Algorithm-AM

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AM.xs  view on Meta::CPAN

 * structure for the supracontexts
 */

typedef struct AM_supra {
  /* list of subcontexts in this supracontext
   *
   * data[0] is the number of subcontexts in
   * the array;
   *
   * data[1] is always 0 (useful for finding
   * intersections; see below)
   *
   * data[i] is not an actually subcontext
   * label; instead, all the subcontext labels
   * are kept in an array called subcontext
   * (bad choice of name?)  created in
   * function _fillandcount().  Thus, the
   * actual subcontexts in the supracontext
   * are subcontext[data[2]], ...
   *
   * data[i] < data[i+1] if i > 1 and
   * i < data[0].
   *
   * Using an array of increasing positive
   * integers makes it easy to take
   * intersections (see lattice.pod).
   */
  AM_SHORT *data;

  /* number of supracontexts that contain
   * precisely these subcontexts;
   *
   * According to the AM algorithm, we're
   * supposed to look at all the homogeneous
   * supracontexts to compute the analogical
   * set.  Instead of traversing the
   * supracontextual lattice to find them, we
   * can instead traverse the list of AM_SUPRA
   * with count > 0 and use the value of count
   * to do our computing.
   *
   * Since we're actually traversing four
   * small lattices and taking intersections,
   * we'll be multiplying the four values of
   * count to get what we want.
   *
   */
  AM_SHORT count;

  /*
   * used to implement two linked lists
   *
   * One linked list contains all the nonempty

AM.xs  view on Meta::CPAN

    AM_LONG *temp = dividend;
    dividend = quotient;
    quotient = temp;
  }

  SvNVX(s) = nn;
  SvNOK_on(s);
}

 /* Given 2 lists of training item indices sorted in descending order,
  * fill a third list with the intersection of items in these lists.
  * This is a simple intersection, and no check for heterogeneity is
  * performed.
  * Return the next empty (available) index address in the third list.
  * If the two lists have no intersection, then the return value is
  * just the same as the third input.
  */
unsigned short *intersect_supras(
    AM_SHORT *intersection_list_top, AM_SHORT *subcontext_list_top, AM_SHORT *k){
  while (1) {
    while (*intersection_list_top > *subcontext_list_top) {
      --intersection_list_top;
    }
    if (*intersection_list_top == 0) {
      break;
    }
    if (*intersection_list_top < *subcontext_list_top) {
      AM_SHORT *temp = intersection_list_top;
      intersection_list_top = subcontext_list_top;
      subcontext_list_top = temp;
      continue;
    }
    *k = *intersection_list_top;
    --intersection_list_top;
    --subcontext_list_top;
    --k;
  }
  return k;
}
 /* The first three inputs are the same as for intersect_supra above,
  * and the fourth paramater should be a list containing the class
  * index for all of the training items. In addition to combining
  * the first two lists into the third via intersection, the final
  * list is checked for heterogeneity and the non-deterministic
  * heterogeneous supracontexts are removed.
  * The return value is the number of items contained in the resulting
  * list.
  */
AM_SHORT intersect_supras_final(
    AM_SHORT *intersection_list_top, AM_SHORT *subcontext_list_top,
    AM_SHORT *intersect, AM_SHORT *subcontext_class){
  AM_SHORT class = 0;
  AM_SHORT length = 0;
  while (1) {
    while (*intersection_list_top > *subcontext_list_top) {
      --intersection_list_top;
    }
    if (*intersection_list_top == 0) {
      break;
    }
    if (*intersection_list_top < *subcontext_list_top) {
      AM_SHORT *temp = intersection_list_top;
      intersection_list_top = subcontext_list_top;
      subcontext_list_top = temp;
      continue;
    }
    *intersect = *intersection_list_top;
    ++intersect;
    ++length;

     /* is it heterogeneous? */
    if (class == 0) {
      /* is it not deterministic? */
      if (length > 1) {
        length = 0;
        break;
      } else {
        class = subcontext_class[*intersection_list_top];
      }
    } else {
      /* Do the classes not match? */
      if (class != subcontext_class[*intersection_list_top]) {
        length = 0;
        break;
      }
    }
    --intersection_list_top;
    --subcontext_list_top;
  }
  return length;
}

/* clear out the supracontexts */
void clear_supras(AM_SUPRA **supra_list, int supras_length)
{
  AM_SUPRA *p;
  for (int i = 0; i < supras_length; i++)

AM.xs  view on Meta::CPAN

      supra_list[sublattice_index][i].next = (AM_SHORT) i + 1;
    }
  }

  /*
   * Instead of adding subcontext labels directly to the supracontexts,
   * we store all of these labels in an array called subcontext.  We
   * then store the array indices of the subcontext labels in the
   * supracontexts.  That means the list of subcontexts in the
   * supracontexts is an increasing sequence of positive integers, handy
   * for taking intersections (see lattice.pod).
   *
   * The index into the array is called subcontextnumber.
   *
   * The array of matching classes is called subcontext_class.
   *
   */

  HV *context_to_class = guts->context_to_class;
  AM_SHORT subcontextnumber = (AM_SHORT)HvUSEDKEYS(context_to_class);
  AM_SHORT *subcontext;
  Newxz(subcontext, NUM_LATTICES *(subcontextnumber + 1), AM_SHORT);
  subcontext += NUM_LATTICES * subcontextnumber;
  AM_SHORT *subcontext_class;
  Newxz(subcontext_class, subcontextnumber + 1, AM_SHORT);
  subcontext_class += subcontextnumber;

  AM_SHORT *intersectlist, *intersectlist2, *intersectlist3;
  AM_SHORT *ilist2top, *ilist3top;
  Newxz(intersectlist, subcontextnumber + 1, AM_SHORT);
  Newxz(intersectlist2, subcontextnumber + 1, AM_SHORT);
  ilist2top = intersectlist2 + subcontextnumber;
  Newxz(intersectlist3, subcontextnumber + 1, AM_SHORT);
  ilist3top = intersectlist3 + subcontextnumber;

  hv_iterinit(context_to_class);
  HE *context_to_class_entry;
  while ((context_to_class_entry = hv_iternext(context_to_class))) {
    AM_SHORT *contextptr = (AM_SHORT *) HeKEY(context_to_class_entry);
    AM_SHORT class = (AM_SHORT) SvUVX(HeVAL(context_to_class_entry));
    for (int sublattice_index = 0; sublattice_index < NUM_LATTICES; ++sublattice_index, ++contextptr) {
      AM_SHORT active = lattice_sizes[sublattice_index];
      AM_SHORT *lattice = lattice_list[sublattice_index];
      AM_SUPRA *supralist = supra_list[sublattice_index];

AM.xs  view on Meta::CPAN

    --subcontextnumber;
  } /*end while (context_to_class_entry = hv_iternext(...*/

  HV *context_size = guts->context_size;
  HV *pointers = guts->pointers;

  /*
   * The code is in three parts:
   *
   * 1. We successively take one nonempty supracontext from each of the
   *    four small lattices and take their intersection to find a
   *    supracontext of the big lattice.  If at any point we get the
   *    empty set, we move on.
   *
   * 2. We determine if the supracontext so found is heterogeneous; if
   *    so, we skip it.
   *
   * 3. Otherwise, we count the pointers or occurrences.
   *
   */
  {
    /* find intersections */
    AM_SUPRA * p0;
    for (iter_supras(p0, supra_list[0])) {
      AM_SUPRA *p1;
      for (iter_supras(p1, supra_list[1])) {
        /* Find intersection between p0 and p1 */
        AM_SHORT *k = intersect_supras(
          sublist_top(p0),
          sublist_top(p1),
          ilist2top
        );
        /* If k has not been increased then intersection was empty */
        if (k == ilist2top) {
          continue;
        }
        *k = 0;

        AM_SUPRA *p2;
        for (iter_supras(p2, supra_list[2])) {

          /*Find intersection between previous intersection and p2*/
          k = intersect_supras(
            ilist2top,
            sublist_top(p2),
            ilist3top
          );
          /* If k has not been increased then intersection was empty */
          if (k == ilist3top) {
            continue;
          }
          *k = 0;

          AM_SUPRA *p3;
          for (iter_supras(p3, supra_list[3])) {

            /* Find intersection between previous intersection and p3;
             * check for disqualified supras this time.
             */
            AM_SHORT length = intersect_supras_final(
              ilist3top,
              sublist_top(p3),
              intersectlist,
              subcontext_class
            );

            /* count occurrences */
            if (length) {
              AM_BIG_INT count = {0, 0, 0, 0, 0, 0, 0, 0};

              count[0]  = p0->count;

              count[0] *= p1->count;

AM.xs  view on Meta::CPAN

              count[1] *= p3->count;
              count[2] *= p3->count;
              carry(count, 0);
              carry(count, 1);
              carry(count, 2);
              if(!linear_flag){
                /* If scoring is pointers (quadratic) instead of linear*/
                AM_LONG pointercount = 0;
                for (int i = 0; i < length; ++i) {
                  pointercount += (AM_LONG) SvUV(*hv_fetch(context_size,
                      (char *) (subcontext + (NUM_LATTICES * intersectlist[i])), 8, 0));
                }
                if (pointercount & 0xffff0000) {
                  AM_SHORT pchi = (AM_SHORT) (high_bits(pointercount));
                  AM_SHORT pclo = (AM_SHORT) (low_bits(pointercount));
                  AM_LONG hiprod[6];
                  hiprod[1] = pchi * count[0];
                  hiprod[2] = pchi * count[1];
                  hiprod[3] = pchi * count[2];
                  hiprod[4] = pchi * count[3];
                  count[0] *= pclo;

AM.xs  view on Meta::CPAN

                    count[2] *= pointercount;
                    count[3] *= pointercount;
                    carry(count, 0);
                    carry(count, 1);
                    carry(count, 2);
                    carry(count, 3);
                }
              }
              for (int i = 0; i < length; ++i) {
                SV *final_pointers_sv = *hv_fetch(pointers,
                    (char *) (subcontext + (NUM_LATTICES * intersectlist[i])), 8, 1);
                if (!SvPOK(final_pointers_sv)) {
                  SvUPGRADE(final_pointers_sv, SVt_PVNV);
                  SvGROW(final_pointers_sv, 8 * sizeof(AM_LONG) + 1);
                  Zero(SvPVX(final_pointers_sv), 8, AM_LONG);
                  SvCUR_set(final_pointers_sv, 8 * sizeof(AM_LONG));
                  SvPOK_on(final_pointers_sv);
                }
                AM_LONG *final_pointers = (AM_LONG *) SvPVX(final_pointers_sv);
                for (int j = 0; j < 7; ++j) {
                  *(final_pointers + j) += count[j];

AM.xs  view on Meta::CPAN

      normalize(aTHX_ sum[i]);
    }

    SV *grand_total_entry = *hv_fetch(pointers, "grand_total", 11, 1);
    SvUPGRADE(grand_total_entry, SVt_PVNV);
    sv_setpvn(grand_total_entry, (char *) grand_total, 8 * sizeof(AM_LONG));
    normalize(aTHX_ grand_total_entry);

    Safefree(subcontext);
    Safefree(subcontext_class);
    Safefree(intersectlist);
    Safefree(intersectlist2);
    Safefree(intersectlist3);
  }

TODO.txt  view on Meta::CPAN

Algorithm::AM

Generalize to using any number of lattices
    Next: generalize lattice intersection to any number

Make some big int handling functions to reduce complexity

save active_feats instead of remaking it in AM.pm if exclude_nulls is not set

Check/document how one must be careful about changing data sets after they have already been included in a result or somewhere else.

Several setters in Result should be private: score, high_score, etc.

Bug reports: OverridePkgVersion doesn't work with numerical versions, RequireArgUnpacking doesn't work with hash assignment.

TODO.txt  view on Meta::CPAN

fill individual lattices without throwing any out because of heterogeneity
(list of supracontexts) lattice = lattices[0]
for 1..$#$lattices - 1
combine(lattice, lattices[$_])
combine_final(lattice, lattices[$#lattices])

list<Supracontext> combine(lat1, lat2){
    list<Supra> output;
    for (Supra s1 : lat1) {
        for (Supra s2 : lat2) {
        Item[] data = intersection(s1.data, s2.data);
        if(data)
            output.add(new Supra(data));
        }
    }
}

datasets/soybean/data  view on Meta::CPAN

diaporthe-stem-canker , 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 n...
diaporthe-stem-canker , 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 abs...
diaporthe-stem-canker , 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 ...
diaporthe-stem-canker , 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 absen...
diaporthe-stem-canker , 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 abs...
diaporthe-stem-canker , 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 abs...
diaporthe-stem-canker , 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 abs...
diaporthe-stem-canker , 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 nor...
diaporthe-stem-canker , 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 absen...
diaporthe-stem-canker , 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 n...
charcoal-rot , 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 n...
charcoal-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 , 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 , 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 ...
charcoal-rot , 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 no...
charcoal-rot , 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 , 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 , 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 , 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 n...
rhizoctonia-root-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 ...

datasets/soybean/data  view on Meta::CPAN

rhizoctonia-root-rot , 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 abse...
rhizoctonia-root-rot , 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 absen...
rhizoctonia-root-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...
rhizoctonia-root-rot , 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 a...
rhizoctonia-root-rot , 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 ...
rhizoctonia-root-rot , 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 n...
rhizoctonia-root-rot , 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...
rhizoctonia-root-rot , 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 absen...
phytophthora-rot , 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 nor...
phytophthora-rot , 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-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 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 no...
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 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 , 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...
phytophthora-rot , 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 n...
phytophthora-rot , 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 , 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...
phytophthora-rot , 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 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 , 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 nor...
phytophthora-rot , 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 n...
phytophthora-rot , 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 ...
phytophthora-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 , 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...
phytophthora-rot , 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 , 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 abse...
phytophthora-rot , 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...
phytophthora-rot , 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 abs...
phytophthora-rot , 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 , 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 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 , 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 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 a...
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 , 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 , 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 , 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 , 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 ? 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 , 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 absen...
phytophthora-rot , 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 , 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 , 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...
phytophthora-rot , 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 , 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 , 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...
phytophthora-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
brown-stem-rot , 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 , 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 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 ...
brown-stem-rot , 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 absen...
brown-stem-rot , 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 ...
brown-stem-rot , 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 , 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...
brown-stem-rot , 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 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 abs...
brown-stem-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 a...

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brown-spot , 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 no...
brown-spot , 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 nor...
brown-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 n...
brown-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 ...
brown-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 abse...
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 ...
brown-spot , 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 n...
brown-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 a...
brown-spot , 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 nor...
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...
brown-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 absen...
brown-spot , 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 ...
brown-spot , 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 a...
brown-spot , 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 abse...
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 abs...
brown-spot , 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 absen...
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 a...
brown-spot , 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 absen...
brown-spot , 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 , 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...
brown-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 absent absent absent abnorm yes above-sec-nde brown present absent absent none absent norm absent norm absent absent n...
brown-spot , 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 no...
brown-spot , 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 no...
brown-spot , 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 abse...
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 a...
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 ...
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 a...
brown-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...
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 abse...
brown-spot , 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 abs...
brown-spot , 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 abs...
brown-spot , 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 ...
brown-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 abs...
brown-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 absent absent absent abnorm yes above-sec-nde brown present absent absent none absent norm absent norm absent ab...
brown-spot , 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 n...
brown-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 abs...
brown-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 abs...
brown-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 a...
brown-spot , 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 ab...
brown-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 ab...
bacterial-blight , 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 absen...
bacterial-blight , 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...
bacterial-blight , 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 , 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 , 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 absen...
bacterial-blight , 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 absen...
bacterial-blight , 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 , 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 absen...

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purple-seed-stain , 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 absen...
purple-seed-stain , 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 ...
purple-seed-stain , 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 , 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 abs...
purple-seed-stain , 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 nor...
purple-seed-stain , 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 absen...
purple-seed-stain , 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 , 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 , 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 prese...
purple-seed-stain , 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
anthracnose , 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-spec...
anthracnose , 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...
anthracnose , 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 pr...
anthracnose , 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 ab...
anthracnose , 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...
anthracnose , 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 ...
anthracnose , 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 ...
anthracnose , 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 n...
anthracnose , 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...
anthracnose , 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 a...
anthracnose , 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/bl...
anthracnose , 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...
anthracnose , 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 a...
anthracnose , 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 pre...
anthracnose , 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 ...
anthracnose , 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 a...
anthracnose , 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 pres...
anthracnose , 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...
anthracnose , 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 abn...
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 absent absent absent none absent diseased brown-w/blk-speck...
phyllosticta-leaf-spot , 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...
phyllosticta-leaf-spot , 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...
phyllosticta-leaf-spot , 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 ...
phyllosticta-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 nor...
phyllosticta-leaf-spot , 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 absen...
phyllosticta-leaf-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...
phyllosticta-leaf-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 ab...
phyllosticta-leaf-spot , 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 abse...
phyllosticta-leaf-spot , 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 a...
phyllosticta-leaf-spot , 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 abs...

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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 abse...
alternarialeaf-spot , 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 absen...
alternarialeaf-spot , 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 n...
alternarialeaf-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 abse...
alternarialeaf-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 no...
alternarialeaf-spot , 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 n...
alternarialeaf-spot , 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...
alternarialeaf-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 abse...
alternarialeaf-spot , 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 a...
alternarialeaf-spot , 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 ...
frog-eye-leaf-spot , 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 disease...
frog-eye-leaf-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 ...
frog-eye-leaf-spot , 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 a...
frog-eye-leaf-spot , 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 abse...
frog-eye-leaf-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 absen...
frog-eye-leaf-spot , 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 ab...
frog-eye-leaf-spot , 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 disease...
frog-eye-leaf-spot , 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 dise...
frog-eye-leaf-spot , 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 abs...
frog-eye-leaf-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...
frog-eye-leaf-spot , 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 disease...
frog-eye-leaf-spot , 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 abse...
frog-eye-leaf-spot , 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 dis...
frog-eye-leaf-spot , 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 ...
frog-eye-leaf-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 dise...
frog-eye-leaf-spot , 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 co...
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 disea...
frog-eye-leaf-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 diseas...
frog-eye-leaf-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 d...
frog-eye-leaf-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 c...
frog-eye-leaf-spot , 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 ...
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...
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 ...
frog-eye-leaf-spot , 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...
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 absent absent absent norm yes absent dna absent absent absent none absent norm absent norm absent...
frog-eye-leaf-spot , 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...
frog-eye-leaf-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 ...
frog-eye-leaf-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 nor...
frog-eye-leaf-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...
frog-eye-leaf-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 disea...
frog-eye-leaf-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 abs...
frog-eye-leaf-spot , 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 abse...
frog-eye-leaf-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 disease...
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...
frog-eye-leaf-spot , 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 ...
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 abse...
frog-eye-leaf-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 d...
frog-eye-leaf-spot , 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 co...
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 diseas...
frog-eye-leaf-spot , 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...
diaporthe-pod-&-stem-blight , 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 , 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 , 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 , 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 ? 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 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 ?
cyst-nematode , june ? ? ? ? same-lst-two-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? norm ? ? ? ? ? ? ? ? few-present ? abnorm absent ? lt-norm ? galls-cysts
cyst-nematode , july ? ? ? ? same-lst-sev-yrs upper-areas ? ? ? abnorm abnorm ? ? ? ? ? ? norm ? ? ? ? ? ? ? ? few-present ? abnorm absent ? lt-norm ? galls-cysts
cyst-nematode , august ? ? ? ? same-lst-sev-yrs upper-areas ? ? ? abnorm abnorm ? ? ? ? ? ? norm ? ? ? ? ? ? ? ? few-present ? abnorm absent ? lt-norm ? galls-cysts
cyst-nematode , july ? ? ? ? same-lst-two-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? norm ? ? ? ? ? ? ? ? few-present ? abnorm absent ? lt-norm ? galls-cysts
cyst-nematode , july ? ? ? ? same-lst-two-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? norm ? ? ? ? ? ? ? ? few-present ? abnorm absent ? lt-norm ? galls-cysts
cyst-nematode , august ? ? ? ? same-lst-two-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? norm ? ? ? ? ? ? ? ? few-present ? abnorm absent ? lt-norm ? galls-cysts
2-4-d-injury , ? ? ? ? ? ? ? ? ? ? ? abnorm absent dna dna ? present ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ? ?
herbicide-injury , 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 , april lt-normal ? lt-norm ? diff-lst-year whole-field ? ? ? abnorm abnorm absent dna dna absent present ? abnorm ? ? ? ? ? ? ? ? dna ? ? ? ? ? ? rotted
herbicide-injury , may lt-normal ? lt-norm ? diff-lst-year scattered ? ? ? abnorm abnorm absent dna dna absent present ? abnorm ? ? ? ? ? ? ? ? dna ? ? ? ? ? ? rotted
herbicide-injury , 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
diaporthe-stem-canker , 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 n...
diaporthe-stem-canker , 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 ...
diaporthe-stem-canker , 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 n...
diaporthe-stem-canker , 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 n...
diaporthe-stem-canker , 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 n...
diaporthe-stem-canker , 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 abse...
diaporthe-stem-canker , 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...
diaporthe-stem-canker , 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 no...
diaporthe-stem-canker , 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 ab...
diaporthe-stem-canker , 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...
charcoal-rot , 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 n...
charcoal-rot , 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 ...
charcoal-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 absen...
charcoal-rot , 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 nor...
charcoal-rot , 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 no...
charcoal-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 , 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 , 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 ...
charcoal-rot , 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 absen...
charcoal-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 abse...

datasets/soybean/data  view on Meta::CPAN

rhizoctonia-root-rot , 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 no...
rhizoctonia-root-rot , 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 ...
rhizoctonia-root-rot , 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 ...
rhizoctonia-root-rot , 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 abs...
rhizoctonia-root-rot , 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...
rhizoctonia-root-rot , 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...
phytophthora-rot , 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 abse...
phytophthora-rot , 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 absen...
phytophthora-rot , 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...
phytophthora-rot , 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 a...
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 , 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 , 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 , 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 , 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 , 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 , 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 , 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 , 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 , 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 , 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 norm ? same-lst-sev-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? abnorm ? above-sec-nde dk-brown-blk ? watery absent none absent ? ? ? ? ? ? ? rotted
phytophthora-rot , 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 , 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 , 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-yr low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? abnorm ? above-sec-nde dk-brown-blk ? absent absent none absent ? ? ? ? ? ? ? rotted
phytophthora-rot , 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 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 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 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 , 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 , 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 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 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 , 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 , 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 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 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 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 gt-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 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 gt-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-two-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? abnorm ? above-sec-nde dk-brown-blk ? absent absent none absent ? ? ? ? ? ? ? rotted
phytophthora-rot , 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 , 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 , 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 , 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 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 gt-norm ? same-lst-two-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? abnorm ? above-soil dk-brown-blk ? watery absent none absent ? ? ? ? ? ? ? rotted
phytophthora-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 , 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 , 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 , 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 norm ? same-lst-sev-yrs low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? abnorm ? above-sec-nde dk-brown-blk ? absent absent none absent ? ? ? ? ? ? ? rotted
brown-stem-rot , 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...
brown-stem-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 , 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 ...
brown-stem-rot , 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 nor...
brown-stem-rot , 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 absen...
brown-stem-rot , 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 , 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 absen...
brown-stem-rot , 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 no...
brown-stem-rot , 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 , 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 n...

datasets/soybean/data  view on Meta::CPAN

downy-mildew , 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 ...
downy-mildew , 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...
downy-mildew , 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 ...
downy-mildew , 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 ab...
downy-mildew , 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 a...
downy-mildew , 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 a...
downy-mildew , 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 ...
downy-mildew , 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 a...
downy-mildew , 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 nor...
downy-mildew , 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 pre...
brown-spot , 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 a...
brown-spot , 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 n...
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 norm yes absent dna absent absent absent none absent norm absent norm absent absent norm abs...
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...
brown-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 abnorm yes above-sec-nde brown present absent absent none absent norm absent norm absent ab...
brown-spot , 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 ...
brown-spot , 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 no...
brown-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 ab...
brown-spot , 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 no...
brown-spot , 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 a...
brown-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 , 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...
brown-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 absen...
brown-spot , 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 abs...
brown-spot , 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 no...
brown-spot , 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 nor...
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 , 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 absen...
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 no...
brown-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...
brown-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 nor...
brown-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 ab...
brown-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 absent absent absent abnorm yes above-sec-nde brown present absent absent none absent norm absent norm absent ...
brown-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 a...
brown-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 absen...
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 ...
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 a...
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 abs...
brown-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 ...
brown-spot , 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 n...
brown-spot , 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 abs...
brown-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 ...
brown-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 a...
brown-spot , 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 ab...
brown-spot , 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 ab...
brown-spot , 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 a...
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 abs...
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 ...
brown-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 ab...
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 abs...
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...
brown-spot , 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 abse...
brown-spot , 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 a...
brown-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 ab...
brown-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 nor...
brown-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 norm yes absent dna absent absent absent none absent norm absent norm absent absent norm abs...
brown-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...
brown-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 present absent absent abnorm yes above-sec-nde brown present absent absent none absent norm absent norm absent absent no...
brown-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 abnorm yes above-sec-nde brown present absent absent none absent norm absent norm absent ab...
brown-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...
brown-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 ...
brown-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 abnorm yes above-sec-nde brown present absent absent none absent norm absent norm absent ab...
bacterial-blight , 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...
bacterial-blight , 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 ab...
bacterial-blight , 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 , 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 ab...
bacterial-blight , 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...
bacterial-blight , 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...
bacterial-blight , 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 abse...
bacterial-blight , 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 ...
bacterial-blight , 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 ab...
bacterial-blight , 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...

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purple-seed-stain , 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 a...
purple-seed-stain , 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 p...
purple-seed-stain , 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 ...
purple-seed-stain , 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 pre...
purple-seed-stain , 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 ...
purple-seed-stain , 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 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 , 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 , 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 abs...
anthracnose , 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...
anthracnose , 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-nor...
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 prese...
anthracnose , 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 no...
anthracnose , 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 ab...
anthracnose , 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 ...
anthracnose , 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 abnor...
anthracnose , 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 abn...
anthracnose , 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 ab...
anthracnose , 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...
anthracnose , 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...
anthracnose , 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 nor...
anthracnose , 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 ...
anthracnose , 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...
anthracnose , 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-s...
anthracnose , 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 ...
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-spec...
anthracnose , 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...
anthracnose , 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 ...
anthracnose , 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 abno...
anthracnose , 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...
anthracnose , 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...
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 ...
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 ...
phyllosticta-leaf-spot , 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 n...
phyllosticta-leaf-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...
phyllosticta-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 abse...
phyllosticta-leaf-spot , 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 absen...
phyllosticta-leaf-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 absen...
phyllosticta-leaf-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 nor...
phyllosticta-leaf-spot , 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 ...
phyllosticta-leaf-spot , 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...
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 ...
phyllosticta-leaf-spot , 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 a...

datasets/soybean/data  view on Meta::CPAN

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 absen...
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 norm yes absent dna absent absent absent none absent norm absent norm abse...
alternarialeaf-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 no...
alternarialeaf-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 abse...
alternarialeaf-spot , 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 ...
alternarialeaf-spot , 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 a...
alternarialeaf-spot , 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 absen...
alternarialeaf-spot , 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...
alternarialeaf-spot , 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...
alternarialeaf-spot , 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 ...
frog-eye-leaf-spot , 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 dise...
frog-eye-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 abnorm yes above-sec-nde dk-brown-blk absent firm-and-dry absent none absent disea...
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...
frog-eye-leaf-spot , 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 abse...
frog-eye-leaf-spot , 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...
frog-eye-leaf-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 dise...
frog-eye-leaf-spot , 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 abse...
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 abse...
frog-eye-leaf-spot , 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...
frog-eye-leaf-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 ab...
frog-eye-leaf-spot , 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 a...
frog-eye-leaf-spot , 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 abs...
frog-eye-leaf-spot , 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...
frog-eye-leaf-spot , 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 color...
frog-eye-leaf-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 n...
frog-eye-leaf-spot , 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 ab...
frog-eye-leaf-spot , 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 ab...
frog-eye-leaf-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 abse...
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 abse...
frog-eye-leaf-spot , 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 colo...
frog-eye-leaf-spot , 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...
frog-eye-leaf-spot , 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 dise...
frog-eye-leaf-spot , 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 disea...
frog-eye-leaf-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 disease...
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 absen...
frog-eye-leaf-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 colo...
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 abse...
frog-eye-leaf-spot , 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 diseas...
frog-eye-leaf-spot , 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 disease...
frog-eye-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 abnorm yes above-sec-nde dk-brown-blk absent firm-and-dry absent none absent disea...
frog-eye-leaf-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 abs...
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 colore...
frog-eye-leaf-spot , 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 d...
frog-eye-leaf-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 di...
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 abnorm yes above-sec-nde dk-brown-blk absent firm-and-dry absent none absent dis...
frog-eye-leaf-spot , 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...
frog-eye-leaf-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 d...
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 ...
frog-eye-leaf-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 di...
frog-eye-leaf-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 disea...
frog-eye-leaf-spot , 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...
frog-eye-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 abnorm yes above-sec-nde dk-brown-blk absent firm-and-dry absent none absent disea...
frog-eye-leaf-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 abs...
frog-eye-leaf-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 abnorm yes above-sec-nde dk-brown-blk absent firm-and-dry absent none absent diseased co...
frog-eye-leaf-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 d...
frog-eye-leaf-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 diseas...
frog-eye-leaf-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 d...
frog-eye-leaf-spot , 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 ...
frog-eye-leaf-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 ...
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 ...
frog-eye-leaf-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...
diaporthe-pod-&-stem-blight , 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 , 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 , 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 , 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 , 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 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 , 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 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 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 ?
cyst-nematode , june ? ? ? ? same-lst-yr low-areas ? ? ? abnorm abnorm ? ? ? ? ? ? norm ? ? ? ? ? ? ? ? few-present ? abnorm absent ? lt-norm ? galls-cysts

datasets/soybean/info.txt  view on Meta::CPAN

%         International Conference on Machine Learning (pp. 22-28). Ann Arbor,
%         Michigan: Morgan Kaufmann.
%         -- Notes why this database is highly predictable
% 
% 4. Relevant Information Paragraph:
%     There are 19 classes, only the first 15 of which have been used in prior
%     work.  The folklore seems to be that the last four classes are
%     unjustified by the data since they have so few examples.
%     There are 35 categorical attributes, some nominal and some ordered.  The
%     value ``dna'' means does not apply.  The values for attributes are
%     encoded numerically, with the first value encoded as ``0,'' the second as
%     ``1,'' and so forth.  An unknown values is encoded as ``?''.
% 
% 5. Number of Instances: 683 (one moved to test set)
% 
% 6. Number of Attributes: 35 (all have been nominalized)
% 
% 7. Attribute Information: 
%    -- 19 Classes
%     diaporthe-stem-canker, charcoal-rot, rhizoctonia-root-rot,
%     phytophthora-rot, brown-stem-rot, powdery-mildew,

datasets/soybean/info.txt  view on Meta::CPAN

%   11. plant-growth:   norm,abnorm,?.
%   12. leaves:     norm,abnorm.
%   13. leafspots-halo: absent,yellow-halos,no-yellow-halos,?.
%   14. leafspots-marg: w-s-marg,no-w-s-marg,dna,?.
%   15. leafspot-size:  lt-1/8,gt-1/8,dna,?.
%   16. leaf-shread:    absent,present,?.
%   17. leaf-malf:  absent,present,?.
%   18. leaf-mild:  absent,upper-surf,lower-surf,?.
%   19. stem:       norm,abnorm,?.
%   20. lodging:        yes,no,?.
%   21. stem-cankers:   absent,below-soil,above-soil,above-sec-nde,?.
%   22. canker-lesion:  dna,brown,dk-brown-blk,tan,?.
%   23. fruiting-bodies:    absent,present,?.
%   24. external decay: absent,firm-and-dry,watery,?.
%   25. mycelium:   absent,present,?.
%   26. int-discolor:   none,brown,black,?.
%   27. sclerotia:  absent,present,?.
%   28. fruit-pods: norm,diseased,few-present,dna,?.
%   29. fruit spots:    absent,colored,brown-w/blk-specks,distort,dna,?.
%   30. seed:       norm,abnorm,?.
%   31. mold-growth:    absent,present,?.

lib/Algorithm/AM/Batch.pm  view on Meta::CPAN

        }
        my $test_item = $test_set->get_item($item_number);
        # store the results just for this item
        my @item_results;

        if($self->begin_test_hook){
            $self->begin_test_hook->($self, $test_item);
        }

        if($log->is_debug){
            my ( $sec, $min, $hour ) = localtime();
            $log->info(
                sprintf( "Time: %2s:%02s:%02s\n", $hour, $min, $sec) .
                $test_item->comment . "\n" .
                sprintf( "0/$self->{repeat}  %2s:%02s:%02s",
                    $hour, $min, $sec ) );
        }

        my $iteration = 1;
        while ( $iteration <= $self->repeat ) {
            if($self->begin_repeat_hook){
                $self->begin_repeat_hook->(
                    $self, $test_item, $iteration);
            }

            # this sets excluded_items

lib/Algorithm/AM/Batch.pm  view on Meta::CPAN

                exclude_nulls => $self->exclude_nulls,
                exclude_given => $self->exclude_given,
                linear => $self->linear,
            );
            my $result = $am->classify($test_item);

            _log_result($result)
                if($log->is_info);

            if($log->is_info){
                my ( $sec, $min, $hour ) = localtime();
                $log->info(
                    sprintf(
                        $iteration . '/' . $self->repeat .
                        '  %2s:%02s:%02s',
                        $hour, $min, $sec
                    )
                );
            }

            if($self->end_repeat_hook){
                # pass in self, test item, data, and result
                $self->end_repeat_hook->($self, $test_item,
                    $iteration, $excluded_items, $result);
            }
            push @item_results, $result;

lib/Algorithm/AM/Batch.pm  view on Meta::CPAN

        }

        if($self->end_test_hook){
            $self->end_test_hook->($self, $test_item, @item_results);
        }

        push @all_results, @item_results;
    }

    if($log->is_info){
        my ( $sec, $min, $hour ) = localtime();
        $log->info(
            sprintf( "Time: %2s:%02s:%02s", $hour, $min, $sec ) );
    }

    if($self->end_hook){
        $self->end_hook->($self, @all_results);
    }
    $self->_set_test_set(undef);
    return @all_results;
}

# log the summary printouts from the input result object

lib/Algorithm/AM/Batch.pm  view on Meta::CPAN

=back

=head1 METHODS

=for Pod::Coverage BUILD

=head2 C<new>

Creates a new object instance. This method takes named parameters
which call the methods described in the relevant documentation sections.
The only required parameter is L</training_set>, which should be an
instance of L<Algorithm::AM::DataSet>, and which provides a pool of
items to be used for training during classification. All of the
accepted parameters are listed below:

=over

=item L</training_set>

=item L</repeat>

lib/Algorithm/AM/BigInt.pm  view on Meta::CPAN

#pod referencing the string field. The number field is still useful in
#pod printing reports; for example, using C<printf>, where precision can
#pod be specified.
#pod
#pod Currently, the only provided helper function is for comparison of
#pod two big integers.
#pod
#pod =head2 C<bigcmp>
#pod
#pod Compares two big integers, returning 1, 0, or -1 depending on whether
#pod the first argument is greater than, equal to, or less than the second
#pod argument.
#pod
#pod =cut
sub bigcmp {
    my($a,$b) = @_;
    return (length($a) <=> length($b)) || ($a cmp $b);
}

1;

lib/Algorithm/AM/BigInt.pm  view on Meta::CPAN

referencing the string field. The number field is still useful in
printing reports; for example, using C<printf>, where precision can
be specified.

Currently, the only provided helper function is for comparison of
two big integers.

=head2 C<bigcmp>

Compares two big integers, returning 1, 0, or -1 depending on whether
the first argument is greater than, equal to, or less than the second
argument.

=head1 AUTHOR

Theron Stanford <shixilun@yahoo.com>, Nathan Glenn <garfieldnate@gmail.com>

=head1 COPYRIGHT AND LICENSE

This software is copyright (c) 2021 by Royal Skousen.

lib/Algorithm/AM/DataSet/Item.pm  view on Meta::CPAN

use strict;
use warnings;
our $VERSION = '3.13';
# ABSTRACT: A single item for classification training and testing
use Carp;
our @CARP_NOT = qw(Algorithm::AM::DataSet);
use Exporter::Easy (
    OK => ['new_item']
);

# use to assign unique ids to new items; not meant to be secure
# or anything, just unique.
my $current_id = 'a';


#pod =head1 SYNOPSIS
#pod
#pod   use Algorithm::AM::DataSet::Item 'new_item';
#pod
#pod   my $item = new_item(
#pod     features => ['a', 'b', 'c'],

lib/Algorithm/AM/Result.pm  view on Meta::CPAN

    for my $class (sort keys %scores){
        push @rows, [ $class, $scores{$class},
            sprintf($percentage_format,
                100 * $scores{$class} / $total_points) ];
    }
    # add a Total row
    push @rows, [ 'Total', $total_points ];

    my @table = _make_table(['Class', 'Score', 'Percentage'],
        \@rows);
    # copy the rule from the first row into the second to last row
    # to separate the Total row
    splice(@table, $#table - 1, 0, $table[0]);

    my $info = "Statistical Summary\n";
    $info .= join '', @table;
    # the predicted class (the one with the highest score)
    # and the result (correct/incorrect/tie).
    if ( defined (my $expected = $self->test_item->class) ) {
        $info .= "Expected class: $expected\n";
        my $result = $self->result;

lib/Algorithm/AM/lattice.pod  view on Meta::CPAN

           |  /\   /\  |
           | /  \ /  \ |
           011  101  110
             \   |   /
              \  |  /
               \ | /
                \|/
                111

If you can get from one element to another by only going down along
the line segments, then the first element is greater than the second.

=head2 Notes for AM

=over 4

=item *

The elements of the lattice created by AM are sets.  The partial order
is defined as follows: I<A> E<lt>= I<B> if I<B> is a subset of I<A>.
If you draw the lattice, the smaller sets are at the top.  This

lib/Algorithm/AM/lattice.pod  view on Meta::CPAN

supracontextual lattice with the Boolean algebra generated by the
power set of a set.  The supracontextual lattice I<is> a Boolean
algebra of sets; where these sets come from is explained in F<AM.pod>.

To store the supracontextual lattice, it is enough to create an array
C<lattice[]> of length 2^I<n>, where C<lattice[>I<a>C<]> contains a
pointer to a structure containing information about the elements of
the set corresponding to I<a>.

Of course, the size of C<lattice[]> grows exponentially with I<n>; to
overcome that, see the section on L<lattices as products of smaller
lattices|"LATTICES AS PRODUCTS OF SMALLER LATTICES">.

=item *

The supracontextual lattice is built up by adding elements to these
sets one at a time.  When a new element is added to a set, it is a
simple thing to C<memcpy> (actually, we use Perl's safe equivalent,
C<Copy>) the original set to a new location, append the new element,
and change the pointer.  We only have to do this once; F<Parallel.xs>
keeps track of the creation of new sets, so sometimes all that is

lib/Algorithm/AM/lattice.pod  view on Meta::CPAN

    11  1 2 3 4 5 6 7

 label  elements

    00  5 6
    01  1 3 5 6
    10  4 5 6
    11  1 2 3 4 5 6 7

The set labeled by 1001 in the large lattice is precisely the
intersection of the sets labeled by 10 and 01 respectively in the
smaller lattices: {1, 3} is the intersection of {1, 3, 4, 7} and {1,
3, 5, 6}.

C<AM::Parallel> breaks the supracontextual lattice up into 4 smaller
lattices, resulting in a great savings of memory at the expense of
finding a lot of intersections.  But since the elements of the sets
are listed as increasing sequences of positive integers, finding the
intersection is actually quite straightforward.

To initialize, set I<i> to point to the largest element of the first
set and I<j> to point to the largest element of the second set.

=over 4

=item 1

Move I<i> to the left as long as it points to an integer larger than
that pointed to by I<j>.

=item 2

If I<i> points to an integer less than the integer pointed to by I<j>,
swap I<i> and I<j> so they point into the opposite sets; go to step 1.

=item 3

If I<i> and I<j> point to equal values, put this equal value into the
intersection and move both I<i> and I<j> once to the left.

=item 4

If I<i> can't be moved, the algorithm ends.

=back

=head1 AUTHOR

Theron Stanford <shixilun@yahoo.com>, Nathan Glenn <garfieldnate@gmail.com>

ppport.h  view on Meta::CPAN

macro. Just C<#define> the macro before including C<ppport.h>:

    #define DPPP_NAMESPACE MyOwnNamespace_
    #include "ppport.h"

The default namespace is C<DPPP_>.

=back

The good thing is that most of the above can be checked by running
F<ppport.h> on your source code. See the next section for
details.

=head1 EXAMPLES

To verify whether F<ppport.h> is needed for your module, whether you
should make any changes to your code, and whether any special defines
should be used, F<ppport.h> can be run as a Perl script to check your
source code. Simply say:

    perl ppport.h

ppport.h  view on Meta::CPAN

invlist_array|5.013010||Vniu
_invlist_array_init|5.015001||Vniu
invlist_clear|5.023009||Viu
invlist_clone|5.015001||cViu
_invlist_contains_cp|5.017003||Vniu
invlist_contents|5.023008||Viu
_invlist_dump|5.019003||cViu
_invlistEQ|5.023006||cViu
invlist_extend|5.013010||Viu
invlist_highest|5.017002||Vniu
_invlist_intersection|5.015001||Viu
_invlist_intersection_maybe_complement_2nd|5.015008||cViu
_invlist_invert|5.015001||cViu
invlist_is_iterating|5.017008||Vniu
invlist_iterfinish|5.017008||Vniu
invlist_iterinit|5.015001||Vniu
invlist_iternext|5.015001||Vniu
_invlist_len|5.017004||Vniu
invlist_lowest|5.031007||xVniu
invlist_max|5.013010||Vniu
invlist_previous_index|5.017004||Vniu
invlist_replace_list_destroys_src|5.023009||Viu

ppport.h  view on Meta::CPAN

PL_savestack|5.005000||Viu
PL_savestack_ix|5.005000||Viu
PL_savestack_max|5.005000||Viu
PL_sawampersand|5.005000||Viu
PL_SB_invlist|5.021009||Viu
PL_scopestack|5.005000||Viu
PL_scopestack_ix|5.005000||Viu
PL_scopestack_max|5.005000||Viu
PL_scopestack_name|5.011002||Viu
PL_SCX_invlist|5.027008||Viu
PL_secondgv|5.005000||Viu
PL_setlocale_buf|5.027009||Viu
PL_setlocale_bufsize|5.027009||Viu
PL_sharehook|5.007003||Viu
PL_sighandler1p|5.031007||Viu
PL_sighandler3p|5.031007||Viu
PL_sighandlerp|5.005000||Viu
PL_signalhook|5.013002||Viu
PL_signals|5.008001|5.003007|poVnu
PL_sig_pending|5.007001||Viu
PL_Sock|5.006000||Viu

ppport.h  view on Meta::CPAN

SS_ADD_UV|5.017007||Viu
SS_BUFFEROVF|5.021009||Viu
ssc_add_range|5.019005||Viu
ssc_and|5.019005||Viu
ssc_anything|5.019005||Viu
ssc_clear_locale|5.019005||Vniu
ssc_cp_and|5.019005||Viu
ssc_finalize|5.019005||Viu
SSCHECK|5.003007||Viu
ssc_init|5.019005||Viu
ssc_intersection|5.019005||Viu
ssc_is_anything|5.019005||Vniu
ssc_is_cp_posixl_init|5.019005||Vniu
SSC_MATCHES_EMPTY_STRING|5.021004||Viu
ssc_or|5.019005||Viu
ssc_union|5.019005||Viu
SS_DEVOFFLINE|5.008001||Viu
ss_dup|5.007003|5.007003|u
SSGROW|5.008001||Viu
SS_IVCHAN|5.008001||Viu
SSize_t|5.003007|5.003007|Vn

ppport.h  view on Meta::CPAN

  my %seen;
  $_ = [sort dictionary_order grep !$seen{$_}++, @$_];
}

if (exists $opt{'api-info'}) {
  my $f;
  my $count = 0;
  my $match = $opt{'api-info'} =~ m!^/(.*)/$! ? $1 : "^\Q$opt{'api-info'}\E\$";

  # Sort the names, and split into two classes; one for things that are part of
  # the API; a second for things that aren't.
  my @ok_to_use;
  my @shouldnt_use;
  for $f (sort dictionary_order keys %API) {
    next unless $f =~ /$match/;
    my $base = int_parse_version($API{$f}{base}) if $API{$f}{base};
    if ($base && ! $API{$f}{inaccessible} && ! $API{$f}{core_only}) {
        push @ok_to_use, $f;
    }
    else {
        push @shouldnt_use, $f;

ppport.h  view on Meta::CPAN

 * data from C.  All statics in extensions should be reworked to use
 * this, if you want to make the extension thread-safe.  See ext/re/re.xs
 * for an example of the use of these macros.
 *
 * Code that uses these macros is responsible for the following:
 * 1. #define MY_CXT_KEY to a unique string, e.g. "DynaLoader_guts"
 * 2. Declare a typedef named my_cxt_t that is a structure that contains
 *    all the data that needs to be interpreter-local.
 * 3. Use the START_MY_CXT macro after the declaration of my_cxt_t.
 * 4. Use the MY_CXT_INIT macro such that it is called exactly once
 *    (typically put in the BOOT: section).
 * 5. Use the members of the my_cxt_t structure everywhere as
 *    MY_CXT.member.
 * 6. Use the dMY_CXT macro (a declaration) in all the functions that
 *    access MY_CXT.
 */

#if defined(MULTIPLICITY) || defined(PERL_OBJECT) || \
    defined(PERL_CAPI)    || defined(PERL_IMPLICIT_CONTEXT)

#ifndef START_MY_CXT

ppport.h  view on Meta::CPAN

#endif

#if (PERL_BCDVERSION < 0x5031004)
        /* Versions prior to this accepted things that are now considered
         * malformations, and didn't return -1 on error with warnings enabled
         * */
#  undef utf8_to_uvchr_buf
#endif

/* This implementation brings modern, generally more restricted standards to
 * utf8_to_uvchr_buf.  Some of these are security related, and clearly must
 * be done.  But its arguable that the others need not, and hence should not.
 * The reason they're here is that a module that intends to play with the
 * latest perls should be able to work the same in all releases.  An example is
 * that perl no longer accepts any UV for a code point, but limits them to
 * IV_MAX or below.  This is for future internal use of the larger code points.
 * If it turns out that some of these changes are breaking code that isn't
 * intended to work with modern perls, the tighter restrictions could be
 * relaxed.  khw thinks this is unlikely, but has been wrong in the past. */

/* 5.6.0 is the first release with UTF-8, and we don't implement this function

t/00-report-prereqs.t  view on Meta::CPAN

}
else {
    $cpan_meta_error = $@;    # capture error from CPAN::Meta->load_file($source)
    $source = 'static metadata';
}

my @full_reports;
my @dep_errors;
my $req_hash = $HAS_CPAN_META ? $full_prereqs->as_string_hash : $full_prereqs;

# Add static includes into a fake section
for my $mod (@include) {
    $req_hash->{other}{modules}{$mod} = 0;
}

for my $phase ( qw(configure build test runtime develop other) ) {
    next unless $req_hash->{$phase};
    next if ($phase eq 'develop' and not $ENV{AUTHOR_TESTING});

    for my $type ( qw(requires recommends suggests conflicts modules) ) {
        next unless $req_hash->{$phase}{$type};

t/07-Batch_hooks.t  view on Meta::CPAN

	test_training_item_hook_vars => \&test_training_item_hook_vars,
	test_end_iter_vars => \&test_end_iter_vars,
	test_end_test_vars => \&test_end_test_vars,
	test_end_vars => \&test_end_vars
);

my $train = chapter_3_train();
my $test = chapter_3_test();
$test->add_item(
	features => [qw(3 1 3)],
	comment => 'second test item',
	class => 'e',
);

my $batch = Algorithm::AM::Batch->new(
	training_set => $train,
	repeat => 2,
	max_training_items => 10,
	begin_hook => make_hook(
		'begin_hook',
		'test_beginning_vars'

t/07-Batch_hooks.t  view on Meta::CPAN

sub test_item_vars {
	my ($batch, $test_item) = @_;

	isa_ok($test_item, 'Algorithm::AM::DataSet::Item');

	ok($test_item->class eq 'r' || $test_item->class eq 'e',
		'test class');
	if($test_item->class eq 'e'){
		like(
			$test_item->comment,
			qr/second test item$/,
			'test comment'
		);
		is_deeply($test_item->features, [3,1,3], 'test item features')
			or note explain $test_item->features;
	}else{
		like(
			$test_item->comment,
			qr/test item comment$/,
			'test comment'
		);

t/07-Batch_hooks.t  view on Meta::CPAN

		'results have the same test item');
}

# Test variables provided after all iterations are finished
sub test_end_vars {
	my ($batch, @results) = @_;

	is_deeply($results[0]->scores, {e => '4', r => '9'},
		'scores for first result');
	is_deeply($results[1]->scores, {e => '4', r => '9'},
		'scores for second result');
	is_deeply($results[2]->scores, {e => '4', r => '4'},
		'scores for third result');
	is_deeply($results[3]->scores, {e => '4', r => '4'},
		'scores for fourth result');
	return;
}

sub test_defaults {
	my ($batch) = @_;
	is($batch->test_set, undef, 'test_set is undef outside of hooks');