11This file contains message digests of all files listed in MANIFEST, signed via the Module::Signature module, version 0.68. To verify the content in this distribution, first make sure you have Module::Signature installed, then type: % cpansign -v It will check each file's integrity, as well as the signature's validity. If "==> Signature verified OK! <==" is not displayed, the distribution may already have been compromised, and you should not run its Makefile.PL or Build.PL. -----BEGIN PGP SIGNED MESSAGE----- Hash: SHA1 SHA1 e01a2ac643b28c7aa7d0d07a8185899a6aa32b13 Changes SHA1 96da61eea928700509e1a616e036564035244a72 INSTALL SHA1 7895b6323a97d46368eed8d0386db448d7e7dea0 Instance/Instance.pm SHA1 98866c7c1b5c1bf6fd38b762ccb6bf6b053045df Instance/Instance.xs SHA1 998f560a410f706d948b4bc373a99a00bea4f9ac Instance/Makefile.PL SHA1 fe6397abc886b83d6f61f8efc9fd5d41a5d73ec6 Instance/t/01-basic.t SHA1 2398adf915f9ac9383783ff279394f78138b805d Instance/t/02-leaktest.t SHA1 57eae1c6196bbd84c32eb08e1b9db3b2d4e394b0 Instance/typemap SHA1 b33df3650303ca968f350ac6a976f34f41762851 LICENSE SHA1 7d2f601dbd1f9ae98ef59cacd828f7ce2675cd9c MANIFEST SHA1 fc7255a5efe2c3b3cbc1bbb8f099e62f51cc9d5b META.yml SHA1 f3f560a3566adacd46cab640a59fba80a910092c Makefile.PL SHA1 812540cf2be2d26d622a363c9ea6fb76c3983995 README SHA1 b5b9aafd9c2d8e21e669506b46a5e1f0387d0bcc dist.ini SHA1 73ad1b764e8b3ca6cc3a204a4260e53f14cbc6a0 eg/example.pl SHA1 d28b3d5fbbe669456f9f1c73d198d0be1dfaa872 lib/AI/DecisionTree.pm SHA1 cc1fbcb2131905c9474ac2d38abac368dd1a5d20 t/01-simple.t SHA1 8dd1b0848cd98888419bdbace9453dbc978275b0 t/02-noisy.t SHA1 fa45d6e6ab1cd421349dea4ef527bfd5cdc8a09e t/author-critic.t -----BEGIN PGP SIGNATURE----- Version: GnuPG/MacGPG2 v2.0.17 (Darwin) Comment: GPGTools - http://gpgtools.org iEYEARECAAYFAk9RkA8ACgkQgrvMBLfvlHbNtACguTPtO7QjaxVhZRkjke41/bDo FOEAnRf+Q755AUZJDa9FFaQrGP8gMez6 =a/hQ -----END PGP SIGNATURE----- Makefile.PL100644000765000765 215211724310020 15047 0ustar00kenken000000000000AI-DecisionTree-0.11 use strict; use warnings; use ExtUtils::MakeMaker 6.30; my %WriteMakefileArgs = ( "ABSTRACT" => "Automatically Learns Decision Trees", "AUTHOR" => "Ken Williams ", "BUILD_REQUIRES" => { "English" => 0, "Test" => 0, "Test::More" => 0, "warnings" => 0 }, "CONFIGURE_REQUIRES" => { "ExtUtils::MakeMaker" => "6.30" }, "DISTNAME" => "AI-DecisionTree", "EXE_FILES" => [], "LICENSE" => "perl", "NAME" => "AI::DecisionTree", "PREREQ_PM" => { "Carp" => 0, "GraphViz" => 0, "strict" => 0, "vars" => 0 }, "VERSION" => "0.11", "test" => { "TESTS" => "t/*.t" } ); unless ( eval { ExtUtils::MakeMaker->VERSION(6.56) } ) { my $br = delete $WriteMakefileArgs{BUILD_REQUIRES}; my $pp = $WriteMakefileArgs{PREREQ_PM}; for my $mod ( keys %$br ) { if ( exists $pp->{$mod} ) { $pp->{$mod} = $br->{$mod} if $br->{$mod} > $pp->{$mod}; } else { $pp->{$mod} = $br->{$mod}; } } } delete $WriteMakefileArgs{CONFIGURE_REQUIRES} unless eval { ExtUtils::MakeMaker->VERSION(6.52) }; WriteMakefile(%WriteMakefileArgs); t000755000765000765 011724310020 13200 5ustar00kenken000000000000AI-DecisionTree-0.1102-noisy.t100644000765000765 60754711724310020 15170 0ustar00kenken000000000000AI-DecisionTree-0.11/t# Before `make install' is performed this script should be runnable with # `make test'. After `make install' it should work as `perl test.pl' ######################### use Test; BEGIN { plan tests => 5 }; use AI::DecisionTree; ok(1); # If we made it this far, we're ok. ######################### my $dtree = AI::DecisionTree->new(noise_mode => 'pick_best'); ok $dtree; my @names = split /, /, ; chomp $names[-1]; # Train on first 600 instances printf "Loading 600 training instances with %d attribute types each\n", scalar @names; while () { 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 () { chomp; my @values = split /, /, $_; my $result = pop @values; my %pairs = map {$names[$_], $values[$_]} 0..$#names; my ($guess, $confidence) = $dtree->get_result(attributes => \%pairs); $guess ||= ''; $confidence ||= ''; ($guess eq $result ? $good : $bad)++; #print "$guess : $result : $confidence\n"; } my $accuracy = $good/($good + $bad); ok $accuracy > .8; print "Accuracy=$accuracy\n"; #use YAML; print Dump($dtree->rule_tree); #print map "$_\n", $dtree->rule_statements; if (eval "use GraphViz; 1") { my $graphviz = $dtree->as_graphviz; ok $graphviz; if (0) { # Only works on Mac OS X my $file = '/tmp/tree2.png'; open my($fh), "> $file" or die "$file: $!"; print $fh $graphviz->as_png; close $fh; system('open', $file); } } else { skip("Skipping: GraphViz is not installed", 0); } # The following data comes from the "C4.5" software package, in the # "soybean.data" data file. It is somewhat noisy. I chose it because # it was a pretty big data set, and because there are published # results on it that I can compare to. Since the data seemed to be in # order from most-information to least-information or something in the # C4.5 distribution, I randomized the order of the instances. Note # also that I'm treating the '?' value as a normal string value. # It looks like the original data source is # (a) Michalski,R.S. Learning by being told and learning from # examples: an experimental comparison of the two methodes of knowledge # acquisition in the context of developing an expert system for soybean # desease diagnoiss", International Journal of Policy Analysis and # Information Systems, 1980, 4(2), 125-161. # The "C4.5" package is written by J.R. Quinlan and may be downloaded # and used for free, but it is not supported and may not be # redistributed. __DATA__ date, plant-stand, precip, temp, hail, crop-hist, area-damaged, severity, seed-tmt, germination, plant-growth, leaves, leafspots-halo, leafspots-marg, leafspot-size, leaf-shread, leaf-malf, leaf-mild, stem, lodging, stem-cankers, canker-lesion, fruiting-bodies, external decay, mycelium, int-discolor, sclerotia, fruit-pods, fruit spots, seed, mold-growth, seed-discolor, seed-size, shriveling, roots 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, norm, charcoal-rot 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, absent, norm, absent, norm, brown-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, norm, absent, norm, charcoal-rot 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/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, purple-seed-stain 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, bacterial-blight 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, norm, absent, norm, brown-stem-rot ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, ?, 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, absent, absent, norm, absent, norm, brown-stem-rot 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, present, norm, absent, norm, bacterial-pustule 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, absent, norm, absent, norm, rhizoctonia-root-rot 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/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, phytophthora-rot 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-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, brown-spot 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, brown-w/blk-specks, abnorm, present, present, norm, present, norm, anthracnose 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-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, present, absent, norm, absent, norm, downy-mildew 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, norm, bacterial-blight 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, absent, norm, absent, norm, phytophthora-rot 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, norm, brown-stem-rot 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, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, bacterial-blight 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, present, present, norm, absent, norm, bacterial-pustule 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, norm, absent, norm, charcoal-rot 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, absent, absent, norm, absent, norm, bacterial-blight 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, absent, norm, absent, norm, powdery-mildew 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, present, norm, absent, norm, bacterial-pustule 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, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, bacterial-blight 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, diseased, brown-w/blk-specks, abnorm, absent, present, lt-norm, present, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, present, norm, absent, norm, alternarialeaf-spot 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, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, present, present, norm, absent, norm, bacterial-pustule 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, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, norm, absent, norm, brown-stem-rot 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, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, norm, powdery-mildew 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, norm, absent, norm, brown-stem-rot 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/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, norm, absent, norm, charcoal-rot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, abnorm, absent, present, norm, absent, norm, purple-seed-stain 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, norm, rhizoctonia-root-rot 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-w/blk-specks, abnorm, present, present, norm, absent, norm, anthracnose 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, absent, absent, norm, absent, norm, bacterial-blight 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, ?, diaporthe-pod-&-stem-blight 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, absent, present, norm, absent, norm, purple-seed-stain 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, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, present, absent, norm, absent, norm, downy-mildew 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, brown-w/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, absent, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, powdery-mildew 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, norm, powdery-mildew 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, norm, absent, norm, bacterial-blight 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, absent, present, norm, absent, norm, purple-seed-stain 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, norm, bacterial-blight 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, absent, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, galls-cysts, bacterial-pustule 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, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, present, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, brown-w/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, norm, powdery-mildew 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, present, lt-norm, absent, norm, bacterial-pustule 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-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, norm, absent, norm, alternarialeaf-spot 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, norm, purple-seed-stain 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, absent, lt-norm, absent, rotted, bacterial-pustule 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, ?, diaporthe-pod-&-stem-blight 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, absent, present, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, powdery-mildew 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, norm, bacterial-blight 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, diseased, brown-w/blk-specks, abnorm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, abnorm, present, present, norm, absent, norm, bacterial-pustule 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, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, bacterial-blight 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, norm, absent, norm, rhizoctonia-root-rot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, present, norm, absent, norm, purple-seed-stain 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, charcoal-rot 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, absent, norm, absent, norm, alternarialeaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, present, lt-norm, absent, norm, bacterial-pustule 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, norm, absent, norm, brown-stem-rot 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, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, brown-w/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, absent, absent, norm, absent, norm, rhizoctonia-root-rot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, norm, absent, norm, rhizoctonia-root-rot 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, absent, norm, absent, norm, charcoal-rot 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, absent, norm, purple-seed-stain 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, norm, powdery-mildew 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, powdery-mildew 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, brown-stem-rot 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, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, norm, purple-seed-stain 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/blk-specks, norm, absent, absent, norm, absent, norm, brown-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, lt-norm, absent, rotted, bacterial-pustule 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, norm, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, bacterial-blight 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, present, lt-norm, present, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, norm, absent, absent, norm, absent, norm, phytophthora-rot 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, diaporthe-stem-canker 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, norm, absent, norm, charcoal-rot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, phytophthora-rot 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, absent, absent, norm, absent, norm, brown-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, present, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, rhizoctonia-root-rot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, bacterial-blight 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, phytophthora-rot 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, ?, diaporthe-pod-&-stem-blight 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, present, lt-norm, absent, norm, bacterial-pustule 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, absent, absent, norm, absent, norm, phytophthora-rot 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, norm, absent, norm, brown-stem-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-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, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, charcoal-rot 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, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, charcoal-rot 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, present, ?, diaporthe-pod-&-stem-blight 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, ?, diaporthe-pod-&-stem-blight 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, absent, norm, absent, rotted, rhizoctonia-root-rot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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-pod-&-stem-blight 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, norm, absent, norm, charcoal-rot 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, norm, absent, norm, powdery-mildew 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, phytophthora-rot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, powdery-mildew 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, absent, norm, absent, norm, bacterial-blight 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, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, powdery-mildew 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, absent, norm, charcoal-rot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, present, absent, norm, absent, norm, downy-mildew 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-w/blk-specks, abnorm, present, absent, lt-norm, absent, norm, anthracnose 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, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, norm, absent, norm, purple-seed-stain 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, rhizoctonia-root-rot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, brown-stem-rot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, brown-w/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, norm, brown-stem-rot 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, norm, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, charcoal-rot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, brown-stem-rot 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, norm, absent, norm, brown-stem-rot 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, ?, diaporthe-pod-&-stem-blight 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, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, charcoal-rot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, diaporthe-stem-canker 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, present, ?, diaporthe-pod-&-stem-blight 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, absent, norm, absent, norm, diaporthe-stem-canker 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, norm, absent, absent, norm, absent, norm, brown-spot 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, brown-w/blk-specks, abnorm, present, present, norm, absent, norm, anthracnose 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, present, present, norm, absent, norm, bacterial-pustule 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, absent, absent, norm, absent, norm, phytophthora-rot 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-specks, abnorm, absent, present, lt-norm, present, norm, anthracnose 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, norm, absent, norm, brown-stem-rot 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, norm, absent, norm, charcoal-rot 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, diseased, brown-w/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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-w/blk-specks, norm, absent, absent, norm, absent, norm, brown-spot 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, present, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, rotted, bacterial-pustule 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, present, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, phytophthora-rot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, brown-spot 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/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, brown-stem-rot 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, present, absent, norm, absent, norm, downy-mildew 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, powdery-mildew 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, absent, norm, absent, norm, powdery-mildew 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, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, abnorm, absent, present, norm, absent, norm, purple-seed-stain 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, absent, absent, norm, absent, rotted, bacterial-pustule 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, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, charcoal-rot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, abnorm, absent, present, norm, absent, norm, purple-seed-stain 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, brown-spot 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, ?, diaporthe-pod-&-stem-blight 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, brown-stem-rot 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, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, brown-spot 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, norm, absent, norm, charcoal-rot 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, absent, present, lt-norm, present, norm, anthracnose 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, absent, norm, absent, norm, phytophthora-rot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, brown-stem-rot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, norm, charcoal-rot 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, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, diaporthe-stem-canker 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-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, norm, absent, norm, charcoal-rot 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, norm, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, present, ?, diaporthe-pod-&-stem-blight 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, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, anthracnose 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, none, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, rotted, bacterial-pustule 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, norm, powdery-mildew 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, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, charcoal-rot 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, norm, absent, absent, norm, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, lt-norm, absent, rotted, bacterial-pustule 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, present, absent, norm, absent, norm, downy-mildew 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, absent, absent, norm, absent, norm, brown-spot 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/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, norm, purple-seed-stain 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, absent, norm, absent, norm, brown-spot 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, norm, absent, norm, powdery-mildew 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, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, diaporthe-stem-canker 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, bacterial-blight 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, norm, alternarialeaf-spot 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, colored, abnorm, absent, present, norm, absent, norm, purple-seed-stain 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, ?, diaporthe-pod-&-stem-blight 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, ?, diaporthe-pod-&-stem-blight 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, absent, absent, norm, absent, norm, brown-stem-rot 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, norm, absent, absent, norm, absent, norm, bacterial-blight 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, norm, purple-seed-stain 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, norm, absent, norm, powdery-mildew 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, absent, norm, absent, norm, brown-spot 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, dna, norm, absent, absent, norm, absent, norm, brown-stem-rot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, brown-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, present, norm, absent, norm, purple-seed-stain 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, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, norm, purple-seed-stain 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, absent, absent, norm, absent, norm, brown-spot 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, present, norm, present, norm, anthracnose 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, absent, absent, norm, absent, norm, brown-spot 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, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, norm, absent, absent, norm, absent, norm, bacterial-blight 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, powdery-mildew 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, absent, absent, norm, absent, norm, bacterial-blight 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, absent, norm, powdery-mildew 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-pod-&-stem-blight 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, abnorm, absent, present, norm, absent, norm, purple-seed-stain 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, present, norm, absent, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, absent, norm, brown-stem-rot 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, present, norm, absent, norm, purple-seed-stain 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-w/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, bacterial-pustule 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, absent, norm, absent, norm, brown-stem-rot 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, abnorm, absent, present, norm, absent, norm, purple-seed-stain 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, absent, norm, absent, norm, brown-stem-rot 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, brown-spot 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, present, absent, norm, absent, norm, downy-mildew 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, present, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, norm, alternarialeaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, rotted, bacterial-pustule 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, rhizoctonia-root-rot 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, absent, norm, absent, norm, brown-stem-rot 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, brown-w/blk-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, norm, absent, norm, brown-stem-rot 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, ?, diaporthe-pod-&-stem-blight 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, phytophthora-rot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, brown-stem-rot 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, absent, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, phytophthora-rot 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, norm, absent, absent, norm, absent, rotted, bacterial-pustule 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, present, lt-norm, absent, rotted, bacterial-pustule 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, absent, norm, absent, norm, alternarialeaf-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, phyllosticta-leaf-spot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, bacterial-blight 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, absent, present, norm, absent, norm, purple-seed-stain 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, norm, absent, norm, frog-eye-leaf-spot 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, absent, absent, norm, absent, norm, brown-spot 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, absent, absent, norm, absent, norm, alternarialeaf-spot 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/blk-specks, norm, absent, absent, norm, absent, norm, anthracnose 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, absent, norm, bacterial-blight 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, absent, norm, absent, norm, brown-spot 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-specks, abnorm, present, absent, lt-norm, present, norm, anthracnose 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, norm, absent, norm, brown-stem-rot 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, norm, absent, absent, norm, absent, norm, alternarialeaf-spot 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, norm, absent, norm, bacterial-blight 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, abnorm, present, absent, lt-norm, absent, norm, anthracnose 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-pod-&-stem-blight 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, absent, absent, norm, absent, norm, brown-spot 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, absent, norm, absent, norm, frog-eye-leaf-spot 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, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, powdery-mildew 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, norm, absent, absent, norm, absent, norm, diaporthe-stem-canker 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, abnorm, absent, present, norm, absent, norm, alternarialeaf-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, powdery-mildew 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, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, brown-spot 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, absent, diseased, colored, norm, absent, absent, norm, absent, norm, frog-eye-leaf-spot 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, absent, norm, absent, norm, diaporthe-stem-canker 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, absent, absent, norm, absent, norm, phyllosticta-leaf-spot 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, absent, norm, absent, norm, charcoal-rot 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, absent, abnorm, present, absent, norm, absent, norm, downy-mildew 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, absent, norm, absent, absent, norm, absent, norm, brown-spot eg000755000765000765 011724310020 13330 5ustar00kenken000000000000AI-DecisionTree-0.11example.pl100644000765000765 373711724310020 15472 0ustar00kenken000000000000AI-DecisionTree-0.11/eg#!/usr/bin/perl use AI::DecisionTree; my @attributes = qw(outlook temperature humidity wind play_tennis); my @cases = qw( sunny hot high weak no sunny hot high strong no overcast hot high weak yes rain mild high weak yes rain cool normal weak yes rain cool normal strong no overcast cool normal strong yes sunny mild high weak no sunny cool normal weak yes rain mild normal weak yes sunny mild normal strong yes overcast mild high strong yes overcast hot normal weak yes rain mild high strong no ); my $outcome = pop @attributes; my $dtree = new AI::DecisionTree; while (@cases) { my @values = splice @cases, 0, 1 + scalar(@attributes); my $result = pop @values; my %pairs; @pairs{@attributes} = @values; $dtree->add_instance(attributes => \%pairs, result => $result, ); } $dtree->train; my $result; # Try one of the training examples $result = $dtree->get_result( attributes => { outlook => 'rain', temperature => 'mild', humidity => 'high', wind => 'strong', } ); print "Result 1: $result\n"; # no # Try a new unseen example $result = $dtree->get_result( attributes => { outlook => 'sunny', temperature => 'hot', humidity => 'normal', wind => 'strong', } ); print "Result 2: $result\n"; # yes # Show the created tree structure as rules print map "$_\n", $dtree->rule_statements; # Will barf on inconsistent data my $t2 = new AI::DecisionTree; $t2->add_instance( attributes => { foo => 'bar' }, result => 1 ); $t2->add_instance( attributes => { foo => 'bar' }, result => 0 ); eval {$t2->train}; print "$@\n"; 01-simple.t100644000765000765 1324311724310020 15257 0ustar00kenken000000000000AI-DecisionTree-0.11/t# Before `make install' is performed this script should be runnable with # `make test'. After `make install' it should work as `perl test.pl' ######################### use Test; BEGIN { plan tests => 31 }; use AI::DecisionTree; ok(1); # If we made it this far, we're ok. ######################### my @attributes = qw(outlook temperature humidity wind play_tennis); my @cases = qw( sunny hot high weak no sunny hot high strong no overcast hot high weak yes rain mild high weak yes rain cool normal weak yes rain cool normal strong no overcast cool normal strong yes sunny mild high weak no sunny cool normal weak yes rain mild normal weak yes sunny mild normal strong yes overcast mild high strong yes overcast hot normal weak yes rain mild high strong no ); my $outcome = pop @attributes; my $dtree = new AI::DecisionTree(purge => 0); while (@cases) { my @values = splice @cases, 0, 1 + scalar(@attributes); my $result = pop @values; my %pairs; @pairs{@attributes} = @values; $dtree->add_instance(attributes => \%pairs, result => $result, ); } $dtree->train; # Make sure a training example is correctly categorized my $result = $dtree->get_result( attributes => { outlook => 'rain', temperature => 'mild', humidity => 'high', wind => 'strong', } ); ok($result, 'no'); # Try a new unseen example $result = $dtree->get_result( attributes => { outlook => 'sunny', temperature => 'hot', humidity => 'normal', wind => 'strong', } ); ok($result, 'yes'); # Make sure rule_statements() works { my @rules = $dtree->rule_statements; ok @rules, 5; ok !!grep {$_ eq "if outlook='overcast' -> 'yes'"} @rules; } # Make sure rule_tree() works ok $dtree->rule_tree->[0], 'outlook'; ok $dtree->rule_tree->[1]{overcast}, 'yes'; ($result, my $confidence) = $dtree->get_result( attributes => { outlook => 'rain', temperature => 'mild', humidity => 'high', wind => 'strong', } ); ok $result, 'no'; ok $confidence, 1; { # Test attribute callbacks my %attributes = ( outlook => 'rain', temperature => 'mild', humidity => 'high', wind => 'strong', ); my $result = $dtree->get_result( callback => sub { $attributes{$_[0]} } ); ok $result, 'no'; } #print map "$_\n", $dtree->rule_statements; #use YAML; print Dump $dtree; if (eval "use GraphViz; 1") { my $graphviz = $dtree->as_graphviz; ok $graphviz; if (0) { # Only works on Mac OS X my $file = '/tmp/tree.png'; open my($fh), "> $file" or die "$file: $!"; print $fh $graphviz->as_png; close $fh; system('open', $file); } } else { skip("Skipping: GraphViz is not installed", 0); } # Make sure there are 8 nodes ok $dtree->nodes, 8; { # Test max_depth $dtree->train(max_depth => 1); my @rules = $dtree->rule_statements; ok @rules, 3; ok $dtree->depth, 1; } { # Should barf on inconsistent data my $t2 = new AI::DecisionTree; $t2->add_instance( attributes => { foo => 'bar' }, result => 1 ); $t2->add_instance( attributes => { foo => 'bar' }, result => 0 ); eval {$t2->train}; ok( "$@", '/Inconsistent data/' ); } { # Make sure two trees can be trained concurrently my $t1 = new AI::DecisionTree; my $t2 = new AI::DecisionTree; my @train = ( [farming => 'sheep very valuable farming'], [farming => 'farming requires many kinds animals'], [vampire => 'vampires drink blood vampires may staked'], [vampire => 'vampires cannot see their images mirrors'], ); foreach my $doc (@train) { $t1->add_instance( attributes => {map {$_,1} split ' ', $doc->[1]}, result => 0+($doc->[0] eq 'farming')); } foreach my $doc (@train) { $t2->add_instance( attributes => {map {$_,1} split ' ', $doc->[1]}, result => 0+($doc->[0] eq 'vampire')); } $t1->train; $t2->train; ok(1); my @test = ( [farming => 'I would like to begin farming sheep'], [vampire => "I see that many vampires may have eaten my beautiful daughter's blood"], ); foreach my $doc (@test) { my $result = $t1->get_result( attributes => {map {$_,1} split ' ', $doc->[1]} ); ok $result, 0+($doc->[0] eq 'farming'); $result = $t2->get_result( attributes => {map {$_,1} split ' ', $doc->[1]} ); ok $result, 0+($doc->[0] eq 'vampire'); } } { my $t1 = new AI::DecisionTree(purge => 0); my $t2 = new AI::DecisionTree; $t1->add_instance( attributes => { foo => 'bar' }, result => 1, name => 1 ); $t1->add_instance( attributes => { foo => 'baz' }, result => 0, name => 2 ); eval {$t1->train}; ok !$@; ok $t1->instances->[0]->name, 1; ok $t1->instances->[1]->name, 2; ok $t1->_result($t1->instances->[0]), 1; # Not a public interface ok $t1->_result($t1->instances->[1]), 0; # Not a public interface $t2->copy_instances(from => $t1); ok $t2->instances->[0]->name, 1; ok $t2->instances->[1]->name, 2; ok $t2->_result($t2->instances->[0]), 1; # Not a public interface ok $t2->_result($t2->instances->[1]), 0; # Not a public interface $t2->set_results( {1=>0, 2=>1} ); ok $t2->_result($t2->instances->[0]), 0; # Not a public interface ok $t2->_result($t2->instances->[1]), 1; # Not a public interface } Instance000755000765000765 011724310020 14501 5ustar00kenken000000000000AI-DecisionTree-0.11typemap100644000765000765 36011724310020 16222 0ustar00kenken000000000000AI-DecisionTree-0.11/InstanceTYPEMAP Instance * WRAPPED_C_OBJECT INPUT WRAPPED_C_OBJECT $var = (($type)SvIV(SvRV($arg))) OUTPUT WRAPPED_C_OBJECT /* 'class' must be an argument to any function that returns this datatype */ sv_setref_pv($arg, class, (void*)$var); author-critic.t100644000765000765 66611724310020 16272 0ustar00kenken000000000000AI-DecisionTree-0.11/t#!perl BEGIN { unless ($ENV{AUTHOR_TESTING}) { require Test::More; Test::More::plan(skip_all => 'these tests are for testing by the author'); } } use strict; use warnings; use Test::More; use English qw(-no_match_vars); eval "use Test::Perl::Critic"; plan skip_all => 'Test::Perl::Critic required to criticise code' if $@; Test::Perl::Critic->import( -profile => "perlcritic.rc" ) if -e "perlcritic.rc"; all_critic_ok(); Instance.pm100644000765000765 213311724310020 16742 0ustar00kenken000000000000AI-DecisionTree-0.11/Instancepackage AI::DecisionTree::Instance; use strict; use vars qw($VERSION @ISA); $VERSION = '0.11'; use DynaLoader (); @ISA = qw(DynaLoader); bootstrap AI::DecisionTree::Instance $VERSION; 1; __END__ =head1 NAME AI::DecisionTree::Instance - C-struct wrapper for training instances =head1 SYNOPSIS use AI::DecisionTree::Instance; my $i = new AI::DecisionTree::Instance([3,5], 7, 'this_instance'); $i->value_int(0) == 3; $i->value_int(1) == 5; $i->result_int == 7; =head1 DESCRIPTION This class is just a simple Perl wrapper around a C struct embodying a single training instance. Its purpose is to reduce memory usage. In a "typical" training set with about 1000 instances, memory usage can be reduced by about a factor of 5 (from 43.7M to 8.2M in my test program). A fairly tight loop is also implemented that helps speed up the C AI::DecisionTree method by about a constant factor of 4. Please do not consider this interface stable - I change it whenever I have a new need in AI::DecisionTree. =head1 AUTHOR Ken Williams, ken@mathforum.org =head1 SEE ALSO AI::DecisionTree =cut Instance.xs100644000765000765 767511724310020 17000 0ustar00kenken000000000000AI-DecisionTree-0.11/Instance#ifdef __cplusplus extern "C" { #endif #include "EXTERN.h" #include "perl.h" #include "XSUB.h" #ifdef __cplusplus } #endif typedef struct { char *name; int result; int num_values; int *values; } Instance; MODULE = AI::DecisionTree::Instance PACKAGE = AI::DecisionTree::Instance PROTOTYPES: DISABLE Instance * new (class, values_ref, result, name) char * class SV * values_ref int result char * name CODE: { int i; Instance* instance; AV* values = (AV*) SvRV(values_ref); New(0, instance, 1, Instance); instance->name = savepv(name); instance->result = result; instance->num_values = 1 + av_len(values); New(0, instance->values, instance->num_values, int); for(i=0; inum_values; i++) { instance->values[i] = (int) SvIV( *av_fetch(values, i, 0) ); } RETVAL = instance; } OUTPUT: RETVAL char * name (instance) Instance* instance CODE: { RETVAL = instance->name; } OUTPUT: RETVAL void set_result (instance, result) Instance* instance int result CODE: { instance->result = result; } void set_value (instance, attribute, value) Instance* instance int attribute int value PPCODE: { int *new_values; int i; if (attribute >= instance->num_values) { if (!value) return; /* Nothing to do */ printf("Expanding from %d to %d places\n", instance->num_values, attribute); Renew(instance->values, attribute, int); if (!instance->values) croak("Couldn't grab new memory to expand instance"); for (i=instance->num_values; ivalues[i] = 0; instance->num_values = 1 + attribute; } instance->values[attribute] = value; } int value_int (instance, attribute) Instance * instance int attribute CODE: { if (attribute >= instance->num_values) { RETVAL = 0; } else { RETVAL = instance->values[attribute]; } } OUTPUT: RETVAL int result_int (instance) Instance * instance CODE: { RETVAL = instance->result; } OUTPUT: RETVAL void DESTROY (instance) Instance * instance PPCODE: { Safefree(instance->name); Safefree(instance->values); Safefree(instance); } int tally (pkg, instances_r, tallies_r, totals_r, attr) char * pkg SV * instances_r SV * tallies_r SV * totals_r int attr CODE: { AV *instances = (AV*) SvRV(instances_r); HV *tallies = (HV*) SvRV(tallies_r); HV *totals = (HV*) SvRV(totals_r); I32 top = av_len(instances); int num_undef = 0; I32 i, v; SV **instance_r, **hash_entry, **sub_hash_entry; Instance *instance; for (i=0; i<=top; i++) { instance_r = av_fetch(instances, i, 0); instance = (Instance *) SvIV(SvRV(*instance_r)); v = attr < instance->num_values ? instance->values[attr] : 0; /* if (!v) { num_undef++; continue; } */ /* $totals{$v}++ */ hash_entry = hv_fetch(totals, (char *)&v, sizeof(I32), 1); if (!SvIOK(*hash_entry)) sv_setiv(*hash_entry, 0); sv_setiv( *hash_entry, 1+SvIV(*hash_entry) ); /* $tallies{$v}{$_->result_int}++ */ hash_entry = hv_fetch(tallies, (char *)&v, sizeof(I32), 0); if (!hash_entry) { hash_entry = hv_store(tallies, (char *)&v, sizeof(I32), newRV_noinc((SV*) newHV()), 0); } sub_hash_entry = hv_fetch((HV*) SvRV(*hash_entry), (char *)&(instance->result), sizeof(int), 1); if (!SvIOK(*sub_hash_entry)) sv_setiv(*sub_hash_entry, 0); sv_setiv( *sub_hash_entry, 1+SvIV(*sub_hash_entry) ); } RETVAL = num_undef; /* Old code: foreach (@$instances) { my $v = $_->value_int($all_attr->{$attr}); next unless $v; $totals{ $v }++; $tallies{ $v }{ $_->result_int }++; } */ } OUTPUT: RETVAL Makefile.PL100644000765000765 40211724310020 16567 0ustar00kenken000000000000AI-DecisionTree-0.11/Instance use ExtUtils::MakeMaker; my $module = 'AI::DecisionTree::Instance'; my ($name, $dir); ($name = $module) =~ s/.*::(\w+)/$1.pm/; ($dir = $module) =~ s/::/-/g; WriteMakefile ( 'NAME' => $module, 'VERSION_FROM' => $name, # finds $VERSION ); t000755000765000765 011724310020 14744 5ustar00kenken000000000000AI-DecisionTree-0.11/Instance01-basic.t100644000765000765 56111724310020 16552 0ustar00kenken000000000000AI-DecisionTree-0.11/Instance/t#!/usr/bin/perl use Test; BEGIN { plan tests => 7 } use AI::DecisionTree::Instance; ok(1); my $i = AI::DecisionTree::Instance->new([1, 2], 0, "foo"); ok $i->value_int(0), 1; ok $i->value_int(1), 2; ok $i->result_int, 0; $i->set_value(0, 3); ok $i->value_int(0), 3; $i = new AI::DecisionTree::Instance([4], 2, "bar"); ok $i->value_int(0), 4; ok $i->result_int, 2; AI000755000765000765 011724310020 13774 5ustar00kenken000000000000AI-DecisionTree-0.11/libDecisionTree.pm100644000765000765 5455111724310020 17101 0ustar00kenken000000000000AI-DecisionTree-0.11/lib/AIuse strict; package AI::DecisionTree; { $AI::DecisionTree::VERSION = '0.11'; } use AI::DecisionTree::Instance; use Carp; use vars qw(@ISA); sub new { my $package = shift; return bless { noise_mode => 'fatal', prune => 1, purge => 1, verbose => 0, max_depth => 0, @_, nodes => 0, instances => [], name_gen => 0, }, $package; } sub nodes { $_[0]->{nodes} } sub noise_mode { $_[0]->{noise_mode} } sub depth { $_[0]->{depth} } sub add_instance { my ($self, %args) = @_; croak "Missing 'attributes' parameter" unless $args{attributes}; croak "Missing 'result' parameter" unless defined $args{result}; $args{name} = $self->{name_gen}++ unless exists $args{name}; my @attributes; while (my ($k, $v) = each %{$args{attributes}}) { $attributes[ _hlookup($self->{attributes}, $k) ] = _hlookup($self->{attribute_values}{$k}, $v); } $_ ||= 0 foreach @attributes; push @{$self->{instances}}, AI::DecisionTree::Instance->new(\@attributes, _hlookup($self->{results}, $args{result}), $args{name}); } sub _hlookup { $_[0] ||= {}; # Autovivify as a hash my ($hash, $key) = @_; unless (exists $hash->{$key}) { $hash->{$key} = 1 + keys %$hash; } return $hash->{$key}; } sub _create_lookup_hashes { my $self = shift; my $h = $self->{results}; $self->{results_reverse} = [ undef, sort {$h->{$a} <=> $h->{$b}} keys %$h ]; foreach my $attr (keys %{$self->{attribute_values}}) { my $h = $self->{attribute_values}{$attr}; $self->{attribute_values_reverse}{$attr} = [ undef, sort {$h->{$a} <=> $h->{$b}} keys %$h ]; } } sub train { my ($self, %args) = @_; if (not @{ $self->{instances} }) { croak "Training data has been purged, can't re-train" if $self->{tree}; croak "Must add training instances before calling train()"; } $self->_create_lookup_hashes; local $self->{curr_depth} = 0; local $self->{max_depth} = $args{max_depth} if exists $args{max_depth}; $self->{depth} = 0; $self->{tree} = $self->_expand_node( instances => $self->{instances} ); $self->{total_instances} = @{$self->{instances}}; $self->prune_tree if $self->{prune}; $self->do_purge if $self->purge; return 1; } sub do_purge { my $self = shift; delete @{$self}{qw(instances attribute_values attribute_values_reverse results results_reverse)}; } sub copy_instances { my ($self, %opt) = @_; croak "Missing 'from' parameter to copy_instances()" unless exists $opt{from}; my $other = $opt{from}; croak "'from' parameter is not a decision tree" unless UNIVERSAL::isa($other, __PACKAGE__); foreach (qw(instances attributes attribute_values results)) { $self->{$_} = $other->{$_}; } $self->_create_lookup_hashes; } sub set_results { my ($self, $hashref) = @_; foreach my $instance (@{$self->{instances}}) { my $name = $instance->name; croak "No result given for instance '$name'" unless exists $hashref->{$name}; $instance->set_result( $self->{results}{ $hashref->{$name} } ); } } sub instances { $_[0]->{instances} } sub purge { my $self = shift; $self->{purge} = shift if @_; return $self->{purge}; } # Each node contains: # { split_on => $attr_name, # children => { $attr_value1 => $node1, # $attr_value2 => $node2, ... } # } # or # { result => $result } sub _expand_node { my ($self, %args) = @_; my $instances = $args{instances}; print STDERR '.' if $self->{verbose}; $self->{depth} = $self->{curr_depth} if $self->{curr_depth} > $self->{depth}; local $self->{curr_depth} = $self->{curr_depth} + 1; $self->{nodes}++; my %results; $results{$self->_result($_)}++ foreach @$instances; my @results = map {$_,$results{$_}} sort {$results{$b} <=> $results{$a}} keys %results; my %node = ( distribution => \@results, instances => scalar @$instances ); foreach (keys %results) { $self->{prior_freqs}{$_} += $results{$_}; } if (keys(%results) == 1) { # All these instances have the same result - make this node a leaf $node{result} = $self->_result($instances->[0]); return \%node; } # Multiple values are present - find the best predictor attribute and split on it my $best_attr = $self->best_attr($instances); croak "Inconsistent data, can't build tree with noise_mode='fatal'" if $self->{noise_mode} eq 'fatal' and !defined $best_attr; if ( !defined($best_attr) or $self->{max_depth} && $self->{curr_depth} > $self->{max_depth} ) { # Pick the most frequent result for this leaf $node{result} = (sort {$results{$b} <=> $results{$a}} keys %results)[0]; return \%node; } $node{split_on} = $best_attr; my %split; foreach my $i (@$instances) { my $v = $self->_value($i, $best_attr); push @{$split{ defined($v) ? $v : '' }}, $i; } die ("Something's wrong: attribute '$best_attr' didn't split ", scalar @$instances, " instances into multiple buckets (@{[ keys %split ]})") unless keys %split > 1; foreach my $value (keys %split) { $node{children}{$value} = $self->_expand_node( instances => $split{$value} ); } return \%node; } sub best_attr { my ($self, $instances) = @_; # 0 is a perfect score, entropy(#instances) is the worst possible score my ($best_score, $best_attr) = (@$instances * $self->entropy( map $_->result_int, @$instances ), undef); my $all_attr = $self->{attributes}; foreach my $attr (keys %$all_attr) { # %tallies is correlation between each attr value and result # %total is number of instances with each attr value my (%totals, %tallies); my $num_undef = AI::DecisionTree::Instance::->tally($instances, \%tallies, \%totals, $all_attr->{$attr}); next unless keys %totals; # Make sure at least one instance defines this attribute my $score = 0; while (my ($opt, $vals) = each %tallies) { $score += $totals{$opt} * $self->entropy2( $vals, $totals{$opt} ); } ($best_attr, $best_score) = ($attr, $score) if $score < $best_score; } return $best_attr; } sub entropy2 { shift; my ($counts, $total) = @_; # Entropy is defined with log base 2 - we just divide by log(2) at the end to adjust. my $sum = 0; $sum += $_ * log($_) foreach values %$counts; return +(log($total) - $sum/$total)/log(2); } sub entropy { shift; my %count; $count{$_}++ foreach @_; # Entropy is defined with log base 2 - we just divide by log(2) at the end to adjust. my $sum = 0; $sum += $_ * log($_) foreach values %count; return +(log(@_) - $sum/@_)/log(2); } sub prune_tree { my $self = shift; # We use a minimum-description-length approach. We calculate the # score of each node: # n = number of nodes below # r = number of results (categories) in the entire tree # i = number of instances in the entire tree # e = number of errors below this node # Hypothesis description length (MML): # describe tree: number of nodes + number of edges # describe exceptions: num_exceptions * log2(total_num_instances) * log2(total_num_results) my $r = keys %{ $self->{results} }; my $i = $self->{tree}{instances}; my $exception_cost = log($r) * log($i) / log(2)**2; # Pruning can turn a branch into a leaf my $maybe_prune = sub { my ($self, $node) = @_; return unless $node->{children}; # Can't prune leaves my $nodes_below = $self->nodes_below($node); my $tree_cost = 2 * $nodes_below - 1; # $edges_below == $nodes_below - 1 my $exceptions = $self->exceptions( $node ); my $simple_rule_exceptions = $node->{instances} - $node->{distribution}[1]; my $score = -$nodes_below - ($exceptions - $simple_rule_exceptions) * $exception_cost; #warn "Score = $score = -$nodes_below - ($exceptions - $simple_rule_exceptions) * $exception_cost\n"; if ($score < 0) { delete @{$node}{'children', 'split_on', 'exceptions', 'nodes_below'}; $node->{result} = $node->{distribution}[0]; # XXX I'm not cleaning up 'exceptions' or 'nodes_below' keys up the tree } }; $self->_traverse($maybe_prune); } sub exceptions { my ($self, $node) = @_; return $node->{exceptions} if exists $node->{exeptions}; my $count = 0; if ( exists $node->{result} ) { $count = $node->{instances} - $node->{distribution}[1]; } else { foreach my $child ( values %{$node->{children}} ) { $count += $self->exceptions($child); } } return $node->{exceptions} = $count; } sub nodes_below { my ($self, $node) = @_; return $node->{nodes_below} if exists $node->{nodes_below}; my $count = 0; $self->_traverse( sub {$count++}, $node ); return $node->{nodes_below} = $count - 1; } # This is *not* for external use, I may change it. sub _traverse { my ($self, $callback, $node, $parent, $node_name) = @_; $node ||= $self->{tree}; ref($callback) ? $callback->($self, $node, $parent, $node_name) : $self->$callback($node, $parent, $node_name); return unless $node->{children}; foreach my $child ( keys %{$node->{children}} ) { $self->_traverse($callback, $node->{children}{$child}, $node, $child); } } sub get_result { my ($self, %args) = @_; croak "Missing 'attributes' or 'callback' parameter" unless $args{attributes} or $args{callback}; $self->train unless $self->{tree}; my $tree = $self->{tree}; while (1) { if (exists $tree->{result}) { my $r = $tree->{result}; return $r unless wantarray; my %dist = @{$tree->{distribution}}; my $confidence = $tree->{distribution}[1] / $tree->{instances}; # my $confidence = P(H|D) = [P(D|H)P(H)]/[P(D|H)P(H)+P(D|H')P(H')] # = [P(D|H)P(H)]/P(D); # my $confidence = # $confidence *= $self->{prior_freqs}{$r} / $self->{total_instances}; return ($r, $confidence, \%dist); } my $instance_val = (exists $args{callback} ? $args{callback}->($tree->{split_on}) : exists $args{attributes}{$tree->{split_on}} ? $args{attributes}{$tree->{split_on}} : ''); ## no critic (ProhibitExplicitReturnUndef) $tree = $tree->{children}{ $instance_val } or return undef; } } sub as_graphviz { my ($self, %args) = @_; my $colors = delete $args{leaf_colors} || {}; require GraphViz; my $g = GraphViz->new(%args); my $id = 1; my $add_edge = sub { my ($self, $node, $parent, $node_name) = @_; # We use stringified reference names for node names, as a convenient hack. if ($node->{split_on}) { $g->add_node( "$node", label => $node->{split_on}, shape => 'ellipse', ); } else { my $i = 0; my $distr = join ',', grep {$i++ % 2} @{$node->{distribution}}; my %fill = (exists $colors->{$node->{result}} ? (fillcolor => $colors->{$node->{result}}, style => 'filled') : () ); $g->add_node( "$node", label => "$node->{result} ($distr)", shape => 'box', %fill, ); } $g->add_edge( "$parent" => "$node", label => $node_name, ) if $parent; }; $self->_traverse( $add_edge ); return $g; } sub rule_tree { my $self = shift; my ($tree) = @_ ? @_ : $self->{tree}; # build tree: # [ question, { results => [ question, { ... } ] } ] return $tree->{result} if exists $tree->{result}; return [ $tree->{split_on}, { map { $_ => $self->rule_tree($tree->{children}{$_}) } keys %{$tree->{children}}, } ]; } sub rule_statements { my $self = shift; my ($stmt, $tree) = @_ ? @_ : ('', $self->{tree}); return("$stmt -> '$tree->{result}'") if exists $tree->{result}; my @out; my $prefix = $stmt ? "$stmt and" : "if"; foreach my $val (keys %{$tree->{children}}) { push @out, $self->rule_statements("$prefix $tree->{split_on}='$val'", $tree->{children}{$val}); } return @out; } ### Some instance accessor stuff: sub _result { my ($self, $instance) = @_; my $int = $instance->result_int; return $self->{results_reverse}[$int]; } sub _delete_value { my ($self, $instance, $attr) = @_; my $val = $self->_value($instance, $attr); return unless defined $val; $instance->set_value($self->{attributes}{$attr}, 0); return $val; } sub _value { my ($self, $instance, $attr) = @_; return unless exists $self->{attributes}{$attr}; my $val_int = $instance->value_int($self->{attributes}{$attr}); return $self->{attribute_values_reverse}{$attr}[$val_int]; } 1; __END__ =head1 NAME AI::DecisionTree - Automatically Learns Decision Trees =head1 VERSION version 0.11 =head1 SYNOPSIS use AI::DecisionTree; my $dtree = new AI::DecisionTree; # A set of training data for deciding whether to play tennis $dtree->add_instance (attributes => {outlook => 'sunny', temperature => 'hot', humidity => 'high'}, result => 'no'); $dtree->add_instance (attributes => {outlook => 'overcast', temperature => 'hot', humidity => 'normal'}, result => 'yes'); ... repeat for several more instances, then: $dtree->train; # Find results for unseen instances my $result = $dtree->get_result (attributes => {outlook => 'sunny', temperature => 'hot', humidity => 'normal'}); =head1 DESCRIPTION The C module automatically creates so-called "decision trees" to explain a set of training data. A decision tree is a kind of categorizer that use a flowchart-like process for categorizing new instances. For instance, a learned decision tree might look like the following, which classifies for the concept "play tennis": OUTLOOK / | \ / | \ / | \ sunny/ overcast \rainy / | \ HUMIDITY | WIND / \ *no* / \ / \ / \ high/ \normal / \ / \ strong/ \weak *no* *yes* / \ *no* *yes* (This example, and the inspiration for the C 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 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 is set to C (the default), the C method will throw an exception (die). If C is set to C, the most frequent result at each noisy node will be selected. =item prune A boolean C parameter which specifies whether the tree should be pruned after training. This is usually a good idea, so the default is to prune. Currently we prune using a simple minimum-description-length criterion. =item verbose If set to a true value, some status information will be output while training a decision tree. Default is false. =item purge If set to a true value, the C method will be invoked during C. The default is true. =item max_depth Controls the maximum depth of the tree that will be created during C. 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 parameter specifies a hash of attribute-value pairs for the instance, and a C parameter specifies the result. An optional C parameter lets you give a unique name to each training instance. This can be used in coordination with the C method below. =item train() Builds the decision tree from the list of training instances. If a numeric C parameter is supplied, the maximum tree depth can be controlled (see also the C method). =item get_result(attributes => \%hash) Returns the most likely result (from the set of all results given to C) for the set of attribute values given. An C 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. =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, for instance. =item purge() Returns true or false depending on the value of the tree's C property. An optional boolean argument sets the property. =item copy_instances(from =E $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 values using C), which is much faster than re-populating the second tree's instances from scratch. =item set_results(\%results) Given a hash that relates instance names to instance result values, change the result values as specified. =back =head2 Tree Introspection =over 4 =item instances() Returns a reference to an array of the training instances used to build this tree. =item nodes() Returns the number of nodes in the trained decision tree. =item depth() Returns the depth of the tree. This is the maximum number of decisions that would need to be made to classify an unseen instance, i.e. the length of the longest path from the tree's root to a leaf. A tree with a single node would have a depth of zero. =item rule_tree() Returns a data structure representing the decision tree. For instance, for the tree diagram above, the following data structure is returned: [ 'outlook', { 'rain' => [ 'wind', { 'strong' => 'no', 'weak' => 'yes', } ], 'sunny' => [ 'humidity', { 'normal' => 'yes', 'high' => 'no', } ], 'overcast' => 'yes', } ] This is slightly remniscent of how XML::Parser returns the parsed XML tree. Note that while the ordering in the hashes is unpredictable, the nesting is in the order in which the criteria will be checked at decision-making time. =item rule_statements() Returns a list of strings that describe the tree in rule-form. For instance, for the tree diagram above, the following list would be returned (though not necessarily in this order - the order is unpredictable): if outlook='rain' and wind='strong' -> 'no' if outlook='rain' and wind='weak' -> 'yes' if outlook='sunny' and humidity='normal' -> 'yes' if outlook='sunny' and humidity='high' -> 'no' if outlook='overcast' -> 'yes' This can be helpful for scrutinizing the structure of a tree. Note that while the order of the rules is unpredictable, the order of criteria within each rule reflects the order in which the criteria will be checked at decision-making time. =item as_graphviz() Returns a C 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 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 parameters given to C, and the values should be any GraphViz-style color specification. Any additional arguments given to C will be passed on to GraphViz's C method. See the L docs for more info. =back =head1 LIMITATIONS A few limitations exist in the current version. All of them could be removed in future versions - especially with your help. =) =over 4 =item No continuous attributes In the current implementation, only discrete-valued attributes are supported. This means that an attribute like "temperature" can have values like "cool", "medium", and "hot", but using actual temperatures like 87 or 62.3 is not going to work. This is because the values would split the data too finely - the tree-building process would probably think that it could make all its decisions based on the exact temperature value alone, ignoring all other attributes, because each temperature would have only been seen once in the training data. The usual way to deal with this problem is for the tree-building process to figure out how to place the continuous attribute values into a set of bins (like "cool", "medium", and "hot") and then build the tree based on these bin values. Future versions of C may provide support for this. For now, you have to do it yourself. =back =head1 TO DO All the stuff in the LIMITATIONS section. Also, revisit the pruning algorithm to see how it can be improved. =head1 AUTHOR Ken Williams, ken@mathforum.org =head1 SEE ALSO Mitchell, Tom (1997). Machine Learning. McGraw-Hill. pp 52-80. Quinlan, J. R. (1986). Induction of decision trees. Machine Learning, 1(1), pp 81-106. L, L =cut 02-leaktest.t100644000765000765 43111724310020 17302 0ustar00kenken000000000000AI-DecisionTree-0.11/Instance/t#!/usr/bin/perl use Test; BEGIN { plan tests => 4 } use AI::DecisionTree::Instance; ok(1); my $x = 0; { local *{"AI::DecisionTree::Instance::DESTROY"} = sub { $x = 1 }; { my $i = new AI::DecisionTree::Instance([3,4], 4, "foo"); ok $x, 0; } ok $x, 1; } ok $x, 1;